{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "You can run this notebook in a [live session](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/examples/decadal/tropical-pacific-ssts.ipynb) [binder badge](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/examples/decadal/tropical-pacific-ssts.ipynb) or view it [on Github](https://github.com/pangeo-data/climpred/blob/main/docs/source/examples/decadal/tropical-pacific-ssts.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hindcast Predictions of Equatorial Pacific SSTs\n", "\n", "In this example, we evaluate hindcasts (retrospective forecasts) with {py:class}`.HindcastEnsemble` of sea surface temperatures in the eastern equatorial Pacific from CESM-DPLE. These hindcasts are evaluated against a forced ocean-sea ice simulation that initializes the model.\n", "\n", "See the [quick start](../quick-start.html#quick-start) for an analysis of time series (rather than maps) from {py:class}`.HindcastEnsemble`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 1;\n", " var nbb_unformatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\n", " var nbb_formatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# linting\n", "%load_ext nb_black\n", "%load_ext lab_black" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:20:57.733825Z", "start_time": "2020-01-06T18:20:57.731614Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 2;\n", " var nbb_unformatted_code = \"%matplotlib inline\\nimport matplotlib.pyplot as plt\\nimport numpy as np\\n\\nimport climpred\\nfrom climpred import HindcastEnsemble\\nimport xarray as xr\\n\\nxr.set_options(display_style=\\\"text\\\")\\n\\n# silence warnings if annoying\\n# import warnings\\n# warnings.filterwarnings(\\\"ignore\\\")\";\n", " var nbb_formatted_code = \"%matplotlib inline\\nimport matplotlib.pyplot as plt\\nimport numpy as np\\n\\nimport climpred\\nfrom climpred import HindcastEnsemble\\nimport xarray as xr\\n\\nxr.set_options(display_style=\\\"text\\\")\\n\\n# silence warnings if annoying\\n# import warnings\\n# warnings.filterwarnings(\\\"ignore\\\")\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import climpred\n", "from climpred import HindcastEnsemble\n", "import xarray as xr\n", "\n", "xr.set_options(display_style=\"text\")\n", "\n", "# silence warnings if annoying\n", "# import warnings\n", "# warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll load in a small region of the eastern equatorial Pacific for this analysis example." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:20:59.079200Z", "start_time": "2020-01-06T18:20:59.061333Z" } }, "outputs": [ { "data": { "text/html": [ "
<xarray.DataArray 'SST' (init: 64, lead: 10, nlat: 37, nlon: 26)>\n",
       "[615680 values with dtype=float32]\n",
       "Coordinates:\n",
       "    TLAT     (nlat, nlon) float64 ...\n",
       "    TLONG    (nlat, nlon) float64 ...\n",
       "  * init     (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n",
       "  * lead     (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
       "    TAREA    (nlat, nlon) float64 ...\n",
       "Dimensions without coordinates: nlat, nlon
" ], "text/plain": [ "\n", "[615680 values with dtype=float32]\n", "Coordinates:\n", " TLAT (nlat, nlon) float64 ...\n", " TLONG (nlat, nlon) float64 ...\n", " * init (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n", " * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n", " TAREA (nlat, nlon) float64 ...\n", "Dimensions without coordinates: nlat, nlon" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 3;\n", " var nbb_unformatted_code = \"initialized = climpred.tutorial.load_dataset(\\\"CESM-DP-SST-3D\\\")[\\\"SST\\\"]\\nrecon = climpred.tutorial.load_dataset(\\\"FOSI-SST-3D\\\")[\\\"SST\\\"]\\ninitialized\";\n", " var nbb_formatted_code = \"initialized = climpred.tutorial.load_dataset(\\\"CESM-DP-SST-3D\\\")[\\\"SST\\\"]\\nrecon = climpred.tutorial.load_dataset(\\\"FOSI-SST-3D\\\")[\\\"SST\\\"]\\ninitialized\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "initialized = climpred.tutorial.load_dataset(\"CESM-DP-SST-3D\")[\"SST\"]\n", "recon = climpred.tutorial.load_dataset(\"FOSI-SST-3D\")[\"SST\"]\n", "initialized" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These two example products cover a small portion of the eastern equatorial Pacific." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is generally advisable to do all bias correction before instantiating a {py:class}`.HindcastEnsemble`. However, {py:class}`.HindcastEnsemble` can also be modified with {py:meth}`.HindcastEnsemble.remove_bias`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`climpred` requires that `lead` dimension has an attribute called `units` indicating what time units the `lead` is assocated with. Options are: `years, seasons, months, weeks, pentads, days`, `hours`, `minutes`, `seconds`. For the this data, the `lead` `units` are `years`. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:03.106789Z", "start_time": "2020-01-06T18:21:03.103776Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 4;\n", " var nbb_unformatted_code = \"initialized[\\\"lead\\\"].attrs[\\\"units\\\"] = \\\"years\\\"\";\n", " var nbb_formatted_code = \"initialized[\\\"lead\\\"].attrs[\\\"units\\\"] = \\\"years\\\"\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "initialized[\"lead\"].attrs[\"units\"] = \"years\"" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:03.695870Z", "start_time": "2020-01-06T18:21:03.666610Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n", "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "\n", "Initialized Ensemble:\n", " SST (init, lead, nlat, nlon) float32 -0.3323 -0.3238 ... 1.179 1.123\n", "Observations:\n", " SST (time, nlat, nlon) float32 25.53 25.43 25.35 ... 27.03 27.1 27.05\n", "Uninitialized:\n", " None" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 5;\n", " var nbb_unformatted_code = \"hindcast = HindcastEnsemble(initialized).add_observations(recon)\\nhindcast\";\n", " var nbb_formatted_code = \"hindcast = HindcastEnsemble(initialized).add_observations(recon)\\nhindcast\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hindcast = HindcastEnsemble(initialized).add_observations(recon)\n", "hindcast" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 6;\n", " var nbb_unformatted_code = \"# Quick look at the HindEnsemble timeseries: only works for 1-dimensional data, therefore take spatial mean\\nhindcast.mean([\\\"nlat\\\", \\\"nlon\\\"]).plot()\";\n", " var nbb_formatted_code = \"# Quick look at the HindEnsemble timeseries: only works for 1-dimensional data, therefore take spatial mean\\nhindcast.mean([\\\"nlat\\\", \\\"nlon\\\"]).plot()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Quick look at the HindEnsemble timeseries: only works for 1-dimensional data, therefore take spatial mean\n", "hindcast.mean([\"nlat\", \"nlon\"]).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first need to remove the same climatology that was used to drift-correct the CESM-DPLE." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tHuJXTwaukw+Jabh0IKKBQLh40Gg0oZaWlqqZ7se5IJYGAoEw64kVDSqVasjsN0m5OvmMZmkggu3ioq+vL/o6Pv6CEs0QCITLHCIaCATCrCc2c5JKpSID1ymGpFy9dCCWBgKBMFkQ0UAgEGY9Z1saiGiYWoh70qUDEQ0EAmGyIKKBQCDMekhMw/RCAqEvHYhoOH/YUBfY4AUX+SUQLhmIaCAQCLOes92TSEzD1DKapUEsFoOmwz8dHo8HwWBwWvtGmBhENFwA/uOAb+9M92LGKCkp0Y/V5q677so4duyYEAB++9vfJk50e7FYXAIALS0tvBUrVmSdb18jPPHEE8nPPvtswmhtdu7cKSsrK8u50GMBQHl5ue6dd96JG0/b119/XZWbm2vIzc01lJSU6A8cOCCajD5MJ0Q0EAiEWQ9xT5peRrM0UBRFrv9FBBENFwDTB3Au32t24sSJ2rHabN26tbW0tNQLABs2bEia6PYRdDpd4Kuvvjoz8V5ePOTk5Pj2799fV19fX/2///f/7nr00UczpuvYkzW5Q0QDgUCY9RD3pOkjFArB4/FE34tEwyfDSFzDxQMRDecHy3rAMk6AvnyvWcQKsHPnTtmiRYvyVqxYkZWZmVmwatWqTIYJFzFetGhR3r59+8SPP/54is/no/V6vWHVqlWZsdvbbDZ6yZIluQaDIT83N9ewZcsW5dnHqqur48+ZM6cACFsv9Hq9Qa/XG+Li4op//etfJwHA+vXrEwoLC/Nzc3MNv/rVr5Ij2z711FOJOp2usLS0NK+hoWFCJc/tdjt9xx136IqKivLz8/Ojfaurq+OXlpbmGQyGfIPBkL9r1y4JADAMgzVr1qTrdLrCpUuX5hqNxnGXLvjxj3/silR4Lisrc/X09PDPbvPHP/5R/eCDD6ZF3r/yyiuatWvXpgHAxo0bVUVFRfl6vd5wzz33ZESEwL333pteWFiYn5OTUxB7XVJSUooee+yxFIPBkP/222+PyxoyFqROA4FAmPUQ96Tpw+12R19LJJKoK1IsRLRdHLAsS0TD+RIauG60Zmb7AeD7ryvl5j4HbzL3qYqXBa6+oWjcir+mpkZ08uTJMzqdLlBaWqrftWuX9IYbbog+fDdu3Ni5adOm+Nra2uqztxWLxcznn3/eqFKpmO7ubu7ixYv199xzj3WkZwsQtl4AQH19PX/FihVzHn30UdMnn3wib2xsFFZUVNSwLIvly5fnfPnll1KpVMps375dVVlZWR0IBDBv3jxDSUmJGwBeeuklLQA8+eST/SMeCMDTTz+dVFZWZv/oo49ajEYjZ8GCBfmrVq2yJycnB7///vt6sVjMVlZWCu6+++6sqqqqms2bNysbGxsFjY2NVR0dHbyioqKC+++/3wQAa9euTdu/f7/s7GPcfvvt5ueff74ndtmf/vQnTVlZme3stg888IClsLAwyefzdQgEAnbLli2aN998s/X48ePCbdu2qY4ePVorEAjY++67L/2NN95Q//znPze9+uqrnQkJCaFgMIilS5fmHTp0SLR48WIPAKjV6mB1dXXNuc5/ohDRQCAQZj1nuydJJBJQFAWWZeF2uxEKhcDhcGawh5cOo8UzRIgNhiaWhtmL3W5HIBAAEI5FEYvFM9yjiwhmYJx5GbsnxVJUVOTKzs4OAEBBQYG7qalp2Cz5uWAYhlq3bl3qwYMHpTRNo6+vj9/R0cFNT08/p8+M2+2mysvLs1999dW23Nxc/8svvxy/b98+ucFgMAysp2tra4UOh4O+8cYbrTKZjAGA66+/3hrZx2hiIcKePXvkX3/9tXLDhg2JAODz+ajGxkZ+RkZGYO3atRnV1dUimqbR2toqAIC9e/fK7rzzTjOXy4VOpwssWbIkOmvy1ltvjStqfseOHbItW7Zofvjhh2HuWwqFgrnyyisdW7duVRQVFXkDgQC1aNEiz/PPP6+tqqoSFxcX5wOA1+ul4+PjgwDw7rvvqjZt2qQJBoNUf38/79SpU8KIaFizZo1lPH0aL0Q0EAiEWc/Z7kkURUEqlUZnuZ1OJxQKxUx175JitHiGCMTSMDsJBELY889aLCjRIU4pIVaGC4ExgqJloKiZj1WdiEVgqhAIBGzkNYfDQTAYpMa77ZtvvqkymUzcysrKGoFAwKakpBR5PJ5R3eNXr16dcfPNN1tuvfVWBxC2mq1bt677N7/5jTG23XPPPXdBFQtZlsW2bdsai4uLfbHLn3jiieT4+PjAxx9/3MwwDEQiUelY+xqPpeHQoUOixx9/POPzzz9vSExMDI20n0ceecT4+9//PjE3N9d73333GQf6Sd1xxx2mP//5z52xbWtra/mvvfZawrFjx2q0Wm2ovLxc5/V6o9c2IqYmCxLTQCAQZj1nuycBZOA6VYxW2C0CSbs6O+kz2tHRaUFzS3hcRUTDBRDqu6zjGc4HLpfL+ny+YWLCZrNxNBpNQCAQsDt27JB1dXWNaqX4wx/+oHU6nZxYl56VK1faN2/erLHZbDQANDc38zo7O7nLli1zfvHFF0qn00lZLBZ6165dyon0uayszP7KK68kRGI09u/fL4r0OSkpKcDhcLBx40Z1KBQe31977bWObdu2qYLBIFpbW3kHDx6M/hC99dZb7bW1tdVn/0XOo6GhgX/HHXdkv/32281z5871De9NmGXLlrm6u7v527dvV69du9YMACtWrLDv3LkzrrOzkwsAvb29nPr6er7FYuGIRCJGpVKF2tvbuXv27JnS2TNiaSAQCLMalmWHuScBIHENU8R43JNIIPTspN8YFnB9pvB/IhrOD5b1A6wVoHNnuisXFffee29/fn6+obCw0P3ZZ581R5Y/9NBD5pUrV+bk5uYa5s6d687MzPSOtp/XXnstkcfjsXq93gAADz74YP+TTz7Zf/r0aeHChQv1QDhO4v3332++6qqr3Lfddpu5sLCwQK1WB+bOnRud9RhPTMMLL7zQ9cgjj6Tr9XoDwzBUWlqab/fu3Y3r1q3rKy8vz/7www/Vy5Yts4lEIgYAVq9ebf3uu+/kOTk5hcnJyb6SkpJx//g888wzSVarlfuLX/wiAwiLrKqqqhHjDW699VZLRUWFOBI4XVpa6n3mmWc6r7vuulyGYcDj8dgNGza0XXfdda7CwkJ3dnZ2YVJSkr+0tHRKfwwplmXHbnURsWDBAvbo0aMz3Q0CgTBJuFyuqEAQCoXRzD4LFizAsWPHAACHDx/GwoULZ6yPlxLffPMNbrjhBgDA8uXLsWvXrmFt/u3f/g1/+tOfAAB//OMf8ctf/nJa+0gYmV27q9HRaQaPx8U9dyzGO++8jYceeggA8K//+q/YtGnTzHbwIoENdYN1fwRK9BNQ3OwpPx5FUcdYll0Qu+zUqVMtxcXFxnNtQ7i0KSsry1m3bl3vLbfcMu2m3FOnTmmKi4t1I60j7kkEAmFWM5JrEkDck6YKYmm4OGFZFkaTAzweF4FAEDa7G319fdH1M21pqKruxJ5/1uGimKiMBEHTF+QuTyBMGKPRyNHpdIVCoZCZCcEwFsQ9iUAgzGpGck0CiHvSVDGeQGgS0zD7cLp88HoDMOiTUV3bhb5+x6xyT2rvNCMQDIGixh0/O3OE+kFRQoAa+f4nEKYKjUYTamlpqZrpfpwLYmkgEAizmrMzJ0UgloapgVgaLk6MpvDnlqXTQiDgod84e0RDKMTAaHIiXiMfu/FsgOkHONqLQ+AQCNMIEQ0EAmFWM5PuSReFK8UkQ1KuXpwYTQ7QNA1VnARajWxWiQaL1YVgMIR47bBslLMOlg0BjIlkTiIQRoCIBgKBMKs5l3vSVA5cGYbBzTffjKSkJHz99deTuu/ZzkSLuxHRMDvoNzqhVknA4dCI18hgtc2emIa+/vA9Eq+9CCwNjCUsHIhoIBCGQUQDgUCY1ZzLPWkqYxr27duHnTt3ore3F//1X/81qfue7UzU0kDck2YehmFhMjuhUYc/F60m/L+3d5aIBqMDYrEAUolgxvrgC5lg8hyGP2QbvSEzcM1IJWgCYRhENBAIhFnNTLgndXR0RF/HztZeDpDibhcfVpsbwWAIWk1Y5GkG/ptMgxk7Z1I09BsdM+qaxLIs+tx7YfIeQav9fXQ5v4An0DWy+yFjBEXxAEo57f2cbZSUlOjHanPXXXdlHDt2TAgAv/3tbxMnur1YLC4BgJaWFt6KFSuyzrevEZ544onkZ599NmG0Njt37pSVlZXlXOixAKC8vFz3zjvvxI2n7ZYtW5S5ubkGvV5vKCwszP/6668vukh7IhoIBMKsZibck3p7e6OvL7eZdBIIffFhHCjmFrE08HlcCIUUfL5w0VmBQHBOq9FU43L74HR6Z9Q1yRPsgCfYDbVwIeKE8+EJdqPduR3tjm2w++vC7kgRQkaAVoOiyPDoxIkTtWO12bp1a2tpaakXADZs2JA00e0j6HS6wFdffXVm4r28eLj55pvtkSrRb731VsvPfvazjOk6djAYnJT9zOi3gqKotymK6qMoasT0UlSYDRRFNVIUVUFR1Pzp7iOBQJhZZiJ7Uqx1wWYbw53hEoOkXL346Dc5wedzIZcJo8u4HH/0dcTKwDDM9PdtoEp1vGZmLA0sy8LkPQIuLUWccD40oiuQqViDePG1YBBAj+tbNNs3w+FvClsemH4SzzBAxAqwc+dO2aJFi/JWrFiRlZmZWbBq1arMyL20aNGivH379okff/zxFJ/PR+v1esOqVasyY7e32Wz0kiVLcg0GQ35ubq5hy5YtyrOPVVdXx58zZ04BELZe6PV6g16vN8TFxRX/+te/TgKA9evXJxQWFubn5uYafvWrXyVHtn3qqacSdTpdYWlpaV5DQ8OEfODsdjt9xx136IqKivLz8/Ojfaurq+OXlpbmGQyGfIPBkL9r1y4JEP4OrVmzJl2n0xUuXbo012g0jrt0gUKhYGg6POx2OBz0SNm51q1bl/zcc89FC4T84he/SPnd734XP9r5L1++PLugoCA/Jyen4OWXX9ZElovF4pKHH344NS8vz/Ddd99NyqzBTNdp2ATgNQDvnWP9SgBzBv4WA3h94D+BQLhMOJd70lTGNMRaGmw2G1iWvWzSLxJLw8WH0eiARi0bco9SrDf6WqvVYv+u03DZPfjx7aWIDFymg75+BziccFanmSBiZYgXXwOaCg95aIoHpaAQCn4B3ME2WLwnwaEEAGsHy/pAzbJ4hj3/rJObTE7eZO5TrZYGfnRV3ri/vDU1NaKTJ0+e0el0gdLSUv2uXbukN9xwQ/RhsXHjxs5NmzbF19bWVp+9rVgsZj7//PNGlUrFdHd3cxcvXqy/5557rOe6D7du3doKAPX19fwVK1bMefTRR02ffPKJvLGxUVhRUVHDsiyWL1+e8+WXX0qlUimzfft2VWVlZXUgEMC8efMMJSUlbgB46aWXtADw5JNP9o94IABPP/10UllZmf2jjz5qMRqNnAULFuSvWrXKnpycHPz+++/rxWIxW1lZKbj77ruzqqqqajZv3qxsbGwUNDY2VnV0dPCKiooK7r//fhMArF27Nm3//v3D1PHtt99ufv7553sA4L333lP+x3/8R4rZbOZ9/PHHDWe3feyxx4y33XZb9rPPPtsXCoXw6aefxh05cqTmXOe/cuVK5/vvv9+SkJAQcjqdVElJieG+++6zJCYmhjweD7148WLXX//6146zj3O+zKhoYFl2H0VRulGa3ALgPTbseHiQoiglRVFJLMt2T08PCQTCTDPT7kmBQABerxcikWhSjzFbGY+lQSKRgKIosCwLj8eDYDAILnem56AuT4LBECw2N+amqIYsDwU90ddqtQZtjb1gGBZ1FR3In5c+bf3r67dDrZaCw5l+x4ZYK4Ocnz9sPUVRkPAyIOGFvUTYYGN4Ba0Z1vZyp6ioyJWdnR0AgIKCAndTUxN/vNsyDEOtW7cu9eDBg1KaptHX18fv6Ojgpqenn9Nnxu12U+Xl5dmvvvpqW25urv/ll1+O37dvn9xgMBgG1tO1tbVCh8NB33jjjVaZTMYAwPXXX2+N7GM0sRBhz5498q+//lq5YcOGRADw+XxUY2MjPyMjI7B27dqM6upqEU3TaG1tFQDA3r17ZXfeeaeZy+VCp9MFlixZEv3xeeutt9rHOt6aNWusa9assX755ZfSZ599NmX58uX1sevz8vL8SqUyuH//flF3dzevoKDAnZiYGPrqq6/kI53/ypUrnS+++GLC559/rgSAnp4e3unTp4WJiYkuDoeD+++/3zJWnybCbH/KpwCI/RA6BpYNEQ0URT0C4BEASE+fvochgUCYembaPQkIWxsuF9EwHksDRVGQyWRRK4PT6YRSqZyO7hHOwmR2gWXYaPBzBLdr0K1OKpaDYVjI48Q4dagJ6dnxkMS4Mk0VwRADk9kFgz557MZTwEhWhlEJ9YdjGWaZaJiIRWCqEAgE0ahxDoeDYDA4btPrm2++qTKZTNzKysoagUDApqSkFHk8nlFV5OrVqzNuvvlmy6233uoAwgJw3bp13b/5zW+Mse1iXXnOB5ZlsW3btsbi4mJf7PInnngiOT4+PvDxxx83MwwDkUhUOta+xmNpiLBy5Urnww8/LOju7uYmJSUNEU8PPPCA8W9/+5umr6+P98ADD5gi/Rzp/Hfu3Cnbu3ev7OjRo7UymYxZtGhRXuTa8vl8ZrIncy6JSB+WZf/CsuwClmUXzGSGCAKBMLmwLDvj7knA5RXXMB5LA0BclGYL/WcFQUcwGgfHFlxKBLFUgLKbSsCywOG9tdNSuNBkcoJhmBnJnDSWlWFEmH6AjgM1HoFBGAaXy2V9Pt8wMWGz2TgajSYgEAjYHTt2yLq6uka1UvzhD3/QOp1OTuxAe+XKlfbNmzdrbDYbDQDNzc28zs5O7rJly5xffPGF0ul0UhaLhd61a5dyIn0uKyuzv/LKKwmRGI39+/eLIn1OSkoKcDgcbNy4UR0KhYPlr732Wse2bdtUwWAQra2tvIMHD0Zv7rfeeqs9Eugc+xc5j6qqKkHkOP/85z/Ffr+fSkhIGGZtWb16tXX37t2KU6dOScrLy22jnb/VauUoFIqQTCZjTpw4ITx16tSU+gHO9m9GJ4C0mPepA8sIBMJlgMvlQiAQAAAIhcIhs/1TZWlgWXZES8PlwngsDUA4GLqzM/w4JsHQM4fR5IREIoBYNHQcFlsNmmL4SMuKh0whwrzFWTi2vwFtjX3ImDNqZsoLpq8/LCZnQjRM2MoAhEUDJ23sdoQRuffee/vz8/MNhYWF7s8++6w5svyhhx4yr1y5Mic3N9cwd+5cd2Zmpne0/bz22muJPB6P1ev1BgB48MEH+5988sn+06dPCxcuXKgHwnES77//fvNVV13lvu2228yFhYUFarU6MHfu3Oisx3hiGl544YWuRx55JF2v1xsYhqHS0tJ8u3fvbly3bl1feXl59ocffqhetmyZTSQSMUB4QP/dd9/Jc3JyCpOTk30lJSXjnrH64IMP4rZu3armcrmsUChkNm/efGakuA6hUMguXbrUrlQqQxFLwe23324f6fzLy8ttf/nLX7RZWVkFWVlZ3uLiYtewHU4i1HTMNozagXBMw06WZQtHWPcTAD8HcCPCAdAbWJZdNNr+FixYwB49enQqukogEKaZtrY2ZGSE/Y1TUlKG1E9wOBzRLD4SiWTSrA0Wi2WIRQMAvvnmG/z4xz+elP3PduRyeVQEWCyWc7odLV68GIcPHwYA/PDDD1iyZMl0dZEQw7ZPj0KlkmLZNUNT4t9///149913AQD33vZzvPKn55CQEgeGYfDVR0fgdvmw6t4l4AsmNb4W7Wf6kJiqAo/PxXd7a2CxuvHTW8b07JhUWJZFh/MTBBgndPJ7xyUaWMYF1vUWKMHVoPgl09DLQSiKOsay7ILYZadOnWopLi42nmsbwqVLKBRCQUGB4aOPPmoqKiryjb3F5HLq1ClNcXGxbqR1M51y9QMABwDkURTVQVHUWoqifkZR1M8GmnwB4AyARgB/BfD4DHWVQCDMAOcKggaGzoK7XK5JSyd5tmsScPm437AsO67ibgBJuzob8Hj9cDi90KqHu5HFWhpEYjm0SQoAAE3TuKIsHz6PHyd+aJzU/nS1GvHJhwdw5Id6sCw7Y0Xd3MF2eII9UAnnT8DKMDA+J+lWCTPIsWPHhBkZGUVXX321fSYEw1jMdPaku8dYzwL4/01TdwgEwizjXPEMQHjwI5FIooNcl8s1xGXpfBmpAvTl4p7k9Xqj4ovP54PHO/csNIlpmHlMprB1TTNCDYRY0RCn1QKgoqmDVfFy6IvTUXOyDZl5SYhPVo64/5r6bijlIiQljrw+FofNg+++OIUupwteORdOpw8ej3/a6zOwLAvzRGMZAIAZ+N7PsnSrhMuL0tJSb0dHR+VM9+NcXBKB0AQC4dJkNEsDMDVxDSNZGi4X0TDeIGhgarNXEcZHv8kJiqKgUY1uabCxHLzz9WF8fqgmumzuoixIZEIc2l2DUDA0bPv2DjMOHm7C0ZOtY/YjGAhh35cVcLl9SJmXgg6THT194e/MdFeCPi8rAwAwRlC0AhQ1odpgBMJlBRENBAJh1nKudKsRpmLgejlbGsYbBA0MdU8iloaZwWhyQKEQg8fjRJf1WZ04VNuG7hjxSwmlkPB46DDaYLKHhSGPz8Wia/WwWVw4fXyoMPB6A9h/qBEURcFodMDtPreXBMuyOLSnFlaTA6nFKeCL+XD7Aqhv6QOPx4VSIZ7ksx4ds/foxK0MABDqn3WpVgmE2QYRDQQCYdYymnsSMDVpV4mlIQyxNMxuwjEDziHxDK29Fnzyz0ocqT4Dnydc3I3L4WJhQQ6K0pLApWlUtw7e3yk6DTLmJKDqaDNcTm90vweONMHnC+LqpXMAAG0dZpyL+soONNd1o2hhFkJiLuKkInBoCvXNfdBqZKDp6aukHmI88AS7oeAbJmRlYFk/WMYKcC4o5T+BcMlDRAOBQJi1EPek6eV8LQ1ENEw/TqcPPl8AmgHR4PEHsLeiCWqZGNfPHSxyqlarIeDzYLE6oUtSor7DCH9gMDV8/rx0MAwLU2/YWnSmxYiWViPmzU1Dlk4LmVSI9s6RRUN/txVHv69Hik6DglId+m1OpGoUiFdI0d5jGTFAeyrxBMNp/UXcCRaTiwZBE0sDgTAaRDQQCIRZC3FPml7O19JA3JOmn0hRN61GBpZlsa/iDHyBIJaV5MBhs0TbJSQmQKOR4p9n6tAnNCMQCqGxazCTpyIuLA6tJidcbh8OHmlCvFaOIkMqKIpCepoaXd22IUIDANwuH/Z9VQmpXIgrf1wAi9ODYIiBVimFUiCEzx8EXzy9uVa8oR5QoCHkTtBiEBqI/yCZk4ZQUlKiH6vNXXfdlXHs2DEhAPz2t79NnOj2YrG4BABaWlp4K1asyDrfvkZ44oknkp999tlRC5Ds3LlTVlZWlnOhxwKA8vJy3TvvvBM3kW327t0r5nK5pRPdbjZARAOBQJi1jOWeRCwNkwuxNFw89Bsd4HBoKBViNHQa0dxjxsK8NKjlEvT0RAvpQqvVQquWotdsh4f2QC0To7q1N1oRmsfnQiITwmZ2Yv/BRjAMi6uWzIm6FaWnqsAwDLq6rdF9hkIMvv+qEn5fENesnAu+gIc+a/jeSYiTQUDRoCjAMVCYcbrwBLsh4GhBUxOsPcH0g6LFADWlxXQvOk6cOFE7VputW7e2lpaWegFgw4YNSRPdPoJOpwt89dVXZybey4uLYDCIp556KvXKK6+c1h+VYHBY4enzgogGAoEwaxnLPWkqYhpGsjRcLjPp463RABBLw2ThdvtQeboDEym0arO4cPpEK1RKCdz+AP5Z1YwklRxzM5PhD4XQWNcSbRsfHw+Jko9AKAibxYPsNBWMdnd0kG/y9aGNrkFldQs6uyxYMF8HhXyw8nq8Vg6BgIe29sHvYmN1J/q7rViyLB9xAylV+6xOCPlcyMUC2G0eaNUydJqmb1zEsEH4gv0QcZPGbjxs43AQNEVNX/zFxUDECrBz507ZokWL8lasWJGVmZlZsGrVqsxIauZFixbl7du3T/z444+n+Hw+Wq/XG1atWpUZu73NZqOXLFmSazAY8nNzcw1btmxRnn2suro6/pw5cwqAsPVCr9cb9Hq9IS4urvjXv/51EgCsX78+obCwMD83N9fwq1/9KuqD9tRTTyXqdLrC0tLSvIaGhgmlv7Lb7fQdd9yhKyoqys/Pz4/2ra6ujl9aWppnMBjyDQZD/q5duyQAwDAM1qxZk67T6QqXLl2aazQaJ2ROe/755+NvueUWi0ajGXEUv27duuTnnnsuair7xS9+kfK73/0ufrTzX758eXZBQUF+Tk5Owcsvvxz1sROLxSUPP/xwal5enuG7776bFF/BGa3TQCAQCKMxE+5Jl7OlgQRCTz8VpztQU9eNtFTVuDMNnTzYhJqjLfA7fNglAlgWKCvOhjsQwLuHjuPQ8epoW61WCwx8VG5rAGqDCDwOB9WtvUiIk+GMqw6UgEJlTTNuKcqCfs4QDxPQNIW0FBXaO80IhRhwODSMPXaIJALocgfb9lmdiFeG75l+owPZ6VoY7W7YXV7IJcLzujbdnnYE2SBSRboxB/S+UD8YBCHkJo7aLgLLBgGmFwh1AYwZ4M07rz5OB98er5f321yTWrpbq5AEls/PHbfar6mpEZ08efKMTqcLlJaW6nft2iW94YYbojM1Gzdu7Ny0aVN8bW1t9dnbisVi5vPPP29UqVRMd3c3d/Hixfp77rnHStMjz1tv3bq1FQDq6+v5K1asmPPoo4+aPvnkE3ljY6OwoqKihmVZLF++POfLL7+USqVSZvv27arKysrqQCCAefPmGUpKStwA8NJLL2kB4Mknn+wf8UAAnn766aSysjL7Rx991GI0GjkLFizIX7VqlT05OTn4/fff14vFYrayslJw9913Z1VVVdVs3rxZ2djYKGhsbKzq6OjgFRUVFdx///0mAFi7dm3a/v37hxUmuf32283PP/98T3NzM2/Hjh1xBw8erLvzzjtHnJV57LHHjLfddlv2s88+2xcKhfDpp5/GHTlypOZc579y5Urn+++/35KQkBByOp1USUmJ4b777rMkJiaGPB4PvXjxYtdf//rXjlE/3AlARAOBQJi1TLd7ktvtHtFicbmIBpJydXoJhRicaQnHF1htnnGJBpZl0XamDzwhD719VjR+bkT5v1wBuUSIVrMVoRCDhqbBFKparRZ2uCGQcGFqc2E/twGUi8UPR5ogooOo97fD3MPCH/IhO1c24uA8LVWFxjO96Ou3IylRCavJibiYIGd/IAiLw42sJBVsdg/8/iBKDBk42NKB5h4zirMnGJg8QJ2jEp6QG86gHXrZ3FGFgyfYDQDntDSwLAuE2oFQ54BQ6AHLhutTUBwNwJ1zXn28XCgqKnJlZ2cHAKCgoMDd1NTEH++2DMNQ69atSz148KCUpmn09fXxOzo6uOnp6ef0mXG73VR5eXn2q6++2pabm+t/+eWX4/ft2yc3GAyGgfV0bW2t0OFw0DfeeKNVJpMxAHD99ddbI/sYTSxE2LNnj/zrr79WbtiwIREAfD4f1djYyM/IyAisXbs2o7q6WkTTNFpbWwUAsHfvXtmdd95p5nK50Ol0gSVLlkR/eN5666320Y71+OOPp73wwgsdHA7nnG3y8vL8SqUyuH//flF3dzevoKDAnZiYGPrqq6/kI53/ypUrnS+++GLC559/rgSAnp4e3unTp4WJiYkuDoeD+++/33LOg50HRDQQCIRZCcuy0+6eFOuaFBcXB4sl/Ly9XEQDsTRML909Vvh8Yb9/m90NYLg17WwcVjdMRgek8VIIUqTgt9tx5lAr1AIhXAoa7n4XfO7B74JWq4XJ50BWrhbtZyzo7LFAHpKgq92CT+z94Ek80HJS4E504Yy5HnMyMoYdMyVJCQ6HRluHGfFaOWxmJ5LTB9v121xgAcQrpejrDwvIzHQNGkxmNPeen2jwMz54Qm6IOVK0uBrgZ/woUpSCpkaenfYGe8CnFeBQohHXI3AUrO8AKIoOBzzzikFxkgFOMijq/Cwh08VELAJThUAgiPrPcTgcBIPBcftyvfnmmyqTycStrKysEQgEbEpKSpHH4xnVPX716tUZN998s+XWW291AOHfg3Xr1nX/5je/Mca2i3XlOR9YlsW2bdsai4uLhxQjeeKJJ5Lj4+MDH3/8cTPDMBCJRKVj7WssS0NFRYVkzZo1WQBgsVi4u3fvVnC5XHb16tXW2PYPPPCA8W9/+5umr6+P98ADD5gi/Rzp/Hfu3Cnbu3ev7OjRo7UymYxZtGhRXuTa8vl8hsud3GE+iWkgEAizEpfLhcBAIKVIJIJINHwwMNkD11jXJJ1Oh8iMkNfrhd/vv+D9z3ZIIPT00tTcD4GAB5GID7vdO65t+rqscLn9sIT8UCcp8Ni/rUBSqgqH99TiyO5aeHpc4DCD4x9FXByMPgcKc1OwqCwDhcuS8Oi/Xotrl88BL92PG1cW4L67rkaKOh7tvR1wBIYLZB6Pg6REJdo6zLCZnWAYFkrNoKiMxEdolVL09TsgEPAglwmRmaRCr9kBt3fi3x1bICzYCxXzMUdqQJenFcctBxBih09OsywLb7AHAk4CPus4ipPmlmHrEagGxUkFJI+AEt8FSnAVKG7WrBcMFxNcLpf1+XzDxITNZuNoNJqAQCBgd+zYIevq6hrVSvGHP/xB63Q6Oc8//3w0on/lypX2zZs3a2w2Gw0Azc3NvM7OTu6yZcucX3zxhdLpdFIWi4XetWuXciJ9Lisrs7/yyisJkRiN/fv3iyJ9TkpKCnA4HGzcuFEdCoWtUtdee61j27ZtqmAwiNbWVt7BgwejP0JvvfVWe21tbfXZf5Hz6OzsrIz8rVy50vLKK6+0nS0YAGD16tXW3bt3K06dOiUpLy+3jXb+VquVo1AoQjKZjDlx4oTw1KlTUxrNTywNBAJhVjKWaxIw+aIh1tKQkJAAhUIRtXbYbLawf/glDEm5On0EAiG0dZiRnamF3eEdsDSMTW+XFSaHBxy1HNcWZ0OpEKPs5nmoPNKMrTsOgWFYBEKeaPs6pxuJAR80AhlCLINeb1gUqBND8HWy0ArSodHIkKJORq/tDJpctZinXDzsuBlpKnR0mtHaHJ7ojDtLNCjEQoj4PLT1WEBJaNRY+uHg+NHqsOLDU6eg1kqgEUpwZfJwS8ZIRESDghcHtSAePFqAavsJHDH/E/OVpeAxrQDXAIqi4QtZYPSb0eng46CxDjSdi7ls+qBVgukFy9hACReCosbtVUOYIPfee29/fn6+obCw0P3ZZ581R5Y/9NBD5pUrV+bk5uYa5s6d687MzBxVIb/22muJPB6P1ev1BgB48MEH+5988sn+06dPCxcuXKgHwnES77//fvNVV13lvu2228yFhYUFarU6MHfu3OhDbDwxDS+88ELXI488kq7X6w0Mw1BpaWm+3bt3N65bt66vvLw8+8MPP1QvW7bMJhKJGCA8oP/uu+/kOTk5hcnJyb6SkpLJycARg1AoZJcuXWpXKpWhiKXg9ttvt490/uXl5ba//OUv2qysrIKsrCxvcXGxa9SdXyBENBAIkwTDMDjw2VEYluQiLkE509256BnLNQmYWkvD5SgaJmJpkEgkoCgKLMvC7XYjFAphNF9dwlDaOkwIBkPI0mnR3GrEmZZ+sCw7ZsBvW0sfrH4/FqRqkJkY/l5QFIW5i7Lwj65WBJqdcHkGRZyJZeDvdUGTJoOPCaDR0QN/KABG2guFSIbWTjdyEwGVWgGbUYluTztypPmQcuVDjpuaogJFUWio7waHQ0OuHIy/6LM6kaySo7alB9+fOQN1thw9rb6wi2HQg5qOXuiliThjM2OOUo148aDgsPrd+KrzBBZr5yBTOuhpYg9YIOHKwKXD8b8ZkmzwaD4qbUdwuG8T5ouD8PH96PbTaHYeg9nbhxa3CBqBEjRlQ439FAzyeeHrGawHRXEAbvb5f2CXIW63+wQA3HTTTY6bbrop+oB977332iKvDx8+XBd5/frrr3cC6Dx7+6SkpODJkydHTL8aaZOXl+dvaGg4DYRn5Edqu379+r7169cPS2/34osv9rz44os9Zy8/l1iIPR+pVMr+/e9/bz27TVFRka++vj4a1D1wbqBpesj5ny8ff/xxy7nWhUIhHD9+XPrRRx81xS4/1/nv27evYaT9RK7tZELckwiEScJt96DpZAs66rtnuiuXBGNlTgImP6YhVjRwGT7YGC/XyyGuYSKWBpqmh7QhLkoTo6m5HxKJAAnxcijkIvj9QXi8o9c1cNo9qG3qAS3kYpEhfcg6XzAITpwQy346H2bzoJUuQ5eITqMLFrsfCl5YCDY4mxCkfFigy0FjWx9O7a+FVC4E3yMFzdJoctbhbMQiPrQaGVrP9EGhliKS+cbp8cHl9UMm5GP7dyfBk3Bx/zWL8YChFI/PXYI18+cjV6TBT7MKwac5ONbXOWS/B7oacPhkJ75sroDZN/gdtvrNUPCG1r5KFqVhvjwXLn879lm7caD/C7R7zkDCAZTcBMQLcnFL6nXIluahzd2EJmcNWJYBgg0AJwMUNaFsnATCtHPs2DFhRkZG0dVXX20vKiryjb3F9EJEA4EwSXjd4e+31zU+32TC6My0e5KQFkLIG4yjuBxccCZiaQBIXMP54vH60dVjRZZOC4qioFCE7zOb3TPqdnV1Xeg3O5GYFIeUROWQdRZ3eFsxTUfvVQ6Hg7w5CUiUS7G7vhmhgdCCWns9JFwpFmfloX1/Pb7c+k80HW4AGwQ0oTR0eVrhCg4X4akpcTD22iGSDg6++6zhGIf6mm50Oe24aukc5KjUUApEEHK5yExSIcSwaOgyQkmLUGvuh80XfkY29vVjxw9VgM+CUMCLXT0V8IUC8IY88DHeYaKBZVloUINFigwkiPNRJOagTHMNMkRC9PrliBNIkSNLQJ6sCCmiDDQ4q9HmOAiWcQHcvPF/QATCDFFaWurt6OionMw0qZMJEQ2ES4ZQKITK72vgP4+gu8nA7wkf1+uadZMDFyUz7Z4k5kshEg66YFxulobxiAYS13B+NLcYwTIssjPD7m4Kefg+s9nOHdfAsiz2H2kARVNIT1VBqRyanjUiGhjP4GeoVqthCbnwo7xMCHlc/NDYAXfAjV6vCRniHLSfaAFt9SAgF8Laa0V7ZQsUnkTQFI0zzuHeJPEqKYKBEHwhJrqsz+pEf5cV7UYLNHkKLMnUDdkmMU4GsYCHz46fQl1XOyqae/BJdRWq23rxzp6DCFIm3L7Eh2WZIjgCHuzuPQ2rP/zdl58lGhCsAxvqhlJShnnqO5AqlIIOVKLZ2Q9XUIj5qkzQFA2KolCoKIVWkIRq2370+P0Ad2i/CATCxCGigXDJ0NdmxInvKtFwvHnsxlOAb8DS4HESS8NkMFH3pMm2NAgoIUSCQUvD5SYaxnJPAkja1fOlqaUfqjgJ4pRhYSYR88Hlcka1NLT1WdHeakJykgoyiRAi4dCAXovbA5qi4I0Rb2qtBp6gH6nSOFyvnwOn14/mHhN8IRZUpxAVe6oxb0keNIuzoLsiB5ZOM45/WYU0USY6Pa1wn2VtYAMhCARcmFxGdLu+AcMGUNPYA6fZA1bLQbYuHqnSobEQFEUhSS1HTVcH+GIL0uRy7DhUg///jr1o93RiaXEAyQopxHQnrlDPQZvLiEOmsHuUnKscPDbrB/z7QXHi0eNLxWfNbfBDB5fvCGrsPmgEWmTFxETQFI15ygVQ0m5UuBmY/GYQCIQLg4gGwiWDwxz+gWs9PWp9lSnDRywNk8pE3ZMmO6ZBSIsgElxeloYLcU8ilobxYbN7YDQ6kKUbDKqnKAoKueicooFhWOw73ghOkIE2Xj5iETiL2wulSAhzzPdGoQrP1GsEMqQo5chPVqHH7IK9h4cfth+FMl6Om++7BlKRAEyaEmmGNNQfbYLreLhPZ1xDYxvMRicUcjHMzj6YnfVo7t2PUyfbIFUKIUgXoUSbPGIgt5t2wB8KQsGjkCUQQcDQ8Ivc8Aod6O6JR7tRD2/QjiwpF3PkSThhboEnyAOXjsnV4j+GYMiJH8y5+J/GSvR7XLCzOahzGGEPuLFYWzSshgOH6UaJVA4JPw3HLQdgCxDhQCBcCEQ0EC4ZIqLB2GmG0zqlWcdGxOcOiwZiaZgcxuOedHYgNMuyI7YbL7GiQSZRQHyZiQZiaZh6zrT0g6IoZGUOzcQ1mmioaetFV7sJKRoFKB4XccoRRIPHA4VAgGP7BhOmSFUKUBQFtSD8WSZpvZDzKdRsa4M/EMS1dy4Fn89DXgoPHf025CzOgSxeiZq9DQhVC9DhboE7OHhPWE1OJCUpEaLd6Olm8MV3JxFkvFDlKyAV8JEXN3J2sTZPJ4R8LtpbAujoN2J+fhKYNCOW5Ytg0MzDyQ4Ge2opmNwNuEqTBz6HQYPdCas/7K7FMjb0O45ha6sGh/vd0MfF4z59CVSSOThuZ6HhBZAtHaGAXLAOAo4EC9Q3g0/zcdT8T3hDo8eNEAiEc0NEA+GSwWF2QiAOB+i1zIC1IWJp8Hv8iBSKIZw/43FP4nA4EIvDAyiWZYcMeidKMBiMWjcoioJMLINIeHm5J5FA6KmDZVkwDIMzLf1ITFBAIh6ayUehEMHl8iEYDA1Z7g8EcbS+A8IgBaVMDI6AA8VZloYQw8Dq8SLYZUfVkWiWSHAEAih5YvBoLkJsEF2+VmR20/AbPQjO1UCulgHBaujVuwHGCmsoCG1WElLzknBmVz++2NGBV/Z/hoNdFfAzPlj6HUjNUIHL86C+QoW+Pg7ESQ64hAEUaRLBpYcPKRx+B85YjMhPjYeEJ0WunkZiaif8oRD0qiW4ZW4RVhr0sHvk+ORUDUxuG/QKKUQcMXZ1n4IvFMCRjq/xwZkgXGw6VmXl44aMORByuWh09MAa5KNEFgDYod9Plg0AwTMANxsirhQLVVdDJ8mFgCbF3MZLSUmJfqw2d911V8axY8eEAPDb3/42caLbi8XiEgBoaWnhrVixIut8+xrhiSeeSH722WcTRmuzc+dOWVlZWc6FHgsAysvLde+8807c2C3Dx5XJZPP0er1Br9cb/tf/+l9Jk9GH6YSIBsKEqTvahB8+OwLXOIsRTRd2kxPaNDXUyXEz4qIUiWlgWTb6mnD+jMc9CZi8tKv9/YMpvZUKJTg0B5KYfPKXg2i4EEsDcU8anc8P1eD/7auC3e5Blk4zbL1cJgLLsrA7hloqTzR2wuMPQMPjQywXgqIoxJ0lGmzecE0Ea10vvMzg9vZWJ/q+aYO134ZOTyu6KnshaKGQekUqukQh1PX2A/4TkIoopKuM6Hd7EGQYKOaloYMKoWevEXW1vXj/+GG89P1WVLRXIySzQpPIgGKlSE7OhlfsB8vpxVzNkPFilCPdNQgxLO5cshD/ct1cQNqBDk87chRJaLEDDMtijkaIW+YWwen3Y8uxfyLgo/DjpGJ0ue149vBH2NnaikxlDtYYrkC2IjyBwLAMDpuqoBBIMEciBQKnhx441BoWDtw5AAAJV4ZsqX7MOhiEQU6cODFibYVYtm7d2lpaWuoFgA0bNgwZBI9n+wg6nS7w1VdfnZl4Ly8uFixY4IxUin755ZenLT97MDi8kvr5QEQDYcLUHmpA4/FmfPqnL1Gxrxqhs2bGZgKWZeGwOCFTSZFRkAZTlwUOy6QXahyViKUBIC5Kk8F43JOAyXORiQ2CVilVoGgK2vjBwd2lLhoCgQD8/vA9TNM0BIKxc9oTS8P4CARD6DLZcfJ0O/whBhnpw0WDQj487arD40Nlcw8y1AqwvhD40vAs+dnuSRa3Bz6rG+4eOyjRoJVTnZcIf7sLOzZ+g2+27kbHd2bk5mTDsCILEjEXe+tPwOk1geIkIT/ZDIbrRm1XH76pqIf+piKkpCmQ7hJAn6yDzyhCbbcFe4wVsGr6oc3mQ6ZOQIAjQ4KkD1xq+PeDYRmc6D6DOKEM+vgUaEQinHG2w8fyUZ51DSxeN5r6vwbrehtzRP/EDbntcPgbcajehjZjABYHYPX0gC8CHFwZ6hyd8A7kjW1w9MDiMyJfLoaYXwQEqsGyMQOjQD0oWgJwUs//g7vMiVgBdu7cKVu0aFHeihUrsjIzMwtWrVqVGbGmL1q0KG/fvn3ixx9/PMXn89F6vd6watWqzNjtbTYbvWTJklyDwZCfm5tr2LJli/LsY9XV1fHnzJlTAIStF5HZ+Li4uOJf//rXSQCwfv36hMLCwvzc3FzDr371q6g/2lNPPZWo0+kKS0tL8xoaGiZUjMNut9N33HGHrqioKD8/Pz/at7q6On5paWmewWDINxgM+bt27ZIA4SKua9asSdfpdIVLly7NNRqNk1ok+Y9//KP6wQcfTIu8f+WVVzRr165NA4CNGzeqioqK8vV6veGee+7JiAiBe++9N72wsDA/JyenIPa6pKSkFD322GMpBoMh/+233x6XNWQsSEVowoQIBoKwGx3IKclEwBfAyX9UofF4M0pvKEa6PmXGZnHcDg9CgRDkKilS5iTh+K4KtFZ3oPDKMa2jk4bP7QOXz0XQHyTB0JPAeNyTgMkTDbHxDHKJAhKFGHHuwefspT6Tfna61fF8l4mlYXz025xhFyKzG1q5FAL+8J9ehVwEiqJgi7HgHq4NF57NkMlgAsARcCFi+RAIeEO2tXo8sNX3QiPkwx9TkTC5NAO33fMT9B7txJe7dyJekYjr7rwKH/UfRkZaHFqajuObJgoL8xiolEBvoA8dfV7cwNehND8Jh/ZywTWHwJWyWJiQDoEa8HIcqO3ywhtvQnurGzJFAgrVveh1/wPpsjsQYgHOQNrTbncnuqxuLEkpBBCCyf1PGL1c5MhSUKpRoar7WxztsSN7zjzQFIUUSQ/mpFXhu+psvHfoKyzJlOKXxTSs3Gtw2knjsLERx8xnMEeWhE63GTKeHxliNbiCUrCe/wcqeAbg5YYzLYVaAF4BKOrinxv9qrpe3ud08cZuOX7ipZLACkPuuL+0NTU1opMnT57R6XSB0tJS/a5du6Q33HBDdGZu48aNnZs2bYqvra2tPntbsVjMfP75540qlYrp7u7mLl68WH/PPfdY6RHc2YCw9QIA6uvr+StWrJjz6KOPmj755BN5Y2OjsKKiooZlWSxfvjznyy+/lEqlUmb79u2qysrK6kAggHnz5hlKSkrcAPDSSy9pgXNXhgaAp59+OqmsrMz+0UcftRiNRs6CBQvyV61aZU9OTg5+//339WKxmK2srBTcfffdWVVVVTWbN29WNjY2ChobG6s6Ojp4RUVFBffff78JANauXZu2f/9+2dnHuP32283PP/98DwCcOHFCmpeXZ0hISAi8+uqr7QsWLBgyw/jAAw9YCgsLk3w+X4dAIGC3bNmiefPNN1uPHz8u3LZtm+ro0aO1AoGAve+++9LfeOMN9c9//nPTq6++2pmQkBAKBoNYunRp3qFDh0SLFy/2AIBarQ5WV1fXjPkBjxMiGggTwtpvB8uySJmTiAxDGrqbe3Hky5PYu/UHJGbGY+HKEsTFK6a9X5EgaJlKCqlSAk2KCq2n26dXNHj8UGrlMHaaiaXhAmFZdoh7UlzcuSdJJivt6pAgaLECsjgpVP5BC8elbmmIde0aj2sSQAKhx0uP2QGn3Qu5SAAvFYLD44NMNHRClMvlQCIRwGYLWxp6LQ40dBpRkpMCZ48LXB4HAbBQKsVwBdrgDrRBK74KAGC0ueBuNiNrWSnM3w6KbZlaiRSVGpIyFiU5c1AadyXEMhGUNgmCrAVLUm34qpmHUGsfrDYp+BIHZBIxEjgi1Nl6YeVToNp8aDd60dbSh7Q4Ja66EjjWysHxNgrN5h4szyqCQV2ITsdOHOj7FjVOHkQcPubIktBsrgEb4iBPI0Kn8zPU2nsh5aVAK3AD7g9QogpiT38OukMLkCKVw+zSYH/f/0CtlSMlJAfjsKPJnIT52fORqaBh9jlx2taOBkcPgkwIBqkfIl46wEkHRSuAQBXAywWCTWDZIChu7vR9yJc4RUVFruzs7AAAFBQUuJuamvhjbROBYRhq3bp1qQcPHpTSNI2+vj5+R0cHNz09/Zw+M263myovL89+9dVX23Jzc/0vv/xy/L59++QGg8EwsJ6ura0VOhwO+sYbb7TKZDIGAK6//nprZB+jiYUIe/bskX/99dfKDRs2JAKAz+ejGhsb+RkZGYG1a9dmVFdXi2iaRmtrqwAA9u7dK7vzzjvNXC4XOp0usGTJkuiD76233hrVL3rp0qWu1tbWCoVCwWzdulVRXl6e09raWhXbRqFQMFdeeaVj69atiqKiIm8gEKAWLVrkef7557VVVVXi4uLifADwer10fHx8EADeffdd1aZNmzTBYJDq7+/nnTp1ShgRDWvWrLGMdQ0mAhENhAlh6bECAOIGqpEmZSbgpp/9GPVHm3By92l8/uYu3PqLlZAqxw6inEwiokGuDg9iMgrScOybU2GXpbjxDYAuFJ/bj4QMLYydZmJpuECcTmfUB1MkEkEkEp2z7WSlXY11T5IKpJAoxVCHLh/RMNHCbgBJuTpeei1O+J0BZCap4JdzUNncjaUG3bB2kQxKLMti/+kWSIR8lGQn45vjR6BNVKDL4cWceAXM3iPwBHugEBSCz1HiTFUb+CyQuyB7yH2cFJ8IHs2FydcHoVSAxLiw54KSJ0abrQI3JnJx2ARUdzFQCgV4YIkbb9eGUNfYjc4EP+K0cmT1seD4xTjW3gEL34MFCOD6/HxUtjhgd5kRF2cHTSXhlE2JM84TyFcuBZ8jwSFjDQ40VYPy0egIfAtOQIEeXyryxC6IUA0bo0dB8k9xyNaII73taLCKcKinF1wOBz/JVOGapHuwq7YRNoaOWr1UAimujs/HQnUO+jxd8AbqIOImgaIosDwDWN8BgDEDwQZQtBygR46zuNiYiEVgqhAIBNHUdBwOB8FgcNxuBW+++abKZDJxKysrawQCAZuSklLk8XhGNQGtXr064+abb7bceuutDiA8kbRu3bru3/zmN8bYds8991z8yHsYHyzLYtu2bY3FxcVDfrSfeOKJ5Pj4+MDHH3/czDAMRCJR6Vj7GsvSoFKpor6Dd911l+2JJ55I7+7u5iYlJQ0RT4888ojx97//fWJubq73vvvuMw70k7rjjjtMf/7znztj29bW1vJfe+21hGPHjtVotdpQeXm5zuv1Rq9tRExNFhe/3Y4wrZh7rODyuUMG4jRNQ79oDpavvgZMiEF/h2mUPUwNDrMTNIeGeMAvOMMQ9mOdroDoUCiEgC8AaZwEHC7ngi0NgUAAH3zwAb744otJ6uHFxXhdk4CpcU8S8yWQKiVQawePPVtEQygUwvbt23H69OmxG0+AiQZBA8TSMB5YlkVVTQf8Tj+K8lOQm6ZFTWsfPP4AgLDfvzMYHhNGRENtex/6rE4s1qeDCTKwml2QxUkQDIYgk7PwBHsAAM7AGbAsi9YTLVDFK5GQoR0S0J+ZFH4Omv39UPDionUPFFwankAvbKwGizIZFCQL8GMDi8wEPTKSXahr6USH1Y4F2VmIF0mxMi4TWYiDmePDm9V2WP1ShEKAkCeE0WvGW02fwxaMx7w4OebJu7FYxSBTfBq0zwO1jItGdxL+aUwEQn1YKjeBorUwUgvB56pRrElCs92CE/1dyImT4soUMVQCCygqhBvy56AsN3uYq5yQw4OSF7bICLkDwoBrCLsi+Y8CoTaAO4cEPU8zXC6X9fl8wy66zWbjaDSagEAgYHfs2CHr6uoa1Urxhz/8Qet0OjkRlx4AWLlypX3z5s0am81GA0BzczOvs7OTu2zZMucXX3yhdDqdlMVioXft2qWcSJ/Lysrsr7zySkIkRmP//v2iSJ+TkpICHA4HGzduVIdC4djNa6+91rFt2zZVMBhEa2sr7+DBg9GH4FtvvdUeCXKO/YucR1tbGzdynN27d4sZhkFCQsIwa8uyZctc3d3d/O3bt6vXrl1rBoAVK1bYd+7cGdfZ2ckFgN7eXk59fT3fYrFwRCIRo1KpQu3t7dw9e/ZMqasHsTQQJoSlx4q4BMWID2OlVg6KomA3Tv/gwWF2QhonQcRHMuKi1HK6A4VX5U/58f0DQdACER9CiQBe14WJhk2bNuGRRx4BAOzduxfXXHPNBffxYmK8mZOAqYtpkMVJwBEPzqvMBtHAsiz+5V/+Bdu2bYNEIkFdXR1SUlImZd8TTbcKkEDo8XDydDtamoxYXKxD6TwdrE4P6jv6cbqlBwty09DqbkStvQJXapZDIRfB5w9gf0UzEpRSzEnRoP1MWAQIpGF3Jp4kfJ/yaBmc/jNw96bC0WfD0tsLEAwGYbGEvREoikJmYjqCTAD2gBVZ0rxon5R0B1gw6ArSkAoEWDZnHkzewwhyfoTCnFPYddACtk+NG64owne7emHvtiNXpkFevhQ7AlXYUFkPv5cHtUKCY61OZGe6cH/WKmj52ehyfQW3uw89DgbJQh0eKFoJpcyNBtNOcCk/0uNuRJetByZ/eMK4RJsEi8+D/DgtvFQ7mhzxENBOuAJtkPGzca5hvyfYDQ4lAJ8OPx8oWgKWmw02EE7YQ1yTpp977723Pz8/31BYWOj+7LPPmiPLH3roIfPKlStzcnNzDXPnznVnZmaO+gP52muvJfJ4PFav1xsA4MEHH+x/8skn+0+fPi1cuHChHgjHSbz//vvNV111lfu2224zFxYWFqjV6sDcuXOjsx/jiWl44YUXuh555JF0vV5vYBiGSktL8+3evbtx3bp1feXl5dkffvihetmyZTaRKJxhYPXq1dbvvvtOnpOTU5icnOwrKSkZt3l7y5YtcW+//XY8h8NhhUIh89577505V1zHrbfeaqmoqBBrtdoQAJSWlnqfeeaZzuuuuy6XYRjweDx2w4YNbdddd52rsLDQnZ2dXZiUlOQvLS2d0gwwRDQQxg3LsrD02hCgaOz/pgpXXl84ZD2Xx4VEKYbNOP2WVLvZCblq6OxoxEXJbnZArhpmMZxUIpmTBGLBgGi4MPekAwcORF/v2bPnshMN482cBExeytVYtw65RAGJUgIxKwYFCizCNSCCwSC43Jl7bL7++uvYtm0bgLBl4LvvvsOaNWsmZd8Xamkg7knDaWkz4bt9tZDKhVi5rBA0TUElF0OXEIeq5h4UZyWj090KADjjqkOCQo8ukwMijgirrioERVHo7bSAw+WA5YYHF7SwHXxOAqT8TBg9B1Hzw0nQXA7y52cPEdtihQyJEiXMfiNYsFDxw4XXWDYAJdUEUEr0evtQoMyDhJcOk/cwvKwPmpRUeNl6KMwUkuVxkCol6GruA0BjfqYQSo4IX7XQ6HBZkZOhBAMt0qggury1yJAsQ7JkBXp9Nthd1dAKk6FTuiAIfo0EtQgQ3gGKkwCNgEWjswZ+xg8hl48bdWFBc9BUAZUgDXxOG5z+Bsj42ee8tp5QN4TcxKETWNwCINAAio4D6OEZqggTw+12nwCAm266yXHTTTdFZwXee++9tsjrw4cPR8uGv/76650AOs/ePikpKXjy5MkR069G2uTl5fkbGhpOA0BnZ2flSG3Xr1/ft379+r6zl7/44os9L774Ys/Zy88lFmLPRyqVsn//+99bz25TVFTkq6+vjwZ1D5wbaJoecv4T4emnn+5/+umnx4yzAIADBw5I161b1xu77OGHH7Y8/PDDw2IUPv7445aR9nGu63ghzKh7EkVRKyiKqqMoqpGiqN+OsP5+iqL6KYo6OfD30Ez0kxDGaXXB7/PD6fKjq21kFySFRg5b//QOHliWhcMcTrcaS8RFqa26Y8r7EKkGLRDxIZIKL9g9KXbQ3No67Hl2yTMR0TAllgapAlKlBBK5GCLBYDzFTA6MKyoq8MQTTwxZVl09LFHJeUMsDZNLZ7cFe/9ZB5pPY44hEZqYOK952SnwBoI4eqYJjqANIo4YPZ4OeOFBn9WBJLkM8crw86yvywpNohx2pxcCEQuGY4SMnw0JLxMBH4OaE6ch06mRoJYPcU2SqRRQC2Qw+/tBUzTi+AOudsF6SGkvQrQUtoAXMn4uBBwNaIoLT7ALDUgFJWAgdfthtLsg18jQO/C8FyocKFQm4WplDpJlEpQXFmNpUg48Ng0sPguanLWQ8LLQ5TXCaucgRxmAIPg5QMsB0Z2gOOGaW2pB+L/ZNzj+Y1gG9oAVSp4aUl42XIFWhNjBNNaxhBgP/CELRNyzamNx0kBxMwH+fOKaRLgoMRqNHJ1OVygUCplbbrll1j1UZ0w0UBTFAfBnACsBGADcTVGUYYSmW1mWnTfw97dp7SRhCOYeK/zeADgCPnzeALye4Q90hVYOu8k5rRWRPU4vgv7gMNEgVUqgSVWj5fQ0iIYhlgbhBVsaYgfNLS0tF7Svi5HYWX+tVjtq2ymp06BQQSQVQigRQCQczIk/Uy5KLpcLd911F3y+offVZIoGYmmYPPr67fjH3looFCIk6VRIUg916UxUyZCkkuNAQz3AUpgftxQUReGb6hPgcTlIVYXFmM8bgNXkQEJyHKxWN4RiKwBAys+BgKNCXy0Nm9MMTX4SZALBENEQp1GDT3MH4hlU4FBcsCwL+E+Aw40Hnw7BHeRCzE0FRXEg5CSi39OBCkcAcfFciP1OVLf0QqGRwdhlhkgiQKuxD7uP0TC3B3BNqh5XpOVgaVY6EBLB41ChyVmDNncTuuxmcIMeZMtqAU46IPopKHrwXlHyVOBSXPT7ByeH3UEnQmwQCl4cZPw5YBCEKxD1cInCsAGYvEcAAELO0EBniqJAiW4GxSu48A+RQJgBNBpNqKWlperLL7+clYXuZtLSsAhAI8uyZ1iW9QP4EMAtM9gfwhhYeqxwOX0QycIFhuyW4RWhFRoZQsEQXLbpqxYdm271bHQFqTB3W2A3T61gj1SAFoj4EEqF8Lq84R/o8yTilwxcnpaG2Fn/hISEYevNPZbo9Z0M0cCy7BDRkJgcdnvg8rgQiwZniGdqYPxv//ZvqK0NW/djfWBn2tJAAqGHYzI7sWt3NUQiPsquzoPd60PCCBncirMT0eswwWeRQ85TgnZo0Njbjax0FbzecJB0f7cVLAtok5Sw2tzgSY0QcZPQ6Qzim9Z6dJ7igJGHEJ8aFiWxokGj1SLA+GELWKDmDySYCbWBZcwIcQsgoK3wsapoHQMRNxkn+oywBZxISFIhkRdAY0c9BHIxevtsqGxrx/4KL0JBMa4uzMSd1xaDy6GRFqdEmlIBs0kCGnycth2D0dwKOWVDZkIhILwJFDU07pWmaKgFCTD6+qLfY2sgPFGi4MVByEkEj5bB4W+MbsOyLBz+RrTY/w6rrxIKfv5wSwOBQJhSRhUNFEX9fAqPnQIgNrVNx8CysymnKKqCoqhtFEWljbAeFEU9QlHUUYqijsY+NAmTi6XXBtA0uLywT7fN4hrWRqEJDyKm00VpNNEwmEVpaq0Ng5aGcCA0y7BDKkRPlFhLQ3t7+7RabmYDo4kGS68VO9/Yhe4z4TaTEdNgsVgQCIQHaiKhGOr4QZcoqXhw/zNhafjggw/w9ttvR9//+c9/jgqHM2fOwOPxnGvTCXE+KVdjr73L5UIkw8iljjfYD2egBcEQA4vVhZY2EypOd+CfBxrw9XenweVycMN1BbD7/GABJMQNj6mSKAIQSVj0d/EQDDHoauVBJKKgTcFgrYYuCzgcGkKpAL6gCyKpAzJeDg73tONodRNqznjAz5RAIgzf97G/f4nx8TAPBBtH4hkQOAGKlsDFciHhsvCzcoTY8LOFYbVosIUgEfiQEJ8EJZcPv7cT31W3wGh2guZ4cUURjbt/VIoCXSJ4HE70WIt1qfD5XYCVAYKn4XUySFHpIZVdd87iahpBPLwhN1yhsNi0BSzgUFyIuVJQFAUpLxvuQDtCjBe+kBmdzs/Q7foaHEqINNntSJAsuyQKtxEIFxNjfeMenJZenJsdAHQsy84FsAvAuyM1Yln2LyzLLmBZdsFYrgyE88fSYwVD0UhMU4HD5cA+gmiQa8Jmdds0ZlCym52gaGrE2hAShQRxSQps3LgRf/nLX6Zs8O1z+0BzwoJKJA1bYi4kg1KsaPD7/ejpGRbjdUkTe75ni4bIveW0hu+/yZjtHhoELYcsbvBeih0YT7doaGpqwqOPPhp9f8899+DRRx9FdnY4QJRlWdTV1Z1r8wlxPsXdaJqetED0Yf3x+fHuoePY03AGLv/5C/DJhmVZHKraifc++hR/3fIxtu88gd37anDsRAs6uixQq6S44boCyKRC9FmcoAAkKIdfzy5vG7LSJQh6efjqaC08XuCK/HS4Bf1wujzwB4Lo7bRCnRCOZ/CHzJDJaFBUGrpcDoQaLLCEWJhUcgh44ZiDWNGQkpAEs78PNEVDyVeBDZnABtsA3lw4A02I48vBoSRwBMICpdocBMNQEPKdSEuIh1CQiBSpA9q4ANRyAYozKaQlUBBwVQPXwQ822ATW+w8kcj9GpqwSZ7qakcNNB5edi+zE4lGvo4Yf/l4bfWHxbw9YwhaXASEg488BixC6XF+izb4VvpAR8eJrkC67g1gYCIQZYiazJ3UCiLUcpCIm6h4AWJaNjbb9G4CXpqFfBAANDQ1488038ZOf/ARlZWXwe/2wGu1gaRrxSUp43X7YzMNFg3Age9B0ZlBymMMF3M6Vuqyq8yTe+PA14ENAoVDgrrvumvQ++Dx+8EV81NXVQcQLDzg9Ti+U2omnTPZ4PPB6hwqO1tZWJCcnT0pfLwZGszREXN8icSOTIRqGVoOWQxIjQOWywWDf6RQNfr8fd999d/ScsrOz8frrr4OiKBgMBjQ0NAAIuyjNmzfvgo93PpYGIBwMHRELdrsdCsXkpAnvsTtg9/pQ2dWLmp5+lKQlY35qEvgzmL0KAGyeFpw8ZYVMIoU2oxtJKjkytEuhUIjA5w3tW4/FAZVMPGx5kAmi19uJeemZqDLR6Oi3ISM+DlfocrHT8TWMQSssZhcs/Q4Y5mfAanXDHzIjXpWMdocPQY8f8SZAVJiBQwETTP4eMGwAfX3d0WOkqbpgcuyEkqJBu50A/KAoHoKcbLgDR5Ek1qPBFYLV74KA5qPK1I8kqRxuyo7MxATU0E6UpFjhctWiUmCC390BfoADyvU6WIoLgAHLMmHXI04aluQU44OTDuxvk4Lm+JGlHj2BgZgrhYQrhdHXi3RxNuxBK9LFg9mSBBwt+LQS3mA35AIDNMLF4NDnLvJIIBCmnrEsDXMpirKP8OegKOpCR4VHAMyhKCqTCjs8/guAz2IbUBQVO52wCkDNBR6TME4eeOABvPLKK7jhhhvQ2NgIS68NbqcXIpkY2iQl5HGSEd2TgLC1Ybrdk0ZyTYrQ1tsSfb1///4p6YPP7cfH332I/Px8XL/qxwgxofMOho6NZ4hwucU1jCYaIhaGSBzJZMx0x1oaFBLFEKtV7CB4OkXDv//7v+PIkXDAJ4/Hw4cffhjNVmQwDOaMmKy4hvMJhAamLq7B7PaAAvAvpXOhU8fhSGsH3j18Aic7uhGcQXe9ysZj8Ac4WHblT3BFyXzIExsREh0Ejzs0Ww/LsuizOhA/QjxDr7cTITaEVIkOpXNSweNwsMSQgTi+GkkqDSx+Ezo7zWBZFkq1FP2WXvBFPsRJctFoMyHUbIOQ4uCaq+ZBwZehyhpAi70Oxr766DG08SlwMDyoBCkAJwHgpAGCa+EKdoIFgxRJuH6NNeDGib4u+JkQ0hRqBBk3shO1oCgObJ5rYHOWQBKXDI9XCqGgFBR/McArBniloES3A5KHQYl+Ao1yPvSJKXD6/NBIxVCIhGNeSzU/AWZ/P+wBCxiWgYI3KDQoikKy9CdIl9+FBPGPiGCYAUpKSvRjtbnrrrsyjh07JgSA3/72t0Mi08ezvVgsLgGAlpYW3ooVK7LOt68RnnjiieRnn312eCBcDDt37pSVlZXlXOixAKC8vFz3zjvvxI23/c6dO2V6vd6Qk5NTsHDhwryxt5hdjCUaKlmWlY/wJ2NZVj7GtqPCsmwQwM8BfI2wGPgflmVPUxT1HEVRqwaa/RtFUacpijoF4N8A3H8hxySMn1OnTgEIVyZev349zANB0GKFGOp4OeRKMVwOLwL+YcUModTKYTM6LigQeLycK91qLBbb4CC8pmq47pwMlyWfx499x/YAAOrr69De23reaVdjXZMiXE6igWXZ0S0NA6JhqiwNcokC0hj3JKVSGX09XaKht7cXr776avT9iy++iAULFkTfT4VoOJ9AaGDq0q6aXG7IhAJopRKsNOTizvlF0EjE+L6pBZsOHseZ/umvPG/1deH7ijq4hUG0cSqhEV0JjXAx7P56dLm+AsMGom0tDg98gRASR4hn6PK2QcSRII6nRl5aPO6/YQGU0vCguCC+ACEEUdfaBABQKMXoMbVCLqfBp3VotVvBaXYiPk0DyATIV6VCKeLh06Yj6OkdNNYL40sBbjbUsp+AEt4Q/uMZ4PDXQ8BRQ8ZLhIQrQJ/HgZPGbuQo1AhSEsh5FAQCO8RSAWwWGlarAnEpyXBY+BAKrwAlWAxKcCUowRJQA5mXIizKSAWHpjFHO74aCRpBAkJsCC2ucMCzgjd07MXnKCHgjF4RnjB1nDhxYsTaCrFs3bq1tbS01AsAGzZsGOI3Np7tI+h0usBXX301KzMGTRZGo5Hzy1/+Mn3Hjh2NjY2Npz/99NOm6Tp2MDh8rHY+zGgUEcuyX7Asm8uybDbLsr8fWPYsy7KfDbz+3yzLFrAsW8yybBnLsuO+AQnnj9vtHjKA+PDDD3Hoh0MIBEKIT1WBy+NAoQoPKhzW4VmS5BoZ/B4/vO4LSzs6HrxuHwK+wKiiIXYWueZ0Hc5UDA7Au1qN2PqXvXBfYIpUr8sLk3VwEONwO4ilIYbGxkZs3749Gmw8Gg6HI+qeJRQKh4gCAHAO3HOR+2tKREOMpSFOpYy+ni7RUFFRERWz8+bNw7p164asn62WhsnMLmV2uaGWDKa7TZBJcetcA24pyseeg/X4981fotVumZbJCXfQiUrbUXxy+kMYrUHo9RlwhRzwMV6oRAsQL74W7kArOp07EGLC92WvNXwvnh0E7Q15YPT1IkWUHk3DyolxrUwUJ0MhE6OpvQ0sy0IsF8Jo7YU2TosOpxfODiuEbgZ5C3NgcXuglkhwS9YcmNzNqO8avP+5cgocijNkIB4I2eEJ9kDGnwMAUPAlONXfDV8oiNL4ZJj9gFbAhSfYDUWcBFazC1aTE6pkHvzuEOAb3fVMIRLiXxeXYH7a+Fwp1fx40BSNbm87uBQPYs74xSph6olYAXbu3ClbtGhR3ooVK7IyMzMLVq1alRl5Pi1atChv37594scffzzF5/PRer3esGrVqszY7W02G71kyZJcg8GQn5uba9iyZYvy7GPV1dXx58yZUwCErRd6vd6g1+sNcXFxxb/+9a+TAGD9+vUJhYWF+bm5uYZf/epX0ZvsqaeeStTpdIWlpaV5DQ0Ngomco91up++44w5dUVFRfn5+frRvdXV1/NLS0jyDwZBvMBjyd+3aJQHCk4xr1qxJ1+l0hUuXLs01Go3j9pf829/+pvrJT35imTNnjh8AUlJSho3k//jHP6offPDBqOv+K6+8olm7dm0aAGzcuFFVVFSUr9frDffcc09GRAjce++96YWFhfk5OTkFsdclJSWl6LHHHksxGAz5b7/99ritIaMx1sl+NBkHIVxcxA6yI/zpb/+NWxY+iPhkJQBAMTATa7O6oYofanSKzaAkkoxtor4QHKbwj+R4RYPJ1o/vPz4Ij9OLgqV5aK7vRSgYgqXfAbFkQs+aIZhNJgQCg8GanqD7vAOhLzVLQ2trKxYsWACbzYbHH38cf/7zn0dtf7aVITa/PcuyUxLTEHuPxClUEIgGU0TGxfhmT5doaGwcTDVZUlIyrFBVXl7ekLY+nw8Cwfnfv8DssjSEGAYWjxdZmqF+8RRFQSkUwtJhhycYwLunjiNFpUChOgEGVTxk/Au7BmfjDjrR5KodqNrMwNnmR7YyA9cZrsUR2x5Y/EYkidKgFBSCQwnR4/oWHc7tSJXehl6LE0I+F4qznoHdnnDSwGRR+ojHpCgKOnUaDtScQHpGADZ3N4IhHxLUmWiymeCpMyJLIUeGIRX7T5yCm3Wjwm5DgGOHJcYtlKMElDw1ODGWAEcgfF/JeGHPDBHNR63FiFvTS0BxGIRYIFUUD0+wC0q1AbWn2sCygDqNg74uCl4LDxjDx0DC54/eIAYuzYWSpx6oJRFHCrKdgy9a6uS9bidvMveZIJYGbtTljVvl19TUiE6ePHlGp9MFSktL9bt27ZLecMMN0YfGxo0bOzdt2hRfW1s7bBZDLBYzn3/+eaNKpWK6u7u5ixcv1t9zzz3Wc8Uhbt26tRUA6uvr+StWrJjz6KOPmj755BN5Y2OjsKKiooZlWSxfvjznyy+/lEqlUmb79u2qysrK6kAggHnz5hlKSkrcAPDSSy9pgXNXhgaAp59+OqmsrMz+0UcftRiNRs6CBQvyV61aZU9OTg5+//339WKxmK2srBTcfffdWVVVVTWbN29WNjY2ChobG6s6Ojp4RUVFBffff78JANauXZu2f//+YabF22+/3fz888/31NfXCwOBALVo0aI8l8tFP/bYY30///nPh5hMH3jgAUthYWGSz+frEAgE7JYtWzRvvvlm6/Hjx4Xbtm1THT16tFYgELD33Xdf+htvvKH++c9/bnr11Vc7ExISQsFgEEuXLs07dOiQaPHixR4AUKvVwerq6klz7R9LNPRTFDWHZdkGKvxtfhtAOYAWAPezLHt8sjpCmD3EDtoiHK8+itI5y6BNVAIAZEoxKIoaMRhaqR3MoJSoi5/SvtoH0q3KxykavD4vlOkyHPvmFNwOD7raw4NAu9U9Yr7f8cCyLLp7h2Y3cvmc8BL3JADA7373u+hg+x//+MeY7WPvv8TEocWb/F4/Ar6wtSIiGs6OaWBZdsKDj6FCJX7I9mrtoHvEdNVpiBUN2dnDM01LJBLodDq0tLQgFAqhoaEBhYWFF3TMsy0NHqcHJ76rQsnyolHF/1RYGqyecJ2TOPFwP/YDDa2gGBYihguFkw9lkhA/dLfiQHcbMuVxmKdNQob8wifV/Iwf+43fggGDdHE2BH4vqowdWDJvLlQiFTh2LswDogEAZPwc0BQfnc4dsPkq0WPhIkEpG3YvdnpaoeSpIOEOd1uKkKFJxR7bcbiFFnQZ6wFQSIjLwt4zteB2e5CwLBff9lVib1cdtHFCaEP9WCR2IeAMZ0ISCAXgxlFQC4Y+fx3+eoi4ieBxwhaDbocH/lAI87SJ6HJbQFEU0qUZ8ARqIIubj4gRR60LgXNYBIfJg8SMC760Q9AIEqKigTB7KSoqcmVnZwcAoKCgwN3U1DRudcgwDLVu3brUgwcPSmmaRl9fH7+jo4Obnp5+Tp8Zt9tNlZeXZ7/66qttubm5/pdffjl+3759csOAmdXtdtO1tbVCh8NB33jjjVaZTMYAwPXXX2+N7GM0sRBhz5498q+//lq5YcOGRADw+XxUY2MjPyMjI7B27dqM6upqEU3TaG1tFQDA3r17ZXfeeaeZy+VCp9MFlixZEp0peeutt9rPdRwACAaDVEVFhfj777+vd7lc9BVXXKG/5pprnHPnzo26JSgUCubKK690bN26VVFUVOQdEBme559/XltVVSUuLi7OBwCv10vHx8cHAeDdd99Vbdq0SRMMBqn+/n7eqVOnhBHRsGbNmuGuCxfAWKLhlwA2Dby+G8BcAJkASgD8N4CrJ7MzhNnBSJYGAPjmyCf4r6T/BABwODSkCtGIaVfFcjG4fC7s05BByTGQblWiFI+4PhQKwWg0DlmWWKhGYlIiju6qgNnmRVqRbkQ3q/ES8Adhtg31r3Z6J9896XwGwzNNY2MjNm3aFH3f1dU15jajB0GHPye5Wgan1QWWZcHlciEUCuH1esEwDDweD8Tike+HczG0sNvQdI4a7cxaGnIyR85CYzAYotXCq6urL1g0nG1p6G01ovFEM/xeP669c+k5772pCIQ2ucKfc6x7UoQjNa3g8zjg87lob7PgFzdcBXvAi9OmPlSbe7G9qRr3G+ZDKbiwwFlbwAyLw4erkq9GkjgJX+zfBC4twVy9IZzGlKeCxT/02SLhpUPCTUOvqxJWRy5yU4b69tsDVjiCNhjk86LLWu0NqDAexJVJc6EUGkBTPCjlInC8fPi4LjT11YJHK+Dm0TBVd0NM02hIsIHj8ELNl+HGFCWujG/H7srBaQ9ZvAbeIDtYnwGAL2SCL2RCvPgaAIAr4Eer3Q6tWAgOB+jyWKARyKDgq+EKVEKkGJz0UKS6wedLpySVdrwgCfWOKqgEJF36uZiIRWCqEAgEUT9ADoeDYDA47h+jN998U2UymbiVlZU1AoGATUlJKfJ4PKO6x69evTrj5ptvttx6660OIDw5t27duu7f/OY3Q750zz333AXNTLIsi23btjUWFxcP+cF+4oknkuPj4wMff/xxM8MwEIlEpWPtayxLQ2pqql+tVgflcjkjl8uZxYsXO44ePSqOFQ0A8Mgjjxh///vfJ+bm5nrvu+8+40A/qTvuuMP05z//eUiW0draWv5rr72WcOzYsRqtVhsqLy/Xeb3e6LWNiKnJYqyYhiDLRiO7bgLwHsuyJpZlvwVAnA8vUWIHbddccy34vPCEQmtXI3Z9+1V0nSJOMqKlgaIoyNUyWMeRQam9rhM73vjmvItCOcxOSBRicGIKDcViMpmG+Ty3trZi0coSJOQkwdJlRk9t+4jnMV58bh8sjqHWAafHMamB0E6nc0QxMdv5z//8zyGfrd1uHzPD0XgyJ6mT48CEmKjV4UIHrrHHTEkd6o+tiR8c+E2XaIikUwWAnKyRH7WxcQ01NRdufT475Wrk/m2r6UTL6XNPoMW6J02WpSGSOelsS0MgFEJTuxFxMjES4+To6bOjrc8CpUCEK5MzcEuWASxY9LovvF5Ep7UHh4858dU/23Gg5gTqG63IyciCbKAOi4qvgSNoQ4AZWkNCIZyLPosLPsYyLJ6hy9MGClTUOlFp7MF7NbtxuMeE/d170WzbDJPnMLh0EDxWAJrHoqa3D4yQgyZbP0ynu+GKD0GpkeMqVQFSRHHQiRpA0SqYege/K7JENU4bvZBzlQAAhg3C6q0ABRpSXjit6eHeDvApLtIVMhh9DvR5bUgWxUE4UAOBJwvf61IFFxTXizi1Zkqy4sl4CiyLvwlaQeLYjQmzGi6Xy/p8vmFiwmazcTQaTUAgELA7duyQdXV1jWql+MMf/qB1Op2c559/PmrCX7lypX3z5s0am81GA0BzczOvs7OTu2zZMucXX3yhdDqdlMVioXft2qWcSJ/Lysrsr7zySkIkRmP//v2iSJ+TkpICHA4HGzduVEd+x6699lrHtm3bVMFgEK2trbyDBw9Gv+RvvfVWe21tbfXZf5Hz+OlPf2o9ePCgNBAIwOFw0CdOnJAWFRUNq865bNkyV3d3N3/79u3qtWvXmgFgxYoV9p07d8Z1dnZyAaC3t5dTX1/Pt1gsHJFIxKhUqlB7ezt3z549k5Pz+hyMJRoYiqKSKIoSArgOwLcx60j+s0uU2FnXrOx8/PTmO6Pvn3766eggUBEngcPmHjH7kEIrh30cs1JnKtpg6bFGqzpPFIfZCbn63Gb+kawmzc3NoCgKwjg5DEv18Ds96Gk9/0riPo8fVsfQAb3NaYPX5TuvIM2RRANw8bko1dTU4P333x+2vLOzc4TWg4xVoyHIMqilHPCGgtFg6FgXpQsVDWm6oe5AcXGDbhPTIRpCoRCamgaTauToRnZlnuxg6LOLu3ldXlAUBU2KCoe/OAGPc+TK01NhaTC73FCIhOCe5fPc1GOC3eZBVqoGuekaBLxBHGsarPauEopBUxSMnuGWw2OmM+hwjz/jUm1nN9weGjKxEF/88wRqz1CQKlIRGnjexQ3M4lv8g/vs6mzE1rc3ovmMB/5QL+JjiroxLIMuTxu0gkRQ4OKb1gZ82XIMKqEb2cp8tDgMoKl4mLxH0Gn/FEHGhkSRGByPGEFRAJ8c3AWTtR+p81Lxk9T58PsZgOmHUmAHBFeit3NQvKRmxMPu5aLe2geL9wRa7Ftg81dDxs8FlxbD7veh0tiDYk0yFAIh6h1dCLEMkkUqcGkx+BwVQpxeSOUiyDTh81UnJE5Z/R0BZ2pj3wjTw7333tufn58fDYSO8NBDD5lPnTolyc3NNbz77rvqzMzMUWfUXnvttcS6ujpRJBj6pZde0t5+++32O+64w7xw4UJ9bm6u4bbbbsu2Wq2cq666yn3bbbeZCwsLC5YvXz5n7ty50dmPl156SRuJazgXL7zwQlcwGKQiaVCfeeaZFABYt25d3wcffKDOy8sz1NbWCkUiEQMAq1evtmZlZflycnIK7777bl1JScm4By/z58/3Ll++3KbX6wvmz5+fv3r16v6FCxeOeC1uvfVWy4IFC5xarTYEAKWlpd5nnnmm87rrrsvNzc01LFu2LLe9vZ23ZMkST2FhoTs7O7vwzjvvzCotLZ28CpsjMJZ70rMAjgLgAPiMZdnTAEBR1LUALunUWJczsQMoihZh5ZLrsO2zj+AP+lBTU4PNmzfj/vvvh0IlAcOwcNg80cDoCAqNDM0VrQj4A+DxRx70sCyL7jPhYznMzgkXQoukW9Wknjsl30iioaWlBW6XD+Z+BwyLc2Bq7YWlz4aAPwgef+KFo3xuHyz2oQN9m8OCUDCEgD8IvmBi8Wvnsii0traipKRkwv2bKf7P//k/I4qmrq6uIYG8ZzNaNWiX1QUPG4SF4wXH44LX5YNcJRsycJ1orQaXyxWdZedyuEhKHTrjOd11Gjo7O+EfqIAcH6+AXOoCy4aGpLYEJl80nG1p8Lo6IJQIsPTWhfj8zW9x6PPjI7opTUUgtMnlhpIvwMGdx1D8IwNEA+lIjza3g/GFUJyTDCHFxYHqVlS19uDGBfkQCXjg0jRUAjGMnqGWQ5vfjWPmM8iQaJEqHl8Kz2NNvXD4Kdg5Tsi4drCqONR0m9G5+yRKc1ORnRwHmqJh9vcjXpgEhgnipp9cjxOnmpGelYonX/tfCMEIHsL3cF1zI6x+J5IT9dhaX4F+twu5cWYUqVWQ8Zbg7/WVaHNm44rEpehw7YbNX409DSxEQRUK5mZj78HvIJcGMKeAhxDrhtltB5/qhESYCnB0aG8bFOPpOiXUAh8+bdqGmzIpxAnSkCi+DiJuKgDgcE/YcrQ4MQ3f9Zph9DlAUxQSReF7XcRNgsPfgGWryuBkTsEFCur4FHTX1iMYCILLm/hzknDx4Xa7TwDATTfd5LjpppuiX+733nuvLfL68OHD0ZL0r7/+eidiivRGtk9KSgqePHlyxOyXkTZ5eXn+hoaG0wDQ2dlZOVLb9evX961fv37Yj/qLL77Y8+KLL/acvfxcMQ2x5yOVStm///3vw2bkioqKfPX19dEH68C5gabpIec/UX73u9/1/u53vxseOHoWBw4ckK5bt25Iu4cfftjy8MMPDxsgfPzxxy0j7eNc1/FCGMvS0AtgCYB8lmUfpihqDUVR/w/AvQAemezOEGYHsQNtmiuGsd2Bq4tviC579tln4fV6IY8L+xuPFNcQzaA0irXB3GOF3xMeHJ2PpcHn8cPvHX+61QjNzc3oagm7Rc4pSoNIJIDP6YHDNvJM6lj4PX5YzrI0mK3h95Fg6N5OC1obxnxOhLeNsTRkZAxGHV5MloaKigr8z//8T/S9Xj9Y4+dCLA1OqxushAeOiAer3zspGZRi7xG5RAHZ2QJ4mkVDbDyDUpsCfyAAMMZh7fLz86Ov6+rqLigPN8MwcLsHZ+fFYjE8Ti+EEgGUWgWKf2Q4p5vSZAdCBxkGNo8XXGcA9Ueb0F4XjoNhWRanmrohFPCQqnVDG++DXCyE0epCfefg2EAjEsPoHWppaHKG7ymjb3j/Pv30U6xfv37IfddpNaKp0430+Dh09bWhqZvFbdddgZ8sNkDI52LPqSb8vx9qwAvJYQmELQ11Vf+DE6eaAQBtZzog5gZh8VUgFGKw+x8n8cbmr/Dllx14v64BFp8bN2TEwaCyQy2aj3iJHAXqeBzqbMfXNb3Yc4oLlqOEiFHD6OLjy/oGCHsp3HHdtaA4Qfxg/AcqevdByPOCEl4JiqKGPB9kCR4sjLcgxMrQ7liMVNktEPPSQFEUrD4PTpt7UaROgEIghJIfvt+1QgV4dFgMiLjJYFg/+FI3wLeCx1FCqY0Dy7KwmyY/roFAIIQxGo0cnU5XKBQKmVtuuWXWfdnGEg1vAnCyLGuhKOoaAC8AeA9hMfHfU905wswQ++MpFcnR1WbEimtug1YbtvK1t7fj9ddfhzySdnWEeADFQAal0VyUIlYGDpdzXqLBMcHMSRFaWlrQ2WqCWCqAKl4OVZISXpf3vIOhvW7/sJgGszkcSxFJu1px5AyO728YafNhxIqGWMvCxSQa/uM//iP6etWqVVi5cmX0/VjB0GPFNITENDhCHpx+P5yOsNCbTNEQW6MBGD6TPhnFAEcjNp4hLj4VJieA0LBJNMjlcqSmhmeOA4HAEJemiRIrGEQiETgcDrwuH4QD/vuGpXnndFOabEuDxe0BC0AYAliwsPaFB/r9Vie6+61QiH3wCA/DLzwClVQEny+AmrbeqFVLLRTC7vfCOyCiWJZFkyN8/VxBH1zBwZjD2tpalJeX4//+3/+Lp59+Orp8+/EKMAyL20rzoGXMAC1CrceDBJUUt19VhB/PnwO7y4sTJ7zoMPcjGGjCP77dPuQ8REEavcY6vL35c+z452H0hVwwdoXQ77OCEjhxynYAvV4eJLxcmFxueGxBVLX04tumJmg5AhTmpCJFmQxKwMLWZIKEEeJHV1+DqzU/hk6chE5HF3oQwkFrDTo9rWhuaY4eOyUjA1cm/SuuTfkR6qw+tDsGxe7BnnbQoLAwMXzvKPnhyZ9k0aAbnogbjuvxBLvgDfVDwNEOyYpHIBCmBo1GE2ppaan68ssvZ6U3z1iigcOybGQEcxeAv7As+zHLsusBTEoJbsLsI3bQFh+ngtnoRGZ+OtavXx9d/vvf/x5er3ugaujwwbZMJQVFU6P6wHaf6YUyXoG4BEU0depEsE+wRkOEsGjoR0qGBhRFIT5VBZ/TC/t5igb/CDEN/oAfHp8HHmc4daTV6ITHPb4Yh1j3pItRNBw7dgyffvpp9P1zzz2H5OTB4OILjWnwC2gIxQIwYNFhCj+ezk67OhFij6eUx4EvHBqjx+FwIBaFB1Ysy05q1eORaGiIWvsRn5wBm0cEMMNFAzB5LkojFXbzurwQDqRapWkaS29diIAvgEOfHx9yH0+2pcHsCosSvrcL8B+FpXM/WMaJ461tcDlNUCtdqPSLccxjhVziB4+i0WG0oc/SDdazE2p2B8DYYBqwNpj8Tlj8LsyRhwN8+72DA+h//OMfURF47NgxAECP3YETZ7oQr+LhtLkZzZ0+LF+QD5vXh88qaxBgGGQna3DL0gJIuFIcOWFDVctO7P5+6PfT2taPv39gRmVHA7RXxEE4RwK9LBH/K+dHKFTK0eM1Yl+XEM/s+QK/37MLezvqoVFzYRPb0GBpRyfPhH3HvwLl7kSiwwZhvB/fNWxByPEmMpmjSOTIUaBZiADjQ4X1CBqbB8Vm8ZwyCLlqXJGUBgVfiO/aGxFkGJi8btSa+1GsTYKUF65pEccPf94posEsXTxaCh4thzPQhCDjhJCjDT/TKWpcsWoEAuHSZEzRQFFUxHnxOgCxSdaJU+MlypD0k0oVvG4/VCkqPPLII9DpdADCWYn++te/Qq6UjOiexOFwIIuTnjPbRigYQl+bEUlZ8ZCppOdtaaAoatjM8LnOJYLP54PJ3I8UXTgrjipRCSYYgvV8g7FtTthdw91W7C4rvC4fvG4/fN4AGIaFzzN2ReRYS8O8efOiryOiIRhi0DcFWUwmi2effTb6+qc//SmKi4uh0Q4O/s9XNPh9Afg8PvgEFHK18eDyuFHRcCGWhtjjqVUj+7vLpFNT9XgkmhoHB//a5FRY3EogNLJr22SJhpEKu0XckyIotQrMKysY5qY02YHQZrcbFGtBwHEAZ7xO1LbXwWl/A/ubPgcVCiAxSQfQOjiCfEjVZtBBBk5vB2obPwZC7dAIJUCwEf3ubgBAk6MHNEVhoSobNEWh3zfYx6NHj0Zfd3V1gWFZfFvTCI/Xh+x0OY5Vn0GPm4NeBQ8ZiUp02534vKoWgVAIarkEd109HxKBETuPevDtnvoh57Hzm3qEBEKU3cqDT8lAmyBFnjIRtJ2FwNcBgVUJxpwEBDhQq7hYkKdBWW46EgVSeBwhtB77Bp++9l/4+4u/B+V1oPzGVPS4FPi0Lh29gcXg8AphUM/F1ZobUCReCEu/FQBAc2joM8L3BY/m4Lq0bFh8HhzuaceB7jbwaBoLE1Kj/cyQaPCTlPlIEimH9F/ETYYnGL6GAo4WXB4XEqV4XFnxCATCpclYouEDAHsH4hg8AL4HAIqicgBMT+7BWUYoFML333+P559/fqa7MiUEg0GYTIPZQCQMHxwBF0EOBwKBAE899VR03T/+8Q8oVBLYre4RZ9AVWvk5Tdl97UaEAiEkZSVAppLCZXVPOO1qNN0qd+R0q8C5a06YLf1ISAmb4+UaGXh8Doyd55fStLt7ZHcbuyucdtUa477lHiMNK8MwsFqt0fcjiYaGpl58/nUFHI7zS+kaS29vLzZs2ICqqqoL3hcAHDhwAF988QWAcOrd//zPcF0PLz04+BzNPcnpdEZdZfh8/pB4ApfVhSDDgJFwEC+SIk4uRZc5/JlNlntSfPzIKb9j9z/VcQ2x7knxSamwuKVgGStYdnjMzVRYGiQSCQL+AEKBEETSoVltRnJTmuyUq0Z7C5TcRnRbKTC0Fn0OET4604gzvS4oOIBH6IdWKIeMlwSnoAecQBtoug+NfSoEBPdCJi+HgMOB0bYXTMiFJmcvUsVqSHlh//3YuIZY0dDf34/jre1o6jZBIQGEIgr2bg9+VJCFxDg5GlxGOHk+nOjuxhen6xFiGCi5VbhmngMOmw8269D7gity4Zf/Ohd2OogeTw9WGvLh8Aew9fsD+LqmCxSTglWGQvxu+Y349yU/wd1ZV+LmtFL8NLEYfIpGxbH9AMKTHHanH8t/9CB+UrwSZn8SvqijQNESxIlFoCgK7t5Bl6uk5ERkyudE32fI45CviseRvg40WI0oiU+GiDuYnIGmaKSIVcMC3CMuSgAg4IQnWJRa+bTU3yEQCLOTUUUDy7K/B/BrhAu8XcUOjgxpAL+Y2q7NPhiGQU5ODq655hr8+7//O+rq6sbe6CLDaDQO+gar1TB2WCCLk8HsCAuD6667Ltr2hx9+gFQhRMAfhHuEQmYKjQwOs3NEH/DuM32gaArxGWGzN8uycE3QPchhdo7qmgSEBwIRYgeEPsYezZSk0MghFPLR32U+rxSpXV3dIy73BMPZfawxwmmk6xSLzWaL9iHis87jhX/gjUYjXC4XLAOWHeN5WkZiue+++/DLX/4SZWVlkzIYjrUy3HPPPdFBrdszKOxGszScXQ06diDjtLrgDgbAkwmgEoqQqFLAanPCFfBfUMrV0dyhIkxXMDTDMGg6M5hCVJGQCKtrYOA+grVhKiwN4WrQYUEaa2kAhropVewL14aYTEsDG2yB2X4SKokMPQ4FBBxAwQ3C1JYCm1OBAC+AoLAJi6QtKJI44BKaweP5EYAOXkaHll4faI4cGtk8GL0e9Nr+H5wBN7Jl4c9VK5Cj3+sIP29cLpw+fXrI8b89fgoIhaCUAY1V/fC0+TFPp8dPcwpRnlOITHUcgoIQPquvwbuHv0PQdxTxklyYu5uHnUtuPA2ErKg0U1ALbTjTyaLd74LN1IWrcsR4aMn1KE5JAv+sGjOqEA9S2oKOjkExyxOHQNM0MtVxuLkwnHmMoigoROF7I9Z1MUuXDS49NGPbNck6CDhcCDhczNemYDxERAOfVoAzIPrlGjnsppGf6QQC4dJnLEsDWJY9yLLsdpZlXTHL6lmWPT61XZt90DQ9xMc81m/7UmHIACo+Af2dZqRkJ8DtDcBociInJycaEG21WtFnCg8ARwqGlmtkYELMiK5HPWd6oU1Vg8fngifkg8X4s3KwLAuvx4/+TjMYAB3N/Wis7kL1iVZUHWuB3zfoAhQ7i7x48eLoa7ffOthPtRR8IQ9Os3Nc7kPDzqV3ZNHgDrjhdYUtDTQdHvx63P4R20aIdU1SqVSgaRppaYN1A9ra2mAdyPJkukDRwLIsfvjhBwBhQfLxxx9f0P727t2Lb78Nl3LhcDjRYGiWZWEzD1qRuru7zznoGCuewRsMgCvlQyUUI0mtRMgbRLvDdkEpV2PvkeSUpBHbKJXK6OupFA2dnZ3wesP3iFgmR5XbCJObRjCEIcHQvX12eL2BIRmUamtrz7tI4vB0q77wd5IeHoej1CqQmBmPvrZwRqfJsjSwwVYEXJ/D7hOBLy2B3WZFXIoHYm4c2K4CiCg5AlwBWAUf9bX1EHU7IFalwEPzEPTTCFJBnG7rRogNQitOgimYjQZ7B7hMCzLEGpypaAXfysIb8sMR9OLkyZPD7kNjXx8EFIOgLYieJicQZLHjmyNw2j1IlynxL7lz8WDJAuQkyvBt02n89xE+xLwrcWp/xbDz6ekHvm3vAlguXGYKbq8LVxRqkSL4/9j77zC57vLuH3+d6b3P9t6rildWs2QjuSAb4xobMCUQJyTwJHkM/Ci/PJhvQq6QBxKchBAnJAEMNsXY2ARk3G0Vy5atrl1pe9+dLdN7n/P9Y7RzZqVdSW7AN9n3denS7JnPOXPOmTPn3O/P/b7fd4QNFVeglKsvWAcg5DmJKb1IOiW5YWVS0r2x2mrhjg2dXNvSgPxcH4ti0rAkIS2GTqk6R3w60SguT1mslJlQyoxoFNLv0Owwks1kC00W1/DfGxs3bmy71JgPfOADtceOHdMAfOlLX1rmV3056+t0uo0AExMTyj179jS81X1dwmc/+9mKr3zlKyvP/pzD3r17jbt27XpH6nLvvPPOuu9///vWS4+E+++/v3Sp90Rzc3OnXC7vWVhYWF0q8TuIS5KGNSzH7bffXnj95JNPXmTk/zdRHEBZLFZikQTtG+qQyWSMT3oQBIHt27cXxvSdPQmsbLu6mttGMp7E6/JTWufklWf7eHHvKQZOTnHo2dOMD82TOC+wFkWRgDfC4OlpDj7Ty8+/d5Cf/utL9L4xxplT0+x76hSHXzrL8UPDnHxthFee6ysEOsXHs3nz5sJrf0jKQKi1akw2PYnoWyuGXlhcWW8eTZ6TJ3kjOMrMCALEL5FpOJ80wHLb1YmJCQLBcwWeb6OLNeRnhYtdcx555JG3tb2HH3648PpjH/sYzc15iUQoliQVzaFW54uJ0+k0Hs+FFqJwabvVBDm0eg1GpQqn2YSQzDEZDrxjNQ1VNVUrjrHafjMN3kaGTxRe652lxLIZPPEYgYStUAw9Punh18+dpq9/FpvNRllZ/jmdSCSYmJh4S597YWO3JL5khIPhQebigQvG2yusBBaDZNKZZVmeaDT6lmahxcwUJJ7ClzQjKtrIyqPEw36qq+2Y9a2MT7qRI6fM5mRHxVZeec3E068pyCq0+NURJr2juMRRDk0e4VcTv8ColpMUzfTHy6lRBRg6+CteeeJ1+n56ish0CHcitEyatAR1PI7PHSDgiSEIGWwlRoLJGI8+fiA/GZFz06jt4/+3bozdjQInPEa+c2iQ3tcu7Mg9MB1kNpIlEUyhEXTsbIlTVeNFzMohUrfyecjOEfKcIZlcTv5mppYXWZcaDbSXSZnTYtJQfL8ohkOrp1S3eiPM8yEIAlWG23BqdxaWLVlprxVD/8/AiRMnVuytUIxHH310sqenJwHwrW99a9msy+Wsv4S6urr0M8888zvpGPRO4a//+q8XlrpE/9Vf/dXMlVdeGS4tLX1rMz1vEm/HkrsYa6ThTeJ973sf8nPp5Ndff/2S9pH/X0NxAKVXGchlRZq6q6mssDA+mZcuXXXVVYUxR46+gUqtXCXTsGS7unz2cX7CTS6XY3Y2yOTIAh1X1GG06pkeXuDQc308/r0DPPXT1zl6cJD9vz7N4989wN6fHObIgUHc8wHKq220dlZQ3ejkmvdt4Ma7N3PrR6/i7k++hyuvacU16aXv6ASJRKIw86lQKJZliWZml/vNOyvfuoOS2ysRkKUsDEAkFiZ+LtNgcxpRa1WXrGkodk5a6kRcHASMjIyRTKaRyWR4fZG3JKdawtzc8gzJvn37mJmZWWX0pTE0JBWCfvCDHyy8nveFSUSSmIySO8tqv5uLZhoCUXJaOVaNDkEQ0Bo0GHJypkL+d0yeVF23MmmwWC2F1+8maRgekkiD1uZArZPjiUUJxGyQXWDRHeLgq/nzHD53Lb0TEqXzMw3xSAJfKoJCp8QVv7BDub3ChpgT8S8Ekclkb8u9SszMQOIpkFnw564B5ARioyjELGWOLkSNGr87SC6Tprm8jA5xHWXyOsyZUraqe7DaDciTORyGMuzqEmbnEohCmFA6ji9lRTFu59hzh6hukeF0Wpn+1Qj9fSMrkgb31BwL0yE0jjRiDuqaKrjiunoGZwd44RffIRv5CaTPoFDV8geb7ub31m/g+OvHSMTy34WsqIP1jGueBZ8atRDnAxu60GtmUFrm0MhLCbgvvA+IYgoSzxEKKvGElz+ah4aGLvpbvxzS8FaglJuQy6S6FvOa7er/KCxlAfbu3WvcvHlz6549exrq6+s7b7nllvqlyYHNmze3HjhwQPfpT3+6MplMytra2godoZfWDwaDsm3btrV0dHS0t7S0dDzyyCOW8z9rcHBQ1dzc3An57MXSjLzVal3/uc99rhzyM/VdXV3tLS0tHZ/5zGcKRTdf/OIXy+rq6rp6enpah4eHV07hrYJQKCS766676rq7u9vb29sL+zY4OKjq6elp7ejoaO/o6Gh//vnn9ZCXkH7sYx+rqaur69q+fXuLx+N5S6ZAP/nJT2x33XXXBTfXf/zHf7T/wR/8QUFe8M1vftNx7733VgM8+OCDtu7u7va2traOe+65p3aJCHz4wx+u6erqam9qauosPi+VlZXdn/rUpyo7Ojrav/e9711WNuRSWHNAepOw2Wy85z3v4cUXXwTgv/7rv/jUpz71W96rdw7FM/NK1MgVcmpbytD6okzP+Fh0h5eRhkOHDvGhm//XisG2Sq1Ea9Re4LYxN7qAa9qHYLfSs6OFzivqcA/NoNap2HjDBuanfcxN+xjqnUGrV1NZ56CkwkpppRWDSYMgCIz3TmK1G2nsri5kNABauqpwzwU5/cYoyZwUvJSUlFBdVVP4+/wZ2ZIqO6lY35vu1ZDNZvEGpFnzjRs38txzzwEQioUIeiIoS9RYbAZ0+sAlaxoulWkYHh5l4+b1VFdamZz2Eo2lMOjf1D2ygPNJgyiK/OQnP+Hzn//8W9re+Lik625okLLMUzMehJxIZUUlbk+elMzOzi4r8l7CxbpBRwJR0loZdk0+Y6HWqTHKVQRjMZxqySb17ciT6pvqVhzzm5InjQxLQb/K6kCplRMIJ/DHyghHE7x48DharQGVUk7sXEauo6ODl17KG9udPXuW97///W/6c8+3XA2FIoTTcaq0CuZXyTQAeF0+nFV2jEZj4byHQqFlkqWLQcx6Cfp+hS+ipa72VnwxDykxTiQ6gU6upsTeyWHhBGFfCIfCzpV1jfkeKwodWrmO0kgFzRUNHB0bJRlN0lHaSO9iL+lGP/5UFM10hIk+HZVNFex83wIZ+c2ceXCW1584xmuHXrtgf3pPDbHxpkoUliTynJLOpgg7mly4rghz5KQSh3MDV+56D4KgQQBubSnle6el637rzp28un8/AAG3F5NWzc6GRTrtDUxGxjCYNZh0lXgXQzR1nldbkNxHLhskFK1nfvHwsrcCgQBut3vVQv13izScD7VWjUavXtUVbw3vDl6c7zV5kmHlpUdePhxqY/rasu7L/iL7+/u1J0+eHKurq0v39PS0Pf/884b3vve9hZvtgw8+OPvQQw+VDAwMXDBzodPpck899dSIzWbLzc3NKbZs2dJ2zz33BIpJdjEeffTRSYChoSHVnj17mv/4j//Y+8QTT5hGRkY0p0+f7hdFkeuuu67p6aefNhgMhtyTTz5p6+3tPZtOp9mwYUPHxo0bYwDf+MY3nLB6Z2iAv/iLvyjftWtX6LHHHpvweDzyTZs2td9yyy2hioqKzMGDB4d0Op3Y29ur/tCHPtTQ19fX//DDD1tGRkbUIyMjfTMzM8ru7u7Oj3/8416Ae++9t/rQoUMXpPPuuOMO39e+9rXCwy0cDssOHDhg/s///M8LOkt/4hOf8Hd1dZUnk8kZtVotPvLII47vfOc7k8ePH9c8/vjjtqNHjw6o1WrxIx/5SM2//du/2f/0T//U+8ADD8yWlpZmM5kM27dvb3399de1W7ZsiQPY7fbM2bNnL0yFvkWskYa3gNtuu61AGn7xi1+8LdIQjUYRBAGdTvdO7d6bwmDvNHNTPsqrbZRWWZcFbUJaiclpxGDSotGpUSjkjE+66enpQa1Wk0wmGRkZIUOc+CrGQ3m3DWlWShRFDj93mnQWNm5rpvOKOiBfV+B1+XGUmnGUmunaVE8ul2O1m0rIm7dbNVqXF0ILgsCW97Thd4d5ca/04HU6nWgU0m95amqKbDZbyBpZSkzIZALe+TcXEOa7QS9vxrZEGoLhAJFgDLPdgsVhQGdQEw1fPmlYKdMwNj7Bxs3QUF/C5LQXry/ylknDSrP9jzzyyFsiDclkslDgLJPJqKmRCNr0lBetWklrWwMnT78OrF4MfbFMQygQJaOVYdVogXyRrlmtwR/PEJNLBdNvJtOQTqcLbmGCIFBa9tsthB4dkbLz+pISjFo5rlychZCKuaEs2XSIPdddSe/ZWeYX8vvxTmQazrdcnfAuIFMrqDY6mUv4yeSyKGSS9FZn1KI1aPC6JPeqJRJ6uedfzEUg8UteHxYY99VR65kmqkiTkwdIhQNYVJUYzCYmk1GyyRTlSgP1ZU6OvHAWZ7mFZDyNa9LLtivWc+zwOIv+ObbUdiGb0zLhmyM0GyZ10EfpFT1c8+GbkWeeRC4+zfYPdPDMD48xNn6hEiIU9NJ4ZYJTJ0R06jSdtX7Muiu4dquJp2JDvHEyicm+SNv6/PXdd3SCwT6pvE/saINzpCERCrG+wUCb1YgyO4VDuw25TIu9NILXvfwcielBxPQA0cRGRDHJtOvCnixDQ0O/ddIA+QzyxfrvrOG/J7q7u6ONjY1pgM7Oztjo6KjqUussIZfLCffdd1/V4cOHDTKZjMXFRdXMzIyipqZmVc1MLBYT7rzzzsYHHnhgqqWlJfX3f//3JQcOHDB1nLvhxWIx2cDAgCYcDstuuummgNFozAHccMMNgaVtXIwsLGHfvn2mZ5991vKtb32rDCCZTAojIyOq2tra9L333lt79uxZrUwmY3JyUg2wf/9+49133+1TKBTU1dWlt23bVvgxf/e7351e7XOK8dOf/tTc09MTWUmaZDabc1dddVX40UcfNXd3dyfS6bSwefPm+Ne+9jVnX1+fbv369e0AiURCVlJSkgH4wQ9+YHvooYccmUxGcLvdylOnTmmWSMPHPvaxt2YLuQrWSMNbwK233sqf/VnePOqll14iEAgsm4m8XExNTbFp0yYCgQAvvPACV1999Tu8p5dGLpuvF5gZz/+2jr4qWW+KCRnldSUIgoBSKaeq0sr4pIfNPQ1s2rSJQ4fyloCjk/3Y1I0kE2nUmuWTISaHkbFTk4XU+oG9J5kZWWDnHZvpvrK+MM5oMzB5dmZZIL8aYQAI+SLoTNoV7VaVKgVX37SOQ4f3F5aVlJTgW4hhNlkJhvxkMhlmZ2cLwa3JYUKtUbI4s7LWfjUkYin8oZWbsfmDfhKxFPpkBrNVj1anxj138YCzWJ60UqZhemoKpVJBVYUFQSbg9UWorV65t8ClcH6mAeD06dP09vbS3d39prY1OSl9x1VVVahU+edJLicyN+fHqNfQ0Ch930ukQRRFXj86TmO9E6fDuCppSKfS+INhlI3qQqZBo9egkSsw5OSEZZJ0482QhuLaCpPBjGKVItFi0vBu9WkQxTgjYxKRM5RZaXbOMTEu5+Dr03RY5Fz3HiVWix69Tk0sniKXE5cVQ78T8iSDwcCUZxGjUUeHuZKZmBd3MkR5UcdgQRCwV1gLpOHNFkPnpTi/AjGBO9aBWW9i1hPklGsOXcUUJaIGFOVEsllmxBgKmUCpqEOjlOP3hNmwrYlkIsXgqWm27+nAYjDiDYSICwGMKhN9pwaJvTyP1VHO7nt2oFKrEZV3QPwJytUnSFeFELlQ7pPJhckZvaTmZJQ3Kqm03YSgamW9Ksfo5gRDsWneODiAwaRFJpfx+sE+xicl2XZ1TzfHDEZSkTBiLkc2Hqe8shsyw1j0VyMIShwlI/SfnCSbySJXyBGzXkjuQ5CXEYy2AqcZG7+we/zQ0BA7duy4cJ8zmWWywmLC/m7A4jQxcWYaURQvsGldw7uDN5MReLegVqsLPxi5XE4mk7nsL/873/mOzev1Knp7e/vVarVYWVnZHY/HLyqP/+hHP1r7/ve/33/bbbeFIf+suO++++Y+//nPL3tIf/WrX12ZSV8mRFHk8ccfH1m/fv2yGb3PfvazFSUlJemf//zn47lcDq1W23OpbV1upuFnP/uZ7e67775Q93kOn/zkJz1/8zd/U9bS0pL4yEc+4jm3n8Jdd93l/Zd/+ZdlM24DAwOqb3/726XHjh3rdzqd2TvvvLMukUgUzu0SmXqnsFbT8BZQXV3Npk2bgPwNe8mX/s3iiSeewO12k06nl1lV/ibRvqGG2z52Fbd+9Cq27GonVuTSoURDVZMUuNXXOkkk0swvBJdJlM4MnAJWLoY2O4ykk2mioRhHDw5x6tAgznILO2/euGyc0WZAzIlEg5I86MTsLKHEyjUAl7JbNVv1OKuk7E1JSQmzk14qyyXNerGcxuwwotYo8c4F3lQhZzKWJFCUaSiW3Hj9HhLxFCqVHKVKgVavJplIk82sXvd0KXmSyzWDxaxFoZBjNuneVjF0MWkofvh/6x/+leglai/Ox9iYNGtbLE0KRuNEAzHKyixUVUlyjKHB/Pj5hSD9gy5O9eUnaFYjDdFgjHgmg8KgljINujwxcco0BJG+szdDGoo/z2axrTquOCh+tzINYsbFyJj0PHTUWNhYqiPnTzE2M0nXOhVVpQEA9DoVYk4knkgtyzT09/e/pTqX4kyDQqPCEwxQaXdSprUiCAJzK6QS7RU2gu4Q6VT6TRWii2IWEk9DzkuU64kkVXTWlfG+bR1Es1FmJuP4JkoQZEoGfG4CqgxmhRajTM7CTH4/KmvtVNQ4yOVEfHNh2irrySREBj3DVCiNDP/XFCqdjPIb25Cr8xMZgswA2jtxqM1MnXm9sD8WoxRzJGJe3DMhcmno6OpApcrbm8oFGVeXdeDYYiWgSfDKc30ceq6PkzMnyaTzjms1zVX8r/etx1kqbU8MyFGr1uVJUmYUAFuJMb/fngBi8jWI/xSQgea9hANxwpHgsvvAElaz+Ha5XAXXrNLSUjQazYrj3imYHEZS8RSJ2MWzpmv4nweFQiEmk8kLyEQwGJQ7HI60Wq0Wf/WrXxldLtdFsxR/+7d/64xEIvLiQPvGG28MPfzww45gMCgDGB8fV87Ozip2794d+fWvf22JRCKC3++XPf/885Y3s8+7du0KffOb3yxdeu4fOnRIu7TP5eXlablczoMPPmhf+o1dc8014ccff9yWyWSYnJxUHj58uHDz++53vzu9VOhc/K/4OLxer/yNN94w3nPPPYHV9mn37t3Rubk51ZNPPmm/9957fQB79uwJ7d271zo7O6sAWFhYkA8NDan8fr9cq9XmbDZbdnp6WrFv3z7zatt9J7BGGt4ibrvttsLrt+qiVBy07d+/n5GRkcta7+WXX+bIkSNv6TNXg9GspbmzknRWCtrr66vp2CQFgFUVFhTKvESpmDScOHUMWNl2dalw7vBzZxg8PY3ZqKaurRxrqWXZONM5ArBkzzodCPCdRw/y5OELrQyXxl2qR0NOVvRQy6iIR5PUFwW0xaRBb9ah1WuIhWLEIpf/MHQvekim8+O1Wi1NTU2FADwQCBCNxtFq8/dH3TkZ0cVsV4szDWJGzvyMj+rq6sI2vV43RkM+CLLb9Pj8b912tVietH6zlOV64snH+fn3DvDs40cKGahLofhc1tdLGYXFQIRkOElVtZ3KSok0jIzkxw+P5usJZlx+Eon0qqQhEogRz6RRG9VYVPmgSKPP/++QaZBpJInWm6lpKP48h92x6rjiTENx8713EnMzfYU6BaVWR0m5gqDbiiKsJWcQwDbNQvwomVwEvS5/vNFYCqfTid2ezzZFo1Gmpy8rQ74MxZmGuCJHNp6h2uZEI1diVekvcFDKiils5SZEUcQ/H7isTIMoinlCk9yHmJkE9S48kTxRK7EYkMkFLJUhKivTeGeNjHoCPDc0iNKsxKLSo8yJzE540Bs0WOwGSsrNyBVyXFNeNtQ0oMppGJ6dZfzlPlI5gcr3VqHQq/AlYoV9RtBhNd3F1FlJhllZ3SXtu9+Nb1yFSmums3nDsv0v1ZjpdtSg2KwmIaQJJ+OMhqTMzparN5OVhWgrsjwV/TKQVyLIzJDJy4rtJSbEXADf1GOIqSOgaAbdhxFkZkL+KN7APCuh2GigGL9JaRJIDkprdQ1rOB8f/vCH3e3t7YVC6CX84R/+oe/UqVP6lpaWjh/84Af2+vr6i85Kffvb3y4bHBzULhVDf+Mb33Decccdobvuust35ZVXtrW0tHTcfvvtjYFAQL5jx47Y7bff7uvq6uq87rrrmtetW1e4mX3jG99wLtU1rIb/+3//ryuTyQhtbW0dTU1NnV/+8pcrAe67777Fn/zkJ/bW1taOgYEBjVarzQF89KMfDTQ0NCSbmpq6PvShD9Vt3LjxTT2Ef/SjH1l27twZMplMF52dvO222/ybNm2KOJ3OLEBPT0/iy1/+8uy1117b0tLS0rF79+6W6elp5bZt2+JdXV2xxsbGrrvvvruhp6fn7TdwugjW5ElvEbfffjtf/vKXAXj66adJJBJveoanOGAB+N73vnfJTtP/8R//wSc/+Ukg31xt27Ztb+ozL4XiotCqynLs5ZbC3wqFnNoqO5PTPq69emth+cmTJ8h+OE1wBe9us8NENJKg940Rtt64genjw5TXl16Q1l4iACFvhMomeHVsglwux9Ds4gVp8FQiRTKWvCRpKD6WdCzPj9s7W3jq6fyy4mJomUyGvdzC6OA8IX8Ug0l70W0vYWZKCtAqKyuRy+U4HI5CU7lAKIBanZdQ6Qz5QC8WSa66/eIZRu9snJd+eYKrb1xHeXk5LpcLUcwRj+dnuu02A6Nji8TiKXTay5aXFjA+LtVg7bntTsYGThEKBvAF3GRUXhJxPa++cIY7Pr4ThfLiVtLFmQaTWbpHz7j8iBmRqko74ZTUA8PlchFPpJiY8hAkjRDLMT7puUSmIU2d3VLwplefyzSYRQUavb4w9s1kGoqvkdUau8F5pMEfWHGMKIpM+AIk0xlaSx1vWroxMiwRZJ3DiTKX4vBRH/ZyHQE0iJkKQpmniQW/j0r1XgBisSSCw0hHRwcHDx4E8hKlNytRKSZaEUUGa0qOzZwnAhVaKwPBWWLpRRKZKaKZSRKZBZTmRgA8Lv8lMw2e5BwHFr5PrUbLBo0MmXozgrKTxcAUMkHAbtZxdn6aSNbLbRsqCEyWcTg8hssfoMxkwmzJISbTzM/4qG/JN/2TK+SUVVmZm/Ky6boOyvR2RnoHMIRiGLZVo1FCNL3IkP8gsUyAVNaHTlFFheEmps9K33vPjTs5czZfSB70RgnNmChttlNtuJBEbrI3MhF1w04ReU7G6HclOefuXbtIZGM4SqT1kr4MgiAgKtog/QZidg6d4jgaxRAet5mWK+5AUEjZz6A/hicokfmWlpYCWViNNBTfx34TpKHYSrus7m0pQ9bwO45YLHYC4Oabbw7ffPPNhR/2D3/4w8LD44033iikwP71X/91Fpg9f/3y8vLMyZMnV7RfXRrT2tqaGh4ePgMwOzvbu9LY+++/f/H+++9fPH/517/+9fmvf/3rF7Dt1Woaio/HYDCIP/7xjy8oIuru7k4ODQ0VZgXOHRsymWzZ8b9Z/Pmf/7n3z//8z72XGvfaa68Z7rvvvmVB4h/90R/5/+iP/uiCtO/Pf/7ziZW2sdp5fDtYyzS8RbS3txd86KPRaKGp1ZvB+aThoYceuqiXbiqV4q/+6q8Kf+/fv3/VsW8FoiguC6KsVlthNncJ9bUOksk0qbSC1tZ86j6dTjPvn1ox06DWqViYDUAmQ1NLKYlIkvKGC4MzjV6DQqUg7Mt3+O2fXUAjVxIMxnFFlwchoXPZCJP94p7jxcdis9mxl5hobpb6uRTPjgOUVNtJvsleDdPTkpZ4aSa9OPiMJaOozgXc2qVMw0UclIpJg0KuQRThwNOnKS+TZunDwbyExW7Vn1vnrU0sTBURnsbGBjZfc33h79eOvcSWXe2kkhmmRi+4R1+A4nOZzurInJNgTU170GmUhDUZDhdJXAIBDyeOjuOJxEhZBGbiYU70jhWCV6VSWSgEh7zdakLMUmKXgnelSolcKSeXyFJjl4hKOBy+bInOsg7U5WWrjrtUpiEQT/CrvgF+dvIUP+/r5Vd9A0RTF2/kVwxRzDI8LMlPtFYbsUkZepOamivkJLM5IoluqtStyMQoAfE5klkvkXPX0tsthi7ONCSFHCZRg0avIpIaR8kw7sQJTnl/gifxOqKYQ6MoIaOeQGNU4nX5l2UaTgz0kktPImamEbMuXNETvLL4UxIZF2eDRzkd85FT5uXBi8EINpMOpVzOGc9RBHKsd+4gEA+gr1NgK9XTbS9Ha9IRcQdJpzJU1klBeUWNnXAwjlohp9pYijifZV4ZxVadIuSfxZ8aYjoyilLQY1GvI56Z5ez0o8xPnival8u5/XZjwYhCzIkkIlkqmmw4NBc6QKlkCq5ythFRJFlIeRk/LcVBe669CQCzU7oveRbPyc2UbflMS+wxhNwk9vJWfMGNywgD5CWes0VF0Lfcckvh9cjIyIrN+37TmQadSYdcKb/ASnsNa1jD24fH45HX1dV1aTSa3K233vo75228RhreIgRBWNbo7a10hz6fNMzNzfHMM8+sOv5HP/rRMteZpdnsdwrBYJDUuUBHo9ZSUu68YLa0otyCWq1kYHiObUVN3sam+gn5Lwy2R866yAkCpWVm3DN5cl3ecOHslCAIGG0Gwr4Ipz3zxMJJWix2svEs/Z7lQeuShOnNZBp23biZq29ct0w6cz5pcFRYySTT+C+zMzXAXJHEp6Iib49c7HCSzMZQKvM/syXScDHb1WJ5kk5r4IrtTZhtBlQy6Vh9vvx1Y7PlScNbqWuIhOL4vJJ+vqm+lo07ryv8/dhjj6ExKNDo1IycXdnpqBjFmQaLtZThsUVyOZF5lx+9VsVELkxKpy4Ut8fiYQ4fGiCcS2G16jE59Lx8XJoUKS1dno0K+SNktTIcWj3JRJoXfnGccDCOVq8hGUtSb7MjV+YTp9lslmTy8iRmy7pBV1Usey+VzeKJ58/tau5J6WyW1yem+fHRU8wEggimBBjjTPr8/OToaca9RXKz7CKiuEpGOudmZEy6H2jUNsxmFbdc30O5XYYoy3Bm3otWWUW1pgO92kxW8C+zXV3CmyUNYi5CJBwo/K1UqjEqICgcwhX9NVrZLEpBT07YQIP5E9SY7qJE+x5yZNCXxPG6fMsyDeOT/XgWf4EYf5Jx7/c56fkxymwfPboUVdp6zsYTnPE/Qiobwh2IUGIxkBPTjAZGsei0uOJKhhddOOw22moqsGTVmOwmwr4oYiZLWZVUe1JRmycQHleACrMZlR9SVhWdFSZkKQc6oRyl7GoqjbdQottJmf56nntWclUrb2jEYS7FZJUIQjIZZ11TNXJh5cdjrd5Bh7mKQN9kIYjfsGEDNaV1KAQlcqtEWJfc6ASZGb+3jnCoEnQfxl6xgZA/tqzrcyKeIplIMzExWli2efPmQvO+VCq1jCAs4TdNGgRBwOwwXWClvYY1rOHtw+FwZCcmJvqefvrp38lGd2uk4W2guK7hl7/85YqzQBfD+aQB4Lvf/e6KY3O5HH/3d3+3bNk7TRqK98dsMK8YlMvlMro6KpmZ9aM3FvqPMDDcSzQcJ5OWzkEinuLU4THKah0oFQLzYwuY7Eb0Zv0F24V8XUPAG6LXM48ho8So1mBSqTkzO7ds5rhAGqzLt5NMZXjpwAChcBxYHhDW1VejN2qoK9Ibn9+rweI0oVIr8cxcvkOZq6gupaKigpOB17E6LNI+5RJwbt/VGiVyueyyMw0GvRFbiYlrb91IRbmUaZifywfxKqUCk0mL9y1kGk4dGSKRzJM8pVJJc10V9a1d1NTWAfnA+Bvf/E/mwzHmZ/wEVyhyL0YxAWtrbeZMvwtPMEo0GMdmN+JKhpHJ5ZgcktPTqRP95PQC6yrLuHlrB16fdD2fLxVyewLI9SqsGi2LLj/zMz4WZnyodSrikSi1qhMFuRJAKHR53+H8gpTRrqiWmplmcjmeHD3DIwMnmY2EVnRPGvf6+fHRU7wxOUOjw8bGFjsWiwKnTc2GJgc6lZK9fQPsGx4jlRxBjP0Uks+vTByy88uKoHU2G++5tp4OWxdt9jJyyjRjix6QlyIT3WiVVSjUEaJvM9Mg5qLM+P8Tb1AKVHXyKPHMEAptijL9dXTa/pBqw3rCWTMK2bkeGQoHGnkpKoeXoCeEVivVlMyERc4GtjCQ6WAgXYZdewUNhnqcxtu5qvz/T6l2I2fDoxyb+zHRZJASiwFvoo+FSAKVqoSj86NosypighyzWos6Kaei1k44GEOvVy2TyhnNWowWHa4pL6psFqOoRVNaTU/l9ZhVlSTCWTwJaTIj4i/hleelYLespYlk9krMDum7z6kT1JouKoNmR0kbwZMThb93796NTJBhVdnROyQDhmIL64O/UrLvF3oQTPm6BhF8RdarS5Mu07PSdtva2mhpaSn8vVIx9G+aNEC+rmGtK/Qa1vA/D2uk4W1gy5YthVkgt9vNq6++etnr5nK5ZUHtEvbu3bsimdi7dy/9/cv7cxTbRb4TKN4fg9aIyb7yTP66ziqufU879Q2dhWWn+06QzeaWSXtOvjZCOpVh485W4uEEc+OLlNWvroE12o1MzrkJJxKYcyqqq2zYNTp8/igLMSkwDiwG0Zt1KJTLS3Lm5gNMTnk4cnziguNZmv2vqakpzGDPzMwUMitQZLs6u6oT2gVYWJSCAnu5jbn4NCqrZDubkSVJxfOfIQgCWr36opmGYtKg1xkxmLVotCp27t5cWD40IBXM220GvJcI6M9HOpXh2GFJi11eXo7DbEAQBN57822F5b/41eO4s0l8/uhFsw1+v78g2dFqtey4ah3hcJy+oVmS4SRqh5pMKkOHzo7RKUlLFtwLqBRyOstL2FhfiVkjEcPzSYPXG0JpVGNTa/F78tdCJJxArRNJBl+jTD2DRl/UFTp4ecXAQyNFOnFHvuZCFEVemB7BFQ2hVSh4enIQtV4KBCPRCE/1DbC3bwCFTMZt6zrY2VzDYGSWWr2TMq2F2bSb39vYycaqCnpdCzx69HXcURliehCSz+UdhIqRm2NoWJK52tfZKA9V8djf/4o6sQGDXmDS5yFHKWIuilZuRq3JEIzmr5fzScPlyLNEMYsv/HP6IvP4i4r/rcoQGnkJDaV3YlK1IghyyrRW5uMBckWEx6xuR1uSIJMLIk9JFqHxWIpHB3s5E3ZTZ+ihTl+BUu7ErH0PKrme7Y73Y9Os48S8B3/iLFrdPP2+V1iMqUjLtdhSBsKJLDqTnltq2khEU9hLLaQSGfS6C/tbVdTYWZgNkAnFMKm0dNc0E0tlqbY5SYazeBMBoukUHm+YF/adZW5GupZN9RamFvw4yyRSmIsEqdRdunnqUkM9gGuvvTZ/7lQOrE5LYfkSaUin0oR9EYLuENODLuwl+cyGb1EiMCF/lEQizqI3f/+XyWQ0NzcXZKCwcl3Db4U0OE1EgzHSRXVKa1jDGv77Y400vA3IZDJuvfXWwt9vxkXJ7/cX6heMRmPBjSiTyfDwww9fMP7rX//6Bcve1UyDfuVMwxJqqux86pO3YjbnH66BgJ8p10TBdtWzEGS030XbhmqqGvMBYDadXVGatASjVc9cJIQykMOoUFNbbaPEYCAVyTAcyAdUoiiyMOGmpObCIkX3uWByatrLwmJwGWlwOvMzh2q1ulB7IIriMqcZk92AWqMkuBhcljG5GBaLpFOW0nwgoLZIZCYjSxEvsi/V6tWrZhri8TiJcxazCoUSnVZXcFxqbmksjDt14gyec4297FY9kUiCZPLyH97jQ/O4PdK1U15ejlqpwKRTs233nsLyob4jeDMhYtksw32zq1rFDg1LAWN9fT02g4ZMIMILj76Gr2+aM/tOM/XQcdyPn8XqkL63YMKPJSnDoM4fY61dqp+xO6WZ3mwmiz8QRmHM260u1c6EAy7U8iMkIlEUulsxGqXA73JIgyiK9Bc1ytTWKPAkFzi2OEu/b5GtZTXc2tBBNJ3iwPwUWm2+eD2bzdI/46KnuoIP9qyj2mrmmG+MjJhli6OZLks1oXQcV9zHjsZabu1uJJn28EifkrnkRsT0ECSeWUYcQoEZhkaka6m6uQwWlKTiKUZenKHSZiAQi7EQze+DViZDqxMIhj2F73ApGxIMBlfswXE+Uon9nAqdRa1sJBGTZDJtai06RQl6oyTZqdBaSOUyeJMSeTeomrGWakgmT0K6qH4jEycQjDMdUeJU1RBJD2NQNSCX5fddp9Cz2XY96VgNYTFDKPcyL7o8JLIa2iw1TLnCyGUybunsIh3JIIoishwoVApUK/Rlqaixk81k8U26MThMOFR6xjw+OiqryCbAHw5w4MgwTz/fh0atZHZGul6NlaW4w2eorZeyVCmXD4ty5WzoErxeLydPngTynvU7d+4EwKkuw14qyaeWSEPQEy4YOvQd7EejU6EzqJc1eQsGokyMDhf6R9TX16PRaJZlGs4nDaIoMjUl1WT+pkhDdVslO+7YstanYQ1r+B+GNdLwNnF+XcNbKcAsLS3l3nvvLfz93e9+d9l2XnnllRWzGO80aSgOsk168yULjXVaNddcs7Pw9yuHX2NgwEUul+ON/YOotSq6r2zA7MgHH4IgXDTTkNAKRNIpHDEFAmCz6nHajegzCoYDHkRRJOAOEY8kViymdnsCKHQu1Bo4cOhMIYug1+vRF7nrFEuUimU1SpUSs8NIPJIgEopf9NiX4CmS1Bic+dlok0MiW8lMjEQRSdBdJNNQXM9gMpowmLWFh3J5uaS39/oXeemXJ0mlMtjPEbvLrWsQRZHBU9NkkDJC5eV5aYbdpEdrLaGnJ9+DJJvNMDd1AsGkZnray/TYytfbq6+dLLw2KE381z8/TWhwlokjo2RjSbJONR2bm8mls1RaizzxhSiqUIb5yAESmQXEjLRPMbmy8BtY6tFgthpRyxW43X6mIqdxLx5Eo1eTSLeDvAZzUZAbCV26DmNubo5QID/Tq9fpqa2p47nZVzkwO0aLxYE5pWL/kVE2OSoZCnjQGYu+11iUTbVVyGUyvMkwAyEXneZqLCoddXonBqWGvmC+SL7a6OH6tlnShHh+zAuqnYiZUUg8TTab4o0DJ3ngm+OFOgyFVkNTdSMhT4SUmGVudIGWlIOsKPLS1BSCoECRC6PXaQnHAuRy+WD0zUiUcql++vz7SODAqYJ0XAr6BUEO6T7UqonCsrJzjd2K+zXIxAx2nRe5IUQ2K5FatZCk09SANm3hFzMv4UvF0CvacUeiZM95oVtUNszZOpQ6M08tZJkKyXGq7fjiGYRElg5bCaUOC+5zEphEKIG11EwyeuHvsrTSSi6dxT3lxVphwyAqiCRT6LUahICSsYNujvdOUVNlY9P60sJEgUKlQmNuxmKOUVohuZklvEE8l8g27tu3r/B68+bNhZoOk9LCbZ0fKry3RBoCi3mS37a1Gc+sj/nxRewlZrwLUn1MyB/DVVQE3dbWBnBRedLi4mJhosFisSyT0b2bsJaYaVhXe0G2dw1rWMN/b6yRhreJXbt2FZxDxsfHOX165b4C5+N80nDXXXdhMOSDkoGBAV577bXC+8VZhrvuuqvw+t3MNFwOaQCW9WtY9E3wxuujnHh9DN9iiJ6rmlGpFBisemRyGbZyC+oi7fP5GMuGkQsylIEMcrkMs0mHzaJHm5YTSMZxx6PMj+eJzfnkI5cTcbmn0VnnaGmTMTomzb4VFyYDFy2GdlbaSEYTl9TwL8HjL9KhO9VYlDasDknaEE9HScVThXoXnUFNLJJckVxeIE0qsmU1W6Rj8AXcJOJJgr4oNutSMfTl1TXMTfsI+qOISom4LJEGh0lPIJrg6vfcWHjv1MEXcdRbCUQSnD15YRFmLidy/PgZaT/VFlo2NfKB+27GsK4OTWM5FTe3cf1t21BpVZRrpZqGrBAnnQgyPnmChdg+3G6JtOY0Oo5N54vMI4Eo8Wwap91MJp1lzj3FjGeRQXcatfU6clk1mXQGW1FX9nBIKlBfDWfOSPvdVN9EtaaLwy4PWZmfG2qbOTu5gD8Sh6BItcGCXFv0fcgEVHI5oihy2DOMSqZgoy1/XckEGZ3malwxH95kmETyDZKyIN1VJiZ8U4yErAia95BOjHLwV4/w1BOHGR2Sjl2nt6Kb0PPqkQEGVVF0JQbUAzHkGYGjMxOksSHkFrAYnaSyYeKJN1cMLWbdzIR+xURCgTdazt7xKMGwlKnaN29gMqmkz/08RyeeJJvsQ8csJkUKV3QaMRdBzIUg/gQmuR5TRRnuIkcpA1ocKhtlqRLG5uf5/rEc//7qGD89dponT58llcngiYfoX/QRV6qIZNVYhDKSaRVmrZqrLFVo5Ap0Ri1ubxiDXo1vMURVUymBxdAFvx2FUo5Kni/ur22vREiIBBYi/PKZU+R8MnIykYYtDq7Z0Up/v1Rs76itR6XQs7F1OxqlVJ+VSsboP7yyvekSiqVJu3fvXvae0+4sdBYPBAIkEgkCiyHkCjkbdnWiNWrpPdiPvcRIOBgnmcif+5A/yuzcRGE7S52+LyZP+m1Ik9bwPwcbN25su9SYD3zgA7XHjh3TAHzpS19aZkF3OevrdLqNABMTE8o9e/Y0XGr8pfDZz3624itf+crq/tnA3r17jbt27Wq62JjLxZ133ln3/e9//9J6RvKN3Xbv3t3U2tra0dTU1PlP//RP9kuv9buFNdLwNqFSqXjf+95X+PtyXZTOJw0Gg4EPfvCDhWVLBdF9fX3s3bsXyM/Uf/WrX0WlyqfSY7EYsdjl24NeCsssSi021Jfh/b+MNHjGiIcTvLavn5IKC3Ut+fuHTCajbUsz7VtbVtsM4VSS8XSIcpMJz1wAi0WHTCZgs+oxytVkkzlGAl7mxhYIapLsjw6SzEqBTjAUI57yY7EKVNVmyRbNWp9PGi5WDF1SYycZSazY3fp8pNNpAmFp5lWwyDh0No7RKBUtR+L5meylbINWryabyS5zTVlCcaZBq9GzODrH8PG8gUI6I0NvyJPTVCpFMOwjEoyh0SgxGDSXXdcweHoajVZFKC7NcGZDIpFAFIdZTzabo6xmY8HlaPT0KRJCEHOpiVPHJwmfZ0c7NeNjZkYKXJzWErp2tKG269FolMQzGeTIqDVZqWgsRZGSNOm5TJRgwsPCeJZk1oNrXjKLKLeVcHhimrlgOE8aMmlKnVZC/ijjngmmYnKOjOR4JXCWeDZFIprEbrYU1g+H3Yji6vbFAKf7JILf3tXJy9PzlGpKabQnmfTP4AnF0KmVnJlYYIu9Cq1ByjTk0tOksjGmoh5mYz56bA1o5NKxtZoqUMjk9PoGWYgfRiGvZHfj3Rg1Cl4YPEg81cJLz9UyPTaHuSRMfac0g26wOxE9GQZPTeIbDqJfX45GlKGbijPvTTCeykFuEavBSU5MEYxcWNdQTIiKkc3FOTP/c344FuO1uSoGfW5KtKWkExKJjCXkDGcUPHTGzAOHxnno1PNEw7+iTOhjPnyAXOS7iNGHQAyj1N5F0mFkNihNYMx7/Jx1u3mxdxDCGQRMhFUhuqqdTAUC/N2hl3jo7CsEk3F21azjavtG3EEVNp2eu1rWIUtkUGlVyBVy3J4w8qxILidS115JOpkmFr4w2yDksmQyIqWVNqKRBJHpKJFsiht2d6EtUzKXy8sbjx49WljHVlmP3a5BbyolnZTuERkxyeTZGaKh1e+tFyMNMplsWU3OwsICgcUgZqcJpUpJx7aW/OTHuYkEnzucl1ctBFjwSmR3KdNQX1+PXJ6XZU1PTy+756+RhjW8mzhx4sSKvRWK8eijj0729PQkAL71rW+VF793Oesvoa6uLv3MM8/8TjoGvVP4u7/7O2dra2t8cHDw7IEDBwa/8pWvVCcSid+Ixu9idv5vBr9V0iAIwh5BEAYFQRgRBOFLK7yvFgTh0XPvvy4IQt1vYTcvibfSHXqlJlbFEqVHH32UcDjM3//93xeW3XrrrbS1tRX0+fDOZhvO96y/HL1qT09PgcTMzk0RCQcIBmJceXXrsvU33bCehnWrP9R6PfOAQFNlGZ65QKEHgdWqRymTYcmpGfJ5mBidwWdLMRvz8fzcaTK5/IPX7QmTzgax2GRk8GG3Strn4vMFF8802MssCDLwzAUueeyz07OFWU+H08FcMEcqJUenl0hDIJTfTjFpgJVtV4szDTqNgfmROfpeyd9zA8EYDoc0ieP1LRaKzu1W/WVlGsKBGK5JD81dlbjmpOAkExLpe2UAu0lHwBMlg5qmDZsK77/0wtNs2taE1x/l1NHl5+vMwCx+v3Td1NXWY7DocQcjKOUCOZ0MhTuHXCajsrkc0hIRjYa9iMYYwRkHSsHG7Ly07VprOUa1il+cPsszx88STaZxWI14PQFmfRGQyyEBr40N0xuY5Fcjb5BTS995IBSH3MWNAk71nSy8VtZXEEun+Hjb1Tg1FvaNvoEoZrlpcztKhYxTQy4qi+oxxgIvc3DhP3jNM4BFpafdXLls2xq5kmZjOX3+Q4TScZyGW9AqrVzTtBGX28P3v/9L/D4T63ZchaVMvkxeZm+uomlnHYY6EyqDht6BWdq3NKP3JAnPpJmIRUlkk1jPkRjvOSnWunXrpO/spZeWzciLosjxhRm+d+onfHfETSBTxpYSBXc0abmr/npy5wJYpVLJLVVXUGXTIhMV1Fha6fc38KPpLnLy7aRkTfhl2xDU24kqb+T10DDYdeRE6XsNhyN01pRh1ya5e6OKr+66laYKM9O4yJhCjPm9uMZT2BRm5pIpzrhzGAQL19U1YVKpiYbi6E1aIpEkiUSabDyNUqWgrj1/jpekPsXHlo4lMNqN6BQKaqrtvHd3B6XtdprrKtAplIzOL5ITxWWkobyumaZ6KwuRAP6g9EANR0MgwuCRUVaCy+ViYCD/u1Sr1Ss22FwyyIC8RCmwGMRyrvi5uacBlVaFayj/vXkXgoSDcUKLITwh6be0lGlQqVTL7lnDRTVEa6RhDe8mlrIAe/fuNW7evLl1z549DfX19Z233HJLfe6c1HDz5s2tBw4c0H3605+uTCaTsra2tkJH6KX1g8GgbNu2bS0dHR3tLS0tHY888ojl/M8aHBxUNTc3d0I+e7HUDdpqta7/3Oc+Vw5w//33l3Z1dbW3tLR0fOYznylodr/4xS+W1dXVdfX09LQODw+vLmdYAaFQSHbXXXfVdXd3t7e3txf2bXBwUNXT09Pa0dHR3tHR0f7888/rIW9i87GPfaymrq6ua/v27S0ej+eyNXqCIBAOh+W5XI5QKCQzm80ZpVK5LHV63333VXz1q18tzGL82Z/9WeVf//Vfl1zs+K+77rrGzs7O9qamps6///u/LzyodDrdxj/6oz+qam1t7XjxxRcv7lF/mfitCRIFQZAD/wJcD8wARwRB+KUoisV59XsBvyiKTYIgfBD4OvCB3/zeXhw33ngjKpWKVCrFqVOnGB8fX3aTXwkrkYYtW7bQ3t5Of38/0WiUBx54gB/96EeFcV/84hcBcDgchX4NHo/nHXtYFO9TRWX5RUZK0Gg0bNq0qVBz4Q1M0thWj9VxaWnTEjK5HL3eeerNVjSWDNHAJDZr/vq2mnUIgoA1q2Z4doGAx0V5Ty3bnC285h7i5YUzXFvWhcvtQqbIYDYaSOV8CKKk0XZchDScn2kwLzkozVyyYSMT49IDu6TMyZQ7RYlSg0FnKSz3+byIolgohl4qbI5FkljOKzQvJg1alQ65XEbYFyHkC+MPxigrr2RyIi9PCMV8hIP5GVe7zcDktJdUOoPqIhrjwd5pBEGguauKuTnJ9clmsTPeO8XG67oJeWOoNHKu2L2LoeNvADDad5qar5Rgdhh45eV+tu1qRy6X4faEWVwMEfBJ1826Td0AzHvCpBJpDFV6Mt40iUSaiqYyslkpuAz4FsnqBYjbEP01eBalTEsmo+LGthb6F93sffks/myGF86Okx4cwjenwtasxxDJkQnGkGUyhMMx/DKJiE15E5Bzg3z1hm3Fs/G66nJuqG2m0mBBr9rEC/O/pEQXwGHW09NcxQunz5BTSYFlKiznRGCOVPYY99R/cEVP/xajmUOuSRbSNaxTbwCgTtlO7PirDGYn+NKnryGSBJQJ5hb2FdYrqahjyDWP1aSndUcbx3snse28AofdhP+ED88HLIwrwtTrMgjICYTz3+WOHTswGAxEIhFGRkY4c+YMXV1dACzEIuyfegVw0Vlq4ZqKbsTsSUp0VzO1GCh8tl6vJ+hPk8rYsJtBK4uTTGmI5dI8PxMkLMapNaRpNjsYjZxCEAQ663fzS6SC8kwizp7uBn588Chiqha7xs7NlVfw3Nxp2h1llCpLefLgGbLJLM3rStjlbEAWlFF1To8fD8fRGrXMLQQQRZFEKEltgxNbmQWAs6fP8tjeR7HZbHz0ox8l5A2TTaVx1jgIeSJc+771xFJpzr7mJZhOUmowM+Zz401ElpGGDT091DtsnD42SkYhxRnzC/NUtZYzdHSUdVe3X6DbL65nuOqqqwoF8sUozjRMT04TC+WwlOSPT6VW0r6lmVP7zqB0WvEuhjFadATdAdxB6bdULEtqbW1lZCTvmjY0NMT69euBNdLwPwUn/a+bgmn/hdZhbwNmpTW9wbrlsptt9Pf3a0+ePDlWV1eX7unpaXv++ecN733vewuzVQ8++ODsQw89VDIwMHCBNlKn0+WeeuqpEZvNlpubm1Ns2bKl7Z577gksZbTPx6OPPjoJMDQ0pNqzZ0/zH//xH3ufeOIJ08jIiOb06dP9oihy3XXXNT399NMGg8GQe/LJJ229vb1n0+k0GzZs6Ni4cWMM4Bvf+IYTVu8MDfAXf/EX5bt27Qo99thjEx6PR75p06b2W265JVRRUZE5ePDgkE6nE3t7e9Uf+tCHGvr6+voffvhhy8jIiHpkZKRvZmZG2d3d3fnxj3/cC3DvvfdWHzp06ILg54477vB97Wtfm//CF76wuGfPnqbS0tJ10WhU/r3vfW9sKYu4hE996lOe22+/vfErX/nKYjab5Re/+IX1yJEj/asd/4033hj50Y9+NFFaWpqNRCLCxo0bOz7ykY/4y8rKsvF4XLZly5bof/zHf8ycv09vFb/NTMNmYEQUxTFRFFPAT4FbzxtzK/CDc68fB64VfgftGoxGI9ddJzXGuhyJ0kqkQRCEZdmGv/zLvyyklK6++mq2bt0K8K5lGorlSVW1VauOm5j3MT7vI5nO79v2oiZvsfQ8hlJjQWd9ORj0u4ll0mx0ViAq5KSiCSzm/INYqZRjNGrQZRR4JheZj4W5qrubbksN25wtjEcWOeQewrU4jcUmYFZ3kMnFWFiUZtIViuVOKKsVQgOYHEbUGiUe1+o+/6lUBt9iiKkJqW5Cb7eQTINVayCek6FU5oPjeCJOMp0kEV1OGlZyUCqWJyllalTqfLDiGpknGIxRXSXprk+ODLP/yBBHh6YRFAIi4LtIMXQqlWG0f47aplJ0ejWLRf0Jrr3zGtLJNEdePoNMFEmpoamzq/D+9NAA3kScrVe34HaH6D1X23B2wIVcLjA3JxUdb96Z7/Q7Ne0hK+Qoa7FjlKsZGJ4jmckhaKVCzajfT1RtQkSF36XB65ayJUajFf9ihGua62k0maiotFKrUXPisIuUIEdps6LCihENXq+fVoWR9VXNhfV7J0KQXb2TtSiKDJ6V9OHXXrmVVmv+d5VLaFClrSgtQcYig8SMQ4TksyRyUvC4MGdlIe4gI7pR5o5f0HtBFEVSqZcoUSeYT7WRFXO4pry88IsTtJY2YLxCyUjqND5fFKXKzPCYdB2aSsoJ+8NUmszsvm4DCq2C/Yf6uXLPRginGH81x3QqgyiMoFEZCUTy9wCNRrNMKvnEE08UXs+EJomkJql1qNhathW5OIRGXoJZ1UnvgvTZer2eU2Mz2CxWPrr+akzGDAvRBSqMAWz6CFMhHz8ePsHhmWNoRB3b7dcSlKtQGy2FbcSjUQwGN5AlHM5PhhkVWvQ5K6PeOIFsgkaLlRqrFWVcgV5QIRMEbLr8bz4WiqMzaXHNBxGyIuRy2Mv0PPlfT/B3P/obbrjzOj7zmc/w+7//+/z7v/87c2MLCAi09TQwP+Mjm82hUymptJgY8/rprq4iHs5xqP9owVVKoVKz3lnH4JOTDB+bJmVRojLkjQzS6TSlrQ5S8RRjpy+s4+ntleoiVsoywPJMw8ToBECBNAC0bm5CoVIQXvDjWwwR8EZwzUyROudC5XQ6sdslufNqDkprpGENvyl0d3dHGxsb03K5nM7Oztjo6Oil9cvnkMvlhPvuu6+qpaWlY9euXS2Li4uqmZmZi05ax2Ix4c4772x84IEHplpaWlLPPPOM6cCBA6aOjo6Ozs7OjtHRUc3AwIDm5ZdfNtx0000Bo9GYs9lsuRtuuCGwtI0vfOEL7osRBoB9+/aZ/uEf/qG8ra2tY8eOHa3JZFIYGRlRpVIp4Z577qlraWnpuOuuuxpHR0c1APv37zfefffdPoVCQV1dXXrbtm0FC7Tvfve70wMDA2fP//e1r31tHuAXv/iFuaurK76wsHD6jTfeOPu5z32uxufzLYvDW1tbUxaLJXPo0CHtk08+aers7IyVlZVlVzt+gK9//eulra2tHT09Pe3z8/PKM2fOaCDv7Pbxj3/88htPXQZ+m9YHlUCxL+IMsGW1MaIoZgRBCAJ2YJnuQBCETwKfhLwP/28Dt912G7/+9a8BePbZZ/nMZz5z0fErkQaAj370o3zpS1+6QH/2hS98ofD6NyFPqm1Y/QF0amyOOV8ImSBQYjFQWi/NiLkWRwpa5JqqS9f4iKLISfccdo2OaoOZXrkMMSeilkvc0GbV4/aGCcy4EU1qrqjM1y91W2qIZ1Ic94wzMzfL9i4V2vQb+HNp5hekSyuRlC+bha+qqkIul5PNZpmfnycejxdmC3VGLTqjlrAvQiKeQnNeXYcoihz49WkWZn0MF3VuFYw6rFodGyor2HdmBIPBhP9ckXQoGiRxLtOgvQhpKM40KFFhtOrR6jVM9M8Skyuoq68rvB+J+kjF0hwdnCadyTE65kL5horG9lLWVZcVbEyXMD4wRzqVoXV9nni4i5pOrd/czVHXaV59/jSWpjLGxQjXdDajUCnIpDIEFhY5NT7M779nJwee6ePlZ3tpaqtgfMqDw0LBpcqkN1PbUkM6m2V+PkBKyNLeUonVp6J/cI5oPIFoNaGQK8lk06QTKdxhgQ6dEtfkIuFzjlUKhYLyilJGx920Npfh94fRqNR4R/qR5zIYGmVcsaWVUwN9tKsa8WTneerIi2zdcAX/dO6Yjp+cJpleQKNhRczOzhIN50mWRq/nhnVXFN4bcXmwq500lKkYDPeikqm5acMVPKf6r8KYRXcQtd/K+hI5o9HTKBQ6SrTXFCR5odQA8VQvm812Xo3Y6J2a4Mzeccw2Pe+/eSs/69/Lq+MDtCYNWC06xkala0nldKCNi9RWOKmx2ahYX8bkSTc3tG1A5jAwddBN12YL0+phTPoWQpF5srkEcpmG22+/nUcffRTIk4avfOUrAEwHzxIjTolhCw5lhHAqToXxfXiTEYbc0m8lp1CSjqfY2dFInamOu5pKiPtO0Kyq5c76Usq0R9g3Pcbrj6dRdunhZgUTkUVsDmmSIRaNEsmcpcSiw+PP/+aOLM4wFPCwqaSKDquTx2ZOU1dpYyIa5NlzfUfseh3ZbJZENIlGr2Hc5Wd6rJ/9L+/lz+4/uKwT9xL+7u/+jsavtmOw6mnsqmJ60ot7LkBZlY1Gh539I+NcVVMNueM89cKLhfVstmoy8wlKKgxMNcuIC0pMDhueSF7yl5GnsJVb6T88TPMVDcuklsUORkt1B+ejmDRMTkxTUl6DtURy99Lo1LRsauTAk28gN+ghm8EXke7lS9KkJazmoLRGGv5n4M1kBN4tqNXqgoxGLpeTyWQuewL3O9/5js3r9Sp6e3v71Wq1WFlZ2R2Pxy86af3Rj3609v3vf7//tttuC0P+2XvffffNff7zn18W/xVLed4KRFHk8ccfH1m/fv2yh/JnP/vZipKSkvTPf/7z8Vwuh1ar7bnUti6VafjBD35g/9KXvjQvk8no6upKVldXJ0+dOqXZtWvXsgKqT3ziE57//M//dCwuLio/8YlPeJf2c6Xj37t3r3H//v3Go0ePDhiNxtzmzZtbl86tSqXKLZkyvFP4b1EILYriv4uiuEkUxU3n69d/U1jKAsCFs9crYTXSUFJSwi233LJsbFdXFzfddFPh73eDNMTjccLhPGGWy+RU1VWsOvbmre3csq2DDY0V5EQR0SRJmU6ePE4qlcTjuTw3n9loiMV4hA3OcgRBIImAWq0gGZZ6G9gsekYXFsgtxrBWOQkmpfeutDdSJpqZi4VJ6ktQCzLIzTO/KPnUa3Um+oqakykUCqqrpVn74gevIAg4yq0kI4mC/KcYE0PzzM/kg/u+U9LDWzDo6a4ow2nQkQonMeolM4VoMlIgCQqlHJVaecmaBhUqymqdVDaXMzXoIpfN0dwkGUvEY36ay+18YOd63ntlK3aLnoGJBf795cP826HDFzjMLLoCGExaHKVm/J4A0Wj+u5bJZJSUlFDWUsHchBunWUMqk0WrEalvl4KQ/a+/jEwh48qrmpmd8PDsc/kiYoVMOkeVFVXIZDK8wRgBXwSZVk57RSllDXIGfQP85NALJCpyGA3SjOvMopvhpIf+YSlotjsNNDTYWFgMEgjGmBl3E3aHkSv9ZJUi1Y0q3tPagsqmwefJUmMtY3EhzqJB+s4XBqd4dcG1ajH0yd6Thde1rc2Y1Xl2IYoioy4vVQ4L28p20mHayDXOG9lcvQ61FPOhSCbotFThDpfw7LSaseApvInXAcjkYrjjh9AIKdrNPZjVZl45kc/YX3frFeiNWq5vuZpEGo6P9UIuTvyclahSq0FntVKSUWFxmpEJAuu76kjoYLpvHkNXOcFIkvmDSkLZNGZtkkRcJJ7Nk8CbbrqpUGN06tQpxsbGyOWSjIWmMGq01OmqCaf6Mau7UcudHPIMQVGPD7lKTaPDRok9f7BWnQ6HXs+UL4RCpuTKklqaRD3yNLx6eoQ3FsZIJDLYHRUoFJJ6whuYoL60AU8wylw4xBvzM7RaneysrCMezX9eZ1Upt3a3o5TJUMnlGNQqEpEEoiiSEeAH33uA/+ev/4SXXtm7jDAIgqxwjKOjozzzzDOUN5RSWmlFJhNwTealhQ0OG2JOZHEhhGZB5PAv3ihso669jbbbdWi3+vBo08hlWkrKpdhjfn6e9q3NBN2hgmPbEoqD9mIJUTGKScPszCxKtRKdSbdsTMe2FnQGDYtj84yeniSUlCSR55OR1RyUiuWVa6RhDb9tKBQKMZlMXkAmgsGg3OFwpNVqtfirX/3K6HK5Lpql+Nu//VtnJBKRL83QA9x4442hhx9+2BEMBmUA4+PjytnZWcXu3bsjv/71ry2RSETw+/2y559/3vJm9nnXrl2hb37zm6VLNRqHDh3SLu1zeXl5Wi6X8+CDD9qXHBCvueaa8OOPP27LZDJMTk4qDx8+XCAJl8o0VFZWpp577jkTwPT0tGJsbEzT1tZ2gSzjox/9aODll182nzp1Sn/nnXcGL3b8gUBAbjabs0ajMXfixAnNqVOnLt5k5m3it0kaZoHqor+rzi1bcYwgCArADFxabP5bQHEQOjMzc8l+DauRBlheEA35LEPxTNe7QRqKpUlGvanQW2ElyGUyKuxmNrfVcMeObv7s7vdS15APaNPpNGOTgyx6w6uuv4RMLsfL02PoFSrazvn3J3IiWo2KUFFhr96sYmrOhQUNjpoSRgLSJSAIApUZAYNCYEoGk+lGZGKQxQUpgGxqquXMgItYkRf9xYqhS6rytqvnOygl4imOHhzCUWpm4/ZmZl3S5WpwWFhfXoVdrycZSqLTS+cvkY2f16tBRSxycXmSWq7GXmmjoqmMaCRB1BOirVWS34QCM4iZKdLhQZorFGztrsNp06MzqBhb8HHKM79s2wFvBIs9fy95+qfSjGtZWRlyuZyoUoFCKSfhCwCQzcVo7pa89ycG++n3THHNtZ2o1UpGzrqorbYzPy9JJZua8+PdwQh+fxilVcZC9hTTytOkNBlmgxlClVmUBmn6PxhdZCDhY3hhorDM7jTgKM/v/9O/PoFnIYy5IonBDllBoKu1jM7yEkoqzQSicXQyB2U6E4P+MLZzdrfpWIKfvuEil13593Gi91jh9Ybu7sJrTyhKMJagodyOXmGgVt+ITJBxxn+KqEZqxqZPCnx+427uatpKNG3k8TE5B2bfwBM7jjt+CDHno0RZikzVRoepiqnRRXRlGjS6/LOyylJKg6mBGV+YftfBwnZ1jhIcOh3auIjpXF1Qo8WOucuGNxTBnFWSqDbgH0kxMaLArAmRiEMik7/ejUYjN9xwQ2F7Tz75JP5oH8FUGpvOSjJ9GrlMh127heHwHAvxAPUKqRmZzWjEotWi0UvfUZ3dymwwRCqToVxrJTEVA3+GiDvGY8dPok5p0FqNKIvqAqKRDM1lneREkSfPnEEpk/OeyvxvbjGQ/207zQbKzUZ+b2MXezpaEASB6LlskzsQ5qUXlptKNDU18ZlPf44H7vsXPvXHny4sf/qVX1HeUIpSpcBZYWF2wsP44Bwn9g3iPjDNy788jiEosOiS5IQN11QzLywy7TejyNlpsDiorpCyJXNzc9R1VqNQKZjql67xbDZbqC2AyyMNC/PzWEpMFxhL6Ixaura34J/14Hf5iWQlYnQ+aTg/0yCKIoFAgFAoPwGt1WovMHxYwxp+0/jwhz/sbm9vLxRCL+EP//APfadOndK3tLR0/OAHP7DX19cnVtsGwLe//e2ywcFB7VIx9De+8Q3nHXfcEbrrrrt8V155ZVtLS0vH7bff3hgIBOQ7duyI3X777b6urq7O6667rnndunWFB/c3vvEN51Jdw2r4v//3/7oymYzQ1tbW0dTU1PnlL3+5EuC+++5b/MlPfmJvbW3tGBgY0Gi12hzkA/qGhoZkU1NT14c+9KG6jRs3Xt4MKfA3f/M3c6+//rq+paWlY/fu3a1/+Zd/OVNeXn7BzJZGoxG3b98euuWWW3xLmYLVjv/OO+8MZjIZoaGhofPzn/985fr16y/PSvEt4rcpTzoCNAuCUE+eHHwQuOe8Mb8Efh94Dfg94CXxcrun/YZhNpvR6/VEo1FisRh+vx+bzbbiWFEUL0oabrjhBrq7u+nt7aWzs3OZFSu8+6TBYrRetJ/C+dCoFLzn6qt5aCzvljY0dJrujivI5URkstUzmK/OTeJJRLmtoQOVPC8hSmSyGAwawkWkYVJ0k/REqFGYqGmpYDjgZXOZRNLm3TM02TTU2GrY5/OwxaDFvSgFzdu3djEymaH3zAxbNuXJTX19PS+//DKwsu1qKpHC71lOfE68OkIqmWHLrjZMVj2hqBTk19Q5cWhtzE77SPuT6Itm04Nxf0GeBKt3hS7ONBj0RsY0ftImNalMDtETpr1dymZ53B7E7BzBRT8OyyvYNAIT8wJVbWYWPQL7p/qoN5owa/I2qqFAjKp6J3NjC5x4XbIaLS8vJ5FIMzXrp21TI2NDs+g6SvFFg3Rv6OLXjzwHgHdsmiPzvXSvez/rNlZz7MQArc1Xse8FiXC1d7UhiiJDC5O4Ax6q2rSo5NBu2sxUywgTninu3HoFC1WPsDibD8TMYoiwkCRSZDVZWlpKSnEGp/MKhvtcyA0ZurYKDA0pkMlFtrVtQCmX01FXzv7pAIFIinWGDs5qRrHWlODz5L+XMydnOHHtWTaVXljUf+L4icLrLRskadKoy4tMEKgvt5HJZRkKz3HaP8HZxSPIddJMcSoQRyVXsqW0EZUixN7JkxxzZ5gIHWBzqZxWvRm1PAeKBhzJCLlojoRzeUftDnM7z+YGeeH0YenacDhp01kRiGNx5olnjdGCscSA4IygPZklW2EkF8kwcihI1dUJ0gkF0ZQLx7l63Ntvv71g0/zEE09wwwccpEQFVk2OrOinXPde0jmB170jlGotLIak377jXIM8bRGxq7VZOD7tYtofpNJgJDaTIKUWUQTAPeXHrXaQ1ilQqTTEE/nfrZhwUG5z4kn2ElxIcO/OzejO1fm4A1Eseg0aVf7xY9frsOvz5zZ+zk716KmTZLP5Z2lFRSU//elP2LFjB4tTHp79/sts23UP337wn8lms5wd78MTXaSOaipq7Jx4dYRDz59Bo1XR1lbBZC5OS3Udj3xPIvkdG3qY9pagkim5pspEWogTqpKkrS6XC7lCTlmdE9eodK+enJwsyPHKysoKPXrORzFpcHs8y+oZirHumg6e+dEhEtEE/rikOjhfnlRRUVF4vgQCATweDy6X9JupqalZ6868hnccsVjsBMDNN98cvvnmmwsPxB/+8IcFBv7GG28UUm//+q//OkvR5O/S+uXl5ZmTJ0+uaL+6NKa1tTU1PDx8BmB2drZ3pbH333//4v33339BsdrXv/71+a9//evz5y9frZ6h+HgMBoP44x//+ILipe7u7uTQ0FChqPvcsSGTyZYd/5tBXV1d+tChQ8OXGpfNZjl+/LjhscceW2bhttrxHzhwYMVtLp3bdxK/tUyDmNcN/CnwLNAP/EwUxTOCIHxVEIQlfc53AbsgCCPAZ4ELbFl/VyAIwrJsw1LX0ZUQCoUKDx6dTldo6rYEhULB888/z09/+lP27duHUrncNOHdIA3FJMZuXZnsXAzF/RqGBntJptIEL+JzPh0OcnzRxTpHGfXm/Of5/TEEQcBWZmZkYo6XhkYZ9i4ylppHFxMwmE20OctYjEcKEiVRFJlzL1DudPDeig0IgoaZRCUetzRr19hQQ32Ng9FxN7lcnnNerBjaWmJGpVayOCVlNOZnfIz2u+jYWIvVYUQulxFLSqSio62UoDvHc6+cYX7Qg6CUHFW8MTfTHi/9vvxvXatXE49dijQYWDBE6Y+5UJq0ZIJRHA472nOBayyWJJ5tI5K8BkFzLZhqiWWytBr91GndRPy9vDj6n+SiPyG08Ay5zBwGY5rXnzpOOCNNRJSXlzM4Mk82m2P7jRsIRuKYIykWg2E29Ui2q/5xF5M+HwuJWbq3aymv8tE/+jMGhqV7Um1DDYe9L/Pq0GlEQWRzYwc7HDdgUpYwnQ7T0FnOdU3NNDRKAVS1TIdSLWMxKAVMleXNiGKa9vVhauq1qCwJypx1TM9G0FsEmkvys67ttWXotEri8hxT4wF+b/N12Gol69PwsIvnZoZJZC8syu87LRl8NLa0kM5mJWmS04xWpeQ1zzCvLA6Qyy1SLkBLiZR5cS24C92Nu63d7KgqZV2Zk6xo5YVpFU9PJDkRKCWZFZgf8+HQmvCaY0QyCYJpP2eCxzk2fxiNVo7bJX3vppIyquX579h8jjSo5HJqjBaEZj0OrZ7sTBx1Rwkxj4BnLo1CTBGILJI7J8W65ZZbCn02XnvtNXrHJhDlGnQKN3plDQZlI8d8YySyaa5ytnJqXHr+adT561ajlyYNyk1G1Ao5474AU6OLKJNycCjJqQVMPhnT7jAhIY1WW5QVT5YSzaTwijHUaTltVumetRiM4LSs7P4XDcXJ5nKcLMoE3XTTjezcuRNBEAq2pXqFkdtvv70w5t/+/V8BaO6qYtPOFvbcdSV3/sFO3n/rlRgrjGRjCVKRPKFR6XTISuop1Zn5cOsGNpfUoFeoaaiW5D1LBdPljWWEfRHC/vy6lyNNguWkIRDyr0oaTDYjdZ3558a8RyI152caBEG4oBh6rZ5hDWv474djx45pamtru3fu3Bnq7u6+MFD4LeO3WtMgiuKvRVFsEUWxURTFvzm37CuiKP7y3OuEKIp3iaLYJIriZlEUf6cbf1wuabhYlqF4+Qc+8AEcRd7wSyhe5vFc3Iv+clGcaXA633xdUTFpGBs4hcfnx+1ZWaKUyGR4dmoIs1rDzop8FlMURQamFhj3+hlKhHjj7Dh9rgV+dvY48owMS0aO3KilyZIvrl6SKEXiXkLhOOUllWjkKip0VmYTJfh90sy+w+GgtsZBMplmfiFPJi4mTzIt2a7O5oO5bCbL6/sGMJi0dF8p7a8vKJEKtc3GQ4cOMhR3IShzCHJpVno2uMCJ6WlenB4lncuiM2iIR1MsaSiXUCxPMjjNyFRy4pkUaaMSMZkmGoxRWhSMxJIhIiE1grKTRWULMnkJddZb0Oo2UKftZDJWQn9QIOgeh8wk82d/TtDrR+6QEox2u5OBoTkqyq2oSvWobTpki0FC4TRXrOspdLZdnJ4h6EvTFziNpSpCWZ2G4SM5+s9KE0JRu49AIkjSo8WkMXF16wZkgoyh4AIL/jgbyiqQyeeobpZmZ1UxkVqzjVBUulYqymowqloR1YME0/0IMgGZWE8klKKiWotekQ84LRY95WYTCrMKrzeEMV7Gpq1SrVp4ZI65aJQj3uW3DVEUmSwKlE8sxHni8GkW/GHC8SSN5Xb8qQgDoVnaTCVcafUgppzUldUV1olEwhwdymdLFDIF7ab1mDQZbmveyu11V6AQMuxfUPHvvW/w9OunycoFDn7/BP/0+k941fMiM/EJZDEDO5vXI3qlmoLyyhqEWBpBEJZ1ZG8w20hoRGrby1B403hVcrQ2NaO9InIxTTwWI3lOiuVwOLj66qsLx/r0M30olQn0cjlO7U68yTBngzN0mqsQMnJ8QanGUqXIZwOKSYNcJqPGamHS52e034VOo0PUCGQMIpaAilwkw0Q0gMksfa/JqIYXp0cxGtWUKAzEz9VNROJJookUJauQhng4TjyRZnikr7Bs6VgA1Fo1WoOGoDvE//r0nxaWP/LII7jdblQqBW3ra3CUmvPnUKOhxKjn9LHjhbG2xkauqWng95q6MKs1dJir+FDdVVRVSIRziTRUNObvz0vZhrdCGoKRAGbn6hbUW97Xg6XOjM+fv99otdoVDT3WSMMa1vDfHz09PYmZmZned9Im9Z3Ef4tC6N8VnF/XsBouhzRcDO92pqG07M3vU1tbG83Nec19Ih7lhRd+vipp2Dc7RjSd4r01zcx4g/zolRN8//Axnjk5SCCVpK6mhAadkVKrhlGvj8qQEZ1GDXoNJpWaEq2B0955ZiJBZhbz+uKqknOyI30JHr+MJRGbzWZDqVRSVWFBoZAzOZ0P9C/WFdpkM6DRKvHN533i+45NEA7E2PyeNhRKOafdQ/zL4YeJxvKzjzK5nJEzMaKeFHUVVuRmKG+RApDJKQ9JX4xkOs10OIhWr8r7z8fTBKMJfrb/FMFoYlmmQV9nRatQQQaiWlCrFcyOzGN1WApjwnE/oUCMbC7HWNyHXgdHXK8TUCzgjSVRaxw8u1DCbOg9JNMNjJ/2U9cmI1DUDdofFEkmM6zvqmI6EMTRXoE8Hie+mEAnt9HZ2VkYm5gKMRsMMhkbZPOuBmyGbiZHJaJjrUxRL+8iFsxiMWipKs3XF7w6PY4SBVfV1RNM9lFTVGQ/PzfHBzdvIJuSslKlpaXYNVciIrLgcaM1WBmZn0ZMZWmtqyzIMPQmLSUGPUazlngqyam+Gd6/++bCdmaHppElU5zyjuMpygoNjw+TOtcB2WKx4jkb4uThUZ7vHUEuE6grs/GGZxSlIKdGO08kmSWVqqS5SvpOs+kkJ0ZmGZ7Nk/ZSdQUOdSkTsX5ajHPcXq9jd10jiriH3slRXh0ewD/k5tiBOZS5anY534c+UUpzRSU5v3TsjXWNpMMJDFb9sv4A9eb8ubR22NCoVIwfm6duayXhoIz4QpZ4xEc8I9Xx3HHHHYXXr714Bp0iiFPbilJm5pBnCI1cSY+tgRG3l1Rc+ny1Uo1MLkOlWV6nWGezEvBFmJzyYHeY0ZmVmGsNZKMihqgcmUqGQi9l187OzTAZ9rO7uQm1QoHLmycmS/UMq5GGWChOPJNldFgiDTt27Fg2xlJiJrAYpLGiibry/O8+mUzy7//+7ytus9Fh4/QRqQj6io1XsKOyDvm5bIwgCMgEGeXlkoxtiTSY7Eb0Zh1zo3nlw+WSBoPBgO5cVjCVSSHXrv6o7bqynq23L+/JsJJ/ffHnDQ4OrpGGNaxhDb9xrJGGdxDvZKbhYni3axout7FbMQRB4P/8n/9T+PuVl55gYnLugnEDvkVen55ClZTzbN8w//Lca7x4aoRwIEGjycJ7N7Twno1t6JRyPPFFVIKC0FgEvUGD2qQjFE6wvbyGVDbDY8O9PH7qDNG0ktJz3ZJr9U7ifkmOUlKSD7YUCjmVFVYmp73kcuJFMw1yhRyL00QsGGNuysuZYxPUt5RRUZPPcuyffoWXBk4VxhstBjR9HpoVs+wonUEuj6Msk2ZdU6kY+FMs9noZC/qW9WoYdXnwhWOMutwEAoHCOop6I3X6EkwZPRFVBluJmekhF0abNGMZjHgJBsLsmzvKYGgAnSVKIiRQYTMx5/dj03sZj47ys94XGRwZwyfKMNaEONsrFXKu627hrts3UVpiYsIXoP2KBlR6SEyEiUTgiiskvb93dIpUXMuZ0DRTGSWdWyoIRfIERC6Xsa2plDOzzxEKeKmrtiCTyQil45yZXaDR5sBuyBLLzNBYI21zemqarbUiGllRZsjpRCk3YdP0EAmosJjLGJxyoVblaCyXJEIGowa5TEa11QoaGfOeAHZ5FWZnPhOXTqURZ+YJJiK85h4qmBP8at/zhW2UVtYiF2SoIjle6R/HatLhy4SZjLppMxlJZYeJxJqQyzS0VkuFspl0gnKbif2nRlnwhxEEgQ7TRnJimoPe13g5GMGVOgPzfowZNU02O+UmG4kJkZ8MjvLw6VOM+3yo9EomxqVMSG11PclgDPN5zRENSjVlOiMBRRp7vY24K4aoN6FxqnEPZUnHEsTSkryluEv9+LFBVMkoVfrtDJ0rft5ib0ItVzLi9qJGKhNTyFRo9OoL9PG1dgvhmRCBeBy1VofNrqe9vYJEKkvAFaSzvASlWcquHZ+eoFJv4uq6etRKObOe/HXiDkSQywTsppUNPqKhOONzkyQSeSJTXl6xjOADWEpMBNwh5sYW2bNdIokPPvgg6XSa83HmlYO88gupZ8XuosxFMVYiDYIgUN5Yyvz4Irlc7rJJgyAIy7MN4cBFx05OSfeg1Wxc1zINa1jDGn7bWCMN7yCqqqSg4t0kDTabrTATFQgEVnxQvlkU71NVzeqN3S6GD3/4wzQ25oO6RCzCo4/+kGQqr7N2BUP8sq+fb7x8kNmFMLkk2LRaHCot2+prUKZlRAIJSuxG1GY1w6E50vE4XY5KBvomqWosRSaX4Q9EqTfb+IPOTVxTWYvbG2I2o+Tn42cYDnhQy5WoIlIQVOIocoGpsROPp1h0hygvLy/YNnq93oLd7BKcVXaS0QSHnj+DQqmgZ0cLmVyUM94XOLg4hhgsKhwvt5OKWiFh5tjpNAYxTMIiSRFVshR6C2Tnkgx73IVeDbFIotCNd3hithDUqhRqDHVmavUOrFk9qVyG0hYn4/1jWK3SDO3E4jDDgQEOTPRhVut5T9OVWNNV7KzZQq2uhc363dxccyWBkSxzY0HGEnqO9ocIhSRJm6bOzmPjffx6bAhfNEZDmYOSLgNZV4J5T3AZaXCNDTPojnLSL7LPPc1/Tf6y8F5lZTUt9t9nymsmF4vjKB1hPvo8ByZOkUhl2d3QTDB5BgEZTbVSQff09Diy1Iuoc1LGYjiXr7mwa68kE3GAQoHPH8ZskFNVLs32a3Qq5Ao5pUYjOq2KiJhmcGiBxg4p6HIPD6HNiczF/YxF8t/Zvv2vFd7XGZzYjTocag0pX4LZWIhXF4fRKzRUajzIBQ3eSDkWrYaaogxcLB7l+p5mdBolzx4dJBxPolcYaNfbsCmUtJl3sMn0HhZO6qgoq+SaygbWV1RSk9Rgl6uYWHQzGfbz5OhxQufsRJUaDTVlVUT80UI9QzEazTZ8mRhVzaXkFAIDRwKUbTORiipYHBRJpPsL11BVVRVX9uRn4XPZHKMvz/HG40PsH+ylTGuh2ViOLxrDF4ujLSINSrlymXNS4VwrFIieJAkVCHKBm1o3cMu6HtAoiCxEuKqmlvIySdYYDYe5rqYJuVxGhc3MrDd/jIuBCDajDoV85UdPwBtmzCVZil599c4LCIzZaSKbzjJ2epL3v+/9heDc5XLx+OOPLxv76quv8if3/kHhvNR1dnH3bbezEopJg8vlKqxT0VhGKpHGM+u7bNIAyyVK8/MX1GguQ3+/1FH7/CLoJVyMNJxPrNawhjWs4d3AGml4B/GbyjTIZLJl3ULfibqG4n2qaXhrDfIUCgX3339/4e8Xnn2UiQkXnkiUJ0+d5cWxUcx6DX+ydTOfvOpKGkxWrDott27vxKJRM+rykpGLvJYcI55L06OsZb21lAWXl4qWMgSZUOh6rJTJabWINCpha2Md6VyWveMDPNx/gqRPkls4HUrEXF72U1VpRS6XMTntRSaTLZudu8BBqTpPGhLxFN3bHATEg4wFfsjPx19FQIbBV1RcqzOTttkIBa2MjVrRKJ3EdJK0JBqKojJl0YkC83NBIrI8yfMHYiz4wyhkMkanpVlitVKLscxIhdaKNq1GkAkoG3QEg4voNRJpmF4cRyVokUWcXF+5mYbSSnK5HGpBTjKW4rXXJ/G/kSR2IkA8LaN8Szltm3NE41Ithk8tRyNX8MrkBCfcLlzJIMZONVq5kqHjY8tIw3B/H+5IhDadBoUsx/HXpGJis95ONqlmZs6IUWWlpbqVSHqc50YPolEFaHKkCaUGMSjrqalqKqzn9vjIYSPik0jbSX+AsaCPZCZNJBDNF25n05i1WqpLJGmTIAgYjBrIQbnZCAaBYDRBS+O6wpjFwUmSaTdamYbXvcP4kzGGzkiBn1FfwpVbm4mlMpSISvxilGOTs1xhqyWZnUItq2M2EKHObl3mlBNLxFAgcOOVbWSyOZ49MkAqMUG1bIQeczO1+s3sPzRFKBDjums6iPujOO0mVCmoShjRiGk67SXUFt2BbeXlaHL5IH8l0tBgtuV1+iYtqnI9I8MBIgoFOruVqeOQTc+Qyp37brOz3P7+jsK6rzxyhiMnzuAZcbPd2YogCAy7vQiAqqibtUJQLHNOWsL8jB89cuIagVQ2S0NFCSVWE1mdnGwygzWnoKOoY3mJTIlNk888VDhMhGJJQtEE7mB0VWmSKIosuPxMzUuZsPOlSSB1Vk7FU9S2VvOpT32q8N4//uM/Fl4PDQ1xyy23kEjks1jOqmo+9bd/T7l15aJko9GIXp/PgCQSiUJviPKGEgRBYKR3rOBYpFQqLxmovxnSMDAgGctcTqZheHh4WYZ0LdOwhjWs4TeBNdLwDuI3VdMA77xEqVieVFm5emO3S6E42xCPRfjWP/8zzw2M4EvGqSw38vs9V3BFZSUKmYyBqUWcZj0lFgPrasoQBHi89xhBWZIWSwW6uBxzTEQE4iYleoMSl9eDN+kmlongCY2TTgpsaejgY+1X8L66NjJijtNjE4X9cdqNkDoJgEqpoKLcwuS0F1G8uETJWWkjRxK0I8gqXiaSHsGVrGAhamKd0cLirEQabHo7yiY9Y7EAsUiC6ZQai02aEQ8GgiiUIlplmog7wWwqgiDA1KwXEehuKCdUJE1Sa3VUG+woZHKSkQwOi4GoI0c8FcIolwKehDeJAhtEZbTbSrDb8gHPvoODzIx46D07iyydwYaM6mvqCdVp+fmclqBPmtX/1FW7ubtlHd3mUipNJk54p3gtnkRhN9B3ZJB5p4hwLqvlm5qlWp6lU9vEdmc3oUEp0LdbS/mXn77IwkKASrOFhuqrETLvxxc10VUuMh/9NVkxjlndiVqtxm7PO2blciLzwavweCSil4wp+Fn/SUZci6TTWSJiDJWQodRegua8Ttd6k4Z0JkeJUY9eqSCqzNJU01V4f7rfSzzjwq4wEs+k+N7gQTxFBM3uqGRzTxMptQxzVo6gS+MPZCARICemCMRKyYkidTYrGo2m4GSWyWYIeAJYjTqu29iM1z/GS0f/C1EwgPYWjg5N039mhppSK41VdrLpLJ1bWzDq1IiTGRKhLGFlDF1QcrKyl1UgS+QJpWUF0mDX6DCrNMSFDO3tlYgqgcMv+1A0W4l49cwN+omlzkmdMn3ccKNEGgaHBllIB3BENTjUeenTiMdHudlEKiFJw+QolhVBL2FsYA6H2QAqBUkxi0Gvxh+OI9jUCFnI+JLYLFJDQ2ORu2ylPX/NnplcIJXJrkoaUokUAX+EqVkp07Bz584LxhWfm/KGEv7kT/6kkDV84403OHz4MIuLi9x44414vXkS5XA4+JOvf5PG6ioUK9QLwDkp0goSJbVWjb3CytHXJEenxsZGLtVp1W6VJnbeTKZhNdJgNpsLz4tUKlWYLFIoFFRUvPV79hrWsBo2bty48sVYhA984AO1x44d0wB86UtfKit+73LW1+l0GwEmJiaUe/bsabjU+Evhs5/9bMVXvvKViwZWe/fuNe7atavpYmMuF3feeWfd97//feulR4Lb7ZZff/31jS0tLR3d3d3tR44cuXCG5ncca6ThHcTlNnh7J0jDO+2g9E7sE+QfYF/+8pcLfz/0/e8wtbCA0iCj2eZg/bnag8VABG84RntN/rOC4TgyS5ZILo3WY6bMYePE5BGODOwnpQzxYvgNZoSzHJs5wRu+/bzieZ7huSGUMiNOhwWZINBidfChlnXIinoi2EsqIDOAKOb932ur7USjSTzeyDLScH6mwejQ4GwIUd+dxqnbhlF9B/0hLbJsBmPWSdgtdUIus5dx99U9pBwqFuIREgqRqys6URvyQXwulyOd8KLQxZBFcoz4vWh0ambn/GhVStY1lBOPSAG41qinVp8nhYFgnBqHA68YImfIYlVI383w0DAL0RD6tBynVo/RoMFuN2A0aLjyinpq251oYklMOg3X3NiASkhilitJRvKBqiAI1FZWkc5mCcSS3NTcxnvrKtCrYK5STt/EFEcHp6k/17Qtl8uxODFKOG7lasc2ApMSWTU1VNB3ahK9O0uj047VbuCl8UnUCiN3tH2IUt1ubJpNaBVViGKaynIpcDz5xlkCAWmfytQm+obneOpMH4l4mowmjR4oK7mwR4/BqCWZyiAXZDSZzSSUOYyO6oKkZXTQg0EMMuY/yXWl3ZyZmCHok34v6zZ0E8tmUFk1pHNJjDKRNls5zw32kcmqWAiqUcnlVJiNCIKA2SyRtsW5RUQxQ7X5KFsbp5hwWzgytZVhV4rjI7PoUrCuq5rIObvOpg11OOwmvFM+jDEdCXWS13slVx97WSViLE8aTCs0VxQEgQazjTApbCojbVvLyAVTzOaS+EUjw4cgljiKmItBZpRkiQ3LuftEOpNmITyFOZIPrn3RGL5ojGannUhE6okiE+UXkIZUKsPU6CIdHVVkE1nSqvy+zPtDZLUCRquOob5ZjEapDmN+WrqfWI1atColZyfzy1YjDdFgjJmFWcLRQP4cmEx0dXVdME6lUaEzadHo1VhLLZSUlHDPPVKLn7/927/l5ptvZuxc3xitVsvevXvZun4d7aUXb4C2EmkAKG8spb9fygZcSpoEYNJL18rFSEMikShMWpxvrXo+VnqvqqoKuVx+yf1ZwxreLE6cOLFib4ViPProo5M9PT0JgG9961vLCiIvZ/0l1NXVpZ955pnfaYfMt4svf/nL5evWrYsNDQ2d/eEPfzj+53/+529N1vEWkMlc0EPuLWGNNLyDMBqNBQlDIpFYNZj/Xcs0ZLPZZfv6djuLfuQjH6GuPj9hEIuGGX7hWT51xRaur2kqBHMDU4so5XKaKuwksmn2jZ9BbZHzwS09xENZ3MkkUX+c2EySprZKlDkbNbZGrGIF3fqtKASBk7NTyOR6bFapqFKnVGEvmuV0Ka1kcmlI591YaqpsCDKBiSnvRXs1KExeVFoRfWYTRtV69i0OE4kFSAcFIgkTsoiUaaiuqaanoYrW+ipq15fT1lJNicyIzmKRtpcOIsj6yWRGGJ84CrIRXPOjVNv8aGQzyHJSDYTBZqZG58jPskcSNJWUkk0HiBhVaDDhrMgHgolEgjn/FA5RQzaXo29ugUVLCl2jgU0basllspw61I+hTEl7yxA31QWQh90FMut0OlEqlbiCYbK5HE6TljOhUXLKFF1bqzFotfhf8VBSL03+hKYm8YTVeKa8xIOBwnJTexUlVgs2VJSUmIlm0vQuzNFYYqVcZ8Osbseh3ZIfnHyJinLpO3tl36uF13q9jkZLGjGVYXbSQySWQGvLoE6rKFvBCthg1iKKAtlslmqdEZtdjzeRprrunJ4/l0M7G2E+Os98dITckIdsJh+Ya7QGduxYx8j4Xoy2EcKMoVkY4+4WL8HYKKcnUky4h6mxyFjqUVhMGhbmpiH+c8R0P93NW2lv2MGJ0UX2nx7FqlTh1GmpaSrFM+tDpVFitBlo7agmPBcgGwaHRc/PfvpoYXuVNY3kYil0Ji0q9fLeLEtoNNtQquUksllqmysw2uTo4ymSJWZ6hyycPX4aMmcIp/zse8JPTZUU3E6PDJIMJEglUox4fAhAg8NGNCplO1Ry1QXypOnRRbKZLBV1DnSCgrgsSyaXY3Tei6CRU1ltZ2rCXejxADAxPEU6lT/PgiBQ6TCRzmZRKeRYDFpWwuyUl6kFKWbYvn37qsFw8xUNtG9tKdxP/vf//t+F9375y19y5MgRIC/lfPTRR9myZQs3dbbSUX5xO+nVSENFYxlzbilDdTmkwaAuIlEXIQ3Dw8OF32R9fT0azeqTjyt97po0aQ3vFpayAHv37jVu3ry5dc+ePQ319fWdt9xyS/2SZfjmzZtbDxw4oPv0pz9dmUwmZW1tbYWO0EvrB4NB2bZt21o6OjraW1paOh555BHL+Z81ODioam5u7oR89mKpG7TVal3/uc99rhzg/vvvL+3q6mpvaWnp+MxnPlNIr33xi18sq6ur6+rp6WkdHh6+/M60QCgUkt1111113d3d7e3t7YV9GxwcVPX09LR2dHS0d3R0tD///PN6yD9TPvaxj9XU1dV1bd++vcXj8Vx2k+TBwUHN9ddfHwbYuHFjYmZmRjU9Pb1s/X/8x3+0/8Ef/EFhBvqb3/ym4957760GePDBB23d3d3tbW1tHffcc0/tEhH48Ic/XNPV1dXe1NTUWXxeKisruz/1qU9VdnR0tH/ve9+7rGzIpfDb7Aj93xLV1dWcOXMGyNc1rBSA/66RBo/HU3homU3mC5rJvVkoFAr+4v/8BZ/8wz8E4ImHvs8//NX/g+EcoUqlM4y4vDRV2MnJRH49exyPL8I1be3sam1FkRrjxeMTWMMmzHotV13VyatiGJXCiFEhoIgbaTdUcyBwAlETJyekAek+4Sk6H4sKGf81Y+F9lafQKK9ArVZSXpqXKF2MNKQU42j1ekIugcOeYbzxKPOuMImEjPf2bOSJoJQZuHJjB+5AFL1KxZ9/8HpGXF4GZhYxW+34Z/KBhlJRSZ3BiSeWYXo+iD0jIxFJU21OIMb7kaelAMVe6kCrUOHx5j+j2m5jwBciZdcieOXUNdXiduVJ3uLiBEn/Zn509BTuSISxxByH5oeps1rx986TXJijc5cag6YRHSKumacKn1Nedq7nhceDK+HnYLCPmfgCbaYybmu7nm9vyxAfW0AVloKYhdEZwgkVI2emCIYkmdOejZvxRwzEB73YS00cmZ4hkolzVW3b8kLW9CnE9CAVVc3kezrCsWOS7MNkMWLNzVHmaMN7NEguk8JokqPxGqgqu9DVS2/UIFPISGVyZJNptrXW8tAJF/WNHUyN55tphob9qGqVPDN5BHef1DjTaCujsX6Gl497kNssqEvimH0yjOoJusrmGVtQoBKGqK0YhugRRJkTs0kKYufHfw25dgTtTQiKJnZ05wgnkkRiSeoVWkZkQaobnAy+chZ7Rb4eoa6lAvGZ43g9YSpG/Lin89+7zmzkyqt2k5mK4VilERhAhd6EyaDBNRtgg7IUXbOezLE4jXVNzI/O8Ysn52hpPciJl9zMDavYeuf1nD55CIC+E8fIXJ3BvxBk2O2l3GzCoFYtyzSoVZoLCqHHBuYwWnRk5QIWrYa0XslcMMTZmUUMejU9V1Tw6lO9WOJSZjUSidD3ygAbd3cDUOkwM+Ly4jTrV+1cPDXhZsYjkYaVpElLWP+ezmV/b9iwgWuuuYb9+/cvW/7tb3+b97///atu53ysRhocVTYW/FLgfzmkQVPUq+VipOFyiqCXsFKmYY00/PfHXPQ5UzKz+PYezOdBrShJl+tvCF16ZB79/f3akydPjtXV1aV7enrann/+ecN73/vews3jwQcfnH3ooYdKBgYGzp6/rk6nyz311FMjNpstNzc3p9iyZUvbPffcE1jJWhjy2QuAoaEh1Z49e5r/+I//2PvEE0+YRkZGNKdPn+4XRZHrrruu6emnnzYYDIbck08+aevt7T2bTqfZsGFDx8aNG2MA3/jGN5ywemdogL/4i78o37VrV+ixxx6b8Hg88k2bNrXfcsstoYqKiszBgweHdDqd2Nvbq/7Qhz7U0NfX1//www9bRkZG1CMjI30zMzPK7u7uzo9//ONegHvvvbf60KFDFzRlueOOO3xf+9rX5ru6uuKPPfaYdc+ePZGXX35ZNzc3p56YmFBVV1cX0gCf+MQn/F1dXeXJZHJGrVaLjzzyiOM73/nO5PHjxzWPP/647ejRowNqtVr8yEc+UvNv//Zv9j/90z/1PvDAA7OlpaXZTCbD9u3bW19//XXtli1b4gB2uz1z9uzZ/vP36a1iLdPwDuNy6hp+10jDssZujreXZVhC1ebtmJ15KVIg4Oef//mfC++NuLyks1naako4E5hmIRikVu2k9dwDe3tnHeWVNsbnvITjSepbKqm2mJlPRhEBnz+KKLrRx63ozAqO+V8lK0qpt+Ljqa7UM5tw8uhYCF8kn22oq7ETDsex2aRzXyxPyuRixLOzNHa10ds7xLHZMbxzOdyhCNe2OOmpqWG+KKDYfEUHLm8IASizGqkvsyGIYDRLxD6almGVb2Vz63YSAR19IQOZbCXVtX+AoKhBSErBUnV1vh7CH8jr/M1mNcZUhJheh8IiUlNaVxg7PT7M2Yl55IJAeYWSjS12djc1MecNMXx6kHkxhsuiZzBajyfVjmtWkm7JLDJ+MnGIJ0aOk5DFaDKWsNFmYpuzBbNGR/0V9Wz9wA4+cMv7Cuv0Hp5gdtLDiePDLASk67i8rAKFVsntH7mKrq0NHJ6awG5W01FU2yFmZiD1CoKigcqq9YXlQ2NSYbJZb2f0QAj90TMkBxfQGsCmA5VMT2nJhY0ODSYtgiAgyGQkoknWV5ZjtevRWqXPPXZyhhaTnXQmg39stLDcWVPBI2d68aXspB0VtLdtQky0sxBpo6t2HTXO9yJTr6eu7HpQdgIi5qLHweRoCLR3ISjy0li5TMb7Nrfze1evY37CS2mlFaVSjn8hgL0yX8NRWleCWq4gsODnsYd/WNjW9tvfh1ajIx2Or1jPsAS5TEaLw0EkmyTsyeBosZJQpEl7Yrzv5mvIhHI88MAE/SczGDY2ceUdm7BU5MlhJBymf7yPiYkFfNEYTc78PhVnGtQqdSHTMDbn5YmXTtF7Zpra5lLcnghWgw69ScPAvIdZX4gqh5mNG2oRFAKeRUmyJ6hEzhwaJHSO+C7VNawmTQJwTXuZ804U/l6pCPpiuO+++5b9/cUvfnFZkfTl4HwHpSXI5XI8Iem+cjmkQSVKExkXIw2XUwS9hDXSsIbfFrq7u6ONjY1puVxOZ2dnbHR0VHXptfLI5XLCfffdV9XS0tKxa9eulsXFRdXMzMxFJ61jsZhw5513Nj7wwANTLS0ts8/UYAAAXWtJREFUqWeeecZ04MABU0dHR0dnZ2fH6OioZmBgQPPyyy8bbrrppoDRaMzZbLbcDTfcEFjaxhe+8AX3xQgDwL59+0z/8A//UN7W1taxY8eO1mQyKYyMjKhSqZRwzz331LW0tHTcddddjaOjoxqA/fv3G++++26fQqGgrq4uvW3btsIM4ne/+93pgYGBs+f/+9rXvjYP8NWvfnUuGAzK29raOv7pn/6ptK2tLSaXy5fp2M1mc+6qq64KP/roo+YTJ05o0um0sHnz5vgzzzxj7Ovr061fv769ra2t45VXXjGNjY2pAX7wgx/YzmVEOoaHhzWnTp0qzPx87GMf8/MOYi3T8A7jUg5KkUiEWCwfDKrV6mWOLG8G7yRpeKfqGZYwtOhhxBfgY5/6U/75q/n6hm9+85v82Z/9GSaTif6pBexGHSUWA070yAMKTiinCjIjuUzGdds6GDkwwJgnwGggTLPTzqTPj0rM4fNHSOqm0WCnp2YD/tQgpwJH2GDZgkyQLSMNBqecG+s38eLYJI/0H6LRqaTDWgoCyJTSuS/ONIRTw4iI1K/fwC9f+C8yr2Soai2loez/be+8w+Oo7v39nu1V0q56712Wm2xjY3DB4EI3EBJ6ICGXNFoCufkBySX3hhZuEiAQEnJzgUsNkADGAWzA2AGMce+25CLLkqxeVmVX2t35/bGr3VWXbMmyzXmfR49mZs/MnNmdnT2f821uzkkvxOv1UlMXfM+iEzxs2N1KVLgZnVZDUnQ4Wo0akzUi0Oaoo5LGxiPMmreEL3ZWsb+yiiRvNwId6OfR7Xwi0DbTn4WmuaUTlUpFmKkZrQvUOiPuhE7CyoJBj/VHD5Fus3FWaiwftexiui2D6VkZmA8d4RVvF91GG0lR+VR2NHPA00XDsaDvltVuoLKqBYswsSwrn8n2CL5o2Ee41id2Ym1WKmqbufo7V/KDe28FoKmujj3vbOKgWqHL5RMgepOBXS1NWLUWMlKi2Xy0ijqng8JMeyDoVvE6wPU+iHAwXEBiYtDVo7I2+D0xKmbaG9RkFrroWmBH2NXoXBrUel8Rt76Yrf5noxC4Olxo1Wpm5Kawe1MwbfCGTUd4MMLLrkoLjbXB8541LYZjNTrCY4xkmjQsLJ7MR7s2cvBAKUXTc7l4UhEN7R2YTMGZ/3D7S4AvUPdYjY1udzi6EA8aIQStjR04WjopmJbmKxDoVYhM8Bdniw3HoNdSW76f9V/43LLUWg2LLr+S7nYXRmXgeIZQsiIiiUkO40h9M2qPFdJVNH7ZRFzcTCbn6dm8x0lTUSqx0/LwqmvJWzid9f/3IQBbyzZTuP8cRE4EmVF+MRFiaTDoDKh0atZsO8Deilpay5uoqm1iU00t3a3dJEaHE2nXsb28mjaXi8KkOBLjbYRHWamuCArpbrpQa9R89f5WFl4zlzCzgfOnZRNvH/jaurs9HDpQTlO771mm1WqZMWPGkO9DXy6++GIWLVrE6tWrufXWW/n1r389qv2BXgHFoZYGr9dLZU1wEmg40eD1etF4gmOqkVoahhMN0j3p68loLALjhV6vDwxu1Wo1brd7YJPhADz77LP2hoYGzY4dO/bo9XolMTFxUmdn55CT1tdff33qxRdf3HTZZZc5wJdd7Y477qj+6U9/2svv+8EHHxza53AYFEXhjTfeKJs8ebIrdPtdd92VEBMT0/3mm28e8nq9GI3G6cMdazhLg91u977xxhuHwfeMSE5OnpSXl+fq2/7WW2+t/6//+q+4nJwc53XXXVfv76e46qqrGv7whz9Uhrbdu3ev7qmnnordtGnTnujoaM8VV1yR5nQ6A++t1Wr19j3+iSAtDWPMcKKh7wB9MFP9cIyXpSHhBDInAbS5XKwpPUhcmIWHfnY3EZE+a0NTk8/aUNfSRl1LO3kpMYFKrHT4Bls2W9CcHxNvIz81lozcRDaWHmXPgWN4PQqdwkNNwzEaGjrRqsLJS8wkP2wyNc5K1h79kv9dv5mjIT/2hxr1/G3LNmhPR9fl4kjzHt6u2MNhbyv7a9owGn0D0dbW1kBxNUfXflQikn+56qnzeLBUeshJcBFtUZEUnk99fX0gqMgSbsTJEWqbHST4Z1O1ajUpMRHoTcEBUlV3OUeObqGtcT8J5mhw6uhWu/i8ci0erDQ2BV1Ckv1uOM0tHYSHG+l0lXGkVkWTE3Y5QYioQEajhuqjGFVe1h7ejUVroDgihbq29dTu3ERxXiw6SziNrbA0ehrXpZ1DeGdwIKMzhGPpbufinEmcnZpOS7dvQqJHNOQmRePsdtPY6SErJBg6ucBGlyFYGyQxNYW91TVE280oKGw+WolK72FSVLB6M92bQekC44UIoSMxMaS6sjcoZGYvnEnqvGySZyYzZZGb5EkqaNcTHWkfsEqu3qBFq9PgBZztvmfv2YVpxCVkoNb4rPmV5fVEdlcxX5dKU0jV7azsWPIj8kmPs5OtTyAhyo7Z5qG6vAOrNgOjVktSRG9XofDwiMByR6eTmsO19KW8rAYhBMnp0dRX+s4X5bc0qFQqjBEWdu/6OND+yquuYkpSIWqXB5UQQ1oaAFKtNiLtZgw2DZ4mLZ5oNZ2Kiz1bKzj3qrmcc0kqnvwsqpvaaHQ3M/WC2YF9N+7ZQFnZUeLCrVj0vnsh1NLg9qr4YNsB9lXUMjUzgWxrGHNmZBMZaWFnWTU7KmroandT0+graDclNR6NRk1GThwqJRinUlpaStE5uVSWVnN0v2/GPjMhCpNh4MnJmtoWyg7sCqzPmDEj8N0cKWq1mg8//JCGhgaeffbZAe+X4RjMPamyspJOp8+SEh4W0SsRxUA4Gtsw64NWldraWjwez4BtQy0Nw7knZWRk9IvzkKJBcqqg0WgUl8vVb1DT0tKijoqK6tbr9cq7775rraqqGtJK8dBDD0W3tbWpe2boAZYuXdr64osvRrW0tKgADh06pK2srNQsXLiwbeXKlRFtbW2iqalJtWrVqojR9HnBggWtjz/+eGxPjMZnn31m7OlzfHx8t1qt5umnn47s+f7OmzfP8cYbb9jdbjfl5eXa9evXB0TCcJaG+vp6tdPpFAC//e1vo2bOnOmw2+39BvULFy5sr66u1v3973+PvOWWWxoBlixZ0rpixQpbZWWlBqCmpka9f/9+XVNTk9poNHrtdrunoqJCs2bNmsH9W8cAKRrGmOEKvI3VrH6oaDjR7Em9+hR3/H1SFIXVew/g8Sosys3CbDRw0ZU3BV5//PHH+fDT9WhUKrITg/1vbGzHajWg0wYNX+ZwE+kFySy/8mwWTsmipc1JTWUrFa0tHK0u5/ABB2a9jTCrkTRzNvruBN7esZv69iqc/kGQWqMmJdGASt9JfHgK3U47y6KPsSAxHkuUga1HKwmP7e2i1OVp5lhnNaur4bP9R8kpziRLbaaypoL08Bg0agNlZUGrRGx8NJUN1XR7nCREBgd76XGRWMMiAuudqk7cYSb+tXIFFpMHlVuD2RBObXMtG5vWUX0sOAi3hofT0dnF7kPH2NfcwF++2MuOKh06ncCSbaA4JZXYxGDSha1lW6htaGGGPZUm1xfs2PIp3nYb5849n2iLGZcK3tq2m3/tK6e8MuhykZ2p5YbiOs7O8KXAbeluQq8yoFf5BmuJUeGEmfTsPVJD8ZSgW4Td4iUyI/hciolLwtHeRYu6jX019VS1NRMXaSTDEuO/L7zgLgN1KkLlGzwPliIyLTOV6IhIjtaYmG0Po9CqwtWiGzBzEvjEptlqwKsERYM9wkxWYgzRSWmBdh9tKKOlopbGppbANq1tCjOy8zHtN3Hg03pee+srqltrOLTHQ1OtFY+n/wRNqGXQ5XZSdaCm1+uKonDkQC2xiTYMJh0NVY0YLQZMVt972t3todXbwaGj2wP73HP3T+hyeVD7060OVKMhFINGw4zYJLrDFWxhYXQ0aemKUDhSVkukrZgLls3AHhbDsaZWKls7WTxvYeBZ09zaxBeff0SGLSJwvFBLQ0V9GyqdhotnF5JqtdLe6mR6SQazs1PJSYwiKd5G5bFm6hvbsIeZiA3zDYyLpqSi1Zix232D6c7OTrRRKsKjw/jq/a24u4fO3FFZ3czB8uCM+2hdk3oQQmC3249rXxhcNIQWdUuMHb74ZXNtC1qNFpvNJ8A9Hk8g/WsofatMD2dp0Ol0vbK+gRQNklOHa6+9ti4/Pz8QCN3Dd77zncZt27aZc3JyCp5//vnI9PR052DHAHjqqafi9u3bZ+wJhn700Uejly9f3nrVVVc1zpgxIy8nJ6fg8ssvz2xublbPnTu34/LLL28sKioqXLRoUXZxcXFgFuTRRx+N7olrGIyHH364yu12i7y8vIKsrKzC++67LxHgjjvuqH3llVcic3NzC/bu3WswGo1egOuvv745IyPDlZWVVfStb30rberUqW1DHT+UrVu3GvLy8grT0tKKPvjgg/A//elPgxb0uuyyy5pKSkraoqOjPQDTp0933nfffZXnnXdeTk5OTsHChQtzKioqtLNnz+4sKirqyMzMLPrGN76RMX369BH353iQ7kljzHAxDWMlGkJnusbS0nAifdpXW09FcwsLcjKwmXyDpOuvu453Xv8rrU01NDU1cdMVy7j2O7dx/XlT6Ln9GpvaiYzs7eusUqlY8M2zAYjHFyvw+r+28e72z3jmmV/g6mzn/z3wW1SqczjU0MTuw4I4ayQR2iOBY8RERzE3S0u1y8l56en8raOJL45s5htT9pJ17nn8qWod/4qK5Zg/nuHw4cO4E+v4tK6Dhjot2dZIbrhyMm/87nXq9jSytHg2zS0dvL96Q+AcSUkp1DUrdHuaiLMHrZKpMRFERgY/I6XVi3H2ZBr/uZF210aMumhcLkGqqoCmrgNUHAtaHBVq+eSLfeyrqWPqWbEkml2445MxZDg5rEC1yUV0dBLHKnz93nFwG5kdSeD5J03uLqo2mklKzMZq9wWSFyXH4dYLvjx0FKejOXCevKxImj2lGN2loM2npbuJMK0tYB0QQpCXHMOGfRVk5gUtA1Wl+3Gbg9fqMYbhaPWw6lAZta3deNRuEiOsxBj8wsJTheJtR+iyA/uEWhpCiY2NJSYyhY2l9agNswjrPorHeZT4mMEt0JYwA26PgrPDFej35MwEYhMzOXbYF/j88fqDJCu2gIXIHGYhOm4ydr2Bri43BXkJdHS6qKprpb5Gy99e/YroJDupyZGcMyc78J6EZk+qPtbA2nc3YY6xERkbTmSMlbZWJ47mDgqm+gZy9ZWNRCbaA/s3NbezccfHeP0F1WbNPptp06ax9+PN0NGNwazHYBo++cesuGQqHM1UKQ5s9WaOaJtodzo5skMwc/75hEesR9XopqrKy6TCLH7wgx/wwAMPALBx6yrCu4JutKGWhsS4KK6aPxmdRs2Hb27EaNaTmhXLnv3VWI16rjpvMg5nF841HnKTogPXlZkRjSnMSGxUCo3+lLa7du1izrK5rHr+U3Z9vo/J83oHL4dSVd1MZW0w3mSoIOjxZCSiIcoajcfjGTLNaXNtqy99cGwcTU0+C96xY8eI6XMfHzp0iM5OnwUjKiqqV9HOwcjJyaGsLFgAL/Q3RyIZSzo6OrYAXHTRRY6LLroo4Lv/wgsvBH5oN2zYEPhyPPPMM5VAZd/94+Pj3Vu3bh0w/WpPm9zc3K7S0tJdAJWVlTsGanv//ffX3n///f3Mu4888sixRx55pJ8P4GDxDKHXY7FYlJdffrm8b5tJkya59u/fHwjq9l8bKpWq1/WPhkWLFrUfPnx450jafvHFF5Y77rij16zUd7/73abvfve7/WIU3nzzzcMDHWOw9/FEkJaGMWa07knHy3jFNPT9URsNOTFRnJ+XRWFc8BhTClI4Z/GNqFS+H1i3u5vn//gEU6ZMYe3atbi63DjanL3Spg5EmNnAjeeVUL7xA5wdbSiKwtv/eJEDdQ2s3LWPaIuZH85agtUVHMzaouwkGvR0e9updjYxNzOXOmc8u6vKMOtryEmMITUmOGO/YstnfFyzA02XnWglhtRYNw5jNUq0E0dZB44qG++s3EpVyGx9WlImzS1WTOZm9CGWEp1WQ25GWmBd5VARkxFHR1ISlbubMOvb6Ghz0dWmx6aLoiHEbaau6Sgfb9pDfLKNa2caSDILnOg56nJypMlLe7SG/NjgALzi4C5MdbWYtamoq+fjbYlh0jl5tDZ1EBsTjqOji+VTCpmfkY63PZj1KTqhhDZPB47Oj3F73bS5WwOuST3kJsegEgJLXHCwvGPbNkzOYDG23PQsFuRlkpFsJSpSR2SMmnRriOuduxQhtKAJvh/R0dEDFseKi4sjNTERr1PF4cY2quo1GFQG7JH93EQDmK1G3G4v3V3dgRnthLgIcjKDg9Svvqhm/6HgQCsmKZ4ZuSkcqWjEZNIxY1o6s84KY9lVKkpK0kmODic1OZIDh2qprAo+o83moLjVWzU017ay4ZPdfPT2Zl7/86es/sfmgGtSl6sbR0NbIJ4B4EhFLZ998c/A+kXfuA6vV6GtswtPh2vYeIYeVEKwODUHrVZNZGI4Xp1CtbeTst1VVDY00+V1Y4v2oFG0HKhq5/bbbw/MwLe2NfLcs8+xYe8RXvloEy5XUGxNzc9Ar9Vw9FAddcdaKJ6ZgUarprbeQViYEaNBR0yEhXsvm89lJcH312jQkZQRTZg5+Ezbvn078emxpBYms3PdXhxNA0+AtXe4qK6uo7Y5KJznzJkzovdhrLHZbOj9BQQdDkfAChMqGmJtcTRUNg64fw/NtS1Y7Rbi4oeuCv3xx0E3tZKSkhH1MTQYOi4ubsgUrRKJ5PSivr5enZaWVmQwGLyXXnqpY/g9Ti5SNIwxoe5JR48epcdProfxsDQ0NDT0O89oqK4KzqidSJ9UQpAXG90rTiPGbmVKyRx+fN8fyM6fFNi+d+9e5s2bx83fvpm2tlYihxENAPV1tez+fE1gfef2zbz6r/XEWM1cVlyAWWcgrCP4vuhtWuq62xB0cLCtluzoSBJsOaw/asDVvobUZBsWa3Bmb/3u7STqvBg6kggzqbBENLG/dScHrI20HRZ88XEpSQk2YiKDM4wJ8Ym0tYUTEd5Glyfo+gJQkBMRWG6oa+TCxGlETk2jzaPH2FxPZ0crB2vrSDVm0e4IzvZuKdPh8jZwxcLJOJwHWXnIwO7WBpwonJOQztT5SSy+LFg7oa6qiooP1Kx9qoNN7x3AEmEmtTCZlsY2EhJtuD1eWhxOFK9CS1PQRcIWl4lBl0dt5yYaOnxpT/uKBrNBR3K0GcKC79P27dt7DaLC7LHMzc6gOCEep7EVk0FNujnENclzADRpCBF0Y1WpVL1mdXuIjY0lJsGGRWOlvPIodfUNGNQmIqIGFw2WMCNCrcLj9uLyWxvi4yKYlB/M0HRoVzXVNcH7PDkzjhibg6OVTaSnRqNSCdq6D6AWWnLzc3F3djNrejomk55de6v916LQUB0US7YEM7mTkpk1N5uFl0xl8qxMYhLCKZiaGnBNUhQlEM8A8PLLL9LR4RuIRkbEkJA7hXanC4/Xi6fNNWw8QyjhegOLkjNR6/UYo9Q0qbuprG9h/Zf7aO3uRG/uoiQlir019Rxtc3LT94KZhJ7+8x/YsOcQeINucQadz43K6/Wy9YsDhNlMZObHoygKtXWtxAwjaAqLk7GFBd3OduzwTXKVLJ4MAjZ+sK3fPh6Pl0OH69mzfUvA+lJYWHhCLkYnwmBVoffvD1apjo9K7OeW1pem2hYiYsKIixtaNKxatSqwfP7554+oj6HB0NI1SSI5s4iKivIcPnx45z//+c9TstCdFA1jjNlsDvixdnd393L9gbETDTqdLuAq4fF4Aibw4yH0x2wssif1JS0pCnSR3PHQ0/zsgf/sVTn25Zdf5L57r2PP7i3DHueJJ56guztYVE1RFDau+oSLC/PQ+2etQ9/vtPh0utHS4almS9NO2j2dzMvOxKmk8kV5EwbbflRhwb64auoprdTR5baSlQQaoaazPIyj1Rq6FAWb3s2Cc/OorQ2+X1ZbJGphI9omaOsqDembh8S04GddW1uLVWukIDwLa0EiHW0Cr6Od3Ud209ag0OUMung2tIeTk9nJoY6dvFRazdFmHcnRWi7NSua8xEzq3bsovMSG0V8kq9PVgSHeQmphMlabmWnnF+P1KLS1dpKW7LNIVTW00NTaTmtzcIZU2LzEWK5BETqOtLyI4m0mTBvR//NLALXeRKI/FWxXVxefffZZ4PXI2HhSY20UR6TgVRSMGh1xxh7XpEpfhWJNdr/jDuSiFBsbS0SkGZvRRkuNi/bGbsLMYRhNg8fNWcIMaHQaulxuOv1xDWFWA1mZWRiMvuD6dkcbB8qDFqKZM9LYc2gjXq+XzPRoFEWhrfsgJm0KKRnxeNwe6qqbycuJo6q6iabmdvZuq8DpCIpzZ1cnRquR+qMNJKREMmlGOvMvnMLUOb4UrA1+C0Vkgm8A7PV6ee2V/w3sf+7U8+no6KK0sh6Psxvh8Q4bz9CXXFs0kyITEGEqFKNCndrFF5+VcuRgLS2VXZgdFsoPNfDbf6xFSZuGwer7XFpbG+g+so15hUFLm16nx2DWc3DvMVqa2pk8KxOVSoWjzYnT2U1M9ODCDaBwUjKxscHjbd/ui9swh5mYPK+A8t0VbN9Qxp791Xy2vpR3Vm7l/15bz1ebD7F/T1BQTJRrUg8DiYZQkVxQmD+kaPC4PTga24iICR9SNHg8Hj766KPA+khFwznnnBOYmDn77LNHtI9EIpGMBVI0jANDxTWMZXrTsXJRqqkJDrRPxD1pMPIyYulyuVEUeODn97B23ZfMmXte4PXW1iZuvPF6WlsHzyrncDh45pln+m0v27ieTfuPBorT9RINCRnMiTybLLOWxq4GVlR+SKO3BbdJx0tlGt479hXa2GDGps7qWrbuVNFW08n2zQfZt06we2sNCXF6pl+YzIGK7RxqLqOyMviZ6izhqIWe5Mh4HN1B95cW1y7CbC7UfjHTk2q3vqGDxefPJiolBtexDo5W1LN60yo8Hp9bjUqtRmWxUm/UUNa4nWl2FbmWBFKiFeIMsWjZiKJ0cbgzm9RJwaDJemcNk+YVsuy7i0grTKa1qR1FgZjYcGwWI9WNDqqqj+H1Z4CIsEfg1bjpQo/dch317k5U7l3ovUG/8h7stlZMBhUpmcHMLqEl6VPT0rBbTaSao4jSW8mxxvuyYgG4y3yuSer+M6J9g6FVKhVRUVGoVCqSEuJw1kNHs5u46Oghs4yZrUY0Oi1dru5AMLQQgoR4OxkZwffoaHVQNCyYPZ+yQ8cwWdzYbWacnmO4ve1YdBm++go6n4tOblYcarWKLz4vZfNnpSSnBfvc0tJCfEYM1QdrBrT0NVQ2YrGZAzEK77zzLlVVPlfYsLAwzp+5CFe9g13lNbhaOtFr1KOyNPSwJLWQyDA9Lq0bXbqJivomaj+vwdOsQouBc/PSSYyLwB4fwZXf+W5gv8ceebhXEgW91oBWr2X7hgNExoSRkul7FtTW+Szkw4mGiHAThUVFCP9nf+DAAVZ9so33V+9k57FW9h6u59U/fsgXX5ZRXtGIXq+lMD+B+efkUV0ZHJQfbxD0WNFXNHR2dlJe7nN5VqlUTJs1lYbKRlyd/TIlAtBS34riVYYVDVu2bKHR75YYFxdHUVHRiPpXWFjIu+++y2OPPRaIU5FIJJKTgRQN48BQcQ3jJRqON4OSoig0NAT3HQ9LQ3ZaDDqtGn23irX/2s+WHQ388Pb/4vdP/iXgZlVdXc1//Md/DHqM5557jpYWn/tPZMh179++kY17D7H9oG9GMFQ0xMTEYNbEUhweSbwhks2NR/igahM2u4ooUxKmDiPXzgleb93RBtQ1Gg4cqaKhyUlSRDwRmR3MPiuSbyy+Cp3XwLqNayirCFoUhMFKZLiZSHMOLk8DLk8DHm8nDc4NWLQpRNiDbj1lhyto6XBSkBzPTddd4ivytbudL7ZuDrTRGkxo4w2ovIl8M11FjjEMl6JgsQjwlKIodWRYi2lxqyiYVhzY78DhPThagsW1Wpp87k7hkWYSIsM41uigMqRYVUK8b/Bb66rGZjwLp0gF3Hg7V6O4vgiIMIAu7zFykuxEJwVdonoIs9nJTokPpM+9PHkms6J8VoVA1iRNuk849KGvpSEqKioQXBqTYEPXZkXtMBIVHdFv31AsYQbUfktDj3sSQFxsOCmpA+fTL8heSGO9iujEBoQQtHUdRKDGrElDrVaRkBrJ0UP16HRqUhJs/OuDneiNWmbPD7rYtbS0kJAZR1dnF43Hmvudo6GqKWBlAPjN448Hlr/73e8SZrFicHpod3bhau1Ap9UQNoQb1mAYNTrOSo1GJQQN4e2YZ4QTYRTMTDRw1TlTuOSsQq6aPYnwMCM/uO02YqJ8YqC6uprf/OY3gePotDrqah10tLmYdnYw+LumrhWdTkNEuGnA84cy85x8Im3BQferz73DwZ1HMWk1nH3RNOLCTczKi+dbV85k8XmFlExNIykhnH0Hg0VkTzVLQ1lZWeD7kJ6eTmp+MoqiUH2wf7pd8AVBA/3ck0Kf/dDbNWnRokWjSr994YUX8pOf/KRXYL5EIpGMN1I0jAMnSzSMRQal1tZWuvwuPyaTCbN5+NiC0RJpt1CYFgdOD41NbcyYls6Vl5bw4x/ezBNPBIua/f73v2fnzv6JBbq7u/ntb38bWP/PBx+koKAAgC6Xi6byvXyxp5yyyvpeoiEqKoq2diM7yhQ8ZUa6D5pIQMeNWfP41qRZOLtSSM1yBgIfu5ydfPuSGcTM1aIuMJKRY6fD2EGWLYOElHjykgrggJGaquB77dX6BuUWbSYCgaOrjHrnl3iVbqJMc4kPGTTs2O+bxU+JjiAvP51JxdlwtJPqPcF4Bq3ZxFmFSWQaU4m2TqeuM492Txt6Uw1CqSHadA75Eb4ZyYvODbozHCjfS2tz8DjNDe2oVAJruImEyDC6PR6aG4PxDAnxCYRrbdS5juFVFNTqRPTaOFowo3R9Ba5VKIoHr+LG6a6jICWOlIz+Vqio2ARSY4JxEL0GPp6jKErngK5J0N/SEPp9iIoLJ0JrJ0abSESfzFp90em1mKxGul3ugKUBfKIhPaN/3vu4uDha2zQYNDHY44/R5WmhrfsAJm0yapXvXkhKj8bZ2UX9sVZaKpvpdnUTlxNLVHRQBLa2thLvf0+q+7irdLY7aWtuD8QzbN26lc/+tQ7w1RO4/fbbiUqyo+vwffeE043eoAukZh0tmdGxxJo0NLZ10pUGSWlh1GzpQOXyBckWxMVwWXEBMzLTuOvOuwP7vfjii4FlvdZAxaF6ElIiiU0Mfqa1dQ6io6wjGtTOPjub2XNnBtbDI1xE6LS0VjTR0eTC1dnNJ69+zqF91bQ0teP1elm75nO6un2fW3JyMikpKYMd/qTQtyp0qGtSTk4OUYl2tHotVWUDF2xrrm1BpVb5AqGHsDQcTzyDRCKRTCRSNIwDQ9VqGKtMRTA696RDO8rpbO+fGnms0q0OhUatYs6MTM4qyeDKS0soKkhEq/XNKH/zm99k/vz5gM/H9wc/+EGvWW6A119/PfA+RkdHc+ONN3LZZZcFXj+0YwNxdiufbCujIiSzUWldB//410HKKgTJEWpSTQms33KUd77cRpI1DLs1ja9qLKSmBAdI4d4arN1dlO5w8+wnn3HoIKSF5yOEIHNyOt1HwdHkc9dQq9SYrOEk2MPQqEwYNYm0unbR6tpNuL4IvdpOQkj2lP0HyrFZjISZfQO5BZfMwqjW4aoOFn2KitOSEtdMu7ObVvd06tticIpqrPpWIo3TidBPoiA8kW+kzmbpuUEXr0MVpTQ3BN27WpraCIswoVarAlV4WxqDFqX4+Hii9fE0dzVQ31WLVhVOtCGTRo+CWzsZpXsvON/B6dqC4t5PlHo9M6f0jyuIio0jYbAA2Z6sSQO4JkF/S0Nf0dAzRh1ONACE2810uz29LA1hVgPZWf1FQ2FhIQcO1ZEcl4nZrKamYzXdXgdWbWawb6mRCCH47MOdOBrbKZqZQWVta6/sSS0tLRgtRmxxEVQf7C0agvEMvnsrVPReeeWVJCcnE5cWg6qjG0+XG9HRRXh02HEXe4wJsxNlUhMh9GjVamYuSECjaNn6L59QFUKQbAtHrVLxozt+SGR4/9SewqtGETBldlZgm6vLTUtLx7CuST3otBrOmhXMAtStauHK78zj3KXFpGbHEpuVQPneKlb871refekLXvvTp7z01zcD7SfaNQn6WxpCRUNubq7PfS43gbIth/j45XXUV/XOpNRc20J4lBW1Wj2oaOjo6OgVF7Ro0aLxuBSJ5ISYOnXq0IVDgKuvvjp106ZNBoCf/exncaGvjWR/k8k0FeDw4cPaJUuW9Ddnj5K77ror4YEHHhhyMLNixQrrggULsoZqM1KuuOKKtL/+9a+24VvCli1bDFOmTMnT6XTT+vbxjTfeCEtLSytKSUkp+vnPfx432DEmGikaxoHBYho6OztxOHwDTo1GEwiYPl5GKho62518/s5GVjzzIUdLq3u9FvpDNh7xDD0U5CVQlB8UCz0IIfjDH/4QSL+5du1aXnrppcDriqLw6KOPBtZ/9KMfYTQaufTSSwPb3luxgkVTsrCaDBw4HBRpkVFRnDMpgyvnxzB3iuA7580jO9PI7mOHeXPdDqxePQ2dKahDqv7+9e1XaTpSQabVQXhkKyq3ngNHfQPRzMmptLYFMyTZ7D53mnh/UTerLhu30olKGIg0zAAgLrR4XEUlKSGz8ikZscSkxdPVFMzIEx8TTqv2K1pdh6isb6Ksbg9qQx2JxlwiDWcBoBIqInRm4uLiArOy3d1dbN0aLBjW3NBOuN03wDUZdERYjLQ0BUVDQkIC0Xrfc+lAm6+oVpp1IaDQ4HEhDIvAU0lnx9/B24xRX8KcGVcTbu9dCTc9LQztAPnqFcUD7gOgyUCIgcvBDCUadDoNEf40q+H24a1fljBTrwJv4M+EY7Fj1PXePzMzh+bmdrLTkwjT5dLpPoZAhVmbFjy/Xktsoo32NifpOXHMP7+Qjg4XrW1BgdfjLhefEUvtkXq6u4KZiBoqG32FxuJt7Ny5s9c9feeddwIQkxqFVq0mSqjQdnmOK56hB7vRjlarYnZkPJdm5mG3C/JKkjhyoJYjB3q70ZhMJq6+8Lr+B/GoyMhPxB4iEOrqHSiKMmzmpFCKi4Nuczt27ECn05CSGcNZCwu4/u5lnHPRVGwWLbPm55FdmEDpoWAl6Il2TYLeFrCBRAPAWRdNY9qiSdRWNLDyT6v55NXPaDzmE4rNta1ExPieKYOJhrVr19LV5bMyFRYWDlrsUCKZSLZs2TJgbYVQXnvttfLp06c7AZ544oleKfFGsn8PaWlp3e+///4pmTForIiJiXH//ve/P/K9732v1yyT2+3mzjvvTFm5cuX+/fv373rzzTftPUJsvOnu7h6+UQhSNIwDg7kn9bUyqFQn9vaPVDQYzQaWfec8DGY9H7+0ji9Xbg7ks688GpyZHy9Lw3AUFBQEBlIAP/nJTwIDslWrVgWysJhMJr7//e8DvpzmPTOCDQ0NbN64gQtn5tHhCA7qr1o0m8K0OKyGaFyeBsxaE3Nyciia5iEzycaxulZqqz2oLMHrbmh2sbAkgZ8tTWdSuokZWelsO1BFdWMr5nAziik4aAy3RxIZbg7UZ7BoM9CozEQb56BW+b7voUKstbmR1NiIwLrRrCc5NxGtPeiSkhY3iXBzNG3iCBsPv8/hxn1EhBnIDb94wFnoWbNmBZa3bvPFRri7PbQ7OnsNtpOiwmlvCWbYio+PJ1xrQ6fS09rdjEFtwqKNwWaYiqOrlE7CwLgcpzoDnWEBGuNi0hKySM/pPXNfkKVD8QzgpuE5iqI4B3VNgqHdkwCSM6KJSYhApxu+BqUl3ICiQGdbb2tad1Mb0WG9xUlkdBJCJUhLjcRmmAKASZsU+Mx6yJucTFJ6FDPn55GSFInVauTwkZZA3EVnZyfd3d0kZMbi9XipKQ+KsoaqRsKirGh1Gn70ox/h8QegTy+ZHfjMopMiUalVpGj0RJuMxxXP0INVE47OqMLoFVycPJlObzuFU9OwRVn5au0+uly9fxiuXn41Mfbe77dWrWXq2Tm9ttXW+YqURUUNb+3pIVQ0bN++vZflUAjBtEXFKG4P3k4n0+fmsP9g0CXxdLA0AGh1Worm5rP8jguZsrCImsO1rPjjKta89hltze0B0RAZGRm4XxobGwM1MaRrkuR0oMcKsGLFCuvMmTNzlyxZkpGenl54ySWXpPckf5g5c2bu2rVrTd///vcTXS6XKi8vL1ARumf/lpYW1ezZs3MKCgryc3JyCv7v//4vou+59u3bp8vOzi4En/Wipxq0zWabfPfdd8cD3H///bFFRUX5OTk5BXfeeWfgB+Tee++NS0tLK5o+fXpuaWnp8NUxQ2htbVVdddVVaZMmTcrPz88P9G3fvn266dOn5xYUFOQXFBTkr1q1ygy+LHg33HBDSlpaWtGcOXNy6uvrR1wkOTEx0T1v3rwOrVbby51izZo15tTUVFdBQUGXwWBQli9f3vjGG2/0eo927dqlLygoCPwA79ixI7C+bt0604wZM3ILCwvz586dm11eXq4FePzxx6OKioryc3NzCxYvXpzpcDhU4LOOXHPNNSnFxcV5t9122/Al7kOQomEcGIloGIsB+mjck2yxESz77iLyZ+ewb0MZ7/1pNQ3VTRw5FFJBeRwtDcNx//33B2aea2pq+MUvfgHAY489Fmhz8803ByqmqlSqXtaGt99+G4tR3yulaM/16NR2PEonHqWTNHM2Gq1CaoaHK84pZmpaNOH24CyqytvOlNTFGC0XcW3xd7nu7MVYTXo+2VpGt9tDly4YbBweGUtCZHBftcpARvhNhOnz+vUBoK2liVhbcGDYjpva7k66lGAa2ZjIWLLD5mINt3G0roMuRUV6dBEGzcCz7aGiYffeHXi9Xlr8mZNCRcOsvBRMBM8TH+8LXu6xNvTUZ7AZpqJVhVHbuQ5UsTgVgVGT5L8+FdOnTet1/umTksC1tp9LGe79CKEH9eD+6UNZGgCKZ2ZwwfKRFbyyWI2oNGraQuI6nB0uOuodRNt698FgiiEx3obRoEOnthFnOo8ow+x+x0xKj2b+hVPQ6jQIIcjPjaeu3tErZXBLSwsxKVGoNWqqD/jEk6Io1Fc2EpVo529/+xtr1qwBQKVS88sHfx3YV6PVEJVo59AO33fwRCwNerUBi0lPo8OBw+0PxNXbOWthPs4OF1s+L+vVPjopikvOWd5rm8ViITohote22noHdpsZnXbEv4skJycHAnSbmpqorKzs9XpiVhwxKVFsX7uHvXv2BlwkrRYrhYWDV40+WQwV0xBaIwF8FqnicwtYfseFFM8rCARHR8T4Pku1Wt3rGdBzrVI0SEaD4nw/TGl/IXJM/5zvj+qBs2fPHuMf/vCHirKysl1HjhzRr1q1qtdMwtNPP12p1+u9e/fu3f3OO+8cCn3NZDJ533vvvbLdu3fv+fTTT/f//Oc/TxqqttRrr71W7j9Omc1mc3/ve99reOutt8LKysoM27dv37Nnz57dW7duNf3zn/+0rFu3zvT3v//dvmPHjt2rVq0q3bZtW+CH79FHH41+9NFHowc9EfDzn/88fsGCBa07duzYs27dun333XdfUmtrqyohIcG9bt26/bt3797z2muvHbzzzjtTAF588cWIsrIyfVlZ2c6XX3750ObNmwPvwy233JLcI3ZC/4ZzN6qoqNAlJiYGfqCTkpK6Kisre/kDFxYWuqxWq+fzzz83Ajz77LNR1157bYPL5RI//vGPU95+++0Du3bt2nPjjTfW/+QnP0kEuPbaa5t27ty5Z9++fbtzc3M7n3jiiYCrQHV1tW7z5s17n3vuud4pPodh5L8EkhETGtNQWVmJx+NBrVZPqGgAUGvUzFg8haTseP719w3887mP2LE56BowUZYGAKvVyn//939z9dVXA/Dkk08yZcoUVq9eDfhEwl133dVrn0svvZQ//vGPAPzjH//ggQceCJj8Q4O69WpfMGqXpwGrNplofRyH2vcwOayZ6ZN2s/yCKD73u1XXVTQQawjOgOu0GuZPzuLdL3bxxZ5yapuDs+rxKekk2Id+7oYOGLReF2qVCkVR2H2slk/2H0StVZFoC85w2+120i3ZRNoPUNVsRIgGsqMHL+AUKhrKDu+h3eGipdE3cA6NBdBq1NTXBd1UegZG0fo4KjvLA6JBJbREG+dS1b6S2o61eBQnBk3webfw3LP5y9O/D6wXFi5G8exGuPeC1jcJ4nNNOjikaxL4PnOLxRKouhvqyjFazFZfrYaWxmDV4aP7quho7SQ5JZdNpasD2yMjE8lIC353QkXeUGRnxrBl2xEMRjM0NwOwZs0arrzySmJSogIDxo7WDpztLgwROu6+Phh0vOiCK5h3zlm9jhmTGk3tEZ+FYrQ1GvoSYbFSXe2gtdvXN6s2HGOMibwpKezZcoS0nLhAgLPFbqEgaSqJcclUHvNNbNijIlBrgq5mXq9CXb2D7AEC4IdCCMGkSZP417/+BfhclEKfiUIIpiws4sP/XcNrz/8tsH1q8bQTtr6OBVFRUWg0GtxuN83+zxl8omqggoQAOoOOKQuKyD8rm+qDtSRmB9vFxcUF6j0cO3YMrVYbKHyn1WqZN2/e+F2MRDJGTJo0qT0zM7MboLCwsOPAgQODF8/pg9frFXfccUfS+vXrLSqVitraWt3Ro0c1KSkp7sH26ejoEFdccUXmf//3fx/Jycnp+s1vfhOzdu3asAJ/FpSOjg7V3r17DQ6HQ7Vs2bJmq9XqBbjggguae45xzz33DDswWrNmTdgHH3wQ8cQTT8QBuFwuUVZWpktNTe2+5ZZbUnfv3m1UqVSUl5frAT799FPrN77xjUaNRkNaWlr37NmzA1Wb//KXv1QMdp6x4Kabbqr/85//HDVz5syKt99+2/bVV1/t2b59u760tNS4cOHCHPBZQqKjo7sBNm3aZHzggQcSHQ6Hur29XT1v3ryAK8by5cubetzCR4MUDeOAwWAgKiqK+vp6PB4PNTU1JCQkjKtoGE3K1fiMWC6+7QK+XLGJqncm3j2ph6uuuoo///nPrF69Gq/Xy7e//e1er6Wnp/dqv2DBAqxWKw6Hg4MHD/LJJ58EXgsdrOvUPuuEy9OIShiwqOrY2/EVpdhItxRTUnAF8L8ANFY2oRa9ffQTIsMozkhg28Eqtvh/7AES0jKIG4VoaGlupNvj4dPSQ+ypqSPZHo49PYntnwfdhmw2G+FaOxkxcezeewiDQU2StX8RtB6mTZuGWq3G4/FQXVNB5ZFqOlo9/sxJvTPxVIWmXPW7BkXr44k3JhNnCA7qzNo0zNpUWrp8aTCNmuAA6NyzgzPyGo2WpLT5iK4G6PocRZPpq/rsOYKiuBBDuCb1kJiYGJjJPZH7zxJmRKPT0NYcjA8p332UTmc3U0tmsuLTP+F2d5OUnEZYRAQpSaOvOKzTasjOjCEjaxLHqn2z5zfddBNZWVnEZ8ayedV22ls7qK/0WbtefPP5QExTWJiNf//3/4fV0tsFKjY1ip3rQK1VYx5BStOhsFnCKOuso9nViFalw6Dyff7FMzKoOFDH+k/2kJwezbHKJuqrmqg81MAFM5fzv+8+gaIoTCmY2ut49Q0O3N0eokcRz9BDcXFxQDRs376dpUuX9no9Li2G+MxYnng4mIZ2/rkLRn2e8UClUhEbG9vPQpKbmztsoLreqCetMLnXtr5xDaGWizlz5oxLxjrJmYUwLBm8iNFJQq/XB8zJarUat9s94qwNzz77rL2hoUGzY8eOPXq9XklMTJzU2dk55AzB9ddfn3rxxRc3XXbZZQ7wWXDvuOOO6p/+9Ke9BjsPPvjgCblIKIrCG2+8UTZ58uRehVfuuuuuhJiYmO4333zzkNfrxWg0Th/uWLfcckvyZ5991s/PdPny5Y2//vWvB063BiQnJ/eyLBw9erSX5aGHG2+8semRRx5JePXVVx2TJk3qiIuL8xw5ckSXlZXVuXXr1n7xI7feemv6G2+8UTZ79uzOJ554IvLTTz8N9M1isQxu6hmCiZ/WOUMZyEVprEXDiaRcNZj0nHvVbLThwQHyRLongW8G8sknn0Sr7Z/T/6c//Wm/bXq9vtdg5M9//nNgOfRa1MKIWhhpcG7giON11EotUYY0ukQu8eYl5GYFXWCqKwau9DojNxmbxcjOnUHLTEFhIYZh/O1D+1FdU8Pftuxkb00dM1KTuGRSPmFhJtraAxMV2O2+wWxBZD4Wi5rICD0R2sEHuCaTiUmTfLUDFEXhiy/W09LUTpjN3GvWVlGUXoGYPTOmGpWGKRGzMGuCVgkhBNHGcxCo0QgjWlUwUDwpKYklF14MwI033+wLYNfPQ/G2Q9dGXyN3KUIYQN178DQQPYGvBoOBqVOnDtN6cMxWX62GDkcnHrcHV6eLw7sr0JiMzDx7Et/+zr1csHgJN978U1KTIvsF5I+U/Nx4rv7WD0hM9F1be3s7F110EcLse/5WH6yhoaqJ2uYann72D4H9rrn+h8yZXdDveNHJUQiVICzSesKz7FFhNryKl4qWo1g14YEBrlanYeb8PBzNHezddgSNRsWUOdlMnp3Ndd+8kvXr1/P4z59g3pzgoL2t3cWaf+3DYNCSED/6WgA99yQEK0P3JX9OFjtKg5Wgly1bOmC7iWAgi0Jf16SR0lc0SNckyZmKRqNRXC5XPzHR0tKijoqK6tbr9cq7775rraqqGtJK8dBDD0W3tbWpQwfaS5cubX3xxRejWlpaVACHDh3SVlZWahYuXNi2cuXKiLa2NtHU1KRatWpVxGj6vGDBgtbHH388tsdd6rPPPjP29Dk+Pr5brVbz9NNPR/bEpc2bN8/xxhtv2N1uN+Xl5dr169cHBuJ/+ctfKvbu3bu7799QgsF/zPbDhw8b9u7dq3M6neKtt96yX3HFFc1925lMJmXevHktd911V8pNN91UD1BcXOxsbGzUrF692gw+S8nGjRsN4LPGpKSkdLtcLvHqq6+OfqZsAKSlYZxITk5my5YtgE80zJo1a9zdkxRFGVXKRiEE7a6gO8dEWxoA8vLyuPvuu3n44YcD2xYsWMD06QOL/EsvvZTXX38dgH/+85+B7aGDdSEEJm0yTnc1kYYSwnQFmA01bGveQJ3rGDExsej0vorCzU3NtLa2EhbWe3ZVo1YxMzOWhlrfd1+tVjOteHj/69B+NNTX0+bq4uJJ+aTaIwAwWfS0d/QXDdH6OOaXJBKuCw9WVx6EWbNmsXXrVgA2fPUVEXNTiIrrPdBrbGwMuG6FhYVhMg09q61ThxNrmo8Xd7976r13/sHB8qNkpftiBYQ6DrR50L0FRZvnd03KQojhB+aPPfYYU6ZMoaSk5IREq1anwRxmoqnZgbPdSfWhWhpqWolIj2fajAyqWxaz/Mqrqa5uJiN9SBfXIQmzGinIz+D2ux/lv/7j32hpaaGyspIbbrme25ffQ/XBWjpaO3j1oxcDWSkyswq5847vDxgXoNNrSclPImwEaWWHI9rqu3fa2pxkRvb+/BNSIrnk2tkYzXq0fqHbVF5DQ2UjC791IVUbGjCaffGDnc4uPvx4F11dHpaeX4TRMGIvhAB9MygNxO4DuwL1GWLtcUyaMmnAdhPBQNmMxkI0VFdXS9EgOWO59tpr6/Lz8wuKioo6QuMavvOd7zQuXbo0Kycnp6C4uLgjPT29f/73EJ566qk4rVar5OXlFQDcfPPNdffcc0/drl27DDNmzMgDX5zESy+9dGju3Lkdl19+eWNRUVFhZGRkd3FxcSCwrSeeYSg3pYcffrjq1ltvTcnLyyvwer0iOTnZ9cknn5TdcccdtVdccUXmq6++Grlw4cIWo9HoBbj++uubP/roo7CsrKyihIQE19SpU9sGO3Zfjhw5opkxY0ZBe3u7WgihPPvss7F79uzZabfbvY8//viRJUuW5Hg8Hq655pr6kpKSAd+jG264ofH999+3LV++vBXAYDAor7766oEf//jHKQ6HQ+3xeMRtt91WU1JS4vzZz35WNXPmzHy73e6eNm1aW1tb2/HNloUgRcM4cTIsDWazGaPRSGdnJy6Xi7a2tl5BmiNhLOtGjBX33XcfL730UuB9G8jK0MOyZcsC/sehwbh9ryXe3PvHOc6QxD71Tg6178ekNhOdGEWlv6p0eXl5r5nSHuqPBeOFYhJSSI7tn+u+L6H9aG9p5htTC4kIGbCbzHraQkRDTxpeIQTnxp2HYHgROGvWLJ599lkAtm7dxNmTLySroLdLU49PNQw8izoQg/n6q1SqgGAIoJvjS7Ha+TaK0jUi1ySAiIgIfvCDH4yo7XBYbWZq9rtxdnRRvusoHR1dTC9KJjo2DLNZT3V1s2/mPC7ihM5TmJdAxdFG/uvhp7j9hzfh8XjYvHkzz2me5vuaO9i0+ys27fwK8H2OP/zx/yM7c/Dv+7yr+gdhHw9RYXYEApdTwarpbx0Is/V2g4mMj6B8VwWuTpcvBsOsx9XlZtXHu2lrc3LBwkIi7ccnZoqKigLLe/bsoaurC52ut/h47733AsuTc6ZhMI8q6cm4Ml6Who8//jjwXbTZbINOhkgkpwIdHR1bAC666CLHRRddFPiheuGFFwIZVDZs2BDwt3vmmWcqgcq++8fHx7sHcp8JbZObm9tVWlq6C6CysnLAmYb777+/9v777+9Xiv2RRx459sgjj/SbzR9MLIRej8ViUV5++eXyvm0mTZrk2r9/f6BUvf/aUKlUva5/NKSkpLhramoGNL1effXVLVdffXXLQK+F8umnn1q++c1v1ofGI8yZM6dz48aN+/q2vffee+vuvffefu/Bm2++eXh0PQ8yIe5JQgi7EGKVEKLU/3/AggVCCI8QYqv/752T3c8TITTwr8eveaxFA4w+GLovJ6O422gxm82sWLGCCy+8kIcffpglS5YM2jYiImLAQMLhBJBKqEgzZ9HYVcfu1q3EJgfbHz58eMB9du0KuibFp6QHiqYNhV6vD2SS8bjdeJ29Jw+MZj3tHcGJih5LQ08fR2I56pVBad8OFEXpV9vgeETDaBAqC+hKULwOhDCCelRZ3MaEiCgrXV3dOBrb2L/lMEablcz8BF+9Bn+q2/TUaFSq4yug1kNcbDg5WbGYLGnc+++/Cmxft2Etf/37n3n+3f8JbJu34BKu/dZFx120bTRYzAZ0Kj1dnV6s2ohh29v84qmhqomuzi60Rh0frdlDY3M7C8/NIy529G5JPYSFhZGWlgb4cpCH+vGDz10uVDScPWPuKREE3cN4iYZPP/00sLxw4cJAOlaJRCIZjvPPPz/z1VdfjfzZz37WTzidLCbqKf0z4CNFUbKBj/zrA9GpKMoU/98lJ697J87JsDTAiYkGp9MZqIegVqtPuNjcWFJcXMyKFSu49957hx1whVaH7mEkVpNkYzoaoaGhqzYwwIHBRcPu3YFJB86dXTJsPMNAfQkVaQAmi2FA96TRkJeXF3CnanU009BUS0Qf0TBQEPSYo52KUNlBmzci16SxJiLKSrfLTenmgzTUtBCdEkVyhu/7kRAfAUBWxvG7JvUghGDOrCxysuPIyj2Ha667JfDah1/+k7om3/fcbLZy909+TvQJ1F8YDTqtBrPBRJfTi0UzvKC1+0VD1YEavIrCzv3V1Na1cu6cHJIST9z9tW+9hlD279/PgQO+atVms5m7f/3jEz7fWDKQaMjOHpn1rC+DZQWTrkkSiWQ0rFq16sD+/ft3x8fHD5p1aryZKNFwKfC8f/l54LIJ6se4MRGiYTQZlKC3yBiLYnMTxSWX9NeTIxENGpWWZJOvan1eZrBo2UhEw+wZI3crCO1L6D0AoDdo6OgMWhoiIiJGfNweVCoVM2bMCKwfOrIPS5/MSeNtaQB86VVN14BuYgp0RURbURQ4vKuCTmc3BTMyAylEM9KiuPziaURFjs0AXgjBnJmZ5OXEs/D86zl33qJ+ba68+t9YOH/KmJxvpCRFJBAnMvplABsIo8WI0WqksrSaIxUNNLY4mT0zs1c62hNhKNGwcuXKwPKiRYswW06tDEJ9vyPJycnHneVIigaJRHKmMFGjxFhFUXpGMceAwUbQBiHERiHEeiHEZYMdTAhxq7/dxuNx0RkP+ooGl8sVyPmtUqkCRcpOlBPJoHQqxjMcDykpKf0y74SKqaHItORRFD6NgsygD/ZIRIM/VfSIGMrSYLCoArEYYWFhHE/eZICZM2cGlo9Ul/UTgCdDNACIEbpUjQe2KCtCCGqrWwiLDiczJK5DCEHECaY07YsQgrNmZFCYn8Q3r/spOTnBeyIlNZs7bv8BJuPog4hPBLslHK175HEIhjAjWzYeoKm5g2kl6eRmH3+tjL6ExgX1DYYOdU268MILx+ycY0Xf78jxuibBwKIhIyODjIyM4z6mRCKRTATjJhqEEKuFEDsH+Ls0tJ3iGzEpgxwmVVGUEuAa4HdCiMyBGimK8idFUUoURSkZ6WBxvAmtdltdXd1r0BYdHT1mvqwn4p4U2qdTJZ7heOnrojRSEaRV6Ug2ZZCeFqwBMZBoaG9vD2xXq9WjclUYSjQ42oLpt4/HNamH0LiGA+X9481OlmiYSKzhJtQ6DU31DpJyE4iKPbFiaSNBCMGskgymTcni1h/8iilTZpCSmskdd/+KSYXDp5wda8wmHS0tnWzfdZS2dteg7VpaO1n72X52HarH4XCSEB/BlKlpY9qXwSwNDoeDtWvXBtaXLVs2pucdC/q68OXk5Bz3saxWKwZD7/oc0sogkUhOR8Yte5KiKP3t9X6EEDVCiHhFUaqFEPHAgEEdiqJU+v8fFEKsAaYCB8ajv2ONTqcjNjaWmpoavF5vICUmjO0A/UREQ0/xJTixH8VTgUsvvZRf/OIXgfXRWk5CYxrKy/slUmDfvn0Bi0BWVhZ6/cgzvQwlGhobGwPLJxJTEioa9pftobu7u1e9i6+DaOipCi0EFM/JOWkWDyEEM6eno1IJ7Pb/BuD8BQWo1SffkJuTFUdzayebthxm05bDxMWGk5EWTVpKJHq9lpbWTrbtrODgoTrUahVF09KoUSloNWoMZsPwJxgFWVlZGAwGnE4nlZWVNDY2YrfbWb16dSAd7eTJk3tNsJwqxMTEIIQIfOdPxNIghCAuLq7XZIQUDRKJ5HRkotyT3gFu9C/fCLzdt4EQwiaE0PuXo4Czgd19253KhLoobdy4MbB8qoiGDz/8MLB8uv+IFRcXM2XKFMAnAEb7HsfFxQVSQjY0NOBwOHq9fryuSdB71vKtt94KDJgAmpqC1aBPxNIQFxdHSoovDarL5eSGG27odT+clEDoCUatUZNSlEJiQTIZ+Sf3GoUQlExNY9qUVArzE8ckkPh4iI6ycuEFxVx5aQnTJqfS6ezm8y/LePXNr3jvw+38fcVmyo80UJifwBWXTmfeeUVoNWrUWnWgfsNYodFoen1XelyUTnXXJPD1PVTsn4hogN4uSiqVioULF57Q8SSSiWLfvn267Ozs4YsUjTOff/658bXXXgukeHvppZfCf/7zn4+df6VkQCZKNDwMnC+EKAUW+dcRQpQIIZ7zt8kHNgohtgGfAA8riiJFQx+OVzTU1tYGrB8ajYb58+ePWZ8mAiEE77zzDr///e9ZvXr1qN2/VCoVqampgfW+1oYTEQ2XXHJJIIhy586dPPnkk4HXQi0NJyIaAJYvXx5YfvXVVykoKODll19GUZSvhaUBIGdaOkWzczFbxnbWfCQIIZhclMzM6enDNx5nrFYDkyclc/lFU7l46WTycuLocrkpyPWJhRnT0jEZdVgizOgMWoxmw7hYZvq6KCmK0isI+lQVDUAguYDJZGLatGkndKxQ0VBSUnJKZaqTSCaa0Im0kbJx40bTe++9FxAN1157bctwlZclJ86EiAZFURoURTlPUZRsRVEWKYrS6N++UVGU7/iXP1cUZZKiKJP9//8yEX09EU62aBhN9qTVq1cHlmfPnt2vAvLpSHJyMj/+8Y/JzBww9GVYhkq7eqKWhgceeCCw/otf/ILKSl/9m7FyTwL4z//8T6677rrAen19Pddeey2LFy+ms7MT8A2ARlsA8HTi3KXFnLPk1KksPNEIIYiKtDKrJIPLL57GzOnpvYKzhRBEJtoxR4xtkHgPfUXDli1bAgLWbrf3cqs71Xj66ae5//77WbFixYgTKwxGqAvW6W7VlXy9+OUvfxmbnZ1dmJ2dXfjggw/GgK/2yiWXXJKekZFRuGTJkgyHw6EC+P73v5+YmZlZmJOTU3DrrbcmAVRVVWkWL16cWVRUlF9UVJT/4YcfmgHuuuuuhMsuuyx92rRpecuXL0+fPHly3saNGwOzPTNnzsxdu3at6ZNPPjFNmTIlLz8/v2Dq1Kl527Zt0zudTvHQQw8lvPvuu7a8vLyCP//5z7Ynnngi8oYbbkgBnzXkrLPOysnJySmYPXt2TmlpqQ7giiuuSLvpppuSp06dmpeUlDTpr3/9qw2gvLxcW1JSkpuXl1eQnZ1d+P777x9fVcuvAbIi9DgSWuCtoaEhsHwqWBrOJNeksWK8RAPAHXfcwfPPP8/u3btpa2vjrrvu4rXXXhsz9yTw5bt/8cUXueaaa/je974XSPW7atWqQJv4+PgJy250Mjhd0wZPJHMvn4kyWCqKE6RvBqVQK8OSJUtO6eJmycnJPPjgg2NyrJtuuomXX34Zo9HIv/3bv43JMSVfH4QQ41Y6XFGUTYO9tm7dOtPLL78cuWnTpj2KojB9+vT88847z3H48GHDs88+e/iCCy5ov+qqq9Iee+yx6O9///v1K1eutB08eHCnSqWivr5eDfC9730v+a677qpZvHhxW2lpqW7x4sXZBw8e3AVQWlpq+PLLL/daLBblP/7jP2Jeeukle0lJSVV5ebm2trZWe+6553Y0Njaqvvrqq71arZZ//OMf1nvuuSfpgw8+OPDv//7vVRs3bjT3VGd+4oknAikpb7vttpRrr7224Uc/+lHD7373u8jbbrstefXq1QcAampqtBs3bty7detWw+WXX5717W9/u+l//ud/7Oedd17LI488csztdtMjgiT9kW/MOBJqaQhlLEXD8aRcVRSll2i44IILxqw/pzOh7kmhosHpdAYKUalUquPyb9bpdDz99NOB9ddff50PP/xwTN2Teli6dCm7du3ihz/8YT+BcCa7JkmOD6PFiMlqHL7hcRBqadixYwfvvvtuYP1Udk0aa0pKSqiqqqKioqLXZJJEciqzZs0ay7Jly5rDwsK84eHh3gsvvLDpk08+scbFxXVdcMEF7QDXX399w+eff26JjIz06PV679VXX532/PPPR1gsFi/AZ599Fnb77ben5OXlFVx88cVZbW1t6paWFhXAkiVLmi0WiwJwww03NL377rs2gBdeeMF28cUXNwE0Njaqly1blpmdnV14zz33JO/fv39Y39MtW7aYb7311kaA2267rXHTpk0By8Ell1zSrFarmT59urOhoUELcNZZZ7W/8sorUXfddVfChg0bjDabzTu27+SZgxQN48jJEA0RERGB3P4OhwOXa/A0iz3s3r074CIQERFBSUnJmPXndGawDEr79u3D6/U9QzIyMjAaj2+ANW/evF7uQz/84Q85dizogjmWfs5Wq5Unn3ySdevWkZeXF9g+efLkMTuHRDIcMTExgeddR0cHGzZsAHzie/HixRPZtZOOwWCQljDJGUHfySghBFqtlq1bt+658sorm1asWBExf/78bPBNUm7evHnP3r17d+/du3d3bW3t9vDwcC+A2WwODM7T09O7IyIi3F9++aXxrbfesl933XWNAPfee2/ivHnzHKWlpbvefffdsq6urhP6EhkMhoBdtSc72tKlS9vWrl27LzExsevmm29Of+qpp8amkNYZiHyCjSMnQzQIIUZtbQi1Mpx33nmntIvAyWQw96QTdU0K5bHHHiM83Be7VVpayuuvvx54bawsDaGcffbZbNmyhd/97nfcfffdvWIrJJKTQaiLUg9nnXXWmBW4lEjOdBRF2TRef0Odd8GCBW0rV66McDgcqtbWVtXKlSttCxYscFRXV+tWr15tBnjppZfsc+bMaWtpaVE1Njaqr7766pY//vGPFXv37jUBzJ07t/Whhx4KpCL7/PPPB511u+KKKxp//etfxzkcDvWsWbM6AVpbW9VJSUldAM8++2xgsBMWFuZpa2sbcAw7derU9ueee87m38deUlLSNtR17t+/X5eUlNR99913199www11mzdvHp8grzMAKRrGkcH8x8e6kNpo4xqka9LAnAzREBcXx3/+538G1t1ud2B5PEQD+GY4b7/9dn7zm9+c1pW/JacnoS5KPXydXJMkktOVuXPndlxzzTUN06ZNy58+fXr+9ddfXxcVFeVJS0tzPvnkkzEZGRmFzc3Nmp/85Cd1zc3N6iVLlmT7g49zf/WrX1UA/OlPf6rYvHmzOScnpyAzM7PwqaeeGjSrwHXXXdf03nvv2S+99NKA3+6999577Je//GVSfn5+Qejv5dKlSx379+839gRChx7nj3/845EXX3wxKicnp+CVV16JfPrppyuGus4PPvjAmp+fX5ifn1/w5ptv2u+5556a437TznCEMl4RcBNESUmJEpqpaKJJTEzslSNfCEFXV1fApWgsOO+88/j4448BnyAYKrDZ5XJhs9kC2XQOHjxIevrEp4g8FfB6vRgMhkD6N4fDgcVi4YorruCtt94C4IUXXuD6668/ofN4PB5mzJjBli1bem3funWrdB+SnHE8//zz3HTTTb22yXtdIgkihNikKEovP+Ft27Ydnjx58shTIkokY8S2bduiJk+enDbQa9LSMM70dVGKjIwcU8EAo7M0fPbZZwHBkJ2dLQVDCIPVahhLSwOAWq3mmWee6WeFGi9Lg0QykfR1T0pMTBzQ+iCRSCSSUxspGsaZvqJhrF2TYHQZlGSq1aHpm0Gpq6uL0tLSwLbQoOITYdasWXz3u9/ttU2KBsmZSEFBQa8A4GXLlp3RaX8lEonkTEWKhnHmZIiG0VgaQnP2y3iG/vTNoFRaWorH4wm81lPZeSx46KGHAp9dRkYGJpOMvZKceRgMhl5pimU8g0QyIrxer1eqa8lJxX/PDZpyVoqGcaZvTu6JFA11dXVs3rwZ8LnILFiwYMz7crrTNxh6rF2TQrHb7axbt44HH3yQlStXytlXyRnL3XffjVarZfbs2SxdunSiuyORnA7srKurC5fCQXKy8Hq9oq6uLhzYOVgbWRF6nDmVLA2rV68OLJ911lmEhYWNeV9Od/qKhlDLwliLBoDc3Fzuv//+MT+uRHIqccstt/DNb34Tk8kkxbFEMgLcbvd3jh079tyxY8eKkBO8kpODF9jpdru/M1gDKRrGmVNJNEjXpOHpKxpCBzjjIRokkq8LY+naJ5Gc6UyfPr0WuGSi+yGRhCJFwzhzskVDff3AGdoURZH1GUZAX9HQ0dERWJeiQSKRSCQSydcVKRrGmbi4ONRqdSCYdqIsDXv27KGyshKA8PBwSkpKBmz3dSc+Ph6NRoPb7aauro6mpqbAa/n5+RPYM4lEIpFIJJKJQ/rJjTNqtZqEhITA+niIhtBUnY2NjQGBEkqoleG8884b81oRZwpqtZqUlJTAek8FyuTkZBkDIpFIJBKJ5GuLFA0ngSuvvBLwpdUcj6JGGo0mIBwURaGhoaFfGxnPMHJCXZR6kK5JEolEIpFIvs5I0XAS+M1vfsOXX37Jtm3b0Gq143KOoVyUXC4Xa9asCazLom5DI0WDRCKRSCQSSW+kaDgJqFQqZs6cicViGbdzDCUaPv/880BAb2ZmJhkZGePWjzMBKRokEolEIpFIeiNFwxnCUBmU/va3vwWWpWvS8EjRIJFIJBKJRNIbKRrOEAayNLjdbn70ox/xzDPPBF6TomF4UlNT+22TmZMkEolEIpF8nZEpdM4QoqKiAst1dXW0trZy9dVX8/777we2z507l4suumgiunda0dfSEB8fj81mm5jOSCQSiUQikZwCSEvDGUKopWHz5s2cffbZvQTDN77xDT788EOZanUEJCQk9HqfpGuSRCKRSCSSrztSNJwhhIqGt99+m507dwbW77vvPl555RWMRuNEdO20Q6PR9KrkLUWDRCKRSCSSrztSNJwhhIqGHrRaLc8//zy/+tWvUKnkRz0aQl2UpGiQSCQSiUTydUeOJM8Q+oqGyMhIPvroI2644YYJ6tHpzbJlywDQ6/UsWbJkgnsjkUgkEolEMrFIB/czhPz8fOLj46muriY3N5cVK1aQlZU10d06bbnzzjspLi4mNTV1wBSsEolEIpFIJF8npGg4QzAYDGzcuJENGzZw/vnnYzabJ7pLpzVqtVqmp5VIJBKJRCLxI0XDGURCQgKXXXbZRHdDIpFIJBKJRHKGMSExDUKIq4QQu4QQXiFEyRDtlggh9gkhyoQQPzuZfZRIJBKJRCKRSCQ+JioQeiewHFg7WAMhhBr4A7AUKAC+JYSQaWwkEolEIpFIJJKTzIS4JymKsgdACDFUs5lAmaIoB/1tXwUuBXaPewclEolEIpFIJBJJgFM55WoiUBGyftS/rR9CiFuFEBuFEBvr6upOSuckEolEIpFIJJKvC+NmaRBCrAbiBnjp/ymK8vZYnktRlD8BfwIoKSlRxvLYEolEIpFIJBLJ151xEw2Koiw6wUNUAskh60n+bRKJRCKRSCQSieQkciq7J30FZAsh0oUQOuCbwDsT3CeJRCKRSCQSieRrh1CUk+/NI4S4HHgSiAaaga2KoiwWQiQAzymKsszfbhnwO0AN/I+iKP81gmPXAeXj1PUTJQqon+hOSL62yPtPMtHIe1AykZyq91+qoijRE90JiWQ4JkQ0fF0RQmxUFGXQuhQSyXgi7z/JRCPvQclEIu8/ieTEOJXdkyQSiUQikUgkEskpgBQNEolEIpFIJBKJZEikaDi5/GmiOyD5WiPvP8lEI+9ByUQi7z+J5ASQMQ0SiUQikUgkEolkSKSlQSKRSCQSiUQikQyJFA0SiUQikUgkEolkSKRoOAGEEP8jhKgVQuwM2TZZCPGFEGKHEOJdIUSYf3uaEKJTCLHV//fHkH2m+9uXCSGeEEKIibgeyenHKO/Ba0Puv61CCK8QYor/tTVCiH0hr8VM0CVJTiOEEMlCiE+EELuFELuEELf7t9uFEKuEEKX+/zb/duF/xpUJIbYLIaaFHOtGf/tSIcSNE3VNktOH47j/rvXfdzuEEJ8LISaHHOuwf/tWIcTGibomieRURsY0nABCiHOBNuAFRVGK/Nu+An6iKMqnQoibgXRFUe4XQqQBK3ra9TnOBuDHwJfASuAJRVH+ebKuQ3L6Mpp7sM9+k4B/KIqS6V9f499H/lhKRowQIh6IVxRlsxDCCmwCLgNuAhoVRXlYCPEzwKYoyr3+gp0/ApYBs4DfK4oySwhhBzYCJYDiP850RVGaTvpFSU4bjuP+mwPsURSlSQixFPiloiiz/Mc6DJQoinIqFn+TSE4JpKXhBFAUZS3Q2GdzDrDWv7wKuGKoY/gfemGKoqxXfAruBXwPPYlkWE7gHvwW8Oo4dk3yNUBRlGpFUTb7lx3AHiARuBR43t/seYLPtEvxCVxFUZT1QIT/GbgYWKUoSqNfKKwClpy8K5Gcjoz2/lMU5fMQIboeSDqpHZZITnOkaBh7duF7YAFcBSSHvJYuhNgihPhUCHGOf1sicDSkzVH/NonkeBnqHuzhauCVPtv+6jfN3y9d5CSjxW9NnYrPYhqrKEq1/6VjQKx/ORGoCNmt53k32HaJZESM8P4L5RYg1KKvAB8KITYJIW4dz75KJKcrUjSMPTcD3xdCbAKsQJd/ezWQoijKVOAu4OUeX3OJZIwZ7B4EQAgxC+hQFGVnyOZrFUWZBJzj/7v+ZHVWcvojhLAAbwJ3KIrSGvqa34Iq/WAl48Zo7z8hxAJ8ouHekM1zFUWZBiwFfuB3/ZRIJCFI0TDGKIqyV1GUCxRFmY5vJveAf7tLUZQG//Im//YcoJLeJtIk/zaJ5LgY7B4M4Zv0sTIoilLp/+8AXgZmnoy+Sk5/hBBafAO2lxRFecu/ucbvdtTjglnr315Jb8tXz/NusO0SyZCM8v5DCFEMPAdc2vObDL2egbXA35HPQImkH1I0jDE9WWeEECrgPuCP/vVoIYTav5wBZAMH/SbUViHEWX6XkBuAtyek85IzgsHuwZBt3yAknkEIoRFCRPmXtcBFQKgVQiIZEP8z6y/4gkv/O+Sld4CeDEg3EnymvQPc4M+idBbQ4n8GfgBcIISw+TPdXODfJpEMymjvPyFECvAWcL2iKPtDjmP2B1IjhDDju//kM1Ai6YNmojtwOiOEeAWYD0QJIY4CvwAsQogf+Ju8BfzVv3wu8KAQohvwAv+mKEpPAOv3gf8FjPh8LGXmJMmIGOU9CL77sEJRlIMh2/TAB37BoAZWA38e775LzgjOxufKtkMIsdW/7efAw8DrQohbgHJ8QhV82eGWAWVAB/BtAEVRGoUQvwK+8rd7MOT5KJEMxmjvvweASOBpf9iWW1GUEnwxD3/3b9MALyuK8v7JugiJ5HRBplyVSCQSiUQikUgkQyLdkyQSiUQikUgkEsmQSNEgkUgkEolEIpFIhkSKBolEIpFIJBKJRDIkUjRIJBKJRCKRSCSSIZGiQSKRSCQSiUQikQyJFA0SieSMRgjR5v+fIIR4Y5A2a4QQJf7llUKICP/f90d5rjQhxDUh6yVCiCdOpP8SiUQikZwKSNEgkUi+FiiKUqUoypUjaLdMUZRmIAJfDZXRkAYERIOiKBsVRfnxKI8hkUgkEskphxQNEonktEEI8XBI4TqEEL8UQvxECGERQnwkhNgshNghhLh0gH3ThBA7/ctGIcSrQog9Qoi/4yus2NPusL9C9sNAphBiqxDiMSHEC0KIy0LavTTAeR4GzvHvc6cQYr4QYkVIX58XQqwTQpQLIZYLIR719/d9f3E9hBDThRCfCiE2CSE+EELEj907KJFIJBLJ8SFFg0QiOZ14jWB1V/zLrwFO4HJFUaYBC4DHhb+86yDcBnQoipKPr4r29AHa/Aw4oCjKFEVRfgr8BbgJQAgRDswB3htgn3X+fX47wDEzgYXAJcD/AZ8oijIJ6AQu9AuHJ4ErFUWZDvwP8F9DXIdEIpFIJCcFzUR3QCKRSEaKoihbhBAxQogEIBpoUhSlwj/Y/rUQ4lzACyQCscCxQQ51LvCE/5jbhRDbR3DuT4UQTwshooErgDcVRXGP8hL+qShKtxBiB6AG3vdv34HPtSkXKAJW+TWPGqge5TkkEolEIhlzpGiQSCSnG38DrgTi8FkZAK7FJyKm+wflhwHDOJz7BeA64JvAt49jfxeAoiheIUS3oiiKf7sX3/NYALsURZk9Fp2VSCQSiWSskO5JEonkdOM1fIP2K/EJCIBwoNYvGBYAqcMcYy3+gGUhRBFQPEAbB2Dts+1/gTsAFEXZPcJ9RsM+IFoIMdvfN60QovAEjieRSCQSyZggRYNEIjmtUBRlF76BeaWiKD2uOy8BJX63nxuAvcMc5hnAIoTYAzwIbBrgPA3AZ0KInUKIx/zbaoA9wF8HOe52wCOE2CaEuHOUl4aiKF34xNAjQohtwFZ8sRMSiUQikUwoImgdl0gkEslQCCFM+OIPpimK0jLR/ZFIJBKJ5GQhLQ0SiUQyAoQQi/BZGZ6UgkEikUgkXzekpUEikUgkEolEIpEMibQ0SCQSiUQikUgkkiGRokEikUgkEolEIpEMiRQNEolEIpFIJBKJZEikaJBIJBKJRCKRSCRDIkWDRCKRSCQSiUQiGZL/DzBbQz3BaX2jAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 7;\n", " var nbb_unformatted_code = \"recon = recon - recon.sel(time=slice(1964, 2014)).mean(\\\"time\\\")\\nhindcast = hindcast.add_observations(recon)\\nhindcast.mean([\\\"nlat\\\", \\\"nlon\\\"]).plot()\";\n", " var nbb_formatted_code = \"recon = recon - recon.sel(time=slice(1964, 2014)).mean(\\\"time\\\")\\nhindcast = hindcast.add_observations(recon)\\nhindcast.mean([\\\"nlat\\\", \\\"nlon\\\"]).plot()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recon = recon - recon.sel(time=slice(1964, 2014)).mean(\"time\")\n", "hindcast = hindcast.add_observations(recon)\n", "hindcast.mean([\"nlat\", \"nlon\"]).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also detrend {py:func}`.climpred.stats.rm_trend` the reconstruction over its `time` dimension and initialized forecast ensemble over `lead`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 8;\n", " var nbb_unformatted_code = \"from climpred.stats import rm_trend\\n\\nhindcast_detrend = hindcast.map(rm_trend, dim=\\\"lead_or_time\\\")\";\n", " var nbb_formatted_code = \"from climpred.stats import rm_trend\\n\\nhindcast_detrend = hindcast.map(rm_trend, dim=\\\"lead_or_time\\\")\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from climpred.stats import rm_trend\n", "\n", "hindcast_detrend = hindcast.map(rm_trend, dim=\"lead_or_time\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 9;\n", " var nbb_unformatted_code = \"hindcast_detrend.mean([\\\"nlat\\\", \\\"nlon\\\"]).plot()\";\n", " var nbb_formatted_code = \"hindcast_detrend.mean([\\\"nlat\\\", \\\"nlon\\\"]).plot()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hindcast_detrend.mean([\"nlat\", \"nlon\"]).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anomaly Correlation Coefficient of SSTs\n", "\n", "We can now compute the ACC {py:func}`.climpred.metrics._pearson_r` over all leads and all grid cells with {py:class}`.HindcastEnsemble.verify`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:05.287699Z", "start_time": "2020-01-06T18:21:04.899329Z" } }, "outputs": [ { "data": { "text/html": [ "
<xarray.Dataset>\n",
       "Dimensions:  (lead: 10, nlat: 37, nlon: 26)\n",
       "Coordinates:\n",
       "  * nlat     (nlat) int64 0 1 2 3 4 5 6 7 8 9 ... 27 28 29 30 31 32 33 34 35 36\n",
       "  * nlon     (nlon) int64 0 1 2 3 4 5 6 7 8 9 ... 16 17 18 19 20 21 22 23 24 25\n",
       "    TLONG    (nlat, nlon) float64 250.8 251.9 253.1 254.2 ... 276.7 277.8 278.9\n",
       "  * lead     (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
       "    TAREA    (nlat, nlon) float64 3.661e+13 3.661e+13 ... 3.714e+13 3.714e+13\n",
       "    TLAT     (nlat, nlon) float64 -9.75 -9.75 -9.75 ... -0.1336 -0.1336 -0.1336\n",
       "    skill    <U11 'initialized'\n",
       "Data variables:\n",
       "    SST      (lead, nlat, nlon) float64 0.6272 0.6248 ... -0.05417 -0.05513\n",
       "Attributes:\n",
       "    prediction_skill_software:     climpred https://climpred.readthedocs.io/\n",
       "    skill_calculated_by_function:  HindcastEnsemble.verify()\n",
       "    number_of_initializations:     64\n",
       "    alignment:                     same_verif\n",
       "    metric:                        pearson_r\n",
       "    comparison:                    e2o\n",
       "    dim:                           init\n",
       "    reference:                     []
" ], "text/plain": [ "\n", "Dimensions: (lead: 10, nlat: 37, nlon: 26)\n", "Coordinates:\n", " * nlat (nlat) int64 0 1 2 3 4 5 6 7 8 9 ... 27 28 29 30 31 32 33 34 35 36\n", " * nlon (nlon) int64 0 1 2 3 4 5 6 7 8 9 ... 16 17 18 19 20 21 22 23 24 25\n", " TLONG (nlat, nlon) float64 250.8 251.9 253.1 254.2 ... 276.7 277.8 278.9\n", " * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n", " TAREA (nlat, nlon) float64 3.661e+13 3.661e+13 ... 3.714e+13 3.714e+13\n", " TLAT (nlat, nlon) float64 -9.75 -9.75 -9.75 ... -0.1336 -0.1336 -0.1336\n", " skill " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictability = hindcast_detrend.verify(\n", " metric=\"acc\", comparison=\"e2o\", dim=\"init\", alignment=\"same_verif\"\n", ")\n", "predictability" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the `pval` keyword to get associated p-values for our ACCs. We can then mask our final maps based on $\\alpha = 0.05$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:06.057339Z", "start_time": "2020-01-06T18:21:05.858498Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 11;\n", " var nbb_unformatted_code = \"significance = hindcast_detrend.verify(\\n metric=\\\"p_pval\\\", comparison=\\\"e2o\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)\\n\\n# Mask latitude and longitude by significance for stippling.\\nsiglat = significance.TLAT.where(significance.SST <= 0.05)\\nsiglon = significance.TLONG.where(significance.SST <= 0.05)\";\n", " var nbb_formatted_code = \"significance = hindcast_detrend.verify(\\n metric=\\\"p_pval\\\", comparison=\\\"e2o\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)\\n\\n# Mask latitude and longitude by significance for stippling.\\nsiglat = significance.TLAT.where(significance.SST <= 0.05)\\nsiglon = significance.TLONG.where(significance.SST <= 0.05)\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "significance = hindcast_detrend.verify(\n", " metric=\"p_pval\", comparison=\"e2o\", dim=\"init\", alignment=\"same_verif\"\n", ")\n", "\n", "# Mask latitude and longitude by significance for stippling.\n", "siglat = significance.TLAT.where(significance.SST <= 0.05)\n", "siglon = significance.TLONG.where(significance.SST <= 0.05)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:06.918021Z", "start_time": "2020-01-06T18:21:06.203762Z" } }, "outputs": [ { "data": { "image/png": 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hVhjPk7wHko8hpC5zKBiGYRgtxkIeZDpyk0JcAb4+BC1v5cYRvOW2hzCwcSTX5ydTRmrfJz24jOJKcHoPhrbgzcvuQ/9QfbqGVKZ/aAve3H9/pg2tX+q4GN6KK1Y/hsHhrEPBx60AVPwKVz3q9iv44Os3UOOyPV0FQXVFdAXo7Uf0DoQ6FByx9BJS23q/1uP8/1iMpfc54vKFPktl1H1pDoXcqG4FYayIx0obq76+E82HEOBIkVjy8BAu+q7DofDIBlz4g5VY9uiGTBnReyCUCarLHAqGYRiG0dZ0ZMiDjytAciVIboN0XXVlEq6AgY0jOG2vSnz/eAyuy6EQUEZqPzTdp0wy5CHtMaiFNqS9B8n0/qEtOGNBJT1PyEO6THK/pJ0LtZCHdL9qIQ/pY58MaygxY3B4FH27z63Ly+tWACZCHtJ+hdCQh9x+gwZuAWee5CoIqSvZr0m6ApI+gkz7Ddrx8Q4EORQS+yaZ1yjkwWu/FCfaX3rfepxz5L51+9jV57p9lihTe7ze6VAYmXAlTIlDoQtDHjJuhYQPIT1W6lwJiWNVd0wcvovxvBy+k4nPu9NdedIckifkIetQmHA7LHt0A85+9j4T7ZcSeUknwvj4dpTxrGvqHQoW8uDVBmAhDxbykB8LeXBXZSEPHc1zC7P532fHCXn4m23dFfLQkQsKPphDwQ9zKJhDIYM5FJzp5lC4JJvRwQsKacyhYA6FDLagIOdJ2IKCVxlbUPCoC7AFBQlbUJgSnluczZ+bE2dB4VVbu2tBIWBmaR1E8gKBd10hiwPiSSV/AfmWkT8PsEc8bCOkdqTFAS2vZ5a8CCHWJR1H5fhKF5jFXe5+acdS2hatTE+MC39SbmoDbtylm2ppX4UspEloiy9iv5T6YvYtBHFBRyLk5kloQ9t2cZ/FXOjxhpwXptwTMEdpF4sSIYZ6X0ryQod4vIQFWXXcK98f3mgLZp7oY9LdTsg5LNUl3nA3w5fgewPBITcpyr6SfuiR2pcWeEJQbx4C2vG+GYm4LVr7UnrIHCLWFc+ar0GO8crSftSOR8z5U6pLbb8J57a2+Ob7FpfIQ9WbkLfLGJOi5lAwsnTkbpEEi1pedCmjIAUMERzGKhNzW2p5PvLFUpmxdO1mL0FWiRlL1212tuFKb9QvbftXbHIff1HWuFmWMvZvcef54Cs/DJYSSnWFiAS1Mh7tBG9LkPzQU8ooyPkkGgsW8/drvG93S1JGXwGgSRknS0OBp3isAs4VSaAqCBbVMsKYkLdTljIu1kSKgnzRVSa0Ll3K+IyNY8MwDMNoIR25oCAJFrU8TcrokiXW8pwiQ0EKqNbVhDKNtsVZRmgD8Jcvrlg/jDfdfA9WrB/O1CWxYv0wLhHqcqVr/dIEkwObt+Ltdz+aETaKssbhUVxx32MY3JKVMg6OjOLKh9Zg1cgkpYye8sMgKaFUV4hIUCvj2U7QtgTJD0OkjG45n4QuWBREikK/AOCWe9bh/M/fhCUZKWOAANCkjJNGk3TKx0oZE9K5IskaFcGiLF2Vx4SEJGVc8sgGXPT9bDogSxalMiF16VLGjXj1L27DsjUmZTQMwzCmGLK3PEh0lEPhxN3n8q9OOzKSfHBCJOiSJbrLFMfTk1LAWihCui5gIrQgb5lkKIJPO1q61o4kXhzPyyFfrIU8lMqMFeuHcea+u6NYICz4wVLxWK676CxnXcm20+ljSSljol9joxNSxuTxGks4F9LCxqR8MSlrTEohB7eMom/+hJQxKYVcNbINvfMqUsajb7snv0Ph2Xvzir9/aXV/+ckPXenjctFU3oTQzC0yjCFYTIY85G1H6pe2LY365cwLkDKO56XkfIXzvuU8lmPfecNEG0nBYrpfDvlipl8pweSSe9fj3JroL7nP8ggAAZQ376jmTZWU8UAe+O5lmXTeJcQra0huA40gh4IQOyq0zzuq84pL4JkUNiaPVVLWmBRo7kqKBN3CRkmU6iVQTYzvZBsz3vJf4m6RpIxIyiKT6UC9MDEhWZw4h7NlfOuq7bOMlHF0rK6+ZWs24uyDqlLGz1wbx6EgxR+LIQdKXLKE6j3wvC7T2vd1KGjEDAcIaIOOeJ8zXXUoSNspORS0/eK7/drcFtGhMPDtSzPpLIwJmjHTu09BDgXpuGshblKe1r6vQ0HD11WgfV5wFUR1KGhziBgWaA6FyXBkz2z+j93jOBRevrG7HAodt6Dwv2ccFaUuST6oeQrEMh0oZZT6VVR8CMUe96RSnO0us/e3bxHrGnr9Oc50bb+MCVJGSdZY2iFPnCVNOCaVEdo5cuXd+RcUDt2H+//pz73bFpHi+EOkab5ltJCAkDK+aNsiuQqU8S2dE40WFLzal2LMY0sZqwsKmaqEdO8FhWMP5IEfXJ7NCBAsShe+KiFCNWkRwlPWCAAszC2iyHCnfGOhuUh8kcZXz6U/FMtIUkYVaZ4O8XoIdZWlfSyIRQFgt89d57egcP1H3ZnSRbd0YR99QcFznpRuBLS6Qvrc6gWF5/ytM50f+5Jcn7TI2eoFBaGdwpn/FmdBQTjuqpQxZEHB11GhLShIZUIWFKR0zV3ie+OuLii4jz0ddIVYRFxQENsImEM0r4ev90LZl4WDruiqm+UatqAg05EPXQS7AgIcAlIZMYY/wEegti85FDzSG5Vx9Ws8T3IlrMu6EkplxpKnN3nFs0reBakNtV+Ntl9waIhuBUd6La9/OJJDwcMV0NAhIMXqi26BEB9BnDJT4nDwcBU016EgtO+Ivdf6psbri/vFHAqTRRsP2rHSHBnevhPNN+LpSBG3U3MoONLH8yRXQsS6VIfC4+ZQMAzDMJqDhTy46chN0mLlRe+Bpw+hVsblHejfsAWXDTrcBg18BL5lRIeCZ7qWJ/ULUFwJQ8O4eMm96B+qdyUsX7cZb7xhNVas83MouLwLUhvj/eq/P+tQ0LZfcGiIbgUhHQAGt4ziHfc/jlUOv4IPvq4A1SEgxeqLbgElxrsJZaI7HDxdBWpcfFSHgtC+EHs/3jeH30GM19f2y0NDuPCby7H0ofo8cyjk55bVa3HeJ67HktVrHXnuY6U5Mrx9J5ojI8CRIiE6FIR0QHElRKxLdSis2YhX//J2cygYhmEYU485FEQ6MuQhjkNB9yGMl0l4B8Qyibj7ZDow8Ri1T5lk+64833RXntSvZMhD2mNQC3kolRn9Q8M4Y0HFlVALeSiVGSvWDePM/SrpeUIe0t4FTsTtJtsAZIdC0m2Q3JZkyEP6+NdCHtJuheTn0+l1DoUto+it+hVCQx58XQHO9GIiZjoZq18qu8tIn68k+pVJ/GLrWyaGwyEZ8pDbVTBrwq2QcSjUysRwKDRwJaRj75OPimf6Nn5OpOL18zoUHhrCOYcvQLFA4yEPk3YoTKOQh1KpjCWr1+LcYxaiWB1ztZCH9LGqcygkjnsy5MHHK6Klu/IkD0mekAcf74HoVxgf95Ovqzy+j1MOhUTIQ8ahYCEP+euykAd3uoU8ZLGQB7/PAxby0K0hDzNm8//dK07Iw0vWd1fIQ0cuKMTAHArmUPDFHAo5Px9axhdzKIhFzKHgKmMOBRfmUHA1bgsKTmxBQc5z1mULChlsQUEsYgsK7c9RM2bzV/eJs6DworXdtaCgnNltCLkv+kn5wpIWCKSbh5AoELku5QaixRSkxQEhHUDdGyDq65Jv0nyR2gCAonDhXR4TjrGy74tKOxJRLvwJ8o2wNI60xSffcaxe8PuWifzMlrZA4EmrzzvvhYOQ/obsr1gLmUTuiwztYlGqSkiXLogr7QhzjnaPJF74el5EAeLxko47z1QWslq8uByENI5DFhQ8ibkAI14QF4RxLI3JkOdXQ9ZWQ9qX2mnWM7etfrbX94Y36FhGXCj3xj0XU6uPeycinV/iD6+tPO4N8F2UNHJD2qLUNKYjZ5aGUkZJWOghWGxUlyRYVAWHU1wmuC6H4BCoPoIqyheF9Kc2eQmyNCmjq41an5eu2+x/LCUppyBrdKXX8lZsduf5ECISDJH/+bQxNWViChb9y0giw2ZJGb3b16SMogDQpIytwFegWcvzP1fjnSvytgSKFKUywrhzpTeqy6SMhmEYRssxh4JIR26SJEsEFGGhp2BRq0sqowoON2zBpSsfyIgEG5XxaSeoLkFwCGjyxWG8afHqjEhx+drNeP11d2HF2s2ZuiQkKaPURq3MJQ5ZpHosJSmnIGuU0gFgYHgrrlj9GAaHJyll9BQJhsj/fNuIXyZAyuhZl5YniQybJWVU23fI/LS+yQJAZb9oUsafrMKyx03KOBnEY6VIN/3PVf9xr5WRCBIpSmUeGsJF316BpQ/nS9fqaiRlfM2v7sCyJzfl3UzDMAzDMCLTWQ6FPebyr886OiNLTIY8SJJFX8GiK08SGUqfByYegU2LBMdFXC2SMtZCHtL96klKGVNixFo4QlqkWJzVM5G+djPOXLgHigXCnt+4STyWkpRxQipWnw6gToqYlEXu2jbm3MbSdlnKmNz/eSSeQL0UcnB4FH27V6SMz116V36HwmH7cP9HXl7dxnwiwaSUL6/8Tywjfb6yYUH9EvvmStekjJowUkl35dGMibrq5IfJ9CmUMortJ/ZlXft14rpUXkLaVycA3F4S2y8/s62al5IyPrN9PH3Z48/g7EOqUsaP/8Yvbve4g3jgh29z7BQlPlNCiCVWQx6kOGetfdGh4F8X76jEX2eOVULKWCfQLKfOlbznt5LuU6bn4u+L2xIkZZTyklLGhzfgnMMcdaXTJSnj6K7x9KSUMekHKZUZy57chLMP3BPFAmHeF673cyj84WPuTOm6SHwkOuDx4pD4Z+9HspV2JE+ERqsdCoe9x5muOhQkV0RMh4KU3hSHwoE88N3L8vdJC0sTyyhhrd3kUJCQzi+tLqFM0xwK0vkdMleYQ2Gco2fO5v+38NAodT3/iXu7ah912ILCbvybc46JUpcUq6/FZ4bEZYsxtQGPaIaUEV0JwvZrUkZJSinVNaZIESX5ouajKG13fzn7yhoB2a2hSSFLgqvh8JvuyL+gcPg+3P+xVzjzQsaKbxltDHuPrzaO/SbJkRHgzpBgZXyJ7Uux9wGx5+VRRcq43v30TG1BIU3QgsKPHBdG2sW4hHTRrVwsiSJHTQopLhzEq0uUMirnSpATQKpPCNMR+wVZ4BniQwj5jpS2vyzIF8X+AlO/oCARIlgMWVCQCBGthSyChMjpYrUBAD0z3emaYFLKC1mU9J3ftM8L84v3gsKxB/LA996azfC9OdSIuaCgtS+1oy1C+C4oaEg3yJL0VHWXBJxfs3dzp4eIVcUyAYv+tqAwztGzZvN/7n9olLrOfUxfUCCilwH4IoAigG8w8ycdn7kIwEcAMIDbmfl1UToXQEeGPEhuAy3P14eg5QU7DByugnZo3+UjACB6DCRXQqnMuOXJjWKs65Kn3WXENhyfr+U53Q6aDyLAraF5OlYIfgUftFhqKe5ecxj4lAmP8Y7oUIgYFx7VoRDkMIhTFwDR4SCmq+2bQ2Eq0Y6JOr48z9Wg805zlNy7zlHGz4eg5QU7FDzHqjkUDMMwjG6DiIoAvgLg5QCOBfBaIjo29ZkjAHwIwDnMfByAdze7n0k6ckFBchtoeZoPweU2qOVJrgLJhyDWJbgKGrXv411QHQpC+5KPANBdCW/4w5+wYl29K2HZ05vwut/fheVPZx0Ky9dtxhtvWI0V63L6GITPA7LbQfNB+Lo1JOcCAAxs2oq33fUIBjdn83yQYqml+GvNYeBbJizGO6JDIXJceFyHguIwcKSrx0XwHoQ4HKR09biYQ2FKkY+V4sjwPFeDzjvNUXL/EC742hIsfaA+z9eHoOVJ405K1+oyh4JhGIbRDhCaJmU8HcADzPwQM+8E8CMAr0p95q0AvsLMGwGAmfOJv6aIjgx5iOEdGPcBCG4DVxnJh1D3+VR6LoeCo66GZXI6FCRXQjGx/UkfQTHlUEh6DMa9E2XGinWbceZ+FVdCMeFWWP70Zpy1fyU9GfJQKTOMM/er1MWJuNk6h0IiBjf5eWAi5CHtdki6DZLbmAx5yOvWGO+Xw6FQC3koMWNw81b07VHJCw15SMdST/gj3PHXLu+Bbxnp8wDUdpzpIQ6FBumxyoQ4FJJ1ufIyDoMdCYdB+rhI7ST3fyI9GfKQdjhI6bWQB1f7tZCHKXUoWMhD5phw0qGQPO6pcyXv+S2mS94FwVGSDHkolctY+sAQznluJa8WQuDrQ3DlJR04yXFX9/lU+sT219dVC3loK4eChIU8+Nfl2wZgIQ8OLOTBQh78yljIw2Q4ZtZs/vbBh0ap68yH5JAHIroAwMuY+S3Vf78RwBnMfGXiM78AcB+Ac1AJi/gIM/8uSucC6MgFhRiYQ8EcCj79AmAOhTTmUPBv3xwKjjKdu6CQ6Zc5FLzLmEPBsz5nXbagIGILCqkGbEFBxBYU3NiCwjiRFxQeBZB8XO9qZr4ayL2g8L8AdgG4CMDBAG4GcAIzb4rSQU8Czrj2I+RiXKxLuSAKuVjyrSvk5lHrl3SzLy2oSIsGWl1yv+TJloVJraB8cfEM974pCvtM25dl4V5Buy4KuvBP1w//cRRz3HUVEc/76EjnhHR+BVyYqOOiGfvG1efYF1itRNsW8WLZf46QjlSzFp0lguYdadwp+5J2BVzgRoGUCT/gbQqtRLPNS/teWHzS25FuLAJuUmO/GUPC+4ZXOcZSmVbPbc5z1W9ROzohCwqtxvf8bsZbT5qJeE62cZ+bDUU9hEPKossaAIck/n1wNS3JEwD6mXkXgIeJ6D4ARwAYiNZDDzpylDSSMkYVGUplJMGiIgUMKuO7LUpdLvliqcxYujYrOKzl+cgXS2XGLWsUKaNQl4/4US2jCSaVfeYj8RzPiyRlFIWBHumNykwfKaPnvmyllFGQ+WmoAkDxWDIW329SxqkiWMooja8AGat4rtzbYimjMO4W37/Ouy6TMhqGYRitpokOhQEARxDRYUQ0E8BrAFyT+swvALwAAIhoAYAjATwUcXO96MgFBU3K6CssDJIiSoJFRQoYVMZT/qjVJckXV6wfxptuvicjRQT85YvLntqE1157J5Y/vSl3XZr48fXX3YUVa12CR3cZTTAp7TNfiScArNy0FZcLwkYfRGGgZ7qWN32kjH7b2VQpo7OutTjvE9djyeq1mTISUhn1WD44hAu/scykjFOEeEwajS+XqDNAxiqeK/evxwVfWRJNyqiJFJ3yRWHcLXlwPS68ehmWPpi/LpMyGoZhGG0BNWdBgZnHAFwJ4FoAqwH8NzP/iYg+RkR/Vf3YtQA2ENHdAG4E8D5mztqTm0RLHApE9BkArwSwE8CDAN6cJ+ZDkjLWCc1yCgsbCRZdeSFSxkZ5DaWQOcpo/ZLki4WESDEpRSzOmoiCyStfTIq4lj+9CWftv2edLNFVV3lXSW2/VGasWLsZZy7cY0LKuGPMWaaUkDImt3EsLWVM7JtyTZ7mIbgcbz8lbDz0htvzx+0evg/3f/wvqtuRFSOGpLvypoWUMXne593OZkkZZxWdZWohD6VSGUtWr8W5xyysiBdzhAqky/DoLvFYloYEKeP6bePpk5Yy/vc7sxlazLD0eGi7OhRyxFJnjsmuiTFRN4bK9eeKS9joJWsUpIzJ9pNSxsy5mkPKSIn53iVYdOYlRY7J9EKirgeHcM5zEnUlvgvqxmqiX1MjZTycB274F3em9OivdL3UaoeC2r7k2wjwnUjEDHnQtqUgROmG7P+YDgVxbmuSQ+EHlzv6JBz3kJCHkPAvyXug1iX0rVkOBYmYIS3a9s+c405vlkNBKiPty2noUDh2zmz+waGHRqnr1HtkKWMn0qoFhZcCuIGZx4joUwDAzB9oVE6SMmoOhRDvQEykvmnyv1htAECPIFmUHAo9s+RJWCojMSZIFAGgLHxpaw4FqYwka5QkigDGFxTSaDHIY6PuC4DQBYUM0nFskvyw46SMAed9TCkjFNEdzfaUSwUE5fFWt2ARAEpr3U/PlNa6ZY1z/+23cRYUtAsv8WJcGEfKxXi7LChk+iX5ALRzSziP1PNRKiO0z8pczII8VxSLagjjWPuOkvpc3uSWL5Y2yuPeFhRceUKfWx33H7KgEHPhImQRQJoTfOcWIN6CwnEH8cAP35bNiCllDPLJNEnKKC0yxXQVxHQlaL6TGbPd6a1eUJDOO2UfFw5+R1fdLNc4bs5s/uFhh0ap6+TV3bWg0BIpIzP/PvHPFQAuaEU/DMMwDMMwDMMwDKMR7ezVbCXtsFsuBfBbnwLRpYyRRIpTImWM1b4gX6wIDjeJwisf+WK4lFFIV6WM7jJL1wmCSW2fBcg6p1zK6CFta1hXgODRpIyRjkuAfNEXfVsUKeOjJmWcLJ0pZXSLEX0Fi1qe3EYZi+/LCiEb1XXzw0Ni+yZlNAzDMIzWMmULCkR0PRHd5fh7VeIzHwYwBuAHSj2XE9EgEQ0+s7PyeE+olNFXZOgrUmxYl0MYGL19QUooyReXr9uMN96wGivWZaWMmnzxNb+5A8uf2pQrHZAli1L7upTRXWbF0DAuXnIv+oey2yLuf0V86RpHgL+UMTmG12+ZeIxXFQZ6SNvUugIEjyZl9JMyqsdl9Vqc9yl3O7GQxgugSBkffwYX/fRWLylj3TjeODkhabfQkVJGQYy45KEhXPTtFVj6cErKKIwhLU9s44EhXPD1pRkhpFbX0kc34ML/iiNlrBvDG7LfE4bRCdhcbBgtoklSxk6kJQ4FACCiSwC8DcCLmNkd2JsiRMooCQtDpIwh6bW+pYWBNYdCjPalNoAJh0JaZFgnZVw3jDP3q6T3pKSMSflisszypzbhrAP2rJN0pdOTDoW0ZLHmQ0i3X3MouKSMUpmaQ6FUZvQPDeOMBdX0hEMhvW/qpIwOKaZLylhzKEyZlHFcaJZP2pYkhuDRpIxQ8zLptTHk2Jc1h0KplChTLEyJQ8HV35pDISO6Wzsha6yTMppDwZHePVJGTs3FSTEiJ2S3Sx/egHMOm4SUUZAvUmJuSwohAST6XF9XzaGQljImHQomZczTvjkUnJhDIT/mUPAvYw6FrvID1Dh+7mz+yZGHRqnr2Nu7y6HQKinjywB8DsAiZs7+7CLQTVLGEAoB21IU5HCSfFETL/rus9IOeeIqCUK7otK+VKYkSMUk8SIAlIWbGK2MJGV89vV/jCNljIgkdNOOISvb3pZo5700jmKe98pj1iTJTaULI0VGKl7MbHdL6wBg7ElByvhU9okbwKSM7vR4tnf13IopZdwuySKVN2aESBl95YvavCPN31vcx1ISjgLAvC/9wWNB4TAe+MPH8nx0gpAFhZC3KfjebIdcxzXLXC+106wFBQmpnZ075TK+b6TR6oq5oPCjK/J+PIyoCwrKd3DQmyEiLig045woKN/1PTPd6dIcErKQaQsKk8IWFGRa9dDFlwHMB3AdEf2RiL7mU9gcClVXQDpdcwgo3gGXJ2E8T3Al3PxE/nStHc2toPVLKuPyRADKPvN0K9Tylj/jHn8+xPYe+MRfN3YoTK33oKkOBQ8fQkgZta5mOBSUNrR4eXMoTB7RoaAek2Y5FDRXQUyHQn5XQuN+CQ6FhxSHgvCdYxiGYRhxIRQKcf66jZYsKDDzc5n5EGY+ufr3dp/yXedQELwHUt6K9cO4xJWuOAQk74DkSQBkJ8LSJzfhNb++A8typmvtLF+7GW/4w5+wYt3mXJ/XykieiFqea5/5uhUAYOXGEbzVw6EgEdN74Bt/rTsUpt570DSHghSvHtOhoDgMpBj7mGieBimWPcShYGSRHQryMWmOQ2EIF3xtieAqiOlQ8HMl6P0SHAqPbMCFP1iJZY9uyJTRvnMMwzAMIypUeRIvxl+30TKHQgjd5FBIlnGlu/IKBXddE/Hi9Q4BYCLkQXIlSJ6E8byEEyHZzrKnNuFsh0MhmZ4MeUi3UxqPP2esWLcZZ+5XSS8mPQ2JzwMQy5QSMcBJT0QyfCHjUEi4EvK4FQDZoRAa8hDDeyDlSfHXolsAE49FT6n3IGZdmkNBciUkt3+yDoXEPk5/vhbykI6xn4qQh4ynARMhD+lY9lrIgzkU8qT7OxRq258+JsmQgyl1KGwfm0hPuArq24/gUPB1JRSEdKC+/aRDoRryUCozlj26AWc/e5+qB2RiITf9nWMhDx5YyIM73UIesljIgz8W8tBVj/PXOGG3Ofyz4w+PUteRK+/uqn3UkQsKaUIcCrE+37A+z1Uo7TEYqW+a96AoxHJLrgKtLl80H4HkQygo+0sqU97lniC19qX45DHF+9ANDgUVIS675QSs5DbFoaC1P2uGOyNEOiUxuk3MGnsi+2SNlr7bp35nCwqZ9DZ2KOx0901qR21fmD/V887XoaB8rySFkUnKm92OkKY4FEIWDiSmw4JCCOWA/SLd2MSUNe4KWFAIkTIKDpygBQXXXByToAUFyacSUFdR+X70vdkNGfe+N9pa+524oCChHBdbUGhMty0oBFzFGoZhGIZhGIZhGMY0gZon9e80OvJNmNGljIp8r9VSRh/5YkW8qEgZJfmhQ7xYy/ORLzaUMgqCx5hSRm37nftMkzV2uZQxSPTWcimj1uf2kzI2g2Ap42MmZZwsbSFlvKfTpIzSea+MVZMyGoZhGG2AORTcdOSCQlQpoyLfa7WU0Ve+uHzdMN60eLVTSrh87Wa8/rq7sGJtSn741Ca89to7sfzpTZkyvvJFVcootCP2K0DKqG2/tM9EWWOXSxmDRG8tlzJqfW6xlFGoqxlo4kdRyvjEM3j1z27Dsic2NqubXUnLpYz3rcf5X74FS+/3kR/KUsYLv7k8I0WMK2Vcjwu+siTTX60ukzIahmEYRnvTkQ6FGFLGus87ZI0+ZbR0XyljoSDnSfLFQkKelZQSAhMOhVKZsWLtZpy50CU/3ISz9t/TKWXMI1+U0sspEViynTrBYqJfhSIlPp9PylhzKKhSxtQ+GxeepfZxzaHQrVLG5Ofzit7qyrRCypgUvTm2xZXXFCmjkt5Mh0JGDIgJV0JampdMX/bERpx98F4oFsgcCs70NpYy7ixN5N0/hHOOqJcv+kgZkZg/6+SLibl40lLGxPmY7C8w4VBI11VzKLREymgOhanHHArOZHMoODCHgl+/tDxzKEyKE+bP5V+e8twodT3nlju7ah915IJCmpBHR0JiYILKCH2T5ItaG1JdkngR8JcvijI7jQCpmCZMFJuRhGPCF4TWhpQntQEAY9vcNyvPuvY2kzK2ghAZa8D4Dno0baZwYdAsKeNj2Sd7gBZLGaU834t0KAsK2iKAZFw3KaM7vUlSRkhz8TPb3endImUMqasTFxRC3uYgEbKg4HtjOaYtKHjOFcpbHnibe/4unvVJv7n4+IN54CdX5v142NsPQmLGfd/+oOVpx7cZb/4IabsofNerZYTrAN83pWh5MRcUeoQfTgAUDrqiq26Wa5wwfy5f03dElLoOv+mOrtpHHRny0FSHglQmokPBFcMPQI77LzOWrhUcCg63QC3P5SRo6FB4/Bl3TKuUHuBQEPsV5FCQt9+5zzSHgnIszaEwuTIx62q0neK+9HUoBMTLtxpzKEwt5lCI6VCQyphDwTAMwzDamY5cUAh1KPi4FbS8mA4FKYYf0OP+33TzPRlXgOQWAGQnwbKnNuE1v7kDyx0xqEvXbMRrfnUHlj25KV96A4eCqx2xX0EOhc144w2rsWKdw6Eg7DPRoaAcy5UbR/CW2x7CwMbs+PPBHApx6tK2R9yXQQ4Fd1y8Fi/fasyhMLWYQyGiQ0EoYw4FwzAMox0gqjxhHuOv2+jIkAcfh4KU3sit4Mrz9TEAskOhUHCn1zkcUnH/lIhpTboC6jwJCbcAgJQrYcJJkPQuLH9qE86qxqBS2qHw5CacfaDDlZBMH48Bro9nTT6ym26nnPAhpF0JUrrkUKiFPFTSh3Hmfm6HgsuvkN7/pUR6xqGwLeFQ2DiC0/aqjKXQkAdzKEyyruR5n3YoJF0JyX0muRXS+zKRN37epeLixz/vSm+TkIe2cih0YciDORQm71CA0OdayEPXOhQs5MG/Lgt5yGAhDxby4JVnIQ+T4sTd5/L/nnFUlLp8/GudQEcuKKQxh4I5FHzbMIeCA3MouOsyh0IGW1Awh4ILcyg4sAUFv3QNW1DIYAsKtqDglWcLCpPixD3m8q/POjpKXT73Dp1AwFVsK2Hh5jHehBKyaBAT7eZFXARQ+hxSxhupzy2Oa231sWwGQQsH0xltf/mOl6ALs4CLrJjEGi+V5/4c9QfcJDTrPG3WPu40Oux92G0554XcHDervmYsHMTefglfo38InTZPEOSF6liELAKEfD7mWzzaFdsWo0vpyNGgSfEkYaOW3tZSRkm+6JAPNpQyClJETaToLWV0pDdqv1lSxiVPd7eU0Ue+aFJGkzLe/Jj7XDXy03VSRod8sd2ljJJU2DAMwzDiQqBCIcpft9GRW6RJ8SRho5QuyRpreS2VMkryRUE+uHztZrz+uruwYq1DyihIETWplbeUUUjX2m+WlHH5umG8afHqrpUy+soXTcroFuON5/lKGR1ivnZAljJuxKt/cRuWrTEp42ToKimjIF9sZymjJhU2DMMwjJgQVZ4kj/HXbXSYQ6ESu5KW4iVXenJLGROyRJescTyvyVLGQkqKmBQJJkWKSflgofq4W6nMWLF2M85cOCEy7Jk9kVcnXxyX1tVLrepFdzmljEJ6WgTWbCkjJ2KT0/uytKPk3P+dJmUMki9K6dNBypiQxmWkjAV3nihlrInp0mI+QHYizBRiDkMcCiNyLLkoZXxseDx92ZqNOPugqpTxM9fGidtVvAfio9dS+k63swQIdChIfRPdCtNEypiYPzPyRSm9hVLGsadG6vqW/F6Z/5UbWuNQ0B75jxn/LH5euY5r15CHkDIFYZ4M+bVPnI+UOcx3rmiGQ+GEg3ngZ+/K+/EwpkvIQzMcCtIYBvx9H612KMyYJWYVDnxbV/kBapy05278m+cdG6Wug/93sKv2UWctKAh2TW2lx/exEr2uiCLFHk+pFWT5oiReBCLLFyUiShnLihiwrF3gu9rX6pJEYGOKlHHUfaFxyG9X5Z4Ueg/fh/s/9oo8H20+nSZlVBDHtyqaE85vqYw2t/guHEgSRw1tQeER95MHtQWFNNEWFIKkjP6LA/KCgnIz4HvRH1KXUKZpUkahDG9X5s4g70ULpYxDo2JV875wfXcsKEiESBl9j2+zfAhSOyECPunmTW1f2GfS3AIAu4S5Qlr8bMqCwiE8cM178348jJAFm5BFgFbH5PuOSXVxRLpu6MAFBWn7NSljFy8o/HbRcVHqOuiaga7aRx0Z8tDQoeDI83Ur1PJEh4KHW0HLK5WrMfxCfKjoUBAcApp3QHQoKN4Db4eC4mPwdShoPgjRIeHrUBD2f0OHgjBmfIjvPZjuDgV3GXMomEOh2bSHQ0E6V7rLoSB9fxmGYRhGVKjyI3KMv26jIxcUVm4cwVvveBgDm7K/0Enx7b5uBUD2K/i6FcbzXA6FoWFcvORe9A9lfzkUHQqCQ0DzDogOBcV74O1QUHwMvg4FzQchOiRCHArC/peOF6CPGR/ieg+mu0PBnWcOBXMotILWOxQUV0EXORS07y/DMAzDiEscf4I5FFpMLeShxIyBTVtx2p671fkQgGx8ey3kwdet4MwTHAqaW0FyKNRCHkplRv/QMM5YsHtdDGotLxn3Xwt5SDsEigm3Qto7kPQu1DkUEukuH4KWl0kfjwGu9zEkH7/N61AoJ+pK+yBqIQ9pV0Ld/srpUEi2n9z/tZCH9PECJkIe0uMiNOQhivcgsExXOBSUMpSI2W6JQ6FNQh6a7lCwkAcA2bHSNIdCskwyPRHy0OkOhWTIQ/q7yEIePNr3bSM2FvLgTLeQhxZiIQ/udAt5GOekvebxtS86PkpdB/xPf1fto45cUEhjDgVzKDjbN4eCH+ZQcNdlDoUMtqBgDgUX5lBwYAsKfu3YgoItKLQKW1Bwp9uCwjgn7z2Pf//iE6LUtfAnK7pqHwWoxVuLepHl+rxw8sg37v4TWsxYmJC61AWNDovT8T2+gL5w4Euhw/ZXVKRzIuZCQ0zPQFE+V6Vx1I2PmbWMWO9RluopyOOOyu4yrNrIhfqkRR71RsxvcVNarKpUFXB+SWO/7Pt9B7D0ndeMtwMA8kJewAK+H6TcwEjbHjLmA26cvW3z2kJpi4+vRIjRP+a727V95ktAvyjWzTMRUJziS/lW3+g3i5jbGVJXzMVHCW2s+jYzXcZFik67r2oWHTkaSsxYvnHEX8rokT6eJ4gcmyVllESCopTRIT6s5bmEid0nZfTfl5KUcem6zdNYyiiViShldMjktLyGZcT2TcpoUsbm0lQpozTuA+SHPrJGvUyglPFeoV8mZTQMwzCMtqUjFxRWbtqKyxUpo0vYqKW7JI6ALN8TZY2RpYySSFCUMj61Ca+99k4sf3pTpi5JmNjOUkbXNgKalNG9v7Q8af+vWD+MS6atlFEqE1HKKMjktDy1jNi+e1tMymhSxqmkoZTRNb5CpIzSuA+QH/rKGtUyIVLG+4dwwdeWZMs8sgEXfb8fSx9xSxlf/cvbbRwbhmEYUw/BpIwCHedQ+NVpR2aljEmBVCpPSk/KEl0Sx1qeS9iYTi/UBIsRpIxJ50FaJFiYUZxIT0gZe2ZNpC9/ehPO2n9CopiUMiaFiRNyuvaSMpYS6cltBAAuJ/Oy8sX0/kpvSx4p47jUzCFl3Dmyy3n8u0bKKOU1kDVqeZn0UkLAlpazJcs48jLpRaWdpBwusS11skaTMk5Oyvg/V2UzmuRQEF0FWvyzp/dAi38WY6YlKWOdIDY19hJSwtxSRuGc5F1uWSNSUsik/DA5f+aWNcaUMia3JVGmnJAyLn1kA845VJAyJsfx567zcCgczgM3/Is709dVoD2SrI1JiRBXg1iX0OdmPF4dQkjIQ8zwhTHh3AZkh4I0t2x3e0AqeTucyYUz/81vLj7xWTzwv+/L+/Ewpumj7Q1RQ+wEr0fIvmxX38qMWWJW4YC3dpUfoMbJ+8zjP7zi5Ch1Lfj+0q7aRx21oHDC/Ln8y1Oem0nXVnqkmHgxPlOra4Z7gtDiaSQpoiRllD4PxJUyqnI6Cc9Y3xApY0mRl5V3ecYtK4S4GrZvdF8AdI2UMSYhceG+IQOKQ6EpUkZpcQAAeoSLiZgLCqOynK70qPsX210PZ5/4AQKkjCcczAM/e1c2QzuvfBcUtIsb38UBKIsNAUI1eRFCqEvZFlHYqJxDUhmW5khlXo3poJHOFZolS/OkubgsShndMjvAbxz3nXI4D9z4r+5MaayELChIeSEOg5CFBt8FhZD2Y6LdcEnyxZg3aZq0biyelFFcUDj9435z8UnP5oHffDDvx8OIuWDTrHuOmI6QkIWsEEeIRDMWGAF5n0nbry0oLLysq26Wa9iCgkxLlx2J6G+JiIlogU+5EjNWbJIdCiscfgXJu9DQoSB4F0SHgiN9PK+bHApSXU1zKAj7JcShsDZ/OoBp7lCI411o6GOI6FCQ4tJjORTaGS1e3hwKU4fqUJBcHJ5uhVpecxwK2XS9jOJQ0M5hR59LZcbiB2WHg41jwzAMoylQnHCHbgx5aNmCAhEdAuClAB7zLTuweSvefvejGNycfeR3YNNWvO2uRzJ5kndBcivU8lx+BdGhsGELLl35QFMcCq+/7i6sWNsih4JUV9McCsJ+CXEorB/Gm26+J3c6MJ0dCvG8C6qPIaJDQYpLj+lQaGekWHZzKEwtmldDdnG4x6Q0hoFmORTc6WoZqQ3tHBb6vOThIVz0XcGhYOPYMAzDaBIEgAqFKH/dRstCHojopwD+BcAvAfQxc/YKI0Ut5KHEjMHNW9G3R70PAUAmrxbyIHkXJLfCeF7CrzDuMEi7FRJ1pR0K4w6DCA6FWshDqcxYsXYzzlxY8QsUE56EKXUoCK6Eus9PoUOhPB4f7HYl+DgUJuKT89dVC3mYdg6FkDINvAvO9AZ+BR+HQp0rIRGXnnQrTNqh0AEhD+m49FrIw6QdChbyoNaV8WoktiXjV0g6FJJjMnEO1Y1hoK7MlDkUxj/vTnflSQ4FGvf8ZM/tOldEIk92KGyraz90HFvIg4U8OLGQhywW8uBOt5AHsapuDXk4Zd/5fOOreqPUtdd/Lu6qfdSSBQUiehWAP2PmdxHRI/BcUMjUZw4F7/bNoWAOhSnFHAp+ZcyhkP/zQNsvKGQwh4LcvjkU8mMLCv5lJGxBIT+2oOBOtwUFsSpbUGhMty0oKFfEk4OIrgewvyPrwwD+HpVwhzz1XA7gcgA4cNYM7xtB6XQLediEC/4ToXSxFlRXzDjRiBeRUr+0C9WytF8CvgSk9rXFGQlp0QgADv7NUndGgy/b5Bh+1j67effJaDEhj6b5nqvauJcWIZQFDZrrfsvE3E//zl3gM40vGOvG8YF7udtXFwGEdGk7Yl4QAvLFl7T4U1a+HqW+SduiLHQg4LsAZeHGveROZ2XRW8qJudCgIS7uz3YfF3EMAw3Hcd0YPmQBSLi4Z/GiP+IVhVZEGl9Btn3PmwTtvGuG7V+bb7vobQN0mvCGEXy8cdnkOD5ob6AovFWolUjzrXaKhryZICa+3/XaeOzEseq5/bTfpUruZZPrSxtT6EL/QQymbMQz84uZ+fj0H4CHABwG4Pbq0wkHA7iViFyLD2Dmq5m5j5n79u6ZCDlYsVmRMjqEjb6yxvE8QcrokvIFSRm5KmV0lWmWlFERKfqUadS+JGWUtmXJ09n0iTxPkaJQn+8+DiE5hhfsPrGia1JGkzJONdp+9iU5jvfd2xbGQgmSMipjVTzvVPmhIEz0kDVqecFSRud5z1h8v1vK6EvdGN5n90nXZxitoH4cz291dwxj2kDVMPcYf91G05fQmPlOZt6PmQ9l5kMBPAHgVGZ+Om8dA8NbccXqxzA4nH3kVxI2+soaAVnYKEn5JFkjUJUy9t+fETauWD+MSxyyRkCXMrqEhUFSRkWk6FtGEi9qfZMEk8vXbcYbb1iNFesmL1jU6vPdxzExKWMHShkF0V67ou1nozVI40ged/JYFc87VX44hAu+tiQrTPSUNWp5QVJG6bx/cAgXfmMZlj7UMCrSMAzDMIwW0DIp43gHfBwK8+bwL06uShmHR9G3+9w6KSIAUdjoK2t05YlSxkQbyXQAKNTkiylhY1GSNSZiTdNiwPH2U8LCnlkT6bmljIk2XOk+ZZKCw6R4MfnIbLpvdfLFhGCyPJYQL64bxpn7TUgRk/KwPILFjOAyUZ9Ul7SPAWCvby6GCyIyKWM3SxlrYyIt2tMeD5TyZgqPpqo+BiFvuzvGHADK1UW99H7pufj7zs/7jGEA6DvhEB645r2OhgO8B1IZtS4hhEBqAwDvEuKZfX0IgBwbncPtkB5HSZFi3ZhMyArTY7VOypg873a6pYysSBmT7fjIGl15IVLGun4lpYwjOyfaeGgI5xxeaWPmVT+VjorXOO475Tk8eNO/OfNE30bII9kh8c++TxSFOBxiuhVios6rckiiNy12KNAJ/+BO952LTzqUB65119VSguL7I4Y8hIxj35AHbTzGDHlolkPBEzroCjnPcxx3CqfutzvffNFpUeqa/5UbumoftXxBwYcTdpvDPzv+8Ey69uiIJImS4usliaNaRom7LwjyRUmkWFTkVVI7PUoZUZIV8LiNrytBlTIKZcrKDYEkcpTQHArSK1u0fTn/qze46wpcUIhBMx6bCnJ3NCP+WoljE/eLVkYaLyEOBdF7IIwvTcoYEpe/yf1kTeG8bznTvS9iT3wWD/zqb7MZ2kWc78KBNu7EBQVlnwgX/d6yRkC+UfBdaADE7RcFi4AoWfSWNQLiuSrKIhVCpIyY6c7jre79P+NtP5Lb911QWPxJd6Zwoe690ADEFTlKaOedKIUMkBw34yYttujO92as0xYUTj6MB67/aDajGQLNkHZCxmqzbpx95ZOFAA2ddj5I+yamjDUi03JBYeHufMurT49S17wv/aGr9pE4sono983siGEYhmEYhmEYhmEYnYO2dLxv03rhSYkZ/cNbRflh/+ZsniRylGSNtTyXsFGTNbazlFGSIoZIGaW61PafjCdldMkXg6WMnvsyFrFFiqJ80CO9UZmmSRmDynhuvyS6k6R5nuntQDv3zajHV9Y4nieeq5qUUTi/nLLGJkoZpTnE0S/DMAzDaDpFivPXACJ6GRHdS0QPEJH4blgiOp+ImIha+rSDtqCwBxGdJ/01rYcOBreM4h33P45VW7JSxsHhUVxx32MYTOVJIkdJ1gjIwsaVG0fwltsewsDGzpEySsLEECmjVJfa/tOb8Lrf34XlT6fkiwFSRkm+GCRlDNiXsYgpUhTlg57pWl7TpIxBZdzth0kZ1+K8T+WXMrazrFHaFqP98JU1Atq5qpwr96/HBV9ZkpUfSrLGZkkZpTlE6JdhGIZhNBVCU97yQERFAF8B8HIAxwJ4LREd6/jcfADvAtA/BVvrhehQIKINAH4J91tjmZm1F5BOCTWHQokZq7aMone+IGXcMoq+Wl5SypgQORYSUkSXrLGWVy9lnCgzsHEEp+01T5U1Aq2XMk5IsuqFibV95iNlbCRfTLefjL2v5G3GWftX5YtJKWJOKWM5KXJM7Bd5f8lSxppDwWdfxnYoxBApThzHlHwwUcYn3ZU3cdynWMrYIC+TXqT6vET74n5RpIzjIsdSIi8hX8xIGWttu9LbxKGQ3hZzKGRpF4dCblkjMO5QyJyrSVlj4lxJOhQyYsTkuZqUMibm2ymVMs5M5CXO4ZpDIV2XORQcmENBLmMOhanFHAqeZcyh0Mmcuv8evORNZ0Wpa7fPXCvuIyI6C8BHmPnPq//+EAAw8ydSn/sCgOsAvA/A3zHzYJTOBaAtKNzKzKc2uT8qx+82h3927GGZdFXKKORJwj5JKgUARUGwqEoZRZGjvxSwOMs9eUmCR0Defm07JST5ovj5FksZpf0FhEkxd/uP653pXgsKh+3D/R95udAp/2PSynfZtlzWGCJl1M4Vqb5WSxmlN0No+38k+5QUABRe8TVnetCCwq8/kM0IuUkKestD47cpZPC82RffCgH430Bo/ZKOo1JGkizyDmG/7FTefiG1r8y30ndBiJSRZrvPFd7u3v6eS38o1+WzoHDqc3hw8afdmZ4X8BzyxoaYixAx22/WTYp086YtDsQ055eF8yvmgoLyJh466Z/c6b5z8SmH88CN/5rNiBki1K5jVSOkjO+CVci1gUa7nqsCtqAwORosKFwA4GXM/Jbqv98I4AxmvjLxmVMBfJiZzyeim9DiBQXtbHDO9kQ0m4gunKL+5KKhQ8GRp7oVNskOBZdfQXMoLN+QTa/lufwKklsB0F0BYty/w1MwnhfiPfAo0/YOBY99prklYqG7AtrToaCV8fdBmEPBMBqhjS9pHDf0nTg8BqpbweFDqOTFdSiIPgihjGEYhmE0DULlFeMx/oAFRDSY+Ls8dzeICgA+B8DxqGhr0BYU3lj7HyIqEtEriOh7AB4F8Oop75nC4JZRvPPBJ7BqxOFQEPwKolth81a8/e5HnQ4Fya+wcuMI3upyKzwzgstuFRwKG7bg0pUPZBwK/UNb8GbBoSA5AcS4f8FTAMhOAMmHoOVpdbWtQ8Fzn2luiVjIroD2dChoZfx9EG3gUJDi0rvIoWB0Ptr4ksax6jsRPAaiW0HwIQBxHQqiD0IpYxiGYRjNhIoU5Q/AEDP3Jf6uTjSzBsAhiX8fXE2rMR/A8QBuIqJHAJwJ4JpWihnFkAcAIKJFAF4H4BUAVgI4B8DhzJy9k28CtZCHEjNWjYyid57boeDyK6TdCpJDIfnIZjqvmPAh1LsVFIdCop2kQ6EgOBR6FIdC7RH+dNz/uI8h5SkAUOdKSDoBJLdCkryuhLrPt5FDIRnykHefFRMOhbRbInbIg+QEaDeHgpRef3xz9rmBW0HLi+JQGD/uDodCbf+3m0PBQh6yTKOQB9f4kvwKtZCHzHm3U3Yo1DlSkn6DpI8h4TAAUPddMFmHQi3kITO/VEMe0mUs5MGzrnZ9jNpCHtzpFvLgV0bCQh4m358GTMuQhwP24KWXnhOlrrn/9lst5KEHwH0AXoTKQsIAgNcx85+Ez9+ENnYoPAHgMQBfBfALZt5CRA8zc1Zi0CSOnzuH/+foQzPpmg/A26GgxKRLcfdSXZU89w2EFKsveRoAoDjbXaYg3aQAKEgxrRFj70Ni6UtCfC4rX4K+DgfNbTFjrvuGj5Rjudvnr3OXmWKHQis9CRpNcyiEuCWk46j5VmI6FKQyIQsKs2f5t799hzO58OL/cKZ7X8Se9Gwe+O2HshnaRUzMiyVRyqjcDPje7CtSRnGxQSqjLShIeQFSSt4hpGs+BMFVoJ2rUn1RHQrC9ve84XtyXV4LCs/lwSX/7s4Ux6qwT6SbUyiLDUFyuoiCx6CFjog3qSGLA7agkEFcGIt4Ex51wUz7joi5CBET6fs85ngEFFFogAxWbCPeQsO0XFA4cA9eetm5Ueqa+/HfqPuIiF4B4AsAigC+ycz/SkQfAzDIzNekPnsTWrygoClKfwrgr1EJbygR0S8BTP2Sl2EYhmEYhmEYhmG0DRT0I1cIzPwbAL9JpTlXIpn5Bc3ok4a4vMbM7wZwGIDPAngBgHsB7EtEFxHRvKb0TqDEjP4tAVJGIX3FZkXK6BA2lpix3EPWWMsLkjKuE6SMDmGhJB6s5UnywahSRk0KGVHKuORpab8ESBmFbbn58WfaTsoYS6TYuVJG//YlaZ1JGY1ORxyT2vjWzklJynhvi6WMwnlvGIZhGEbrUZ/X4Qo3MvPlqCwuvBbAqwA80oS+iQyOjOLKh9Zg1ci2bJ4gbJRkjQPDW3HF6scwOJzVQkjCxpWbtuJyl5Rx4wjecttDGNjoljJeNpgVNqpSxqFhXLzkXvQPpaSMgrBQEhwCsnxQFSl6yhdVKaQiZXTJEjUp4/J1w3jT4tVZWaWQrrUjiSeXrtmI1/zqDix7sj49Jr5Sxpgixc6UMiqiOWmfrV6H8z97o0OwaFJGo/ORx6R73APKOSlJGe8fwgVfW9I6KaNy3huGYRhGsyCqhCHH+Os2VCmjWIjoQ8z8iSnoj0rNoVCRMm5D77w5TpGiS9iYljXWSRmHR9G3u1vwWCdlTJSplzIm0jeO4LS9klJGt7BxXP6XkjImHQqlMqN/aBhnLKhKBmdPCAOTwsKaQyEtOAQmHApp+aAka0ziK190SSHry0zklZKCxYQsseZQcEkZkyKwPFLGpEMh3U7NoZAWT1JC1rjsyU04+8CElDGyQyGvlLGReFHL6wopYwNZpXOfSfLF5L6cSimjORSymEPBLy+HQyE99moOhYysMeE8SJ8rkvyw7lxNSxkT8/eUSRmTsshEf82h4PF5Lc8cCu50cyhkk82h4E43h4Kc16UOhd6D9uSl71gUpa45/3BNV+2j0AWFx5j5WVPQH5Xj5s7m/37uoZn0nh5/0VpBkB9qgkdJvqiJFL2ljIoUUCqjyQdFKWXEGKBygGhPEm61WspYUORhcz/7e2d6R0kZQ457xOMbE3W/iILFLpIySm+SAMQL3MLz3TdQQQsKv/tw3o9X8L3A1C4UpZsB9S0Pnjf7IQsKAXWJ26kuQgg3PcKiCW+Xb5IkwWLtTRJOFMmjE01cPF8Y+8K8U3zdd8W6vBYUeo/gwaWfd2d6X9jHvUnyXoRQb7iE4xiy0CER06jfLLpmQUFZGHMRdHy1hWJBBOt7DmnttOtbHmIjjcmYi3+2oDApeg/ek5e98wVR6pr997/sqn0Uepa09FmNEjNWjozKDgWHX0F1K2yWfQwuv0KJGSsCHArLN2TzVIcCVx0K6TKaQ0BxKIgOgQDvgY8PoVH75lBokUNBibEWvQMB7fu4FSZTxmc7zaFgdDPamNTPVcmhoPhOJFeClK7U5TvvGIZhGIbRekIXFFr6todVW7fhqkfX4NatDoeC4FcQ3QrDo7jivscwuMXhUBD8CgObtuJtdz2SdStsHMFbHW4FAFj5zAguu1VwKPTfj5UbHA6F9cO4xOFXEB0CgieglufyK4R4DzQfguRwkPLa2aHw6l/ejmVrNmbqikVLHQpKjLXoHQho39etEFrGdzvNoWB0M9IYBrRzVZiPBLcCoLgSpHSlrpB5xzAMwzCaR/UtDzH+ugwx5IGItgJwPftFAOYws/bKySmhFvJQYsatW7fh1N0qDoVkyIPkV0i7FWohDyVmDG4ZRV/VrZD2MST9CnXehaRbIVFX0q0A5HMorNywBafvM7/O01DLq/MrzEq4EhyugLQnAECdKyHpV5DcCkmkvHR6Oek2SDkckmWSeUnvQjs5FAqJfbxszUacfdBe423EDnloiUMh0UbaIVBXJpmXiKXO274U/5z8fF4fgpRe5zvJu53d5FCwkIcsFvIAIDuGkyEPmXN13IdQPx/VQh5c3gMky6T8Cs70hNMkXVct5CHvvGMhD351WciDgIU85MdCHvzrCsFCHtqe3kP24mXvfmGUumb/3c+7ah9pCwq3MfMpTe6PijkUzKHggzkU8rehYg4Fj141KGMLCo50W1Dwqgswh4KALSi4ytiCghNbUMiPLSj41xWCLSi0PbagIKM9ZdDSsAYn7D6vysrNizQNcCHgJkkoo9Ul3SBz2d0zbVvI9yIO8k21RaP6M/q3L211F/LT4seppJt9baGhGa/R0RYMOw1SLnJ45gxnennZB2I1DhQdXx/axarUX+nChwKOVZOem5N6FvSlqb2ZwpeysANmaDcEQp6yBiIuzIUsJEoLlsK5Wv7Zm/3bcCKMYUAex9IYVt7ygLKwr1g+f0k8J4TrCe0mTb4I8mqjUkbKa/XiQIuvaAK+u/j2j8VpmwgoKgvSaQohN6H++1caw+oMId44B3wXKOeXiO93jrbQEHWRLebbVZRt9Fzc58e/EqFDnUc3vvIxBtoZtx8RvVf6a1oPHZSYMbBVljK6hI2+ssbxPIewscSMFZsEKaND1jie5xA2lpixbEiWMrqEjaVyVdYYSUoYVaQ4DaSMsYSNTZMy+koJI0sZfWSNIXUFbb8mrTMpo9HFaOe3KEPVpIz3RpQy+gpk7dwzDMMwmgXBHAoC2oJCEcA8APOFv5Zx6+g2vOuxNbhtNCtlXLV1G658OCts1GSN77j/caxySBklYePA5q14+92PZqWMm7bicknKuHEEb7ntIQxsTEkZN2zBpSsfcEoZ+4e24M0OKeOKoWFcvORe9A9NXkoYKlL0SW9UptOkjLGEjU2RMmpSwiZIGX1ljSF1hW2/Iq0zKaPRxUhCUlGGqkkZ7x/CBV9bEkfKGCSQlc9jwzAMwzCag+ZQuJWZT21yf1SOmzObf/ScipTxttFtOGVuTco48Zm0sLFQk7ClZI1JweKqLaPorUkZk6K3lLBRlDIm0rNSxkTexhGctldNytgznp6UMhY0KWNN/lhm9A8N44wFNfngRHpaVigJGyVZYxIpzzfdldeJUsZkXcm83T53XftJGRvIF6dayiila7LGRtsZY/updq6kxYvJujpEykgz5DK+MdjFcz7tF7d78qE88HtHDHDM+GvtkVEpzll79NzXbxDgY/B2KwByyINaxm9beMdEevqc4B0J+WLinOTtYxPpaSljYk6oky+WhXRNyjh3xkS/PM5hIHuuFs//todD4UgeXPEf7kzfmGU15CEgltnznFBDHnxjqUPisltNyLwT06EgnY+OH70aUTj5n/3m4t4jeHDZF/M3EBR3HzAXS2M16FyJ7H2QaHXIg+Q7Ed0tkc/VEJ+RQOFZV3aVH6BG77P25uXvf3GUumb9n5901T7qLCnjnNn8w8MOzaRrbjLpul6SH2qxMZKUUUoHZGGj5DbQ6uoRpYxKLKawPVIsOYUI6DzbBuJKGaW6tP0yY447xrww219wGbqgkCGmlLEZj1MFyBqjom2j57ivlIkYB9yMBYVZs73b5x1uSZj/gsJhPHD9Rx0NRLzACZEyajcDviJHTaQYcXFCvBnU3Api+8INz/Ydcvs7BKmaKnKULnz9fAjAxIJCGlLmYgmvBYW+I3mwX4gB9r3Z1sZqMxYhlLqiCh5jSvNCiCmSjDmHBJx3Up+9FxSkcRxyrIKkn74iwRYLTDViXgNIqN9rngvl2kKiRMj5HTAuCs++qqtulmv0PntvXvHBl0Spa+Y7/rur9pF29ryoab3wJNShILoVNIeCI6/EjBWb3Q6FFQEOheUbsum1PJdfocRVh4LLrbBWcQiI3oHucSjo228OhUbpkyrj6VCI5WMI6bM5FIzpijiOVbeC5lAQ5jDJreDrUAg4Vw3DMAxjSihQnL8uQ1xQYOZnmtkRH24d3Yb3PCE7FK56NOtQEN0KW0bxzgefwKoRh0NB8CsMDG/FFasfw+BwKn3TVrztrkcybgWg4lB4q8OvsPKZEVx264NY+cxIpozkV1ixfhiXuNwK64fxppvvcTsERO+A4ipQvAs+6bW8qXYo6Nvvrm/ZU5vw2mvvxPKnN9WlL12zEa/51R1Y9mR9ei1vWjoUtDKe3oOYPoaGfXbEizd0KHi4EsyhYHQS8jh2n0PSPAXITgTRrRDkUPD3nRiGYRiG0TzEkId2pBby4OdQcKcnvQerRkbRO8/tUEj6FeocCsOj6NtddysAEyEPab/CuNuAGSufGcHpe89zOhSSfoVayEParaA5FOpcCYk8KibSE64CqotZr/cO+KZTOm+KHAp1ddU5FNLbMlFfLeShVGYsf3oTztq/6lCYnXAoPLkJZx+4p3NfTiuHgpSeeLzZ13sQw8eQfIw607eCe/vHx73LoRDiSpDSLeTBL8+FhTwEtN/40ev0eK2FPGTcCtsTboXkPIWJkIeME0FyKyTntpwOhVrIg4/vxEIeXEUs5MFdxkIe8vbJQh4iYiEPHU3voXvzin/48yh1zXzrj7pqH7VsQYGI/g+AdwIoAfg1M7+/URlzKJhDwacucyhMMeZQ8K/LFhTyYwsKAe2bQ8EWFNJFbEHBXcYWFPL2yRYUImILCh1N76H7cP8/xVlQmHHZf3XVPlJuxacOInohgFcBOImZdxDRfnnKMcYl0nUEzRsBN0PiDW1BrkvKKwsXZNoNT2mX/4aKCwpl6eZV3hb1ZsxJEyZnBel4AWH7cv5Xb3BnfK77YqFy0YXv0e0ahIWLQu+nhAKf9myAgIKjDVbGBHvOB9Skm5SQb0HfC09pIQkAjQkdKCo3ib6LjNqXpLQ4oJzfVHLnSTNu0KKosI8Lf/2fSqFvezRAQEHY9+KNjbAdIbZ3rQx5Wt0VOz1JNynC+SXeoAHKjYV23jdj4TniQqZ2bktVSWWUuuiEfxBy/llu310TuJhdkKaQNzaQ3xsb9G6FLE4I40j57hC3s7WXn/JbLrR+ieeqUCj2WyYkhHFMB71TKXRVvPaNjqBVp9wVAD7JzDsAgJm9AiBLzBhUpIwuYaMqZdziL2Xs3yzIGjcpUkaHsFGSNdbyJCnjsvX5ZY1AVVi4LkRkmF/kGF3wGF3KKGyL0L5L1hiTrpMy+kgRW92+SRkNow5dyiifd4vvkaSMQrrj8+Pte0oZDcMwDKNpEIBiIc5fl9GqLToSwPOIqJ+IFhPRadIHiehyIhokosGN1UdAbxvdhveuWYM/bstKGW8d3YZ3PZYVNkqyxsGRUVz50BqsGsnWJQkbB4dHccV9j2EwLWvcvBVvv/tRt5Rx01Zc7pIyCrJGoCJlvGwwK2zsH9qCN/ffn1vWCAArhoZx8ZJ70T/kIzL0EzlGFTxGlzIK2yLIIiVZYwjJMTy0ZeKR866SMnqWaWr7JmWMQnIcr9+QPceMzkY6V6T5CACW3Lce53/5FoeUUZA1Cp8HGkgZI51fdWN4fVYebBidgI1jw2gRhMrTezH+uowpcygQ0fUA9ndkfRjAvwK4EZVnYk4D8GMAh3ODzhw7Zzb/4NCKlPGP27bh5DlVKWPiadK0sFGSMvb00Hj6qpFt6J1XSU8+1p8WNhYSgsXBLaPoc8ka01LGRF5Syjgu2kulF2f31LVfJ2xMtJ+UNSbbSMoagXqRYP/QMM5Y4JAyJmWNaZFiDpFj3ecnKXiMKWXUtqU4q2ciPSGLLCYEl0lZIyCHPBDR9JQyTqLMlLc/3aWMM4W49JP+yZ3uMYYBoO/kw3nghn/JZoTEZ4qfV+qSYke1uHQpNtrXrQDIfgMplloLOZDq0rwLu4R2JIfDdrc7AwB4ayUvI2XckRAvJuajSjtuKePEXFyfnpzD0lJGmt0z0X5SyliTNabOLy3kwWcc9/UdxYMDXxN2iufj2iFx4SGOkKC6/B5jDwt5iHjea0jtaLHkMY/lmHDeSeeq4lCg4/7ene47F/cdxQODV2frCQl58BwrAOR9H9R+xPOr1YScX2PC/N2McQ94n6t00BVynuc47hR6D9+H+z/2iih1zXjj97tqH7VEykhEvwPwKWa+sfrvBwGcyczZn0ASHDt7Nn/v2Ydm0pXwVPm6XgidLARIGUNEjpIUUhMJiiJHQfwIyN4DSRapeRKaIXjUpIzlAO+BhLafJXZsdl9MHPiLlfkXFAImIzX+uAtXOXOj7BdxHIdIl2KWkfqsLSgIeTRnjlxGWISQLnwLp37U7yL2lMN54MZ/zfvxCr6ym2Zd+Ep1aRdrokgxomBRW9AQFg54h3ADoywowPH6ZQDgUVlKydJcHBKWMFP4Xpvr/pIW2wbQ85rveiwoHM39A9905hEEx5EQFy7evAHK4oBy7RXzJk28GfE/h9hXwKcRciMYIKX035cRFxS0816YowuHvttzQcE9jn3HMKCMY23/SvvLd79reSFjJWRMxiREoCrts5LnQgMQV9joK2sEUHjWlV11s1yj7/B9uP/jfxGlrp7Xf6+t9hERfYqZP9AoTaJVIQ+/APBCACCiIwHMBJB9BlKgxIzBUX+Hgo9boZbn8iv4uhVqeS6/guRWGM9z+BV83QpanuRWGM9zOAl83QrjeREdClK/NIeCvC2e7Sv72QfNlRDkUOgkh0Gz2g/wHljMtjEdEc+VBvOO6IGR3AqKQ8E572nnqjInGIZhGEZUKFK4Q3v+GPgSR5rwWrosrVpQ+CaAw4noLgA/AnBxo3CHJLdt24a/e1J2KLzniaxDQXMrXPlw1q0AyH6FwS2jeMf9j2PVlnxuBUD2K0huBaDiV3jLbQ9hYGPKoeDpVhjPc/gVJLcCIDsJfN0KQFyHgtQvzaEgb4u/D0Lbzz5IsclBDoV2dhg0q30PV4IWlz1dnAiGkUR0hCjzjuiBkdwKikNBnPdU34k8JxiGYRhGdAoU569NIKIriOhOAEcR0R2Jv4cB3JG7nlaEPIRSC3kIdSgk02shD2m3QjLkIe1XSLoSVm0ZRW/VoZD0ISTdCgBEv4LkVkg+il9ixsDGEZy2V9WhUA15yOtWACYe/U77FWohD5JboZbnchLkdSvEdijUQh7S7Uv9TZLOKyRcCXl8EMBEyEN6P4eGPDhjkx3pqkMh0JXQFQ6FuuOV05XQwJPgzLOQhwwW8tB9IQ/pcV8LeXDNOzw+F6c8MKVEesqVIKZXQx7S814t5CF9DidDHtLnvYU8eORZyINfG4CFPLiwkAc3FvLQVo/zx6LvOQu4/5N/GaWunou+0xb7iIj2ALAXgE8A+GAiawszP5O7nk5cUEhjDgVzKPhiDoUuwBwKchlbUMhiCwpuzKGQwRYUpCxbUHCn24JCBltQcKfbgkJH0/fcBbzy06+MUlfx/G+33T4ioiKAhQDGv4CZ+bE8ZYXb6vaE4R6/Ze16X5ofxfNA/jIhRzx9I2LeBIdQEKJaSsKOKUaNglG+uEJu0gRqb3/woSz0TauLA46/D+LCQcxFgzZ6zGqyaItfTVs4iEXIxY9qdp/qeYdABc+vD+VC1oVqwybhWEmLAxpSXaSML6mMuJCkXNxJK+I7A8ajtM+0xQlpdX2Gsi/FuVDoc8BCgzgXB8z3zvpBKLN720nYDhK+N6SbNwAg4X3jpN2kSWNPGt/a+e57M1ZWFmrFDGURQmxfOoe1bYl4fofcpPqe9024wmYUMFbOLjoXhGNSgDzupHGsfjVK+1Eaw7HfiCJRiPgdGLT4FbGMepMjEHXcR/yBphvo0u0moisBfATAWkzcwDGAE/OU78i9UmLGKkXKOBhRyujKU6WMjvTxPIewUZI11vJcwkZfWeN4nkvKqIkcBWGjr6xxIk+QH8aUMmqCSc9tEetS9rMPvvLFjpQiNqt9T/miiRcNIx+NzlVZLBtJythorhCEkYZhGIZh5ObdAI5i5uOY+YTqX67FBKBDFxT+uG0b3vf0Gty+Pfuo5m2j2/DeNVlhoyRrXLV1G6561C1llISNg1tG8c4Hn8CqkdFMukvWCMjCRknWCMjCRl9ZIyCLBCVZIyALG31ljZU8QX4YU8qoCSY9t0Wrq3/DFly68oEpkzJKErToUkSHxFDLi1kmfvt+8kUTLxpGPrTzThbL+skatbrU814RRhqGYRhGXKjyhEKMv/bjcQCbG35KoKMcCsfMns3fPaQiZbx9+zacNLtesAggI2ysPeGdX8pYX1cyLylSXDUyit55WSljUtYIQBQ2NpI11vJcwsa8skYAorCxkawRkIWNvrLG8TyHsDGGlLH2aGy6v0nybotW165tY859edA1A1GkjKJ8sYF4UcuTRIbdIGWsG1+e8kVneswJ3tehID12DgCzZzuTaZbgSQBkh4LwS66/Q+E5PLj4k3k/XsHzUUs15EH6RVoLefCN/1bjsqVHzwN8CFL7giehkueO5RYdCoInQcvjbZW6XOcj7yiN59WJZcfnTw9ZoyBlpFlFd/tpKWNirvR5r3dv3zG8YuV3nHliaIPkUNBCHqQyaly65/gOCXkI8SEEuEvU8zhW+9q+9D2/Q9wWop9F2RZhzvd1KPT2HcvL+r+brUcKeaCAkAclTMLbe9CskIeQR/tj1uXrLgHAJcnREdGhEOKwED8vH8vCwe9oOz9ADPqO2JdXfv68KHUVX3l1W+0jIvpPAEcB+DWA8YsJZv5crvIdtaAwazZ/++BDM+natbgY2iaErWr3FOI9QkSRoyYLbIbIUWoD8O+zLnh0l9GkjFJMbYinQvIhlJS6SjvcXwSH/HZVFCljVIfCdHElSMgnq3+ZEKT9H9IvSdgoLRoAoBmK5NHVfN/H/BYUTn0uD978aa82RKTvoIALH/XmRbzAChC9+d6kKBeRQYsQ0mKDuDiQfWpunJHs03FaXQDA293bI3pmFO8BSd85wnmvSRlnvPH7HgsKx/LS/h+4+6QsELiQbt4qee7jqLUh3sCFSOt8paMxzyGtvpjnsLaQKJZpgixTQ4hxLzz7Kq+5+NTe43hp/w+z1QcsfhWlsaqOb/dcJAoeY/sIfO9hYi40hCzkSWJPQJQvessatfZjyhoVCgdd0VY3y7Ho8gWFf3alM/NH85TvKCmjYRiGYRiGYRiGYTSdLvrBLklt4YCI5jKz8iuEm7YM4mhEiRmrtilSRoew0VfWWMuTpIyirHGLImWURI4OWWMtzyVs9JU11vJcIkFVyshVMWG6jCI4bJaU0dVOkJRR2sYG+2X5Bvd+9sGkjJ51KSJFky8axtSgnnfKXOUja2xUl68U0jAMwzCiQ93rUCCis4jobgD3VP99EhH937zl22+LcvDH7dvwgbWClHHbNvzdk1kpoyZrfNdjWVkjIAsbRVnjyCiufGgNVo1k65KEjZKsEZCFjb6yRkAWNkqyRqAiLLzEIWyUhIXNkjJK7YRKGV3bqO2Xlc+M4LJb3fJLH5omZWyKFLEZUka3eFHLM/miYUwO9bwT5ipfWaNWlzbvSe0YhmEYxpTQpQsKAL4A4M8BbAAAZr4dwPPzFu5Ih4KXlLHgTq85FNKyRk3KmKyrPj0hZRzZht55cyakiEmRY0LY2EjWOJ7nEDbmlTVW2ncLGyVZY1oKmRQ2JuWLSWHhePtTLGVMChOT7SRljXmljLVY3/Q21hwK6f0CTDgU0vsy1KEwpVLGBvLFTpIyjgs00+LFZJm8UkZzKLibN4dCFnMoAHCfdzWHQnquGp9X88oaMeFQyDvvcUrKmGzHHAoOzKEglDGHQhpzKHhiDgWRrnUoHLkfr/zyRVHqKv75V9pqHxFRPzOfQUS3MfMp1bTbmfmkXOU7cUEhTcg9Qlwpo1bGU2QYIHjURIpSGV9ZIwD0zHKXkaR5miyyGVJGURAGWb5YHpPbL+9yfxE/69rbck8KfYfvw/0f/wt3ZhPki0GCw3Yl+snahH0T0i/JOqstKBT99DiFM//Nf0FhaS7xb2NCLvCkeUL7PhNuIMQbmJi2e+0iLmQRYud2d7q0oLBVWDQAwqSMO4QL2YC5WPvOc9alSRkv+UHucXxq73F8c/9/O/MK0lsePN/+UCnjPo7SzZtWn/fNG+B/4xwyVkPeyBKwkBd0YxVzQUHclogLCs+60nNB4XhevOInmXRxcUAYw4A8vrQFs2a8EUVDHfsuYi5ohCykaQsKwtscvN/+AIS9xUUiYHGoexcUFvLK//vqKHUVX/KlttpHRPRTAJ8D8GUAZwB4F4A+Zn5NnvJt+cxFIxo5FFZJDgUhXXMouPJ83Qq1PJdfQXIrjOc5/Aq+boXxPIdfQXIrjOc5PAKaQ2Hp2jZ1KHi6EhrtF8lV4YNvzHBUh0FkH4FvmWa1bxjG1KHOOx5uhUZlXOkT9bmdDIZhGIYRFUI3hzy8HcA7ARwEYA2Ak6v/zkVbblEjNIfCH7dtw/uezuZJboVbR7fhPU+4HQqSX8HXrQDIfgXJrQDIfgVftwIg+xUktwIgewQ0H8Gbbr6nPR0Knq4Ebb9orgoffGOGGzoUvBwGgT6CSGWmpH1zJRhGUxHnF0+3glZGSq/UJzsZDMMwDMPIBzMPMfPrmXkhM+/HzG9g5g15y3dkyEPaoZD2HrjyQh0Krry8bgVgIuQh7Vdo5Fao5bn8CnndCgBEv0Ijt8J4XsIjUAt5SPsIxmPcU26DOh9ECxwKycds87oSaiEP6f0CTIQ8pPdlaMiDryvBme7pSgjyETRIDykTpa5CKi+PK8FCHtzNW8hD/jYAC3mohjxk5p3xuTinWwGQ3TFVMnWlHQoJJ4OFPDiwkAe/dizkwZFuIQ/udAt5kOjakIejFvLKr78+Sl3FF36+LfYREb2fmT9NRF8CkBnUzHxVrno6bUHhmwcemkkPcigI19vaPUWYQ0FKdzekxbgXBYeB5iooCk4E0aGg1CU5FGRPg79DQUNyGMR0KNTEi+489wR96A23519QeM4C7v83waEgoQzKpjgR2vPRrAY34QGSlFYSsqAwc4Z/GeFionjOp/0WFHqP4MFlX8z78fiIiwABIkWxjYDFiRBpm7Q4oV147trhTt8mLAJIiwYAeEv2TTYAgFFF5Ljd3b7oNxD8NyHEciic0ns8L17xM6+2pZshVVon3HBJskYAKEoLBwELGuIihHjDESA4DBCohggeg26spPMoZEFBQppbtHmdBPeU543YKb0n8E3Lf56tRzrukceqdE5oixByXQFlAhYuorURspCnjVVpfAvzvfh9A8iLbCGLfxLagsKBb2uLm+XY9B29P6+8+g1R6iou+mxb7CMieiUz/4qILnblM/N38tTj9zOWYRiGYRiGYRiGYRgdDTP/qvrfXAsHEm36c51OiRm3alJGR54qawyQMvrIGrU8SdY4nucQNpaYsWKzW8q4IkDKuHyDWzAoiQlFwWFsKaMjfaKuqZcyavtFkl/64C1S1KSMbSpFbFb7hmE0H/Fc9ZQ1ankmZTQMwzDahgLF+WsziOg6Itoz8e+9iOjavOU7ckHh9u3b8IF1a3DHDoeUURA2irLG0W1475qsrBGQhY2+ssZankvYKMkagYqw8Z0PPoFVIykp4/BWXLH6MQwOp9I3bcXb7nokI2sEKiLBtzqEjSufGcFltwpSxg1bcOnKB7JSRkFwGFXKKKRX6pp6KaO2XzT5pQ++8kVJgFbJa5IUURAfSnm+6aFlDMNoPvJcIcxhimDRpIyGYRhG29O9b3nYl5k31f7BzBsB7Je3cEc6FErMuGPHNpw4y0/KmEyvhRinZY3JRSNNyphH1ghAzJNkjcmY+EreKHrnVaSMNYdCiRmDw6Po212XNQITDoW0sFGUMiZFipKUMSU4HG8/gpSx/vP16eNSxCmUMtYcCi4pY82hkN6XoQ6F3PJFRbzYSLIYRYpYO1Zp8WG6jCPPN92rjDkU/MuYQ8GjDXMoiFQdCum5gpNSxuRcNS7UdYsXtbypkjKaQ8EcCr7ti5hDwVHGHApOzKHQ0fQdcwCv/NYlUeoqnvXJttpHRLQKwN8w82PVfz8bwM+Z+dRc5TtpQeHoWbP5P/c/NJMeci3eLAm8bzs9PXIjIfJDKU8WLAo3YkDdGyDy1aVIGQWZoCZrlKSMknxRkjUCwJggX5TEi1qZw2+6I46UMUDUKdKJN84x64q5oCCVadZj1lL7M2cqZYQxI5wrvnKgvr4jebD/K3k/Hh/peyvINh9gbhdvkjzf/gCAQy48dwlvedgpLCgMC4sGUBYUlEUIUcq4Q+izIsgVEUSOsaSMJ/eeyDcsu8aZ53szFGLO127sihAM/UIZaQFC65to9GdlIcv37SaA/3mnLQpKFnzpfADkGyvx7Q/xbkSlRYNKnnA953kjJo1j8S0PAW8kCVmECFn8CqGVCxrSOQQABeEcVt9IIo1j37c/KGXU88sX5RqocMBb2+pmORbNXFAgopcB+CKAIoBvMPMnU/nvBfAWAGMA1gO4lJkfDe1Ptb2rASwGQACeB+ByZs4V9tCmdx06JWbcul12Fbj8CqpDwZE+nufpUHClNyqjeRdcfgVft8J4niPuX3Ir1PIkh4LTO6A5DBTvgY9boVFdosNBcygI26jtF8lV4YO3Q6GNHQZB7d/5pPkQDKMLCfLABHoXzKFgGIZhNAuiQpQ/vQ0qAvgKgJcDOBbAa4no2NTHbgPQx8wnAvgpgE9PZruY+XcATgXwYwA/AtCbdzEB6NAFhdt3bMOH1rsdCpJfQXQobNuGv3vS7VCQ/AqaW8GVXsvz9S5IfoXBLaN4x/2PY9WWfG4FQPYrrNw4grfc9hAGNrodCpcNZj0CkndAcxhI3gNft4JWl+ZwEB0KgidC2y+aq8IHX1dCTO9BbIeBt0Ph7qdx3r+ZD8EwuhF5DnPPeVqeORQMwzCM9oCa5VA4HcADzPwQM+9E5Qb/VckPMPONzFy74VsB4OCgLSI6uvrfUwE8C8CT1b9nVdPy1dOJIQ+NHArJvKQrQXIr1DkUUnW5/Apph0Ly8+l0X+9CMuQh7VdIuhJWbRlF73yHQyHhVgAg+hWSPoSBjSM4ba95dW6FWl6dXyHhY3C6FVIOg4xDIeE9GI/993ArSA6FWsiD5Fao9TnpUBhLuhLqHAoJT0JivwCoK5Pcl6EhD3ldCY08Cc68Bt6DmD4ErzI5fAy5sZAHpYyFPGSwkAd3+1MQ8pCZ28bnaLc3xpkneBdiORQs5MFCHtztW8iDTxkLeRDyLOShS0MeDuSB714Wpa7C6R9/FMBQIulqZr4aAIjoAgAvY+a3VP/9RgBnMPOVrrqI6MsAnmbmj/v2g4iuZubLiehGRzYz85/lqUcwDLQ3RSKcMnuuV16RCKfOcaf3zpXrcuUVidC3W/70RmVOmyeXOX2+u8zpu+/mTD9jj2z6eN6e85zpZ+49Xyxz1j7ZvCIRzlqweza9QDh7vz3cdRUI5yzM5hULhHP2l9L39K/LkV7r89n7OvosbUuD/eLal74UCwUsOnb//OnFAhYdl03X8orFAhYdf0Du9GaV0eoyDKOz8Z3bGpY5ZqFY5vlHu/MMwzAMIyqEmC6woRiLLkT0BgB9ABYFVnFd9b+XMfNDof3orAUFdi+Iacc26o+IIWPIs/2xMfmJkZ4QA67wS6UkLNSkiFwQJFnCr55SOhAmGpTKaO34woIILCq+8sVmiQxbjW/fpKcQtLpU62oT9k3MCUmta6qfqiCgkP364AZxgbEQ7draL6XScBHrUuYCqUzB34JPJaFjyr4Ueyb9uqo8zUIz3Hk8UzPnC79+SuNLGXfec67SLT8IJZ7lzCkLxyvk19WicC5qhnjpPJJ+QWVWBMhCn8WLP+WruVCUftVXfvWUxrF2roodEMoUlUtZ3ycOtKcKfHHMkRN5seZKQpmVN/6km1WuI0kaq0oZKUd82iHgOlZD2h7pHNbwPb+lc7tSmTu5II1hQB4v4tMmyneENI6172jffdbO15NTSYih3581AA5J/PvgalodRPRiAB8GsIiZhdc/NeRDAH6Ciochd4hDmpaMBiI6mYhWENEfiWiQiE73KV9ixm0hUkYPWWMtzyVs1GSNrvRaXojI0SVs9JU11vJWbBKkjIJgsMSM5RuyYkJNZOgSHwKyMDFcyugu0xVSRpMiGobRwQTNYYEiR5MyGoZhGF3GAIAjiOgwIpoJ4DUA6mKbiOgUAF8H8FfMnBUT5ecZIvo9gMOJ6Jr0X95KWrW89GkAH2XmkwH8EzzNlHfs2Ia/37AGdzriRUUp4/Zt+MDarJRRkjUCsrBRkjVK6YAucnTJGgFZ2OgrawSAgc1b8fa7H81KGTdtxeV3PIyBTdl42ZXPjOCyWx1SRkFkKIkPa3kuYWKYlNFdJraU8a3CfokqZfSQL5oU0TCMTkCdj0SxrL/I0aSMhmEYRtOg5kgZmXkMwJUArgWwGsB/M/OfiOhjRPRX1Y99BsA8AD+p/kCf++Y/xStQuRdfD+Czjr9ctETKSETXAvgmM/+YiF4L4JXM/LpG5Y6eOZv/38KKlPHOndtwwsx68SKQlTIm5YeSlNGVXstzCRvT6dLnAYgix0ayxlqeS9iYV9YIAMWEfDEpEiwmygxs2orT9qymz+qpa79Oypgo45QypsSHmpRxvC4PKSNXf4VKl6mFb8SQMo6N7nLuFwAojZWd+9JbyvjJv6z2N6d8MYfIsCVSxNh0WshDyK+iIWWkfvUEPE4rtF984ec9pYxH8eDA1zLpbR3yIBEz5EESvWn9ksoo8i7eJTzZuENY5ByRpYySsJG3Kgumo9lFawDAzur8mZ5fanO3QyzLSfliDpEjb594lHpyUsaT+Lqlv3PmxRTKScLEmCJHSeKolekh9xgKEs1pIQ++AlXpfACAMbeEjseUJ32lc0WoK2gOkQgIeSgsvMxTyngSX7/0N9l6JOmmKmWMN+5DBI8h+EohNbxDHpRzpSidX5r0VBqrkqxR+46QxrcWAhRx7PuO406h77iDeOBHV0Spq3DiP7bFPiKi7zHzG4no/cwc/OrJVi0oHIPKqguh8pTE2cz8qPDZywFcDgALiz29PzngOZnPhNwjhNxv+LYRUka7R5LuH4oz5A7U3syQKTPb3VBR+HyljLsDtUWLND1COoC6xYYkqsNBuBmSYnBLO+SJc0zIqy0o+JR5zi13qpNCcgw/a8FuvQ9//UL3B5s1+NqxDUCOS4u5OKDdhMfEN5ZcW2iIuf3SgsKLvtjwi61uHD9rYe9Dj/xM+3gGLc7bl5gXuCFtiAsa0o2V9j0rLij4X3iytKCwTVlQ2JR9CgxQ3v4AAI4n6gCMLyhkEJwLGrzLfbxYmddnvPH7uefigw45uHfw3tu8+lQIuEkKuUnzXYTQFgHkBQX3+Aq5SYp6rmg3PNJNkvR2EyiLb+INV4AFX1pI1dwO0lse9nuz11x88CEH9d5630D2MwHjzneOBOQFipiuhGbM91o7IYsWPQX3uJPOIQAolIRxLC0oSGMbkRcUAhYaunpB4b/fGaWuwvEfbot9RER3A3gxgN8CeAFSBhBmfiZPPVN2p0BE1xPRXY6/VwG4AsB7mPkQAO8B8J9SPcx8NTP3MXPfnoWJX8JVh4Ijz9etMJ4nOBSkdJdzQcsL9S6IbgXFodC/2e1dkHwAkkdA8w4sW59NB5rnUFjydJMcCg4fhURyDO+7x+yJekK8B0L8sWFMNXXjeN89W90dowMJ8sA0dCi481wkx/A+C/YJ2wjDaDF143hfG8eGYUyKrwH4A4CjAaxK/Q3mrWTKFhSY+cXMfLzj75cALgZQ+3nrJwC8pIyqQ2HHNnxofdah4OtWAGS/gpQuORe0vEbeBZdfYdXWbbjyYYdbYcso3vngE1g1kn0cdXB4FFfc9xgGU34FzQcgeQT6N2zBZYMOt8LQFry5hQ6F5euG8abFq6feoSD4KHzxdSVoDgXDMIx2J8wD43YrAMCSe9fh/M8vxtJ7zaFgGIZhTDFNcig0E2b+D2Y+BhUVweHMfFji7/C89bQq5GE1gCuY+SYiehGATzNzb6NykkMh7R2QHAo+bgVXnpTeyK3gypPKJEMe0n6F2tPaabdC0oewamQUvfMmHAq1kIcSMwa3jKKv6leohTxk3AqJkIeMX6Ea8pB2KxQFh0Iy5GEqHQoTMbj1bSRDHmI4FJJlkvusUchDkr7nLuCVn35lpR5PV4Iz3UIe/PIs5MGZnCfkIUlf39HcP/DNvB8HYCEPItMo5MHHA1MLecg4FHakHAr3rsc5R1UdCg1CHpKcdOrJfO3S6/N8dBwLebCQBydNDnlIIrlALOTBQh6cWMjDpOg7/mAe+J+rotRVOPoDbbePiOhcAEcw87eIaAGA+cz8cJ6yTbq6zvBWAF8koh4A21GNBctLkQgnz5or5p0yO5unpZ86R67Llael986V63LlNSrTt5u7zGnz3Omnz99NrOuM3bN5RSKcsec8scyZe2XzikQ4a5/5zvSz993dXVeBcM7CPdzp+0vpe8p1SWUcbWh9KxLhrAXudNe21/KkfeZDsVjAouP2d6cff0DudMMwjE5Am8PEea9QwKJjs/NkLe/5xyyM2kfDMAzDmG4Q0T8D6ANwFIBvAZgJ4PsAzslTviULCsy8BEDDJxIy5RAmSXfh+QNe0whYG0ehIP/6xUJe8g0I9XUJvxJDlh/6pmv90iTxkrCRS8KvRsq2SHm1Ny20FTHfTNAslH0vl4loUJWeRFD3pWefHa6OxmWa9GaIKa6LUcBYeaZnGcU46wmx/69PvoTY0AsFPzs/AFBB2C8h57b0tEOPYsGf6T6ONEM+vtwj/IodcXzTDOHzwneXP4SSMIal41UWLpnEX+GVugrKGJbeliK/5UERMwtXFSHXGhLa9otvrBDeLkRQnsyR3pqgvU1BeBJDPL9CnqSSLlz0Cxr/dhwwE0qcPVnEp2mUX9UpIAqaIz6JIBEy32vzt9yOcN6LT2Eo/RKap4JyrhSksSqNe+XtLsLTMaw+bSCdE+btGocQdn3bGfwNgFMA3AoAzPwkEWV/PRZo07sRnRIzbtshiwxdwkZN1qhKGT1EjpKsUctrKHIUpIySrLF/iyJldAgbS8xYsVmRMjqEjSVmLN8gyBo1KeM6ScoopGtSRkeeKmWU2hf6HFPKKGHyRcMwDB1V5Fgu46a780sZDcMwDCOc7nMoJNjJFQ8CAwARuR95F2jLLWrEHTu34R+ecUsZJWGjJGtUpYxCnpguyBq1PFXkKAgbJVnj4MgornxoDVaNZOsa3DKKd9z/OFalpYzDW3HF6scwOJwVOa7ctBWXO8SEK58ZwWW3ClLG/vszgkMAWDE0jIuX3Iv+oXwiRVXKKOSpUkahfanPKzeO4C23PYSBjfXbCLROymgYhjHdUEWO96zD+Z+/CUtMymgYhmEYk+G/iejrAPYkorcCuB7A/8tbuCVSxlCOmjmbr963sZTRlZeWMiYFhy7xopanSRnz1iVJGdPb4hI2pmWNM2fSePqqkW3onTfRfiEpbNwyit6qlDGZPjg8ir7d52ZFimkp46zGUsak4DAtZewfGsYZCxxSxjpZY3EiPSVlTNaVzCuPy7vq60qGdaTbF6WM2xJSxo0jOG2veeP7ctfo2MQ+a6aU0UIe/NKB1oc8SL+YjkkisoBfWGNKGV/yJS85UG/fsbys/7t5Pw4gcshDgHDLl6CQB+nxbq0uSQJXkuV4kqSLt0tSxuwi6zjDbikjhmUpI28V2tkpPLI7pj0arItKM7LG0Yn9UiqXseTe9Ti3KmXsef33PKSMp/BvblnszPOVwKmPkYuiN3mfFMg9JsSQB0WkKNUljVVJ1qi1o22/7zlBmox0TNhOTcq4M/tjCQD5/JLChjRiShn3vdhrLpbkojEFohohwkTvNiLKIvV2/ESWWr+k82hGQR6rPRDmVUm+KMkaAXF8i7JGQJYHB4hKu1bKeMIhPHDNe6PUVTj8vW23j4joJQBeikpwx7XMfF3esq2SMk6KRlJGV15ayli7hiFUP8+V+4PkdXheKaNUVxIpj1Dtl1AmmVemifRT50ykj41NFDx1zhxwCRirPLGCGcXKfwtAReTIADOP+w0KAE6fNxcoAwxGOdEJAnD6HrtV22EUqhtaAHDmXrsBzJW6yoWJ9L3nT7SRqKsAjMsPk+m6rHHPTLorr+Y96CkSzj0wUWZXfZmz93O0k5Iy1jwNPQDOWiALHiclZay2USwUsOiEA93pJx6USfdro01jvEJugmO+5UDbL977OSAWMeRYxvQuxHIoMKHsiNtl5aG3chMeiJNs3CEoChj5ho/dX6lF4fOVuoQbC239RfIOCG4DLkpCAgAzhTztjShSmaCxKpyT1V2WmQ8TnptisYhFx7uFjY1gFDDGs5x5mhPA+Xnl5kVyJbAyJsrC4ptcl+JQEPKKUhnlNJXe1KK9ZUKaEyS3gzbuSbrhKSqFpJt6yXYf4jYImdcp1nc0oeyYd6T9ri7+hCzUev4mGbYA4X+rUg6I+xcXDoTzTpvXS6I7Rd6WQsHtdCkUheNSVvZLyPiWXBWRfB9dQe21kd3LHQBqX4y3+xTsyL0S26Fwa0yHQkhdmkNB8C5IDoWVI3JdkkOhf7PsXVghORQcfoESM5YNCQ4FrjoM0mWiOxTkMt4OBYcnopY3lQ4FwzAMozGlchk3/ckcCoZhGEaToEKcvzaDiC4CsBLAhQAuAtBPRBfkLd9+W5SDmA6F27dvwwfWZdOBAIdCiI9B8S5IfoVbR7fhPU9kHQqrtm7DVY+uwa1b3Q6Fdz74BFaN1D/+Nzg8iivuewyDW7KPBQ5s2oq33fVIxhUg+QX6N2zBpSsfcDsU1g/jkmX3oX+oPi+uQ2Ez3njDaqxYF8GhIHgigMgOBXMlGIZhBHHL6nU4/7M3Zjw0hmEYhmF48WEApzHzxcz8JgCnA/jHvIWnrUOhUXotL49DoVG6K0/yLoQ4FJI+iFu3bsOpu020P2NWwqEwMoreeVWHQk/CobBlFH1Vt0Jxdr1DIekK6Em4EpJ+gTq3guRQYEb/0BacsWB+vXchgkOBa7G2ZcaKdcM4c79KXaXtpboyeRwKpWR6whMBADtHdjr3i7dD4d9fVaknryvBQh786xIdChFDHrRfRSW/QohDQcqLGD5R/POveMXyndp7HC/t/2EmvZtCHtR2pJAH4ZFhPeTB/bh4gZVYVymmdod7kZNHBU8CAGwV8jbJ3gXeJsSlbxf6JY17QPGNCI/3b5vYL6VywkNTKKDnNd/NPY5PPLWXf3XzMmeebyy5GvIgjAlpDGn1hdQljS9pTBYL8itGi1KYgupwkHwj/nXRmNA3yZMAgCW/gnQOhTgUpLlY+xVSiO0oLHiTp0PhFP7tkhuzTXv6AIDAkAdPmuFcAOL6IELmdek8mkGyQ0HyKxRK0hhWHArC+FYdClKYRED4SGG/N7edHyAGfSc+iwd+/YEodRWedWVb7SMiupOZT0j8uwDg9mSaxrR1KDRKr+XlcSg0Sp9Mmd657jJ9u7nTT5sn13X6/OwbQIpEOGN395tBJFdAkajiSnCkJ30E6byz983mxXAo1KcL3oOcDoW69H3cr1+dtEOhVk+xgEXHHzDpegzDMKYjxUIBi44NcygYhmEYhhfd7VD4HRFdC+C/qv9+NYDf5i3cWQsKHM0p1pGU/cTtAIDSLmHFVfillhUTmZbXDMQ+C9tPRfnXaClPKxMHZTIKEQlKtOuEF/MJBU0aJ+0zpQx5xrSx8GsdAHmlPyYxZY3eEMY4K5DS3uQgCd1iUlZ+/ZLaD/nFzFe+6BJY1iiQu64exU4nOhYlG/cMt3ywkucWgYniRQDYJZxHPQHj3ndMRnr6ihkYE9/U4m5DbJrlYyUd34JyrkjyRWl8a3UVhSeDxHNVORyS/FFqA5DleJIsskeZJooFYXwXlHldyGPpSYiY351NipN2zm3CWNXmYe0Js2gEXEbGfKpBfQpD6JvUvvrmIvHBQnlbiiw8tVMQnipQxj3Ec0WTMgp965wH2Y1JwMzvI6LzAJxbTbqamX+et3yb3nXolJjxR03K6MjzlTWO5wkiRZ/0RmVUkaMgZRwUpIwuWWMtzyVslGSNtTyXfLBjpYxr/aSM2rbEkDIahmEY4ZiU0TAMw2gqRHH+2gQiei4RnQMAzPwzZn4vM78XwHoiek7eejpyQeHOndvwj5vW4K5dDimjIGz0lTUCsrDRN13LU0WOgrDxttFteO8at6zxXY9lZY1ARdh45cNZYePgllG84/7HscolZRTkgys3juCtdzyMgU316c2UMr7+uruwYq2HlHH9MN508z2ZdvqHtuDNjn71b9iCywanVspoGIZhhHPL6nU4/zM3mJTRMAzDaA7d95aHLwBwSZM2V/Ny0VlSxhmz+WsLKlLGu3Ztw/Ez/KSMPrJGV15outZOIyljMi8pX8wjawQgChuTgsVVW0bRW5MyzsopZdy0FaftWU2fO2M8fSqljLWQh1KZsWLtZpy5sJJXrsq70lLGciLcI91OUsqY7JcmZdyxeYdzv/hJGffllZ/7a3emhTz4pbc65EGTdwlCuahSxhAkKePLv+opZTyeF6/4SSa91SEP2qOxUUMePCVd6rvfhUeve6THXAEUWZB0BUkZN7nTN8tleKuwmBpVyuguw1snRGQZKeNF38k9jk84pZd/sXhpno+OEzQVC79EqSJFYXyJskZNDidJP4UyPSRLGX0Fj4A89qOOe0m8qOSJskYpbCgE7ZF0aVwESBl/c8tiR/Uh81p7PunTtJAHz/a18046jyTxIgDMLLjn1R4I860kFgVEYSNLYlNAFpIGhHB2rZTxpGfzwO8+HKWuwoFva4t9REQDzHyakHdn10sZT5rpL2XMI2tMXtsQqu1wvbTdN71RmZNnyWWSebW+Eap9rqXTRPqpc+rrSpbpnTuRx9UPFICKyJEBZh5Pr+WdvvtumbwCgDP2cKefuff88fRyoi4CcOY+86vtT9x2BEsZD5jIo+oNZ08BOPfAvRLpE+33FAjnJsoUqleGBRDOTbRfrqb3ICuRrPkVekCVbWkHfBcOWr3QEPUtD/5vbFAXDXz3jXaDLMVJSm1oiwYhZSQiLU4wyOkFKAluAb0uJQ7Vv7JoZaRFA0A210uuBM1cL8afK4eKCoLtv8fdDvUIngQALPkVZsplaKe7HW7CmEx6bnqKRbzghDCxLYOxsyTdKPitHKhTkZBXoBDvgrDIosXFS94DaS7UHAa+PgYoi28xx31RPr+ktymI6QFG+yAi/ULJIJQc8464kKPMa01xKIQQ0btQDrjtIWFMiOcQIJ5HUl0AUBAdCsKiYFG50S8J10DKIpc8f8d7+0PnQ+32dEEM9lTy5uStpOv2imEYhmEYhmEYhmFEg1D5kSfGX/swSERvTScS0VsArMpbSVttUV6aKmX0KBNclyZlFESOg4KsMbqUcbMgZdzoTtdEhk75YWwpo1bG1Y4ki2wkZXRsv2EYhtE8SqUybrrrKZSEJw0MwzAMIx7UjQ6FdwN4MxHdRESfrf4tBnAZgHflraSttigvTZMyCnm+6WoZReQoCRtv27YNf/ekW8r4nidkKeNVj7qljO988AmsGnFIGYe34orVj2FwuD5v5aatuFyQMkoiQ0l+GFXKqJUR2pFkkZpgcmDTVrztrkdMymgYhtFCblm9Fud9yqSMhmEYhhECM69l5rMBfBTAI9W/jzLzWcz8dN56TMroIVIMTXfl5ZVCTpWUccaswnj6qpFR9M4TpIzDo+jbfW5+KWNCZJiuKyk/nDGn0rEYUsaawyFdprxrIu4r3U5JkDImZY1JwSQA7Bh2SxkPv+mO1kkZp7NDoUeJvZccCkVN5BhTyijk+coaNULi1YV2in/xdS850Cm9J/BNy7OvJ265QyEiIQ4FXwEdIAvtioocTxJ7FcaERU5FyigKG4c3iWUwIsgfd7hFYBCcCwC8pYzJtkulhJSxWEDx/G/nHsfHn3Iq/+SGJc68uA4FScoYUkaIsVbHqjS+BMGiJkX0FDwC/gLTqOMeAHZkfywBFCljSRmrvqgx9u55r7DPG7zm4hNPPZX/9+asXFQUCQZICTuRmCJHaV6XzgdAPo9CpIwzC9kf6QCgUNJkpO5xjzG5zzwmnPvSOaH5IBZe1hbCwdj0nXwYD1z/0Sh1Ffa9uKv2UddLGZNSwhNnNBYpJu8p0sLG0PTJlDl1jntb6qSMhYn0U+dWPp9+6r9IVJEvVuFSQso4dy5Qrkiqaum1vNPnTeQl6zpzr3nOus7cc17m87UySclhUuRYS08KIX2kjLnLJOSLlJAvSuln75eVRda25Yw95znzGlKLv3Ih2rsiigSbtaAQ0o63lDHi4kSjPAekTJ+i3KggLOBqbbdQvijBIIxxVuanyuEkoVsT3v4QgnZBWhYupKQypCy0lIUbq7I6JtzJs3qEGztJvAgAkrBxtlJmp/vCk4Rxp/5sIS2ySSTe1FLsARaddLBf+VqfGNjlCI+r5jpTi37rDAC0xQG5sh7xK0K4CRUkjgBQEBbsRAGfMnVIgseCcuMsLb6FLCQWJWld0S1DrRRy7xtpcZk10ZzvD3BNedc8uY+l0NVSZz6Y7E/E30qleV2VWArDSFuolt4MIcp+lcU/8Q0jND0WlKaUppzXnUdHzizBDgUPt0Itr10dCqsEh8JgiENhi+xQ6N+czdMcCss3bPF2KCxd20KHQrnqUHC4FVz9reWZQ8EwDMMwDMMwjOlORy4oBDkUPN0KQPs6FP64bRve97TDrTC6De9dk3UrAIpDYWQUVz60BqtGsmUGh0dxxX2PYXBLPofCymdGcNmtfg6FFeuH8aab72mdQ2FoGBcvuRf9Q/Xp/UNb8Ob++82hYBiGYRiGYRjTnq6UMkah6x0KUnojt0Itr50cCskyedwKADBzxkRe0qHQ00Pj6atGtqF33hy3Q2HLKPrmVxwKM+b2jKcnHQrFWRPpSYdCz9yeurqSroJxH0PKbTBe1xQ7FMq7yuPp/UPDOGNBJV1zKGzftH1iv4Q6FI7Yl1d+/jx3poU8+KW32KGghRXwLuFRxBCHgtSOFtbgWcbXoXBy74n8h2W/zqRPl5AHKaZWDHlQHnMVY8kLSiw5uWNnZxWyC6AAgG2KQ2HrJneG4l3AsNDOdnefxfMB8D8nBH8DABRf9Y3c4/i4k0/l//rDLXk+OlF/00Ie/LwLWl2+DgXpsWutLs0RIoU8SHVp7Usx5j3QHApCnuBQEOPIgbghD1L4iLdDoZd/dfOybPVa7IrhhTSvaw4FaRz3KA6F2UX3vBo07iVHyC75/OJdggPHHArj9J1yOA/c+K9R6irs9bq22kdEdB6ATwHYD5UAbQLAzLy7WrBKVzgUktfIaVdC7R4h7VZI1uVyLtTqSvoVQtMnU+bkWe5tSboVktvSO7c+Peld6J2b8C5UGyMAfbvNqabXRzUWiXDG7rsl6pooc/oeu2XKFIlw1j7zxz+f9jGctff8rI8h5TaoS8/pUBj3HhQI5x64l1xGaMflSigS4awF9edQodpOAVTZllB8Fw7adUEh5qKBhrRwoNRF0uqvui897xa06zWxnYjxiyH70jdeXYIJpXI29r6sxEW3euFAjXd1QMrFkig8Y/f+1RYnxFhyZXwVCu7MEtw3Q8UZs+XKJL+C5l2YLdx0CQtW2pnFBU8hqbaQ6AED2Cm8blK6QZd6qgsW3elFkm9Oy+y3CCE5FyplpPlTLiPWJYzVolKZ5BuRvAtUkOcol7cFAIpF+SaJpFhyKb2onHiaiLdFMCrXYWk0r0VMXG23A6IeJQDpHJKcIpVC7mTte2WM3fNqQXKHFJSFvB7hPCorY7gkeVWEdM03YnQinwbwSmZeHVK4IxcUDMMwDMMwDMMwDKM5kPyDVeezNnQxAehQh0IjKaMrL1TK6MrzTW9URhU5RpQyDjjyJFljLU+SMrqkhNNJyuiSUhqGYRiGYRiG0aV0r0NhkIh+TESvJaLzan95C7flFjVCkzJKeSFSRinPN13LU0WOgrAxRMp46+g2vOuxNbhttD5v1dZtuPLhrKwRkKWMkpSwoZTRITmMLWV0pQNxpYySlNIwDMMwDMMwjC6E0M0LCrsDGAXwUgCvrP79Zd7CXSFlTCIJG/NKGdN15RE8Nkpv1L4mZUzmJeWLeaWMtXDTEjNuG92GU+ZmyyRljTPm1IsUk1LG4uziRHpCSjhjzozx9KSUMS14TEoOxwWPEaSM422k0ks7xurzJill3Dm8YzwvKaU89Ibb/aSMXzzfnWkOBTcxHQo9mpTR06Gg+AhYirXdKcQ8hkgZNaQyQvvFV17tJ2U89ST+/dLfZ5vtJoeCIjEQHQqCI0NzKITI6WYIYq9ZgtSrODbsTAcA3rrRnaFJGbcKUsZRQQQmjXsEnCsj2QXrGj5y0WNPPpW/+/vFzjxNcuj+vJbnztQEj74iR0niqPWtR3AVaKI5X8EjIJ9HkshRGtuVPLc0blZRHt/kK2UsKVLGmA6FSFLGE07t5WsWL83W4zmGQ5keDgV3uuZB6RGkutr4luZvSco4syDPhYWSNBePutMBsCRyHBPOb8XH0LVSxlOfw4OLPx2lLtr9gq7aRx21oEBE6wE82up+TBELAAy1uhNTTLdu47OZed88H+zyMQx07zGu0a3bl3sMA10/jrv1GCfp1m20uXiCbj3GNbp1+2wunqBbj3GSbt1Gr3HcKfSd+lwevDnSgsL889tqQYGIDgbwJQDnVJNuAfAuZn4iT/mOkjJ24+CsQUSD7TSwpoLpsI2N6OYxDHT/Me727ctLN4/j6XCMp8M2NqKbxzDQ/ce427cvL908jqfDMZ4O29h1NOv1683nWwB+CODC6r/fUE17SZ7CXbtXDMMwDMMwDMMwDMNQ2ZeZv8XMY9W/bwPIvWBpCwqGYRiGYRiGYRiGodG9UsYNRPQGIipW/94AYEPewm25RdOUq1vdgSYwHbZxutPtx7jbt8+YHsd4OmzjdKfbj3G3b58xPY7xdNjG7oGomxcULgVwEYCnATwF4AIAb85buKOkjIZhGIZhGIZhGIbRTPp6j+DBpZ+PUhfNeWVbSRknS0dJGQ3DMAzDMAzDMAyj6bTn0wXBENH7mfnTRPQlAJmnDJj5qjz12IKCYRiGYRiGYRiGYYhQN77lYXX1v4OTqcQWFAzDMAzDMAzDMAxDo8ueUGDmX1X/d5SZf5LMI6ILHUWcdNdeMQzDMAzDMAzDMAwjLx/KmebEnlAwDMMwDMMwDMMwDAlC5U0PXQQRvRzAKwAcRET/kcjaHcBY3nrsCQXDMAzDMAzDMAzDEGneayOJ6GVEdC8RPUBEH3TkzyKiH1fz+4no0MCNehIVf8J2AKsSf9cA+PO8ldgTCoZhGIZhGIZhGIbRYoioCOArAF4C4AkAA0R0DTPfnfjYZQA2MvNzieg1AD4F4NW+bTHz7QBuJ6IfMvOu0D7bEwqGYRiGYRiGYRiGodGcJxROB/AAMz/EzDsB/AjAq1KfeRWA71T//6cAXkQ0qXiMQ4nop0R0NxE9VPvLW9gWFAzDMAzDMAzDMAxDgakQ5Q/AAiIaTPxdnmjmIACPJ/79RDUNrs8w8xiAzQD2mcSmfQvAV1HxJrwQwHcBfD9vYVtQ6BCIaCRSPZcQ0Zcj1DOTiK4movuI6B4iOj9G/4zupZ3GMBHNJ6I/Jv6GiOgLMfpndDftNI6r9byWiO4kojuI6HdEtCBG/4zupQ3H8Kur4/dPRPSpGH0zuo82HLf/SkSPp/sVMbbd6G6GmLkv8Xd1i/szh5n/AICY+VFm/giAv8hb2BYUjFA+DGAdMx8J4FgAi1vcH8PIDTNvYeaTa38AHgXwsxZ3yzC8IKIeAF8E8EJmPhHAHQCubG2vDCM/RLQPgM8AeBEzHwdgfyJ6UYu7ZRh5+BUqj6anGY9tB/B5VGLbja6AwFyI8teANQAOSfz74Gqa8zPVa4E9AGyYxMbtIKICgPuJ6Eoi+hsA8/IWtgWFDoSI3kdEA9UV/Y8m0n9BRKuqq/yXJ9LfXH2SYCWAcyJ141IAnwAAZi4z81Ckeo1pQJuM4VrdRwLYD8AtMes1up82GMdU/dutGju5OyrGZsPIRRuM4cMB3M/M66v/vh6APfFoqLTBuAUzr2DmpxxZsWPbjTaCUYzy14ABAEcQ0WFENBPAa1B560KSawBcXP3/CwDcwMw8iU17F4C5AK4C0AvgjYn6G2JveegwiOilAI5AZVWUAFxDRM9n5psBXMrMzxDRHFSMoP8DYCaAj6IyODYDuBHAbY56X4jKSmqaUWY+O/XZPav/+y9E9AIADwK4kpnXTn4LjW6nHcZwitcA+PEkJ2JjmtEO45iZdxHRFQDuBLAVwP0A3hlrG43uph3GMIAHABxVfSz8CQB/XW3HMJy0ybjVqIttJ6JabLv98NbhcPUJhSlvpzJurgRwLYAigG8y85+I6GMABpn5GgD/CeB7RPQAgGdQuZadTJsD1f8dAfBm3/K2oNB5vLT6V5sM56Eysd4M4KrqIypA5TGYIwDsD+Cm2uo/Ef0YwJHpSpn5RgAn5+xDDyqP3yxj5vcS0XsB/Dsqq1mG0Yh2GMNJXgMbu4Y/LR/HRDQDwBUATgHwEIAvAfgQgI8HbZEx3Wj5GGbmjdVFsR8DKANYBuA5gdtjTA9aPm4NY6ph5t8A+E0q7Z8S/78dwIWTbYeIfgVA/EGNmf8qTz22oNB5EIBPMPPX6xIrTwq8GMBZzDxKRDcBmJ27Ur+V2Q0ARjERc/4TVGLGDCMP7TCGa2VOAtDDzKvytmMYVdphHJ8MAMz8YLXsfwP4YN62jGlPO4xhMPOvUIlHR/Ux9VLetoxpSVuMW4VabPsTFCe23WgjuPtsAf8eoxJbUOg8rkUl1OAHzDxCRAcB2IXKhLWxOokeDeDM6uf7AXyRKuKjYVRWs25PV+r5iwJXV7ReAOAGAC8CcPektsqYTrR8DCd4LYD/CtsMY5rTDuN4DYBjiWjf6q9vLwGwejIbZUwr2mEMg4j2Y+Z1RLQXgHcAuGgyG2V0PW0xbhVqse3LESe23WgbCOUmhDw0E2Yel+pXQ4Wexcz3+tZjCwodBjP/noiOAbC86ngZAfAGAL8D8HYiWg3gXgArqp9/iog+gsrEtgnAHyN15QOoxO58AcB6BMTbGNOTNhrDQOXC9RUR6zOmCe0wjpn5yaqQ7GYi2oXK20oumWy9xvSgHcZwlS9WnxYDgI8x832R6jW6kHYZt0T0aQCvAzCXiJ4A8I3qq/aixrYbRjMgolei8rTCTACHEdHJqMzHuUIeyBbNDMMwDMMwDMMwDMNNb9+xvLT/B1HqmtNz6ipm7otSWQSIaBWAP0PFN3JKNe1OZj4hT3l7QsEwDMMwDMMwDMMwBJib85aHFrGLmTdT/RtOcz910NK9QkQvI6J7iegBIjKRlGEYhmEYhmEYhmE0jz8R0esAFInoCCL6Eipv3clFyxYUiKgI4CsAXg7gWACvJaJjW9UfwzAMwzAMwzAMw3DBKET5a0P+D4DjAOwA8EMAmwG8O2/hVoY8nA7gAWZ+CACI6EcAXgV7W4BhGIZhGIZhGIbRRpTbczFgUlR/5P81M78QwIdD6mjlgsJBAB5P/PsJAGekP1R9J/HlALDbbrN6jz7iwGxNqliShHSpjPR5rYyGbzsBbYR0S9xMbful9oUOFAOGl3YsxTwhnctyXWUhT0pXWHX3k0PMvK+UXzeGZ/X0Hn3wHu4PhgxJkYjjq9WIh13ZFhK2XytT8NzRhaKcJ409sfmA4yJto5YnpK+6b506hitFk3Px7N6jjzrE8amQ+SvmvBqxiNqvdj2PhH6RdgEUMFdElTlL87fn5wGsuuOx/HPxbnN6jzr62Xk7OQmCJvA2JebFhrsuUtqQftUjaN/bvtcNSlW+1xrq9YS7rlW3P+o1F8/dbbfew4840vUhn2arZYR09avWb0xox1dGLiPWJ5528eYufVvceQz5uoHZ3Wn/bZTb15Dakc8vuQO33fqnhuO4M+lOhwIzl4ioTER7MPPmkDraXsrIzFcDuBoA+k45nAdu/Nfsh8Z2yRVIF/3lkt/nAaAktKNdrJXH/MpoN8FiGwFlCkL7hYAhMbbTmUzz9vavSzouAFhoRzwuO7fJ7WwfFdJ3yGWE/Vw48R8flQulxvBzF/DKT7/S/bmSMJkXlW8N8TgK6SFjRUKrS2o/AN4ljIldSvvSPhP2MQDQbOHcl7Zl3m5y+zuFsTombMuYME9o7fco5+rMGV5lii/6ojqGgdQ47j2SB/u/nP2QdI5q+M6RgD7n+7YjwCXl8+KCUcDipoT2XSQhzYUz54hFSJjzWdtf0r4J2X7fmzGlrsKBb8s9F/f2HcMrVn7H+Tn9BtVRr/KLVcg7y6WbDoJ7/tBuUnzLSJ8HgAK594u2v0rsHl9SXQWSx92usnsczyyMiGVI6nNJmKuUaxBx3O9yXzfwjq1yXcL5VVh4mddcfMIpp/LPblqa+UyPsEBeDlhT18rMKPjduBbJf+7WxoRUn1RGGg+APvbdbcv9ktrZUZovlhkrzxLa8dtGrX1tG6XtKRaE8a3MbbvPPLbhODbajhEAdxLRdQDGJy9mvipP4VYus6wBkPyJ6+BqmmFMC0qlMm666ymUSvUTf6lcxk1/ehql1AW19PlGeT5tq/2KWCaoLmG/jOfd7dhn0r4UPh/a55i0un3DMAzDMAyjHkZlMTbGXxvyMwD/COBmAKsSf7lo5YLCAIAjiOgwIpoJ4DUArmlhfwyjqdyyei3O+9QNWHLPulT6Opz/GVe6+/PjeZ+4HktWr83ftvB5Ka9hGee2BNblLOPeLwBwyz3rcP7nb8KSe9dny3z2xmy/hM+HbEtsWt2+YRiGYRiGkaYS8hDjr52oOhQuYebvpP9y18FRYyH9IKJXAPgCgCKAbzKzI55hAgt5kNqwkAcnzQt5WMXMfXLBCZIhD6VSGUvuWYdzj94PxWJhPOShVE6kFwrjIQ/pz1caL0zkrV6Lc49ZWMlrEPKQ+XwCKS+Tntgfmb5J/WrQhiuvFvKQ3i/JkIdSuYwl967HuUftW8mr7bN0meQ+Tn4eEyEPubdlikIecrcfN+Qh9xgGLOTBQh7aNuQh9zi2kAcLeXDS+pAHr7nYQh4s5MGn/SaGPHiN407hlN4T+KblP49S156zjmirfUREfwBwXkc6FJj5NwB+k78A/G+efS/kQi78QspIhCwOaO2rMi5PRMmP0P688+S6Rn4mtBHQ3xAhUoiUMZZ/oHqDWCwUsOiECclo7aKsp1jEC044oOHnM3knHpRJF9vuARadnJLqVbcvU1cVKd3ZN6lftTaKBSw6/gC4kPKKhQIWHbu/3P4xCycSqgsHRRAWHbWwMnck/AmZz6fbP26incJf/2flvwBemPhc+fpcYWXepNsf32cELDp24URayFjVXA0+ENzzQcj5K5XR6ipKC8VNmgt90dqO+f0hNb/na+XMLf/jLqP0mcUFceFiNUiQ67lo4Q2JN/u+flZt0SDk0VbpQj3oVWOin1Y67+SqpBtLbX9J2y/VRco2zi6e4kwfK68QyxTgvhkLUmWKC4lN+iHIp3ph/5aV86egiX4FfMdkOeB8KED+3pLqExe5QqSUAoqSCT3kXrDad7b7ugcA1mwddqZLiwPafpGQFvK0dmJ9vlto01c+xqBjHQqGMa2J6R1oNU1xOIQ6FDzSQ7YlNp14/A3DMAzDMLoZri5Ex/hrQzrWoWAY0xrVL9BhMfTNcTgEOBQ808fbF1wVzUA9/i3sl2EYhmEYhtF9VH0J/4WJhYQf+jgU2v61kYbRrTzvmIX4+YdejHNTj94/75iF+PkHX4Rzj94v1+fbAd++aZ+X98t++Nn7/yyzXwDgeUfvh5+994U496h9J5U+3r5j/zcL9fi3sF+GYRiGYRjTmTZ9Q8OkIaIXAPgOgEdQCQA6hIguZuab85SfvgsKUswbNWmgNCFuNggthi4k1rkZTHEsYlyoofeg2AMsOungTEmnw0B0JYREiIYfx9wOB+nzal5pIj3pUChObGOxWMSi4xN5NYdCypXA1cDSAgjPP2q/ujQaryvlMGgCnAjGLIDw/KMXNkynQhN8HyLkPu+LyleKGH8cMK9Iedqw842918awuHsD9rv0naPtS+n4hkh1pTk/5ryujUdfwaUmy/TEN76/WT6EsudcXFDGnbdNXDlNpD5zQPshccjS6NbqEo+ZOL79xHzdRIh3IdBG4YU6VqRpAm4xcUE5vpJ3QRrDmhRxLESrIYzVgnQOKXO0r1g2BG3e6V6o7d7QEJHPAngpM98LAER0JCpPLPTmKTx9FxQMwzAMwzAMwzAMIwddLGWcUVtMAABmvo+IhFeGZenavWIYRnfRUMroyNOkjItXt6mUUdsWV7rJGg3DMAzDMIxwBonoG0T0gurfNwAM5i1sCwqGYXQEqpRx9Tqc/9kbsyJDQb645N51OP/zi7G0LaWM7u2U09tX1mkYhmEYhtEVcCUEJsZfG3IFgLsBXFX9u6ualgsLeTAMoyNQpYzH7Ief/d0LsyJDQb547lH74WfveQHOaUspo3s75fT2lXUahmEYhmF0AwwSXRedChHtC2BfZr4bwOeqfyCi4wDsDiD7y5sDW1BIo8lnRJGjJu+S5FlCmdiyRlHaJxx6TfIiSMK4Z6Zvr6YvBKBHmIwkI5KGJF8Uj7syVscEwZBURnOjSf0KctZV6uopFvGCEw4YT+fE/soIG5PpjhvtYqGA56fSawJESYoYhRyyxMy2VLezCMKiar9Q5vG6igQsOraWXq4r4+hASK/duOYKUuqPKbwNWd2Xmi+5JV2kzIVi89LmN5CUOtvXBIvCfg4arVLfyoqcLqSMhPSdJ50rkaSMzLJcK2aMbEm4zIr5C1VJ6S9JY0VoX/q8RkG5bpEEk1L7xYB9r73TnaT6QiTTbSimZkjTvXs20C4zQlzOurAxi3g89ELeSOOrrNXF7i8JsS7lxjJkHMvtuOeQknLeSVJGTfjqe/ybIX40msKXAPxfR/reAD4M4HV5KmnLZy4MwzDSaK6AqA4FxdUQi+BtMYeCYRiGYRhGS+jCkIfnul4Nycy3ADgxbyVttUWGYRgSmtsgrkNBdjXEQvMeqA4F1za22PlgGIZhGIbR/RAYhSh/bcR8Jc/e8mAYRnehuQ3iOhRkV0MsNO+B6lBwbWOLnQ+GYRiGYRhGR/IAEb0inUhELwfwUN5KzKGQJsRhEFIm5HHqkDg9MebPM/Zeq6vQJEFJiBeg3SBStiOgPt9t1z7vu38LAWN4EseqWCxg0XEJt0Ai4K9YKGLR8RN+BVTdBz4OBcnVMBUUi4X6/qb6JvogXOnp/QIo80u8c4Ud84HmHRChgMj/mDHLUsy44jCgshDHX4wYY63Nq1L8u38rMi2MCwfg71YIQPIbxKTM7h94Yj7yqnkPWIgLj/V5QDez+HoqOEB4ppWRNDgFch/7AimODt9zQrrOalN8fQjNQj1XhF0sOgTY/5wvCedwgWVnTFkYXxrSOSG5GkjZFqZdQhvyuSLu584axlNOm4UrxODdAH5NRBcBWFVN6wNwFoC/zFuJLSgYhmEYhmEYhmEYhkA3vuWBme8nohNQkS8eX01eDOBtzLw9bz1dt8xiGEZ30jQpYxMkhyZlNAzDMAzD6Cy6UMoIZt7BzN9i5r+t/n3TZzEBsAUFwzA6hIZSRpfIMEjKOPWSQ5MyGoZhGIZhGN2AhTwYhtERNJQyukSGQVLGqZccmpTRMAzDMAyjk6B2e0ND29D9CwptKpmJSohIUUgnRUQmSxmF9C3/I9fVDGIKCIFIMjACeoR9HFJ/S6WMAZNqWZYYiVTbKRYKWHTCgRPppYm6MsLCqmCxWCxi0fET6TW3UE+hmBUZVo9LsQdYdNLBE13+/ZXufknHMdFndVtOPCiRoWyLkM5V21gBhOcfvbAujUKEmV6Q85G9MCmj0Fdt7pb2b0jYh1SXdj5q86QvIYJcqW9Sv7b/r9K+9B0hb790nDlEQicd5xDZsU+zIFGYSPCbp0JEZyVFqFZQ9r3QAW+adVFcFqWM/nHIm3c+4EyfpflLhXbE9rVzuyCMiw6TL7YSbdxJIsWY7WiPmkux8ZLIsazdQgnn5OqNo2KR2T2SbNdPbArIIkl1H9swbgijfeWlk4WIXgng18xhX762zGIYRkcQ1TsguBXagaBtcaQD5lcwDMMwDMMwGvJqAPcT0aeJ6GjfwragYBhGRxDVOyC4FdoBf4eC+/OVPHmfGYZhGIZhGDlhoBzpr91g5jcAOAXAgwC+TUTLiehyIpqfp7wtKBiG0RFE9Q4IboV2wN+h4P58JU/eZ4ZhGIZhGEZeGGWO89eOMPMwgJ8C+BGAAwD8DYBbiej/NCrb/Q4FwzC6gmKxgEXHH+DOy+kdqEtv05vsoG1xpAP6PjMMwzAMwzDyUXEotLoXUwMR/RWANwN4LoDvAjidmdcR0VwAdwP4kla+wxYU2C11C/FHhJQJibeeYrFUQ3yFXwFStSARW0xC2o8pGvSBIrfRDCljrM8DQIgsUGiHinJd4nxfUKxDPZKka+rHChXlfnHMb68pdkZwzPmDAwSeIXOBNEfHFLRGFOdWGHMnxzy+6va3cM6Pto1usSjgLyzUPh8iJfQ95bVpTWpfIkSWGPOd6mVlXxYFWWVI+5Jor1DYJZahgrBvisKldKuvjboESZYIAAXPc0WrSxoTYy2+g5TmF0m8CAAFdn9HaN/R9vaCac/5AD7PzDcnE5l5lIgua1TYRo9hGB2PJB8MERm2mpjbItZlskbDMAzDMAwvujXkgZkvTi8mJPL+0Ki8LSgYhtHx3LJ6Lc77lCAylASHgsiw1ajbEknKaLJGwzAMwzCM/DB334ICEW0houHE35bkf/PW05KQByL6DIBXAtiJik3yzcy8qRV9MQyj83neMQvx8w++KLewUBMZthp1WyJJGU3WaBiGYRiGMb1h5lxvcWhEqxwK1wH4EDOPEdGnAHwIwAdylXTFu7azDyGmQyEk1lbIi+k9YGEbKWTblX5JfRZjwiR/BBAWFx8rZt63bW2sttLHENKvIO+CsJLbMzF9FXuARScdPP5vqroaelDEC046KFvUlR61z+F1FYsFLDouIVmsBkgXC0WnYNEpZawemyIBi45dWJempbcV2vkbc3E/yMHiWVdIGwHzOooR29fw3U5t3AeoMmIRK2ZY8xRITgI17l8Z+i5K3BzvQcwYa0K8eSekX6LbQtkv4nVTyLifal9TRAraXNymSK4E7fhKvxo369dkSdUgtd+jjCHJB1FSrsuLvMOZLu6zzhsWUSi1z8MFUwIR7Qdgdu3fzPxYnnItmdGY+ffM48aQFQAO1j5vGIYRQic6BMyhYBiGYRiG0V5U3vLQXSEPNYjor4jofgAPA1gM4BEAv81bvh2WSC+F0mEiupyIBolocP2GLU3slmHEoW4Mb97W6u5MKzrRIRDTByHX5U7XqBvH6zfl3yDDaBOSY3ho6JlWd8cwgkiO441DQ63ujmEY3cG/ADgTwH3MfBiAF6Hyo38upmxBgYiuJ6K7HH+vSnzmw6i8/+oHUj3MfDUz9zFz3777RAnzMIymUjeG95jT6u5MKzrRIRDTByHX5U7XqBvH++6Zf4MMo01IjuEFC/ZudXcMI4jkON5rwYJWd8cwphVljvM3GYhobyK6jojur/53L8dnTiai5UT0JyK6g4he3aDaXcy8AUCBiArMfCOAvrx9mjKHAjO/WMsnoksA/CWAFzG34bMfhmF0PMViwe0dENLbgYxDoZbuciUo6WpdQrphGIZhGIbhpk3CFT4I4A/M/Eki+mD132kX4SiANzHz/UR0IIBVRHSt8hKETUQ0D8DNAH5AROsAbM3boVa95eFlAN4PYBEzj+YuyAyUxhzpzRIsNmEQtVp+E1Mi2WpCpGaFAJGjD0RAjyDQkpYsWy1vkqR9IcKpHmXKEduRxmRA+9rxlfoWU+Apta/tl9IuOU+ABWsQFTvIotQeX9pufOVszZIitrquLkGTLLqQxItAoPzQswyR/L0t1SWJDEP6q6H1LRblgIdtC8IxK/MMuQw5rj+BIPl1rNmNoH+tpVEvcSJefzZL5OgrX9QEnrKU0b9fvm2ElNH6VSb3fikECGTlz0+/7w6O8HRBJF4F4AXV//8OgJuQWlBg5vsS//9kdYFgXwCblDq3A3gPgNcD2APAx/J2qFWj4csA5gO4joj+SERfa1E/DMMw2opSqYyb7nwyjpRRKmNSRsMwDMMwjFaxoOZCqf5d7lF2ITM/Vf3/pwGo8btEdDqAmQAelD7DzFuZuQRgLoBfAfg+PNY+W/WWh+cy8yHMfHL17+2t6IdhGEa7ccvdT+O8f3OJJEOkjFIZfymjYRiGYRjG9CXOGx6qT50M1Vwo1b+rky3lcRECQFUbIN74E9EBAL4H4M3M8mPoRPQ2InoawB0ABgGsqv43Fy0JeTAMwzDcPO/Y/fHzD7/EIZIMkTJKZfyljIZhGIZhGNOV2msjm9KW4iIkorVEdAAzP1VdMHD+OkREuwP4NYAPM3OjNzb8HYDjmTno1TEdtqDAQNnlUIgZ4NQkH4MYw688NCK1o7Uv5EmLVFrUm7iwJe2zkNjJEO+BFKsXOzY4lstArCdgf0l1hYxj3weWYrsdfOvTtlHK01wFIa4E37qk9hNBecVCAYtOPGj83zXvQU+xiBecMCGSrHkSVCmjJHKctJSRvWOjqV39LM3wEcQ+V3x3ZUj7WjhMzPho37oi7UsGRXMlaN6BkDhj8jzAIe2HuBKkePUCSt51hRBzW8S6NO+B5EoIGZNT7C6RHAYhN0PN8i5IxDy+2vb77pvYN5a+rgQtll90SGjjW/ROCL6RkGtWIxbXALgYwCer//1l+gNENBPAzwF8l5l/mqPOB1EROQbRYQsKhmEYhmEYhmEYhtFc2kTK+EkA/01ElwF4FMBFAEBEfQDezsxvqaY9H8A+1TcrAsAlzPxHoc4PAVhGRP0AdtQSmfmqPB2yBQXDMIwOoFQq45bVa/G8YxaiWJz4JaFULuOW1evwvGP2QzH1S5mUJ9VlGIZhGIZhuGmH10Yy8wYAL3KkDwJ4S/X/v4+KWDEvXwdwA4A7EfDItF1JGoZhdACSSNGkjIZhGIZhGMYkmMHM72XmbzHzd2p/eQvbEwqGYRgdgCRSNCmjYRiGYRjG1MLcNiEPU8Fvq6+u/BXqQx6eyVO4sxYUmIGxXVPcRpMkI2I7yiGR5DeanK4gjPySQ24JXdgi4il+BACaYiHRlNDjFtN4QRRX/hcV6XhF7Je2jdI4jilF1OqShImakSpW+6r1qlKmWChg0QkHTqSXShPpeaWMUl2RaFvxYgghc1SzzmHfdrRtkY5ZzO3vsPneV76oiRdDhHKqHdkTqX1JsNiJSMdLLxMg+hP2pXi4QiTT3pCXGFH7bMhXXafRrJvBkMfiZfmin6wRAErsPpjFiALZoLmtC2iHkIcp4rXV/34okcYADs9TeHqOBsMwjA6jVCrjprueQill3y+Vy7jpT0+j5FiQkfKkugzDMAzDMIwsDEaZ4/y1G8x8mOMv12ICYAsKhmEYHcEtq9fivE9cjyWr16bSAx0KjroMwzAMwzCM6QURzSCiq4jop9W/K4loRt7ynRXyYBiGMU153jEL8fMPvRjnHrMwlR7oUHDUZRiGYRiGYbjpYofCVwHMAPB/q/9+YzXtLXkKd9aCArMY+y+i+QVaiRhrqvRXilfS4pbLwv6S4vco4EwJcTtIr6oLicGWtkWLM25hTG9T/BHC/tW8FjLNOoeE/SK5DULObW1MSAGkIe1L7pIQt0PSe3DiQePJVKy031Ms4gUnHFBXhEs8UUZyKCTqCsHblyB9vlneBem8C2m/5b4TgZC5RSyjje823X5PYrkSYscSx6xPciWIPgDtGqQJaD4E6UKelIdtfbenrOz7ouQYCDrvOkdY4ONomApCfBft+Eg5AJSUbhVEV4KULh8X6VwpsfyDs++8E+Iu6XQYQKlNx1YETmPmkxL/voGIbs9buDuuCgzDMAzDMAzDMAzD8KVERM+p/YOIDgdQylvYFhQMwzA6GE2wqAkbDcMwDMMwjJxUXxsZ468NeR+AG4noJiJaDOAGAH+bt7AtKBiGYXQwt6xei/M+5SdlNAzDMAzDMPzo4rc8/AHAEQCuAvB/ABzFzDfmLd9ZDgXDMAyjjucdsxA//+CLvKSMhmEYhmEYhpGgF8ChqKwPnExEYObv5inYWQsKzMDOXa3uhR+S6E3EUzoZSlSRoSR49OpRe6Btf4zHxolkyV9MhL6GOD/FfaJKCUPKCOllSfoZ8ICVdj4Kx0WSaKr+ooKwnSEyuwZlisUCFh23f10aVe1hLmFjNJolU5xqWihoVWm16E0bd7mjKg1JitgsvEVryudjChsl0R5FlgBL21MWzq+oR6sZcwsFXGYKhMgXYx6vEPliu6LJFyV8f7XWPh/zkfp2Fbi2Akb7Cj8nCxF9D8BzAPwRE9/yDKALFxQMwzCMOkqlMm5ZvRbPO2Yhiqm3e2h5hmEYhmEYRn7a1H8Qgz4AxzKHrZjYFaZhGEYHozsU5DzDMAzDMAwjH7UnFLrRoQDgLgD7N/yUgD2hYBiG0cHoDgU5zzAMwzAMwzAALABwNxGtBLCjlsjMf5WncGctKDADY01yDPigxt1LZYTVKe2ISHHZIbH9YuyT1gGhTFEow3I8Hgvx11K8etdABPQIUZpRX+3nvx+9w+FCHqFXykhjQiRkqCjnKknjWPq86qOQHCXCea96EvSAdZdDQcwLcTjEQjq+7blS395Isc4h82czXBgx24g2hkmMDZZiucV4/IDIe1+3QWxa7TCQ4q91h4N7LtRi76XtEY89RbQoaE6CDrrWiT0mYtIM74BUJvavzP7eBW1bpl5iRtNRpsORL9Xbi49MpnBnLSgYhmEYhmEYhmEYRlNhlLtUosDMi5P/JqJzAbwWwGJ3iXo6Z4nUMAzDyFAqlXHTXU+hVMoum2t5hmEYhmEYhgEARHQKEX2GiB4B8C8AVuctawsKhmEYHYxJGQ3DMAzDMKaWbpQyEtGRRPTPRHQPgC8BeAwAMfMLmfnLeeuxkAfDMIwOxqSMhmEYhmEYUwwDpe4LebgHwC0A/pKZHwAAInqPbyWdt6DgK2X0tWeECJ+0Mr71lRWRirTt2lGUBEeSgK6s7F9JIiTK1jRZpVBGM93FlBg1Q0QmIQr7ArZPHN9CekERTpWb8MCScj6S9MCUty1SIea5qiGOfUFipPZLmBOqZYqFAhadcKDzI5k8qS5veOrPoVaeo81Emte6ROgWnVaKRQMIkS9qkkHDD999qR0vluSb0rnqKfptBgVtXukiWn3PF/ILdKuPjSRKNbqe8wC8BsCNRPQ7AD8C4D0YW/qtRUR/S0RMRAta2Q/DMIxOxRwKhmEYhmEYUwsDKJc5yl+7wMy/YObXADgawI0A3g1gPyL6KhG9NG89LVtQIKJDALwUlVgNwzAMI4BbVq/FeZ+4HktWr/XKMwzDMAzDMPLTbQ6FGsy8lZl/yMyvBHAwgNsAfCBv+VY+ofB5AO+H9iJVwzAMQ+V5xyzEzz/0Ypx7zEKvPMMwDMMwDCMfzHGeTminJxRcMPNGZr6amV+Ut0xLFhSI6FUA1jDz7Tk+ezkRDRLR4PqNW5vQO8OIi41hYyopFgtYdPwBKBaz07mW50vdOF6/edL1GUazSY7hDes3tLo7hhFEchw/M7S+1d0xDMOYOikjEV0PYH9H1ocB/D0q4Q4NYearAVwNAH3HHsgYE6RmsSgr9UcTmilozknpaGniSdENJzSkSoSEdkIEi+zel6yI2KLu/QCpGR3xPiHn/Wq5ujF8/MGMHkmIGRDnLgnKpLrUNpoQZ69JISViyiK1c9h3XyrrsST0mRsIFr1Qz3t3fYVXfE0o8PWGzdWN474jp355XTtHpXlC24/NEPROZ1kiABK2nyPuF3r2u5Tcd6tlk2P45N6TWBL2SWK+siDl00V+AVLGAJGjL5KATe2vcNZrLumCJKKNSFnZXwVxO/2/i8TjIo3vnpliXbT364WcN+Tox8Q4PvHUXnbJ/NrxkWog7Hxo121pNSVltzRDBzp/xjFNaKX9aPenC1rFlI05Zn6xK52ITgBwGIDbqTIJHgzgViI6nZmfnqr+GIZhdCOlUhm3rF6L5x2zMPMkgpZnGIZhGIZh5IPZFhQkmn6Fycx3MvN+zHwoMx8K4AkAp9pigmEYhj+3rF6L8z51A5bcs86dZ1JGwzAMwzAMY4pov5fkGoZhGLl53jEL8fMPvgjnHr2fO8+kjIZhGIZhGJPGQnDctHxBofqUQt4PA2OaZCACatysFGOteReEuF0pjl5DiiXX9onUjq9bAYgbHzydY42lMRY7jt63jRCHQ0yk9mMOFW37fR0K2nnne4xDjn2VYrGARceldDXVPhcJWHTswrq0acsk9vGU4oh/rqQr/ZXyFAdNVGLO3626OOPmuArE5pW2JVdDTArCbpfcChrqtkjamIjtx6SkXBYX2J1XKLhdCSHKoFi4vArdSCufPtccBu26/zWHRSvnw06BAZQs5MGJOHqI6PfN7IhhGIbhT6lUxk13PYVSKXshruUZhmEYhmEYxmTRlqP2bVovDMMwjCAaOhSEPMMwDMMwDCMnzCiX4/x1G9pz93sQ0XlSJjP/bAr6YxiGYXjQ0KEg5BmGYRiGYRj56cbFgBioCwoA/hKAKxCIAdiCgmEYRotxOhRy5BmGYRiGYRj5YJiUUUJbUHiUmS9tWk9ywlMsnYrvA/IUKWqyRlGqFlG0F+JkkUQu2rGS8hQpJBeFfdMsEVkMiIAewdQUIs2TrE+SwFNrw1daF1vy1wxpXsw2VMGj8IUTImUMKdPtAsZOkxJqgq5uEtR2ybZIUkRJWqaJzko8w7v9mHI0SXIobaM0dVUqC+iAVB+5ZdbNkjKGHMsy3MeyzMJ1i7K/OulM0fZJTGLeqEl1xfxxuagcX03Y2Azk7Zc7Js57HTVajVahjRLnqUJEs4nowinqj2EYhuGBSRkNwzAMwzCmGIY5FAS0BYU31v6HiIpE9Aoi+h6ARwG8esp7ZhiGYTTkltVrcd4nrseS1WvdeSZlNAzDMAzDmBQMW1CQEJ+vZ+a7iGgRgNcBeAWAlQDOAXAYM482qX+GYRiGwvOOWYiff+jFOPeYhe48kzIahmEYhmEYU4S4oEBETwB4DMBXAfwdM28hoodbupjA7I4NDoo9F+LnlGc24ob2BcS4h3gXJCVBQWgnJJY7BMmVoMXgxowLb0a8vgsi+XjF3D6prrIS9Oe7YtqsfRjx/EYhIAg4xEcBKT5Ymne0YFvdoVAsFLDoxIOcHykWClh0woFy3cGQf7y85DfQ/AJiXcJY1frUDL+CtC0hboEu8REA0Lcl5PhHgEHefgMpllhzHoTE6kfFc1rXviJUv4JAs5wIsWAhjryS5z5mYzzLma5JykK+inyQYuULLTrfJoN2adKugjzJrxDTraA5HEKQ5qpyRKdL58MotemYazXafPdTAH+NSnhDiYh+Ce+vJsMwDMMwDMMwDMPoXKTftQ3FocDM7wZwGIDPAngBgHsB7EtEFxHRvKb0zjAMwwjGpIyGYRiGYRjGVKI+x8IVbmTmy1FZXHgtgFcBeKQJfTMMwzAmgSZsNAzDMAzDMPJjUkY3WshDHcy8C8D/AvhfIvrQ1HXJMAzDiIEmbDQMwzAMwzDy042LATHIvaCQ4goAn4jZkdzECl4JqCfES+LtI9KMSGKZkH0ibUxIXZL5UUESA7EyJFkqE/HkboZoUBKUFYX0EJmctB3aWGl1YJjUfkGWZIlEPY5Cv1QZqnBONBAserVT2CWXqaIJG5uONO5Dxrc4fyhzgW/73SRF1GiGYCpEBDfl+5+8xYiStEyTO0ptNEsmV/CWp8pZJWFbiiTPRU2TTzaBknZ94oCV/RILht9Yij3uJMlju8oSW01skaIv2r2wKJ1VRKXTDeb2GNtEtDeAHwM4FJWogYuYeaPw2d0B3A3gF8x85VT1KXSm7zxNrGEYhmEYhmEYhmF0Lh8E8AdmPgLAH6r/lvgXADdPdYdCFxRavzxjGIZhGIZhGIZhGE2gTRwKrwLwner/fweVtzJmIKJeAAsB/H6yDTZCfH6LiLbC/TJ1AjBnynpkGIZhGIZhGIZhGG0Cg1FqD4fCQmZ+qvr/T6OyaFAHERVQeVPjGwC8eKo7pAWE3cfMp0x1B7yZ8gMZN45c8i6IboWy9tCIUChm7LtWVUHY94WQGGgpljzEx9CcGE1+9IuTr4QIKAqnnXQcQ7ZPigvXqvL1DsR2Lvh6H0I8CSFlRB+CMheJrgTpHFL6JeX1KHGNQpfLv48YPtdKx4DoPVCi8aS4x5DtCHECxMTXOxHiqQg5v4P2pfQlKcTzxpiHa3UJX9BlIWZY+rzmCRgLuGbxjdGV4ti1ugpCEW/nAuT9BQDFyNdULgresqowpFjysrCNZUW8tb10W5Q+tZqY8eTSqRLSRjPu+bTzLoRmxOZrbYjzoeAOeWxkW5Q+TWMWENFg4t9XM/PVtX8Q0fUA9neU+3DyH8zMROQ6sO8A8BtmfoKacM2iLSi0xRKMYRiGYRiGYRiGYbQMjvqWhyFm7hObYhafKiCitUR0ADM/RUQHAFjn+NhZAJ5HRO8AMA/ATCIaYWbNtxCMtqCwHxG9V8pk5s9NQX8MwzAMwzAMwzAMo23wfavKFHINgIsBfLL631+mP8DMr6/9PxFdAqBvqhYTAP0B6CIqKxrzhT/DMAzDMAzDMAzDMJrDJwG8hIjuR8WP8EkAIKI+IvpGKzqkPaHwFDN/rGk9MQzDMAzDMAzDMIw2JGLIQzDMvAHAixzpgwDe4kj/NoBvT2WftAWFFlunHDDHE8GJAjhtoAS0HVV05ymtC25Hal4SzUWU45UV0VxIOxKSoERrI9rYE7YxpjRFkkFp2+ArbitGlvKJIsmIorcQxPZdL8EJK0NKfznkvAsRpXrCnvuYRJFixGMVIh+MSau3pdXbLyGJaLW8snB+RdpEBqHEM4Q8v+OoiRelx2NjXpNqj+BK8kX5Es+/Y6TsL2lflsn9PVhQRIZEypwrlWmCFFKUdQrbOJ1pg3sxbyT5YuxH32O2I887isDVU0Y7LYnrUOgq/n979xtrWXXWcfz3nHsHilJAZoY/pTOF/iERq53K0JAaVFrS+saQ+AKr0UyTVtLaENAQW6VpookVq8UX1tBQIbGJqcWUQJM2ViC1RmNAbIeUApV/rQ6lpdSQSmxgzj2PL+4e5szMftbctWadvc/e5/tJbrj37LP3XmvvZ+9zWHPW76QGFI4Z+QAAAAAAYJW4nAGFQDjs5O7/02VDAAAAAADAcKQ+obBQZnaNpA9o8zPAX3D33+urLQAAAAAAtHJptsEnFNr0MqBgZpdLulLSm9z9RTM7a8sr15rHXiSay5yY+x60N5qSZCXdmyaWRXOpS+alR8e+KEMhaPQkUZIWrJOan5srMQfaLrg2WBJ+u2rLRiwxZ7jmnOmSc1Uxo6NEdOxrzr0vycgIMwwS133uOsk8hJJ12pdN3vGJYIW/irfVylrnVVriBlYtcyG5UmofwfaW4yug8uQem1Qfa+YuBHOAkxkh0bIga8ZeE92HJem6xLKj9ivTRjifOC/3IDXHOcpXqDn/Opp7valOH1P7mdTMDulI6l5VS2ru+Snrb6q0k2HmEixa9LJZ81ilr7vFq5mtIMX1GmXN7D71lOz9j4H3+v+hy6uvV4H3S7rR3V+UJHd/tqd2AAAAAACAAn0NKFwo6TIzu8/MvmJml/TUDgAAAAAAQt58y0ONn7FZ2JQHM7tH0jkti25o9numpEslXSLpdjN7rfuxn8Uxs6slXS1Ju8965aKaCyzMETX86u09twYoc0Qd7z6759YA+eZr+FW7dvXcGqAMdQz0ZZyDATUs7BMK7n6Fu7+x5ecuSQck3eGb7tfm5NYdwXZucfe97r535xmrOV8Hw3ZEDW8/te/mAEWOqOOdZ/TdHCDbfA2fuWNn380BihxRx9upYwD96+tbHu6UdLmkL5vZhZJOkvRcpy0oCRgMgzgKgsACiQyfssDGMGhvo2RjwS4KGhYd5/VEwqS3h3SVhRnmjzD60zfn7+cYFgdPRic4GZqWGaSY2la0bC047ilVg+4Kxj1LwpKimowuyqIw0midxPUYBjwm9r/eXmOzf74+XieT69i68OgalWSpPravkL+oKMix32CtUElfal53VcMaUy9sUUJx++P+7G0VGiTJPQxMjJSEMkbLUkHh0TpxCFzJeS+p+/wgx5m13xMmwX01N7xVkizxPquL8MUSP5o+2HcTBiMVfpgbTJjKUu5b7j981w6F9OC91tRPbn38m8//qOr+h+DQlAccq68Bhdsk3WZmD0l6SdK+tukOAAAAAAD0ja+NbNfLgIK7vyTpN/rYNwAAAAAAW8YnFELD+/JgAAAAAADQu76mPAAAAAAAsPRckvMJhVbDGlBwlQXwtYkCzVLbL1onM9Ausa0oGy6ZOVTreKXUDKebJo5XFGYYKQh3Klonex9BkE4QXpVM6oyC06JVUuUQ9b0onK3nIKyi8xi0uWRbuddE6vlhgGnieghDZ+uEOLlMnqrLNlHZB2GNqe2nQtjilWrWd6DmtmpKtavma0T4GpkI5Izuh2tBfVc6xi4VhDLWC1gseU8abitxWUeX/JrlBj9K0UWc6kt0HUfhi6nr3oPXSE+FMgbLskNiE/oNfvTsYMJI7ZC/LkRtzg82XQbReczrY6nofjiJ3psWhcEOnWvWxf9XDRBTHgAAAAAAQLZhfUIBAAAAAIAuEcoYYkABAAAAAICAi6+NjKzugEI4xzgxC6Ronajw6s3ByZ3KXCzqf9CA5Ey1yTTYx7Z4nWjubHgAlnCek1k8NziSmq/lwVEuCdyIjm/JYexivnrJ/ktMgmu4JPcgXCeez2vRXONUHkKU3VKSdxLwlhlzqWyDcG50ZraCFM+/Tt5zljXfoETlubMLl7oeo2XBHP9a3KWDlTIUauYhlElVft687LJ50fH+2+4TUnw/mIXztaVJ5j2kb1HfpcIcGGxZF1kJlSKJ5uRek3EDSu4v8TpLeoFhqazugAIAAAAAAMfDlIcQAwoAAAAAAARczoBCgAEFAAAAAAAiLjkDCq342kgAAAAAAJBtYJ9Q8HRAXZvcELLU9qNt5bZpc2MF60SheT2H+wT7T43h2SwIXprGQWxaD4Ico1CvtTjcSVFgT6peqoT8mGwSXHZBaFwydDM89dGCgrpbqxiwOKYcqooBh53tf8FtToWQJVZql7jcRhVoVjOcr+SaDMNuCwJcS0Q1Ge6jTg276oUspgLQagY2xkFzyVfbzHXyAx5L+h+FL4bBi1In2XCWCi4OTIL7UTKktmodt7RpSXP0lrVdKV0EPG6qF/oatbnsXsW/yM9jykO7gQ0oAAAAAADQHXe+NjLClAcAAAAAAJCNTygAAAAAABByzfqeZr6kxj+gUDNzIdpWyTpFOvhASUl7S7IloqyEaZCTIEnTIBNhCeeSh0xx5kNilUg43TQ7W0HqpL76/kxUqiaj81IwpzZ7omjq+eEc8z4PpmmWuf9JyXEMeLTvVO5CNCc/Ou81cwJqy21bV2+ACvZjwfH38D5Zry/TzLmwNfMQSsTbys89yM9WkNbCednx3qNl0TUcn3dp5u1vWWd+MFxniHP2x6DkuHeXVZCnu8ye9v6XZKfUvVct53npg4sMhUjfb+8BAAAAAMAAjf8TCgAAAAAAlHI+oRBhQAEAAAAAgAQGFNoxoAAAAAAAQMBdcr42stXwBhTaQp/6Ctg7JBVEVbNtXQRr1dzHLA5y8Y328EWLghclaRqU63oUtlYQQLjwUCBL7CO/VsKonqI8s9xz3/N1VxKaVzNANTNc87j7zxSF2S2rKMQxDO9KvGabBaGuKUMMX8SxKtW9e35wWUnAYs1QxpLQuriP+QFs0fvoSaKPYShj8PoRBq5Kmln7+wNX/L4h2l7RPSQwC/qyjHfokhrqKmCxu/DDYP8Vg4MjqfrOD1+Mj3F030mdl9x7FYGnmDe8AQUAAAAAADrjTHkIMKAAAAAAAECEUMbQMn4iCwAAAAAALLlxfEKhqwyDmkqyCqK+VM09qLmtgvnqqZG/aJ1pex7D0p777PPYQbaCFEcoRHPMU3Mko7l4qfnPuXPZS+ZSdzVfPrf2Us+fLOdoeGrechtTvTnL4b5ThyooVwvre4nrK1Lz/p3qSxd5Pj3ev3PnEtfMSai9n5K57Ln7T75se/v+p8FKNtkWbiu6Vmcev5XdCO470Xz5rubxR7kLuUz15rLXzEooOY5dZBhMKr4OlUhEi4WvX5PgtSh1P4jOZc1/XK95bxkKl+RdvP4NUC8DCma2R9InJb1C0lTSb7v7/X20BQAAAACAEN/yEOrrnwA+JukP3X2PpI80fwMAAAAAgIHoa8qDSzqt+f10Sd/pqR0AAAAAACS4nFDGVn0NKFwn6Utm9ufa/JTEW3tqBwAAAAAAMaY8hBY2oGBm90g6p2XRDZLeLul33P1zZnaVpFslXRFs52pJV0vS7rNOXVBrB2JpwxejgMVUqFeUGJNYJwpfXA/KOLn/YNlaXtDcVhxRw7t2xmFv0QSk5LnKm7WUzAMK9x+tkGhXUVhPxRlYNcPxovNVEtq3rEGhWzBfx7t2t93ay8yCwksGhEWZn1YQuBWdx74DFocoCglbkmM5X8PnnLdracMXa4rbHEb3JrbWvk7q/fUkM8hxIwhxlCTz9sDGiQfvDSRNrH2ZB/cdT7wO5YYG1gpePLYdh+v4Vbt2tT4nCsyrGbwoxeGLJQGLNQMTuwh4LJHKWI7eFke1mj6X9a5vHIlPKLRb2Ltbd7/C3d/Y8nOXpH2S7mie+veS3pLYzi3uvtfd9+48/ZRFNRdYmCNqeMdpx18BWEJH1PHOn+i7OUC2+Ro+Y/v2vpsDFJmv4zO37+i7OQDQWyjjdyT9QvP72yQ91lM7AAAAAACIuaSNWZ2fE2BmZ5rZ3Wb2WPPf1n/lMbPdZvaPZvaImT1sZuef0I4T+hpQ+C1JHzezByV9VM1HtwAAAAAAWCbehDLW+DlBH5J0r7u/QdK9zd9tPi3pz9z9J7U5G+DZE91xpJdQRnf/F0kX97HvhVjmedFdZCVE/U/uO8gqKMk9KMlwCOf01s9QOILZ8OZsh+e3YFsluQs15y2ncg+iRSUjyV3cE5b5vtPCg2vLKs6bjfbRLGwXlF1yNmlUx0O7tpeYBcfSOZZLJ5UtcbDi6ZpY+1vWmcdvZaNlbgfbH0/cQ6K8gLGIshJS/Y6yCkryEEpyDwZ3ThIvLFG+QpTrMUm8n+ki76UkjwPVXCnpF5vf/0bSP0n64PwTzOwiSevufrckufsLi2xQX9/yAAAAAADA8lueb3k4292faX7/rqSzW55zoaTnzewOSRdIukfSh9y93r/izGFAAQAAAACAhIrf8rDDzB6Y+/sWd7/l0B/H+bbEw+1xdzNra9S6pMskvVnSf0n6rKR3a/ObFatjQAEAAAAAgG485+57o4XufkW0zMy+Z2bnuvszZnau2rMRDkja7+5PNuvcKelSLWhAYViTcAEAAAAA6NpsVufnxHxe0r7m932S7mp5zr9LOsPMdjZ/v03Swye648jqfkKhJNBsYCFokgoDEzO3VSL4yFAqcMuijxlNp+2Pr6cC2oL9pIJsotDAWqKAndRhD89j/rmKeheek1Q9RO1KhSKGQXclx71iOF54XlIBj5nrJLcVhY4uxTy+1VQzfLGLMFKMQhSaV1P6tpKZbJpYpySscdL6qV5pYtvidbz9/UH0eCrkLwrHi5SEDOaz1rqIAvNSNRT1vWY/UtvqYv8pUZDkrGZYd+L6iuor6r97XI9xYGL+tRrvYwVTGd2XJUPhRkm3m9l7JH1b0lWSZGZ7Jb3P3d/r7htmdr2ke83MJP2HpE8tqkGrO6AAAAAAAMAWVMxQKG+D+w8kvb3l8QckvXfu77sl/UwXbRrgP7kDAAAAAIC+8QkFAAAAAAACvjxfG7l0GFAAAAAAACBhGaY8LKNxDCjUDAscYlhjVwGL0X6qhjUm+hItCx9PXPS525Lq9bNmoFu4jyjorWRT7e1NBWgW6eS4lJzDimGRcVISjjIrCZxK1XfuOolTZbk1WRJG2pWa+w/DbnvuYyVRCNmsIECzZqBZV+Fo8Utq3P9onfXgkkiFNUahjOuT+K3szNuXRYF2nrhWPQjnsyDMLxWat2ZBmPTAREGGUZBgKvQyWifaR4mSgMdJwfumkiDHsG0e1V3cl0lYxyUvksDxjWNAAQAAAACARXCXNsYxQF4bAwoAAAAAAEScKQ8RvuUBAAAAAABkG94nFHLnsUfPz328tmg/XeUhRGpmCNQ+lrnHpiSPITnXd8G1UTK/P1ol6l/JPkrmP9es75q5BwVzneO+JNbJbXNX10rF/bTNG47mGA9Rav5zNNU0nIE6kgyBLlXPaFmg2hkGXWUi1FLyD3bTYKVUzMxaMMd8OotXmti21sejbIWZHwy3ZdELbng/qDf3P2TtxyyqodoZBrlZCakMg5KshNxMhFT/Eytli3IXEqUaxhtEx6VoW8n3JnkXctGxHAG+5aHd8AYUAAAAAADoClMeQgwoAAAAAAAQcDmfUAiQoQAAAAAAALLxCQUAAAAAACKusiywFTCOAYVU0FjfoYyphKHW5ydCzbqYt5Pqf+5F1FXAZdSuVHunQfjPZBqvUxQOeMxG4uOyCt9tW7O+SiTDzoK2ReFwqXqIlpVcE2EoZEHg14KPcSchZIXCkMU+A9VSSmo1N6R1CfQXvmjVwg9nBWGvJfvOfTuRUvJ2oqSfufsv6eMkEcy3Pml/m7vh7WGNE4/fA0T7KQmnW9VAuxKp4MXc45gb4igpN6uw2VH7w1FYoxSHLEZ9LNlWqi9rmdde0bEcAaY8tGPKAwAAAAAAyDaOTygAAAAAALAIfMtDiAEFAAAAAABCfMtDZGADCsH886oZCiUT+DqaOdLFblJzbVP5Dn2KRgtTfYmWTRMZCos+z1UyGholc6kz75GWaG/RvOiaxzfafUm7on5WPV/MPqvBEzfJ3Lm2rvh+V3X+c1RHvWULLIlF531Y/HKf+w9QtbIYDm+v6uay9tF3tkLKNCiJg4lGT4NlEzu59fE1PxhuaxYss+C+Y7a8mTK1RPfCvufXR/svysYpuR6jkkxsK8pECF/XCrYVZisUmPSdM4SlMrABBQAAAAAAOsS3PIQYUAAAAAAAIIEpD+0YUAAAAAAAIOCEMoaYuAsAAAAAALKZdxSmU4OZfV/St/tux4LskPRc341YsLH28TXuvnMrTxx5DUvjPceHjLV/W65hafR1PNZzPG+sfeRefNhYz/EhY+0f9+LDxnqO5421j1l1PBRm9g/aPGc1POfuv1RpW70b1IDCmJnZA+6+t+92LNIq9HHVjf0cj71/WI1zvAp9XHVjP8dj7x9W4xyvQh+xGpjyAAAAAAAAsjGgAAAAAAAAsjGgsDxu6bsBHViFPq66sZ/jsfcPq3GOV6GPq27s53js/cNqnONV6CNWABkKAAAAAAAgG59QAAAAAAAA2RhQAAAAAAAA2RhQ6IiZ7TKzL5vZw2b2DTO7dm7ZNWb2aPP4x+Ye/30ze9zMvmlm7+yn5VsT9c/MPmtm+5ufb5nZ/rl1BtM/jL+GJep47KhhangMqGPqeOioYWoYI+Pu/HTwI+lcST/b/P5KSf8p6SJJl0u6R9LJzbKzmv9eJOlBSSdLukDSE5LW+u5Hbv+Oes7HJX1kiP3jZ/w1nOrjUc+hjgf6Qw2//BxqeMA/1PHLz6GOB/pDDb/8HGqYn1H88AmFjrj7M+7+1eb3/5X0iKTzJL1f0o3u/mKz7NlmlSsl/Z27v+juT0l6XNJbum/51iT6J0kyM5N0laTPNA8Nqn8Yfw1L1PHYUcPU8BhQx9Tx0FHD1DDGhQGFHpjZ+ZLeLOk+SRdKuszM7jOzr5jZJc3TzpP033OrHdDcjWiZHdW/Qy6T9D13f6z5e7D9w/hrWKKOx44apobHgDqmjoeOGqaGMXzrfTdg1ZjZqZI+J+k6d/+hma1LOlPSpZIukXS7mb22zzaeiKP7N7fo13R4FBYDNvYalqjjsaOGqeExoI6p46GjhqlhjAMDCh0ys23avKn8rbvf0Tx8QNId7u6S7jezmaQdkp6WtGtu9Vc3jy2toH9qXiB+RdLFc08fXP8w/hqWqOOxo4ap4TGgjqnjoaOGqWGMB1MeOtLMlbpV0iPuftPcoju1GUIjM7tQ0kmSnpP0eUnvMrOTzewCSW+QdH+njc6Q6J8kXSHpUXc/MPfYoPqH8dewRB2PHTVMDY8BdUwdDx01TA1jXPiEQnd+TtJvSvq6Hf6KmD+QdJuk28zsIUkvSdrXjMx+w8xul/SwpKmkD7j7RvfN3rLW/rn7FyW9S0d9rMvdh9Y/jL+GJep47KhhangMqGPqeOioYWoYI2Kb1ykAAAAAAMDWMeUBAAAAAABkY0ABAAAAAABkY0ABAAAAAABkY0ABAAAAAABkY0ABAAAAAABkY0BhgMxsu5ntb36+a2ZPz/39fy3PP93MPm1mj5vZE83vpzfLzjczN7Nr5p7/CTN799zfv2tmj5rZ183sQTO7ycy2ddJZjBI1jDGgjjF01DDGgDoG+sWAwgC5+w/cfY+775H0SUl/Mff3rGWVWyU96e6vd/fXSXpK0l/PLX9W0rVmdtLRK5rZ+yS9Q9Kl7v7Tki5pnn9KzT5htVDDGAPqGENHDWMMqGOgX+t9NwCLZWavl3SxpF+de/iPJD1uZq+TtCHp+5L+VdI+SZ86ahM3SPp5d39ektz9JUk3LrjZwMuoYYwBdYyho4YxBtQxUB+fUBi/iyTtd/eNQw80v++X9FNzz/tTSdeb2dqhB8zsNEmnuvtTHbUVaEMNYwyoYwwdNYwxoI6ByhhQgCTJ3Z+UdJ+kX4+eY2bvbOajfcvM3tpd64Djo4YxBtQxho4axhhQx8DWMaAwfg9L2mNmL5/r5vc9zbJ5H5X0QUkmSe7+Q0kvmNkFzd9fauajPSTpmHllwIJQwxgD6hhDRw1jDKhjoDIGFEbO3R+X9DVJH557+MOSvtosm3/uo9q8mf7y3MN/IulmMztDkszMJL1ikW0G5lHDGAPqGENHDWMMqGOgPkIZx+fHzOzA3N83SXqPpL80syeax/6teazNH2vzRnvIzZJ+XNJ9ZvaipBe0GVTztZZ1gRqoYYwBdYyho4YxBtQxsGDm7n23AQAAAAAADAxTHgAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQLb/B8UXDK7sq0xqAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 12;\n", " var nbb_unformatted_code = \"p = predictability.SST.plot.pcolormesh(\\n x=\\\"TLONG\\\",\\n y=\\\"TLAT\\\",\\n col=\\\"lead\\\",\\n col_wrap=5,\\n cbar_kwargs={\\\"label\\\": \\\"Anomaly Correlation Coefficient\\\"},\\n vmin=-0.7,\\n vmax=0.7,\\n cmap=\\\"RdYlBu_r\\\",\\n)\\nfor i, ax in enumerate(p.axes.flat):\\n # Add significance stippling\\n ax.scatter(\\n siglon.isel(lead=i),\\n siglat.isel(lead=i),\\n color=\\\"k\\\",\\n marker=\\\".\\\",\\n s=1.5,\\n )\";\n", " var nbb_formatted_code = \"p = predictability.SST.plot.pcolormesh(\\n x=\\\"TLONG\\\",\\n y=\\\"TLAT\\\",\\n col=\\\"lead\\\",\\n col_wrap=5,\\n cbar_kwargs={\\\"label\\\": \\\"Anomaly Correlation Coefficient\\\"},\\n vmin=-0.7,\\n vmax=0.7,\\n cmap=\\\"RdYlBu_r\\\",\\n)\\nfor i, ax in enumerate(p.axes.flat):\\n # Add significance stippling\\n ax.scatter(\\n siglon.isel(lead=i), siglat.isel(lead=i), color=\\\"k\\\", marker=\\\".\\\", s=1.5,\\n )\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = predictability.SST.plot.pcolormesh(\n", " x=\"TLONG\",\n", " y=\"TLAT\",\n", " col=\"lead\",\n", " col_wrap=5,\n", " cbar_kwargs={\"label\": \"Anomaly Correlation Coefficient\"},\n", " vmin=-0.7,\n", " vmax=0.7,\n", " cmap=\"RdYlBu_r\",\n", ")\n", "for i, ax in enumerate(p.axes.flat):\n", " # Add significance stippling\n", " ax.scatter(\n", " siglon.isel(lead=i), siglat.isel(lead=i), color=\"k\", marker=\".\", s=1.5,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Root Mean Square Error of SSTs\n", "\n", "We can also check error in our forecasts, just by changing the metric keyword to {py:func}`~climpred.metrics._rmse` or {py:func}`~climpred.metrics._mae`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:07.584192Z", "start_time": "2020-01-06T18:21:07.387953Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 13;\n", " var nbb_unformatted_code = \"rmse = hindcast_detrend.verify(\\n metric=\\\"rmse\\\", comparison=\\\"e2o\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)\";\n", " var nbb_formatted_code = \"rmse = hindcast_detrend.verify(\\n metric=\\\"rmse\\\", comparison=\\\"e2o\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rmse = hindcast_detrend.verify(\n", " metric=\"rmse\", comparison=\"e2o\", dim=\"init\", alignment=\"same_verif\"\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:08.548649Z", "start_time": "2020-01-06T18:21:07.987627Z" } }, "outputs": [ { "data": { "image/png": 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