{ "cells": [ { "cell_type": "markdown", "id": "9acfd5ba", "metadata": {}, "source": [ "# 06: FloPy class project: Structured grid version" ] }, { "cell_type": "code", "execution_count": 1, "id": "fc15635f-e887-417c-a9b6-583f1d0c758e", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import geopandas as gpd\n", "import shapely\n", "import shapefile\n", "import flopy\n", "from flopy.utils.gridgen import Gridgen\n", "from flopy.discretization import StructuredGrid, VertexGrid\n", "from flopy.utils.triangle import Triangle as Triangle\n", "from flopy.utils.voronoi import VoronoiGrid\n", "from flopy.utils.gridintersect import GridIntersect" ] }, { "cell_type": "code", "execution_count": 2, "id": "f55b0c73-ec82-4654-ac95-d840845c6a80", "metadata": {}, "outputs": [], "source": [ "model_ws = \"../temp/structured/\"" ] }, { "cell_type": "markdown", "id": "ff71738e-4c13-40f1-88e2-ac42cf408c5a", "metadata": {}, "source": [ "Load a few raster files" ] }, { "cell_type": "code", "execution_count": 3, "id": "c1f45d54-e585-4b6f-aa44-8db54d57b68c", "metadata": {}, "outputs": [], "source": [ "bottom = flopy.utils.Raster.load(\"../data_project/aquifer_bottom.asc\")\n", "top = flopy.utils.Raster.load(\"../data_project/aquifer_top.asc\")\n", "kaq = flopy.utils.Raster.load(\"../data_project/aquifer_k.asc\")" ] }, { "cell_type": "markdown", "id": "d27b2059-7d15-48be-89e4-5ea3a0a4f246", "metadata": {}, "source": [ "Load a few shapefiles with geopandas" ] }, { "cell_type": "code", "execution_count": 4, "id": "a056df43-3d04-41c4-9e6d-641fd118f331", "metadata": {}, "outputs": [], "source": [ "river = gpd.read_file(\"../data_project/Flowline_river.shp\")\n", "inactive = gpd.read_file(\"../data_project/inactive_area.shp\")\n", "active = gpd.read_file(\"../data_project/active_area.shp\")\n", "wells = gpd.read_file(\"../data_project/pumping_well_locations.shp\")" ] }, { "cell_type": "markdown", "id": "4ec28213-31e6-45f4-9899-56772618afb5", "metadata": {}, "source": [ "Plot the shapefiles with geopandas" ] }, { "cell_type": "code", "execution_count": 5, "id": "802e1ec8-04c4-42c6-905d-e28ec06d3515", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = river.plot(color=\"cyan\")\n", "active.plot(ax=ax, color=\"blue\")\n", "inactive.plot(ax=ax, color=\"white\")\n", "wells.plot(ax=ax, color=\"red\", markersize=8);" ] }, { "cell_type": "markdown", "id": "649393e3-e455-41ee-968d-8131c0057a79", "metadata": {}, "source": [ "#### Make a structured model grid" ] }, { "cell_type": "code", "execution_count": 6, "id": "99fee6a1-dba6-4c47-9239-f0b2c0e81e04", "metadata": {}, "outputs": [], "source": [ "nlay, nrow, ncol = 3, 160, 80\n", "shape2d, shape3d = (nrow, ncol), (nlay, nrow, ncol)\n", "xlen, ylen = 5000.0, 10000.0\n", "delr = np.full(ncol, xlen / ncol, dtype=float)\n", "delc = np.full(nrow, ylen / nrow, dtype=float)\n", "ttop = np.full(shape2d, 1.0, dtype=float)\n", "tbotm = np.full(shape3d, 0.0, dtype=float)" ] }, { "cell_type": "code", "execution_count": 7, "id": "a44240d6-b0f0-4436-bd2d-fbba92d6dd7e", "metadata": {}, "outputs": [], "source": [ "base_grid = StructuredGrid(\n", " delc=delc, delr=delr, nlay=1, nrow=nrow, ncol=ncol, \n", " top=ttop, botm=tbotm\n", ")" ] }, { "cell_type": "markdown", "id": "87e67c65-3a48-4489-b284-8a535c195c8a", "metadata": {}, "source": [ "### Intersect the modelgrid with the shapefiles\n", "\n", "#### Create an intersection object" ] }, { "cell_type": "code", "execution_count": 8, "id": "9eb9a7bd-02f1-4966-b522-4bdbabeb0d40", "metadata": {}, "outputs": [], "source": [ "ix = GridIntersect(base_grid, method=\"vertex\", rtree=True)" ] }, { "cell_type": "markdown", "id": "ed099929-5257-4c83-93da-337aecfab0a1", "metadata": {}, "source": [ "#### Intersect inactive and active shapefiles with the modelgrid\n", "\n", "After all of the intersection operations, take a look at the data contained in the returned objects" ] }, { "cell_type": "code", "execution_count": 9, "id": "c8e5ef38-e57c-41f7-8c45-a953ae1a5568", "metadata": {}, "outputs": [], "source": [ "bedrock = ix.intersect(inactive.geometry[0])\n", "active_cells = ix.intersect(active.geometry[0])" ] }, { "cell_type": "code", "execution_count": 10, "id": "8d5ee1df-925f-4d93-8d06-7adaff89522f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(rec.array([((0, 0), , 3906.25),\n", " ((0, 1), , 3906.25),\n", " ((0, 2), , 3906.25),\n", " ((0, 3), , 3906.25)],\n", " dtype=[('cellids', 'O'), ('ixshapes', 'O'), ('areas', ', 62.63873491),\n", " ((1, 53), , 62.63873491),\n", " ((2, 53), , 62.63873491),\n", " ((3, 53), , 62.80215445)],\n", " dtype=[('cellids', 'O'), ('ixshapes', 'O'), ('lengths', ', 62.5),\n", " ((159, 21), , 62.5),\n", " ((159, 22), , 62.5),\n", " ((159, 23), , 62.5)],\n", " dtype=[('cellids', 'O'), ('ixshapes', 'O'), ('lengths', '" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = flopy.plot.PlotMapView(modelgrid=base_grid)\n", "mm.plot_array(rtop)\n", "mm.plot_grid(lw=0.5, color=\"0.5\");" ] }, { "cell_type": "code", "execution_count": 19, "id": "0e344430-3dd6-40f3-99dc-eb3ff4525fd9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = flopy.plot.PlotMapView(modelgrid=base_grid)\n", "mm.plot_array(rbot)\n", "mm.plot_grid(lw=0.5, color=\"0.5\");" ] }, { "cell_type": "code", "execution_count": 20, "id": "6025c075-3b2f-4bc4-929c-6ded94d7fb49", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = flopy.plot.PlotMapView(modelgrid=base_grid)\n", "cb = mm.plot_array(rtop - rbot)\n", "mm.plot_grid(lw=0.5, color=\"0.5\")\n", "plt.colorbar(cb);" ] }, { "cell_type": "code", "execution_count": 21, "id": "fc131289-28c2-4c27-9c28-e2393760ee7a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = flopy.plot.PlotMapView(modelgrid=base_grid)\n", "cb = mm.plot_array(rkaq, cmap=\"jet\", vmin=1, vmax=10)\n", "mm.plot_grid(lw=0.5, color=\"0.5\")\n", "plt.colorbar(cb);" ] }, { "cell_type": "markdown", "id": "e9f459b8-7ba3-4778-a790-25ea654f5b49", "metadata": {}, "source": [ "#### Build the model data\n", "\n", "_Create the bottom of each model layer_\n", "\n", "Assume that the thickness of each layer at a row, column location is equal." ] }, { "cell_type": "code", "execution_count": 22, "id": "fa75d47d-2a36-4d14-9e3a-8e690933315a", "metadata": {}, "outputs": [], "source": [ "botm = np.zeros(shape3d, dtype=float)\n", "botm[-1, :, :] = rbot[:, :]\n", "layer_thickness = (rtop - rbot) / nlay\n", "for k in reversed(range(nlay - 1)):\n", " botm[k] = botm[k + 1] + layer_thickness" ] }, { "cell_type": "markdown", "id": "78271f86-4d9b-4e95-8f6d-159340ba0030", "metadata": {}, "source": [ "_Create the idomain array_\n", "\n", "Use the intersection data from the active and inactive shapefiles to create the idomain array" ] }, { "cell_type": "code", "execution_count": 23, "id": "6bb26307-5b6f-46e1-b633-45b6a851c2bb", "metadata": {}, "outputs": [], "source": [ "idomain = np.zeros((nlay, nrow, ncol), dtype=float)\n", "for i, j in active_cells[\"cellids\"]:\n", " idomain[:, i, j] = 1\n", "for i, j in bedrock[\"cellids\"]:\n", " idomain[:, i, j] = 0" ] }, { "cell_type": "markdown", "id": "187e97f7-ba7c-41f8-8d39-1c1ab8245903", "metadata": {}, "source": [ "_A more pythonic approach_" ] }, { "cell_type": "code", "execution_count": 24, "id": "af769a74-b776-4dba-b8bd-c4457530664f", "metadata": {}, "outputs": [], "source": [ "idomain_bool = np.zeros((nrow, ncol), dtype=bool)" ] }, { "cell_type": "code", "execution_count": 25, "id": "261de40a-739b-4524-a072-42a937f35608", "metadata": {}, "outputs": [], "source": [ "idomain_bool[tuple(zip(*active_cells[\"cellids\"].tolist()))] = True" ] }, { "cell_type": "code", "execution_count": 26, "id": "707b1911-6ce1-4cee-9b6f-092112cda57b", "metadata": {}, "outputs": [], "source": [ "idomain_bool[tuple(zip(*bedrock[\"cellids\"].tolist()))] = False" ] }, { "cell_type": "code", "execution_count": 27, "id": "f01f4f25-5954-459b-9847-a2dfc59333ba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(idomain_bool)" ] }, { "cell_type": "code", "execution_count": 28, "id": "10ed5e0a-7fd5-4dc8-b6c1-dd3271288032", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " ...,\n", " [False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False]])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idomain_bool" ] }, { "cell_type": "code", "execution_count": 29, "id": "16ac7af1-49c4-4cde-bbbb-84f935b68830", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ], "text/plain": [ " FID Q geometry\n", "0 0 -0.00820 POINT (3875.000 7875.000)\n", "1 1 -0.00410 POINT (3125.000 7375.000)\n", "2 2 -0.00390 POINT (3375.000 5125.000)\n", "3 3 -0.00083 POINT (2375.000 3625.000)\n", "4 4 -0.00072 POINT (1375.000 2875.000)\n", "5 5 -0.00430 POINT (2875.000 1625.000)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wells" ] }, { "cell_type": "code", "execution_count": 32, "id": "92672b02-13cb-4253-b009-cfa23ff572be", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[2, 33, 61, -708.48],\n", " [2, 41, 49, -354.24],\n", " [2, 77, 53, -336.96],\n", " [2, 101, 37, -71.712],\n", " [2, 113, 21, -62.208000000000006],\n", " [2, 133, 45, -371.52]]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "well_spd = []\n", "for (i, j), q in zip(well_cells, wells[\"Q\"]):\n", " well_spd.append([2, i, j, q * 86400.0])\n", "well_spd" ] }, { "cell_type": "markdown", "id": "b9acc234-e7b7-434a-8a1d-8533c7225003", "metadata": {}, "source": [ "_Build the river package stress period data_\n", "\n", "* Calculate the length of the river using the `\"lengths\"` key. \n", "* The vertical hydraulic conductivity of the river bed sediments is 3.5 m/d.\n", "* The thickness of river bottom sediments at the upstream (North) and downstream (South) end of the river is 0.5 and 1.5 meters, respectively. \n", "* The river bottom at the upstream and downstream end of the river is 16.5 and 14.5 meters, respectively. The river width at the upstream and downstream end of the river is 5.0 and 10.0 meters, respectively. \n", "* The river stage at the upstream and downstream end of the river is 16.6 and 15.5 meters, respectively.\n", "* Use the boundname `upstream` for river cells where the upstream end of the river cell is less than 5000 m from the North end of the model. Use the boundname `downstream` for all other river cells. \n", "* Make sure the river cell is in the upper most layer where the river bottom exceeds the bottom of the cell.\n", "\n", "Use the upstream and downstream values to interpolate the river sediment thickness, bottom, width, and stage for each river cell.\n", "\n", "The river cells will be connected to model layer 1. The river bottom, width, and stage values should be calculated at the center of the river reach." ] }, { "cell_type": "code", "execution_count": 33, "id": "1f0b8a27-6dba-4f62-b11c-f92bdada50a8", "metadata": {}, "outputs": [], "source": [ "river_kv = 3.5\n", "river_thickness_up, river_thickness_down = 0.5, 1.5\n", "river_bot_up, river_bot_down = 16.5, 14.5\n", "river_width_up, river_width_down = 5.0, 10.0\n", "stage_up, stage_down = 16.6, 15.5" ] }, { "cell_type": "code", "execution_count": 34, "id": "d0013ce6-3c75-4f25-b7a4-17cf7ce7e456", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12419.290359618695" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "river_length = river_cells[\"lengths\"].sum()\n", "river_length" ] }, { "cell_type": "code", "execution_count": 35, "id": "a565b394-c57c-45bd-a947-8565c86ed87b", "metadata": {}, "outputs": [], "source": [ "river_thickness_slope = (\n", " river_thickness_down - river_thickness_up\n", ") / river_length" ] }, { "cell_type": "code", "execution_count": 36, "id": "488d4e1b-6ee5-474e-91a0-6fe1dc764dee", "metadata": {}, "outputs": [], "source": [ "river_bot_slope = (river_bot_down - river_bot_up) / river_length" ] }, { "cell_type": "code", "execution_count": 37, "id": "9f7fca4f-b31a-4679-a06c-9fe79abd4318", "metadata": {}, "outputs": [], "source": [ "river_width_slope = (river_width_down - river_width_up) / river_length" ] }, { "cell_type": "code", "execution_count": 38, "id": "9d5cafa8-be40-4055-a56b-b67878c78e73", "metadata": {}, "outputs": [], "source": [ "stage_slope = (stage_down - stage_up) / river_length" ] }, { "cell_type": "code", "execution_count": 39, "id": "d693f849-55a8-450c-934b-2cb7a2ddcc80", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "([[0,\n", " 0,\n", " 53,\n", " 16.597225984480367,\n", " 2186.8547136345433,\n", " 16.494956335418845,\n", " 'upstream'],\n", " [0,\n", " 1,\n", " 53,\n", " 16.591677953441096,\n", " 2176.0166873198878,\n", " 16.484869006256535,\n", " 'upstream']],\n", " [[0,\n", " 158,\n", " 50,\n", " 15.508347242017402,\n", " 1480.5598623536812,\n", " 14.515176803668005,\n", " 'downstream'],\n", " [0,\n", " 159,\n", " 50,\n", " 15.502770376374766,\n", " 1460.266817949857,\n", " 14.50503704795412,\n", " 'downstream']])" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boundname = \"upstream\"\n", "total_length = 0.0\n", "river_spd = []\n", "for idx, (cellid, length) in enumerate(\n", " zip(river_cells[\"cellids\"], river_cells[\"lengths\"])\n", "):\n", " if total_length >= 5000.0 and boundname == \"upstream\":\n", " boundname = \"downstream\"\n", " dx = 0.5 * length\n", " total_length += dx\n", " river_thickness = river_thickness_up + river_thickness_slope * total_length\n", " river_bot = river_bot_up + river_bot_slope * total_length\n", " river_width = river_width_up + river_width_slope * total_length\n", " river_stage = stage_up + stage_slope * total_length\n", " conductance = river_kv * length * river_width / river_thickness\n", "\n", " i, j = cellid\n", " for k in range(nlay):\n", " if river_bot - river_thickness > botm[k, i, j]:\n", " riv_layer = k\n", " break\n", "\n", " river_spd.append(\n", " [riv_layer, i, j, river_stage, conductance, river_bot, boundname]\n", " )\n", " total_length += dx\n", "river_spd[:2], river_spd[-2:]" ] }, { "cell_type": "markdown", "id": "3d7f40ea-769f-4a79-8c3d-71c8a66b77f0", "metadata": {}, "source": [ "_A more pythonic approach_" ] }, { "cell_type": "code", "execution_count": 40, "id": "364d718f-cf55-4464-a700-34e4ffd4a995", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 12419.290359618704]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmid = river_cells[\"lengths\"].cumsum() - 0.5 * river_cells[\"lengths\"]\n", "xp = [0, river_cells[\"lengths\"].cumsum()[-1]]\n", "xp" ] }, { "cell_type": "code", "execution_count": 41, "id": "2e7733e1-d760-4a86-bdd0-473ff6be4e08", "metadata": {}, "outputs": [], "source": [ "riv_stage = np.interp(xmid, xp, [stage_up, stage_down])\n", "riv_thick = np.interp(xmid, xp, [river_thickness_up, river_thickness_down])\n", "riv_bot = np.interp(xmid, xp, [river_bot_up, river_bot_down])\n", "riv_wid = np.interp(xmid, xp, [river_width_up, river_width_down])\n", "riv_cond = river_kv * river_cells[\"lengths\"] * riv_wid / riv_thick" ] }, { "cell_type": "code", "execution_count": 42, "id": "3e6d136c-50b1-4659-90a7-ef5b3f75cb9f", "metadata": {}, "outputs": [], "source": [ "riv_bot_elev = riv_bot - riv_thick\n", "riv_layer = [0 if riv_bot_elev[idx] > botm[0, i, j] else 1 for idx, (i, j) in enumerate(river_cells[\"cellids\"])] " ] }, { "cell_type": "code", "execution_count": 43, "id": "94386a56-f10b-44c2-9972-99172b36a9a6", "metadata": {}, "outputs": [], "source": [ "riv_bndname = np.full(riv_cond.shape, \"upstream\", dtype=\"|S10\")\n", "riv_bndname[xmid > 5000.] = \"downstream\"" ] }, { "cell_type": "code", "execution_count": 44, "id": "5b520e0a-a6a0-4cec-bc5c-42c738bc9f99", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([(0,\n", " 0,\n", " 53,\n", " 16.597225984480367,\n", " 2186.8547136345433,\n", " 16.494956335418845,\n", " 'upstream'),\n", " (0,\n", " 1,\n", " 53,\n", " 16.591677953441096,\n", " 2176.0166873198878,\n", " 16.484869006256535,\n", " 'upstream')],\n", " [(0,\n", " 158,\n", " 50,\n", " 15.508347242017402,\n", " 1480.5598623536819,\n", " 14.515176803668004,\n", " 'downstream'),\n", " (0,\n", " 159,\n", " 50,\n", " 15.502770376374766,\n", " 1460.2668179498573,\n", " 14.50503704795412,\n", " 'downstream')])" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "river_spd = [(riv_layer[idx], i, j, riv_stage[idx], riv_cond[idx], riv_bot[idx], riv_bndname[idx].decode('UTF-8')) \n", " for idx, (i,j) in enumerate(river_cells[\"cellids\"])]\n", "river_spd[:2], river_spd[-2:]" ] }, { "cell_type": "markdown", "id": "837ae702-a313-4e4e-90f0-6bc6c6b5ef61", "metadata": {}, "source": [ "_Define river observations_" ] }, { "cell_type": "code", "execution_count": 45, "id": "452fa4f3-aac7-422b-b38b-1045e8b4cd1f", "metadata": {}, "outputs": [], "source": [ "riv_obs = {\n", " \"riv_obs.csv\": [\n", " (\"UPSTREAM\", \"RIV\", \"UPSTREAM\"),\n", " (\"DOWNSTREAM\", \"RIV\", \"DOWNSTREAM\"),\n", " ]\n", "}" ] }, { "cell_type": "markdown", "id": "7906e810-488e-4894-9120-a91419a0c803", "metadata": {}, "source": [ "_Define the constant head cells_\n", "\n", "Assume the constant head cells are located in all three layers and have values equal to the downstream river stage (`stage_down`). Make sure the constant head stage is greater that the bottom of the layer." ] }, { "cell_type": "code", "execution_count": 46, "id": "7eb1d1d6-13e3-48a6-ae02-dc82e1878652", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([(1, 159, 21, 15.5), (2, 159, 21, 15.5)],\n", " [(1, 159, 59, 15.5), (2, 159, 59, 15.5)])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chd_spd = []\n", "for i, j in constant_cells[\"cellids\"]:\n", " for k in range(nlay):\n", " if stage_down > botm[k, i, j] and idomain[k, i, j] > 0:\n", " chd_spd.append((k, i, j, stage_down))\n", "chd_spd[:2], chd_spd[-2:]" ] }, { "cell_type": "markdown", "id": "a5f85bfe-d6df-42ff-b475-3d63773a3c2f", "metadata": {}, "source": [ "_Define recharge rates_\n", "\n", "* The recharge rate is 0.16000000E-08 m/sec" ] }, { "cell_type": "code", "execution_count": 47, "id": "08edb467-a90f-47c9-8465-0b619ea02e83", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.00013824" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recharge_rate = 0.16000000e-08 * 86400.0\n", "recharge_rate" ] }, { "cell_type": "markdown", "id": "6353df62-e5b5-4bab-9e32-0f4cf3e679df", "metadata": {}, "source": [ "#### Build the model\n", "\n", "Build a steady-state model using the data that you have created. Packages to create:\n", "\n", "* Simulation\n", "* TDIS (1 stress period, `TIME_UNITS='days'`)\n", "* IMS (default parameters)\n", "\n", "* GWF model (`SAVE_FLOWS=True`)\n", "* DIS (`LENGTH_UNITS='meters'`)\n", "* IC (`STRT=40.`)\n", "* NPF (Unconfined, same K for all layers, `SAVE_SPECIFIC_DISCHARGE=True`, `icelltype=1`)\n", "* RCH (array based)\n", "* RIV (`BOUNDNAMES=True`,add `RIV` observations for defined boundnames)\n", "* CHD\n", "* WEL\n", "* OC (Save `HEAD ALL` and `BUDGET ALL`)\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "b98023a9-21da-4916-a419-4047a423b5df", "metadata": {}, "outputs": [], "source": [ "name = \"project\"" ] }, { "cell_type": "code", "execution_count": 49, "id": "ceeb9cf4-c2a5-4eed-bb6e-058b141739d7", "metadata": {}, "outputs": [], "source": [ "sim = flopy.mf6.MFSimulation(sim_name=name, sim_ws=model_ws, exe_name=\"mf6\")\n", "tdis = flopy.mf6.ModflowTdis(sim, time_units=\"days\")\n", "ims = flopy.mf6.ModflowIms(\n", " sim, outer_maximum=200, inner_maximum=100, linear_acceleration=\"bicgstab\"\n", ")" ] }, { "cell_type": "code", "execution_count": 50, "id": "9c85c033-c73a-43ec-8682-e866c094fcb9", "metadata": {}, "outputs": [], "source": [ "gwf = flopy.mf6.ModflowGwf(\n", " sim,\n", " modelname=name,\n", " save_flows=True,\n", " newtonoptions=\"NETWON UNDER_RELAXATION\",\n", ")" ] }, { "cell_type": "code", "execution_count": 51, "id": "3649247e-b3d0-40a0-92a9-0e5ff72763cd", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'riv_obs.csv': [('UPSTREAM', 'RIV', 'UPSTREAM'),\n", " ('DOWNSTREAM', 'RIV', 'DOWNSTREAM')]}" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "riv_obs" ] }, { "cell_type": "code", "execution_count": 52, "id": "0ce841a8-14ce-408a-844d-49251d91b091", "metadata": {}, "outputs": [], "source": [ "dis = flopy.mf6.ModflowGwfdis(\n", " gwf,\n", " length_units=\"meters\",\n", " nlay=nlay,\n", " nrow=nrow,\n", " ncol=ncol,\n", " delr=delr,\n", " delc=delc,\n", " top=rtop,\n", " botm=botm,\n", " idomain=idomain,\n", ")\n", "ic = flopy.mf6.ModflowGwfic(gwf, strt=40.0)\n", "npf = flopy.mf6.ModflowGwfnpf(\n", " gwf, save_specific_discharge=True, k=[rkaq, rkaq, rkaq], icelltype=1\n", ")\n", "rch = flopy.mf6.ModflowGwfrcha(gwf, recharge=recharge_rate)\n", "riv = flopy.mf6.ModflowGwfriv(\n", " gwf, boundnames=True, stress_period_data=river_spd\n", ")\n", "riv.obs.initialize(\n", " filename=f\"{name}.riv.obs\",\n", " digits=9,\n", " print_input=True,\n", " continuous=riv_obs,\n", ")\n", "wel = flopy.mf6.ModflowGwfwel(gwf, stress_period_data=well_spd)\n", "chd = flopy.mf6.ModflowGwfchd(gwf, stress_period_data=chd_spd)\n", "oc = flopy.mf6.ModflowGwfoc(\n", " gwf,\n", " head_filerecord=f\"{name}.hds\",\n", " budget_filerecord=f\"{name}.cbc\",\n", " saverecord=[(\"HEAD\", \"ALL\"), (\"BUDGET\", \"ALL\")],\n", ")" ] }, { "cell_type": "markdown", "id": "9a6d3a06-05b3-4f68-aa34-00dec952ef7d", "metadata": {}, "source": [ "#### Write the model files" ] }, { "cell_type": "code", "execution_count": 53, "id": "6a671453-1197-41db-9905-cc6549f705e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "writing simulation...\n", " writing simulation name file...\n", " writing simulation tdis package...\n", " writing solution package ims_-1...\n", " writing model project...\n", " writing model name file...\n", " writing package dis...\n", " writing package ic...\n", " writing package npf...\n", " writing package rcha_0...\n", " writing package riv_0...\n", "INFORMATION: maxbound in ('gwf6', 'riv', 'dimensions') changed to 249 based on size of stress_period_data\n", " writing package obs_0...\n", " writing package wel_0...\n", "INFORMATION: maxbound in ('gwf6', 'wel', 'dimensions') changed to 6 based on size of stress_period_data\n", " writing package chd_0...\n", "INFORMATION: maxbound in ('gwf6', 'chd', 'dimensions') changed to 102 based on size of stress_period_data\n", " writing package oc...\n" ] } ], "source": [ "sim.write_simulation()" ] }, { "cell_type": "markdown", "id": "b53e1ada-e0a7-43b0-a72a-cc5ed8a4bc31", "metadata": {}, "source": [ "#### Run the model" ] }, { "cell_type": "code", "execution_count": 54, "id": "8f6a82ba-1005-484e-8a5a-3f59e732eb58", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FloPy is using the following executable to run the model: ../../../../../../../.local/share/flopy/bin/mf6\n", " MODFLOW 6\n", " U.S. GEOLOGICAL SURVEY MODULAR HYDROLOGIC MODEL\n", " VERSION 6.4.2 06/28/2023\n", "\n", " MODFLOW 6 compiled Jul 05 2023 20:29:14 with Intel(R) Fortran Intel(R) 64\n", " Compiler Classic for applications running on Intel(R) 64, Version 2021.7.0\n", " Build 20220726_000000\n", "\n", "This software has been approved for release by the U.S. Geological \n", "Survey (USGS). Although the software has been subjected to rigorous \n", "review, the USGS reserves the right to update the software as needed \n", "pursuant to further analysis and review. No warranty, expressed or \n", "implied, is made by the USGS or the U.S. Government as to the \n", "functionality of the software and related material nor shall the \n", "fact of release constitute any such warranty. Furthermore, the \n", "software is released on condition that neither the USGS nor the U.S. \n", "Government shall be held liable for any damages resulting from its \n", "authorized or unauthorized use. Also refer to the USGS Water \n", "Resources Software User Rights Notice for complete use, copyright, \n", "and distribution information.\n", "\n", " \n", " Run start date and time (yyyy/mm/dd hh:mm:ss): 2024/02/08 12:36:32\n", " \n", " Writing simulation list file: mfsim.lst\n", " Using Simulation name file: mfsim.nam\n", " \n", " Solving: Stress period: 1 Time step: 1\n", " \n", " Run end date and time (yyyy/mm/dd hh:mm:ss): 2024/02/08 12:36:33\n", " Elapsed run time: 0.821 Seconds\n", " \n", " Normal termination of simulation.\n" ] }, { "data": { "text/plain": [ "(True, [])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim.run_simulation()" ] }, { "cell_type": "markdown", "id": "dab370b7-c023-402a-bf3d-792cc82ad4de", "metadata": {}, "source": [ "#### Post-process the results\n", "\n", "Use `gwf.output.` method to get the observations." ] }, { "cell_type": "code", "execution_count": 55, "id": "6b1b0a5d-b1e6-4824-94c3-c849e176146b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype([('totim', '" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " ncols=1,\n", " nrows=1,\n", " figsize=(5, 8),\n", " constrained_layout=True,\n", " subplot_kw=dict(aspect=\"equal\"),\n", ")\n", "mm = flopy.plot.PlotMapView(model=gwf, ax=ax, layer=0)\n", "cb = mm.plot_array(head, masked_values=[1e30], vmin=10, vmax=30)\n", "river.plot(color=\"cyan\", ax=mm.ax)\n", "mm.plot_grid(lw=0.5, color=\"0.5\")\n", "mm.plot_vector(qx, qy, normalize=True)\n", "cs = mm.contour_array(\n", " head,\n", " masked_values=[1e30],\n", " colors=\"red\",\n", " levels=np.arange(10, 28, 1),\n", " linestyles=\":\",\n", " linewidths=1.0,\n", ")\n", "ax.clabel(\n", " cs,\n", " inline=True,\n", " fmt=\"%1.0f\",\n", " fontsize=10,\n", " inline_spacing=0.5,\n", ")\n", "# mm.plot_inactive(ibound=idomain)\n", "plt.colorbar(cb, ax=mm.ax, shrink=0.5)\n", "\n", "fig.savefig(\"../figures/freyberg-structured.png\", dpi=300);" ] }, { "cell_type": "code", "execution_count": 61, "id": "44dbdf83-3b9d-4a8e-9a00-c498647c5155", "metadata": {}, "outputs": [ { "data": { "image/png": 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Y2jrD9xiZ5mBM3izh4VYRV2sQU9CDQx1a5M02aDJa6SwvRN/koKi2Nprxt8oYf7aM8eckyPjbwBjwkuuzc8aQgzkrNNabkyVn/EI044/K6cMHEMHvzQrjR9Hg6yN/x+9wOLBXOgfG+LflUSdj/MO250rGCrfnRjH+YdtzqJnW2hsX78jhzNTQt8nH/7kHdfNIXvuKtPjNiJ02TkwJ/9WX7bJydJLUzjxqdyaHJ4Ufx47dY+FgVZckZ9zeDPZVunrjyn0mdk0Ily+efMDAjnHSC5Uv/aMGb+AkT954AQDTqrVsGSu9oJh1WM3GMeEv29lH1KwfJUlh3jFYWxb+w7/gpMjq4eEFeuEpkfdL1BjdXlwGHRk5Rq454GD5cH0vo15SE2CFrEDOsnofK/LDn9uyBi/v5coZv5cV2Xqu2ryD3z/9T77083tZYQvvO1/W5mal7LHxMruLleYIxm938b5JejWzxOnEtu8AX//PW3zy63dSYTCySivNWex1slodwfgDTtZG3P0uFJ2sDYbjtbljuEDoYotbx0XVe1gxtoqZRljviWb8G5wRPgCjk42OcDzX7GRzuwlEkTtef4O3ymdQM3cKWyKuyGZldbGtSTrvzFwn2+vDYzMKnOyoMZLl9nPDuhWsm3kN2eOs7DoV/vlNLXWz53j4Zz5ppJu9h0OxNqAmo85HW66a/Qe1ZHq7sOsyqKrwcmCv9KunstLHwR3h35HxU0Rm/9/7zOuo5o6KL4EgMG6myBbLMHZf91myNx/nxqeekTL+RToOr/VJ5i2/QEf1+vBFccUCDdUbpBfOFfM0UsY/T0P1piChr8dsQKRijsChzeGLg3FzBA5tiYhnCRySkZVxM+Hgtoj3NEOUvEeA8dNFDu4I/y2MmxaMzfh3RfoAgtJ4Sh+MP+JnPGGiP+pnPmGSn/0RY5UTY8SJMP5YOQNk/IqGVgrjP0+0d0YJp0fnnOuXIdHhUfksX1I5ZOd74Wd/ZczZRrqMes7mZ/Uu+unQ9tFl3H3zpwikcc7Xp89g8T0/pDYrO35ywhIoa2nkN288z4wzx1OcSuALV3+NVyvnpTRNm8HCVy78CiethfGTI+RTa1heMgMQmNJ6jF/ufm5Ax/9f7ix+X3pFqBJOtzS9j/oNfR2WFqnEIPPbDzLc3TSo51Gk6FxIWfjPE50ZnU1LvvlcvwyJ2mwZnClO56LWv46U5DOyrjl+YhI6m5vNq3NnpH1ej1bLooMHmX38KHpfevwDR/KLmPntB9g6fHTKc2mCQVTB1H0aOS472a7k/SdZ3k4251QM6Jh2rZnjxgJMgfAdoWQf/yAqiMBXa/7HbPvhQT2PIkXnQsrCf55I7/SR1dyFtdUZP3mIlOH08sm3dgzZ+b77lU/y7szBKZRS3NLGJzZtH5SdCs0WC63mDIJC+v6cnDo9XllJ02T0uV3v8/Zz98VPjKM7d77Jzzb8I+nj3y+czPOjlg74uKuatvDcgT/2xkO18CMI3DbuK7ycP39wz6NI0TmQYu5LYwGfVMx9Gm+A3BoRV6aX9uwwZzXatefM3JffEmDU8VNsnBGC9oNt7hOCIgIiQZWKXJdIsyH8maRq7svvsDPp1Fn2VFTQqEuPuS9yLDcQTNncB5AtBBC73BR1tHKwoIQsVTBpcx9AhteNyefBbzUnZ+7rNvIZ/R5UoojGoo1r7nN0Sj8DizmIuyP0u+VTaRI293W2gSHoxRj00qYxY7aBwyHQvKAcgJG7qxM098lzEjH3yXLimvtiGfcEWQEfxdwXa0wx9w29FHNfMua+GAV85Ia/gZr7EEWC22ycmOEFwhcHpTuzzpm5b+pBHf+ZOxwIXVQMtrnvH/c9RUN2Jt/++qdZcibAyqLwr+eSmgArCmXmvrrEzX0aazavlmRxgT2QNnPfqu797ma3m4U+L6uNGYgRHoKBmvsgVIxHONXMldvW8JdP384CrYv1bpm5T+9kY4S5b15f5j6gZyvdHK9z4Oa+/JC5L6TQ/0/TuPo1900uC5v7ejRxrIdPvPJvrL4u7p72xYTNfSEznbb7fyLjZopUbwzyzp+uA+Dra+/jSFxzn5bD6/ySOL65T031xiCmgJtfnniRF/IvwH5JRXxzX6wCPtuksWLuix5TzH1Dr4/8wn/eSBB6t819VPWna5bg0qf+eDuW/Go1oZvt9DdBWnToIHPEAKvLJ+FMsFx0f1o3ejzrRo+Pn5iALji5n+aMTMhMzTh6+fEt1GVkIRYl1y/9hbLFoaI+A9RYZy2F3nbW2ro7/QWCqDvdBMwGglp1nKNTk1Ol55ihgE516p+pIkXnkz7aK815poJaO9c/vjl+4hBJ4w/y57ufZ+qe00Nyvg0TR7OzfPigzF3W0MSfH38Og9cXP3mA2jhmDNuHl+HWpueiJdUqfpH6xqa3+Pjh7SnPc+WxzcysP5L08cctwzicOfCLhoXtB7ildqVkrIfzD/bCjyDwaMnHOZhRGj9XkaIPkBTGf/fdZFZlotKEr4F07Tq8EQw/VpwI449V5EfepKe3gA9gbRDIcLVSMyJcJWxQGb+kSU/sAj4F9XXUFtpwmA1YO1W0yxi/LW2MHyxONwavnyabmVwXaWX8Jo+H8tp66oqKadCFH3Sdj4y/5OxZgoLAvmHDUyrgA6GysypRJFMnpsT4e2Q1RDfpSYTx65o7CQgq2nXmATH+kERACPHw1iAdk0rx5pgZfvg4rrNhXJUQ48+Owfhz+mb8gihiDrghz4ijLfyaFcafvhyF8Q+9PvKP+h0OB51VnRLGn78tn8YZjX3Gedvy4zJ+eUEfiOb+w7bnhhk/IO7IYs9UAWjvHYvF+OVNesp2WQfO+PebJE15Ju43xmT8712W2x35mV6tZUu59KJjZrUmOcY/IoLxnwyyqlTN955fy4XbDnHRw99k8elgWhk/6GFYJstaPGln/KMbGijzeXgztxivJvyaE2H86wLSeReonLR0qggKApt8JhZonCky/pDmZMZg/I0yxp/nZHtddAGfSE0rSo7x3/Dqm7TrzPy68toQ45cx6coqfx+Mv0chxn94nZ/Txfkc+NpV3PTnv9L0QvgpREKMf4FWUtAHuov6xGD8APnedh4+9Cj3fuEuqreHfzYVc1XJMf5tMsY/U2H8CuMfeimP+s8zGbq8aHzp59DJKtPhwtw5NH+Yv/vshVzyuzsHZ/JBbLgysqmR4a0taXtEv2FkBZvKylOeJ8vp4OH/PsXYltrUJhJF/vrOH5hfcyDpKX4w9fP8uvLaAR93ZdMWvnT2bclY3ppDAPgzjXhtA+8DMBA16mx8eexttGsz4icrUvQBkbLwn0fSu338/eK/UbGn/ly/lF498sOX+Nrf3h+Sc/k0mrRW64vUuJp6Tn7pe2Q6XfGTB6j3qiayduy4tBj7QOTSAzsZ1tEaPzWO9AE/IOBXpcbC1WKQw1nF2PWDu8jGUlBQERCkd8nGug7M1XUgCDRfkPoFUjydMBakrROjIkXng5SF/zySV6/hjz9ZytmR508nsN/ffiEvXzF9SM41e/8J/vLg82mpNCdXvS2T7930SVy6wdk1kC6pgyK/fePvTDt7IuW56i1ZfPPjt3IiqyCleQIqNQ/OvJa9uWVJz/Hd/a/widPrB3zcW7kzeLL44qjxvDXVADQtGpf0a0pUpe5mKpw1WPznT3EtRYpSkWLuS5u5L7EOfv2Z+wwdWlyZUkZplHXsMw6puU9Fe8RYKua+yLHsPsx9WQ4npQ1t7BtVRLZHSKu5LxwH0tadr2csx9FJFiLHTRbEiLvTpMx9+OkIqBCF0N1uQuY+lczcpwnQ5lOjEkVEAUQEsrSBpM19giiiDfrxqTVkGoLYI8x9mQma+7Lqm3Gp9TQZrAMy9wmiCN3vocfcB+Czmsgo0FCbX0juusMgDo65D0Af9JNl89PRpsalDnlKzFn0W9AHFHNfojmKuW/opZj70mXuS6CDXzxzX8mOLAzaQ+TXOlh3cajX+/CdWZyc2t6bM3ynbUjNfRpHNT6thu2TR0SZ+8ydbiaeMrFxTPiYWOa++cdg7chwvOAEMc19YIEJFoC0m/uyOruYdfg4baWj027um9zQxNyAn7WWvFC9gG4la+5b7w+PLdD2Ye7rkpr7NkWY++aYnWxpN3HzzpXcvGslS2/5BbOtTrZEXG3Nyk7c3FfeepZn33mYz1/8TajKYdfJ8M9vyvDEzH2bThb3xlXjEzP3VW8Kcs/JV7EEXPxg9I1UzKLXqBdUd5J79zhe+NyNzF7+OFnbT6Vm7oso6lMxX9Nr7gtJRcVcI9Vbg0BovGKOqt+CPhDdse8jZe6T5yjmvvNKyqP+80xV22r41N+2DZoRbSBSBUX2jC9h++QRMV/Pz3/7BmNPNqIOpO/RvDoQGJRH/aPqm3jiib9j8PnjJw9Qu4ePoLqwSLLoJ6sMj5uHXn+W3M7kG+L0aO2ICfzqgk+mPE+NOYdvLbyVM5bc+Ml9yObtRBMc+M/+jdyZvJwf3V1QFQiiaw1d7DYuTk+xo3ga46yjyNMSP1GRovNcysJ/numN66fwjRc/K2lFeq40b+sx/vG1vzFn+/GYr+fxmxZh6XJR1NCelvONqmmi+vp7mXL4TFrmi9TukaVM/t29OPW6+MkDlNnlQudPzwWFCpFMd3oMiMezC3lnzNSU5+nSGdlUNB6nNvlWuC9teJArarYM+Lj95uHstIyK+W/65tDCPxScX0Dk+6f+zSeazp8CW4oUJSuF8SfJ+L0yxi/n/okzflmcJOOPHMtIivGrohh/aa2XvKYGABpzzNitud2MP1RQBaCs1oXDEKA5K9RSOCsG45eP9cX4NYEgeW0OWqwZZPo1HxjGX9bUjF6v47DZKsmJYvwxmH+sAj6RTD8Vxp/n7MCl0dOpM6TE+K0eJ/qAl0aTDashMHDGnxFE29qFU63HrdYNiPFn+TvxChq61AYJ44cQ0z8xsRwEgZwNR8jMCEqa9vTkRDP+WD6ACMYvY/6hHAFfsxevSosoxG/aAwNg/O3SeEgZvzxHYfwfCSmMPwnGL48hmvsnxvilTXuKtudwemo7Nzy2ibx6Bw//7KKEGP/IXVaORDTuGb0nMwnGb2DXeOmFyqT9TbTpajg7LIs7//of/nP51eycY6QpN8ThLQ4XU/a34zI2smlW6M5y9mE1G0ZLvzTnHhUSZPxqKMsGuhl/cQTjP9sH4y+IYPz1fTP+EY3NfOOt91jx8ctZYQvvyU4H4y81ZjATkVVaaU4U4/cnyPi9Usa/wSXNmWdIjPH/7++/4bXxc/jLjEuSZvw7zxi5be9q5tcd4PMXf5tpJa5oxn8sgvGPjM349x/J7o0HwvifOvg0m6wVPFV0oYTxA5TPV7O8fC5tM0Yyofo1LqzZyeE10t9hOfeXM3+I5v7ygj7QXdRnixoIUuBtR1iUTfWm8O+5vKAPJMj4Z4iS9z1uupg+xh8xJmf+EM394zH/3jGF8X/gpTzqPw91ojyXfdOL4ycOsrqMOiYeqmXDrDH84J6rAfjbd57j2v9sJ7fFwW0vrkMIiuwtT99rvXDrQcaeaUjbfD3qMBl5d/IE/H3UCRCCwaR9FWdycmgzpafAS6G9nV2/+Q7aQOro4LIbfsyzU5akPM+TEz/G5y/6VtLHa4N+rjy7iUxfV/xkmb5ccQfPFi7u89/zVoWK+TQtHvzH/QA2XydPVj9Olq8zfrIiReeplIX/PNSGC8fw3lUTzvXLwGnUM+pkEwDHy/KoHl3Ic9fO4Ysvrud/n3uES1YfoD4vk2Nl+Wk7531/fZNLN+1P23w92vGdn7F4fzWBPhb+Zx9/iu++8d+k5l56YH9azHgAdoORBy78BD516g/jgioVHk2aPA0peE6MAS9fP/ImZt/AvQs+lQafqu+fRc/C3zJnDKgH3xfTrjXzu5IrsGuGvpiRIkXpksL4E2D8+nYdXlu4GYi2XZ8A40+skU8k4zdG7OvXO33o3X686sykGH+nLCfDrhkw489pg5KaGnZVlSCIkNm9j18VDKLzBgioBTI8Wsk+/lQYP4Q4f0ClIsed3iY9S/ceJKASOF06nJNmY+9++x7Gn2d3MLqxkc1jRpM7QMZfefYsLlsWJ0xm6c9vEBl/X015IMT4RYebUnszB3NL8KvUZMmYfpZWyvMhxPTb3RGMv7shT2XLKZqM1uQZvzlIp11ABBCEhBm/qzXAaFc9Nfqc2Iw/W6CzJUjLvLEEDVpGHDyKs076N2fOUUu4f0J7/XNi7PXPjrXXP+LfE+H3WUJCjL9Txvjle/vjMX9QGL+i/qUw/gQYf8G2PJpnhuOcrQXxGb9sX3/PPHWynEjGX7wjp3df/01/2MC0Dad56Htf5uTU8F95Iox/zB4LhyZKH6uW7zEPmPFP3a+jxupnf7kXBIGph3QR+/hDf7Qzq0U2jY1o0pMS4we6F8Z0M/4nXnqJz9z1JT5eW8v4g3v5wQ3X4tFqexl/sd/Fj154kd/86j4WOhkQ4181upwlLldMxr9GFcH0E9jHf6m3BVdNBztKQ072WIxfvo9/rsnJJnsE47c48R/r4JK9G/nbxZ9HFFTMtnWxtTmS8TujGP+MPCc7Ihj/9MIQ41+08xBHCsexc9iwxBh/tfQpw8RyL/sPhD+7Phl/BP8eP02kYV0Xnz2zigOFizlmGhaT8R9e7WX/4rGcuW4ut/z2MepeOiWZt3yRXsL9E9rrf4FWsq8foGKelPsvnm5n5NsHeKV7q2GfjH9rZByf8Y+fLt3XD9F7++Mxf4jm/grjVxQp5VH/eap/3zKN7z53LZzDGuFBlcD+8cUxH/NqfX5yWxxkOD3M3X4MbZr2x3/ufxv5xr9WpGWuSIlAgy2TraPLmHzqLL/5+78wu8JfOJlOF116PcI5fv5V3NHKt1e9lfI8O4rGcNclX0AUUv8Tf3jq1WweljxDH+Zq5duH/j3g49q1Zn4y6jqOmYb1m5e3OvS435tjZqg+PgHI8Tni5ilSdD5KWfjPU3VlGvDpz/0DmbLTzczffBSDO3zXNGXfae55dDn3PfQmo08388BvX6f8RGM/syQunS+A3pv+IjsA6mAQn0bDNXd/jdH1jTz92F+xdTkpa2zih6+9yeYxowioBn6h9eTfnqKgoz0tr/FI3jC+eu2tKc9jc3WmpRCS0eehoKsNQUx+roCgoiOZ7nYJdlTM2XQMldtH0KCls7wwiVc4cNXqs3mi+JIhOZciRemWsvCfx7rm6R2MONYcP3EQdf2rW/jEf3dicIcX48bcTEbUtKIJBGnItRBUCUw5mJ6iO09duYBf35j+L9SAWoWqexGxm4x88jtfpcGaybSTp3jvF7+moMPOQ5d/jEAS1fdqsrLSUrUPIKBS0WFMfYfAU2/8iW9v/L+U55ndUM1r//klmd7kiwo1Gmz8dfTAP9OpnSdYvucXFHjb+81Tu33kbDwaOteSoXH3A+iDPgwBb/xERYrOMynmvrvvxjrRgkodae7TS8x88WKINvzFbuQTbe7rr2lPbr0DP5m0FYQ/IqNdi1Nm3DMmYO4zy8x95gTMfdZONXmN9YjA0VH5kqY9447W4zLo6LDlktdYjyBC9aiClM19AIJI2s19he0dNFvM2AJICvjke/04AwE6DWFOnVgBnyDNEe1uc4MBWgRpTjLmvlJfF16XnwZLqBhQsuY+7C58ag2duhCPT8rcpw/g7AKzz0WbPmRctBoD2J1SM188c581I4DDIfS2trVYYhvN5OY+b4sPm99Ji9ZCQFD1ae4DcBVnYTUHaTBnkbX9ZDgnRyUz96mTK/IjM/yZswUmnDrCaUMu9bosxdyXQo5i7ht6nftnyedYDocDT5VdYu7L3lpA68wGSRxp7svdmi+JIdrwF7ORj8zcF69pzxmgZIfI6YgCPqU7szgxRfrNMGKnLa65r2KPmf1V4bai4/dlxDX3TT6op+h4NbN2nORfl36WaQe1bBvrQ+cLcOHbocok7158BcVt1SzccoRnH7olYXPfmrLwF8EFJ8Rec981q3bwqz+/zh0P/jSt5j6yQ1sOl7V4opv05Fik8yZSwKfLxSq9CU0ggM3ZxUSNOi3mvtubz2I/1cT6qfNDP6skzX1b3N1bLLt/DZIy9xU42VljBMK7FaLMfSPim/tuzdmLe1MzL41YBEDlBF+UGW3CpGhzX6hgTs9nE+zT3AfgGuah6EtlvPjpz7D06Z+jawv9rpcv0vXmhGJ9ckV+LtBKzH0V8zQc3+DlmDFIvT6omPsicwbYyEcx9w29lEf957l0ngD5NenZI56M9o4vJruti0XrqxEFQBAYebqZOTtPsG9cERC607fZ09OrfPu4Edxzx9VpmStSep9PYuaTS+v3Y/AO/LFtUXsbm35xLzZXet7/gcIS/tm96Ccrg9/LtfvXY/Km/oV68akdzKs9kNIcRyxFrM2rHPBxOT4789sPok2guY+xrh1NpxvUKvb//JOISXg1Bqr1tvHU67MG/TyKFKVbysJ/nmvMwQaufWb7OTv/oTGFbJw5ip/+5i3GH6nndz/9F3/57vPU5Wfy1oUTAdg5oZSHvnhRWs53qjCHV5dMk/S1T4d++Y9/873X/ten4W3xgUP84PW3yHAPbLFssli4/eZb6dLr4yfHU4JmtnjK8Lq5e8NrvZ6GVLTs7G7m16W28LdrzdSYBt7Zb1xXDT8+9Qr6oC9+MmCurkfl8dFwcRXVd398wOcbqIZ5Wrm2ccN50UlTkaKBSGH8g8j4E2nk01/THoCMVg1usxd/N5eOxfhNsqI+pg5tQozfEcH4LX0w/nZzEFVQpKS2jaDGjKmzDYfZQF1+JqIgYOtU0WaOKODTKdAq86ZldSFl/F1CFONv6X6yrg4EybZ3IerNNBnDn0mqjH9u9VGODstHNGTQrFUjiCL5dgdBYwZNWjUZHg9TTp1m26iRZCKcE8avDfgZ6emkNaimOSP0iDtHkDbkAciWM/0YjL/dq+otmBMakzF+XWKMv8MlzRko49cHfGSag7R2agh2by1MlPF3tYqoCeIXVIDQL+OHEIdv0ViwV4ZKSJur68hzd0QX8Ili/AkU+YnB+DWNnYx11bPLXIY+RyMp6APRRX3kTXti5yiMX9HgS2H8CTL+/pg/RDP+RBr55G/L67dpD/Q07gnz+1iMv2yXlaMRjH/U7sy4jH/Cvgz2Togs6GOMyfh3VITutraNtzBjv4aDU0x0mvQE1aGLiOmHtWwZGwjd9QgCMw9r2Dha+qU556iKdRGMf/5xKeNfeEJk1fDQ4lFxqok///JPfPve77OyOMzeE2b8eTLG3xhi/A+++gpfvf1GzJZMVtgMZLjdbPnZH/jePd9nZaYZvVfDz15+mb9991uM0xoTZvy2ri4+vmcXzZMmssqQGuM3eT3ke+1s9Rqo7fYLLNDEYPyGBBh/m/SYKMaf42Rbg4zx5zvZURt+39MLXew8I21gFIvx7z0a/plPGuVm36HwZzK76Thjxnl4+fQo7LrQFWHCjH9zTxfIUEfI/hg/hFj9qdVNHPvyRI586xIEf4A7fvhbTq5uleREHhMai1HkJxbjjyjqUzFfw5GterZQhigIVMyFQ5tljH+OjPHPRNK0p2fsA8f45TkK4//ASXnUf55LAD7/8HqmbTgVN3cwVXmwhikHzqDxBwmqY/zapOnR/NGSPKb/7QfYTcn3fo+lZouFbEf4Yiir04kmEEQTCF3AWF1OvBrNgB+PF9g7+PEbr2HwJfY4uj85dXpqrNnUWrPjJ/ej0W31fGVrcn0HImXwe3nunYcY3V6b9Byb88axKWccdpnxMRFVdNXw3VOvYQx44idHaNTjKyn69zZEjRp7VQmOQdrbHxRUaUdSihQNhZSF/zyXCOQ0dZHVPPDOZulUU64Fu9mA1h+In5yCAmo1drMxbRcSPdpcPopPbtyOvnuBvmnNBuqyrJS0tDKiqZmvvb2CYwX5A2b11cOKGP/Ab3EYjPGT42hMUz1ZztS7vnlVGppNaXhkKsCe3DKajdY0zDXwz9Or0pDl7yQjMLA7QgGo+vG/ydp8DFGjYvtfbsGdZ4l7XDL6XP0qvnM69XoJihQNpZSF/wOgh355MSuuPLfd+hrzMjkyMp+GvMFncL967N/kdKS37emfLl3CqIYmZh89zsp7H+SaLdv52q03YvJ6WfnzB7l663Yev2gprRZz/MkGSVfu3UpFY/J31z06Y83lX5ULUp7Hrdbx22mfpEOffEGhrx16gxJnckWoThgLuGf0TTTrBn7hofIFmPq1v6N2enEX2djx55vxG7XxDxygzuhzOBKnpLAiReebFHNfguY+X1ZEd762aHNfogZAubmvv259EO7YpwqETHYap0HSrQ+iO/Yla+6zy8x9mZ1qieHPahfwqd10mcJ3xdY0m/sAJh09S1N+IbWW8Bd1yNwnvWvMlRn++jP3Aej8fgo8fjSdDmqzbHi0WnJ9Adx+P26dFn93y96BFPAxe9yMbainpqiYJrV0YRmouU8QRXII0CyGGWqOamDmPnUwiE0boNWnkTyGTtTc1xFh7svW+XA4VfgiTIxR5j5jAHtX+GeemRGUmPuKnc14cyw0d4W5f6LmvpBZTkQligRjFvCRF+eJNu5l5Ks5VTEaUatG1+SguLY2dgGfJMx9nW0RcZagmPuSzFHMfUMvxdyXgLkvZ1sBbTPremPblmGSf+85Jl6Rn+ytBdIOfnG69UG4Y98frn2RHQuGs2LhFZyMKOgDoY59cnPf4UnSO+axuy39mvuq9hvZNUF6oTL5gIEd48IXIle/4+CLf3uWS//x9d5Ht9Oqu8193UrV3AewavgIFp2Sd+fzs3KYdGFdWutPvICPKHLBwVOQU8z/ykvDx7S5WZktvcsfSAGf0e0OLtqyjQNXlSRWwEeMiHGyzi89ZoHKyXpveCxmAR+Dk42dEea+DCebO7rNgCcPUGXt4u/CGOrN4T3ms21dbGsKHzMz18n2epm5r8DJjprw+75DdRj1trP8eeJlvWNTS13sPhH2X0we4WLvkQhz3xiPxNy3jyImGjxSs1elL3Z3vkiT2xSR6k1BfnzyX6jFIPeO/GwMc59GaspbqIsuzrNQx7ETDrY8cxuiTsOtDzxCzWs1UTnJmPuqNwYRRJHhnia0i/M4tEX6nsbNESRFfcbNEmKb+yJNjTMH0dy3R26oDCjmvo+olEf9HxD99e4FvHXd5HP6GuoKrNzx6xuG5FxCmh9EZXg8/P0PT5HVmV6vxLGCAr5xw+fwalK7hi60t/GXF5/A5BuYkU2unUWj2Jc3nPoMW0rzAOzNKeO1UXOTPl4dDJDvak9pn/t/s6fzr/zUChplbT/FxB+8AoBzRA5NC8amNJ9cvzv6DHnec1dkS5GigUpZ+D8g2jO7lJaCc8efAbw6DadLctJuvJPrZ395g2mHT6d1TqdOx9wHfkBzZnpNXjqfD6PXAyk2hDV7PIiCgC/FZj9dOgMtJktaPiO3RkdDRvI7DEq7mvjn2l9hTuGObnvmaA5klMZPjKOiN3dR+uImEAT2/OYzuPPT80hZFAS+O/pzNOhsaZlPkaKhkML4E2T8/qzwl5emzSBh/hDN/RMr8tN/0x6QNu7JaewkEDDTVij9Uo/F+LtkjD/DrsGRGcH47WoJ87fImvYAZDpkjN+hwuxowaPT0NRd334wGL+t04kxqEs74w/FAWnsk/J8GBjjL25rpaK+jj0VFbQI0rv+WIy/NSLOJroBj7wpT/YAGL8qGGRUWwPtebm0+KWPVm3yJj19Mf7ugj2FXW2INiMNXum2yoEwfnUwiMXnRMw2YneEc/pk/BHc2hzB/K1+J6aAB0dBlpSzZwnxm+tEjqkE9GUZnB1RirbdiW3nKRDBnCMvBKTuY56Ic+d8SBl/P8wfFMb/YZHC+BNg/Lnb8mmfFWb81i1FEuYP0dw/kSI/eVsL+m3aA9LGPZNf2E27eiI7L5V+bMN32jg+OfyoceQuq6RpD8DoPZkcrAo/5h63N4N9lZEFfEySpj0AE/cbJYx/6kEdC99bycnSHP43L+QaT5Txrx8Vjucdg7XyJj3DIxchC4tOBXm/JPw+F59JkPH3UcBnVH0jt65Yy9oLPxbdpCdTuhVvIIx/uNZJq0qLW9CwWiPNWeSTMv5FASdrg+H4gh7GL4qMbarjaF4hCzRu1nvCOfN1TjY4ZYzf6GSjI4Lxm51sbjcxvL2R7/33Xzxy6x1scUid8LOyuiRNeWbmOdle1zfj/9Lu92mZN463O0ZJcqaWuth9PKIpT5k7mvEfjGzSY2CiNgHGP9EvYdvjpwR6+fin6ncwy36Ev15/M9UbIhrlzFVHN9dZK62nIB8brdfyr69fQyBDz6jHV1L+8DuUL9RKCwEt1seYR0f1+gjGf0GI8QMUeNsYPcvP8e0mWrXhJ0ofOMYfp6APKIz/wyLlUf8HSG9dP5mTYwde8zyd+sn3ruJv16e+Vaw/Wbpc5LfZyexMvge8XFani6pTNaQbUpzOyeV/k6akNMeY5gb+76+/Zc7JI6m9Fls+V19/D13a1Isf/XnyxzlmTW2bWrn9LFef3pDya3mlYB53l38e0vDpqZ1eqn70KgDH71hM56i8lOcMoMYU8GDzndtaG4oUJSpl4f/ASWT0wcb4aYMoISgiBAePEOW3OZh4opbysw3xkxPUzlEjuOoHd6ZswpNr9rGjLKw+mNIcp7JyueW6L7OjZGT85H6kCcTvYpeIdAEf6mDqhZomtJ/m+pOrUp6nZ1uiVkzP+xv23z3krTwIKhU1n5yR8nzNukz2mkdw3DQ4FQIVKUq3lIX/A6acxi5+ddurZDelt8BNohp+toX3P/kQVdU18ZOT1ImiXFZPHsu2cWWDdo506bObN/KFNatTmsOn0bC5bCwerS5+ch9SBwOseOanXHVwc0qvBeBjJ7fz9r9/knJ3v9eHz+PTC3+Q8usBuKhlF1M7Tw64fG9fKnklVES/9sqpaTOr6gMDb+usSNG5kGLuu/tusieZUanDf/yaNiP+rPBjZnWbMcrcFxn3jA20yE+8gj4QXdTH2K5FUDvpivAkyDv2Gfsw90UW9cmQFfSJbe5Tycx9auymAMMaOmjOMePRabB2qmiPMPfZOgXaMqS/UrYuIb65T1bKPccJzYbwZ5Kquc/W5WTSyTNUjxlNgy5819+nuS/CzJfr7687n4hKhGwxmFB3Prm5ry2goqKplrPWHDr1hsTMfarobnwdXoGCznY6DBnoTRqJkQ8gS+uXmPnknfgAbIaQuc/o92DxuvBkW+J354tTwKd3TG72imvuk5redKIPsxXa21UEuxdqs02ILqrTKv3dC43F6OgnCDQvGIuo1TDi4FGcdeG/sYTNfRFxjs3PyLOn2GYZTQ+SUMx9ieUo5r6hl2LuczgQJrWgN4fNJ+bNxXTODt/RZmwukZj7bFuGSWKINvwlUuQnXkEfiC7qE+rW5wTCxXjkHftG7LRFmfvG7LFIOvaV7zEnYO4zSDr2TT6gZ1tFAMb3bCv0M71ay5by8AXFzGoNG8dIvzRnH1H3b+47KbJ6uHSxuHljE+amYzz98dAe7lTNfcWik4LOZlrUY+Kb+zpcrDSHr0SWOpx9mvt6Y7czKXPfyWYXX3vjLX5+8bXsH5bNAo2T9e4Ic59e2okPYJ7RyaYIc98cs5MtHSbADF0wW+Nki+xKarbM3Dcjz8kOmblvemGPuc8I2JhmdLHrlNQvMHW4O9rcdzjC3Dc2bO6b37ifT51ay19vvCUJc19QZoTTMm56kOpNQXq2TlbMVkkNd/M1kjg0JjMALtD0GvkOzhvJqesW8Pk/PEH9S8fDOYmY+xZoqN4YvnCeMlukdl0XR21+At0XgBVzVefU3CfJmTKI5r5YOYq577yW8qj/Ayhbi5Mffvs/lB1OrgZ6qhp1qolZO04M6jnUwSDqYDB+YoKqycnisUuX4k9xn7xcD730PJft2pn08TW2HD5787fYPyy1vepLj+9mXNPZlOYA0Ab8XHt4HbmujvjJcdSlMVBrykl5nh7pg36+UrMc0wCb9vSl4tdCq7An14JPdvE3ULnUOt7Pmti76CtSdD5LWfg/gHJY9QTUAjpvesxOA9VVy3dz15/fHdRzHC3O56nLL0jbfHqfjxlHT/S24U2XfCo1AdW5/zP6ytblXHh8V8rzFHc2c+euNynoak95rl3Zo/l15adSnqdHIjDbfpgiT1vc3ESUebAOy8FaUAnUXZZ6VcxJnSeZZT+chlemSNHgSmH8aWT8Ay3yE6+gD0QX9Yks6BMekzJ+k6ygD0Q37onXtAdCjXskjL9TTbs5iMYfJKgSCKoErI7BY/wt+rCjOybj98gYv7tvxm/0epl/6CgHxo6h1hDGA6kz/u44GEiM8Uc05ckWAujaHYxuqWfDyApEhJiMP5Lng7QpD4QYf7tPhSooElCpQjw/ivEHEmb8PeWSM41B7DLGH2L6EYzf1DfjV4lB1GIQo0WVMuMHMNvE7qI5EQw9qqBPgoy/W67SHKwmPw2WbLK2hZ5iJcP4zdkChbV1aMQAh0wl4dcX8R7MthjvKUuIn2OTcv94zL93TGH8ivqQwvgTZPyOWeF2qZYtRZK4Z2ygRX6ythb2W9AHoov69Bb0EUVKTrTRUmAmu7pQwvjLdlklTXsg1LgnkvFX7DH327QHoHK/Ucr4D+rZUSG96Jh6SDcojP8L6xv44r/+xSUPfRPog/HXyRh/XR+MP0ePxq/hIMWMUmuSY/xGGeN3ulijNaDz+3FrtSzxuGIzfiGC8QdljF9w0mIXyaxpZ11JqNzhAo20KU8sxj/X5GSTPYLxW5xsaQvHs21dbG2WHjMr28m2hgjGnx+b8e88E/5ZTCtxseuklPFPGe5mTwTjnzSyb8Z/Yd1Ofrjvn3zjq/eyf3+qjB/GTYfqTSJmv5MFHYc48fFpEs5eMUc9IMYP4Mm2U3jnGF68/noWvP4Q5mONSTH+inka3t2ZjVfQgBD6/Y/J+LfK3tMsGeOfIUqaFQGMny7l/vGYf2gsqDB+RX3q3D+jVJSUrK0uHrrxZaavPTnk59b4Avzi/teZve14/OQk1Wiz8PCnlqVtPr9GzbFh+QTT+Fi+tLWFfT/+PnOOH016jkMFxTw9e2lKr2N0Wz13r/93SnP06Ldrn+KqY5vSMtf27DH8ZNKNKXYxiNanmjbwufpVaZlL39qFrjm0NbbmE9NTmsur0g56HwtFitIhZeH/gKojx8RPHr+SzUtGxU9Os/xaNepAEE0gfeY7uewZRv43Z2Ja5/zhy29iczrjJyaoFrOFb332Bo7kJ1+4ZXLNSUa0plaQyanRcdqaegU6RDieWUiTMT2PW9v0FtYWVKV9MXy6cClfHPeVtM1naAg9LWu+oDylecx+Fw8deYZJnSfT8KoUKRo8KYw/AcYfL4b07PWX7+uH6L398n390M39I/fxJ8r4o5r2RDN+ewTjz+xm/JFKhPFnyRi/PM6OwfjzOoPg6aIxK9RpLseVGuMHmH34GGeLS6gxhR9Nn2vGP/rkSewGI9X5RaEcQbpvX96QB2Iz/jZfZByD8esSYPwRTXoges8+9DD9xBi/1duFWgziz85II+OPiNPA+AEyCrScrByLyuMnZ/3hpBl/V6vIaFc99XobnWpDVOMeOfPvfc0RY+cd4491jML4P/BSGH8CjD9eDLF9AIns9e9vXz9E7+2P3Nevd/q45aH1rFxwOSenhi8y5E17IMT9D08KV/sbu8cia9pjjmL8VfuN7JoQvjCZdMAQZvyiSF5LJ6KYzZbyiCY91Ro2jZUx/sNqNowOf0nOPSqwNqI67YITRDH+T+2088v7f8fEZ36M06Bn8ekAK4vi7OPvh/EDrJg7gWXNnrQx/j3eIBccOcTKcZXMUKmTYvxrrKPQBgI0e0PjUYzf4GRjp4zxZzjZ3BEaK3S0kZEHWxzm3jvrmIw/Jwbjr5W+7wW57Zw5HqDZGGrwE5Pxj3Cz51gE0x/VN+P/zv43GOZq5Zkbbo7axy9n0hMmJ8r4g3zjzFvsyxjO2Usnp8z4AcZcrOXF665D8AW4+IEfUrFISILxq6neFOQQ+d0jQSrmqjm0OYLxzzkPGb+8kU8/zD+UkyDjH0AjH4XxD72UR/0fYHmMGnIaulAP4iP3vjR363HevPFP6D2Ds6WwyWZh8t9+hFOffBnbwdbI5kYe+ucL5Dvs8ZP7UIcxg2Zz8nc5n9y/kUkNJ5M+PlKjO+r53vZX0jIXwG8rr+U707+YtvkiJaaRHqi6t8WKWjW+zNQaHFn8TrJ856actiJFiUpZ+D/IEgR++ehldGSZ4uemWfvHF/Hdn1yDX/aYPF0KqlR0mgxp5cP//M3jlDWlr+jRjuFlTPj5gxzPTY6v21xd/Oy/L6Hz++In96Fnpi1lb8GItPycqrOKeWTyFSnPEylRSP9XzB9KL2dl1qT0TSiKaByhu05vdkZKU91Z81/uOvNGOl6VIkWDJmXh/xBI4/Mz7Ez7kJ7TbjGyZl45AfXg/ArpvT4e/uM/GV2Tvk6Eb0+twm5MvWVtj0SVCq9Wi5jkTgFNIMAweztedfLErUtnoFOXnvfkU2k4bcmPn5iAClxt/HnTI4x01Kdlvh5pg370weQvlPqSriV0l+7LNsfJ7F8v5i/gmcIl6XhJihQNmhRzXyLmvnYjwYhY1WYkIDf3tfZf9Cc0b3SRn0hzn7yJD8Ru5OOWmftyTwexdLVybFzoztNoj27SY5I17smIae6TVrWTN+7JdKilBX3sLvQ+HfXZEaaxTlV6zH1dIsVnz3K0JB+HyZAWc18oDkjjFMx9Hq+XsuYmDg0rwioIEiMfQA5xzH1Ii/UA5KgSN/dleN2U2FtoLiig1Re+eLDFKuATw9zXEWHuy+9qR5Wpp94X5v6Jmvsim/JYzEEcDhWGgJcSZzOnM/IxZCZYwKc9HJutYkyTm7apkwpnLTvMo9DlaNJi7jPnqDhTNgK/1Ujm3rPkBLuSMveFigtFHKOY+xLKUcx9Qy/F3JeAuS9zSzGuOWd6Y8OmUrpmS+uimzaV9Fv0B6INf5mbiyQFfeRNfHrGIg1/+dvyJAV9APRdmRxaHKAzsx2Akp1ZUea+kbusksY9o/dkysx9GZKmPRDduGfifiM7xoUvOm57dgM+UwVvzQlvZ5terU3O3DdCumAvPCnyz6XhpHSY+0bXNWIUjaywhR/npmLua7F3cfWqNTx33Q1MQ2C1WmbuCzhZS3hsoehkXSAUq4JBFgmdrPdLj1mgdbLBGWHuMzrZ6JCZ+8xONrebmF5by60b3uRPt9wuKeAzK6uLbU3SY2bmOtleH2HuK+hpyBPSDQc24ZsxnF0d2b1jU0td7D4hfZowuUxq7pssK+AzcayH/Qe1gJbthH7OVeO8UrNXlT/a3DfJLzG1jZ8qRhvhZkDzRj8Zji72ZQmUzxHTYu4rX6Tj7Qtn03hhJRMO/JsLm3clZ+7bGKSy6zRFnjbezZ6smPsiY8Xcd15JedT/IZDLpKMzRVNSMnrqpgXsqioZ3JOk8YHU/c+/yqiGprTNt7d0OLfeejsdpoFz4YqGWhacqKaq7nTS599eNIYbrv02wTRw9H9MWMJRa1HK8/RoRGcDpkH4Qm/RZrIie3JvKed0Sdcaugj2pcj4ZziOcXXzlnS8JEWKBk3Kwv8h0fx3j/Dd7y0f0nOKqsGtUrb+yw9y+5vr0jbf9z93LccK08OwAfLs9qQvTGptWRzIL+Zw3rDkTi6K2FzpcY+bfG70KRgMY+nBnU9zw4lVaZ0TYJb9MFWdp9I+r6419LP05KTG+J8tXMJXy29Lx0tSpGjQpDD+u+8mf7IRVYRJTWgzIWZFVHhrM8kYvzQOjUm5v5z5Q/wiP3LmD7Eb+cgZv6FDhzZox9bi5MyobPQOnaRpD0Q37onXtAdCjXukjF/atAegpM4HgU7OFIceEVvTxPhznKDtstNp0g+M8etljN8zWIw/wPijRzmblc3JvHxygoFoxi8v4CNj+vKGPBBqyiNh/LGa9GgCeJ0+ZtQeY1dhGSqzQcL0E2b83cV6SjqbKXa0cGjkmKQK+MRi/Ca/m4CgwqPWkWkORjPfGEw6EcY//OwZPCotx4yFaSvgY85R0WTKonNsAfoGO0X1dUPH+G0yxh8z5zxj/Glu5KMw/qGXwvgdDqxTa7jq8UMIQZH/fW8S6g0juf2PT7Pm1rEcuKgYNozCMyf8SFa/aYSE+UM095czf4hf5EfO/CG6kU/u1oIoxj9sey6Hp7oJPcBpp3hHtqRpD0Q37onXtAdg/L4MGeM3SJr2ABTVumjJaGBbRegPdtqh9DH+98eGeXNCjL/eywoZ41/WEGb8i/cexKS1smJMcfjfk2T8S7ucrNKaqNGaOKE1sdjjZI1KmrMw4GStKGP8fhOIIndseI+Tc2awXrRIjpmvc7IxgvHPMzjZJGP8c8xODrRqMDUIrDVlMlkXYEvEldOs7C62NcoYf56T7XWxGX+jw0h7h4bOQjW7ToWR0dThbnYfl/48J4/0sPeorIBPdfgzmFju7W7IE/6sqibIGH/MAj6BhBj/a3uK0IoBfKogFbMFqjdEcPe5mqQZ/2ZfAXuuu46cDUe44Zm/J83453Uc4srmrXx/9E2JMf6ZSAoVjZvJoDH+qJwpSTD+dDby6R5TGP/QS3nU362WEWaay8Jfwk2jLDSPtPRzxPknrcfP7JXHe9uqDoVqhtlYN3vsoMxddbyGadXJM3C5JpypI8eRpuIqgsC68nGcyBs4OshydXHDtrUY/d74yX2oU2/kP+UzcGv18ZPj6KwllzUlVSnP06NFDXv45Jn0IRqJBAGfKv33Kz2M35Pidj6nSk+DzpZWb4oiRemWsvB3a+unR7L1M6HbUBF49f7pNI7JROf0k/b2YoOkwrN2vv2jd7F0DN0VtCooMnXPacyd6T/n7W+s5RuvrEjbfI99fCk7R45Iy1yF7e0sObg/qWPbTGYW3nkfLabkFhkBkS9v+R+l7akbFYsdzdx4cCUmX/o+v7KuBio70nfB1iOt6OeBY39njLMufvIA1cP4UzX37bKM5PelVyhd+hSd11IW/n6Uf9TOPRf8F6Mj+TuzodSZ0dl87ZXrsNuM8ZPTJK0vwBPf+wdT9p2JnzxA/fiLV/Klu25I+7zpUJ7DzoIj1ckdLIrdC0Nyi4Pe7+MTBzeR50y+VHCPRnXUc9PB9wmkscLes6Mu4mdV16dtvh4JItjVJjyDcscfwlzerNQWfpUYxOrvQi0G4icrUnSOpJj7+jH3CYCtposOQy7BHJfk3+XmPqFNXuQnhgEwTpEfefc+iNXBzyDp1gfRHftC3fp8RC4s8o598br1hcakHfssMcx9Vocar8qNy6hDFLrNfWaZua9ToDVDFidg7ms2hl9/rkuk2SBdKHPcAzP3WZ1OCtx+TpuNuLUhBp1KAZ8WQUXPz1hu5OsZa40Y6ynYM+vUUWps2bht1qTNfW0+FQIgIpAlM/NlaaVGPojuxmczRHTiE0Nvw2oIYI8w92XGMvcZ++7G1xs7BMl2u0xzMNoQlqS5L9JAJzfzheJYprz45r62oJH2qSNQefyMOHQsaXOfOeCmqusMezKGo8o1pM/c1y6NFXOfolSkmPu6zX2RBXxUG0YSnHcCgBZAtSEDYfJRfKbQj0u9cSTeudItRdqNI+IaAPUbS/st8mPeUizp3gcxOvhtKZR06wNpxz4hKLL4uQBG1UFev3Fqb468Y1+8bn0Q3bGvcr8xytw3+YCebRUqIHQRMa1ay5ax0guImYc1bBwd/iKdc0SdkLnP4TjDje9u5ptf/zRLzgZZWST9dV1SE2BFQfhzW1bv69fcV4yTyztcbM410txd92BZa4LmPkPElYkostTlZpU2PLbYG23uWxSQdePDyUaPgTFnWqkWM7FkqiWd+CBk5tvYFWHuMzrZZJcX8OliS3v4SkrejW9WtjPK3Dcjz8mOCHPf9EInO08bUItBAt3theXd+KaMiGHuK3Oz90iEuW+Mh32HIgyWwxu4+9m/8Jn53+9l8VXjvVJDWJVPYk4DmDAlIC1kM13k0BbpBeSk6X5ObAzgVYU+84o5Kpm5T83hdVJzX/kCTULmvuUzZnPiuiUUvb6da1uPJGbuizz3fA3VG4OYAkG0nQEOmwOULCDa3Cd7T+NmCdHmvm3SRVJe1GfcdHHwzH39mP1AMfd9WKQ86k9AmQ0u7rx2BcZ2T/zkcyxRJdCRbewt3zsUmrXjBD/6/X/SPq/J4yW3oxNtID2PTWtysjhaWEBzZmqmzW+9vZypp08mdWxQpeLZ2YvZXVyW1PGagJ+5Z6u5+OjOpI6P1Ch7PW++cR+j2tPHzO1aE8+OXDYoBrwydxO/PPFC2ucFaJkfMqjmrjuS0jxOtYFN1nK61ENfUEuRokT1kb/jT0ROm44t147EZT1/W8RGqr7YysmpQ0dwDB4f+U12NL4Akdu4UtWaKeWsmVLeHaW++Fu7nJjdPtQBLQHZo/uBaNvIkZSZk7t4GN1Uj9HvZd+w4UkdrwkGOG3Npdqf+sLSpTHw+ui5nLGk7yLRpdHzfyVz0zZfpE7rc/lb4bK0zytqNdi7K1DmbDgCKW5wuKh1FycN+UBp6i9OkaJBkML4EyjgExlntHoIdppxl3gllevk3F/O/CGa+8dj/hBd1Ede0Aeii/oYOnQEdU4Kau2cGZmNqBIwdGglRX2McZr2QHTjHotDjV3G+DM71bRHNu5xqGiXMX6bnPF3IWX8XcKQMP7C9g6yAnDYZiHQ3VEvNcYvbcATk/FHNuURAuTVN5DpdrF1+Og+C/hEMv2sWE16NAHafBE5Ghnj18Vm/JFNeawRBXx6x2RMX16sJzwWm/FnexyobDpauqQXyPKmPJZMUVKQBsCcKefYooSPA9EFe7ITZPwRTN+cE834TUV6To0bjabTTdaW45hz1CkV8JnmOEG9zoa9MHvQGH9/BX0gmvvLmT+kkfGn2MhHYfxDr4/8HX88xi+PS1bW4mio5PS8NsmWHTn3lzN/iOb+sZh/ZEEfiC7qIy/oA9FFfYZtz0W0nuYzv1vOr357KbVlWVFFfcp2WEF7DIfVQH2RNappD0Q37qncZ2LXBCnumHTAwI4KH4giRrePcafMbCmXctYZ1Vop4z+qYl0E459/PDbjb3HX8eJ9T3H1/V8GQ27KjD/TYObCFi/vZBl7P7s+C/hkRDD+Tier9KHY1tXFpLNnaCstZbUmnLPI52SNIGP8QRnjF5y8ax5OlqqLOp+JBRpnFOOfr5cy/rkmJ5s7wvFFR3fhnjiCLY7wE4coxp/jZFuDrIBPvrQpz5x8OyXr9vPu8Cm4NaGfTyzGH9mQB7oL9kQ05Zk01sO+g6GF/muH1lO/tJI1p0ZKjqms9EnYceVEv6QgDcD4KUEp654u5eNfrHmXA1fMpXpr+D1UzFXHZ/zzNRxeE74oLl+ojWL8w75UxIvXXcfIJ1dRsfoQ5Yv1STN+gMPicERBoGLu4DD+eAV9IJr7y5k/pInxp6GRj8L4h14K4x+gDi4tona8DQSB4n1tXPjoAVS+YNzjhlpnR2XzjX9dR21ZVsx/N3d6+PxfNnDj3zan5XyP3PMS333k7bTM1aOaPBsP3nAJrZmpbbHqkT3DRIfJmNIe6xknT/C3vz6J1p8cenBrddRZY38m8aQOBvjR6pfJSUONfqvXyZ2730CVxgd+j467kmpzcfzEAUoQRQq87WgGYYucCHi7i/bkrE+N7/fOqezhV3SeS1n4U9Cw6nZGbUlft7d0S4IiZF/wDouBv35lAVO2nWbU4dTfwz+unc1rl02NnzgAtVjNPPexubRYU6um1qO7Xl9Odmdqi+aK8RNY/P0f4NEm97Dsp8v/xeyTh5M6NqBSc9HN91JnTu7CIVJNRitXX/4jnNr0mNDKOhsi6hOkV6Ig8MuRn6JRa0373F2j8wnqNajcPrK2nUzLnLfXvsNnGgepcqEiRWmQwvgTYPyqNhNkhx+Di60ZvbEggiiAqsmE2d9CR6Ep5hxAzGY/gSjmH834I/f2y/f1Q4j7eyK4v75dj8vqJavZid7lpy3PhOAx4eph+qKI0RFi/KMONxFQq2jKLZTs64du7p8mxh/ZuMcmb9LTB+Nv04nYOp10ZBix+VSpMX5RZPrxUzQUFnLWFF7sEmP8QZpVMsYfDAyc8eNnxJkznLXl0GTODDH+gIzxqxNj/P015emT8XczfbUYxGwUk2b88qY8/jYfU9uPc8hSgj8nIzbzlfHmKI4t27ffs2c/y9dFQFBh1xjj7tuX79nvHeuH8btKc7Ca/DQabdh2nerOSY3xl3ha8QkqugqyFMaPwvjPRymMPxHGv7EMYd6x3ljcMBrmHQ/9d/eY9aVCbvz7P/jTy0vwGTWoNozEP/ek5FyqjSMl3F+3aYSksY9xU6lkXz9E7+2X7+sHyN5aQEPE3v68bXnUTGvlm9e/TNHJdk5W5PKfS67mdEE7x7u3+Q3fYePoJAcfW74BjT/IG5ddI2naA1C+x5ww49d7fFz8/gGaCyezpVy6+M6s1rBxTPiLdPYRdRTjX1Mm/WK44ATUBpp54uePcvUvv4TfMCx5xp8dGluRU8GyFg8rbOGFf1mbm5UWGeO3u1hpimT8rl7Gf99rr7BhzFhaxo5ltTqC8fsTY/xv5leGAi+xGb/BycbOCMaf4WRzeyi+/92/cyC/lKMXzGJLxJXTrKwutjWF45m50oY8IG3K8+s1f2PnJRew2j5GkjN1uJvdJ8I/m8llbklDHuijKc+hDNQtOrZnZzKuMhjNfKukTXkmTA5Ec2zZvv1xM6F6Y5AfnfwPfkHFr0ZcE3fffvkCzYAZ/7YnP8ZFtTvZccrCyNWhR/2pMv5qbN2v7/xn/PK9/grj/2hIedSfJrWWZvD4i4vxGTVk1rso2deGrdYZ/8BB1P/dNIWWAjNP3zUPdUDkx99+i7t+9DaLllej9QaYsvU0F6w8wo5ZyW0ti1RQELjrsXfJTGPN/mPFecx77LscGlGYtjlTVXZXFwZfenvXJ6rT1jwaM1J/3P3PigtoMNlSf0E9EgQ2547DPwh7938x4pM8XHJ52ucFCGrVtM4aBaS+fz9SxoAHffDc/I4oUpSIlIU/jfJYQnef5hY3Kn8QpzUUC4FzQ1PWXzya7KYuvAYNx8bl85NHr8KZoeOqF3YxaedZfvK9t1i/eAxb5pWlfC6fTsPFr3yTxtz0Parza9Q0ZGfi06S+oPzw5Td57VePpjzP12+8mf+bNiOpY80eN1t+fw/j68/GT46hP8/6GO+MSd1Hsb1gLO369PgmCl1t3LP/n2nvRmcM+ChzNYIg4FYPTv2MtmkjCBp1qDx+zIfr0zbv/Sde4Ms16TW6KlKUTikL/yCotjKL01Ny8GZoyWxw8Y1r3mPEjub4B6ZZolrF7tklXPTqAQDOjMrm8XuW8NM/XsmhykLueOFGHv/WItym9HyxenXpvePT+v384snXmV59Kn5yHK2YNIFnF89LaQ69z4s6hSqCXrWGP82/hPpM24CPHdVaT54c/g5Q6mCA7295Oa2V+vyCihZ9ZtpNfUXeVu45/e9BbTHdfEGoOJSutSvJdkmx9XThEt7KmZ7GGRUpSq8Uc9/dd1M0RY9aE/7TD7SYUed0SmJBYu4zS8x+obEM6Vh3rPKL5B9z0DzSjL/TIjX8xTH7QbThL1YjH02btKhPZEGfzDYXIw81c2jC6O7GPSEZ7dp+m/ZAd+OeCHOf2aHGbpGZ+xzq3sY9tg4nmV0qThfoCUbsKLB1qpIy9zUbYeahU5wozAG9OeUCPgC53oA0HoC5b3hLM2XNTaypGEduMLkCPpEFexI29/nUTGo4SVBQsS9/eKgJj6Qpj19i5pM35OkZc3cGqWw9TbWtGE2mVtKQB3oa8MjNfdKfZ19NeXokL9YD0QV75MV6ILpgjzkL/M1e3CptxFgMM5/EuKeK2YAnprlPpaJ53hhEnYYRh47hrPVE5KRm7pO83vPJ3DfARj4pmfsGkCOKQR59TDH3DaUUc5/DgXrGUQzm8I/CvW4chgWHemPn2vGo5x/tjf3rx0rMfiA1/AGwYRTMO04QqF8I0IywehQX7F7O6lsrCGhVcc1+EG34i9XIx7qlSFLUJ7KgTy1Q2n4Sn6mE01M6eu/MSnZmcbaihcnbzxIUBDpMVRyeJL3oGLvbwv6q8IXK+H0Z7JkgZfgT9xvZMS50kTH6RBvTDmo5VGzEHmGYm16tjTL3rR8VnmPesVjmPpFVpWpWlYYSF59OoUlPtp5px07iMBpAn8UKa4S5rz1xc98YtY7WoMAqfQZL3M4oc99apFcvC0Wpue+iQAf+43VsHjEWBCFk7nPKzH1GJxsdUnPflnYTR4KlmD1uzrSbmG11siXiSml2VpekKY+8IQ/A9AInO2vNbBIrwS0wTSst1gMwZbibPRFNeSaNlBbrge6CPd1NeWY2H8Yzp4j9B8PnqpwgLdYD0QV75MV6IFywxxDwYgm4YIGV6s0qIks1V8xRSc18UcY9nSSONVa+UMvhVR5Ofv4CDt18BcYzrdz2/sMSw1+q5r65HdW0azLovHDE+WPui9WkJ0Yjn/4K+vSOxTP3JWIAjBhTzH1DL+VR/xDKaPcy85WT5J5wDOl53/vEOPwaVe+iP35XLaMPN/HM1c/w1V+/zzUv7GTK9rNc/tpuzPbk/wiPjczjyMh8yaJ/vugHr/6HO95ZndIcRwsKeWvKtKSPz3d08MfXnk7q2DajhTO25Gvqq8Ug+c72tD2SF8Qg3z7wb4a52uInD0CfbNrIo9VPomLwimIFDFqO374YgNGPrUi7P+GGhrUsa9uT1jkVKUqnlIV/CNWVrec3/7uEhvL0FyLpT2J3jYIMu4ev/nwl9379TaxtLoxOL5suGMW/Pj+DIxX5LFh1lM/+fWtK59J5/eQ32+MnJqgnfv08D/z5tZTnueNLN/PzT12R0hxLD+yn8uyZ+Il96Kwth0/e8p0BL74XH93J1za/lfR5AfJcHbzy3/uxeNOz00QUVHxh3reoMeWkZb4evZY3hwdHfILgIH41nfnsHLx5FoxnWil6fXva579z7Bd4tPjStM+rSFG6pDD+BBm/KjscB1ulzB9CjD9RH4AQhMLqDpqyCvEVRNxhy5g/gKrVlEQjHwMeq/SRp75DR6ajmbw6B43FVrr0NlA7yWnqRB0IUltYjDZgZ/SRJrbPGgFEN+4JNe2R3olZHKpexg9QWutF7+rg8Kj83rFUGH9Bq4OAWgW6jEFh/HkxGH+uT8b4AyHGP+fYEVrMFo4UFCZZwEfG+FUxGL+8SY8mgKm1nUyPi4O5Jd1j/RfskTfk6RkT2l20dbv55cV6ILpgj7xYD4QK9jgcKgRERAQyzTEYfwyWLGHUsmI9EOLWrtYAAUHVHUsZOnRz9H6K8STE+HPVnBw3GlGnwXKwFkNdewwfgDr2PK2ycymMX2H8H1ApjD8Bxu9aOw79gsMR/16BNiIG8K0rT9wHEBSZ+9YO3plzJa654W1EcuYPoWY/iTTyiSzqk72lkLrp0l0ERZuyueS1NzhcVcD/LptJ8Y4gJ6Z4GHG0g3u/9Sb3/+jr7Jnq40uPvcnhSYvZMWtEVOOecXvN7J0gvTCp3G9k1/jwRUZGJ1RXqKgtDPPP6dVaNo0Nf2nOOpw446fUBqTO+G9/exVt5gyax02SMP4L292sNEvRxFK7i/cjGP+SLherdCbWllehDgbxarUs8QyQ8YsidzQeprZTw/bS0QAs0DrZKGP88wxONkUw/jlmJ2/7S0ENdC8is639N+WRN+QBmDbMxa6GMCqYWuqSFOuBUMGeyKY8k2Mw/oljPdTtcvH4lj9x38TrccwZJi3WUumLYsnygj3yYj0Ac6d0cvezf+ar5V+kRZtJxWyVhKkDVMxTx+T1vfFivSSONVZ6UxEv3HwTxjOtXPCzX6PyB6Nyyhcbor0Ci3RSf8EF2j4Z/y11K7FrjOy7csGHk/Gno8iPwvjPqZRH/edAokrg37+ajiMv9MWr8g9+k5+ARs3wY63smyFtomJrddIwLBMhKKJ3+/nXjdNpyU1+j7cjQ09toS3FVxvW8PpWph9KfTtfaUsbpc2tKc0RUKvxarXxE2PI5POiDQTQ+/3xkyOkDgYx+DzxE/vR1Uc3MsLRGD8xQQnA6vyJnMrIj5ubqLrUBl7Jm0uLxhI/OUl5rUa6RoTQxOjHVgzq351fUMdPUqToHElZ+M+xFv61ms99bePgF/kR4PDEApa+cYispi40vgDTNp7ic49vwpWhxavX4DJpWXHJeE6NSp7b2uwuPvt6aj6BSF2zege/e+TllOf58fWf4HdXXZL08cNbmnnq6b8wvCW5egxOnZ7dRWVsGFkxoONynXbef/bHmD2u+Ml9yOjzoAmmb5Fr0WfyWMXldGnTZ+L0qjS8kj93cJr8qAROf3Y2a9/5LqJOM2hsv0dPD1vK/+XOGrT5FSlKVcrCf451tiqbY7PzEIfgk/jXF2ei9/j546deZHR1E5/921bas008+a2FoVaigoBfl9qdirnLw6Ur96XpFcPfLpvPZ352W9rmS1Z6n4+goKJTn1w3O4vbRbizQ+JqN2Tws0WfoVOf/CL74vjFHLOmp+yxxefkorodCGL6LiSWtewhz5s+Q2ikfFYTG167kwM//yS+7AzUXR6mfP3vg/uUTRSVkr2Kzmsp5r4EzX39xT1jAzUABlvN0i6ArSYC2dI7O0Fm+BP66OAnNfdJu/VBuGOfxh/E3OEGnxm1aKc924Rfp8Fo10gK+kB0UR95tz4IdeyLNPdlOqTd+iA1c1+Pcl2kZO5bcPAwJ/NzcVusSZn7WmTd+XKCUjNfTHMfYXPflLMnacvL5bQ2jFGyEzT3tfnk3fkSMPd1F+cx+T241Vossm58Mc19RmnBHnmxHoACg5uCujr2WsuA6II98k58oTG5OU1arGekqwFngY2GjnAFSXmxHohl7otRwKc5FAcNGjrHFJDr76SmuBjBHyDjeBN5rvbenN7jcmOY+1Io4DPC3YTN7+RYaVkC5j7ZzyZLUMx9igZdirkvAXNfvBiSMwAG1pX3dgEs29qE4cAImq5qpD5iu592YxmuOeEtZLqNw6M6+GVsLqZ1ZkNvbNtaKOnWB+GOfQB6l48Zr7toGtPA0ekhp/jwnaFufZEatTtT0rFP3q0PYMI+k8TcN+mAnm3l0guIVMx98/YcY+HuI2xadHFK5r4yZxs7tDbytWpWZIavKC7scMU29xkjCvg4XRxw+Wg2WwiqQgvh4gTNfev8oTGvW0t+QMX6iII+83VONnbJzH1GJ5vsobGSjmaGW7pY78qnUxd+jbNt/Xfji+zE94//PsrB7FL+e81V7DoVfloxdbib3celP6vJZW72Hoko4DPGI+nEByCMFVl/qgyvOvRzlxfsmTDRH2U0mzA5IDWwTZd2rTtEPuNmQfXGvov1AJTPV0sL7SzSSU15i/Qc3Ojn5K2LOP6lpQRMOq574QXWMpLyR5aja+3CuNjA4VXSC+fyJYbkCvhEvt556l5zX8DpJdfnovNjCXbn2xoZp9HcFzEmN/uFxqLNff2Z/UAx931YpDzqP090ZnI2TWVmGkcOnrmpRx6DBnUgiME1MKNZIipodvDE3c+nb742OxOP18RPjKO/XrSQvWWlyR0sirzxx4e4873kG69sKRtLh8EUPzFCY1tqKba34FMlj1++s/ALPFN5YdLHRyrPHbpl7Fn0U9W4rrNc3rwtfmICEgFPnoV1y+/myLc/RsCkw7btBFlbT1D141fRtXbFnSNdOmoaxiZr+ZCdT5GigUpZ+M8TBXRqWkvMBLUqck450HiSbwYTV4LA0fEFbFtQlvapvVo1B8uHpW2+1xZN5Yaf3prSHLl2B3Orj6LzJX+hc+f1n+PfSXblm33yCJfvG7iZ7P1Rk9hUUoFHk3wTpTpzDmctuUkf3yOj38PT639HoTt9lfpm2Y+wuG0fqhT9Ao4xBWx75jbsk0pxlWajr29n0jf/wezPPobGMfR3k5M6TzKp8+SQn1eRokSlMP4EGH+wxYw6xxHx75aYjD9yzN+HD6C/Ij9iawaCtYtRm5voKDDSNMoSzfj7aOQT2bhH3rQHpI17IFTQx29wIwrg16qjmvbAB5Tx62SM3xtE3dXJxNM1rKqswBYgmvGrZYxf3qQnIG3IA9FMv0/GH1Qzurkeq9vFqdLhkgI+cp4P3U15/GpUoogI2LRBCc8HsGljMH53NOMvb6+h2ZBJq8ESxfTlxXrCY30wflEky9uJmG2iwxHOicX4oxi1Vcr0M21B7G2hY1SIBBFCjDySmSfC+HPV1Gfl4SrJAkGg+GwNbX4dppPNvbtkzLkqCdOX83yILtgjL9YTHpMx/T4Yf4UzhOJqiouHjPF3yvi9nPsrjF9RpBTGnwDj96yrwHzBgd64c20lpgUHJfM4142XjHWtGx/lA3CuHS/h/t51FZIiP8H1YwjMO4nb1EL72EyClmaEDaPwzg3vY9dsLItq5GPYNFzSuEfetAekjXsAhm3N5b57/sBbn5nEK1+YQcnOLI5Pljqry3ZZOTwpfPEyZrclLuOftkfLWWsb9QVhn0IqjP9Hz/yH4Q1tvHDd9X0w/vDd8LI6L+/JGP+FjV7WluSwwaTiZG4Gy1rdUsbf7mKlWXrVsdTh5P2Ix/KfqzkLrQ5WjZvQO7bY62SNKpyzMOBkrRib8a+zjUITCDA36GGDK4Lx66MZ/1yTk83tJj5xYCNf2bKcn379bra0SnNmZUub8szMlTblmV7gZO8pLZ/cvIG3h09jZ3E+00qkTXmmjJA25IHopjyTxnrYdzDyaYOeiVoP+/eFH/XLC/ZMmOSX8GiA8VNEqjeFPv8lbXspmW/i7R3ZNOrCvyMVc9UJM35RJXDmU7OYMtbJC5+7EYCCt/dy7YYj1PyvQXqMjOmXLzHEKPIjLdgjL9YDMQr2zOub8R8WC9CJfspM9L7v0HtUDQrjHz8tKIkhmvsPKuNPsZGPwviHXsqj/vNQp6fl4LFoMbV5KNnfhrUuPfXVIyUK8KsHL2X5tVVpnbewyc4/v/xk2uZbP3EMy2dPiJ/Yj7xaDScLkm9wk9vpoKomyRr93Q/U/OqBcfrdhSP588xLCArJ/Yn6VRp+NPdzrC1O/fNd0LiPH+59CW0wdU/IOut4jhkLJYv+QOTOs7D5H1/iwM+vQdSqMR+pZ8bn/sLUrz6H2nV+bKETBQGPKj0+CEWKBkPKwn8eK6PVE2L96a9pAsChKcPozExuX3pfas42842ffSZtHc/en17Bvxcn3xEP4Kv/XcEnNyZvIttVWsajy5Ir/nP13q289tRv0AYGtmgezy7k1cp5SZ0ToMxejzqYHp+IShQJCCp8quQfEH797H8o9LThU2lo0SRXGdKXaWLjv++kfXoZGocb8+F65l3xe3I3HEn6daVbWb5OHjj+PCPc6auUqEhRuqUs/OexmkZncnJaLh2FJlS+IObmND8SE0VuenQjM9ecSNuUbr2GXVWlaavAVnm8hpLG1AxlpS2tFLR3xE8cBJ3Izufdikn41IkvmpPrT/CJA5uSvnhSIfLX9/7Ap4+sTep4udYUTORXVZ9O+ni1GKCiq4axrtr4yX3ozKdm0j5tBJ6CTMyH65n7iT9iPNM6JOWuByJD0ItTpcelSt6QqUjRYEsx9919NyOmaiTmPm9LJrqcMO/2NGeiiTD3+Vsskjg0lhnXACg3/MUz+4XGMhCznBQdbEfrDnC6rDSqgx+tJklRH3lBH4ju2Kfv0OGy+hh1sAm7zUCnKRunzNxnlJn7zDHMfWaHGrvE3KfC7Gil1ZaB0xj68rOmYO6bs/8ErZkZtOTm06yXXkzkehIz90V154so2JPn79/cV9TWToZaxbGMzFB1w57XF8Pc1yoz90V14xOkBXuy1bHNfZlNLeQ6HWwvGh1VrAdiF+yRm/uCHV48ai3e7guORM19kQV7LOYg+uZO7FoT3u67/UxzsN+CPTHNfTboag121y0U+jDuybrf9cQqAcfYAtxFWRTX1NCstWA5WIsQCEoK9kC0ka93LG4HP3WMc8s67cUq2BNl7pO97ywGz9wnj5M198lzzom5L8Cjj/1MMfcNoRRzn8OBZdYJjBHmvpY1k8lZuLs3blw9hcwL9vfG9rWVkhigY21VXAOg3PAXz+wHIcNfcN4JAlntiH6RoCNXYvYDUG0YKSnqk7G5WNKtD6I79hVsz+PM1DbOTNUAfop3+DkxRfrNMHynTWLuG7vbwv4qqd9g/N4Mdk0IX2RM3mfgew8+xYNfvYQ1U0JsftohLRvHhL9YZx9J3Nx3RJ+DV6thgl1gZZGUmy6t9Ueb+3KlhrWLGj2stOoQuwvvLGtxszLC3Lesw8XKDJm5r9PJKn1obLK3iakqgVW2DEnOIp+TNUJEAZ/ITnw98wTsCEdOsXnEWHwaDQvUTqm5z+Bko0Nm7stw8rZYhlofINCmjurEB9Hd+GbkO9lRG35P0wtd7KrPlhwj78Y3uczN3qMyc98ot6Rgz5Qxbn7wt0d5euRFvFYawg5V471S41aVT2IimzDZLzGrzWs7iHPpKA5tCl9QVMxVR5vnFmik3e8WaNhzyMiuh6+nfdoICAb54v2PUPeX4/T0syxfqJMa9/oqziPv4BdRrKd3LKJgj7xYD3QX7OnX3KehelOQXK+dNm0GAUFNxRxV+gr4RHY3jGP2gwTNfXIzXxyzX89YUh38+snx+88Pb8ZHScqj/g+I6sbbqJmYBUBWTXqLkejcPlSB9DwyFQW46F/f4r1FqRnyelSTn0VTVvJFjWxdTvZ/80eUNrXET46h3cNHcConOWNgtrOLx19+igxv4ohG6H4AF0iyaI8gBilvr6Gy5WRSx0cqoFJx/dzv8t+i5OoXqMQgN9e+T4F34JhF1KjZ8vfbaJ82Ak2Hi+lffg7TqebBsrukTQ8cf57ba9891y9DkaJ+pSz8HzDlnnLw5c+tQutMT9U9lT/IE5f/nbyGzvjJQ6zcdgc//dtbFKfA+F06Hb+74hLqsm1JHb/gcDXaAbbS7VGDJZOPfekHtJsSN7MVO1p46eXfJN0EJ9PjQh/woUnR2KcJ+lGJQTq1Rjzq5Hh1UFBx5/jbOKsfWLdHEXCMK8Q5IhdDbRtzP/Mn8tYejnvc+aDfl17Bf3NSM6MqUjTYUhh/Aozf25yJNjJuyUQrY/y+FotkzJeAD8Av8wHImT9EN/YRmzMwCu10ZUc8pm3LkBT1kRf0gVBRn8jGPT1NewBsLU68gpXOLOliYeyQFvWJVcAnmvGryexoxujyUT2mAEie8bvwUHWijj2jijGJ2mjGLy/g44nB+D0yxu9LnPGrA0EWVx/i0KjR1Oqkux9iMn4xDuOXNeWJVcAnT+VF1+agJjO0WCbK+CUNeAzSGGIwfllDHpAW7ClwtaGzaqh1ZRCM8DbEK9gTKtYjYgx48QtqfCo1ZpsgY+hCDM4eZu+ukmysGQFqhhWRteMkGrsrKqc3jlucJ0YDnlg5yTD+NlnBoXQwflsMxp+lMH5F6ZXC+BNg/M2rJ5O1cG9v3LpmEtaF0tazHWuqJGPta6ri+gAcayv7Zf4Q3djHu64cx7wQz9c7fHgsWsQNoyVFfeQFfQAytxRJGvdENu2pAYq2ZXCmsg1/xCI5YqeNIxGNe0bvzozL+CftN6BynMHg7mRbRWjxmnYomQI+8H5JBm+NHQPA4tOBaMZfI2P89dGM/7qjLZwMBDk2LHQRsqzVzUpLBOO3u1hpkrH5rm7GL4rsHzmGKrVG0pAHopvyLBSdrAuE45HNDUz1NrNDW0iNLfRzWKB1ssEpZfybZIx/jhm2+Esh9NFENeSBfpryiCLDHU0wziJpyAPRTXkml0mL9YC0YE9Hl0DFBB97j0rv9mMW7Inkz9OCVG8M8qtjLxIQ1Pxw1PVUzBakDH2BJpqzL9JxeLWXjspiNv3pK3z21ZfZeTyDsjfawzmL9VFNeeIX59HLGvvoJcV6es8t8Rdo4zP++Zregj0Q8i2oV5xijLOON3JngiAkx/hnImlo1DOWFsYfq5GPwvg/klIe9X9AtfCpw9z5iRXoutLzR1NQa+c3X3wZrSd1hPDO4kpe+OTsNLwq0Pr96LzJv8dxNXVctmNPcgcLAvU2G4EBFt8B0AX8+NRqWgfwmL+iqYYcpz3px/xVLaf4539/TaY39YJPZzLyaTBkJX38/SM+yWPFA6t94DMb2PWHGxB1GnRNDkY8sy7p858Lje86y6WtO9K2lVWRosHSR/6O/4OqXZeX0j7MiNeUno/QbjPy3uUT8OnTM9+IMy2UnWlh9bzku5SZ3B5Wf/0hfnXDJbSMmpLUHOvHjWGjMbnX8OnNm8jtdHBw3oIBH1tdUEye4MTl1cdP7tbFR3eBrgTRUDDg8wEczC7l7gtuwaUzxk/uR5ed3YJDa6StIsnPThSxa0zYNQPrRnjq8wtwDc/BcLaVzIO1NMQ/5LzSq/lzeTV/7rl+GYoUxZXC+BNh/HHimDkyX0BPjtQHkNjef1V2RMOg1mgfQLDFTDA7opFPqwm/bK+/us0o2dsfa19/KBYxdXpxmvVo2vUSpm9xqGM26YmVM+JUK9mtneycOpyMDq2U6TvpN44cK2pup81iwuDXSXg+dPP7KMYv4/WeQBKMP0izSk1ZcxN6v4+W/IKEmvT0MH5BFDF73OgMWlqD4Qup7AQYf7baT5svfEyW1i/h+RB7376E8ct4PkTv25fv2YfQvn2HQ0W5owafoKGlMA+HQ8ZmLf3v28+0Bhl95iSHjcPoUodwgzmLftk8hPh8TUkJ3hwz5uo68twdsffk98P0+9yjH68BT8waAgrjVxj/h1cf+Tv+RBh/y5rJ5C3c1Rs3rZki+fdYx8h9ARDtDWhbMzHu3v/OtePRR3B/97oKCfOf9NoZ2o9O5PitdlzWEI9Vbyijc7a0h71xUymtM8P3ULYtwyT7+odtz6VuejPzlh/ljvtW863XP4MrMEbSlKdqvzGqSY98rCc+MUKFV5eFT+di7C4ta0eGj7ngBP3GkrGRNgDmHVGxQtaAZ1mTRzK2rNHLeznh+BMbt1NgyOKfVaPDOW0JMP5OV4jxF48AYInbOSDGP77uLE/87Xd89657WC+Ev8jkTXnmGZ1s7gjFghhEFFTMsTjZEuF0nJ0lbcgDMCMvuilP/roDTGk6zq+nf5KppR5JQx7obspzLILxj4xm/BPHeth/UMt+yhDEIJUZfvbLmqtUVva/b3/SVD85y/dzqCAfpzqEjSrmqKScXbb/HkJ78F/61qfxFFiZ/alHmW0Nxszpj+nH3KMvY/rli3QSvwGEGvCkg/FXvrGeCmctD5R9svd9fxgZf9oa+SiM/5xJYfwfcB1fkEdLqRm3OT1NQbYvGsHPnryC1vyM+Mn9qMusx6dLw3WlKPLZ5VuxdQ6cW3dkmBCCSZa9DQaT3sZ3NL+QGz/3NeyGxB91/2D1q/zi3eeTOh+EnjKIgoCYZFOfHmV0d0pLdh6vSsufij6GU5044gAI6jR4CqwQDGKprot/wHmoJl0mpwzJN4NSpGiopCz8H3B15hloLclAVAvYalMv7OMxajlWlZ8Wg9IdT6zhngf+l9okgsA3XliJMQmD38pJ49k3vCSp006orWHPj79PRd3A68v71Bp2lI6SlPiNp82l5WwqrRjwuXq0vGwGv55+bdLH9+iPW//MHUf+m9SxpoCHHJ8DU2DgPSX85tCFgulkMxqnN072+am1tkpeKFx4rl+GIkVxpSz8HxIVHOngO1e8TcXa1O+WrnlyB1PXnk55niNj89lfWZTyPHOf+x512QNr47pwXzX57fb4iX2o3mrlZ1ddw+mcgRWfqWio4Q+vPE1OpyN+coTeGz2Zt8bNHNAxPcrydGL1pKea41/HXMz7BZOSOnaUs56x7nqy/QN/LX5LCE1kHky+kc+5li7oY5in9Vy/DEWK4kox9yVg7vO1ZKLPae+N3S029DlSp4ynxSoZ87RYB2wA9LZkDrjoD4RMgWR1YWlw4cg3ILaboxr5iK0ZfZj5ouPR+xuxZxlpM+Umbe6LVCrmvh5ldZGYuU+rRhBF5h86QoMtk7acvP7Nfb4Y5r5AyNzXGwelRj6IYe7rLtZjc3UxorWJvUUjyFIF+23Kk6UO0OZTU2JvodVoxqnVRxXskRfrgW4znztsJBwh2PHbfZw15wKpm/t6c2QNeaDbzBfxq2+OMveJ2FtFIntJm7Pjm/sMI02cGVVGxrFGTCeb+264cx6b+4wNHYx2N7DFMoagoDrn5j7J55Soua8fsx8o5r4PixRzXwLmvrY1EylctKM3rls9nYJFOyXzNKyeKhmrXz1NYgiEaFOg3ADYsmbSgIv+AHStnYAw7xidhL5u1e+MZELNWrZcG66SE1w3JqaZL1ZcN10FeLBtCSRt7gPIbXKgDgTx+EqTN/cBL33vSV781PWsKMmV5ESZ+xq8rOiuaLh52hhUQZEZbjUrrGGj27J2mbmvw8X7MnPfki4X+uojnMnO4UBxSWLmvqCT9T4TaEyQnwd+4jblmZvhZH+jip+/9Ff+MOdyVpXPYHamtCnPrBwn2+tl5r6egj3d0hQEOVivprN7G5+8IQ9EN+WRN+QBWDyiGdPmZrbmhJCDvCEPQGWVT2IkGz8lIDGsjZsO1eulF34V8+Kb+3LnjObF665j+heeIm/N2dgNd861uU/SlEcdZe47sRnsHg2HMwIEhHNr7hs/LSgZk5v9IIa5L07Tnpg5aSjyo5j7hl7Ko/4Pm0SRvFMOJqw69wap255axz0PLk9pDnUgwP7RRfgSKKIjiCJXbtlJZpcTh9FIR0bi5jq57l7+Hz62b2CFf4a3NlHcPrBmQF06A5fd8GPeGT11QMdBaCeAKhjEpwov+qkoz9PBosZ98RP70N0nXyPXP3C8EjBoCZhCFyGWD/Cj/lathT3mMgJC/N9VRYrOpZSFv1vDNrczbFN7KBBhzP81Yjnt6veY81KCQM2ELJ55JNRGddTWJtS+gVWC++mtb3DZc7vjJ8bRczfN4eFvLEtpjoBazc9vv4x2cx+LuCgyui7UglgEvvv6cu56452Uzglw8V3f57ElFw7omC9uWsHjLz85oGMMPi9+tRp/EtUBZzQc5ZU370cXSE/DpkOZpTxccVXSx/sFNWIS/fMc5YUgCOiaHeibBuaNOJ9kCHi5pnGjwvkVnfdSGP/dd1M+TSRnf+gRYvtkI13N2YzafYqOCQbcw7Q4a7MoOXOW5ulmRLWAq9mGMbddMperJQuDzAcQGfeMyb0CAy0M5GmObhDkbcmUFPkR2kwYc9pReUQKNthpH2ekTlOcMOPPq7XjytDhFq3nnPFrA36EoEiGR9vL7xfvP8TB4iL8ZjPqri4qz9awdlw5VhHa1AIBVQT3j1WwRyNj/jEYf0sE48/pg/G3RoxliwE6AgIGn5eu7oY+8Zry5Kq8jDtxlN0FI3HoQ3fsMRm/W8b4u5vwGH0e8l0dtOfnYI8o4BNqwBOL8Ufw+4iGPCGJZGaIkoI98oY80FdTnojYRjQfj8P43cVZZFqCNBqt2HaGTKWJNdw5vxi/uzXAVMdxjpqG0aYxfzgYf6xj0s34gwEefVxh/EMphfE7HJTM2U3G4tCXYI5W4NjKuWT+aA+ZAgT1Kk68Poe57nfZsbQUBAH3Q+NYsGs5235RhsoTJHtvF7uCSxi2OOwDqF01naLF2yXnqlk1XeIVqF09Y8CFgZpWT4lqENSyepKkyI96Qxkli0OgMKukC/UEEyffzRsA4wfwYttiTonxz19/lIwuLyfy5yTN+G95fTNf/dcq7vzxT1iRaUQIBin2OtmkFyjTqjlmUHE8N5PNNhNLOz2ssEnZ9rI2NyszZQV7zOF4qd3F+0bpVcd1dXV8+n/L+cqNt4AgsNjjZI1KxvgDTtYGw2MXiN2MP/SjA0JNeTZGNOWZZ3CyyR7hCzD5aT5mZ43Rik8d+lOcbZMW7JmZKy3WAzC90MnOM0bACNiYZnFJCvZMGe5mz3HpPvpJI93sPRLB+Md42HcozPh/uvsf7Pz4AjadLO0dq5zgi2KzlVV+KV+eInJos4gp4CGIQNkcXTQfj8P49983hwWqU2yyF1KxKvR73GfDHTnTP48K+FRvFthPT7Go4AeD8cuL/MTj90kW+ekvR2H8Qy/lUX+3RK2AqO3+YxIgaFAR7HaM+zLV7PjJ8N697Y4RBk5eFdrmZTvkZNl11Wg6Q3e5pf9rperRcNU8wX8OHqj0fB+JYuh1CQLmDjfm9sT2Vw8/3EJ2Q2f8xDiavv0UC9YdSWmO/1wwkS//4HrMbjdPPvE0k06f5dnFCzhWGKpnfzI/j03lYxBV6ftVDqhUNFoyB1TLoLyplpu3rhrQebxqDc9NXtq76A9EC8/uZWFN8jxerrX5lXRoky/adHHrLv65/yFCwGVgcowPbfn8IPN9RYo+SFIW/iTkydXQPNMCQNsEE2+/MQGfOXT1mlHjwXo4fAd85bLdjHq5achem8oXJHdnJ+P/XEfBOjtLbzxM9s5ORhxu4fK/J2ZW++b33mPpvw/FT4yjP965jJ/8LDlmrAkEmH7gFI05mWytGolfrcarUXMiPzf+wSmq2ZLJvVcPrBiOX63GoTfET+zWiLZGSjuaMfg88ZNjaGHNPi48vSupY2Np5bAptOosSR+/JXMM94+4BgbI+EWVgKNiGPDB3sPfo7tO/x/XNm441y9DkaJ+9ZF/1J+qRK2K9vEmaAh94R36YuhLjFVAUOTIZ/NpmRS6k9J1+CnYbKdhlmXQWncGtSpc+VoaJlponZzBe/8aR+tUM0fO5PP+rOkJzfGb31+C06JDODYoLzEhjahr5fPPvsIdP7yeU0U5uHVGvnrr5wb/xKKI0eNBpTYQHMBThOPZBaw3j4yf2K0JTWcoVqnw65MrcPSL2dehSZOp7+La7Ry1FAHZSc9Rq8+hVp/DuAEe5xyeQyBDD4EgGSeG7gJ5sFSrz6ZVm3grZkWKzoUUc1+3uS+ygE9XczYZuWFnbmdzNqacsEvH2ZIliXvGjBHGPVeLTRID+E9aKGypo3l66IvBW5OJIbeDoF7oPiZrwIZAAF+LBZOtDa09gDdLE/Pc3lor2b5G3HlaMg+7OFE0ArctzNbEEwFqaqSNfYqLiyVj8higrGpsn+a+4adb0foC1OcWDdzc1wkuv58pp07RlJlJS560EA90G/PkxXlkOXkyc1+urBufPDb4fJQ5nbQIaprNoTtgebGenrGebnzZXZ2oMgy0BKXX0XIzX5asgI+8Ex9Ed+OTd+IDyNIHaO+nG5+8WE/PWKSZr6dYj4DI1NZjNBhtOPKykzb3WQIutEE/3jzLgMx9noJM7FUllJw6jedoGC99IMx9UWY/pMcMpbkv1ryKuU9RH/rI3/H3mPtMlvAX5bH35zJ6ycbe+MjKeZQt2dwbn3x/tiQGOPH+HIYv2dIbn35/liTuGcu8ci+GbC3GOi+d71dSUryVusU2it5ro7ppAaZrDoAgoPIECepVcQ2BECowtLD2f0x8uJa3Vkzk5PbZvea+HnU8XcVFh97k0K0FTHvpDH8Yewd108PfSoF1Tl588UXJMdddd51kTB4DfO2PP+zT3Fd85jgZHjetpqKEzH2WLhf3P/J//PZzFxHw5LMix8xJl50T+bnM9AusyJTuVV9md0nG5DHAhR0yM59D2o1vaZeT9yOa6ejVPi53e1mhN2PXhsYXe52sEWTmvqCTdX4T6mCA5U89xFOfu4X1emlfgAU6aTe+uSYnm9tNGH0ePGots2xuSSc+iO7GNyPPyY5a6Xu6Tb0Xttfy18pLAJhWIjP3yTrxQXQ3vp5OfAAHxAo0wQDlBlHSja+yyh9lypowyS81mk0Tqd4U5LbaNUx3HOP3N315QOa+w3ct5vh1y7jlt49RtypsNj3vzX3z5AV9NFRvCmIIeDEHXDTrrINr7uvH7AfRhj/F3KcoUgrjH2J5s0Nftq5hOuoXZtIwN3SFq3EGUfnEXgTwsU/sZ/JDZwDQ2v0UbuyAGA9ndPbQl9HZS7JY+Y8K/BZ1VA6AY6SBLQ+UYS83sfH3o/Br1ZgcnoQNf8no7Y9V8vKnEsMLAHqvnyx7F+OP1zK6vhFEkd1lw7HLKusNpjxaLW0ZZuzGxM4ZUKn5weXX0WBJvJfArdvf45//+i3JGOEEMchpSz7riioHfGxf8wUFFV51at0dnyy6iK+U3z7g4+zdxj5N5+D9Hg6lrmrewhPVT8T8W1Wk6HyRsvCfQ4lqoXfnwOkrc2idGHZV7/tqEWeXZgGQs7+Li24+hPWYdCtdwdYOPrVsG5rOAJ4cLfaxcaq3qQQMDV4+fvE+sho7+dK9q/n6D1cO2peUtd1Jdkv83QGaQIAMp5vmLAs3/vILmDw+cjo7MXrPTZe2nE4HP3/tX/3mGHxeHnrtOfIcHWwdMYaAKvYFVyy9O3oyT864iIEa4SDULrfZkEl1VnJdByOlEoO8sO7XXFi3M35yAgom0cq3x9GvcXw4Fv5VWVX8eNR1SXyyihQNnRTGnwDj72rOxixj/pH/3tcxplyZD6A5SzLW1ZyVoHegDa0jiM+ixtViI7+jHleBjoBRRcYZD00ZBZKCQrEYf+SYqcbL8c7suPw+EcafSM7wCRX9Mv2yRheWtlb2lRb3VrDL8wVoisPvE2H88rE8b3QDnmbZol3kdZPX0Mje4hKCKlXMnGFeLyVnz7J7WBkBlYpstbRYD/TdlKc3lhXrgeimPJENeQAKO9vwZptpdYfv0JNl/F12GOZqpU1nxqkxRDXlsWSKMRlvLMY/wt2EV1DjKMhOmPEHdWpaLqgAUWTk3sN0NoUfnffZpOe8ZvyyY7KEaMYfywfQHhHbYvF6KfdP7Jhoxh+ryE9SjD/NjXwUxj/0Uhh/Aoz/+PtzGbt0fW98eOV8yb/HOubo+/MYtWSTJOf4+3MkY8dWzknQOxCGgGffnsl1j73Irh+UUrvUBkDnKr2E6Z9dNSOK8cvH1v5kbFx+nwjjTyTntofu7ZfxZ7SpOaIK8NsHf8P3r/8U706qSojfJ5NzYaubVbrwVcdir1MSAywGXhg9DkSRP7z4d1ZdeimrsvKk83rg/7KqoPtGda5JWqwHYJ4xuinPsI17sBtMvD9yUlRDHohuyhPZkEcVDPLif5/j+etvZFdL+I5f3pRH3pAHopvyTCz3sv+Alr0M6x2TN+WZUOWL4sITpgRiMv7ZdXto05qp+/ishBm/Y2wB6x+7Dm1rF19e+StpA55YTXpiNeU5bxh/uGnPxa276FIbaP5YJdWbIor8yJg/RHN/OfOHaO4fr6APRDN+eUEfiOb+8Zg/pLeRj8L4z52UR/0fMAV1Av9bXknt0oH1pz/fZOlycduraxGCQewmI6smjOMvyxazecyo+AcPkbSBABa3C5UoMqy9je/99w0KOtoxej2YvJ6kttPNrjnC1LoTSb2eoErFZy77HrUZyW+7i9Tihj0Mc6Wnrvxzw5bwZu7MJI/+cD10nG0/wjhnTfxERYrOkZSF/wMoUasatDoAQ6VpB8/w+Tc3snDHEaxOF6JKxRMXLRlSI188+TQavvCFO2gxmzG73Sw9eACzx8PkM6eZdfYoBfLnoAnoB8tu5NFZHx/wcapgkDxnBwhCUo1wouYTg9x96FVmtlSnPBeiiNnvUgxt3frFiGv567DUmlMpUjSYUhZ+RUMqjT/0eHT1jHIufuxOrn1vR6+D/3zWkcJhXHLX9zmWX8D+ohJ2FpXRZE6cR159YDOZHicIAl7NwB30S8/s5pU37ye/q33Ax8ZSUFBx9YIf8c6wxHdd9CVj0Msr+3/Lovb9aXhlH3yJggCiiFoMxE9WpOgcKO3mPr/fz7333ss//vEP6uvrGTZsGJ///Of50Y9+hKq7Epooitx333385S9/oa2tjdmzZ/OnP/2JysrwFiWPx8N3vvMdXnzxRVwuF8uWLeOxxx6jpCTMNtva2rjzzjt54403ALjyyit55JFHsNlsCb3WRM19zuasKHOfWWbuk485mnPi5sSK45kGO5uz+zXuxYpjjdVXm4fM3BcvJ5FjSsdVDJm5Tz4WKyfPL+u8F8vc113ARxBFJtefpKmwgBrCTzT6NPdFmPl6OvGpg0GyPQ6ajFas3WM9ijL3GaWd+CC6G19mRlBSrAeiC/bENPdlyo1lIs7WIDZ/F51qA7psbQzznBDT3BfI0NM6ZzSCz0/ZgaMSM1+f5j55znlq7hvrrMNRmE29Pey9GHJznzxnsMx9KRoAFXPf0Cvt5r4HH3yQP//5zzz77LNUVlaybds2brnlFqxWK9/4xjcA+PWvf83vfvc7nnnmGcrLy/nFL37BRRddRHV1NRZLqFraN7/5Td58801eeuklcnJyuOuuu7j88svZvn076m7n9/XXX8/Zs2dZvnw5ALfffjs33XQTb775ZsKvNxFz34n351CxdF1vXL1ygSSONXZo5QUSQyDAkZXzJWPyOBHT4OGV8+Ma9xIx921fOXTmvng5iRzzhft/PnTmPtnYYq+T2tZ2/vzc09x+8614NRpGOrtYE8zHYQjNHdPcp+9if6NAp97ENt04ZoputrSFc+Sd+CC6G1+4Ex9AaLvn1BIXu06FF5Spw93sjujGN7lM2okPorvxXVV0kuFrT/Kv4Qt7x+Td+CZM9Eeb+yYHpEaz6VC9OfzaKmYFJUY5gPL5aqkJb5G+29xnZf0frkPb2smX1zwY39wnG4tp9jsPzH0AJkcX2qVWqredI3PftPgd/NJi7kukgE8cA6Bi7ht6pf1R/8aNG7nqqqu47LLLKCsr49prr+Xiiy9m27bQb64oijz88MP88Ic/5JprrqGqqopnn30Wp9PJCy+8AEBHRwd//etfeeihh7jwwguZOnUqzz//PHv37uW9994D4ODBgyxfvpynnnqKuXPnMnfuXJ588kneeustqqvTwC0VKYqQ3WjiP5Om0GE0UXX2DMUdrbi0upi5ghj6si+1t/Dvl36FxePEr1YTTNKX8cD6Z7jk1Pb4iQOQV6VNqRtfpErczVzYuhuVGIyf/BHRTssoOjTp+fkqUpRupX3hX7BgAStWrODw4VBf7d27d7Nu3To+/vGQoenEiRPU19dz8cUX9x6j1+tZtGgRGzaEulpt374dn88nySkqKqKqqqo3Z+PGjVitVmbPnt2bM2fOHKxWa2+OXB6PB7vdLvmfIkWJqN5q46GPXUZTZib/nTyVTSPK8avVfGbXOr73/r978/72r0e5an/olq3ZZOHniz6NU6vva9q4EkSRZkMmHbr0mh7PmnJ5Ow18H2BS5ynuPPsfgkrZGoky/U6ubtocP1GRoiFW2hm/KIr84Ac/4MEHH0StVhMIBPjlL3/JPffcA8CGDRuYP38+NTU1FBWFO5PdfvvtnDp1irfffpsXXniBW265BY9HWqv74osvZuTIkTzxxBPcf//9PPPMM70XGD0qLy/nlltu6T1fpO69917uu+8+ydjtt99O5XS/hPHbm3LJzAvXDe9oysWS29IbO5pzJHGssb5y4jH+RHwBmbJ57c05kjF5HGvs1CHbB4rxJ5sj9wYky/jbEDB5vTh1WoKCijxfqNBOYVcbRp+XtoJc2j1qRrXX02zKxK4zYTUEJQzfppUyfXmxHogu2GPVS3k+xC/YE4r7Zvz6gBdDphq7Q5qTLOPvbBNRiSJBQQjx6KFk/P0w/95zSc6tjp0Txfhj+QAimH4s5i8r4JNr9VNYW8e+jFJASB/jl+Uk1vwnNuPvr5FPWhl/PzmiGFQY/xAr7Yz/n//8J88//zwvvPAClZWV7Nq1i29+85sUFRVx88039+YJsseeoihGjcklz4mV398899xzD9/+9rd7Y7vdzne/+13Gz9tAhiX8JbhzxVKmLlvZG29/bxmVy9b0xvtXLJTEscZi5exbsYjxS9f2xgdXXhAVx/MOHFk5n4nLVkty9q5YJBmTx7HGNqyY8YFi/MnmyL0ByTL+9vpGnnjsj9x3xSf4+sp3ePTmO+Cok7eGjQVghsfJtkYT2xgF3Uh5eqFL0oRnVnYX25rC8cxcJ9saZIw/P1ywp8TRTH6pn70NeZKSwFNLYzTliWD8k2QNeQAmjfWw72AITdyz7zVOXTiFl86MleRUVibD+MUIti1SMVsYOsYfh/mHcqTcX878Q2NS7i9n/hDN/SsW9M/4AYS5GtbvLSFUp0BMH+Of0T/zh2juH4vxy4v6xGP+vWNKk54PvNK+8N999918//vf57Of/SwAEydO5NSpUzzwwAPcfPPNFBYWAvQ6/nvU2NhIQUEBAIWFhXi9Xtra2sjKypLkzJs3rzenoaEh6vxNTU2988il1+vR65N/7Kroo6vDBcO4+mvfotZqo6y5iVynnbFnDrNt2Nj4ByepubUHybFmohJzSefGsCfGXsrYNOLnG+tDF5TPFy5K36QfAoXqLYhkBNx0qQ1x8xUpGiqlnfE7nc7ebXs9UqvVBIOhq+GRI0dSWFjIu+++2/vvXq+X1atX9y7q06dPR6vVSnLq6urYt29fb87cuXPp6Ohgy5Zw69vNmzfT0dHRm6NIUaoyeTwUt7WS39FOs8WC3WTi51ddw4Hc4fxxxuWDeu6XKy5gR95ofOr0Xp+36jNxatJ3AexVafCoUuvu92HV0rY9/OPAwxgC56bhlCJFsZR2xv/5z3+e9957jyeeeILKykp27tzJ7bffzhe+8AUefPBBILTl74EHHuDpp59m7Nix3H///axatUqyne/LX/4yb731Fs888wzZ2dl85zvfoaWlRbKd79JLL6W2tpYnnngCCPH6ESNGJLydr2cffzzGb2/KJTM3Im6WxrHGYuV0NOf2y+L7YvNy74DC+NOXM7xiXL+Mv8DegQ0RW2MLQUFAEwywJ38kGUaimunIeb1VH+iX6dv00j37EN63rwv48ao1WA0B7DLGn5kA44/csw+hpjwOhwqz30Wux05rQV5C+/ijuHCmGM2OI9h2Uozf66fs4IeA8Uc1JxLwtviw+p20aC2YslWxGb+8kU+7LMcm5/X97+uPfczAG/nImT8ojP/DorQ/6n/kkUf48Y9/zFe+8hUaGxspKirijjvu4Cc/+Ulvzne/+11cLhdf+cpXegv4vPPOO72LPsDvf/97NBoNn/70p3sL+DzzzDO9iz7AP/7xD+68885e9/+VV17Jo48+OqDX63A44jL+ne8tZdKyVb3xnhWLJXGssVg5u1cs6ZfFx2Lze1YskngFDqxYqDD+NObc+rNfxGb8WmOoLHKuicuaOljfqSPT4+RjJ3awZXolUws9kj34M/KdUXvypxdIx2bmSRvwTC9wsqNWWndg+jAXB0+oeP2tX/O3CRdxdOlMCc+HENOX7Nsf6ZE05Zk0KprxTxzrYf9BLRc0VnP18RX84fNfZv8+6V26nPFXTvRHc+EpAQmDHjdD5OR6D35BRUBQJ874V7pwFhtY84frEHwBvvb1n3FkZbjtdPlSI4cj4lhj5UuN55bx97OvPzSmpnqzCjADIhVzkTTtgei9/XLmD9HcP96+fojB+KcNvJGPnPnD4Oz1Vxj/0CvtC7/FYuHhhx/m4Ycf7jNHEATuvfde7r333j5zDAYDjzzyCI888kifOdnZ2Tz//PMpvFpFiqKlDgZ57qk/s2L8BKpqati6YBktRhu1lhwO5ZYO+vk9ai2/mPlZDmcVUxI/fUBam1/F2vwqqkjfo+ffHHuOo8ZC/lhy2YCOM9W0YTlQg2NCMe5CK9CVttd0PinXa+fq5i1sFC8EZcujovNASq1+RYpkCgoCx/Py8atUjG2oY3zLWT5zcG38A1OUIAbJcnciCirWFVfSaLIN+jnToWcLF7M8e2pSxxa/Grp1dQ+zpfEVnV8KCgKL2/djDCqcX9H5obTf8StS9EGVyeOhuL0NrcXEvVddA4LAC3Pmc1VjO+vVkwf9/PNrDjIBNyc7/By3Dot/QBL60d4X8Qtq3hp3ddrm3G4ZnfSxw97YSfX3L8efacQxtgDLkeidOh90tWot3DT+TsrVGkCpbqjo3Cvt5r4PkhI39+VglRX0iYxjjcXOyYs2DfYTxxrraMpVzH2DfO4pxSXo2hz4VBpO2ApiGvfkYwnnxGjAgwjdO7/INvhodYfZu7xYD8Qv2CNvyANhc1+ux44ogC/bnDZzn6rJiYBIh8Y0IHNfjzomlZLntdPm15NxtDGUk6y5L9Yxg9HIJ0eVkLkv0vhoyQJ3SwCfKny/pZj7FHPfudBH/o4/EXPfrhVLmB5Z0GfFUkkcayxWzrYVy6SmQbmJUBbHGtvx3jLF3DfI5x771e+g33mWSW01vLrgeqYVuqOMe3IzXyxzX1ROntTMN32Yiz2ndDy09ileKl/IpmHjmVpCVAOeWOa+qII9EU15Jo3xsLda2kdgYrmX/Qe1QA4AVVpv2sx9177yJsaAlx+Nun5A5r4eNai1jFtczL+XXcai+b9AFQgmbu7rx+wHg9jI5wJtYua+nqI+osinJ52l8H97+WNp2AsxqOa+eI180mXuS9EAqJj7wnr88cd5/PHHOXnyJACVlZX85Cc/4dJLLwUS62ybiBTGr0iRTE0mK/+YuIQfX3ADQdXg/olk+NycshTgVQ/NPvjZzYeweTvTOuevS6/mJyM/m/TxeasOIXj9ePIzabmgPI2v7DySIHDCkM/zhQvj5yr6yKqkpIRf/epXbNu2jW3btrF06VKuuuoq9u/fD4Q72z766KNs3bqVwsJCLrroIhwOx4DOoyz8ihTJZPU4Q/+RZDe9gciuz+D3065mR/6YQT9Xht/NA7ueZWbL4fjJA5BPpSEoJP9VovIFMDSEnvvWfHJmul7WeSe7xkSr1hI/UdFHVldccQUf//jHKS8vp7y8nF/+8peYzWY2bdqUUGfbRKUw/gQZf1ZeU2/c1pQniWONtTXlYZPx+vamXMlYvDjWWFtTnsL4h/jcZaMr0sf4I2NdAJ/Dj0+l7uW+MRvwpJHx64J+AoJAhkVIiPEn0qRH3dRFobedalNRN+OPwbolDF2I4uwZ+RpOVpVDUCR3bTUWG+lj/MkU+YnH+OMU9Ol93zIfgNDkZLinmYOmklBToywhCcbfP/OPNU+fjF+e0w/z7xlTGP/QKBAI8PLLL3PzzTezc+dODAYDo0ePZseOHUydGt5Fc9VVV2Gz2Xj22WcTnlth/Akw/j0rFjPrwvd64y3vXSiJY41tfu8iZly4QpKz7b1lkrF4cayxze9epDD+IT73l+/+eXoYvyyemePkS88/Ta05h5/Nuh6I0YCnTFqsB0IFe/Yc67tgz6SxHvYdkjL+qooexh9CClXj4jP+xJr0gOn9OiY3b+N/I65h1BxpoRsIsW4JQ1+ojS60swjeumEhjgnFlHWt4sotK5Jj/LGOGWiRn8X6+Iw/TkGf0PuObuTTsc7JxfWbWFV0Ma1aCxVz1Ykx/n4a+ciZf89YFOMfYCMfOfOHATTy+QAzfrfbjdebvq2X/8/eece3VZ1v/Hu1ZXnvxI7tLDuJswfZg0xWoaWlLVBaaKFAGWU0LYW20F9boHtAyypNCxRo2ZSRTRISCCF7O3s63ku2rH1/f8iWdK9kS5ZlS7bvw0cfcl6/59xzPXR0z/Oc5w1WOK6zujH79u1j5syZWK1WEhMTeeuttxgzZoy33Ly8Fk1OTg6nT5/u0pwG/MKvQEEs8cj069G4o1mCp2P88MDr7EgfzrpBkZ257wi7koaxK2lYt8cpXPEx+3/7dU59dwHmpoO4N55C5epfx98q9Gk8WvjlWE9DQQewWq0MLUykoip6f5OJiYk0N0t1NQ8//HCHBnYlJSXs3r2bhoYG3njjDb71rW+xcaPvoS2SyrZyKAu/AgUxRIUpvVeuIyDiFgScsroE0YLW7UQjuoDIq9Dlv7EdV4KeQz+7CmteGjufu5iJd72EpsUWunMfw2TzceyCBgfd/8CkIHqw2+1UVLk4uaOQ5KTuS+CazG6GTjnN2bNnJTRGZ1VidTodI0Z4ND9Tp07l888/589//jM/+tGPgM4r24YLZeFvg+68Z5vOnqcBUcR4zI61UIuojYLAyymS98cGDjttjH30PLZCLTVfNgV9j9RUuUADzmQVaHpeXKYgdiipP0fG2RbWDZnY49cSEfjdmJ570vznoSd4P2MKO+head7CF7dguNAA83TULBjNtlduZ/J3nsdQ3TXVcrzj61VbuKBL4wNl4Y9LJCeporLwe8dLTo5YvyCKIjabTVLZtp3jb69s214AL1wo4r7ly5k01Y5pvwNEsE3SUluVTcGes9hKNDgL1NRUZUck7vO2nZCwx0559mCytJWozG40NW7O5+eROqRNuOeGhvJM8srPo2oVQQR7npoLqYMl4zZUZ5GeVQ1uEW21G1eKihpzNpmJlaibRBw5Kuqqs8nSVgDgSlWDKNJwPov0jCrcRhUqq5uyk1l9SmAXb9eWC/66Ku4TgMFCC7YmF3V6n9I7OdHdaeU9X6xjMV9SYqC4L83kpNGs8qrvkxPdURP3NddDmqMZq0qLOlMfKHJLEwKFcQECO6ngz5Sj5fTIoYg6DSqrg9TdZ0gxOqIj7gtp8tP1Cn5yQx9PTpAKfm2GPhrRjRNVW8yvj8zQxxtr8GunhiHuk+dEJBoMLu6LRADY2Thut5snn44PcV9TUxMpKSlUlUXviT+75HTY9/bggw9y6aWXMmTIEMxmM6+++iqPP/44K1euZMmSJWFVtg0HA/6J32w2M33OetJGev6IHSM0bFy9jLlXrcJWqsWdqmLL04u5es1rnH42HbQCn6xZyqwlqyXjfLJmKTMWr/G2t65dImkLC0Qsm5cyZfF6EEWGLK/nA9UXGXeTp/JeynsWPjm2jIsHvU/1vYkk7HMw+JcN/Hfp1xh/7UYQRRAEdqxcxOwlq1E1uBk1voKzT6fxYdYXuazuHQY/2MDB04PYvPYSvvrv/yBqBc49lw52kT0/XcC8aR/SeGUCye+2sv78JX1KYBdv15YL/iIR912UKrLvjKyKXok9oPKev5AP2sR8csMeP3HfuGIb+w/5xH0q0c2N2Ufgk/OsGOapZDl2TPTEfZ6Kc577KpkuBhrZzFBJhXGzNYEV8mSCv+L5cO7js2xfcTOWYdlomlq55Rd/4uR638mUsMV9XTb5MXS5gp/c0AeCi/u8hj4AuBk3XaRsm2+BkRv6QKDgLyxx39TuV/CTi/08Oe4uCwDHTHJ1Oo7TGX81DNyIuOn+M3FXx6isrOSGG27gwoULpKSkMH78eO+iD+FVtg0HA37hb4djhN+3QoDW2b43UrdJoGmZATSgO+n0PJF3EaKh7Q/KJYJawDZEA2YQrCKiQSBpoxVXtoqqO5LBIdJykZ66L5vQnHGjrXDiyNVg3GfHtNmGYbAd63gthw/m4tYLsAEarjbSdLmPOzj3VJrvHLoWmi/W07jI4xrXdKkBtnT5FhREA6LI7bs+5GjaIJom9Y5ZjRuB/SmFnBqc16PX+VL1VppsxZSRGpXxEs7WMeMrT7Lz2ZtomDqUhomFlDsLGPzOrqiMH2tMMp9gXLNIgzWFs4asWE9HQRzg+eef7/Tr4VS2DQeKgU8YcOSoqf+6CQSB3McaMRxq++Qvigz7UjVJ6zxPENpyJ8lrWxHsHXwwEAG1gKHMQer7FpwZKu8HAsHZ9nWAdl2BCCqHiOGY50nCNkyDvVCDdYwWBAF3osqXq21rty32otE3NoKAqBYkuQpiAwGRnJYG0q3Rdc/r/KICFo2eakNqj15G63ahQvTsTkUJugYL077xDLnv7wGVwN4/Xs/x7y2MwrNY7LHfVMAJQw4VurRYT0WBDO4o/hePUDj+No5f4/fAX1udTUZWlbddU+VrC1aR2oZs0nJrENwi+sNOHIPVVDtyyHFcwHDQiXmhnrrabAZXnUfUCtiKtSCK1NVkk2mqxLDPgZggcD47j/QcD3+vveCkpimHLGMljnw1qiY3+jInFcmDScuuwpWmRlR5tAPpMn1BnSwmbweLHT2U0ed59ni6djgmP+laJw3+xjsmt4SrDxbrKKczTl/eHma+QGNOBnXNvq39pCQxMo4/RcYDpwQW7fFw1O2Vh9r4ZX+uOy1YIR85zx5o8mMoMHJ2xFDPv8sbyK2tpMXv2FVYHH+GiuYaKRWRmKUOw+Sn80I+ckMf7z2EVcjHr90Rx9+JyU9wc57uF/KJpLBPsFionHjk+M8ezosaxz9k1Pm4uDd/DPit/naOP9Hvh7xxzTLmL1nlbW9YvYx5fu2Nay5hTnt7med/m9csY/qitahr3Liy1Wxes4xF2vdxmwTMiw0gCHz62mK+8cd/Y7lIT9XtSWzceRlzFq/0PqVve34R1z/1bzTVbqxjtThz1bwz9GrmDv+QvAcaOfFaJhu43HdtfNf2j8nbwWIb1s7v8zx7PF07lMnPVw5vZtBwE69VDaNRZwJg3EibhKsPFguWE5TT9zPsGTvK7uX4NW4n1+35iNVXX8GBo775lZY6OLBP+udfOtYZmuOf6JIaw0wRpfzzNIHMlQdYUr+H/yv6Km5BRcl0QVrQZqY6SCEfTVgmP7udBg797CpQq7j23y+zcWoxhf/aTMq+c+Fx/BcbOLLeIs1ZZArD5McQWMinE0MfCDT1CV7IR8O0t9fjFlS8nDMvOMc/XejU5EfO+UN0CvnIOX8Iz+QnHB1AvHP8/R0DfuGPKlQCrmzfG2XjNb432uT/tWLc68B8iZHquxIRTSpAlPjB2ws0HN2ei2BxIyaoyHm4EVEDtiINLVN12IZq4GRv3pCCaGHlsCnMT6qnscHUq9d1qjQ8OOlGxul67yx8oyaBBo0JvdtBq7rj88qRoPDFLZhOVnP03mWgEii/eirlV08ldccpCt98DbfWjsrRO4ZI0YJDUN6G4w2xEvf1FhSOvxeQ/JaF3IcbsQ3XUPVActuiD+1boQCqBjeC2/NLIiaoEGwiSWusuFLV2EdqOfNcBqgVbr6v4esHN5HWaqZZZ6TakNKr106xNzO59livXhNgf2Ihfxryhagv+u3I3HyEmV9+grTPTzD4rR0IdicNU4poGpvPxk0PcuzOxdgyE3vk2j2B/+TM4T85c2I9DQV+cCPiisJLWfgHMDKfakZd60Z/1MnI6RUMW1xF0VXVaKpdHpU/kLTOivacC9MmK4lrrAy9shpXugpHvhpRpyz4fRFat4sb9n/EzPKymFx/WflOfr73RUwOa+jkHsCMxjKurN7WY+NrmqyMv/8VFsz5FSP+uAqVzYktJ4Vj913Cho9/wolbL+6xa0cbWreTq6q3oXfHl2+9gv4JRdwXhrgvVDtkjhtwQm1tFlm6SgS7iMoKFfpc0gd5BHeaWjc19dnknT+PqBFwZauwF2moaQgcVxH3xd+15eI+AUjRurA0g7PdNCdM4V5YlfZCifvMKo8DpdtBq1oXYNgjF/JBm5gvauI+GGKrweiyU543OIi4L5jZjVvaDmaiE8LAp1adiGVIOs4UD81WcPQkrWdaZWP0lLgvmOlPOOI+EZXoZmLzaU7lF1DXKN36j4q4L1hOSGOgrlf0g/4h7jt+OJekKIj7zGY3w0dVxMW9+WPAk0vhiPtCtcPN2bB6GbOX+Ex9Nq2RigY3rVnGlNs3SPrIcyTCwjYo4r7YX9tf3Hfbzg8Z1lDBG1d/lb3HOhbqhSPukwv5wCPm21fmE/ONK7FLDHvGl1hp2VbHqcQcwBMfO8bOgQM+VX/pGAcHZeK+MeOckipqoyd0IO7zF4BNEqVmMlPxCtGOiGm4BRWjjFJTn5IZ6kAh3Gy11CBnjkZSMQ+geJ5OKsJbYAgw5zm9vhKo5OQtCyj78RVc+8orfJ6UzognPH93HYr7/MdZZAxP3NeJoU97LLS4z2fqc8I9iKIkTZshkl+OTPAXkbhvapgV/EKJ+6Jk8hPv4j6XKOKKwjNxNMboCShb/QoURBl7s4vYPmhEzNi9NHsz/9j2J3Jb62I0Aw/cgmfXIcnVisHVu2/uQ5/bQMlj7wFw7N5lHLtrSa9ePxLYVDpApNhSHuupKOjnUBZ+BQqihIvauPxP8kfz39FzYzaPel0i90+8mQpj71T+6wxZjiZKLeeYYT7S69ce+twGTEcrAc/iX7FsbK/PoavIdJj549F/kG1viPVUBjTcUXzFIxSOP0yOP9Pf0EfWDhaLJCecPtVVCsffV65dNLSkU04/qhy/2a+dJG1DYFGe6HH8QYr2NEj7pKS4aKxXeQ+xBOX4IyjkE4rzb8+pTMvEUpiJusVGwbGTNFdHwvEHKeQTiuOXmfrIDX08OdJYUroA1RbMGt9R4GAcf0u9iOhvkNQgGTYqhXzC5viD5fRxjv/woZyocfyjRlfGxb35Q+H4w+D4N61ZxqIlK73tdWsukbTbYxf7xT6StYPFQrWDxdauvlTh+PvIte/4/v91yul3h+OXGPaU2DlwyMPfz6g+RM6kBD4/lY9L5ePn5UV5SkujyPHLueRt0sVt1DSVhLcumaEKLGgjM/UJr5CPvlPOHzyc/ukPytm48SYc6Yl896e/48x66VZ6eBy/XqI5KF6gD83xy0x95IY+EKyQj4ay7QbAjdbtxKHSSDh+QRSZNtXKmA93sy5tHA3axADOH6JTyEfO+UMQjj8KJj9xyfG3HceLxjjxCGWrX4GCfoQElw2VKEoW/XjAfWff5StVn8bk2ppmG8P/uhaAlmHZuHTx/7xz2/lV/PTUawFxURBQ42ZC80luO78qSE8F0YBLjN4rHqEs/AoU9COsz53IkeSercIXCaq0KdRqY2eqM+SlTzCcr8dt0HL2G7NiNo9wsT1pOOvTxkkKHmncnp2Bek0iH6eMYX7DASaYFStPBV2HwvEvX840GcdfVZ1Nth+vXlmdTZY/zy5rB4t1lNNdjr+2G9f2jx08mDkgePZYc/xdKabTrRyzCgERjduFIUXVsxy/nL9t8G8Hcvz+Z/shsGiPJxasoE3XCvnIOX9fzLNgWgenkpwC5dk5ZGw5iuD05EbM8Xdyrt873zp5Tuccf/u5/oDvjff7J5KV7GDYuVOY1UbOGTJwZyZEyMV3XsinWxx/F3Lcoosnn/5FXPDg7Rz/7oPZUeP4J46piot780f873n1MMxmM/Pnrpf8kFeuXsYlS33baB+sXsaSpT6efc3qSyTtYLFgOatXX9KpVqAj7cAimQ5g2VLpFt+q1cskMXk7WGzNmgUDgmeP5bXvvPv/AovndNLuKMf/zD4EntsfO8rD8Q9pqeJfn/6Rh259gANHpfbAEXP8u4Nx/H787SR3YNEe+ZnyqVC21U2Go4nxzacpv2R84Hl22dl++bl+8HDmnRXykXP+3ljbuX232kr2A2N5+Zs3MLx+FSP/5Pl7iIjjn6/v9Fw/BPL+8nP9EIzj95zrz7XVo0KkXJ9OyUw1ZVvdLKvdxc0X1vLG166h5uNGPk3JpU5jYNTMILqKYBx/Fwv5yIv4eGNdPesfIsfplH5P4gFuBFwIoRPDGCceoWz1K1DQT1CnT+bn466lRdMzHvndxbSmY9xx7kPUYmwOOalcbkzHPbtep74zH1tG/Pr5L2zYx8On/guAyWXlySPP8b3zK1mdPpHDpnw+zJhMnTZJUuRLgYJwoSz8ChT0E7RoDGzMGR93wr52rE8bxw1jvo9LiN3bjr6qieQ9Z3AlGjjxvcUxm0co/Cd7NpmOJv525FnGtpyhVpPET4Zdxws582lV6TzmSACiiFp08bWKzbGdcD+DW4zeKx6hLPwKFPQTXHJ+O6UNp2I9jQ5hV2lpVetR4VmsYoXi374PwJnrZ9GalxazeXQGl6Dmr3mXUmSt4rQhi98XXMm+xEJsaintgyCgEkVuLF/P5KbjsZlsP4Srbas/Gq94hCLuC0PcVxVFcV9nOT01brCYIu7r+Wv3trhvQsNJ6nSJNORkxK24TyO6yE220VrnpFab5MuRi/vSOhD3dVLIRy7A88Zq5AJAFw2Ti3CkmzCUNzCouiK0EVCmXNzXuaFP8PkGEfdlBBM1+toTWk5xYfBgqpp8C75c7JeYJpBSUUu2vZFdScPacrpfyCc8Y6D+Ke777ECuxNslUjSb3UwvVYr0xB3CEfd9GIF4LpKcnho3WEwR9/X8taMl7guaE0Tcd4BiVKKb0QkuSUEeCF/cd3CvWtKOlrjPV2RGReYkGyc/cXJBb/LmyE195IY+0Fa4p5NCPsXzdYGiPLnJT5vYr6G2ma1v3wwuN3fc9yjH1zf4chYaA0WCFxukQsIQhj4QRNwnM/SBQFMfudhP1SJQOrOCQzuSqdEle783UkMkge270/nXgRdxZU7lvzmzo1LIRy72g0DBX8QmP3Eu7ovW03q8PvErW/0KFPQjuGPIn4eLCl0qF/SxrSOQuucMOSv3glpFy/CsmM6lMxwy5XPcmEuNLhlVCFHkPwct5BsVG9G7HZ3mKQgNtyhE7RWPiP93CQUKFITEd49+yEP7Xo31NMLG3IaDXFq7M6ZzGPn7D8HlxpaVTMP4ITGdS2ewtPH67R/qdG4nCS4r05qOcnH9PoZYa/jl8X+zuH4PWtHJF2o+72w4BQoUjj9cjj/Hr8BNZXWW5Osd9elqTrh9FI6/b1y7Nzl+fU0zGreTCmN6AJ8PbZy+nOMPltNtjj8YnysGcL4ZF6rQul0cSxjkiclMfYIW8knvvJCP3NDHE+u8kI95zGAy3C1UGVNJ3XnKkyMz9AnWL5DzVwe/dqhCPjJTHznH3x5z1NrJs9VhdNupG5RF3rnziIKAG4HKwbkYq5pwCSoaNQm4UOHOSoiAi++c84eeMfmJR45/4/68qHH888eej4t784fC8YfB8a9afQmXLfO131+1VPL1YH3k7XBywukj1xt45qdw/PF47d7k+LeeyJC05Rx/aalDyvGPdXBAxvGXjo2Q4++kaA8EFu4ZNU1g564MREGgvXBpyXRBamTTbugjit6z6iWzOy/kUzxPK+HdPTFdp4V8Wg/XYb19KK9cfx1Tv/EUmVuOBhj6QCDvX3yxoVNDH09MF7qQj8zUR87xe2Jqyj5Tc+2JVVRrkzFfOYfyLS2cMOYgImBMSuDoHh0uwfezGjWDQI6/i4V85Jx/e05YJj9d0AHEJ8evwhWFDfHYnV3pHAN+4VegoK8jwWVjVGMFh5Pz+4yhiygIIIqkO5s9RjQyqHAzqfkkLkHFXlNhj83DWF6P8ZzH5fDI8svJ2PKnHrtWd/HjYd8AoMSgpizN90GvBHyLvt8HJQUKOoLC8StQ0MeR21rHjw681ufe8BPcNhr96s7LMd5ymhuqN6F392zZ1oRTNaibrTRNKKDykvE9eq3uQhBFyf8DE/rW70C8QoySsE9UxH0KFCjoCZxMzOWBSTfFehpdhk2lRfQ77uSvWnej4oO0SeTYG5nbdLhH56GyOyl6fiMAR39wKXF6Agto2ynx+78CBZFAEfdFKO7zbweLRZITbh9F3Nc3rt2j4j4/g56kJGk7quK+YCY/fuK+pAjFfc31MMRag1WlpVqX4hGNtVWlM7lsJKSpyDt/Dr3opFyXxll9ZoCpTyhDHwhmtBO8gp+5QaR29khErYbCw8exnJOe4w9awS9kRT91aHGfzNRHbujjva8gFfz0bifDWis5nzeYpgbp74jn+ylrNyDNSe1chCcX+wXNiYLJTzyK+1bvK8QUBXFfi9nN0nGn4+Le/DHgOf5IxH0frFomaQeLRZITTp/3Vi1VxH195NpRE/cdCsw5cMgj1Pv6qY1Y5g5l6+kC39fHREncN94VIO4bPcHJoV1+ORNdEYn7yra6WXb2Uwqt1dw/8kYumtrKVW+sZJr5GAkuGyuu/yYJq4+xx1TIeT1U6pwBpj6hDH0g0NTHY+AjE+5dbODoegsnhyRT9pOruH7FC1S9uh+13e9a8gp+IcR+EGjqE1TcJzP1kRv6QMcV/AwuJ8W1p2i+cjBln0k/UJTMUPmZJhFg6AOhK/jJxX7QMyY/cSnuE1W4xCiI++L0sVrZ6legoA+jQWvCruqbn9/fzrqI0ZazvL3vcUos5WQ5GnktayY/GP5NDifk8ULOPHYmDaNSl9or8yl4cQv6qibcBi31Fw3rlWt2B1a1jtezZ/YJ0yYF8YW++Y6hQIECAFbmTaU0oW86tZ0xZFGtTeGAaQj7TQW8VfhVLGo9bkFFiaDC1cs0ttru9J7lbx6ZS+bmI707gQiRZW/kK6dW8auir8R6Kv0GbgTcUXgudhOfj/wKx798OTOmOiQcf0V1Frl+vPqFKPD34eSE06cqStfedzBjQPDs/Znj17kdqEQRbYpGktNXOH6AEa0X0IguzuXlezl+kBr4qEQ3g+31NORmBjG76djQBwJNfTri+JtrPFvpLcOzSdPZqSWBpEPlvpxMtTcHQnP+3lhPFfLx+16lpbhJqajltDHLK5YMyvH7tb2xBr92agQcf2oYJj9Bfyd8MVF08cQz8cXxv7t3OKak7pe3bjG7uHL88bi4N38M+Cd+s9nMknmbSPbj+N9ZtZirlq31tt9atZgrlq32tt9btVTSDhaLJCecPu+vWsqVy9ZIct5dtUQSk7eDxVaumTsgePaYc/z+Rjuj7Z22w85p4/hvPraOS8p38PB3l3PgoI+/7xbH7xcLZuATMcf/uazdxj8LLQ6urdzM0a9/jbKtvhx50Z7f7/8rD3/7B5Rt9X0vSmarZRy/NtBEZ542LI7/yHoLABcSUhkzS8uHI2cw469P+HIWJnhzIDTn7x23Jwr5zNZQ9qlfkZ6ZarbuyQTEtlcQjn+6IGlDIO8fytAHgnD84Zj8TOngd6It5nT1zR2rvowBv/ArUNBX8UrhfDZmj0PXh492HTIN4Yn8y8gQVCC6As+htxnSbEgpJcthBjKCjhMtJB6rhFn5NBfnIhLXJ/ukEEUW1e+jTpvoLc2rIHJET9wXnxvqiipEgYI+ihatkaPJebGeRvcgilTrPM55wcxnVG1PsBtSS0lzNff4dEwnqkAUcSYbsWXHz9ZsOLi4YT9TzcdjPY1+AQ/HH51XPEJZ+BUo6INQu13cffgdhpkvxHoq3YMgkORsJd3RTLHlPOObT5HmaEYrOsmxN+AWVKhEN4eMg1GJIkNsNT06HZXdhdri2Z5vLs7t0WtFFYLAz4u+ynODl8R6Jgr6ABRxXxjivoo4EvdFK0cR9/X8tXtS3GdrdDO68QwnE3MQ042xNfDppFqfJxZE3OefI0J+UguDz5djFzRoRScX8vJIu1CNWnTjEgRa1AYc2Um4q62c16V7xukBcR+AYVgiZ4cVknjkAsYzdZ4cubgvhNjPkxNpBb8wxH2diP1SnBbEzASaGnw/u8jEfV2v6BfJOPEo7nttzygSoiDus5hdXDPhcFzcmz8GPMcfjrjv7VWLuyyeiySnp8YNFlPEfT1/7R4V95Xp2UUJAKWjHRIxX68a+EwKUq1PbugyRQwUjcnMZLRT9RzclUaRtQqbSot+gYvcNcdxCmqS3DZG2erYc9VcElYdY33mLCB0tT7ourgPIG9EDq9cey0FL2xmzD/f9OTIxX0hxH6emFF67QWG4BX8uiru68DQB0DrdvKPsmf413Xf5PPd6b4cmdgPwhT3fY60TyQmP8EEgHEu7uvvHP+AX/gVKFAQezgEDRf06VzQexarEo3ApznzAE9BGlEQKDGoOZOW0uNzad/qtxRm9vi1og2HSsM9I24i05AKcXqGXEHsoXD8ChT0QXzpzBb+/umfYj2N6EMUPa+2f7cv+p6YSKta3+NTULd6ntJbivrewg9Qq00GBHJs9SFzFQSHG1XUXvEIheMPk+PvrB2tnHD7KBx//F1bzudDaL6+Oxy/UGcl0dlKuTEj9kV6QnL8cs5XDM75yg1nQhWrCVa0JwocvylHw6lxJSCKZH10CNxiaI5f1oYOTH56oJCPnOMHSEkVGXXmGIcS8mnSJHTM8XdSyCc8jj9YjtDnOf4Xd42LGsd/w6R9cXFv/hjwW/3hcPyh2tHKCaePXG8ACscfD9e+8+7/Y1+ZlIsfV9I5X98tjv9YCuDZ9u51jn+33MAnDI5fzvnKC8a0Fe4xuazMbjjMuUsnULZVmlMyUy3luuVFe6LE8RcvTOC/P7kaV4KeuX9/DNPJ6tAcv6wNbbx/LxTykRv6AJTMVHFmi5VdKVqcKrfHEGlr1wr5yDl/6IDjD5bTxzn+WOGxxx7jzTff5PDhwxiNRmbNmsWvf/1rSkpKvDnNzc088MADvP3229TW1lJUVMTdd9/N7bffHvZ14nMfQoECBZ1iaHMFeZaePdoWC6Q5mrnv3P9IcNtCJ/cgEk7XAn2T5/dAYEPaWJwqNVp3/FW/i3e4UEXt1RVs3LiRO+64g61bt7JmzRqcTidLly6lpaXFm3PvvfeycuVKXnrpJQ4dOsS9997LXXfdxTvvvBP2dZSFX4GCPog7y/7Ht06sDZ3Yx3Ben8FVY3+EWW2M6TwSTnlosb7K87djeuMR/nH4STSiK3Sygphj5cqV3HjjjZSWljJhwgRWrFjBmTNn2LFjhzfn008/5Vvf+hYLFiygqKiI7373u0yYMIHt27d3MrIUCsevcPxA/+DZBxLHb290IQJ2lbb/cvwy3tq/cE/QtuxcvzcWiuOXFdhJzFRRmZKJpSgTw7k6ksoqAnNkuoBucfzy+UXC8QfTQ9SLaN0ucu0NNAzKxNxrHH/XzvrHI8f/j52Tosbxf3vyLs6ePSu5N71ej14fWqh67NgxRo4cyb59+xg7diwAt912Gzt27ODtt99m8ODBbNiwgSuvvJIPP/yQOXPmhDUvheNXOH6gf/Ds8cjx+8dCcf7BYp2d429H3HH8O2Uc/6TwOP52vvnK6m04FxWyY3eWJEdeuKdkpkbKfcuK9gAUz9FIC+XM0wUW01lgCCi4s7M+kV0/vha12cq8hY8zboJLmhNEFxARxz9fL9ElFM/XBSnko+uc45ed6/fE2s/2C+wnjRIDkXH88p9TD5z1j0eOP5Jt+uDjeL5/Q4YMkcQffvhhHnnkkU77iqLIfffdx5w5c7yLPsBf/vIXbrnlFvLz89FoNKhUKv7+97+HveiDsvArUNAn8Y0T6ziSnM+2zJLQyX0MDpUGpxDbt6bstQdJ3neWpnFDOH73EsZtXBnT+XQX6Q4zj5z8Hz8v+prneKSCXkWwJ/5QuPPOO9m7dy+bN2+WxP/yl7+wdetW3n33XQoLC9m0aRPf+973GDRoEIsXLw5rPsrCr0BBH0RJ03lcKnW/XPg/zJjMKAOAO1Rqj0EQRUoefY/PX7mds9fOwPX5eqA1ZL94hVNQ06ROQOd2YFPrQncY4HADLrH7H5Daf4OTk5O7RGPcddddvPvuu2zatIn8/HxvvLW1lQcffJC33nqLyy+/HIDx48eze/dufve73ykLvwIF/Rk/nfjNWE+hR6Fxuxlsq6Ncnx46uYeQ8dlxstfsp2rJWJpH5ACNIfvEK5o0Cfyh4MpYT6PPIFrmO10dQxRF7rrrLt566y02bNjA0KFDJV93OBw4HA5UKum4arUatzv8D8qKuG/5cmZOc6LxozIvVGcyKKsm7Ha0cnpq3GCxPQfT+53ArjevHaoAT7BYNMV9/mK+/ijuy022knahhkMmX9nhyMR98kI5QvBCOXIRXlvblaCjbsZw8srLaalwoG2w+PWJhrgvSCGfoOK+jgv5yMV+vu9FoMlPmqMFk9vGOX265/sXIKiUtRskw0Yo7gtl4OOOO3HfUzunYUzs/nNxa7OT2yd/Hva9fe973+Pll1/mnXfekZzdT0lJwWj0nHRZsGABNTU1PPnkkxQWFrJx40Zuv/12/vCHP4R9ln/AP/GbzWYunbdFIu57Y+VCvnzJekn7S5f4BHZvrVwsaQeLRZITbh//uXU031A5H6yZ2e8Edr15bbmYTy7kCxYLKvY7HCjcC0fcN2blVi6u3MP3Lrqzb4r75IKwqUiEZglTBQ5uT6Ba51vwSmaopMVpZqgDxX1y8xuZqY/c0AfaBHb+IrwFBr+2lYPTCpmdJ/D+srnM/OKfEUQxcnGf/NoL9FLxoczQBwJNfUIZ+kDHhXyuqtnHZPMJfl70VUbO0koEf6HEfhAo+OuWyU9bLC7FfVEr0tO1MZ566inAs7j7Y8WKFdx4440AvPrqq/z4xz/m+uuvp66ujsLCQn71q19x2223hX2dAb/wK1DQF3EkKa9fl2CxqHVU6+Lj7WnEE2sQ7hpJ07h8Llw5icHv7Iz1lCLGuxnTeCdjGigCv07hRsBNNDj+ro0RzgZ8bm4uK1asiHRKgGLgo0BBn8Se9GG8Xjg31tPoUSyp2823L6yL9TTQ1bV4DX2OLL8Ulz4+PpBEAlEQQBAY3XKOdIc51tNRECMoHL/C8QN9k2cfyBx/SxOYnFYsGgMJycQ3x58q43xTwjPwSaysJ8Fl44Qx1xvrzLhGXrTHkyPnxzvg+EOa/Kg5XTIMt0GL6XgV2ea6nuP4g+VEieNvx/DWSlpyUqlo0kPbU2lQjj+Y6U+DXzu1f3L8f9w+K2oc/71TP4mLe/NH3/3oGiWEy/F3lUOPJKenxg0WUzj+7o3boxy/X0zO+bfHLNtr+fPWP3PHtNsxzxgU3xz/ZFFSuGf0FDEkxz9qusCOnSltLc+iVzJdkPLWIYr2QJuBj38RHJmhD7SZ5sgL+QQx+dlnU7P3jx5Tn9t/+DjHwuH4/U1/FhlDc/wyQx/v/CSFfDo39IGOOf52nHalUDRH31YIyfN9D+D4pwuSNvSMyU9ccvxRM/CJz031+JyVAgUKOsW5hEy+PeP7HEscFOup9Ch0bgd5ttpYTwOAQe/uJnnfWVxJBpqLc/u0xsKq1iEikGerpdBaFevpKOhlKAu/AgV9EA6VhlOJuTjU2tDJfRg3VGzkseMvxXoagMfUZ/Qv3gGXG1tuCiduXxTrKXUTIj88/TbXV2yK9UTiDm5RiNorHjHgt/oVKOiruOn4ananDcdOQayn0mP4IGMyG1NLQRQhCirr7iJt+ynG/PxtGA1Hf3g5CWdqGfT+7lhPK0IIPFZ4NXXaxFhPJO7gjtJWfzRMgHoCirhPEfcBfVNg11vXjqTyXjg53TXwGddwiipDKpas5P4h7muQtYNWk+vEwCetI5GbTBgXIJ7regU/Q6GRsyOGglskdcdJ0rT28MR9wcaVXztYBb8AcV/HYj/vPYVZwQ9A63ZhyFBjrvf9vDsU90XZ5CcexX2Pfz4fQxTEfdZmJw9M2xgX9+aPAf/Er4j7POiLArveuna4lfd6U9x34JCWA4wEoNQQ5wY+4Yj7pkkr9o2aJnjNZS6p3YlVpeXCpeMlArVQ1fogsGJf8RxtoHhOZurTkbhPWsFPZN2McVQtGYtumZlbHvkDx9dLj8cFiPsWGgPHlZn6yMV+3phE3Ne5oQ90rYKf1u3kX4ef5B/Xf4vtu30WyXKxHwQK/qJh8hOP4j63qMIdBQOfaIzRE4jPWSlQoEBBGyabT1BkrY71NKQQYfz3XyJ531nsmUk0TizEkWyM9awigkOl4TdDrqJClxrrqSjoJSgLvwIFfRQ/2fcKd5T9L9bT6HE8WvQV/jloYaynEQBNq53JNz+Pobwel0nPrr99C7dWHbpjHGJ30lAcqgG/AeyFCyFqr3iEwvHHFcefxWBZn/LqTEmsvDpD4fh7+drxyvHnWBtwCSpsmYkx5fgDOP8GSZe+yfGHKuTjV6THlWjAmK/nfH4+hvJ6kg6We3LC5fhDmvyoA+cXZY4fID3FRVpFDcf9DZMGKMf/888WR43jf3j62ri4N38M+I948cTxv7lyEV+R9Xl95UJJ7LWVFyscfy9fO345/iwASvWx4/hHT3RxaJec848ux39Z7Q4ur9nBX751a89x/BITHV3wQj7+fL2kSI+FomuyeeW+r4FaxcjfvM/wp9aFx/FLCgJ1VMjHIC00FMLQB7rG8bdj5tRWRv/vU1YNuQKXoB7QHH9/h7LVr0BBH0W2tYGClv5vvnJan8Xm1NGxnkan0NU2M+aRNwE4+oNLqVo4JsYz6jrqtEn8vuAqXELfpCuiCRfR2u6PTygLvwIFfRTfOr6W5Qdfj/U0ehwHEgt4JSf+CxIVvPQJBS9sBpWKvX+8HleCLnSnOIPW7WSi+WSbb8LARbuqPxqveITC8S9fzqxpTjRq31ZkIK/eeTtaOT01brDY7oNpfYpnVzh+WY5Zhd5tRyWCJlXTrzl+lejG6LajytRjlvDL8cHxg1+RHpVAw+RCHKkm8s+cxXqiBcHlbssJk+MPeda/83P9vljXC/moqlsYYznPftMQyDSGx/GHU8ink3FE0c0Tz8YXx/+TrUsxJHbfFdPa7OCXM1bHxb35Q+H4zWYum/eJhOOX8+qh2tHK6alxg8XeXzOjT/HsMef4j+glOeOKbZKYvO2N9SDHD543ptLRUeT4/WJjxjnjguMfbKvlj4f/xk+/s5yyz33f47A5fv8z77M1PcDxS4v02Haf4ZN37+PqDR+ybuJYJn3vBQRR9HD8fmN4+hnDO+vvP78Q5/oh8Gx/2IV8tumpsSZy0qijZCben4E3J5JCPtOC5Pj1c7qkP494gEtU4YrC03o0xugJxOesFChQEBLj60/yjRPrQyf2cVRpU7lj5M00q/Whk+MA+ppmJt3+T3CLVC0bx/E7+pCnvyBw0pjj+WefLkPUPYgIuKPwEuP0OJ+y8CtQ0EdR0FLF3Kr9sZ5Gj8OpUnM8YRBuoe+8XaXuOUPS4QsAHLtnKVUL41ucKMd9Z99lWGtlrKehoIfQd/6SFChQIMF7+dO5dcbdsZ5Gr+BrlZtJcVpCJ8YRDBcaKHhhS5vY77o+JfbbnjSceo0p1tOIGdq3+qPxikco4j5F3AfEv8BOEffJcvzEfElJ7n4t7gMY03KWysG51Db6NAgRi/sChHBRFPf598n0iPCkYr9mBKe7w35BxwkwAurc0Md3n10X9wUYJEUq7utCTjyK++7fcgX6KIj7bM0Ofj/7vbi4N38o4j5F3AfEv8Cuz4r75DlRFPdNrDvOvYff5g833dEm9mv7ej8T9wGUkUeJSQg08PEXp81Qhxb3zdFIhHHeWBTFffKYROw3aSyTbl2B0Pa8VbzIxJF1Lb4+i0yB4ywyyUx+jIGGPtES9/l9f8dNd7PozdX8c9BCLG36ipIZKsnPJSyTn2ACwDgX9/V3xOc+hAIFCkKiXpfIlqy+ZxQz0CAR+y0dx/E7F8d6SmFBAKY3HSXPVhvrqfQ6XKii9opHxOesFChQEBKnE3N4duSlOFX932ntkZOvkt+HFyCP2M/j4X/s3kv6hLOfTaXlW6Pv4mjC4FhPpdfhFoWoveIRCsevcPxA/PPsCscvyzGrEBAxuuxoUzQ0NvsW//7I8efa67FlJVHf6LvPPsHxy3IqMrJpHZKO4HSRtu0EKQmuCDj+zg19gt2nRwcQGcevEt3eExUDheO/e/NVUeP4/zLnnbi4N38oHL/C8QPxz7MrHL8058AhLQanjQ82/Iqff/d+DhzL9H29X3L8KZTMiHOO34+rh+D8/bk3TvD5vy+hfvpwclN38tW334yA4+/c0AcCTX2K52q7zPGXzFRjWHOcX558mRtH30WtNnnAcPxuVLijsCEejTF6AvE5KwUKFISEVa3jrqm30qjt/8euhrZWonG7QyfGOVRON8W/eR+A2lnFMZ5NaBw35vLs4KXYhO4//SqIHygLvwIFfRWCwIHUIhyq/r9x98ej/yDT2RTraUQFKXvPoGq148hIxGWKbzfCZo2R/2VOo1ljjPVUehUuUYjaKx6hLPwKFPRhLL6wi0xrY+jEvgxR5AcjbqROkxjrmUQFKoeLtO0nAbCnxf9uzXDLBWY2Ho71NHoVirivH0MR9/UdgZ0i7pPltBn2jDSfx5ydTkWr74mst8V9zX7txB4S90G7IKxjMV9Uq/OFqqIXobivvW0ZmknL8ByGnDiN9URz5+NEQ9yXHkTclxGeuK/QWk2qs5k9iUMHjLjv1k1fjpq475l5b8TFvfmj/+8RhoAi7vMg3gV2/VXc599uj4VfnQ8OUERpUhSr8+31E+qNd4UU93nEfL6/ndGT3FEX96U7zFxeu4PdV86l7DPftSIS94VTnW+eLrBC3gJDVMR97e36Kdl89pNrue5fL1L73E5vKZceE/fJDH2gzdQnhLivbKub064k7Ko03IJ7wIj7RFGFOwp2u2KcWvbG56wUKFCgoA0pTgtL6vagEfu+uK8d7Ty/qNPQPDI31tPpFFa1rk8VSIoGXAhRe8UjBtZPU4GCfoarz2xhTOOZWE+jR3HSmMM3x3wfi7rvFLkJBX+ev27G8BjPJgREkZ+d/A8L6vt/JciBAoXjX76c2dNcaPx2PcurMhmc7ePDz1fFD8d/oVo6t2DzlbeDxXYdUDj+cPvEM8efZjejTdVSZTF4vx42xx+Mv+8Jjj9Fzt8PYI6/2rfdbhmaRarRSY0mieS9ng9viVmaOOP4Pe2hrVU0ahKwZycNCI7/pg1fRZfY/Q+a9mY7Kxb8Ny7uzR8Kx282c8X8rRKO/78rF/DVSzZ42//5cEHccPxvrFoomVuw+crbwWLvrb6oT/HsCsePJOYrypNO6egIOP5Sh8SsBzyGPT3C8U8SObzd1x41lS5x/FObjvGdC2t54pu3UrbV1yfmHH8H/H1HseKFCRxZ62vXTc9l+NU5vL70Cyyc9BMEoHhJYuA4ixOl115k7CWOX+Vtl5HZFiOA4/dvt8f6OsfvjhLHH40xegLxOSsFChSEhXRbE/o4fOOMJho0JnYnDo1bF7RIYCnI4OD/fRkAt16DqInvexNEkXxrLTBgN4j7FeL7t02BAgWd4uunNjG66Wysp9GjOJYwiGfylhGnR6K7jJq5JXz63n00jx6MYHMy9ZvPoHLGt3BxfMsp/n7kKYz9/ENmO9wIUXvFIwb8Vr8CBX0ZbxTMpiixf1fnS3ZaSHDZgPRYT6XbOHHbQo786ApQq0jZeYr0z45Tt70h1tMKicMJefx46HXYVAPDujdarnvx6tyniPsiEPdFS2AXTp+eurYi7gu/TzyL+wCSkqTt/ibuy7PVkmtvoKxgeHyL+6qlHHpilsYbE9UqjEUJnB1WBIDhfD1Jh8s9wjy/fvEq7pPG/Nv9U9x33frroibue3nhy3Fxb/4Y8E/8kYj7oiWwC6dPT11bEfeF3yeexX3LynfQMncoB476noZ7XNznX41vUs+L+2rtKsodWsQkMbA6n1/FuZKZmtiJ+2TCPYDixSaOrG3BUpDBzue+wxd2b+TVL1/D6EfeZMhLRzxivrYcb5/eFvf5f/9mazoU9wGMbT5NyrwUduxK8+Uo4r6Q48QjBvzCr0BBX8aCyr1stufQH7bBO0KNLoUaXQolsZ5IBKiZW8Kev34TR6oJ4TMnF339r97z+30NYyzncDi1QFrI3L4ON9Hx2Y9Xjj8+P44oUKAgLPx40k2cSsyJ9TR6DqLITeXrGG65EOuZdAkiYCnKZPsLt+JINXn5/L666AP8N3s2B01DYj0NBVGAwvErBj5A/PPsCscvy+mPHH8QXlgjuhjbcobT+iwc2Yl9guMX1SrMpXlkOps5n5fXIZ8PUh2At61w/DFDO8d/zbpvojV1n+N3tNh5bdELcXFv/hjwW/2KgY8H8c6z9xuOvxPOH7rG8WvcTp7+7En++Y1vceCob/u1Q47fj9MvHevsOY5/u4zjnxIGxz+VAF7Ywx0LHKAQgJIZEXL8fvx38Rxtj3L8lsIMdj77HZpHD+baf7/Mnn3qDvl8gsQ65PhjUqRHyvEvqdtDyvwMXt/ve+rvrxx/rPDYY4/x5ptvcvjwYYxGI7NmzeLXv/41JSVSouvQoUP86Ec/YuPGjbjdbkpLS/nvf/9LQUFBWNdRtvoVKOijUItudqcPwyH03+N8nmN8fQPV80bx6f885/N1VU2k7jhJwUufxCnL23WcNmTSpDGGTuwHcItC1F5dwcaNG7njjjvYunUra9aswel0snTpUlpafB8Gjx8/zpw5cxg1ahQbNmxgz549/PSnP8VgMHQyshQD/olfgYK+Cptax5MlV1KqdYRO7oPQu+y8cPDPPJO3jDXpE2I9nQ7h4fOz2PHQd73n8yfdugLtOGfIvn0JRxLyEAxqIL7NhqKBWKn6V65cKWmvWLGC7OxsduzYwbx58wB46KGHuOyyy/jNb37jzRs2bFiXrqNw/ArHD8Q/z65w/LIcswqN6ELjdqFL0dDU3EMcfyPSnBQCOf4GX1t+Hh8gMUUMnZMayAtb6txkOMw0aYzYVNpATj89GMcfBtcdRY5fVAuYx+ST6TRL+HzcYnD+PhjH768VkPH5Qa8dNsfv973J6Ej/ECbHL0KyqxUxy4i5XvDL6Z8c/5fW3BQ1jv+tJSs4e/as5N70ej16vb6Tnh4cO3aMkSNHsm/fPsaOHYvb7SYlJYUf/vCHbN68mV27djF06FB+/OMf88UvfjHseQ34J36F4/cg3nl2heNHEjtwSMvCigP8ZP9/uOeOR/yK9nSP4/fn9OUFeQBGT3RJOf6JLsm5/dGTxeAcvx+nLz+z74kJMl4YyraKQGJbxB1YlGemWsbxS8/sAxTP0YTH8W/wUQrF8/Vhcfy7jxrY+cy3g/L5EIS/D8bxyzh9+Zl9gOKFxgg4fp2E05ef2QcomRU+x59pb+TPh5/gkW/fT9mOBF9OP+X4I9mm72gcgCFDpKchHn74YR555JFO+4qiyH333cecOXMYO3YsAFVVVTQ3N/P444/zy1/+kl//+tesXLmSq6++mo8++oj58+eHNa8Bv/ArUNBXsSN9BPdP/g4uob+wyD7o3Q5uKV/Pq9mzMWsSQnfoZdgzTHz6+7txpJrQVbfx+a9Xx3paPYY6bRK3FN9G0kDh+KPks98+RrAn/lC488472bt3L5s3b/aN5/Z8yLrqqqu49957AZg4cSKffPIJTz/9dNgLvyLuU6Cgj6JRl8iu9BHQDxd+o8vOjKYj2OPQG755RA6NEws95/N3nWLWFX9A22CJ9bR6FG5BxVlDJq5+LCTtSSQnJ0teoRb+u+66i3fffZePPvqI/Px8bzwzMxONRsOYMWMk+aNHj+bMmTNhz0dZ+BUo6KMoaq7g2pMbEPqhTKdBa+Lmku/FZVGYY3ctBkEgY9Nhpn/tSQyVjaE79XHcULGBBfX7Yz2NXkOsVP2iKHLnnXfy5ptvsn79eoYOHSr5uk6nY9q0aZSVlUniR44cobCwMOzrKOK+5cuZNc2JRu37AUVDhNdT4r5o5ew+qIj7wu1TNLSEphbpZ+Rkk1sSk7c7yommuC/T1sTQ5grKCkf0qrivM8OeoAY+qUHEfZ2IvQxuO9oMLeaAnM4Ne+RmPZ6YXNwnBBH3ycVyQcR9bWI+l0lH3YwR5JWXYzlrRdPs4d5DFenxtuXmPJnq8MR98vn1mrjP8+8Rlgs0aww056QNCAOfS1feEjVx34eXPBf2vX3ve9/j5Zdf5p133pGc3U9JScFo9NAsb731Fl/72tf461//ysUXX8zKlSu555572LBhA3PmzAlrXgOe4zebzVw27xOJuC8aIryeEvdFK+f9NTP6lMAulte+4/vREfeNHxmhuO+wTNxX0l6kJ4ONZFCa4ZCI+XpS3OcR83VclEdekAcCDXvkZj3gb9gDvzn2bzZfvZR39+RKcgLEfTPUUgHb7HDEfRqJMA6geL4utLhvvp4j6y1UXDKC3dddxw3PrqD6nb2+r3dSpMfbDmbOs8jEkfUWaVt+7YsN0vkt0AeK+wLuWxsFcZ/a+zMpw2MLXTIDiZivv4r7YoWnnnoKgAULFkjiK1as4MYbbwTgS1/6Ek8//TSPPfYYd999NyUlJbzxxhthL/qgLPwKFCiIM/y24Ivk6+NTRGY66RHwuYxaROg35jydQe+yY1dpEfuhlqQjRFvVHy7C3YD/9re/zbe//e1IpgQoHL8CBX0W+S3VPPXZkyQ4+467XUiIItW6FCzq0KrnWMB0sgrB6ULUqLFlx4/3ek/i+spNPF32dKyn0auIFcffW1A4foXjB+KfZ1c4flmOWYXO7WSIpZra3Cwamn2bd32V43fV2BjZeoEjCYPRZOhCc9LhcvwSPrx7HD9A3cwR5DbU0FzpQFfn2brvkOOXF/LpYgGe4PNTBynA03Mcv8llRe92UKdN6jJ/H05OPHL8Sz64NWoc/5rLnomLe/PHgN/qVzh+D+KdZx9IHL9/TM75gz/Hr2UXBZQm9iDHv0vG8YcoyiMvyANtnL6fYY/crAc8nG/Lx40srNrN2/mDGTZTlPDPEMywRxPI8cuNbGSGPfKCPNABxy830bnY4OXid31lMgtNB9hlMVD02ibP14Nx/HJzHhmf743JzXk2SHdwgnL6/roFWUGe9vuOHseva3u5Azj9/srxixCVc/zx+lStbPUrUNCHkWYzo3P3D0/4c4ZM/lBwJQ5VfD+PJB6rAKB5ZG6IzL6PRGcrl9buJNnZv30K5OjvW/3Kwq9AQR/Gn3Y8y2BLbayn0S3oXXaKLeUMsfYN57vEIwNn4R9iq+HOcx8MuIW/v0NZ+BUo6MP4zZivUGFMi/U0uoVUpwWd6ETsIxr5pEPlADROKKBx/JAQ2X0bh0xD+OK4Bzivz4j1VHoV/f2JXxH3hSXuy2CQrELeIJl4Th6LJCe8PlmKuK+Xrx2v4j5vO0na7pa4T1Z5L6i4r8HXllfak1fiC5qT2pHYq2PhXrCYXMzXocgtHHGfXGDXibgPwDDMxNlhRagtNtK2HicpXdUjlfc811YHig8D7lv2vcrovJJhsFhnBj6+2MAQ9y1473Y0pu6fLHG22NhwxVNxcW/+iG8yrRcQjrjvtZUX82X/CnkrF0rawWKR5ITT582VixRxXy9fu0fFfcH6hC3u89j2Dil1s/XEIK9nf9jivr0y4Z5c3CerxAehq/HJK/FBYDW+UdM8Zj2DbbXcXL6WJ/Mvg7nJUmHZDFWgGC2YmM9P1CY36/HEwhD3zdNJBXaySnwgFfcBjNSoeOumS7AOTiPPtJUvr/5fcHGf3Jyni5X3oE1s6H8P83UycZ+0Eh8EivlKZkUm7rviv29x3JjL21nTPbEg4r7OhHvB2vJYPIr7YnWOv7egbPUrUNCHkWNtIMfaQIqjJXRynEHvdpDksmIX+t7zh+BwMf77L4Hbzfmvz8CWkxLrKfUIarRJNMZhdcSeRn/f6lcWfgUK+jA+yyhhe/pIGnWJoZPjBiKIIieNuSwf/k2a+2ip1/TPjjPsb+sAMI8eTOug1NhOqAfwr0EL+ShtXKynoSDK6BGO//z58/zoRz/iww8/pLW1leLiYp5//nmmTJkCeGwJf/7zn/Pss89SX1/P9OnT+etf/0ppaal3DJvNxg9+8ANeeeUVWltbWbRoEX/7298kJQrr6+u5++67effddwG48soreeKJJ0hNTQ1rngrH33d49v7C8XfG+UMXOH55Tg9x/M0yjj+UYY/crMcTk3K8mSl20i/UcMQ4yOt5G6oAD4Tm9OV8PgRy+nIzHG+sRpYTqphOu2GPSqB+2jByzHVUGVNJ3XkK2t5Sw+b4Q84vNhx/SqqIpd6Nw29HZqBw/LPfuTNqHP+Wq56Mi3vzR9T32Orr65k9ezYXX3wxH374IdnZ2Rw/flyyGP/mN7/hD3/4A//85z8pLi7ml7/8JUuWLKGsrIykpCQA7rnnHv73v//x6quvkpGRwf33388VV1zBjh07UKs9vON1113HuXPnWLlyJQDf/e53ueGGG/jf//4X9nwVjt+DeOfZ+yzHf9QvZ2TnnL+3TyiOf5Sd/Yd8sS/kn2Xx+x/zy7HXer4eJscvL8AjL8ojL8gDoYvyyM16wMfptyNtih39muOUZed4Y3JOX87nQ2hOX87nQyCnLzfr8cSkRXnaC/JIchYmSM14/Ax7WsrKcd06lJe/cT3Fj//PuwsQFse/yNhpAR7vfOQcv+T7oA2P4w9miNQJx3/NuLMUfLCL3xdc5csZKBw/QlQMfKIxRk8g6gv/r3/9a4YMGcKKFSu8saKiIu+/RVHkT3/6Ew899BBXX301AP/617/Iycnh5Zdf5tZbb6WxsZHnn3+eF198kcWLFwPw0ksvMWTIENauXcuyZcs4dOgQK1euZOvWrUyf7hGePPfcc8ycOZOysjJJSUMFCvozGnQmDqXE/7EylejGLaio15rYmj0r1tOJGkyna0g8bADg6P2XkbH5CCl7z8Z4Vt3H4YR8NuUkxXoaCnoAUef43333XaZOnco111xDdnY2kyZN4rnnnvN+/eTJk1RUVLB06VJvTK/XM3/+fD755BMAduzYgcPhkOQMHjyYsWPHenM+/fRTUlJSvIs+wIwZM0hJSfHmKFAwEFCvS+SNIeGX5IwJRJGHTr/OTeXrYj2THoGhvJ7c93YhatXs+/11sZ5OVGBXaajU922PiEihiPu6iBMnTvDUU08xcuRIVq1axW233cbdd9/NCy+8AEBFhcf1KicnR9IvJyfH+7WKigp0Oh1paWmd5mRnZwdcPzs725sjh81mo6mpSfJSoKCvw+iyM6i1LtbTCIntSSM4ZMoPndhHMebB18DlprlkENac+OFzI8H1lZvItdeHTuynEEUhaq94RNTFfTqdjqlTp0qeuu+++24+//xzPv30Uz755BNmz55NeXk5gwYN8ubccsstnD17lpUrV/Lyyy9z0003YbNJubglS5YwfPhwnn76aR599FH+9a9/UVZWJskZOXIk3/nOd3jggQcC5vbII4/w85//XBL77ne/y4xpDrR+4r7oiPB6StwXnZw9B9P7lMAupuK+YSU0tUj58GSTSxKTtwGSE1y9Iu4brG8huaqOw8me7f4OxX3yynvhiPsaJCkhDXt6ypzHE+tczBdx5T25iU5XxH3t7SwNzdVO6maOwJVoIGX3adJpjZ64L5SoMVJxX4Bhj6ddaK2mJSeNmkapVmSgiPsueuv7URP3bfvSn+Pi3vwRdY5/0KBBjBkzRhIbPXo0b7zxBgC5uR5/64qKCsnCX1VV5d0FyM3NxW63U19fL3nqr6qqYtasWd6cysrKgOtXV1cH7Ca048c//jH33Xeft93U1MQPf/hDLpn3sUTc99bKxXzpkrVht6OV01PjBot9sGZ2nxLYxVTcd88v2HdMJsIbYZPE5G2AccOtvSLuM4y0c6AshfIEz5v02DF2DuwPFPf5V+OTm/VAYDU+uVkPhDbsGTWVACHXpeOrGLG6jP9kzwYiM+eB0GK+sCvv+Qn5INCwR27WA52L+wCKF5s4sraFvZeWUn7NRQyvXMnl+zZL+yxOjEzcF6IaX8TivgDDHpW3XUaGX3U+vz5drLwXTk5civsUA5+uYfbs2QFP4UeOHKGwsBCAoUOHkpuby5o1a7xft9vtbNy40buoT5kyBa1WK8m5cOEC+/fv9+bMnDmTxsZGtm3b5s357LPPaGxs9ObIodfrSU5OlrwUKOjrsKp1lCfEqZe6KGJXaWgYICYwKfs8or6mcfEvtuwImfYmtP2k4mOk6O9b/VF/4r/33nuZNWsWjz76KF/96lfZtm0bzz77LM8++ywAgiBwzz338OijjzJy5EhGjhzJo48+SkJCAtdd5xHFpKSk8J3vfIf777+fjIwM0tPT+cEPfsC4ceO8Kv/Ro0dzySWXcMstt/DMM88Anm37K664QlH0Kxg4EEWKmiuxmwWOJuXFejaBEATO69MpS0+N9Ux6Bcnehb/vahnuOfceLkHFy7Ovj/VUFPQQesTA57333uPHP/4xR48eZejQodx3333ccsst3q+3G/g888wzEgOfsWPHenOsVivLly/n5Zdflhj4DBni+yRdV1cXYODz5JNPdtnAR+H4459nVzj+4Dlqt5tBxhYsTVCn8xy96lGOP4Rhjz/Hn+loQiO6aM5J67Y5jzfWCacfljlPGAV45Hx+sFhHHD9qFdUXjwZBoGhvGS1V/jnhcPzq4PfQaxw/JLhsCIgImYYBW6Rn8uv3oY4Cx+9qsbHzK3+Ii3vzx4Cvznfbbbfx+0cGHsd/y/0Kxx9un17n+OXGQGVSjn9ciZTjHztKatjToxx/gGGPGLQAD8C3LnxEusPMB9dcJTWKmaHusjmPJ9Y5px+WOc8CQyDHLzPsKV6YEDHH3zChgK3/uw/B5uTOu/+Po6ubfTmLTIHXvtgg4/gNgSZEAUV5eorjVweY8/QOx29j/b5fx8Xi2L7wT3r9PtQJUVj4LTZ2xeHC3/eqYyhQoCC+IYogCPxr0MUgigwk4u3Mtzx+CoPe24XgdIfIjj9cVrMDu0rD2vQJsZ6Kgh6EUqRHgYI+jCm1R5lcd4zkOKnOpxLdPHri38xobBP4CvEpbuoJ2NNMVFwxCYCCf22O8Wwiw4jWCoa1Bp6WGmhot+yNxiseMeC3+sPl+HOzqr3tiuosSTtYLJKccPsoHH/vXjtijl+eE4Lzb491heM3Om0kJ7qptuhxC55Yz3L8nZ/bT0yDnPIKqrTJmNXGtlj3z+hDaE4/qmf0g+UE4/T92lWmVFpG5qJpaiXts+MRFumJgOPPCMLxByvAEybHDyIgRIW/DycnHjn+Ca/fH7Wt/j1f+X1c3Js/BvxWv9lsDnmO/82Vi7hqma/9zqrFknawWCQ54fR5d9US5Rx/L187Yo5fnhOC84dA3j80x6/zcPwHe5HjD8Lpa9wuMhxNMC+dHbsy277qWfTknH4kZ/QhNKffrTP6co5/XUtgThBO39teksi/7/gmrQUZjP3BK+SvbQlepKcnOP652kBfBBmnLy/I48mRcvxjp4uUfSa07dKIvcjxx985/mgdxYvX43zKVr8CBX0YJkcriY5WBDG2fPI3Kjfyu+MvoKLv8drRgD0jkdaCDLQNLQx6d2espxMRRlnOc+f5D2M9jbhAf/fqH/BP/AoU9GVcVHuEkY2wz1WMRWOI2TzeybyInUnDcKOi/Ul/IKF1SDoAef/dhtrqCJEdnzhjyGJ3+qRYT0NBL0BZ+BUo6MPYnjESS6oT6wVt6OQeQKqzhXSHkzptEvXaxAGl4G+HpTADe0YiAENe3BLj2USORk0CxxJi9+ExniCKnlc0xolHKOK+OBP35cj6VMpilYq4r9evHTVxXwixnycnQpMfs1+fnhb3eYVaInlJrWirzJwyeCpleoR8XTPe8cTCKVbTuRlPt4R73RD3NY/MJV1ro9qQQsrOU9KcHhP3+YnyMjoyRJKJ++plOX5FedIcLQiZBuoaNX5fH7jivjGv/jBq4r6DX/9NXNybPwb8E388ifveXrWYK5etkfR5d9USSey9VUsVcV8vX7s74r69x/0Me4Z3LvaDDkx+OhH3JTkszB1Wx5mDBq9ff1TFfdtl4r7JokSopZmm48TnJlrVnkWwZGYQ4d5sTXjFdCIx4+lqcZ1FpkDhniwWNCeYuG9NMy6Dlg2//zZfWfkuZWuayZYJ/rpepCcccZ9OKpaUmfVAEHGfTMgH0qI8d577iDOXT+bTvb7CaXIhH3RduBdOTjyK+/o7BvzCr0BBX4YgimTZGsmy2Xq1UI/G7UJAxCloaFV3/8mor+LCFybhSDOhanWQtf5grKcTMZ7Mv4xRCSo8R/kUKKp+BQoUxC2adCZ2pI9kT9qwXr3uxOaTvL33cXTuvilkixbOfGsuAMbzdQjuvr1oinFqNhML9HdVv8LxL1/ORVPtaDS+H5CcV68KwrOHw8V3NSecPuHqAELl7D+Y0ad49phz/JYgBXgs6g7b3lgf4/ib/Tj+xOQgHH+qh+PXuZ2kOpux5KTKCvAQWaEcOV8fQTEdOQ8PwY12opXTYNdSf9FwcIsM3X+E5kpHYJ8+wPFn2s3k2es4MaQIc7T4+wa/dmqw3yNfTBTdPPFMfHH8JS8/EDWOv+y6x+Pi3vwx4Lf6zWYzi+ZtIMmP439v1VKuWLba235/1VIJzy7n3YPFIskJp887q5ZI5hZsvvJ2sNiqNfP6FM8eU47/3l+w54T0TWDCMJskJm8DTBgayPFL2sO6z/EDXJV/mlmrtvOHUVcDkXP8YyY4ObTT93cweqJbUpAHYNQU2rhZNZDCqItEaTGYGapA/n6erlNuHqB4oVHK18vaEMjhhyqcA0GMdmTtcHJceg0li7XsPJ+CI82EPd3ERYZaXv/ildTPHMng17eRVXmAI2uapeMuTeobHL+lgWFNxzF/qSigSE9E/P0MQWrydJG0LY/FI8ff31X9A37hV6Cgr6NZbWBn2oheveblNdvZk1gEZIZKjTpsmYk0TB5KYXoVFct8FEdhWjUVlwyX5BamS2PytqhVMySzhmPfn4MjLQF7mons87v45J5l2NMScaSbcJn0ZL7yCp88da2335hXXqF+5kgACl7YHItvQ9RQlpBHWULegDyK2RE8C380OP4oTKYHoCz8ChT0cVQa0ziQk91r19O77NxcvpYn8i+jvJdXvKqFY9j7h+twpiQw6pVX2H2tbzEeLWsHiwXLGfPKKxy79lJv2/HKUZrGF0gvLIroqprQNbSgrWtBX9VE/r8/IXXXKVJ3nYYliVG8y96Dxu1iYvNJDpiGAAmxno6CXoKy8CtQ0MchiCKljaep1KdSY0jp8evZ1Dq+PO6HqESR3tpnEFUCLcOz2fngzQAknKxG22AhbdsJb462oYW0bccl/eSxgByX6F3EdXXNaOstJNnPMfnGZ9HVtaCr98SyLlKx8IFt3m7Ji02MXdN3VfztGGqt5JenXuX7I24CCkLmDxT0d1W/Iu4LQ9wXDeFeLMcNFlPEfeH36TFxXzDTnyAV/EKJ+5IT3Yw5eYQzpizKjRnhi/sakebIDHvklfggSDW+VGQisiDivvQgorwuCOxEnYbGsflkWxs5n5eH8WwtiUcqPEK4HhLudTWnwz59QNxncDuwCVpM6UL0zHka/NqpfU/cN/zFH6OOgouhy2Ll+A2PxcW9+WPAP/GHI+6LRDwXSU5PjRsspoj7wu/TLXHfCX8xX+eGPhBo6jN+RGAFv3HFNvYf9on7xpbYWX0ql3JjOi6V2lOtL5S4b6wjiLhPWo1v9CSRw59LUhg1Fea/sRK3IPD3wUsouUiQCs1mBRH3zdVKRXkXG8MW2DWOH8Kup2/Cmp/OdS/9mwOfOhn89jFfjp+grnhJYqDAThbrqZygfcIV90mMi/TBxX3+1fjmaKMk7lNTtlXEswyIlMwQFHHfAMGAX/gVKOgPOGvK6rVrXdCn4e6FM99nrp/FoUeuRtRrSDhZTdq2Ewx+u7bHrztwIPLIyVd5K3M6e5KGxnoycYX+vtWvLPwKFPQDZNiauPvwu6wYvhhI79Fr/S9zWo+O79JrMZfmc/D+rwKQvXIv4+5/GfV0dYieCroCjejGhQq7SlkGBhoUjl/h+IH459n7LMcvz4mA4w9m8iM38GlpgtFNZzmTkIWQZuhRjt9ZY8eu0uAWBBJTBRn/HKQATxc4fpdRR9OEAnKaajk/eDCmY5UknKqR5Mj7dNTuzZyocvzBihz1GMfv346wAE+DLCe173P8w/71YNQ4/hPfejTse3vsscd48803OXz4MEajkVmzZvHrX/+akpLghy1vvfVWnn32Wf74xz9yzz33hD2vAf9Rryc5/suWrZLkfLBqmSQWqt1RjsLx9+61I+b45TkhOH9PTMrxyw19wGPqI+f4DxzWsq9NYz92lJ0DB2Qc/5jocPyjp7j5098f4w/5V7A6fSIl0wUp/zxbHVhcZ54u0GgnCIe+2V3I3l99A2dqAtf960WOvVNHxienJDld5tl7k+OX6xaWJEq1DYtMEiMjaDMl8uf4F+glZj3QppHoAY5/8kUOjm7T4BY8731yTj+sAjwzOufvg7Xlsbjk+KO01U8Xx9i4cSN33HEH06ZNw+l08tBDD7F06VIOHjyIyWSS5L799tt89tlnDB48uMvTGvALvwIF/Ql5lhpUYlIPXkHgh8O+wTl9dAsCWQoz2PnwdwFI2XGS9K3HyfikPkQvBZFisK2OcS31GBsdbEkdHevpKGjDypUrJe0VK1aQnZ3Njh07mDdvnjd+/vx57rzzTlatWsXll1/e5esoRXoUKOgnyGmt58VPfk+qozl0coQQBdibWESdNnofLiqXjaOl2FMOtuCfm5h+zROobAO7+E9Po1yXxoGEfLYlj4z1VOIS7Za90Xh1B42NHj4uPd2n23G73dxwww0sX76c0tLSiMZVFn4FCvoJKo1pLJ/0bRq0PegiJ8LV1Vspaq2KynDmUYPY+6dvAFCwYhNjfvoGKocrRC8F3YYgYNYk4FCEfUHRruqPxgs82gH/l81mCzEDEEWR++67jzlz5jB27Fhv/Ne//jUajYa777474vtTxH29LO7LzvK9YVZVZ3fa7ihHEffF/tpywV/Y4r5OxH4QfgW/gOp8nVTrg8CKfXKxHwSrzhdc3Dfq9DFOG7Ko1qW0GfhEJu4TtWrqpg/HbdSRf+o0tmNmbzn4qArsIsmpkX74CFUJMGgfmZhPLuSDQMMeuVkPdEPc5yfmazfrAUh3NJPlaKI8L6/TanwDWdxX9I+foIqCuM9tsXLq278MiD/88MM88sgjnfa94447eP/999m8eTP5+fkA7Nixg8svv5ydO3d6uf2ioiLuueceRdzXFYQr7otEhCfPeX/VUi5Z6outXL2s03aw2KrVlyjivji4tlzw16G476TvzWPCUGunYj8IYvITpILf+BHSin3+1fp0LgeXFlbSutvJnjRfAZuxY+wc8BP3lY4NpzqfK6iBz78Pto/rpuQiIhL3Hf7IwvaXbqdudjHG0zXcvOEvHF1l9uUsTeLIarN0nKVJnQrqIqm8FzRnSaJkvtAmzOukEqBcyOft41+VUCbkg0DDHnklPghT3Pep9EOHXMznrcQHXNR0nqKmI5Rdk9epYc9AF/d1VZjX4TjA2bNnJR9q9PrOS/7eddddvPvuu2zatMm76AN8/PHHVFVVUVDgs1d2uVzcf//9/OlPf+LUqVNhTWvAL/wKFPQn2FUa9C4HyY7W0MkxxOGHv0Td7GLUzVYmf+fvCAXK9n5vYVvySLYlj1Sq8XWCaJflTU5ODms3QxRF7rrrLt566y02bNjA0KFSY6UbbriBxYsXS2LLli3jhhtu4Kabbgp7XsrCr0BBf4IgcDClgAPZ2tC5EeJnJ//D1uQSVmdMjKi/NS+NMzd6FMrjv/8iSWUXoKBvVrfra5hkPkGFLpUL+p41eVIQGe644w5efvll3nnnHZKSkqioqAAgJSUFo9FIRkYGGRnSEzVarZbc3NwOz/oHg8LxL1/OlKk2CcdfXZ1Nlh+vXhMhFx9Ojv915NcNFpP3CZYTzjiHDmb2eZ491hx/Y6tvqzzF6JK022NNfrFkY/cL+7TnhOL4rY1uBETsKs8HgMg4/mDcrEjGhSrMaiN12qQuF+lxpCZgGqTjfF6ex5znpEd30msmOjKuPlgskpzwzHk64PgD+PtgHH/HnL7crMcbC8Lxj28+jVlt5KQxJySnP5A5/sLnfho1jv/0LeHfmyAEpxdWrFjBjTfeGPRrCscfAcxmM3PmrpNw/GtWX8KSpb7zlOtWX9JlLj6cnA9XL2OZhL+XtoPFVq5eJplbsPnK28Fia9dc3Od59lhe+3v3/YLdZ4ze9sSCVkkbYFJBK7tP+d48JhZaO+X8PbFAkx95IZ/xw6wSU5+Aoj3FNn7y97/wcXYpfxt5hSc2Rlq4p7TUwcG90g8UpePkHL+bw9slKYyaAjt2Z7a13MGL9HTA8bfmpfHpO3fx5TXv8ZGphAnPfOp1/Jdz+nI+H0Kb5gTl72V8vZyrDxYrXmQK5OsXJkjNeOTtRabgBXj8vhfFC/SBHL/MsEfO50Nowx65WY8nJuf4PQV5TroHYXA7aNK4KZmhUjj+DhArr/5InsPD5fX9MeAXfgUK+h0EgUdLv8o5Y2bo3AiQ6GzFLQhY1OE/ETmNOnY++23smUlozFbG/uzlXijzo0AOu0rr3QVSMHChnONXoKAfYl/qUOr1PePg99iJl/j2hfVd6rP/t9diLs1HV2MmZfdpNK3x95TX3/GHoytYUrc71tPoOxCj8IpTKBx/mBx/Vzn0SHKC9YlEB6Bw/D1/7XA5fnlOdwv7+GLSQj7BzvHnWWpwqDRUGVKjyvGrqi04BTUWtT6sc/zGfANnioeBWyR150nSNPaeK5QTDf6+I75efiY/5Bn9IAV4guX0EsefdqGGRk0CTZqEtliEHH+DXzu1f3L8Q555GJUxChx/q5Wzt/48Lu7NHwN+qz8cjn/t6ku6zMVHkhOsj5zTD4e/Vzj+nr92OBz/xIJWdp/2vXlMKrBKOf8iKecPHZz1D1bIx4/jHz9Sdq6/2M6BQ1ouOfgplYZUPhq20FO4J0ocf9n29jmHPsdfubiUUcU6Xrn2Wkp/+CpDXqtGu9gU3hn9YBx/J5x+WOfvw+Hvg/H1C42SWPFCY+AZfbm2Qcbpy8/se2K6XuP4d+xuV/J74hFx/DO6xt+HkxOPHH9/h7LVr0BBP8Xvx1zNS8MWRn3caU1HmdJ0LGSeeUQOe3/7dcBjxzvk1a1Rn4uC8JDoaiXL3hg6UYEH0djmj+PtfmXhV6CgH0PrdpJua4rqmJfX7uCSMLjik7fMx5WoR1vXwqhfvB3VOSjoGoa3VvK1qi2xnoaCOMGA3+pXoKA/4/FdK2jSJvDGhGuiNuYjQ78eVp6lyHOqwHiuFpXTHSJbQU/igGkI63JSYz2NPgSh7RWNceIPirgvDHFfNIR74Y6bKetTI4vJhYaRXlsR93Vv3EjFfZ2J/SCK4r62dpLDI8TTpmjDEveZG/3bwcV9EgFYasfivtrZxbj1Gor2H6Hlgo/H7aliOhGb8wQrptNT4r4uFuDx9OtczCcX8oG0KI+vjSxHEffJ4RX3PfVI9MR9tz8SF/fmjwH/xB+OuC8S8VwkOatXX8KiJdI+69ZIY+vXKOK+eLh22OI+eU4nYj8IFPxNKLIGFvIZKi3cM36ELdDQ51C72M/z/3ElNg4c8BP3jQkU940Z5+TQLl9szARXUHHfuHc3k+kw83Tesg7FfS6dhjXP3QDAXbf+jKNyUV40xH3hmvN0Yrzjy5EJ94KJ+/zFfAsMXRf3ycx6IHQBHggt5pML+UBalGdx3R6ERUPYsVtq9aqI+wYuBvzCr0BBf0eSw4K6AwcxtdtFQWs1KlEEssIaz6rS0azuvLqYdXCqZ/xmG4JDKcATSyS47ThE5WfQJURLmBen++nKwq9AQT+HWZuAS7AF/ZpadLOgeh/DWyp4Zca1YY33XubUkDmt+WkAGM/XhT9RBT2CdzOnUWJU036MT0EYiHJZ3niDwvGHyfHLefZwuPiu5oTbR+H4Y3/tsDj+BBmnb+ic82+PdbmQTwjOXxBFkhJFmppVCG1/7v4cv8FtZ3TTWU7nF1Bn9j0LJKUE4WZTRJrrRbSiC6egxpQq55s9RXqsg9MwjxqErsZM3rnz3Tbn6TCnF8x5OswJpwCPPKdXOX7QiC5EwJiujozjb5D1SR0gHP9ffx49jv+Oh+Pi3vwx4J/4w+H45dy7nHdvj13sF/tI1g4WC9UOFtugcPxxce2wOP7CVgo/2sWh9ALK0vOZlN855w8dmPwEK+TjZ+oTzNDHv2jPt46t4fSiiRw47vPuHzvazvkdNmbVHmRh1V4mNJ7kjzd+jy1lud6cMRNdHNoufWIZPVnEvf48vzv6PHeOvJnmBYODFuk5ct9ETly7kIIXtvDFXacDjXd6iuPvAXMeCM3pBy3AIzPskZv1QE9y/GrKtrr51oUNLK3bzf995z7Ktko/HITi9KNRgCecnHjk+EXR84rGOPGIAb/wK1AQCRIdrRidKlo1ejJbGzE53IARRJHvHljJobQhmAuH41Br+L+tL3HdJctjNtfBrXW02hqBTEaaz7OoYg8tg4byp60vUq8zsTdlKH8aeRU1+vCeSM7qM/lF4Veo0KWS10GOb6u/voMMBb2BlRmT2JdYgOdYWZyuQvEIheNXoECBHBNrTlLfmMmBjEKuOLkNXWo2W0gDQaCoqZJaQxJmYN2QCezJHIpLpQ45Zk/hrYJZzHXU8c6mn5PgsnPKlM3buvH8tPQbnEnIpl6XiFWlZYzaGXowwKrWsSV1dKc5rXkKxx8PqNSlUqlLpSTWE1EQV1AWfgUKIsCuzGEcb/UUO3ln2AxGZ7ig3PO1B2fdCMBEWrFq9JxLykLtdjG6/ixZZ5pZUzC5V+d6OGUIs4QGtmSW8m7+dCoNqeQn6DiQMTgwWRRBCC1ImtFYhkPQ0MyIoF9vzfP4whvP1UN60BQFPYw5DQfJtTfwevasWE+l70ER9/VftIv7Jk2xo/b7CFRbnU2GnxCurkbaln89WCySnHD61FRlk55VLcmpq86SxOTtYLGjhzL6vMAupuK+4SU02HxP8al6l6TdHmu0emKCKDJI00prs5t6QyIQKPaDLpj8dEHcBzBY34KpuoGjSZ7NeXm1PmgT/Pkb+HQo7oNRlnM4BA2Vg3IDxX11ItUXe3YEMjeVear+xUrcFwVzHm+sEzFfPIr7UitqMbrsHE0Y1LEZjyLuk8Ar7vvz/0VP3Pf9n8XFvfljwD/xm81mps1ZT6KfuG/TmmXMW+Krkvfx2mXM92tvXCNtB4tFkhNOn49WX8IcWc7mNcskMXk7WGzD2vl9XmAXy2vfvvwX7LiQ4G1PGWSRtAGm5lrYed4n5ps8WGBXtUcHMLn6OI2T87pc0Q9gYqHU1CeUoQ9ARkETsz7Ywrtjv45bpfZU69vn+fOf0HCCL5RvY99ls6jfJXDMNAhRUDFmQnBx3+HPRI6Ig3ALKkbpxQBx365TSXz87LWom20s/tlPKZmrDU/c5xeTi/0gQnFfuOY8ocR9IcR8xfN1cSfu27Erra3lDjDrgV4W932ONGca3pjTJf2eKOh5KEV6FCjoZUyoOcmTG54m2W4JnRwl1OmTeHrkZbhVauZX7qPYfJ5rzm4mxd7CF8q3keCyoXc7uP/Y20yrPxpyPLfQ8VuH/xn++Nzo7P9QiW5UonJuP2Io1fkUKFAQTezJGsbNi+6iSZcQOjlKEIFKYxo3H1vJDw+8hiCKTKs7wqP7/0Wyw8KTI67gcGI+n6UV85ULn4Qcb2bDYX597IWgX/Py+4qiP2bItTfwwsG/eH0bFHQR7Rx/NF5xCIXjD4PjjwZ/H81xFY4/9tcOl+NvsPrlGHycP3g4fk1dCxlWM0dTByMKQlCTnyaZDiA5mMlPJ5w/eHh/R6OT4qbzNOhMNGRnYm10kWttINvawI70ESQliYh1Vkabz/F52kgPN98gGcbD8TdAstNClr0pKMdfmZKJpSgT47k6Eo9UeHjrvsbxhyy4E6QAT7A+Afx9MI7f7/sn4/M9OV3n+FNSRbTVzdRoPbyywvGHBy/H/8dfRI/jv/encXFv/lA4/jA4/lDtaOWE02fjGoXjj4drh8PxT8m1sFOWI+X8W0nZXUnx+QO8Nu1ruFWqAJOfSQWtQTn+gEI+nRj6gMfUp3qPg/u3v8U9U28l2yhw4KCRIS1m7v/8JTZOuxsuSqdw3WEmV+7k/ZLBCNMSOLRTxvFPEtv4WyNgDMrxfzB7Dhe+MImSx95j6IbTHh47VgY+kRTg6ajgTqccv5TP98SknL6cz4dATl/O50MQTn+mOjwDnx2JtNv0Khx/F9HPz/ErW/0KFMQQG/LH84vp1+JWqRjWcAGNu+eKqVQa09C5nQw3X/DGTC4bZxMyue3YB4xrPMUtp1ZxIKmA2hBmPlq3kxRHC0KQdzblDH9ske4wk2NvwOSyhk5WMCChLPwKFMQBVG43v/r0BYY2VfbodTbkjOeL5z4lx9rAlLqj3HHsPQ4lD+HFokU0ahP4b95cXs2fF3Kccc2n+e++36MTA01/JGf4FfQ6iqxVFFmr0LnDM2RSEAT9XNw34Lf6FSiIB7hVKh6YfSPZySZo6rnrvFo0j+tPfkS+pYZrTqyjUWvixcKFVBjTERIcrMofFNY4x425PDLsazgEWdU3QcCW49ktMFxoiP4NKAiJnUnDsSSrqNcoqv6I0c+3+hVxX5jivq6K5yLJ6alxg8UUcV/3xg1b3CfP6UTsBx7BX2uzm2GNlRxLHYQpgfAq+IUh7vM39UlLcEC9jRaNoW3x9q/YJwKCR9zXKBmGxGRRKgBLJUDcd2rMSEStmtTtJ9E2tSrivvZ2NMV9fmI+TyW+4NX5fG1F3BcOvOK+30VR3PcDRdwXdwhH3CcX1IUjnuswZ/FKjyWqU+ST95YyZ/oq3MkqtKedbK5YxvQl6wBIfbUFUSPwftaXmDv7Q9L/1ULt7Undu7Yi7utdcZ8sFkrsBx7B34Wjdm7b8h5bp1+LszQlwORn0hCp4C+UoQ94TH38K/Zdnl9F6Qef8rvRX/bGSsc4OLjX9wGidJyTQzulHyBGT3Bx+DORQbY6JplPcurSSZRt8S1mJbNUrMsaT+Wl4xlRuYoRf13Xf8R9nRj29Kq4TybmK5mpkrTvPvc++66cw45dqb4cRdzXNfRzy16F4+8ijDvs6E77/jAz/2Im9T+eNxt1nYuC62ow7vK8ASS/ZWHYJb6dA+NOO4PvaQBA1Sxi+tSOabPnDca01Y5hvxNcYluuA+MezzjqRpGcx8zoy+LwD0RB1FFhSuemJfdwMiU3dHKEaFXrOGHKibh/tr2R753/EK0YKEbM+MRjAFQ7e2TE4yuIHJW6FJydGCwpCA1BjN4rHjHgn/jDgiiiqXDhzFVjOOBAe973ZqctdyGqgXQQNQKuFBVi23fVka+mea7vycsxRE3jbM8TnztJwDJVi2Wm5+uNXzTSnKr3fhS78JtUzz/WgDNXxbG1WdiLtXCmp29WQVxAENC6nIypO8OgU018WDQtqsNX61PYUDAn4v77Egv5wviHKBEEQPqEmtm28DdMLMSZoCNuic5+iv9kz6FEJ9NeKFDgB4XjD4Pjrz+bRf7xczTP1iNqBeqrs0iTcejyWCQ54fRpKM8kbXA1+JmhKhx/z15bzudDB/x9F3PknD/IeH8RBmksWP0K+0BgcZ9QnH97zJ/jT0p0Y2t0kWpvocqQ6smRFe6RF+0BAkx9ElMCOf7mWje1M0fgNupI2XOGdNESO45fFpNz/p6cSDj+IAV44oTj14hujOkqzPWCX47C8YeDdo6/4Ne/jBrHf+ZHP4mLe/PHgH/i75Tjd4mgFtj44TLmZK2k8TLP0/ona5YyY/EayThb1y6RxOTtcHJC9UnYaWP72sXMLF7t3SkAhePv6WvL+XwIwt93wPFvr/LFpmZb2FHh1ydHyvm395Ga/OAp7AOo3S5cKrXH5EdWyKczQx+ACUOlpj7jRtrI2ljG8oOvc92cH9KgS5QU7gEoLXVwaJf0A8SYCU4vN/vQ8dfY9KWl7PjMdw8ls1Qc2WBj/6JRnPv6dAqtH3PVxytjV6RnYYIkJuf8PTmRcPyyAjzzdHHD8f/2+L/46MuXsX1Pti9H4fgV+EEhgvyQ9vcWkt7xvCnoyhwMn16FrsyBqBFo/ELv+ap3BMtkPZbpOu+iXzLmAun/8Lw5mjZZGV1Ujqbc8waR+2ADQ7/ge8JP3GQl40nPG6txmw0FfQt3736Xn2z7T1TH3JI9hmvmPUiDLjF0chA0aE24OngL8fL8s0ZEPD8FkeGfuRdToUuN9TQUxDEG/BO/Pwz77NiHaGAC2IdqaLrKiDshvlSZLr+dicqHU2idoIWzYBup5cKvUnCleObbdJWRFj99gW2khpbJnqdCe5HyY+9rOJBeQILTBlFk5hwqDQ6VBkF0I0YgBvtrwWWM0ojIOX6AjK3HwO2muWQQbr3y+9abOGAqoEStcPzdgUB0hHnxtXr4oHD8y5czdopTwvE3VmeSklUjaXeXvw8np6M+qX5zaajOItmvDdBUnSmJydvBYqcOpfUpnj2W1y4cMYp6h3TLO03rksTkbYA0jZMGu1+OLkxdQKiz/vrOC/kkG4Nz/P5n+9vP9Sc4bYxpOMOB1AK0KdowOH5/vlYkOcVNUz20v8UlpuHluuunDcOZZKDw8HEsZ33b64lZ6iD8vVbh+IkOx5/maEbMSqChQe2Xo3D84aCd4y98/FeoDFHg+K1WTj/wUFzcmz8G/Edxs9lM6awtmPyepHesW8iUReu97V3rLuaixWu97W1rF0vawWKR5ATr89naJUxdvE6SM8lvbp75LZTE5O1gsS1rZ/Qpnj2W1771gV+yrU5K9VyUbpHE5G2A6aktbK/2xaZlds75QyDvL+f8v71/NY3TR7Khcag3Nll+rr9Aeq4f2s72+3H840fa2H9Ih9atYvKxU5wZMojsiToO7Nd6c0rH2Dm0W8bxj3dxeLvn3zMayhg1TeB/OzOp0yYBHt64nR8vm1bEyWsv5qbfP8WFtWXeMYoXJ3BklYzjX5YcHY7fr+2NDTCO/zfHX2fDly/ls3ji+DvJcbqk3zcFPQ+F41egoA+hQW/CoYre53WHSsPTxZdTaUzvct8DiQUcMubRrA7+ZJTxyTEA7Okm5UBfL+KHw7/JcWPPeUAMCPRzr35l4VegoA/hzZGzOZeYGdUxTQ4riy7sRi12jRM2axJo1CRgV2mDfj1t+0lUNgdug5aW4dlBcxQoiEsoC78CBQriCQIi15ZtYGzNqaiMl+Jo5if7X8Xk7HoZ13RnVNN8uQABAABJREFUMwsb9gf9mtrmJG37KQBq5xR3Z4oKuoBbytcw2KaURFbQMRRxX5jiPqnATtoOFmuQjdHRuJ21g+co4r7evnbE4j6tVNyXqnV1KvaDME1+9C6Kzp6m2phCeWJGSEMfCF7Ix9/QR+t2YkxSBYr7mqS6ZLmBT3ailZSKWo4aPVX9/MV9AJbCTFINDqp1SaTs9thORlXc14nYDwamuG+ItRZLTgq1jVq/HEXcFw7axX1Fv4qeuO/UQ4q4L+4Qjrhv57qFEoHd9rWLJO1gsc/XLpKMEWzcUO1gse3rFinivl6+dsTivrQWPq/xE/dlWDoV+0GYJj+5Fl60jMJlVUM9IQ19wGPqs++Yn7hvmFVStAd0jCu2ceCAv7jPEUTc5+TQdr8PA5N0fLw7G/AsriXTBYkIrrFUoOirefz3ii+xaPyDqFzu6In7Fps6FfvBwBT3lZFGyUy1RMyniPsU+EPZ6legoA/CpVIjiG6mVB6NynjFjeeY0HCSZHtL6OQuIPlQOYLDhSvJQOOEgqiOrSA4BFFEE6R4koIuQOH4FSgY2EiytYZOigFmVJTxxMZnMDm6zs3LUWVIpUWjx+Du2tOXyW3juSNPd8gpC24RXZ3nw0Tt3JJuz1NBaHy7Yj1jm5VqXt1CP1/4FY4/LI4/q8sceiQ5TdWZJGfK+tRIY001PXNtOecP8cWzx/La4/OHcEqVBIJvizs8jj8wR8r5SzUAEL7JT6NVDSIkOlpRJ+k6NfSBQFMfOccPnsI9ZrOfyU+iOyTHn5zsJq2imgu6NOwqjYe7lXHdxjw9Z0qGo2lqJW3bCQ+HHu8cf7CcTjh9Oefvzekpjr8Tzj/BZUefoaFeMfDpMrwc/y+iyPH/NHyO/7HHHuPNN9/k8OHDGI1GZs2axa9//WtKSjwfmh0OBz/5yU/44IMPOHHiBCkpKSxevJjHH3+cwYMHhz0vheMPg+OX8+rhcOiR5Oxau5DxizZI+uxdt0AS27t+QY9cW875Q3zx7LG8dtYPHmZbvUmSEw7HL49NT7Owrda/j1QDAHBRRhCTHxnHPzXX39THyGRNK0dOQIvWE5Mb+kCgqc+EIqmhD8CEEa0kbjrO/pRCWrRGxo62c3Cf9C2itNQh4fhHT4bPd2W0tdyUXISECwcYsUjNf370ZdxGHUOda/nCjvXxx/H7xeScPwTy/qE4f0+shzj+mepOOX/QKBx/NyGIUbLs7eIYGzdu5I477mDatGk4nU4eeughli5dysGDBzGZTFgsFnbu3MlPf/pTJkyYQH19Pffccw9XXnkl27dvD/s6yla/AgUhYNNoMThs/GHV85RWnY71dAJQaK7iuXVPoHZ3j9fViC5+ufcFptZ1TTdQYK0m0dkxHaKyORi7/FUATt6xGFtOSrfmqSAERJEseyOjW87GeiZ9F6IQvVcXsHLlSm688UZKS0uZMGECK1as4MyZM+zYsQOAlJQU1qxZw1e/+lVKSkqYMWMGTzzxBDt27ODMmfDpHWXhV6AgBBLtVopry9G4XajdXSx80gtMWrUxhedKl+GKoNCOP+wqLTfOuI+NOeO71O/pI88wt/FQpzmD391J0TOeHSZzaT7mUYMinqeCEBAEBtnrmWQ+GeuZKOgmGhs9xTLS0zt21mxsbEQQBFJTU8Med8Bv9StQEArD6iv44q7N3H3pdz0BUcTosAMhSjX3knzGotGzZcgEAIQuuu/JcT6hzRWwC3O/f/iNXAijDGzx4+9hLs1DVKvY+fwtzLz8d+gaLCH7Keg69psKOJSrnKKIGNES5rWN0dTUJAnr9Xr0en2QDn5dRZH77ruPOXPmMHbs2KA5VquVBx54gOuuu65L+ghF3BeuuE8usAshwmusySQ5s1aWkyGJhWq3x5L8Ys01GYq4L4o5BcWjqEMqhEvHJYllik4a3AJOtRpEkfyGOow6NWeERBxtvzhyIZ8gigyhBbfZxrmUDAwOO0ajulOxHwQK/jo0+ZFX8GtVU9RUidbtoio3RyL2g0BTH4/YT7pD0F6xr7jpPDaVlvqcTImhD3hMfZr9KvYlJotSM5nUQHFfYrpPzCdq1eiHJXK+YAi6GjMpu04DYvTEfcH6hKrgJxP89XVxH7Sb+nhcHkWEyMV9wfo0+LVT+6e4b9jDj0ZN3Hfi5w8GxB9++GEeeeSRTvvecccdvP/++2zevJn8/PyArzscDq655hrOnDnDhg0buvS9G/BP/GGJ+9YukgrsZIK7YLE96y5m3KKNkpx96+ZLYqHannHnU7pok7d9aP1cRdwXxZxbHv4lH7ulT+5zVRZJbK7KwsdCAmnmZv74xr944MprmWW3s8WaTLrFjIDI8HwN22qNjK0+w/mkdOoNiRSqq6g+1Ux1ipZXX/s9j9z5A7ZZc7zjysV+ECj4k4v9AKZmySr4tYn9ck7WoHJYaVwwWGLoA4GmPhMKW9l3VFbBb4SnYt/wsxWYdYmY52VxQCbuG1vq4NBO39/K6AlOxr2zmQOmAg6Z8oOK+4rnaCQivGFf1PKfuz1iv8K/f8Soh9+kJFxxn18saHttS2AfeQW/9dJdBrngr++L+zymPre9+DyfJ43g5dx5kYn7ZG0IFPz1V3FftHH27FnJwhzqaf+uu+7i3XffZdOmTR0u+l/96lc5efIk69ev7/IHJoXjV6AgTHi298HksFOb4PlDe3Dza/xs43+8OS+8/WcWntwHgsCptBw2DB3HibQcfnbx16k3Jvbo/D4cOpXXi+d0e5x3hsxkU864sPPnNx5kjCV8IZmmuZVx9/0bgNM3X0zZT7/Y1SkqCAmB9Wnj2JNYFOuJ9E1E+Rx/cnKy5NXRwi+KInfeeSdvvvkm69evZ+jQoQE57Yv+0aNHWbt2LRkZGUFG6hwD/ol/oCHn303ozzo5OMiB4bgd63Bd6E4KAChPTefGb94BQL7D89T4zJRLAJG0tpwbvvh9yjJln9AFgZXFU5guWBhaX8Gd2z7gkQVf75lJiiIF5mpyTlexqnBKxMOMbjxDoiMZSAqZe9eI70g8DsLBoHd34kgxcvDxr3PqtkU01x9EXG2ma6Mo6Az/y5wW6yn0XUTpOF9XdQJ33HEHL7/8Mu+88w5JSUlUVFQAHjW/0WjE6XTyla98hZ07d/Lee+/hcrm8Oenp6eh04b2fKxz/8uWUTHaj0fjecppr0knMrJO0/Xl2s4x3DxbrKEc+bmftYDFzTQYmWU5LTbokJm+3x/LOn0fd6satF6gy5ZKmqqZ5uB4EOH84eUBw/HJOX87nB4tJ2qKI3ukkUaOizuWXo3ZJ2gDpKhf1Tj++XuPC1WJjaH0lB7ILSNIR1PQnIpMfP84/T21BaLBw3uQr3xvA8cuK9rTH2k19ShtOU5eTRUWrUZKTlCRi9uP4k5JFKS+cKnbK8YO0SE9rfjrNo/PIO3+eOoeexKMVbTlR5Ph7oZBPfHL8IsnOVrSiC1t2ksLxhwEvx//TR1FHgeN3Wa2c+MWDYd+b0MEH6BUrVnDjjTdy6tSpoLsAAB999BELFiwIa14D/onfbDZTNHMHpiTfm2DZ+jmULNzsbR9ZP1vCsx9YN0/SDhYLlrN/3XxGL/zY2z60fm6n7WCxA+vnMfziTyU5xz+aKYnJ2wCVz07mqo2v8/nThdhytNj+qeFrr7zKxv+NQNSp2LZu7IDg+OWcvpzPDxbzb1+153N+9b9XufuBR/jE6suZlWDhE4t0nNkGC1vNvtiMJAufWTPBkAFmgbmmJpqP1XAw26e+np4qMwZK68Dkp1Jq8rOz3LdAC7mwqy4D/D77Tc6XmvpMLLSy97jMwGeolX1lnieG87Zc8pO0kqI9AKVj7Bza5ftbGTPeiXbtSX505m3uKL6FQTONITl+aZEeM2duyIcJebxy7bUUPb2Okl++Q8nSJAnnD228v1wH0FXTn2gW8ulNjt8vFqpoD/gK99x5bh2D7A28cP0NQTl+ucmPwvG3Icqq/rDTQzyHFxUVhcwJBwrHPxDgEtE0u6hYlowtx/NG7khS01Koo+QvVRS+XBtiAAXt2FA8hu997TvdG6TtU31hQzWPrXsRjSv6BVVUopsvHf+EoqaKiPrX6ZPC3r6v0qWwLm0cQoRvSAUvbiHxUDkAp25bxIm7lkY0joJAPDt4CQ8NvTbW0+h76Ode/crC398himgsbgQ3GCocJJyyYTppI3VfK2qLm+TDVga/3xh6HAUANBpNbBo5BqdKHTo5BI6n53DXpbfgVKs9i38UWTe12821ZRuZ1o3qfSPM5VxR/lnIvCpdKv8ctJBGrSlkbkcwnqtj9EOvAXD0B5fhSIt8LAU+2FVaEARU3fR3UNC/oHD8YXL8XeXiw+XrIxk3Eo7fejaVvLPnELUCaqvI2fx8nPlW3CoBQ5OD6sqEPs/xh3MmP1Q7VI7W5SS7qQlbSjK1bh9TFpTjVwdy/JK29+sipVVnadXoqM/O6vZZ/1S951y/SnTjbnPzS2k769+OFGPnHD9AjqEVV72dGoPPYjc50R2U49e7HWhEF0KGIZDHThM65Ph9MQ8Xbx6TjzUvjbyz57CeMKOyh8/py70AOuzTIxy/KgjHrw7MCcrxy3UAMr4+I3KOHyDL3oQ+Q0N5k9H7++DJiZDjj3Ihn3jk+Ic/GD2O//ij4XP8vQWF4w+D4y9bPycsLl7ex78dLHZ4/VxGLtzibR9dP1vSDhY7sn52aI5/3UxGT/gYdYub1iE6b07BlG24ElRMvucsz5d8C3Heac9yZnNx/rcZfZ7jD/tMfjc4/uKqcv7w/F946N4f8YnL94cclOM3Wvi0xRebabLwqR/nPzPRwmeNnvbg4w3UJCRhT1Ozrd6vsE9q8LP+/mf7p2VJC/lMzfEr4iOKjGwoh9J0ydn+SUOkRXsgSOGekXDguPTNauwoG4d2+3H845wc/kzkgVPvkuVo5LnrbpTw2gDFM1WdcPxtsWVJHFllxrXxGJ++/wO+wEZWz5jE1Ov/huAWJTnyPr52cnBdQDgcv/9Z/8WJ4XH8nZzrh0DeX875QyDvL+f8IZD37wrHD9BkszNiFhzb7sSh8r3lR8Tx90Ahn7jk+Ps5lK3+fgZdjYO0PRam33iSiy85wqjfVKBu9rxJNI0xYM3S4NYKiCrfDkfuoaaOhlMgw5GcwUx88DeY9cbQyV3AW2Nm8HFRKQBf2/8xaa3mED3Cw5Izu1mx+k8YnJG9uQ5qrSOntT5k3j8GL+T/ir4a0TX8obY6mHjbCgSXm9p5oxS+Pwq4oE+nSpciWfQVDGwoC38/guGCg3lfPI7LoKLs3hz2/iKPEc9WM/jDtr1ZQcCVqMaeoSbnUBNznzzKjOeOc/XdO2M78T6JnmHItC4n3961jotP7o/KeBvyx3HP/O9i1UTg1yCK/H7Xc3ztzKaQqVW61G5x/P5IPFrhFfsdvf8yameOiMq4Axka0cXN5WvJsYX+EKcARdynoG9A3epm9G8rqJ6VSNMoA1UXJ3Pu6jRO3JRB3jsNHkMKh+e38PNnimhN1TJyXSVF22r55FbljbUr+OKebVx09li3C+IEg0Ot4Utfe4A3x8yM2njbc0cCdL1sryDwk/Hf5JkRl4aV/sXqzyiyVnd1ikFhuFBP3qufglrF3r/eiC0ztJGQgo7hRmBW42EKbdH5+Sjo21DEfWGI+8IV4YVjotNZTktNOgmZ0k/klpo0ScxSkxZ83Iw6Uve2Ys3WUKvN8eYknLFjqHBwcmghQnoLno+gAmKdCXWK58yzW+1pe77ug/moVhH3tbdFXzvJ2kqKWqRcZcCt8nx2zhBc1LkDDXw6M/mRi//AX/AH2c0N6ExazpEAfp52aXJxn7ZzQx+AwWoLqVW1HEobAgQa+kBg4Z72oj2SHJMbc5NvLklJoleklW1vQMwwUt0gPfufmI5UGJehCk+EV+em7qJhuBINaGubyT97rlORYNjivmgV8okncV8w0x//4klesZ/gF4uSuK+bJj/xKO4b8UD0xH3HHlfEfXGHcMR94Yjw5KK7YCY6oYx2jn00i2EXb5X0OfHRDEns5EfTOxxXPdONy6jC+tFMRsz9BFEjkP9WPQUr6/nrlJvRzi4DQUBrcWLZOQb1HM9RLzXg2FyMds4RybjnN6Qq4j5grmBhs9MvR5PAHLWFLXZfbI7WwharTNynlwr+ZiVIxX6zEqRiP5AK/r50cA+JIzLYLmR4P2AATE+VFfJJlxbykRfxAchIMdOwv5FdhSNBEJic3yop2gOBhXvai/Z8+fRmhjVX8NvSrzCu2MZBv8I9pWMcHN7u+fdhUhk1yR0oTpupkhbBWaAPuwBP8/ELfPre/bgS9Nz8yz9x7uWTfjmm8MR9PVHIZ5ExfsR9sqI9nhyp4K9kppqyrSJ6t50cewNnDFnREfdFweQnbsV9/fiRWNnq70dwGdt+nCKIbTsYgkNE2+jyBAWBUSsvMPWl06jc/fi3ujcgity96QO+tDf0OfdI8daYmRzOzPMs+t3cmKszJPFB0bQue+oDmLVGavTJYc1BQOSS+t1o3c6QueEg8WglYx70nO9vGZZN7QyFluoO7jj3IT879d+oekYo6HtQFv5+CMElkv+6Z/9N5RDxHDcXmPDaWb74g93UFybgVnV9AVAgRYrVQrK1NXRityAw6cIJ/vn2XzA6bKHTO0GCw8rdu9/pspvf6sFTWDFiaVgfGgxuB9+rWMV4y5lIpxmAvDc+J+8/W0EQ2PvkNxW+vxv4d85cfjL0uog+AA4o9HNxn8Lxh8nxy3n2UFx8S00aCRmynFppLFjbmNEg6dNamyqJWWtTQ2sHzqVTdOwMp6enk1htw9DgoDo9l6Flp6kYm0Jzpj6A0++LHH+3C+501EdwUesXyxA7GNet8r6BZuKkRpQyZ3LePxTn3x6Tm/y0troY1lDJ0fRBONQa0jSdF/KRG/qAh/dvalUxseoEZ5KzcKaaJIY+EGjq42/ooxLdZFsbac1Mpsnse14IVrTHVufEIfi+F4mpyLhuITyDHL+2qBIwDEvkXOEQtLXNpO465eHio8XxhzL5Ccbxd8L5e+4zSCGfSDh+OacfgvP3xoJy/G0Q23P8+kST4++CyU88cvwjf/goan0UOH6blaO/UTj+uEM4HP/B9fMkPLucdw8WO75+BkUXS7eBT300XRKTt09+NIOCi7dJ+pz56CLyF2z3ti9snNyxdkD0bOfvWruQ2gUXELLqGfXvUyx54hAvX3cd6vlHsc3NQksgp98XOf7uFtzpqM8ctYWP8cXmEWRcwcJmlyc2+8RhRqktvJIwhDPpWb5xZLx/KM7fG5Ob/LQksVGbCm309YzkwEI+26v9DH0yLeyokI47NcdTyGeHWAp1ApP1rRJDHwg09ZlQ5Cvak+ho5ZebnuIPN93BgWO++t+lo+2Bhj7b1CC6GWat5IQxl1FTRSnXPVcb3CDHn0OXtQGGX67hv3dfjStBz8jfvs+lh7ZExvFHUshHZuoTytAHAnn/4gX6yDj+2ZpOC/nIOX9PTM7x+wx9dG4Hfzq2gleuvZYdO32LUSjOH8Lk+Lto8hO3HH8/hrLV348w8QfnyFnnMeNpyfK8qZ+c6SnNem5yKifmZnXYV0Hk2JVXxNnUDM6npvfodUorT/PbVf9E6M7+oSBgcNpItltC5/qhWWvka/MfoFYf3lPLkro9PFH2dzLt0TOHUrfYGNPu53/fpYqff4Swq7R8lDoWi7r7T7T9Fv18q19Z+PsABKeI2ur2/jupzOoV5xjP2lG3uhGcIqhA2yT95F83LJHffb4UW6I2YFwF0YFFb+B0ehYulZriqnKyzQ09ch2HWkNaazPablbzu+HgR4ypO4vW1TUBnkXjWSjCcfLbkDaWB4dfT40uutubea9/Tt5/PwO1iqZxBQrfHyFey55Fs7LwdwhBjN4rHqEs/HEOwSFy5Zw9DF7bAIC+2smCy46isnt+o0ofvUBSmQ1RI7D7t0M496W0gDGcxu5XkotHaLq4cPU0BNHNY++/zP0b3uuR8Y9k5nHzF+/Eru4eQ/da8Rx2Zw7FEcE4+ZYantz5VEjVvkOlYU/SUADURNfoaPRPXiex7AJuvYa9T3xTYj+tIHwYXTbuP/MOmq4aOyno81DEfcuXM2ySCrWfuM9am4pBIqhL6bIIT94OJ6e1Ng1DRgPGKgeGGjv1Y0xYa1PJaKmkNVuLy6DCWp2KSVeHPUkDAmha3VibU9Fk+bZUbbUpAUK9UGK+YOI+eUwu9oPYivtKhg7jnMHnmZ/hdlErK5crj4Vqe2P+4j6kbQgU/LWb/BgcdpwqNU61mnSZuC+U2A+Ci/vkJj+ZajupVbUcT89FRAio4JemdQYV9/mb+rRX8BPw7UbKTX3khj4AaQlO3PU2mrQeU6HkRJmhT7IoEXLlW2twZyRQ3qSn3TwmMU0IQwgXRADoZ/zjMukxFhg5n5+P6VglCSeroivuC2XyE0Ls543JxX3B7jtA3BdMABiBuC9EBb+UVJHCc2c4kjAYq0rXs+K+TnJE0c0Tz8aXuK/4/uiJ+478XhH3xR3MZjMZ048w8+ly1HY3Ox8qpHzDFG786wvsv30w5QvTqNgwKSwRnn9MLsoDOLdhqiTW3hYcboa+VcsnCcvIWrCb/DX1DPmsjq23DOXclmkkXn2AxLY+5zdMxTTvEP7spnPTONLm7fO2KzdOChDqhRLzBRP3yWNysR/EVtx3889/wQZtAunNZuoSk1jgsLBBKxW1yWOh2gALbBY2qfzEfW6p2A8CBX9ekx8hAUTIaDBztbWC9QlDaGl7Awkl9oMgFf0SLGyVmfxcqmnm6tde57YrbqfGlMz0FGkFv+lp0up9EGjqMy2nhfv+/ldeLZ7H+0MvAggw9ZEb+gCMHw4Hjvk+bI0tsXNwr+/DQulYJ4e2+z4IiM02smdoOLJNjdh2AqJkhloi9gMonqcLLQBcoPcT75kp+NYQXll+LbjcTPvaE8ykKri4zy8mb3tj4Zj8+Jn6BBj6yMR+0Cb48xf3yQx9PDGpqY9c7AeBgr+wxH0yU5/gFfzUvLZvSNvJFHdQcZ9/uz0WFZMfv1hcivuixc/H6WO1stXfhpbBOlryfG9yzUMMuAw99+1JOWwhodzzCy+qBcb87QL6es8f87klaXz6++GIWuXH0ykEgRlHj7D+t79izpGyWM9GgsyWJpKsrWS0RKfKnj/qDYl89Zrl1Jgif4JwI7C6YBInUnK73NfotPGL3S8wtfZIyNzDiflUa5O9i340YbhQ7znf3+bn79YN+OeYrkMQyLY3MNl8PNYzUdCLUP5S2nDs+hxJ+5M/DO/+oKKIutWNK0GNrsFJ6kELaVkt1JeayN5qpua8FcElIqoFPlw5luateuJnMyj+kd3YyM9e+Dv/mD2PbUOHMQtH6E69hLKcPLJVqZxxmNC4XB4lfhT1lW6VikFNdRQ0VkPKkIjGeHH0ooj6tap1WDT60Il+uLliHc0qA69mz47omh1h9EOv0TixkOaSQTSNzUd8rx6F8e8avla1hdKWs/wRxRWxHdES5sWruE/h+Dvg+E0JdagdbuzJGqy1KUG5eH9Ya1MxpNWjM7uwp2iw1qYyuNzDSdeNM4Eo4j6RhCG9AVuaBtxgrUtFn+lzP7HVpqDPaJSMa6tNQZfh4+/tNcloM6RHpBy10lhPcfzydup5C2ctKb3C8ReMKaGmbYdZ7RbJbGjGZUxE19JEeWYKADlNIlgsVCWnePtFzPELUgOfAI6fME1+RDWlF87iFgQqBw3qlPOH4CY/HRXyKa45T7KtleOFRdQ7fJ/h0zRSQx8INPVp5/hNDitZrY2cSs4hxeCiqVXO8csK+fiZ+kBb0R6ztGiPWforTFKySFpFDTaVlipdise8Rc5Jy3j/UBw/+Ir0uEwG6qYPJ6/iAi3nrWgbLX45Qfj7Khl/ny3P6UAr0G2Ov4NCPl3l+EMY+gTNCcLxt5v6aNxuRAGM6WqF42/j+EvujR7HX/ZHheOPO7Rz/Al+Bj7lG6ZwydZ3yFtXz3trJnBhw2QJN392wzQGL9gBQOYOM44kNYeYyzTXOub/4CjvrJ/AUWYxNHsrbrWAYZZnITovTCFt/l7vOBc2TiFn/i5vu3LjJEkboGLjZLLm7fa2qzZOlPD5APW9xPHL2612N+d/k94rHP93fvcIG4b4LUKFqSw468JYW05TixkBGFeh5vK33+bKu+7HofH8akfE8dstbFT7YvOdUs4fAnn/Dk1+nAno62xYtTqEHHWXC/vMNlr4tFlWyMfkKeRT5hyEVa9lgsMlMfSZnio19IFAU5+p2RZ2njcy99xxrt73IbcvuoPiIjW7T/ne7CYWSA19QGrqk9taR8YoNweO+PwLSsfYObRL+mFhzAQn2/ekt3HJItMmtVL2mVZiG1syXdVFjh+Klya2GfiY2Tt3GfPzVHw8qID77vwZyS4rrydNpnhZEtNfW8tnhiKO6HKYtFjHV/7zDn9KWYBF5bm34ktTAo2A5CY/S5OkhXxCGPpAoKlP0EI+MlOfsDj+EIY+EKSQT1COXyWJlc5wUb6lFbPG83vSEccfbZMfhePvfSgkcgc4dPMg1r0wGgBDjRNjheeXM+GczftvgOkPnmTEq54a1xUzk/nw7VIsgzxvjBfmplI5K4X+Br3ZQcG2WlSu2P9Wf33t51y1eQ9fX/s5areLa2+5A4dGg+CO7hGy7mBdyXi2DBsFosjEcyejNm6DMRGrVo/G7cLgjOzNc3PeGL5xyQ8w6xJCJ8uw7PxOhjZXogrnOFjbIp9vrWGM5RwTW051+XqdIf8Vj5ulde5Q7m1Yz3fMn3i/dl3z59zbsA6ARNHOXNtxsl3R1170ZQiiyNiWM9xSvjbWU4kP9HMDnwH/xN8RrJkeQlZwuEk9ZKGoqoZD3xtMzqdNmA9bUFtcuBLUfPTPElqzdfAxuBLU1Jf2fzexzKPNXH/TNp7539xYT4Vbf3g9dq0GtdvN/CMqGgyJmFpbefbF5/nPtJk0jR0d6yl6kd7awrP/foJrvnUvB3Mj4+XlMDjsTDt/lGHHm3hp/IIu9xcFz2f/3OY6tK6uiRBeK5rDyDRwl4fvE3FOn8FhYwL7TNF960nbdhz1FanUFAxm/nefZNjbvlM4v01dzAmtx8HSLOjZaBhBjTqxo6EGJERB4LghhzWDLo71VBT0ApSFPwRErYrKmUkYp2cDcOaKdC5kpDAowfNmZxnUNZFTf0DlmGSe/mAejYOMoZN7GFa9Z3dlWHkN0080Ylfreej9dziWlc2pzEx61kS3a6gzmvjmdXdEbdEHsGp1HE8fxFYiF6Oq3S6eX/Nnns+9CQh/QbRoDIiCDY3biVMV5luJINCoScAlRNc0RgAM5z2k8b5vX0LCe4e9X1ufMMr7b4tKx+OpS6N67f4CsyaBOq0bg8vOIHs9MCjWU4oZFHFfP0b4Bj6p6P3aNlnbl9NFoV5tcpeFe/baZDQZ0m1KZ20yar+YszYJdYaUo3TVJkqEee66RPBrC3UJXRb3tc+nNdnHLxqbNJI2gOqUo8vivqKxxbjdFjLrmjlRlElyk9or7mtHZisSwV9+g50LSRqGXqjhdG4GVp2GzGZwWO00JXi2ssMW98lzBFmOGCjuCyYArBP9hHp+Yr6sliZUCQYq0Un7qMIw+VHJTH40Luod/gY+rkBxn8zUR27ok2RvRZ2kk1Tskxv6QKCpT3qCk5Gnj7MvpYhWjT7A0Ac8gj9/U5/EVJGc8gvUaZKo15raYoJM5Ba+uK8dphwdp8YVgyCQvuUIaostQgOfMI2AOhH7QbgV/NSBAsAuVvALW9wXZgW/Ya2VJDtbOVYwdMCK+0bdFT1x3+EnFHFf3KEjcV+7eA/g/IYp5M7f6W1XbJwsaUNkQr3qTRPJmLfH267ZOCGkcK9203iS5x6Q5DR+PJbEuQd99/RxKYY5hyU5lo9HS4R5ts0lMOuEty18MjRscd+wj6sZ/nE1m28bTuW2KTzy4F/4248vZtu8oRTtSuXUpAbJOPotDV0W993+55+ys0QNpAAOxu5XS8V9wIKzLklsgUpgwxA16RnJ5FdXcyQ7m+tONbD8b39l6f0/5lx6RnjiPnmOTOwHgYK/ea4gJj9iByY/osg/X1/BpkuX8WaK9AjVHJ2FT1r9KvgZglTwM0pNfWYkWnAeLOe2z1fxvStuZUq6XWLoA4GmPlOzPNX6fDAyRdPKrjMGLx8vN/SBNlOfI75dronD3QhbyjmVP4QavZaxsmp90Faxz8/LatQUkSXvbGZLyijKUscAUDJdkFapm6UOFMvN00mr6C1OkInykli7cBzVS8YxtHYNJY+9S/GypIAc/3awWIdV/uQV/Dox9IEOKvjJxX0yUx+5oQ+EruAXlrhPZujjyQlewa/CmUCSU8CUxMAV9/VzKOI+BV2GyuEm5Xwrrak67Ho1718zjoMTor8tmNhsZci5ui73u/c/6/j9k69z87sfk19fz8033sK59IzQHWUYUleLwd4Db0qCwPeuuZmjWW3fsyhsutUbk2g0JJBsaw2d3AGyWht55qMnEcTwhZFuQcU/hi+lRt81EevjhVfzcduiH03kv+opjV1+zUW41crbWyRo1Jg4Z8hEQGRYa0WspxMTKEV6FAwcuDv/LdVaPU8MxxbmsPaHJQza3wgIvPbtaTSnRL/S15KNh3jl1r93ud+j37yU7zzwTZ750nx2FhbxycgSAK7buoXchoZO++oddlIsLWhcLlY8/zQ/+vB/kUw9JCw6PSICoyrP8cpLfyazuXvla0+m5bB82U3UJURerc6q0bIvowhdF4sfaV0Orjj/GUNaqrrUL8Fl5euVm1GL0eP7s9buR1fdhC0nhZqF0f9gMZCQZ6vl8eMvoR+IT+T9XNWvcPxhcPytQfh7nYyLD+DrZe2gOTWB/L1Wxt87apMknL6cz/fEpJy+nM8HEGWcvlhnQkzzbVWqKw0UnjrL8SlZuDUqEEHboPeOo7W60Jw1YDfZqMtKZFhZNXqrg1NDC0Jy/PpGHQ2JvqfI1GZVp+32mEVnx2h10JhsDMnxB2urRJGCOhv1epHsejMmq5369CzOGH0nL+R8fmFNNXqdluOJSZhsVlp1epIFITKTH7kOIAjnb7G7GF5TydGsQdjVmsDCPl0q5COS1tqCxqSj2iXVDshNfeSGPuAz9WmH3NAHAk19khNcNJsFptYe5Ywpm9bM5ECOP1mk2U/ukthWyCfBZWNMy1kOJeQjZBqknHSwQj7pgpRXz1QH5e+bi3NpLcxEV91E3vnyTnUB/v187d7k+LtfyEfO+Xv6dL+QT1IauGtstPiV7x0oHP/oO6LH8R/6q8Lxxx3C4fjPbZgq4evlXD14+PrO+HuA2k0TOuX06zaNJ2Xefkmfhk1jJZy+nM+HQE5fzucD2DeXIMzy+XG7t4wgZfB+sk80cejiwQgbCimyb+Po6NEMPtrI4hUH+e+NX0c956hvjP+OYN98Kw69k4piEYMVUs84JZx+MI4/Z3smO0t8vOXkMm2nbV9MxPMrGibHL2sbrXYmHKvhdLKFJZ/uZvP44VQaCtmgTWDS6ZOczshkvF7NwVYHhbU1fD50ONqsPJZam1hjSgSTR+G+tLmZcRs38beLl+BSe8YPy+RHxvsH5fxJYm1mqufJwCEyR9MaYPLjz/kDzDZITX3aDX0Ann/rH2y4/BLeV42U9JGb+kzLtLDjgnTcqTkW9p/RsOzUTrblFiOMNEgMfcBj6rPvmI/jHz/Myv7DOspcJdjVWsbpbBzcJ31bKR3r4NBO3+bi6IkuDm8TAR2HXPm0qvWMmipKC88EK+QzRyPl1S82yjh/E0fWttB8upnN6+5CcLq4467/41gnugDoBsffiaEPdMDx+xn6QKCpTySFfOScP0SnkE/JTDVln+sQRBejLOc4ZBrSI4V84pLjVwx8FPRXLHjuMDNf9gj8nHo1b/9gEi3pBqyJWmwJWtxqn1kP4H3Sv2jTSawmHQ0ZXTd96QqKj1Xwjde2Rty/1aBj18h8Ppo6mjvv+zqvLrkIBIHR5ed56bm/cdFJz73PPVLGC39/ikSrFYdGQ7NBekQzqbWVaz/7lLz6rusNwsWgxnreev53JHWDowe499JvcyRjcMT91W43d+55jylVx7rUz67WempTdEEfANCq1qN1O0l3NodODhOJRytJ2XEKUaPGOig1auMOVFzcsI/fHnuBHFt96OR+AiGKr3iEsvAPYLz18GRe+9WUgPjZ0nT+8cc5gEDe7gauv2kbhkbPE8fcNcf48j93BPTpCYw8UcW1b37e7XEu+2Qfi7cfJtFiZVhVJQ6VimX3PcCmYs/57pXjxrPoBw/SotMF7V+fmMii5Q9yJjPL4wjYA+xYVVIy+wcNwd3NKnZNBhMIApktjaGTg6BVq+fqKx7kg6HTutz3sd3/ZGhL18VgsxrKGNl6gVx79BaW/P96PjBaB6fF60NXn8FHqeP44YhvUqlPi/VUFEQJCse/fDkFkzSo1b43XPnZeUddGPy9jK+Xj9Hez5/DD4e/d8n4e2dtYsgz+nI+3xPzcfqJdTYs7lScmb5tSKEuAWea9PiUpt6ASteMyiViSdKhaTDQmuxEEEVvmVU5px9Njt8/FgnH3x4bVH4ep1pNWWEOw6ssNKigKsXDt2U6XNRopRRClsNFjdoXy3T62mPOn8ehVlOfld3ts/5yzh8I5PjDKeQjO9efrbIx6sQxdgweTovWs1WfppVx/NrgHL//2f40vYsGGcefEoTjby/ak2YzI6QZqG+WbvUnJYkS3j8pWXquH1EkOcVNU4PvOcRTyCcIxy8/895BoRxRraJ2bjGDKy7QUm5D29D2u99THH+mWtL2XqvLhXzih+NvP9fvj4wUJ9RYqdUmteVEg+N38cSzv4wLHryd4x9ze/Q4/oNPKRx/3MFsNmOadhpjou9bIT873/DxOAk3L+fqIZCvl48BgRx+OPx988elJMw55G23bB4d8oy+nM8HD6fvnnUSwS1y3XUbeeeSL3PqCt9ToebTIswXlUv6mD7Lo26ab3s76bO8AP5ezulHl+P3xSLh+Ntjry8o8LZdjmTW+Z1AWNRolbQBFtdbWZ/gozEWtlj4yOBp51ZV02Q00pozqNtn/eeJFja7pH2WuBq45s3X+ellX8dsMDJHE7yQj//Zfvm5/lkmkSMXRLaYkrBrPDa801Na+LzGl3NRuoXtlTKOP9t3tv+H216nZtYYNlikyvhJ+a2Swj3+RXsgg/FaGwcOSK1/S8c4JGf7x4x3cmi7/86GwOjJcORTFwW2ak4bsim5iMBiNbPV0qI38/WBhXL82nuXFHsK9+QVMfZH//Hk9BTHv8gk0R/4YmEU8uktjr+LhXzkRXwQRS6bVEPeh3t5bvAST06YhXw6y4lHjr+/O/cpW/0DDKJK4B/Pz6ZyeGSfPn/445XMWX0kdGIUsGBzGc/e+2KvXCtcvDJzFu9PnATA+LOnoz6+WxDINTeQLa9t28Ux3h11kXfRjwQfDJ3KmaSsLtMaCS4b9x9+E427a0cCAb5UvZU/Hl2ByWUNnRwG8l/bBsCFL0zCmdi5tbZO7Pp8BxwEgRPGXJ4btBjwHMdU0DehLPwDCBe9eoLEGit2kxa3OjIuuSIvudc+xTYmGzk2LLvb49z36hp+8s/3AUhstXLqjuWMP322W2Mmt1p4429/5qITXRPBhYJNo+Xr37yH41m53R7r5h2ruWX7qoj6/j975x0dR3V/8c9sX+1Kq1W3JMtd7t3GBeOCjek9CTUJhEBISICQ0FNIgxSSkJAGhEAIAX70UA3Yxr33LrnJktX7rraX+f2xknZndrVNa1vA3nN0fOb5O29mVqt5M+/ed+++/KG0a42S6Nx4IAJjLCfJdyXuS/BR7lR+OuxayfKx/sC89ThKmwufUceJm+ZHrf1n44tcb92SkuN+niEigCAwzNHIvw8+SZbXHnunzyI+5+v40wP/FwQqj5+FT1cwal1jv/p54btzWXt+eYrOKjp2Tirjt987v9/91OVmU5sfECa51Gruv/5LnMzpn1DJos/gq9/8NluGJR+O0ycEgeKONr68a2O/uhER8AvJ/4nrfG4e2fwime74b+4OpZZbZ36Pen3i8Ug2pY69xiEAqBJcHRAJAmA4FojMrrptYdS3/t3aEhRfXLlTwqjW5fF6/hy6UvSQlsbpRVrcF4+4L0JQTiSjnWjCPQgX78Ur3FPkBNv8bYmZ8wg9v94OA2TaAuY8gNCegc8c5B8VbXo8ZukaY1W7Fld2kH/TdmhxmNwofCJDjrRSP9gEHsMpE/dZ9V5UXj8urapf4r7QtlwbEjFfJHFfnsdHiyrYlu+Viv1AKvjL6bKRoVJRKxMDxTL5iRbsU9LRxpC2ZiqHj6DFL5XiyE19+jb0CcKskgb3ZMvEftBt6iMR93kZVl1Npbm4VyRo0kmDe+ShPVkGP9YuBVqfG73XTYfWGGiTi/tkTIYxRPBX6mzBn5dBvUUXeMPsqTFHCPKJIvbraaseNQyfQYvhSCMFXW0RhXtFtfUoEKnUFMQv7osi9gu0JSPuSzzIRy72C7b1L8hHLvaDcMGf0SzgafWg87vpVHUHLn0OxH3jv/UoSk0KxH1uJ/ufSov7BhziEffJtyMZ7XSumRBVuAfh4r14hHuOtWPQhgj3nOtGx2XO4597HESRa+/Zgl+t4LUrrsE9Jzi9rdo4FNusk73buk1ltM+sl/SbtaWYxuktvdv52/KpndZGZoeTbz79ES99dxZW74RTJu4bengr9/x9OfPev69f4r6dZheCCB2ZGSyu9KE6fphNo0bQaciIKO5b3OFkZWbwaWGxxSER+4FU8Pejjz6ma+xY/jtstGRqPKLJjyAz9BFlpj8EgnxUei3qonym+30SQx/oNvWxB9vO1vdt6KPzuDjv6B6aZ45jS1uIuE8W2gMBU58dIaY+04vs/Ms1HkJW6E0rkQb3TB7iYO/hEEOfkS72HdRw18EPmNJ+jG/MuZsJoz0SUx+5oQ90m/p0r9x02X0Uz/FxaItP8nmOnq2QitzmqaKK/SBgkLPHpmDPX65D3WHj9nt/zWGZuG/C0gxs71ezWTcUp8Lat7jvk+ADePl5xqhiPwg39elT3Bd6DTJDn97rihLkIxf7BT6b/gf5yMV+gRpFmMnPeW9+xMSuE3x79LfwC4q0uE/Wz0BEeqr/8wxBYOuXh7Hz0rLYtQnAmq3jp09fRsXk/vPQchhsTi7/YBdqj48PF0/gkXsv6XefT//mv9z/3wDXLYjw5+f+y/yDqRMo/urSy9hbMjhhPjwavEolDo0Wld/XLx//0S11PLLyFYzu5IVYBfYOCuwdCe3z7MilfHvWdxGToBqOZxTSqkpcX9AXBr23E8PhRjzZBhxl4WFNJp+Duzo/Tcmxvoh4qngpD464Eb+gCM4wpjGgkR74P6fIP2YFUeTo3AIOn1OY8v6/+qdNlO9OfXKX1u3j3r9+jNHmwqHXsHxhckErRrsTsyXwBvb765bwz0vOBsCjUnLOzx7k3RlT0LndKPz955JFhQJREXAEfOa5p1OX6CeKTDt5nO+t/TDpLnYXDeWCr/2YLo0+dnEf5/CPlX/hhkOJDYxd6gycSk2/Al7uPPk+S9t2Jb1/DwS/yIg/BR787EPy8BqlMzzNKiP35l7JEy2vU+7unwbmiwiPQkWbOhO138ujx14k392/wKkBgc+5uC/N8cfB8ccy3oG++PvEzHjkfD6Ec/qxzHkAFC16Rh04Tt2YbCwFgRu+0J6BX8bpe0O2le163NlSjl/docNlCt64NZ0aHFkelD4/5fsaqR9swqUyYQvh9DM61XTJOH6DRYU1MzjAZloVdIaa81iV6BwdWA06bBkalD6RTIeSdkPwq5ltE2iTzkyTYxMIjZ3PtUOLXgBR5KyDVXTptTQWDaJFG3y+zXP6e7eHNbSgVmk5bM7sNSQCyHNLef98GecP3TqAUJMfnw+H18vo+gb2l5TgUqvI8/mT5vh7UOh30e5T4lYFp8rlpj6xDH0gGNLTc53y0B4ID+7pCe0xeJw4VRp8giIsuCdSaE+PoY/e52JiexWHy4bTEWLqIzf0gXBTH6NJJK++CZtCS7PGFGjLRsZBI+W+cxThPHtPkI8g0DZnJEUdLXQ4VGQcDyQJKkURfYEaW5OHoZ42GpWZKIoyInD86tgcfyRdQEqCfFLA8Ucy8Ilh8hMvx9+zLYhQ5mqmsyiXjg5lSM1nj+Of+M3Ucfx7/xk/x//YY4/x5ptvcujQIfR6PXPnzuU3v/kNo0eP7q0RRZGf/exnPP3007S3tzNr1iz++te/Mn78+LjPK83xx8HxxzLegUj8/biEzXjkfD6Ec/rRzHl6IG4YjmdWFe1nF+FTB27C6o1DccwOcvzajYPpmlXbu63fNJi2mdK3newtg6gP4fgLtuVT3c3fH5+uA1yU7vJybHLwIWnoLhOHJsq4zj2Z7B0XfMgYv1/PrrHBB4rJ+zV885n/8sk5Y3n2+nkATK9QsHFk8GY267CSdcMk3XL2MVhdFhzU558Q+bQ0cMNxWBScKMxktF3BiqLgevbF9R5W5Ac46WE+DXM7/CzP0YMoYrbZaTcaWNzmZEVW8A15SaeDlUbpG/O5FgefhvD+i+x2VmVk8n5WcLXAIocjzOQnmqEPRArygfViBoRIIOappME9c3URDH0swW2Vz8ft9iM0HbPy+vjAzIfc0AfgrFw72xuCbTMK7Oyo1QPBa59e7JAE90wpc7LnaIihz7CgoY9CVDHqeAu27OHsPxj8HcgNfSDc1GfsNJHtu/K6twLfg9FnCVLeeq5Cyo/P14Sb6IQE+dTpFfjOLuH1Cy5jwexHUHU5+Wnre2z50nl8uEJNBSrAQfmFmggmP1nROf7ugCDJPucZpaFCMkMf6CPI51Rw/GerEg7yiY/jl24fIrdXK3CW9QhbskZ9Jjn+M4XVq1dzxx13MHPmTLxeLw8//DBLly7lwIEDGAwB8eRvf/tb/vCHP/D8889TXl7OL3/5S8477zwqKirIzIwvljs91f95gihSdKgDgIMLi3sH/VRC7fIyqLoDhU9MGQcrCgI3/vkb/OdLs/vd16z9x1i4s4JN44dTn5cdtfZ4UT4N5kDNdz9cwb///M+U+PAPaWnhj//9D6ma55t54ggvvPgkQpJL3LxKJY2GbCpzS5I+hxsPruQb+z5OaB+/oOC/wxfhUST/fpHntjCn81Dswjgw6L2dKG0uPGYDJ74RWNf/gWECrcrADTXT72SK6+SAFWR9ljDdeoyfH3+Fkfb62MUDEWdoqn/ZsmXcdNNNjB8/nsmTJ/Pcc89RXV3N9u2BfBRRFHniiSd4+OGHueqqq5gwYQL//ve/sdvtvPTSS3EfJz3wf44wYlMzd3xlFbouT+ziJDHkSCt/vu4Vyo6lNqnOq1bi1vR/Auqaldv4+oeJr3/fMGYkz5y3ICXiJLPNxoimJrTe1LjBOdVq6kxmMl3JC/RqTHnsKRqa9P4an1eytC5eqP1eipztDO9KbgCYY6ng/uq30fj7/50W/CKGY4Ep/qrbzsVr1LFVN5QORWBGY5y7gcfa30GNL1o3acSB7ZnD+ebob3MkY9CZPpWk0KPqT8UPBCiE0B+XyxX9BLrR2RlY95qTE/DFOH78OA0NDSxdurS3RqvVsmDBAjZs2BD39aUH/s8Rjs3K599/n4PTmLxVayycHGrmkT9fSu2Q7JT1OfpoI7/55Zsp6euBb13JzQ9+PeH9dgwfyrszpyAq+v8nsWvIEC67+x5c/bDMDcXe4iE8cOmNWHT9i0GeW32QaXVHYxdGwL8mLOW5CeclvJ9XUFDsaGWsJTmnxBXmSVw/7m7citR8ltqGTgyHG/CYDaguGcZ8x+Hex5ndmhJuzrsBj0x3kUYSEARO6nqomvQUyuDBgzGZTL0/jz32WMx9RFHknnvuYd68eUyYMAGAhoaAoLqwUCrYLiws7P2/eHDKxX2PPfYYDz30EHfddRdPPPEEEJ84weVy8cMf/pCXX34Zh8PB4sWL+dvf/kZpaWlvTXt7O3feeSfvvPMOAJdddhlPPvkk2dnZcZ1b/OI+U8LCPV8EM55YYr54zXnk4j7aDAhZtqANr0zIB6CIYNgTmsanatfFLe4Lhd6i7re4L69NRPTbac419rZldymk4r4uRbi4z05kcV8Ich0iLdoQ4Z5TlIr9XH5aNIEbvcrrY2R9Ix15+TRogwON3NAHwk198iKY/BR6vHSKAbdA6Db0kaXzhYn7RB9tIW05BIR8ClHE6HJg0WXEFvdFMvBR+iirqcap1lCRWxKW1gfhiX3ytD6V30eWTqTdGZyZMenDDX16xH29bQY/lpC2LKM/LnGfJMGPCOI+cwLivp7tfCWtSiOWiYMZUXmE8ooKDg0eTldTSE1BJKFekuK+ZEx+IqXzRUnwk4v9ej+Lfib4JZPoB0HBnyDCWPtJGouLaO1Uy2oGtrhv0s2pE/ftee4hampqJNem1WrRaqPnR9xxxx28//77rFu3rnfc27BhA2effTZ1dXUMGhScTbn11lupqalh2bJlcZ3XKRX3bd26laeffppJkyZJ2uMRJ9x99928++67vPLKK+Tm5vKDH/yASy65hO3bt6PsvsFef/31nDx5svdib7vtNr761a/y7rvvxn2O8Yj7WtZMTli4Z183VrINscV88ZjziBtGwNxjkhrlyqH84KG/8/aPp7L/vBIUG4fhml0tqdFsGiIx7NFvGixJ4zNsLqFlZpNkn5wtRWHivmH1m3HpVWxaFLCqLd1p5sik4EPQ8N1ZCYv7Jh3Qsq1cBwRvktMr1FJxX6WCtTJx37zjsHpIiLivSuRAho0/PPkqj331QvYNL2FhtY+VxcGbzrm1XlYUanq3Fzd4WJ4b+APUeLx87+n/8cINN7KiMCiSWdwuNfSBblMfQ0iCX1fQ0AdA4ffzcOUeOFrFry69EoCFLpmhj09q6AOwQC7u6zb0uXTfNn7z7kucc+fPGJelZL0rxMBHY2ejXSru22iV9jvHYGedYgQ2hRY6hMjivhy7xNRnRn4wrQ/gX8ue4JMrLuFTy8jetqmDHewOSeubMsTJ3krpDW3iKBf796lQIOIXFEwY6+bAHulDx/gJXg7uCBH3TRU5tCUwoMzpqOC6hrX87cZbqNgQIj6brZAm252jjirug0A6X9UnJ1m38mvYrruOKT//P+Yf303lsk4Uop/brOvZ9qXzqFwuE9hFEveFmPzIDX56axI1+VmslwgWIdzUJ5bYr/ezSCbBL4qhT6S2WALA6Y1H8F6SQ8U26e97wIv7UrUUr7uPrKyshB5qvve97/HOO++wZs0ayctuUVHAO6WhoUEy8Dc1NYXNAkTDKZvq7+rq4oYbbuCZZ57BbA4qneMRJ3R2dvLss8/y+9//niVLljB16lRefPFF9u7dy/LlywE4ePAgy5Yt45///Cdz5sxhzpw5PPPMM7z33ntUVFScqssakPBqlKy5uZyjs/JP+bGmbK5h4rba2IUJIMvqpKS+PXZhHOg06Gg1GfEnITx0q1Vc/KO7aI1TGRsNfoWC3YPLePyCi/vdF8CnI8dzxS0/pDXDGLu4D9g0uoAgM8lJvt/PuDKQ2JcglH4/r2z4DQua9sYujoBWtZEKQwnKFE1OCn6REX8MvCzs/94liN021n5BwVh3A2pSo81IA/5bOJ9OlQGj18H3a97F6A085OR4rFzZvOkMn93AgyiKfPe73+XNN99k5cqVDBsmfdsZNmwYRUVFfPLJJ71tbreb1atXM3fu3LiPc8oG/jvuuIOLL76YJUuWSNrjESds374dj8cjqSkuLmbChAm9NRs3bsRkMjFr1qzemtmzZ2MymfoUObhcrjCRxWcdGpsXBFh7cznOLE3sHfqJP/1sCc/cGz3pLFGMPtbI1R/sTElfTq2GO+++lgPDipPrQBBQ+XxMO1rV73Pp0ulxqTUpWSnQpdNTWVDc75UUj3z6Mg+tfT2pfffnDcGpTPw75lMo+F/JbE4YkktarDSU8NfBF+LrR+CQHIPe3cFbF1zCZSs+lLj53ZX35V6Vfxqpw3BnI6Pttei6RZoZfjeTulIfa50qpFrcFy/uuOMOXnzxRV566SUyMzNpaGigoaEBhyPwwCQIAnfffTePPvoob731Fvv27eOmm24iIyOD66+/PoHrOwUc/yuvvMKvfvUrtm7dik6nY+HChUyZMoUnnniil6Oora2luDh4c77ttts4ceIEH330ES+99BI333xzmPJx6dKlDBs2jKeeeopHH32U559/nspK6dR4eXk5N998Mw8++GDYeT3yyCP87Gc/k7TddtttFE/RolQFb6hyft4fgZtPlL+HAIcfjdPvy5xH0hZi1qO1eSjb1cax8iF484OfldysByIb9oSG8qjatbizpVNumg4tzhCOX9upCQvg0VtUYRy/NUvGY1qUMo5fKeH4sy0CVp0PT4hpTnaXQFvI/ddsI04DH1D4RTReH06NKhDSowv+bnPlHL/TT4tGOqAM7XRQWnuS9WNGIQpCmKEPhJv6yA19APJ8fpRdXQxpbWHrsOHk+qMb+kRqCzX0yXLaGdLWQl1xMa0hwT2xQnsgGNxT1NWBXxDwmIxhHL88uEce2gNQpHLgtXho1QWmLSNx/KGhPdAd3GONzfFbO6XboRy/SvRhzIaO9mA/EUN7IoT0yDn+rmYviDBM1UnV+FGoPR5clZ0I3sC+kTn+WCE9iQf79LbFY/ITJchHzvn31vQzyKe/HH9f2/I2UfQPOI5/8tdSx/HvfiF+Ax+hjwf75557jptuugkIauSeeuopiUauRwAYD1LO8dfU1HDXXXfx8ccfo9P1/cHJL1AUxT4vuq+aSPXR+nnwwQe55557erctFgv33XcfyhlH0IVw/M51YyRcvGvdmH7z94F+ysM4feXZwTx37/pRYeY8ck5fXD+i16zHa/cy6NgRDucW4p4T5PTlZj0QbtiTsXmwJJTHtKWYphlSjj9vayF101t7t4evyuKHv36WX/7+YhpKA25qZTuzJRz/sN0mDk6QPryM2WuUcfwZ7BgTfKCYclDLlnKRUI5/RoWajSOCN6rZRxQRDXzWDA3+rs85LrJqsJKfP/MOUw7XcNlv72BhtZ+VxcHf7aJaHysKpYY+y/OlnPRFbh/vjB9KsynAb8sNfSDc1Edu6AOwyOag2eWl7FgVm4aXM1vwsVoVwvF7pIY+0G3qExLc0xPaAzC2pY0rPl1N5bXXst4XrJmnlhr6nK2ThvZAaHBPoH222y4J7YHw4B55aA/AjZoalNtOsnzMuQBMK40e2gMwaYSLyv0C5zTt41DWYISpmZLQHoBxEzwc3Bl8gBg32dsb2gPwpYZNZMwv4OU9ZXgVgbqw0J6zVeEhOPM1Mm7e0GvOU6FQsu6+a7ls26dsd45k+N+Wc3fnSg5fNY/3P5Xeu8rPz5SY+oRvJx7s09smN/lJMMhHzvkH2vof5CPn/CHZIB9F1BqvL76lbV8ExPMeLggCjzzyCI888kjSx0n5VP/27dtpampi+vTpqFQqVCoVq1ev5s9//jMqlapXgCBfehAqTigqKsLtdtPe3h61prEx3Fe7ubm5T5GDVqvtFVkkKrYYaNDYvXgyVKz61hhERerCYaLBq1awbe4QOsxJ+r5Hgigy6ngjEw6lTjfwnwtm8eNbL0t6f7daRbMpC5XPh9LXvzXd+0sH87uLLsWhia7gjQcHi0q57bpv4VL2b2nb2KYasp222IWRzsE8mP90D/qJQATuPvg209uOxKyNhE9yp7DbMKR30O8v9H43eq+LIf9aDUBLdyZEndJEncqUkmOk8dmFIIop+xmISPnAv3jxYvbu3cuuXbt6f2bMmMENN9zArl27GD58eExxwvTp01Gr1ZKa+vp69u3b11szZ84cOjs72bJlS2/N5s2b6ezsTEjk8FnE6FX1fP/Cj8mp7opdnEK4tWqev+tsnIbUaQk0Hh9Gm4tsiyN2cZw4PLiQ3aMG96sPg9PJ8kd+x5Wbd/T7fDReL9du2oDenYI3G1HE4OlfP1/f9Sllluak91f6fei8iZ2DV6Hiunn3827prNjFEdCpNuBK0Vp+gKX2g7zS8Cw5mw8H+p86BFEh8KpxOjaFBoXo57Ku3Wi7OWmzz84ltj29+4/wtHC2I/AQE7i5D8wbfBppRELKB/7MzEwmTJgg+TEYDOTm5jJhwoS4xAkmk4lbbrmFH/zgB6xYsYKdO3dy4403MnHixF6x4NixY7ngggu49dZb2bRpE5s2beLWW2/lkksukQQafB5xYlouG74+krbBp1eElNnpILMjdQM0gFujYueEMtadNTJ2cZzQudzc8u46Rpxsil3cB2w6Hf89ZzZ7hvTvAaIH31v+MWZ7cm/ZoTj38H7Oqj7CoM7knRMfm381ewuGJL3/ax88xrWVaxPez6bu30xRrsfK92o/6FcfPdisG8pjORdgONyE4PXhM+qwjglqjmY7j3ObZR05/sA0vNHvYoYzSKcpRBFVt4XyHOcxJrlqyfCnp6w/NzhDlr2nC6clnS9U3AfxiROcTif33nsvL730ksTAZ/Dg4I24ra0tzMDnL3/5S8IGPrHEfZG2ExXuQUCoF03M15c5T4+YT+304bNl4suVDr5Cu16avCcz64HYhj3qDi0umbhP26HF0S3uU/hFCk748egctBQFKRJdp9TAx2BRJSzuy7Iq6DBKv4bZXUKS6XwBJe05uw9zaEgRfl1mbHGfVvr8m+fyS8R8kcR9clMfuaEPSE19lH4/ZhFaQ6aq5YY+EF3cF+jHRx5emtH0LlmMZejT0xYq+DOrfLR7Iif49W7L0vogYOqjbrNhV2mxq7WBtL5QcV+GNK2vp83apUAh+pnYcYLa4hJabdK398xMubiPMAOfnCwPOfXNHNEXgQDG7AjiPrnITWbqY8xThAnstCOzODlsCMYDtehPtgXEfU1eBMRem+Kett5+QrYNfhcZhRqamwO1atGHR1BiLIhu+tPb1s8EvzMu7otU8xkX90294VcpE/ft/O/DA+LaQvGFj+W9/fbbGff9xqjiPvl2vMI9uRmPZ115VDGfP4I5T6+YTxS57cY1LJt/OUdvk4qI1BuHSAx75GY9ENmwJzSNL3trEY0hZj0A+dvyqZ0WfLMcsjGburGt2LKCfPXgHWYOh4j7RuzJSkjcN+JYE+dt9PDBLB1HhgWXe82sUIWl860fLumWuUeFiOI+ILCEThAC4r6SEHHfSV94Wl+BlLpY3OBhRbepz9iaOs5vdvCnCcMldr5yUx+5oQ+Em/qca7ezywMd3SlbckMfgAVeaWLffNHOOp+0Zp7Cznp33+I+eVofhCf2Xec9zvA123nsnC/1ts3KtrGtWSru2y4T980otLOzJnjd00pkaX1DnOw9IhP3DXey71DgM/7m4WUcWDqbTRXSm+D4cW5JYt+4ST4ObZOUMGa6XyoamyVITWrOVoab38zXSExzys/VU/mRlfNt+zmhzuGQZhAl3x7Jsz+6i+JXNzHprv9QfoGJymWd0n5kbX1tn+08yj2dK7k173ryLimJbfKzNFN6fjJDn95zlif4ScR+ulMn7tsg3Scukx+Z4C8ecd+K/b8bEIPjF2XgT3v1f1YgCLzy+5k0jDpzXx6PRiUZ9FOBDlMGdYUm2k3986EPQ4qSA/VuN1qPhzxr//UUoxvqeebfz/S7H4Pbya/efxmNN/ngGqdKzXFzcuvq9R4XVx1ZT5Etcbrhn6MuwNqPKX+V30eOxxq7MAYmuWu5vJuzV3cGZtQ6pg+Ltktc2K0p4S9Z87EJp95TI41TiM/5VH964P8MYOi2FlROH5aiDDy6U+qyHBmiyH33LCOr3R67NkG05hqpLsmlNSd5R7pIuGztbt679y/97mfHiKFsGzGMZlP/H7jqs7P549KL+t0PIoxuqqPI2pH8uWTm8MqE5I2YvrfrXUa3J74SQ+tzY/LY0CVp03pfzdvcX/12UvuG4onsc/mN+XwgOPDbRxTiNvdPN9Ol0PGpfnRKhYhpnH6cKQOf04Uv/FR/vBx/4vy9IfHAnRA+vweKVj0jD1bRWmagtcwYVwCPUmbWAwHDnugcvzSQB7oNe0weFF4/Q4620ZxbiCVXOmWnj8TxZ8o4fqsSS2Yopx/k+AW/iLkTOowiXlXwOTQspCdOjr+1+2Uyy+Ykr8NKZ05+chy/JoTjd/mwi17sGg10c76JcvwQMPRpCeH48/w+iaEPROD4ZaE9EAzu6a1JiuP34rL78CkUvcsD4+X4Ox3KXv7bpPNhccgNfCJz/AAZXhf5GS46rEos6uAvLzNTlJj6yA18IBDcI7YEvsM2pS48tCeHODh+aWiPWvShLdBQPWo4PoMW044qchQOCZ8P0Tl++bZa9FHs66S9OB9Lcyh/34fJj/z84gnyiRns0/8gHznnH6hJvcnPQOT4p12Xuqn+HS8PvKn+M/D6OLBgtVpjGvjEE6bjWVcuaZPz+RDO6Ucz5+nFhmE0X9VIy9BMRGVLXAE8GZtKJWY9AIbNpXScFTTsydpcLAnlkQfyABRuz6dmasBL4cRMJSU7/ByfIuU+h+zMlnL8u7PYP0H68DJ2n4E944IPHRP363s5/uL6Ds7eYmHNRNg2bmhvTVhIT0SOH9bKOf6ynkHHABhYcCIJjr8xGNwDcPWJDp785aNcde8d7BgeOMfFbU5Whpj6LO50sNIo4/itdj7VB9sW2R00N7dx9bYt/PyyK1nkdkTk+EODe+ShPRAI7lnvySCvy0KLMYt5KjvrnSEGPlppaA8EeP9NIcE9c4w2fvvkr/n35HP517TAShl5cM9ZuXa2N8g4/gI7O2qD1z29WMbxlznZc1RKB00e5mRvReAzVvqVTB8JOyv0+EMseMeP88g4fi8Ht0npmrHTRCq29vyu/Iw+S5By1HOloT0QHtxTvkjfy7vPt1fyw/ZPeODrP+TTqaOpvXYOwxs+5JI9a6n8sEPaz4XZkraI292cf4bfxb0tr/LXG79J5fIQnl0W9AMROP7FhthBPjE4fwjn/ZMJ8pFz/nBqgnwGpIFPqqbpB+hrdXqqf4DCXGNj0d8OggjNI7IQlafHpCcMosjYnXUoPf0zsukLTXmZbJ9Yxr6QpVSpQllDKwZn/28qlgwdN91xC5WDivrdV7bdxoyqY+TY+qcZmFV1mNV/eYSytuTW44sI3H7Jt3l1/NlJ7X9+1Xb+tuKvCe/nUyhxKjWSQT9RXNC6k3kdB2IXxsAOXRl/z16AV1CSvS3wAN4xo/88v12h5ab8G+lU9v+NMY0zg8/7VH964B+gGLKzlYkf1aLwndlvTsmJDh65410mbTkZuzgJeNVKbBkanLrUi6F+8fQ7jKhL3qimByICqyaMoUvf/xv5+lGjueyuH9Jm7F8C4N7iMu679AZaDMn3czB/MF3a5IR2rbosKs2lSb3R5Lk6+drx5UkdF2Ca9Shj7P13euxS6PjQEFhCPHV1ICmuY+YIXIUpcO5Lkbg0jTROBdIcf5wcf2z+Pvoa/Z6aaJy+0J4h3faL0GmQcPrxBvCE8vkQ4PSjhfLIA3mgJ5THQ4bNjVOvRtulkfD5EAjl6QppMybI8QMUNXuxazx0hEydyzl+cwSO3xyJ4w/Z1jvdGHxqmvXB59sAxx/8XefJOH/o4fhDdABuP06vh5K2DiqKCyFCcI88tAcicPzeIMev9nkxCUJcHH/YWn/Z2v5c4uD4ZcE9ZqUPX5eLfFsnR3MCud5meUiPug+OPyS4x9TN+fdux+D4AfL1TrIb2zhiDOaJx8vxd3UQeNgQCOf4zRHW8edKg3vkoT0ApjwFY04eZce4SdSNGEJJbS0tCgOZB2ulwT1xcvwAwz0t2Afl0NAaEiqUqiAfmQ7AmB9pHX+a408GPRz/9K+kjuPf/mqa4x9wiIfjt68dG5O/960f2a/AHQDFhmFMbF6Nxu5j8zXDQBBQbhyGe04wvjKeAB7D5lLJmn0A45aSqKE88kAegKJteVRP7ejdLt1p5thkaZTx0F0mKicFH5JG7c5MiOMHuGlvE02GRpbPmNzbNr1CzaZRIRx/pZINI6Q3j9lHBCnHXyWyuix0ENcxv0rk09Lg73ZhjZeVg4Ic/7l1XlYUytfxu1meF+SplzS7cbbW8t3X/8e193yb1ixjWHCPPLQH4Fyrg5UhwT3ndjlYpc3g/L27+dNL/+HOH/2E1VoZxy8L7pGH9kAwuKe4o40bt61l83mLJev6z9bY2SDj+M/W29kYyvEb7OgPNHD5tg+56Yq7cKo14Rx/jp1tjdJ+ZnZz/Eq/j0J7B8qROnZVB2+QUwc72XNMxvEPDXL8AJNGiaw+USapGT/Ow4E9wQeG8RO8HNwh4/inihza0v0dEEXGzxCp2BT8ToyepQhfz36OWsqPL9SGB+UsyeDIsk72ravjyN2TOatY5OXrr0db187Eu14gb21FQhw/gNl5EsVleiqXB7/DETn+84zhQT7x6ABCdQtLDKeX409xkM+A5PgZuNP0qUB6qn+AIf+YlUGVnQNiqlDl9fPw99+j+ET7KT3OrgmlvHP+5NiFCSLD4WJMdQOTjtTELo6B9WPLOe+Re2nN6v+yw63DhnPfV67rF88NoPN6OP/QbjLcyS2NWz1sAtd++V6c6sRplgJ7B2+8+xiZ7iSXeIoiguiPXdcHfnH0ZYY5k7dklmOjfjiCT+Six55j5JpdZBxtxFVsZttrd3Hgl1+GBIOwNuuG0ao8vZbaaaQRL9ID/0BBN+Py8d0T+N/DU87suXRD6fPjVwiIA+AhJBm4NCoy7U5MNmfs4jih9npjF8VAmzGTd6ZOx6fo35/fsbxCFn/3J3RpT7+IrFlv4nuLvkVXEmY8Gr+H99c8wuSO4zFr+8K7+TNo0qSAi5dhqf0gpdZmzl7yKGXPBZL7qr+5iLY5o+icXBZj7yAKvRYy0979n12IYup+BiDSA/8AgNru5Ru3rMPQFrhRnDEFvwwurYrHfn8x9WXZp/Q45cea+NET76e8X59SydYxQ1k7eVRK+vvOspUs+8UfUtLXkJZmRjQ1ovAn/9YbRPI3l5de+z037l6V8H5epYptRaOSisn1KFQ8O3wpdfqchPftwRZTORZlCuOhu/F303wOqQtROjyMe+AVpl/3F7QNHfgMWja9dy9H7rkQvzL2bfMCxwFGevovLE3jzODzrupPi/vuvZfCyTqUIeYxhInwMmIK9+T7xArcgaCYT/CJFFV20pQ3CG++9O00ngAeuWFPX+K+aKE8oYE8PdC3q7FnB99w9Rb1KRH35bf6Ef02mvKCCvV4xX2hbTkycR90C/509M5a5Dpk4j5XBHGfM1zc16JWkmV3YHQ6qcvJ7m3rrYkg7pOb+oSK/Ux2B4VeDzVavWSqPVFxX0lHG3qtkiPaLHrMhXLjFPe1e5SUWlqxanV0ag0Ji/uKbO14sg20uoLnH4+4L9Pox2qVfuZZRn+4uE9qGYFRJvgzZ/kQWuy0qQP0izy0B8KDe+SGPhBu6mPMV+JuclHubuSEOheLNgN9WQY13R4Oqk47pdU12OqDfy9ycZ9a9KEv0GCRiPD6EO5Jjh2nADCeYJ+kgnxiCPdSGeTTFiLue2ZgiftmfOmXqNT9n0nzepxse/1HA+LaQpEW91mt5E6rRmUMCr7EDSOkwrwNw+MS7kUz54HIYj7V+EqcWRpq5oFyo1ki5IP4Anjkhj1ysx4IGPZEC+WRB/IALPy3lwmfruGJn58HnDpx35SDGraV64HgzS0ecd+cIwJrQ5ZdzzuOTNwHN29o5Ktvvcllv74jcE3VPlYWxxD31btZnh8i7mtysyJHCznBtsWtLlaYgjeGxR3S0B4ID+6RhPZo9ZzrcLBKLeWBF7ojiPuQiftCgnvGdbUySfSySdTh6377nqeOT9y3pSODLWSAA3BEMPCJIu4DeH7ZP3jrS1ezoi2YmNmnuK8y2DZxlAvXpmYMXie7zQFXpglj3VJx30QvB3dIf5djp/g4tDW4fcm4Jia+s45fD7kKCA/tge7gnhBTH7mhD3Sb+oQI/sqXZHBiWScXdW5kc+ZMalVmypf62H/SwYHHrsWbncF1L/6XXaKSsufWIBAu7gMYfYGJ4x+14xECt9ny8zOp/EiaMyBvKz8/SxLsA+HhPuVLM6XivsUGiaFP4Jp00uteoI0c5BNN3He2SrINfQT5xBL3xTD5GZDivrSBTxqnCqYGB3ddtYKMtgH4xQfqB5t4/yuTTvlxNB4fo480nJK+W0xG/nlJciY1kTC++iSXbdnZ/44EARDQeJIP2gE4MGgwJ025vYN+ohhkbWNSQ1VS+950wfepycxPat+ra9bxzaMfJbVvD47qC3sH/VTDpVDzW/NSalXmgK2v6KH4rW3MW/RLctccAqWCg49dy7aXv4uzKLLWYKi3lZ+2vQ+iiEb0ovN7UXQLGod4WhnjDj6cF3gtA5YPTuPzh/TAfwbRlaNlzc2jsOekNvEuVbCadByeUHjKj1PYbOGvD718SvruNGbwzrwpKetv6a79fO+DFSnpy2zrYvsvHibfYoldHAXZThsjWpJ7cLri4GYeW/5Cv46fDP466lLumXZrv/rooW+U4qlxlezBNyzrGetpRCX60NV3MOOaJzEeqkPhcNO6aBzrP/0RrgiDf6vCwCcZY0EQmOqqYYr7JFn+wJv5VV27uK1zHQB6v5t/NL/MxfZ9p/Q60ogfgj91PwMRaY4/Lo4/Pv4+VuBOD6ev6/Lg1qkQrXJzHn3EAB4px68P4/gDBj7SAJ5Qsx4Adbs2aihPIJAnuK12+8hoV2PN9eHr5qX1FtUp4fizLQIupQtbRnDKPXUcvwguG9YMHS6NmjyHGDW0B8KDe/JcQT5f4Q+sdOgvx9/z/7rOThpMJjzKwHSwPLgnIscvSg18Rjg6UVjtHM4PGOLkCnFy/F4lap8XhSjiUqkxq3wyjt8bleMfbGnGl22gzhv80E16Hxa7jOPX+7DYgp9nlqEPjt8awvFnilhlHH9mFhKO35gtUlDXgFr0UZFRgtFMOJdsFmQ8dgSTn1hBPvgw5KnoCDUCylfRaVNimTgYb5Y+xPSnDsEb6Ese3GMsUNPZ5MMvCKhEHwKgLdRia/Rg8juwKzRoCnUY69sw+N0cU+ciImAsUJ9Gjr9vzj+wzxeD4595Reo4/q1vpzn+AYd4OP54+Hs2DI8ZuKPYMAz/jGN86/JPOHx2Ie+fe6XMnGdIWACPdtMQiWGPbtPgMI5fv2mwxLBHbtYDkL1lUNRQnsLteRKOf+KWkww9ks3KaWra8wM8dNnO7FPI8StICcc/RDqgLDrq46kfP849d3yJZedMYVGNj5XFIaE9tT5WFEojVBc3eFgRwvEvbnSzIlc6K7OkxckKcwjHLwvtgfDgnkihPauKBkv2WeSyS4J7Fnijc/wAWpWHtYZ8PO7Adc1T2dngkHH8Ojsbu6Qc/+YOac3sLDtbQp6cZpltUTn+omONqCYXsastt/f/pw52sDsGxz9ppIuWHV3cfvgDnhl5AXUZuUwY42b/3uDvZfx4Dwd3Sh8gxk32cWhbcHvMdNCtbsUvCFSYBjF6lhBuODNHKTGuKZ+nCje7ma8JD/KJYPJTuczCFbbdrNKXw4WFHP2wBf/bzRz9/oW9pj8ZRxuZccPfyDjRQvkFpqgmP4E2ZUibm/ILVeT87yBmv5XDhun4BUVgv49lOoBQQx9ZiA9A+WK95Drlhj4QbuoTy9AH+uD4+xnkMyA5/s850lP9pxl+tYIX/jKHj+4cf6ZPJSr2nlXK9jlDaM/LiF3cT+hcXr737EqyO5M0g4kCn1LBrH/cz//mpc4g6CvrtjC74mjswjhQ3N7G19etQejHsj6XSo1Hldwz/IjWeh5Y8wZ6T+I33w+Gz+SkMS+p47oVKrI8djT+/mkc1mePZaNpTL/6iBcmv5Oru3Yy1xl8wFd4/Yz63fuYtxxDV9OKfUQhG9//IR1ThyZ9nOUZY3jJOLPfBk9pJI/P+3K+9DfrNGHQwQ4KD1sQfCLNw7NwZapj73SmIQinxUFQ6fOzcGPlKRn4AVqyM1N6HZXFRdTlZKP09Z9bHt7czA8/ep8iS2fs4j6QZ7Pyo4/fSGrfbKeNKQ3HUfsSNybSe1xofckN3O3aTH4w/VaqjP1PPCx0tXN77UcIp5i17FTq+WbBjXzQHewTClWnnTkXP07Wnmo8uZlseeMuXPnJT+0a/U6+Yd1IiffUumam0QfSBj5ppALZdQFuX2Pvv/Pb6cD5r+5jyNGW2IUpgC1Dw9X/vJ2qsuTeHmPhsnW7+Nmz76Ssv13DyziRn9erfegPNo4YyZRHHqU+25x0H0q/jyJrR1L7bi8ZybVf+SEWXeL2spce28K05iOxC/uCKGJ2WWPXxYDO72Fu5yF0Yv9mD+KBS6EGUSTP10WmX7qETtts4awrnyD/k7349RosU8o4ccvCpI7jQck5ziMU+PoX35xGGpGQFvfFIe6LlaoHEZL1urfVTh8enTJiDWHCvQjJezIxn9ysB8INe+RmPRAw7JGn8UUT9+U2duHzZ9JeFHxTTp24TyER95msSjqM0qluU5eCdmOIuK8reQMftd2C2WrjwNBB5DlITtynkQ7yRQ4PTq+Hju51+nkeaVofhCf25XlkYj9fMK2vty0JcV+OIE3nS0TcF4p4xX0d3eI+nc9Dpk6kRW7gE4+4r0tBsb2VUnsLW3LLyTKKscV9Jpm4zyTS1ftCLHYL+ZIQ9+UqwhP8opj8qEUfhXk+PI1OGpUB0ymJgY8A1jEl5Coc1JaUoK9qxljZEGbyA91CvabgA4uxUB1eE0ncF7pdoIpD3KeInOCXFvdJ0CPum3XpL1Im7tv87o8HxLWFIi3ui1PcF5dwT2bOYyrex51XLefl38/i0MJBqDYOxTunKlizcZhEzCcX8kG4mE9u1gPhhj1ysx4A89YiSRpf/tbCqOK+WqB4u0BVSDpf2c5sjkySvqEN352VhLhPx66xwYeMyQe0fO8vz/D2hVN466KpAEyrULNlVPDmO7NClZS4b36Vn1XlZiDwRr2w2h8u7iuSifvqPawoCA5mixs9LJeJ++7aWcuS997jsgfvCtS0S9P6IDyx71yLg09D0voW2Rys0mRwy5pVTKk5wfdu+HpEcd8aQZbg57ez1h9sO0ewS9L5EhH3TWyo4vGPn+cbV3wPoVQfU9w3o8DOjrqea9IzvcjBrurgNcYl7hvlYt9BDW12NRabmgN5asaP8YSL+3aFi/sObgs+HIydJnJoc/A7MWGmF8vqduq1wdmT0bMVUsGazNAHusV9IQY45Qu0EvEcQPm5GRITHWGxln2f+IHA04lcyCd+0IHy2yN5+brrACh8bwfXvPWGpCbSfuUXmSMIAGXivqWZUsOhpZlxiPu04de9UJsW9/WFtIFPGolC7Qj8IbQOMfLmz6ZRefapXwufamgdHhS+07cIdfWcUVSV5sYuTBIajxedK7kUu0ioHFTEV37w7ZT0VWs2c6hoUOzCPlDQ1cnWPzxAhjvxG2iLIYs3x86mK4ns8TGtNQyytcUu7AN1GXlsyh+TMhHbBFs157XvTklfseDuduMb6mmJyOMKQEZVC5Nu/xeCy0PjJdNonzEMd078lMqtlvU80p76DIs00kgP/CmG+aSN71/0CRntgUFm9yVl+NWfvY/5Oz9bxYiK0xcy8q/r57FzUvzpZ4lA4fez7ZZH+dKqFDjudcOjVOLUJB5nGwnLJk7mr4uXJr1/l0bHn8+5EKcqccFofWYOT828gM4kOP5JzVWUdiWvA9H63Fxas4kiR/IPD6E4qi/ig5xpKekrHoxxN/D31leZ6a7us6b47W3MvOZJVB12vNkGNr37Q+xD4tOy7NEUs147PFWnm0YC+Lyr+tMcf5wcfyT+PhShbXknumgz5uPPdYTVRDPsiYfjl5v1QLhhj9ysBxLn+I0WF7gNWHODb/394fitIRx/ZgSO365xo/L6sXeb+ETk+GVjk9mGlOO3CRE5/hY9FLZZsWboyBDVSXL80poCp4/ChgaqCvKw6nXkuZPn+AVE9G43HqUSkyCcVo5f7fOi87rp0ujJVvsTMvABMGl9dDpCthPg+FV+HzNbK6nIKsWbYwjn+C3SlRiZspAeo0m2nQ1d7TIuOTsC3xzGdQsJcfzQbZrT7CXL58Si0EXm70PafAYt+sF6assGI7i95Gw8jMLpCfD3aY5/wHH8sy/6eco4/k0f/GRAXFso0hx/HBy/f/3IMP4+dDurwUHe6wXYhp2kfmw2DXNAtdEo4fMBlBuHRTXsiYfjl5v1QLhhj9ysByB3a2FCHD9A8XZ9Sjj+cfsM7B0XfHgZv18fxvEvWv4RU/af5Ia/3QJE4PgrVWwcIb1xzT6iYF0Ix3/2MVgzVDpYnHNcZNVgJQzOBro5/pIQjv9kPBy/m+V5Ut56aaOTy1YuZ83lF7CjeCiL25Lk+LUZaLxe9v7qJ/z4qi/TPGkSq1UhHL9HGtoD3aY+IRz/Um8H3qoGNg8JxA8nwvFfcHgHjy1/kTnffIwpub6EDHwApg1KnuNHFNnFJGgRmKh2sX9f8PcQkeOf5OXgjhCOf6rIoS3BAWXKNA9z/realwvPCajvgdGzFNLgmbnKcCObc9ThHH+kIJ/QoJzzDCHhOh6mLtFw5CO7hLaQ8/cjL8/lnasWYRtVxJjKVxn6z08D/H0fHH+ez4rJ76TrslFpjj+NlOKzNwc9AGHL0eDWq/B9Bqf0+8LELSfJ6nDELkwR/vOl2Tzw8JWnrP+hdS3c+NHmlPXnVyi47p7b2TFiaL/7cqtUXP+tO/h4/MSk9s/vsvDEW88lte+6srF85Ss/xJUETfCTjS/3a6o/1T4RKnyc27GPHE//lwgmArPPxgRPPec7DkatU7i8ZO3ufvBXxr7ui+37+VHHslScYhoJ4vM+1f/5GalOM/Sdbr58/zbMJ234NErqxmbTNHLgTOX0F+e9cYCC+v6FxySChkITNSU5p6z/cVX13P/iRyhTKVgURfQpEgxuHzacDkPiPDtAncnM5bfcl9S+XVo9h3OLEZMQ2DUYzDhV/dM5/GbHv5jTfKBfffSgS6nja2PvpF576r5HkdCuNHBQXcRH+rEp7fedjEk8bL40pX2mESfEFP4MQKQH/m5orZ5eda7C60driW4G4lcKmGtsmBpO31vx6cQffn0eR8YUnLbjFde3871/riTLemo+z4/PGsekf/8InzJ1X/lHX3qDl554KiV9DWpv5xdvvIrGm7jBk1ehpCkzO6njzqqp4JbtnyS179OTLqBF17+HXYs6A7fiM+BiGQMWhQ6/oKDE24GunzbEPWhXZlCnyk5JX2mkEYq0uO/ee8mflEHZoQ5qx5kRFQIZ1SpyO5uomRh4c9A0avHlOhCVArknumjLjC3cU0RI2osl5ouUvCc37JGb9UC4YY+mI7K4zxUi7tNGFPdJb1i6TjWOEOHeqRT3eQQHY480sH90MQ6dOqXivtYQ6j03ooGPdNo1Tyb4iyTuy3P78bhdqH0+WrIyI4r75Il90dL6NF4f06qqqCorozHkLbpPcV9IW6HPRXZzKxUFxYH/T0DcV2JpJd9mYdegYZhVXpm4zxdZ3OdQovW5ERHQGxRJi/skNYYI6XxJiPty65vQ+r1UZgzqboskNJOn8wnhQji5WC43eoKfMV+Jo8nDFFcNzUoj1eqcbnMeqSivrqgI1yAzxoo69FUtUcV9mX4n2X477cWFaXHfaUKPuG/u+akT9234KC3uG3CwWq1kTG3AY7LiHm9BVAroLIPwjKnCPdlK7gkrpatzcc+roq48m6//5FOeuutmOuZI88/lwj3NxiGSbYgt5ouUvCc37JGb9UC4YU/O1sIwcV/O1kIaQ8V82/Jl4r58aqYGfcG//ctP2TDjfA4uCN5gkk3ni0fct220ktXTSrpbvCkT980/LrKqLDAQ/eKp/3FkylxenR70VVh00svKQdI3znPrvKwoDBH3NYSL+5Y0u1lREJxSXtzmZIVJeqNY3OFkZWbwqWOxxcHKEHHfuTY7q7Td21r4ePxEFjkcrFIHaxa6I4j7fFJx39VdnSx8/0P+df13QRASTOfLAD3QAbOzbGxtCdaclWNne0MEA59aPQ9vfofy9lr+9I1vs+tE8LqnljnjF/cBOq8Ln0LJmLFiv8V9Y2aC/tMm8LuoyAn8jsPEfWdL0/ogPLEvIO6TieUW6aSJeDJDn/LzDFR+3IXP7eaEClwKa0B0F2LGU35+Fh+dNZ36L81izE9eY+iHRyKL+7q3Fzkqudq+kye+enta3JdGSvGFH/h7UDMpeBN3Zmmonhwwk2kdkolrVj6emTa8WiV/ePc8xF39fxIc6PApFfgVpz6g53SiPs+ES526r7ze5ebCnXvYWD4SSM13QulPPPinKdPE1274XkqOHy/+Nvkich1W+vsO88aaX/HciPOoGHtWSs5rXXZqefZEUakJPHDk+boo9IlU9qOvT/XlfKovpzw1p5ZGIvCLgZ9U9DMAkeb444BHp8SrDbx9ePRfjGelpx9cQHtecmKzpI/5g/9w/RupU97L8berF1Kfa0pZfyq/jz88/39MOd63gUsimHO4kvmVhyhpT87QRpFEtO9zb/2Zr+1cmfB+7bpMjpiLE95Pjt+M/zKb81IbqzvaXssQ5+kzn4qE2c5jFHs7MfjTb7OfSXzOxX1pjr+b41eEGPjI+XlFuz7MwCeS0U40c55ATXROP94AnlRx/M4Qjl8XwvH3WPVqurSnjePvMPopqe/AlqGhw5SBqUtBRwjHn90l0G6QflWz5SE9sTh+EQpsfpoyFIjdy8gicvwuGcfvjMzxt6iVKP0+fAplvzl+AJXPT6HHQ6NK3Zv8l+uPzfHn4KP82FHqTGaqzfnxc/weJaWWFmwaHe06YzjHr4nM8XstHgrtHZzILMCYIWIJ4fgDfL6M489IIccfYmNvlHP+2dDVDpO7qrAo9RzXF2I0I+WbzaeK45fy7iCSma/CKqupKxyEa1A2xop69Cdaoob0ZPvsDPW1cbR0KNZmn6SflHH88po0xx/g+Jf8LHUc//KfDohrC8UX4/U1Cno4fm2IgY+cn9duLJOY8cj5/Ej7yPl8iM3p9xXAE2rYk7mlOCUcf8G2fOqmt/ZuD9qe18vxz/voMN/72Uru/dP9VE0NcvqnluP3sm20sbvFy/QKNVvKgze3mRUqNo6U3rhmHVayPsTRdO5RWBvJwKeb459SWc25FV28ODmXQ0MC4q+FNRE4/noZx1/vZnm+jONvcrMiJ9i2uNUVH8dvCOH4u+x8qpM+qZwr5/hdsTn+c7BT1eKkUoC9xgzmKePg+DPsbOnIYAtl4AScMEvO8efa2V4v4/gL7WTsOMFle5dx83nfZ0qZi11VweueUuZkj4zjnzSsb45/UcNuThgKEGbkxOb4J3s5uCP4wDB2io9DW4P/P2YGVGzy0+7OolWdiU/wM3qWIOWk5/TB8Yfw3/LQHgg39SlfpJfy7EsMEh4eoHypkeoPW/lhx3JeN06j65JRAY7/6rMY89PXGbrsKOXnZ/XJ8Zd52xjrqMT+lRIqP5Fx+qng+BdoJWZG5Qs0aY6/GwKpWYM/UMnS9FR/GmE4PL6Axx9bij+FS9/igcHmZPruE7ELk0RFWRE7Rw3mRGHqwoC+9ul6fvXfN1LWX7bNxkV7Es8UeGPybPYWD0lon1y7hYmNVQnrCtYXj+fr5/8Av6L/3497Dr7J9LYj/e4nFE2abHyCMnbhaYBPUOARlJh99tjFMlSrcvh35mx8KQoxSiMBiGLqfgYg0t+oNMLQWGpi64JhsQtTjHM2H+HvD7yEyZL4TTIeOHQa2jINOHSpCdcBcGg0WHWpE3sWWC3ctG5NwvuNaTjJpNqqhPY558QBnnvrSYQEb07JCBD7wuULf8rbg+ekrD+A6ZYj3Fv9dkr7TBYeQcVvzOezUZ942I7R72KopxVhoBLFaXxmkeb44+T4Y/P38QXupILjDw3kgfBQHnkgD4CmQxM3x6/vcqN3eLBrspPj+LNkHL8lnOO3hHD8WV0Bjl/l9aP2+nBo1XFx/GYZx2/ui+MPaSvq9KJ0dnEyP5DZ3l+OP7jdf44fAsE9rYqQwJ0+OP7Qtlx8DKqrQ+3zsatkaNwcv8UloPO6sXVH8kbk+J3hHP/4Y5VUmkto0WWFrdsP8PnhHH8op59p9GO1yjh+Y2rW8Xe1Q47HSr7HQkVGyRnk+INBPgBavxd9gYbqohIpxy8L9wndzvN1MdLbwv7BI08dx59exy9BD8c/79xHUKlSwPF7naxb+UhC17ZmzRp+97vfsX37durr63nrrbe44oorev+/q6uLBx54gLfffpvW1laGDh3KnXfeybe/HX9MeJrjj4Pjj4+/L4sZuKPfNLjfHL88kAcCoTyhHL95a5EkkAcgf1tB3Bz/lc/v4ILX9vGLX9wdFtITk+Pfk8nBCTZJzZi9RgnHP2G/nl3jgg8qkw7o2DE6lHf1MPWQJibHP/uwkg0jgjeU2UeEcI6/SmR1WXCQuWljB/OWf8TND94EdHP8xTHW8Ufj+EURk93BTFHBimwZx99+ajj++T47a8Vg23zRzmrDYARRpNMTheO3Stfxb+ns3u7+dc0y2djWHKyZmWtnh4zjn1nQRW2FkwOFSmqNeqaVOqQc/xAne47K1vHLOP6Jo1zsP6hmfMcJrq/6lMfGX8PQicrk1vFH4PjB0P1zmjn+kHX9IA3yubNjJXVXzOCZsy4NrOPv4fhlQT6h6/rr/E5afC6Ey71UfhziGZBex3/qkSpFfhJ92Gw2Jk+ezM0338zVV18d9v/f//73+fTTT3nxxRcZOnQoH3/8Md/5zncoLi7m8ssvj+sY6an+NMLw1k3TuP3dr56RYy9ZfZDv/z05C9l4cGxQfu+gnwos2F/J7nseQetJ3Go3Ega3tvLoG68kvJ9Fl0GnPrHll9/atoyFx/cmtI9fUPD2iLnUGuPLlI8Gl0KN2u/DoUwd9QJg9DoGHLf6QuZs9qsH9YYSxZON0KXQUakuRBywErE0TgUuvPBCfvnLX3LVVVdF/P+NGzfy9a9/nYULFzJ06FBuu+02Jk+ezLZt2+I+RnrgTyMixDNk3qN1ecjpsHPKF8CmaGDYX1bMt2+7EY8yNWIyn0KgJidx8eEPPn2XCw4mJgoc01JLUVd77MIQGD0OpjalRox3JKuY+6bdgk+RWiHeL46/zJ0n309pn/1FhzIDn6BA3R6YNXDnxn5IK/c0cn1X/DfzNFIHQRRT9gMBCiH0x+VKfpZj3rx5vPPOO9TW1iKKIp9++imVlZWcf/75cfeRHvjTCMOQw608fNd7qFL0FpsI3l86iR8/eDmnciHMOw/8hZs/3JCSvlqyMvlw+iR8KVC4A9SZc/j7ovMS3q/I0oHJkZgo8vsX3MIrE+cntM8gWzvf3vtBQvtEgtrnYWhXwyl5M3+haCEf50xJeb/9wSzncUZ7GtHXBug1Z7E55j5l3naWOCtO9amlEQn+FP4AgwcPxmQy9f489thjSZ/an//8Z8aNG0dpaSkajYYLLriAv/3tb8ybNy/uPtLivjjEfeHhOvGZ80QS90UT8/UVwHO6xX1ah4eSqg4aCgdhMwe5ub7EfaFtBotKIvbraQs19cm0KsPEfaGGPoIoYrIKtGUG+8juUsQl7muTiftyZOK+XDtkWNqwZOjpyMwg19E/cZ/O4ybHasNjzKK5n+I+jddLtgjNShU9Dz7xhPTk4KPNHyL2iyTuU8jEfSov7R6pxCdecZ/NFkgEhPBQnnjFfapWO2MtNezMHo5DpY0s7uuUdEOmiTjEfTIR2WkL6Yku7jP7HGgKtFSrzFgmlaFus5G97VhUcV+wTZ0O6TlN6BH3nTP/pykT961d8zNqamok16bVatFqtVH2DEAQhDBx3+OPP84zzzzD448/zpAhQ1izZg0PPvggb731FkuWLInrvNLivjjEfeHhOmUxzXnkQj6ILeaTC/kg3LDHtKU4orgv1LAnd2thv8R9AEfmqijd4Ysp7hu2y8ThSUHjkpF7Mjk0USruK99jZN/4EAOffRkScd/kAzp2jAk+hDz0hw9oGDydj68a1Ns2vULNplEyA59KqbhvzhGBtbJViPOOw+ohwUFnfpXIp6OCccMLq339Evedt+sIv/j7v7n95z/tX0gPcMfaT8jLz+X1sVMRu2cQ4gnpWSDa2ODW9fLG81R2NtjDxX2bQsR9lygaeOypv3LVNQ/QqQtMO8/KtrGtKUTcl2dnR51e0s/0Igc7a4NtcYv7KoKf58RyN5WHjNg6Dew0G0AQmDDOzf69wdtRZAMfHwe3hYj7poeH9JS/u4UabS67MgNfhKRDelJk4NMj7gts69nZrmbLY9eRcbyZ+b98JKq4r7ftIvPADumJItyLtC1vG4jivtBp+v72A5CVlZWShxqHw8FDDz3EW2+9xcUXXwzApEmT2LVrF48//njcA396qj+NcIgiepv7jAmkXr18BkeG5p+y/ge1dDDz4PGU9PXJ5HEM+/uv8aj6/wz93zlz2TV4SO+gHy8KrJ1s+eNDaD3u2MXdsKu1vDRxPp3ajNjF3cjwOBnXVk15+8nYxTHgUarZmTOiV+yWEogwv3M/4+w1sWtPM4x+JwIiutrAw7VzUHZMFcsCx2H+1Pr6qT+5NMIxQL36PR4PHo8HheweoVQq8SeQ1ZEe+NMIg97u4fnznsPcemqMdGLhyIgCLMZTl4B40aZ9PPPbF1PTmSAkPFD3hQ6DAYs+/oG4Bxadnt8tugyXOn51vF2t5dlp5yU08Bo8gTczbz/FeDqfm/sPvEqeqzN2cSIQ4N4RX+flgnNS228K8PuWNyjztqNr7AS/H79OjSfXGHWfFqWBfZpBUWvS+Pyhq6uLXbt2sWvXLgCOHz/Orl27qK6uJisriwULFnDvvfeyatUqjh8/zvPPP88LL7zAlVdeGfcx0hz/vfeSO8mAMqqBj67f5jwQ4PDPHMevxRXC6Ws7NX1y/IJfJLvVjktpSgnHLw/uMVqVWEIMfbJkoT0A+W0igreLxvzA9JipS0G7UfpVNXcJtIWIo802wjl+malPrh061H5UPh9OrabfHP+g9g7MXTaaCotiG/h4ZBy/z09L9yBqcLkobW+jLT+fFkVw9qBPjl+MwvErYnP8BYILq0vAqQo+LGSr4+P4O0NCecI4fr00kAfCQ3nMGR7KTp5kn6kMfzc9ITfsycyKwPFnyTj+bJHQRQmZZhGrLNgwYNgj45vDuO5Tz/Fn+xyIhUY6m320LhiLX6vCvOkI2TpPchx/6LnkK1PI8Yd8Vrn94O9DtBZGsxCuvQhpE0U/Tz49sDj++Wf/OGUc/5r1v0jo2latWsWiRYvC2r/+9a/z/PPP09DQwIMPPsjHH39MW1sbQ4YM4bbbbuP73/8+QpwP8mmO32pFM6VZwvHL+Xn9ptJ+m/NAgMM/Yxz/1kLqQzj+ou15UTn+akgZxz96j1ES3DN2n4E944IPMxP36yShPQBXv9/J6H3r+dkPLwVgWoWaLaOkPOHMShUbRwRvXLOPKFgn4/jPPhaB4y8NDnb95fgvP1zLuMPHOVB6SWyOv9PBpyEc/yKbo5fjn1t9kjvefZvHv/0dqYFPJI7fK+X4r+6q52SXkhM5Ae3CPLWdjTKOf67OziZLd5so8oOOg3Qebue5KUFO8CxzdI4/w+Nk3GAlu6qDbVMHO9h9PHjdk4c42HtYFtIz0sW+Q6Ecv8j62lEQ4lU1fpyHAyEc/7gJHg7uDOf4D4WsbhszHQ5tDg4o14w/gfqTY/y3MLhSYfRspZTjn6uUBNMAlM9Xh3P8cs58kS4FHL+PymWdbLhrPpYpQ5i27B/MU1T3yfFrRQ95PhvCZUOlBj7nZ1G5IvTYxhRx/BrpZzWvD3OeWBz/XCUVG4N/l6PnKCTb8raByPGfSSxcuJBo7+NFRUU899xz/TpGeqo/jTAYLC4WvncIpTd1nuyJ4siwgt5BP9WYcriGn/7rXYQk8uvl+N+saTx0Y7i7VqLYMKqci+65Ly5jl1AIop8xTbXMP3YwgZ0ENpeU89rYsxM61g+3vsXE1qqE9pFD5fei9p+CZaKiSK3GzNbMEanvu58w+RxcaNuHWgz8PenrAg/YjhhL+ia56/hn68u9+6Vx+iCIqfsZiEgP/GmEofhEO99+dDVqz5m/4ahOwTnkdXYx89AJlP7+/1XqXe6UPEAkK6QUBQXrho3ltcmJBd34FEq6tPrYhSF4o3wu1cb+iS4ntx9nRvsRSu0tsYsTgSDQos6iMqMktf2mAIN8ndzRuRoVge+ytq4DAGdxdtT9DqkLudd8Od4BkjT4hUI6nS+NLxoOTyzixk9vwalXxy4+hfjbAy9x9zMrUt7v8hljueS338Wr6v8N9d9//ieP//vVfvfz8eO/5tsrlye1r18QcCYg7Ft8dDej2upiF8qwP28IHdrEbIHlqMgqodJYzEl96qKRAc5v3YnB74xdeAZwSFPEpYO+g1MI/I509YE3fteg6G/8VoWOfZpi/GnL3jRSjLS4Ly5xXzwGPjLhXiRxXwwxn1zI19MWKuaTC/kgINyTi/tcMnGfNgFxX7BNHVc6XzLiPnlan1zcZ7IqUbssuNVKOrP0YWl9EJ7Ylx3JwCeCuK9FH7yR9lfcl2PtwqdQoFZrw8R9+TJxX14UcV9xRzs2rRa1VktryBteLHFfobUDnUZFtTqoEM+JIe4r7OpAk6HiJFJVuVntpcMV3C9b66OzW9yn9PvJt3fiysmk3Rnk4pMR92UZpGY9EFnc1yUT9xn7FPeJTLFWcbK0lJYOqWxJnsYXWdwnFfMZ81Iv7uutafLiKjL1mviUnqimqyn4d2csVPeK+9Sij3yfla7iXCzNfmk/CYv7lJGvOy3uk6BH3Ldw1o9SJu5btXlgXFso0uK+uMR90bchXMwnF/JBbDGfXMgH4WI+eRIfQM7WQom4L2drocSsB6BwW37c4r6vPL0VUQEbp51/SsR94/YZJGl94/frw8R9kw9o2Ta95w/Py/QKtSStD8IT+2YdVrJeFns+92i4uM/ddpzf/f0NLvnNd5nk1/UvnS8n0L641RUm7lvS4WSlMTidfq6lb3EfhYF/FzntrFaFmPN47KwRZOI+v511vkDbBVUVmPONrDcFTYnO1tjZaJOJ+/R2Nvek8ZHBbOxskWUYz5KL+/Lt7Og26xneUc/jH/2JH99xP7vqgg8MU8uc7D4W/GwmD5Um8QFMGuVi30ENhY52rqjZyNaLF7L/gPSzGj/ew4E9wQeI8RO9HNwhfYAYO8UfJu4LpPFBhVjGWKMQLjSbrZCa0pytDBe5ydL4yhfqIov7QgV152bELe5bbD/EDNcJ3rrmS1Qu66RtVl6vic83f/YHqbjvInPvdpHXwo/b3uDxr32HyuUhIrykxH26cFHjAk1y4r5Y5jyfB3FfqqbpB+h7dXqqP40wOAxqXNozO83fg/kbK5m6pzp2YQI4WWDmpSVn4VH27+uf4XRx3ZpN5Fq6YhdHQUlbGwsOHUDlS1zPsGzcVCoKEuO1jS5H7CIZjmUP4rwv/RJbP96CBtubOadpH74Umvao/V6KXO0gCAN2StwtKLEIwc8t1MQnGhpUWVxbcDMWxanztEjji4n0wJ9GGN69YQrvfHXKmT4NAG58YzOL1yWgWI8DJ4py+cvVi7AaEhO3yTGsqZlfvPw2BZ2W2MVRcO6h/fztP88nZfKVb+0kEXswk9PG2mcfJtee+Dm7lWrEfgza23LLufHse3vX7qcCl7Zu46+VTweieAco1upH8ffsBb3boSY+ouYLP+k6MDFAnftShTTHnyTHn6g5D4Cq/bPB8Qv+gE+1pkt72jh+i4zjz+pS0mH0o/T58SkVmKwKOmQ18uCe+Dl+MDhcCIAOLS066WAW4P1DOH5X3xy/wu9HFARyPf5+cPwiWq8Xl0pNnt8XN8ev9nmZd6yCQ8NH0BDyRik36wEwKwNtSr+fXLsVnymDNnlIj9oXzvF3m/VMbKmiMcOMK8eIxSHn9KUhPaF8PgRCeTwdXjyCCp9CEQjkscg4fplhjzyQByKH8tjbfGT5nHSoMsICeSBSAI8QH3/fIp19icXpR+P4NaIPD0oMIeY8PSY+Q/dVYqsN/s2Hcvw5PhvFvk6qSsvoavZJjzWQOP4o/H2kbXnbQOT4F814KGUc/6fbHh0Q1xaKL/zjZjIcfzLmPADGzSWfCY7/tsdWU3a0jX9855bTwvFP2K+XhPYATDqgY8foHv7Rx7SDKraVS2/G8uCesyojc/xrhgYHmXOOi6warOT5X76KTafhta9cy8pi6Z/BopM+Kcff4GZ5nozjb3azwhy8MSxuc7IiSzqDsKTTEc7xh1jyLrI7WKXp3u4+3CKXndXKEI7fa2ct0qeZ+aKddd6MgDe/R4/gV7HeE6yZF4Hjn5NhZ3NHT5uR2R4bW1ukNWfl2NnWGM7xK/0+zt59hL3FYxGmmqShPGXSUJ7Jw8I5/omjXFz/f6+j87n5wbRbmTDWLTHrgW7DnpBQHnkgD4SH8oybIXJwE4AO8IcF8kC4YU/5OerYATznZkg49N62T0JMdM4zhgfnROL4l1l4q+Ep/pM5i31XzadyWeDppsfE5/b7HqPqw4bgPiEc/3h3HYOcR9h3bYn0WPFy/CFahvIF2sgcf5RQnrg4fhmfD+Gc/meS4/+c4ws/8KcRjrUXjMKvVMAp8FlJBt//+ye0F05m6+jClPX50LeuwGLQMaMfy8mf+vvzrBk/mv/OT2wNfSh0bjdP//tZHr/gIvYMHpLQvi61hk/LJ3COwg6e2PUA86v241SpYVz8ugCfQsmTUwNmStNJbkr9z+WXkeVJXfbDjM7DjOlS4HAYqNIXxN7hDEEAfmG+kAaVSbKGQl/XjmXKEHy6vrU0+zXF7NcUU37KzzKNMKTFfWl80XBwajEVk4rO9Gn0YvXccuoLslL6R1SXn01XRvJTeYIoUpOXw8nc6GuxYyHbYcem1WLVJa43WHJoD4sq9yW0z5f2b+DSiq0J7TP/5D6M7uQ5dEEUadSbOZyVOnOdA8bB1GlyqNKduhTHVEAUBHbohlCnypa095j4+KMM/Fl+B2bfmQnK6i/0Phc3169E44/ziXSgQQT8KfgZmON+muOPl+NPdI2+nM/v2S8ap58sxy8P5dF0aPrF8St8fnKabNi15rCQHruc45fx/hmd6sgcf1YIJ2lRSjj/TFloD4QH95isyjCOXx7cY+4K5/jNETj+Vn1gXXp5dSNtuQU0GKUTX7nOSOv4ZQE8Lp+E05cH8gDke2Wcvnzb56dVlnSX65dy+hE5/u5QnvENNYhA46BiSUhPnxy/J9CmEEVMap8kkAe6Q3lCOX6ND7tN5KzGSiqzS2jWm2Ku25ev2c/0OMg2eGmya3ErAoNcZmaEAB4Zpy/n8yHA6TvafChEEY9CGcbp9xnAE7pGX8bnQz/W5MfcR4WioQut6KVZZexdxw9gH5qHrXwQg49W4TwSpM9COf5hnhaMopvjpUNSENIjDeQJfF4yjj9X0f81+mKgRmhxUG6v42BGKYo87WeP45/2ICplCjh+n5NPdzw2IK4tFF/4qf54OP5k1ujL+fye/aJx+tlbBiXF8Zu3FklCefK3FfSL41e7vPzy/Of57UN3sH9q8Il9yM5sjk+R3rGH7jJxJITjH747i8pJ0uVto/ZkcnBCkJMcs9fAvvGh6/gzJKE9EB7cM2O3ikXLl/HMDefQkR0YyeXBPTMrVGwYIb3BzD4isFbO8ZcpEfwCNz//EW9e9WVWyqxTF9XKOP56D8tzpbz1l6va2GbQ02kInMviNicrZRz/4k4HKw3Bp45zu+x8qgvZtttpaWzlQHEJ/u5o34XxcPz+AMe/Lm80guhnnt/JBkew5mytnY1d4Rz/lo5g26ysCBx/rp3tDcG2Gfl2dtbqOeoYhdWlx61UM63UEb5uPySURx7IM9jWQV65k13HTL05BOPHuSV8PnRz+juCv6exU6V8PsCYmXDxa+8w0tHAHaNupTyeAB4Zpy/n8yHJwJ3zM6Nu97TlvlvBNV1buTP/moAOoJu/r7tiJHt+eh1f++s/afowuFw1lOO3e60YRDfi5V6pvmBpZjjHL9ctLNJJOX5ZIE/vZxPK8Z+j7l8Ajyjy7bqPqbz0LFbszGGPvxS3Qs2YWSI16+3YQwbSgc7xC2JA4JyKfgYi0lP9aYTBo1Vx0yc3057XP3vWVEIUYM62Yww92Rq7OJ7+FApufOQWWk3RM9EjQeX1MeV4Ndes39Kvc9C73bz11z9yTuWhpPtIJNTnnBP7efbtJ9F63bGLQ9Cqz8KtTM7XocZQQJWhMOHwob7wQuEC/l58fr+WFSYDQYTxruBDe6m3g5nOKgAGe9oY52pgkDfwUHy9dQu/b34dgI364fzFtDCsP78u8M4lylaChOKkykyFOnW6ltOBZnUWbiFwbT0zPINdLfzpSDBN7p6ad8j1WCPuP2AgkiKv/jN9IZGRHvjTiAhflBvSmYBXpeSqf93OrgmDU9pvMk/kXqWCDaNH8srZZ/Xr2E6Nhi/ffidbhieeKDet5hhvPvs4eV3xr8fv0ug5Zi7EpYrP11/t9/Gfjx5nTFtN7GIZFKKf+/e9yghL4pkAkTDSXodCFGnRmNhrTEwEmQoM9rZzd8eKXp1Jpt/ZO9C7BBVuQdlrILRbU8qqjPLeZLZKjXTw9mtUHL3nIgC0jTLOIwST3LUsdlSk+lJOCcyeLhAEXi+YQ5MmW/J/TWoT/y04p3dbIYoDNrXui4L0wJ9GRFz0yh6GVTaf6dOQQhAwdjkZUpOat/77X1jGrIPHkzoPl1qNxZARuzYKREFg15ChODTa2MUydGl17Ckuo1Mf/znsHDScXy34Stz1CtHPIXMpjRnZCZ9fjsvKcGsjqhREyqr9Xh45+n8MdqU40S8KFKKfmzo3MNdxBIBGZSa/yrkQumcaDmqKeMc4GYAmVRZHNPk0qgIc7n5tMe8aJiH2MSlx4hsLcJTloa3vQF/V99/YTNcJLnLsT+FVnRqMsZ3k+UN/YaztZMT/dyrVrDJP6N1+vOxyWjSZp+v0ksPnPJ0vLe67915yJhlRKIN/pXJhnqqj/+Y8gZroYj65kA/CxXxysx5IXtznCNnWy0J6cpps+H0G2kPE/XqLOiXivkyZuE9u6APhwT2mbkOf8YfqUPr87Blf2m3qE2LgIwvtgXBTn1BDn6wuBwafmrpM6TR2LHFfXqcVo6CkyhjsOBlx31C7nQ5RkAzecjFfNHFf77YgDeXJUUYW93lsHhxqDT5BgVnljSzuc0Y28OmBKYZhT6bRj9XavS2KIAhhhj2ZWRGEexHMeQIBPAFk+FwoczVYQ9riCuDJiR6uA1LhnlIU0RcEBHajPE1YFToalFkYQ8x3gJjbfdVY20Va541GVCvJ3HeSPI+1z5Ce4H7q2OK+MFGjUibuU/Qh7uvbsCdecx5bu0iBu5MmjQkRAaNZ+rszmiOYMWUH20TRz5NP/WJACOB6xH3nTr4flTLxB3I5vD4XK3f/ZkBcWyjS4j6rFWFSq0TcJxfmZW4p6bc5T6Cf4qjiPrmQD8LFfHKzHoDcrYUJi/sKt+dRO62td7tkR26vuA+gBijdYaA6xMBn8E5zSsR9Y/caohr6QHhwz+SDWnaM9tCmE7BkGmjL8TD1kEYS3CMP7YFAcM+6YcHts4/B6rKegcrA/CqRlSUxDHxk4r5r9+/ClJHDitLgCuvF7U5WZsrEfRYHK0NCec612XtDeQxOJzMaGznhVbBqzLjemoVuO2sUwX3m++ysFcMNfOrrrbRlGOjIMDJPaZeK+3R2Nlql+5yjt/KXP/ySHy+6nvfLZzDLZGNbs7RmZq6dHfWBNo3Pw4IcKwfqsiX8/tTB0Q17Jo5yYV5VSZWhgJMZgaV2E8a6pQE8E7wSIR90i/lCVhmOmQEVG30s6NjP2uxx+AU1o2chFZ/NUUpDZuapJME00B3AE2rOs0gvEcoBlJ9noPIjK6Wedv7Q8jq/+ep3qPzISSUaAmuyOii/MFsaphNju6+ad+Ys4cTXziVzXw1zf/BrdEuz+gzpkbTJDXxCr2mJIfy6ZaE88kAe6COUJwFznhGOBvwL8ji0Vc0hsujxqB09W8GhzcGHgzGzhXCh5lnBNq8vMc3JaYEfUhL94I9dciaQnupPIyJ0NjdqT/+naVONqiF5tOUkLsiLhII2C4VtFtTexJyKXpk/i91Dyvp1bJtOx/YhwyWDfiL4/f/+zXfXfRR3vU9QcOOVd7N+8Ji46qc0HWNcew2DbG2xi0MgiCI3HfuEy2o3J7RfJIx0NHBf9dtM7qrqd1/RoBIDd+daVTZvGqfiEk7N+5AvQ0P1zQHP/tE/exPBH32ydZqrmj+2voEwQBVi36hfSZlrgNGBKUKPqj8VPwMRX/g3/jQiY+EHlWgaXRw9a+BMT/Vgyt5q7nx6JX+9/Zv96mfc8XomnPCzvFRFs/n0Xqfe3b8lTD+4/Ot4lPELMEVB4EBB/A8rW4rK0eR1cMKV2OciCgLfnnFH72DaHxzJGMQ3x3yHem1Ov/vqC2Nd9Ux1qXF5fBxV5/NK5gzKT9HAbxtVhKhWkrdiH3lrY4v2bAotVaocFAN08Hh0yFUM1aeTAz+LSHP88XD8MbYh/sCdzwrHr3F60Vo1WPKCN/B4OX55kI88uCeWoQ90m/qEcPxZXcpezl/n9FB2so2mgiLaMkM5fkVCHL/gF8l1QLNeOvEVmeMPbg9takGj1FIZ8rAgD+SBaKE8MPP4UZqLijihky6ZjMTxt8k4/pxYHH8EA58inGB10GAMOA3mqLwSsx7o5vRDOH6TVmrWA9ENezQ+L/osAYtVFtIjM+zJzIrE+Yq9vLDG7yXTLNLaoSR0vjUWpy/n8yGSOY9SwqErEMnJF2hr8veq8o0FagnvHqkt1ra8zZNtwFCqo7a4mJwNh1F2OSP3czo5/hiGPZE4/qxsGFRXxzFdIR6FKozPBz4XHP/i8femjONfsf93A+LaQvGFf+OPh+OPtQ2RzXkicfzRDHsGEscPULrDnDDHP2J3liS0B8KDe0bvNUY19AEYvy9DEtwz+YCOHWOCDyobppiZclBkWwjHLw/tgUBwT98cP3Fy/NKQnmmdXiZ6VKzIDr7tLGl3SgJ5oDuUJ4TjX2Rz9HL8Sr9ApiiwWiXl2Rd4pBz/Ap+dtX5pzQXudqavWcu/Zi2iS6tnnsrOBruU498k4/i/6qpj6NodvDM/oOqfbbKxrUnG8XeH8oxtrea7u97jP9d9lV3V0je6KWWOcMOeg4HP6oF9b3Ny8UReqh7Vq34HGD/ew8Gd0gCeQ9sk3TJmOr288GXN2zEuyGfXznyZ6Ut0Tl/O50M4p1++xEDT+/Xc3/kJT2YtoE6VHeDMPwx+r+Pl6+Pl+EVg0we3cVHlJtZ6S5nw2tq++wnh+BWiH5PfgeLSEio/DrmGZDn+ddIHiliGPZE4/ilneVn4xjI2DLmaFk1WGJ8PMGaW8Nnn+NNe/Wl8ETF+ey05LbbYhWcIKo+PnA4b5o7kz9FgdzLheC1TDlfHLg7BjhFDqM3pn0f/inETElqKFwqdx81l+7bhVcQ/1X84t5hfzY9vKZ9PUNCpMeBJoH+Av5VfzFHDIMmgnwgyuh3c3sk/iz2GMsmgn2q4BBWaFCw1jAcNl0+nc/owBJ+fUb95L+79Sn0dvNTyAkb/mXe2G+JsRuP34FBquWfkTbRoBs7baxqJIz3wpxERM1dXUVA3cN219E4P4yvqmbvtaNJ9uDRqNB4fOndi4r4sm51caxdad3IBJMXtbVyxYxuKJHnwVkMmS77zE5zq+Ix4tF53Qm8elTmlPHTO14lX1jy6s4Ystw2LxkCXOvGwIQC9380LB/7EZGvAV8ErnDoDqQ5lBo+YL6ZKnXvKjtGDrvIiKn90BQAZx5vQNsdvuNSozOQn2RdhF+L7PZ8q6Hxufnv0Bb7StCHQcJpdE88IPufr+NMDfxoR8fw9Z3NoACX0yWHN1LF1ylDeXzwx6T68KiU7ysvYNH54QvuNPdnA1Kpqits7kjrulOoTPP5/LyXvXpbgzeTWrcuZXn8srtrhHfWMbjsZ9zEEUeShff/HrUeWJXROPeh5+HEoNLxaMJcj+kFJ9RMvBvksTHCnxk2wL/h0amq/dBbtZ41g3dqfhpj1JGZA5BLUbNUOwZsiu+Nk4VRq+PnQL/Nawdwzeh6nFalI5uv5GYBIi/uSEPclY87TV408eW+giPsAdJ1qHFnBttMu7gsx9cmyKiWGPkC3gU+oyU9i4j7oTuvTIvF+jyXuU/hF8t1+mtTK3v0iGvhEEfcpRD85op9WmYI8orhPlPY7wmHB6fRSawqo3XMV0cV9mS47Bq2CRn9w6tysjiDu0/jIb2gky+1gR/6IMLMeCDfsyTL4cXd48SqU+ARF5OS9rEjmPCI6n4cx9loOZwxCyNUlnrSXp0goeU9ApCjXh9DQRZ3KFKzJVyUk1Otru9OuxFGag7PYjKhWUlJbS21xMZpmK8bDDZgyfLH7DRH35fuseFHiGWRKTtwnEUIqwpP2Yhj2ZGf7MTa2c1KbS8/sT6LCvUjb8rYBKe4b/YPUifsqfj8gri0UaXFfEuK+eM15Yon75GI+89ZBA0bcd8NfNnJ48FwqFgT76Evcd2xycPpy2C5TRHFfqKlPrLQ+CE/sm7hfLxH3AUzbr+Yb/3qBNy+exvL5Y5l2KHFx353Lqzl792buuvPa3raAuC/4fVhc75GI+wCWNLkl4r6IBj6dfYv7ABY57bHFfV6ZuE8UKXO0UNHuZ3e3RmCe2s7GEHHfXJ2dTZbQfjOYo7azJeSJZ5bZJknig0Aa39qOoeQ7Omlw6plW4mDPMel1Tx7qZN8hDWq/l68eXcG2ixaw72Cwn4jJe5O8MnMekYqNftR+kfl1+/i0IAvzOdrEk/YW6sKT91ZINR/l52ZIzG/EJQaOfOzDL3QEay4wJWXGU/lhB6Ig0LJoHOPLtLzw3Vt7/19X08qNz79A/a/3oGvspDHefkPEfTe0v0+90sTKay8NT+eTi/tWyz4rWRqf3KwHYhv2LJhu4dzXP+Qnw6/F1029JGrOE2lb3jYQxX2f93S+L/zAn0ZkdGXp8KqUwMAz8emBqBA4PLwQizF5EVhNvpmNi2cmvN/ougbcdS7Wjhud8L7zDx3kus0befWaa2MXyyEIVGfnsTsjPmHghIYTlHW20D49tnGPgIhPoaTBEHvd/ChLLVfUbGSffy4QPwed7+5krM1Ch1tPo8bMk6WBsJr+SSXjg9YfGAj9qZg6VyqoufFsqm5bjG30IMpffhl8fgo+3sPgF9aRt+oAGeeb0EUJ4YmFn5ovBlGkPHZpUtCIXiLpOLI9XXSojTRozPx4+HWp+bw+a0ir+tP4IuJ/X5tK06ABHqQB/PFbS9gybVjswj7QajKycXzi6XgGp4tca1fswggQBQGfQkjqbWB0Yy2ZLkfswm6cc+Ig39ixglhCPZXPy/SmI1xYtTVqXQ8OZA/hK/MfxKFMTHjWpdQhImA4Axnsf296icG+jn714crP4vB9l9Ayfwz7f38jttGDUFod6KuamT/rx0y76SnyV+6P6crXF1Sijx91LGO8u3vm7xQJ6c6yHmGYswmd7G17bHfgzsSuE0CKHpLSGHBIc/xxcPypMOfpq0bO8cv5ezmnf7o4fqXXj6ZLi92UGMdvkG1DOO8fkfOXcfzy4B55aA8Egnusei9atxe7XoPJqqDdKOP4u6Jz/PldfhTOLhpysugZHGNx/AB5Lj8tIdHFiXL8AHl+H60y9Xosjn9cw0kc2VlUhSynyonB8Sv8fkxqvySURx7IoxBFCtROrDYFDnVgej9LJzXrgQCnr2q10ak24BcUZBn9dIW81BojBPBkmUQK6+qp0uXjEVQBI55Y/H1ffL08cCfKdm9bNz+e47PhKzTS2Sw7tpzjj2CiYxikpSEnH+egbFAIlNTWUp+TT0Z1K7raNjJzFHGF9ESsafaiEX24BSXGfBVFtfW0KQ20KQ3B82uW9SPROkTi+PsO4Mn0ORhnP0ldSQmeFjcN2uxATXfgTr7bQrM6C0OOENmcpyNkO/vzyfEvGXF3yjj+5UefGBDXFoov/FR/PBx/vOY80QJ4ILZhj5zPhwCnfyY4/sdveJU3rvwyhxYGb/zxcPzDd2dJDH0g3NQnzNBnj1ES2gPhwT3y0B4IBPeU79/I7f9ew8K3f8CUCi1bRklv/DMqVKwPEe3PPQqrhwSv6apdNh597A/M/tv9vba9C2sicPz5Mo6/0c2KbG3vG9nitsQ4fo3Xyzy/KzLHL4Rw/H4763zB7c3m4SwQbKx3hRj2aOxstIVw/Ho7mzuk/c7OtLG1Jdh2Vo6dHXXS851RJLCrNkibTBksNesBmD7Mxm+f/j1/Kr+c90vOYuIYFwd3BD/PsVN8YXzupGkelr72Ln8suZjj+kJGz46Dv4/E1y82SNpibUM4x19+nj+cZ5dz/BeZqVzW2c3fj6XqtnNZWreLl6+7DoDsrce4ZvdrND+xDYXPH+xjWWd4vyFtEWsuNGH4335+3vYe386/Di4Zwger9ATk4IHzLl+aSeXykOtcmin9rBbpwz/PBdrwAJ4NXorc7fzm8DP8X/5c/BflcsWrb/Hrsito1JgDATybRA6RSSBsRwg355kdgb+XTRKNmYlU0zGTzxzHn57qT+MLiX/fPZfWwtSE4ZxKrDhnDHf85vqkl8a1ZRmY8NxPE/bqH1XfyOuP/zWpYxZYOjnw8H3k2BKnCjwqFS6VOnYhcFHlNl5+7feofdF9CoZ2NvC1/StQ+GOvPfIoVHx99g9YWTg5Zu2sjgq0PjduhZo7R9zMcX1hXOd9KpDr62KRvQJlHN4Jfq2Ko3edz+rNP2P7f++gdcFYEEWK3tnBrEseZ/Zlv0fb2Nk76CeDGa4TXGjfD8A+bTFPmhZSrzq1b4Rav5vfHXuRT8yTeLlgHlalnqHOJs6y9HhhfAHW56cBpAf+NPrA3pml2A1n1jgkHjTnZ7F/TDGiIrmbll8QcOgSv87WTCMvzp+T1DEtOj3fv/YGurSJiRIn1p7gD2/+G1WMgbwHtVm5rB0yDo8y+sTeyPZ6rjq8EX8sPrn7Lahen4NDFX0a1OSx8UDVW5zXtjvQcIZNX0a7G7mv/eM+k+5EQaB50Th2/us2WueP4fADl+EcnIuqw86Qp1aQs7aCKd96lrGbd5HvC84gqEVfXG91atGL2WfH5AvMbE101zHLVQUieAQVHxvG9SrnTxWeOPpvTmpz+GvxBQBYVHreypvFl5s3MMTZFGPvLxpSZd4zMN/4v/BT/WlExrBDzZia1CRmZnv6ofD5+eprm9gydRgwJKk+HnvqTdZOGsUHc+I3A2ozGlgxa3pSx3NqNLw7dTqLnPbYxSHQeT2YHHZ8SiXEMfbvLhrG7qLYwsflQ6eyYshkpgvRBXczWg4zNtdHjbsUi8YQtbZTbeCOMbdSp80hviDgU4sN+hFcOehblMnedZyFJuzDC1i95Yc4y7qd/F4+RPaWowz+zzqK3tuJ0ulBeUFg3f/t1nWICLzMdShEP+80PsUfshZxgtnMdFZxm3UDd+Z+CYdCQ7G3k5nWLfw38yx0opdybxM6dwur9aP4t3EWfkFB+Wl8Hnp08JXda/KDy8y2ZI5kUcc+JnVVU8kgBFGUeFqk8flEWtx3773kTDQiqII3hHhS9JIV90Uz7IlH3CcX8gVqNCkX9xXVdOL3G2ksC76F6C1qHDLhnt6ikgj+5GI/iFPclyUTZVnCxX0Wmbgvq0tJh8HPzF1VVJfk4NRnJyzuy7VDQUM9rVlGGnMCU63xiPsKnD58LietmQZAiFPcF9hWe33kdnXhMxppUSRu4JMrS+eTi/nMSh82p4jR7aRDZ8AvCJhV3jBxX6dDKbnRm3TSNL4svdSsx+h1YDRCo03XOyucaZSK+UwmH9n1LVRr8xB7TF9ySCJFTypoC7RFr4m8j6wmL7DtzjXiLM3BVZBFSV0dtSUlCB4furp2Ci1t2OqDf3M60UNGgYa2FhGd34uAiLJQj63JS56vC6tCh6pQh9hoJ8/XRbUqB1GAvDzQ13dQo84OfJ75SiyRhIVRzHl6r1tuXCRJ3lPGl7wnS9ozmgPivTJnMwWeTioHD8fSEfL7jsucR4hdE6Mfv+jjL/8YYOK+Yd9DpUiBuM/vYvnxJwfEtYXiC//Gb7VaYVI7mhBxXywznmSS9yC2YU9f4r5QMZ9cyAdQsK0g5eK+2ol+ivcoJel8ZTvNVIVsAwzZmS0R/MnFfhBu6hPL0AdgzF6jRNw3Yb9ektYHMOmAjh2jPewYUwLAlENiwuK++cdFXpsnzalfWONjRVGIuK8uXNx3Q2ULv/3N75j4h59j1eviE/fZ7azSZjC++SR/ffIJfvDAw6w2SG8GC7x21hLcZ75oZ503sJ3XZaHFkMk5SgfrncGaeRo7G7uC23My7BRv3sOD615n0dd/iV2jY5Ysje+s3EAS35WHN3Dz/uVcdelDTC6F3SGGPVOGONlbEUqDaJg0ysX+fcHbxoSxHknS3ryJVi569X/cN/QG3IrAZzh6riI8RS+WCG9ppmQ70Gak8qOQmvMzo273tB1Z1sk9HSs4kl/Ktm9ezIvf/Vrw7R742t/+yb51zt63e2O3uK8HD7cvY//VC9j+qQ5P93R8+flqKj+2UgGAg/LzVVR+4gLU9IjyOD+TypXK3u3y87MkRjwA5ecZpcK984zhCYOLDVSudIRs66Wf5yJdn8l7Ix31dCgNsCgnLGmvR8zX6VLw0ImVNFyTzZZdub0Pg32a88iFe/KkxRnStjEz4eAO6SzC2Glib5vXm1hWxmmBP0XT9Eku6zzVSHP8aUSEX/UF+mqIIhnOxNaVt2Qamf3ow3RpE38r2F9ayrRHfoEtgX2zHHbW/PkRLjywK676t8fM4sprHsSuia4j2JM/jGcmno83hg5gVvMhJrZXxTxuiyqLe4Z9rXfQTxRnOY6z1Hagd/sbneuZ4gwQThl+Dw+2LSO7mycv8lr4fvuK3tpxrgYute0BYJS7kdfrn0argcPfXcqe687l7X/8ANvIIpxl3dz90ys5e/7Pyd5ylJLXt6B0Rg5d+pX5Ag5pinoH/c8KFnbs589Hn+PG5rW95kVSBAbeBq2ZXcahFLvaMXlt6an+LwC+QHf3NBJF2bE2bvn92tiFZxjXvrmFv9z/UtL7f/etT/nknj8mtI9PoaDBnI2oSO5PqEuvT+gG61Kp+N7VN7N1SJxmQ4JAXVbs9Lmj2YN4d8SsmHVXVG/ksppNUWvGdtWgFP0Jmb4Uejp5uPm9bhc5mOSuZa4jmLg4xt1Anq/njVjE6Heh7E4+8aGgXRmcZelU6qhVZmMbmse2Wy/m0Xvuo2nOaA4/dDn3PPs3PjpvKepWKxO/+zyLJj/A2B+/RmaFdFauLwzQrJU+ofO7ubZ5PatN4zin8xDDnM0MdkYICepmel8rmItDoSHLG7851Ocaoj91PwMQaY7/DHP8scx54uX4Qzl9OZ8PAU7fGdKmiyOkJ6tJQO230tK9rC9Zjl9u6pPRqY6T4w+2ZVqVETn+TqMfc4cNg82FJSuPjhgcvzkCx+8UXWS43DR1L+nLdYi0aIODcp6M8wcocPjJbW6kOi8Xm05LnjsCx++VcfzegIHP5JpqGrOy8GZmSvh8iMDxy/h8gFwhumFPvsLNoLo6DuWV4unWEMhDebI1Phw2EbPTSovehE9QhIXyZGX4sFp7rltEKfoxZApYLcHPJjPT323yIjLDepQTJWU0t0tnD4w5goxnV+JrtOMQ1KjwM9rTxMmSEjqbQsx4EgzK8WVoMRaqqSsahDcr+DBQUltLky4LXUMn2iYLmdlCQkE5AAU+K+pCPbUtql5tgzFfnbi+IAn+Hrr5+iicfngAj4jZLJJb38QJXT5K0U9etpfs+haq9AV0KbWAIAvcEckyg6Uj+LuNbLwjJMTf993PAOf4B387dRx/zd8HxLWFIs3xJ8nxxzLniYfjjxTAkwzHL+f05Xw+QNH2POqmt/ZuD9qeG5XjByjdYaZ6qhfoAJLn+OWmPsN3Z8XB8UuDe8bvywjj+Ccf0HUH96gBNVMOimwpl958ZxxSs2FE8KY4+4jAmqHBm9s5x+HTUgMQVKkvrPaxclDw+3BunZcVMo7/glo71737Lo9cezk7Bg1lcWsEjt/iYGUIx39ul4M1Kh2L9uxj19hxKDKzWa2UGfh47awVwzn+q3dtosacy5YhozhHYWeDI8TAR2tnkzW4fb7KTvmqrfxr8RjE7rfvWdk2tjUGa2bm2cnccpSHNr7AxZc9glXTHcpzNHidk4c62X9Qjd7r6l2+N2G0NIRn3AR/r8lLqzuPQXqoXCszkzlbKeG2Fy90883/Ps9NeTfgEtQcQEf5hb6EgnI8pgxGXZHFh7Pn03bOGKzjS7nu5Zd5+brrELw+ctZVUPTuDvKsnTT972jsft8PfvfLL8mR1Pg8zZReXMiR5WLvbIacry8/z3hK+HvoDtwJCeGJJ4Bn7DwlHRvcHDIIgJLxs5V86Y330Pq9PFl6EbuNQxk1R4VtdTM+QaBOmxu/OY+cv98m4+9niJK2sTPEzx7H/zlHeqo/jagYVtFM6bG22IVnEGq3l5FHm1AmaahitDu5Ys1O8jqssYu74VGpuOyhu9gxfGhCx/IrFPz0yi+xesy4hPa7cs8W5h6vjKvWos3g/iVf7x30+8KakgksveIXWDVRAn9Ekf+u/x2L63fGPG6zxoRbiP0u0aDM5Jem83EJ8esAPKYM3AVZHPzZ1Wz45EFWHPodnVOHcuL2JVjHlyJ4fahbrYz/wYssmng/M695ksEvrkdw939QOarOp16V9ZnyrfcLAocMpQCo/D68gpJvj76deo2ZB0+8yZzOCow+B7849hLju2rO8NkOQPjF1P0MQHx2vslpnBF86zdruOT/9pzp04iKwmYr//nOcxhtztjFEWDqcvD7v71BeU1j7OJ+IttmI9ca/wNGD2782p08seCiuGr1Hhcab2ShmhzOGEY8StHP88MXc9xYFLXuzpr3Obct+vfE6HdS4mnHg5L9mkExz80yriTiQG+ZVAYKBUqbi8H/XsPkbz3Loon3k73tOINfXI+mzRaz70Qw23mcDP8AtJWNA2q/F63o6TUuenjEDWw0jebe6rcZaztJla6AT3KnnNmTHIhIhXlPkra/a9as4dJLL6W4uBhBEHj77bfDag4ePMhll12GyWQiMzOT2bNnU10dv+tKmuM/hRx/KJ8PsdftDzSOX9epxqd14FUr8SuElHL80db197TFy/ELfhGD3YXSr6ddFigYD8ffoguE1PgFAQQhLo4/z+Vn1LHj1OaYqc7PjczxRwjpyWxtpbS9jbXlYwIhPSnm+BWin+FeCzaHSIMxGHYbieMvO1lDvSGHFl2Ae4zO8Xe3Gf1YQ+zmM7NEutphhKMBizIDR0FmOEfdzfEP8loY7G3nYOlwrGFhNVKePaNUz4kxI0AZPH5pdQ0tQgaati7UbTayZHx9orqAPmtkHP9kdy11JcU0t4SscU+Wv2+RfTaR1uRHDNyRBRjJ1+i3SW/jxu6AHaPPQYmrjdqSku51/IHv9QzrEU6WlNJgDa76COPvsyNw86cgpGdAcvzF30odx1/3VELX9uGHH7J+/XqmTZvG1VdfzVtvvcUVV1zR+/9Hjx7lrLPO4pZbbuG6667DZDJx8OBBZs6cSUFBQVzHSHP8cXL8sfj7WAE8EHvdfqQAnrytBWeY4w/ylqni+GOF9gCU7zEmwPEDKJhykCQ5funAGg/Hv7jRjc7RwV6lkR1mXWSOP0JIz0Z9FqVOL5s1GSxy2lmjkE6zz/eFc/xCxQnuXvUBN13/Hbp0euYp7Wywh3D8OjubLIFtlc9Hps7BrnYtLSFBPrPMNrY3hHD8+Tby1x1kX8kkdhUEPPSnljrYeyR4nZOGOXFtaibD62SPOWCGMGGMi4M7Qzj+SV4qNvmpIHDDGT3TH85Rn6Oi8iMrx0UfIz0ufBd7JZw6QPnF5t62lvljGDUmn5dvvIGcNQcp/c86cjZUkj9DSd37R3r3GX1JrpSbD+mjr7Y+ayKE9PTgqKhn9IVQ+YnMZyBR/v5cvSRcB7rX4Ify9wu0EQJ3NJJ1+j1r9Hs/h7kqKjZKHzrGzFVSsUkEtBzymSnNgEObQe338FDVG4yz1/DTb94bdU2+fD1+T00i/H2kbXnbgOT4RVIU0pP4LhdeeCEXXnhhn///8MMPc9FFF/Hb3/62t2348OF91kdCeqo/jagYVN3BnY8sJ6t9YC/z+er/bcJkSf4cn/zjyyzcWZHQPv9eNI8dI4YmtE9tTg6bR4xMaJ8OvYFdpUPj8vb3KpVYtAZaMqK/XYgI/GHqVewsiH4ul9Zu5o7D70WtUfu96H2umDdKj6DiYIwp/pb5Y9jx4ndAqSD/o91Mv/ZJBr21FW1jZ9T9TglEkUKvBZ+gxPsZ4veVoo9xthqubQwsxbUppd+bvcYyvjX69jNxap8dnMGp/mjw+/28//77lJeXc/7551NQUMCsWbMi0gHR8Nn5NqdxRqB1eslr7ELl8cUuPoM4f8V+9M7keVi115fw03l5bQOja+NbB96Di3fvZOGhA7ELQ7BvUBm/XHp1XEE3o5tPMtjSjBBj/bDK7yPf3hHzxvSX8ku5d+otUWvOa9vN6/t+F/X8xrnqeaBtWR9GMgH0DPp+vQZNs4UpNz+FIgXivGSxxFnBP1pfIc+XeIrimYRPUNKmzmSXMTynwaNQ8Wb+bDrUAz958/MEi8Ui+XG5EjMM60FTUxNdXV38+te/5oILLuDjjz/myiuv5KqrrmL16tVx95Me+NOIiqryPH7y9ytoKxjYN4obn76FhgJT0vvffu+NrJo2OqF9Hnzzfe5556OE9rl853YWH9iX0D7Z9i5KO1pjFwLlrfWUWNpiKvoLHJ3837Jfx+zPo1BhUUcP5NmZOYxfD7kqao0KH1l+Z59vzu5cY++gn//RHkw7T5zRQR9gjW4kvzedS4tyYH/3ezDc0cDZnYcAqNeYe1X9YUg788WG35+6H2Dw4MGYTKben8ceeyzJ0wr0d/nll/P973+fKVOm8MADD3DJJZfwj3/8I+5+0uK+FIr7ogXwRGr7LIj7HFnBtoEq7uvdtiqSMvBp0QvBN98ExH1W/IiCgFulSsjAp3c7TnGfqbmVImsHG4eWB9piGPiYVT5JIA+Ei/ty1F78nS46tcFB3aTzYbEFr9OU4Se/voF2TSbtmsDgl5kpRhT39cCYLfYp7uvdzlPR1Rj87rlzMzEO0lBbWoqm2YJp54mAWK5R+h02FmqiCvXkorxAjUrSJt+O1GbKV+JscuEKCVCKaNgTIuaTC/kC1ykX7kUy54lkxhNH4E5YAA8MczSS4Xex3zA4EMDTEdJHduJmPHEL92QsjNEkbTOaPoPivvxbUCn6H0vu9btZ3vwsNTU1kmvTarVo47DsFgRBIu5zu90YDAZ++tOf8qMf/ai37v7772fdunWsX78+rvNKi/tSJO6LFcATqe2zIO5zFlbz+Nde49e/u5CurPEDVtz3zztf4LUvX8OWaVKxXLzivv1ffYTf3HA+L1wwJ25x3wpzcNCM18BnVcia+XjFfdvELPIEgb2eQHs0cR/AHKOdLa3SfmeZbWyvD7bNKLCzq0H6Jju11MHewyEGPsOdXPTealYWTGZ/4SQAxo91h4n7fCtrKXR3sD57LKNnihHFfYeXWXotisuXGKh4P/Dda50/lh3/uINr3n6D5TnjmPKDp2hwexl9cU5vTQ8iivnkorwopj+RtiO1Xb7EyZzXPuaBvCuDNXLDnqWZkqCh8iVGiZAPIoTpyIx4etskZjzqPgN3eiAX8/UI+Y6IOaj9PpxKkdFz+m/GE5dwb7rIwR0KWY1f0jZ2qv+zJ+5LMbKyslLyUKPRaJg5cyYVFVI9UmVlJUOGxB9L/oUf+NOIDotJx/99cwZNgzLJSIzOPq3YPrkMpyb5r/NPbrmMPSNKEtpnye79jK+p5U+XLI17nx+/8yZWnZ4nlvat2pWj3pRDvSknrtrvbP4Q25SRbGFU1LoCewezGjrYXDQmat1PJn415jEXdOxnjqWC9dlj+6y5xbKeaa4avlNwXW+bvSyXHS/eEeT0f3BmOf0eHFEXsDF78Zk+jbgwxNnM5C4nToeOKn0hPqUy9k5pxEaqhHlJ9NHV1cWRI8HVK8ePH2fXrl3k5ORQVlbGvffeyzXXXMP8+fNZtGgRy5Yt491332XVqlVxHyPN8acRFU6DhvevnUxLUWbs4jOIv9+ykM6sKA50MfDGwmkcHlyY0D6lre1MrkrM9awu20xjVmJahFlVh/nyro1x1daY8rCpY08h5js7mdNwKGZdLJEgwLODFvOd8tui1qzTj+ClzJmStmPfvwh/hobsTUcGBKd/gf0ARr8Lj6CgSTVwfNWjoVVlxKLU06xJXt+SxsDCtm3bmDp1KlOnTgXgnnvuYerUqfzkJz8B4Morr+Qf//gHv/3tb5k4cSL//Oc/eeONN5g3b17cx0hz/Pfei3liJgpVcCoqHo4/Hv4+Uk00Tj8Sxy/n9DUdmtPO8Wd1OHFmqFE6dQOW49c53Wjd2uQMfPQC+R1WbDotdp0mbo6/RR3C159Kjr+llRx7F9tLA2t1Y3P83ggcv48OZ4iBj9aHxSGtyZJx/Ll6D6NPHGFX9gicygD1kZkpSvnbLLHbGKZ7O5vIHH+TlB/vtEDb/DEgCGRvPoJZ45Fw+nI+H2Kb8fSH43c3uZjkquWEKgfHIHPkwJ0onH7kcB1lOMcv5+9lATvG3L7MeEJqzALeVjc+QYFHUMUXlCPj/CPWZEfg5iPw9xKNh2w7UlumCUmwEwS0IT1toujjL3/7+cDi+HNuTh3H3/bcgLi2UHzhp/qtViu+SR0Sjj9W4E485jyROP5YoTyROH45p1+wreC0cvw1k9t59Zyn+PsDCzhSOnfAcvzLr/gjf7zrW3w0XTryx8vx7/7Rn/nTlxfzr4vPjp/jzwm2LW5xsTJLxvF3hnP8W0QlGW4XLZlZcXP87xqHghHoHhfnqcI5/s2dge0h7U2oSvVsbZP2e5bZzo5Qjr/Qzq4q6fruKYOlHP/MoR6attvYX6TqHfgnjHVL+dvJXi547R0OZJTySc4URp9FOMc/T4XinQpEBCo0hZQvzeTtJRdTe/055H56gBkvfhrG6cv5fOjDjCcejj/EjKf8ApNke4inFdWlQznwsZ0an5ZOhZ/yC7zhgTsxOP3I4To6iRlP+QKNhM+H8ICd0fNUEj4fYPTZKio2Bh8YRs9R8L0Xn6NBk80vh36Z0XMUEj4fwjn9MWf1EaYTha+Xc/UAY6b5JRqPsVN9ku3etl2hNX4O7JHWjJvk623zxmkvfTohin7EFETqpqKPU4H0VH8aUSEqBL7z+vWsX5KY6czpxvd/9WWac5KnI875y728eN5ZCe2zdNc+tt77c7Se+G9cd32yjP8+/bdETy8uKP0+3nz5N+Tbo5vd5DgsTGk+yri26N7eboWKd0tm41RGf/PxCsqYATbX2HZwrW07AD69hrpr5wIw4nfvRt3vVEIrevht29sM8gYeVDuVGQN6qZtC9JPhcwECvy27gidKLznTp5TGZxRf+Df+NGKjedDAmaLqC3vHlzLloApIjie2GPWxi2Q4kZ/LfxbMCXj8x4lXz5rN8nETEjrOzZtXMqapjvsvvTFqnYjAN678LiZdJsTIK7JoMuiMlsoHGLxOJrfXsNsc3Q70ryWxhYq/NS1B0e2QZB9RiKhWkvvpAcxbjsbYM7XQiF6+Yd3Iy4bpOBQaHs65FJUqG0g8OOl04ydVr+FRKHmda6jW5Z/p0/l8Q0xRst4AZdLTb/xpRIXB4uJbv1lN6fGBHc173etbyOxKLp0P4JfPvM2i7bHFbqGoKBnEny85D48q/ufnowWFbB0+IqHjNGZmczwndviGX6Fg96BhuGOcT5s+i2OmQdQa86LWFTnbufXosqg1ggg6X2zHRIdCg02hxT44F2dJIDzodL3ta0Qvg72B768AnOc4xJDu7SPqAvwD9yUfRBFF9+Dxbt4MXs+fc4ZP6AuCAWrZmyqkxX1pcR8QJZ1P52TEwSaqR+Ti9xsGrLhvxo4qqssG05ArHfTiFfdNOnKSxpwsGnOy4hb3dSogw+XCoteT6/HHJe6ze73kdnVx0pxDruhPaTqfwe0k126lK9dMu1zcpwmK+9R+H5k6kQ6n9LOSi/tMGX4cFj9eIdhXZqYoEYSZsnyMrT7C/oxSrEp9QGgmN7LJFTDXNeMU1BybOJpcwUGTNovsbceCNTHMeSK1ycV8fQn3imrryRDd7NGWYMxXY2v2IBL8/SadtJdoqp5MyNfz2YSb8XRvi1DuqKejKJcmS1B7EW60E0G4F68Zj0zMl5RwL1JNiJgvVMgXqW0givsWm76KSkiBuE90s6LzPwPi2kLxhZ/qP9PivlAxn9ysB868uK96qpUjs/SAnbKd2gEr7tsxppgpB1VJp/N9Who0v4hX3KeqquQPT/2HKb//KdNFVVziPsPRI9z7+v8x68c/Y7boi0vct69TROn302YIaBjmqexsDBH3zdXZ2dyRwQWHD3H7urd5+M772doiE/fl2NlRFzi/b+z9GO2kAp5xTJbUTBnsYG9liIHPCCf790sFgAFxX/DzmzjJz4l1Dg5l+uhS+hh9lhCeQHeOmvlvrOJw3mCef/aPXPv6qxz9TzXmLX2L+eJO0ZOb8yyTjkLlF5pYswKKvQ4qNdaAEc/HEYR7Ucx5ILaYTy7kgwipevPUEiEfdIv5Qsx4Rs9VSoR8pe2NuJeaOLQ9OAiNmR3BnCeZFD2ZmC+icG+XTLg3RSbcmxKhZqo/rOazJu7D7wchBcK8ASru+8IP/GlEh+AXERUDeS70zGHjmJEs/ck9WDL04Izv5vX+pCm8PzmwPhenPXpxN+5c8yET66v5yk33RK1bNmoay0ZNYza2qHUfDZ3GKLMCYoQZltmbGVxfx7JBM/qs8QpKVmWPj94R8ITpXPY9dj2iWom6xXpauP0SbwdqMZMuhY5KTexkw4GCy1u2kOFz8XLhOawwT2K0SklS+a5pJA9RJCWf+QCdUE9z/GlExVf+uZXffOP1M30aMfHn+1+hsMUSu7APfHTPn7jrtRUJ7WPJ0FNZUoRfkcCfURKq8ZemzeNX50UPwUkEtZl5dGliixlVfh/6GPy91u9hcfseVP7o6Y32wbnUfmU2AIajjVFrUwJR5J7OFQz3NJ/6Y6UYep8bvT/5pMk00oiFNMcfJ8ff3wAeiM3px8vxu2Qcv5zT13ZqUsbxK+lC5/TQUmAc0CE9w6qasZjyaM6WDsLxcvyDWjuxazV0GvVxc/wWQaSsuZXaXDMGlHFx/Ba/yITaGo4WFKLWalPK8efaLQztaObY4CHhBj4hHH+m24EhQ6DJLX0LjsTxW60yblbG8edkeiivOcZW4wh8gqJPjn9Y00mqhw3lRM4gSqtrEg7gidQWkeMP4eq1fi/aQi2W5hCeXcbnR2pLmuPvhzmPQhQx+JyI+RmS0COIzenHZeCTnbgZTyzjnUjbydQMRI7/3IxrU8bxr7S/MiCuLRRf+Kn+eDj+VATwQGzDnng4fjmfD+Gc/qDteSnk+Hvmgzso22kewBy/iSkHFUlz/JQGvfAjcvwF0pvA4gYPh0Q7973yMnd/4zryMgsjc/yGEI7f6mCrQsEF23ewbP4iCrUZrFZKufgF3nCOv72mlfH1Nbw2NbD2fZ4yAsffmcHEhiYmVVbSWTg8MsffbeBzdcUO8sZk8rF9oqQmIse/Ty2pkXP8YycreWlPGR7BD4IYkeMfuVjPpjlz2DdpIjy6nmyzO+EAHogQuHORWWrOc6GJyo+sLLJXsF4/Aregovx8NZUfB79r5UszJdu9bctDzHnOM1K5UkrDlC82SK6rfJFOErhTvlAbHq4j4/TlfD4EOf2rmzdyfeNafvLN+zi0RWaaE4PTl/P5ENucB2Jz+nKuHiJz/NH4+0jb8rYByfGnp/rT+KJC6fNz9ieH0dkG/rRjbmsXSl/yQppJR04ytiqxFKLaXDOLfnE/u4eVxb2PTavjnuu+yoGSPrLSI2Bm9VG+tWF5zLq9RUP59fyrY96u3hg9j+0F0UN8AEZbT/LTff+NWedRqKJSGH69hmdvu5XdpeWYtx7rsy4VyPNZubtjJWc7Tq8/QH/xdt5Z3Dfia5IVFGmkcaqQHvjT6BMGq4u7H1lBpiX59fGnC8/e+QKl9e2xC/vA/S99xK3vrk3hGfUNg8uJyR5dgBeKf89cwJI7fhKzThD9FFtaY/Lt8aJRm82HUYR9AEafk0eqXkXvc0WtW7RyJUOqjqfkvKKhRZnJTYVfY7U+9oPNGYcoMtjZynBHAz5ByVF90Zk+ozR64BdT9zMAkR740+gTlmw933z3a58J576f3XcJTXnJW/beedc1/OSWyxLe7z9PPMMdHyQmCvzP03/nvg/ei3+HOAWBap+Pd198lDxHdBe6TJedyc3HmNFUGbWuQ2NkS+7ouI6tjLFs6a0rr+SKDxO45iSgFv0oRD/tSkNMC+GBAJ3fQ7bXxnDHaRA7ppEYRDGwFK/fPwNz4E+L+1Io7osl1Isl5pML+QI1mqTEfU6ZuC+ymC++dL7emgEs7gPIsiroMEq/zvGJ+yS7kOsg7nS+spZWbFoNgjZDktYHkO+JnM6XbbfhVSrRqdVxifscLh9jG2upKBiETaOLms6X7bShNGhp80RI53N1t4lQorRjsQt0qYMXb5KJ+8wZXhStDto1xt42ubjPaBKlArYI4j5DoYqGkWX43X5Mm44GxHOnQNxXlOcnu76ZQ5rgm3NE4V6CyXsQW8yXjDkPQndqXshEVWShXnQxXzLCvUhtiRrvpKpmQIr7NF9GJahj7xADXtHDSvdrA+LaQpEW96VI3BcreS9Sm1zcJxfyQbhhTzziPrmQDyKJ+XKiivvy6q2M3anmwHw71SNyAQa0uO/ij/ZgyZnAlnLpH2skcd/aEHHfvOMiqwYruXTdbobVt/LnL5/LghN+VhaHiPtqI4v7VuRqIbc4sN3iYoVM3LekI1zct0qbAdpA2yKHPbK4jxBxn9/OQRucu3U3787Jpyo3g3nK8HS+TZae7QzmaGwRxX3bQ9L5hALYVSdV9U8tlabznV/cxr3PPskFC37eO+swYYxc3Ofn8IbAYOwXFBHFfcMvMfHczTejr2pmwSOPUL40Mz5xXzwGPiHiPsP5ejo+aqdSawjWyMR8crOe3rYoyXsQwbBnkU6StCdP2YO+zXmGOpq4o+5DHiu7CuZnc2hziHBPJuSD2GK+sTPjFO7FkaKXlHBvr3QYGTfRK2kbN9H7mRP3iX4RUej/O/FAfa8e+PNhaZwRqLx+HBlqmouSnz4/nfja/23C3BmfIU4kFLR3UdaYeB5BnsXKxKqahPYZXV/H9RvXx13fZsjkoUuupyo3tl//5PrjlHXGXruu8vsYYok+xdykzeYrZz8YtUbr9/DBvseYaIue9Pfkd7/LvE0bYp5Xf2BTaNmjjV80eaYgCtCl1GNXaGMXp5HGKUB64E8jIhoGmzhenofD0P+1rKcD1/zrNqpLcpPe/9lLz+aH3/1S4sddu4Xn//yvhPaZdqKKez76gESWC5kcNrLicPob1t5Ivs2CEINzL+1q5Q/r/xm1xi8IWNTRo2o9CiW/L7mEk9qcPmsApm/fTn5rS9Sa/sDkd1Di7SDP1xW7+AxBEAPRuid0Bfxs6Fdixh2ncQaREn7fP2Ate9Mc/733kj0xE4Uq+AwUK3AnGXOeeGr64vilATyp5Pg9If8f5PO1Ti9apwevIgt7muOPyvFrvF7UPh96QRUHxx/YFsTAW1+ez0+rbPlWrj+ygc+cqkoaM00cyy2MyvEDmFW+cAMftTfI8QM5ai9uqxebOjjdb9L7sNhC+tF7yK9v5IShEE/3eWZmitJglywxyFvTzTdH4PirJpSjsLvJXVdxSjh+nd9DXoFAR7OPrpA3aWO+OkUcv1LG8csCeHIjcPyhnD6Qn+Uhp6GZioySYE2ygTtRwnUgNWY8cfP3EUyeQtvk2/I2v+jnr3/92YDgwXs4/oXClSnj+FeJbw2IawtFmuO3WvFM7EBjDD59xwrcidecJ1JNNMOeSBx/WADP9rwUcfxSTj9g1tMBwBUv7ODSV/bw81/eRfXU4N1jIHP8P3/0f2w4+3y2TDNIauLl+K9atYMH/7OMmc8+lBjHT2CQ6ZPjN4Zy/PYAx9+NRQ5HOMfvD+f413kz8HgNNHgNnPBmcI7CzgZHCMevtbPJGtyeY7CzpVXa7yyzje0NwbYZ+XZ21UtpnKmlDvYeCQ6acwY7WPTWMh4d9xWadIEo3YCBT/AhaOxkL7nLDlCtzeekLpfRMwnn+C/K5OXrrkNpc7Hg8R8x4Sx/6jh+yXY2lZ84gBBjnfOzpAE85xklZj29bSGGPXKzHoDyRXpJCE9YAM85aio2yDj+s1WSwB3TTA/uVQ0c6taFQJKBOzOjh+tAasx44uLvJ3nZL6sZP1HaNn6il/37pYPo+PGe3javd+AvF/68IT3Vn0YY3v7qVO577kuISfjKnym0mQ14lcl/nQ8MHcQ/rliA4E9sai7X0sVDr72H3h2/yVG2zcZ///G3hNbybx46ihNxcPwAUxqOcd2+NVFrFKKfW/ctY1hn36ZFdqWWu6d9q3fQ7ws/rHmHmdYjff6/2uqkKTePq997+//bO+/wOKqzi/9me5G06t225CK5yB33go3pJSSQ0Ak9kEBCAoGEkISQBumkACHlA0JPCBA6GBsb927cJXfLsnpfbd+Z74+VtDuzVbIky9ac59EDc+edsuPduTP3nHsOR+9YHPvkz0BYOj0OWnVWPsiYdorPRkUi8ElufGIf/Emx/S1OFYb8G78KOQwuLx6TnsacJKwnTvXZJI4nvn4uU/YaAV/c2kjYV5THvqK8zqXEO3+938e5n+9h36z5CW/jMBqpSUlB6sFc8+mVh8hrbebdsulxaxstyRxNjyccE7jw6Gb2pA/jsC0vTm1sXD/u3jiOcxKvFi9gz/jxHL1oNOJ9iQsbE4Ve8jPRfYJUVwMbTcV9vv/eQiv5+e3B51mXUsJGlpzq01ERBwaDgdzcXFbXvN9n+8zNzcVgGFx6DpXjP4Ucf6QAnvgcvzFiAE9fcPyuFC8TtlTRkJtMTUFKGKev5PMhwOkPBo5f6xNJcmppTpKVJMzx6/wiyQ4XbVYzqW4hYY6/e9njT5jj716OxPEr5/FLAY5/dEMNNmcHW4aNCuf4tQqOX+unWTGPP10n5/hTDX5anfIaJcefavYx9uh+9icVdM/l7w3Hn5QhYK/z0TxnDL5kE8MrDuE8JDcZOlmOX5AksrLBUeeJz/H3MIAn8Bliz9uPHsADmd42HBojmkxjj+foB2pic/r9FabTF/x9IjWDieMHcLlceHowghcPBoMBk2lwxUIP+Tf+U8nxKzl95Zx9iMDxK/h8CA/l6S3Hf3xiEyOrKqkryeRYiRjG6Sv5fIDi7bZBwfG/ftNfefH66/loWqqsJlGOf2p5FX999O9c9Nt78Bmzwjn+HAXHX93F8XcuN7hZZpP/uM9tdkXl+K0uF/NEPyuNCo7fG5njX20rhlQBfIRz/CYH60I4/oWmNlwVdezIKQp+blsHm2uDNTMyHWw/JtckKDn+KUV+2je0cCgzjxOWwPWIxPF/4bU3WJ42kS3JoyJy/KULdOjfLueYJ5OVL93HdS+8SPULmzG0BHn1vuD4pYtTqVjqISbHr5izD+Hz9pVz9iH+vP1IATwT5giUbxAoJ/DQVDqHHs/Rh/ic/rhpkfn7hIJylPPte8PfK4KcJpR5ZW0TyrynFcdvMpkGXUfd11A5fhXdEHUaPr10LEdKMk/1qfQYv73nfOoyeu85sKc4j8V/+g5H8no+JfCNx//C8PrG+IUhePpfz1Ja04NQoB7oLbI7Wnnm3afQxNEr/HLtc9yy5+Oo6yUEXh8+nxOW2Nck0xvbIlgrSfy26U3Of/8jkncfR9JpOXrXuTG36Q10kkiOry1+4QDA4nczxX6Ys5t3nepTUaEiDGrHrwKAtIYObvrTWjQnkXB3KrF+xkgclt4borgNeipz0vHqej4I9v60idjNPTv2Hy64iCMZWQnXD2+q5+Xn/8jo+pq4tfVWG1/5yoOIcR4WtmeN5FAcfr+07Tij22OLPb436ka2JI+Kut4naPhGxlVsMBYx6vcB7vTY15bgSbVE3aY3GOOp4862gQlaigefoOGYMYtdSYknN6pQMVBQO34VQMCpL7nVhXgSyvhTieIj9eTXtpzUPq7+ZBP3vP5pj7f7x/ln05SUFL8wBNtGFGHvwXBisyWJY2mZcTtzAI9Wx/GUzLijBP8es5CVBRNj1tx54H2uPhZ7hgCAQYxtu3pYn4lH0JHzwQ607U58KeY+f+s/pk/nmZQFfbrP3sKj0VNnsNGoP/WctQoVSqjivgTFfSdrzhOpLZK4L9ycJzFxX6iYTynkg9iGPdBlziO/eScq7lMK9ZTivnhivqQ+EPdl17dhces5kmdC1AQ7vFS7hmarJFsOFfulO6Cxk+oeUdOI0eOjMSuHBlNwHxmRxH0ukQZDoE2QJPKcPhp0GjwhIwZZXj8NuhAxX4jYz+J2kyFKHDeagJBjRRL3SQoBYKepT/dnUBr4aP2kNDTh1Bmos9oCNUpxn9GPvUPA4nPTrjeD0BXSE6xJsfhxt/rxCdrutLuUJFEuLEuRyKiux+brYEdSEUmpUrgwLl3AWNOKSfJRpbNhKTBxdPwYBJ+f9JV70Xj9AXFfiKmPUuwH8UN6krIjmfP0k7hPYdgTatZj8XvI8rbRlJdJe3Pw37Y3ATyBmtiBOycl7oshwusL4V4iNYNN3DcUoIr7EhD39UUAD8Q37IkYwKMw7Ikk7lOK+ZRCPohu2JPU6mLRB+XsGrNQZtYD4YY9kcR9SjGfUsgHkcV8FZNCBFc7kk5a3KcdY2BihYnNJfIb//RyPetGB2/Ysyo0rAqZ7TX/EKwY3tnZDQ/Mkw8Y+AR/Gour/BHEfR4+yQwM7yc7nPxgxwHWWLQsmz65uyYg7gsK6M5pc/KpKfDUcem+ckYi8cboMpyGIE0QJu6TAuI+AIvHTVZ7K0JWEmtcwZr5Bgfr7CEGPhYHC5auYn9GHu9OCUwhm53SweY6ubgvdX0Fv1j3Ahde/ihtRivT8p3sOBg8l8lFLnbvlVMYZWPdMmHZ+Ek+7GtcZPgclNtESmdI4cK4BTqK39pMiaeOx9IvpOQ8iXeuno+9bBgja99lzONvU3pJuszURyn2g8QMfM56fRkH9Vls6JzSl7C4L0SQWLLYRMVK+YNzySJjTMOeULOeua0HuLJmBX+4+RvhATybZLtl7AzCxX1b5Z3k2OlSeOBOAuY8sYR7EC7e67VwL1JNiJgvVMgXqW2wifuGAk7PcV0VfYbx205w5XNbTltuvwv+PqIo9D4fVmfPTDfaLWbWjxnFeyGdfjy8O3kKn5WMk3X68XDX6o/55yvPJFT7wyU38PyU2PPGt2aP5sbz75NF8yqR7Wrh0Z0vku+ILl4stxaw1jY25rH+mzSNx9IvDCxIEqN/8y7Q91x/iaeOPF9r/MJ+xFrbWO4suROJxAWZKlQMJIb8G/9Qx8ZFI9kxo5DsilgGLIMfBSeambLLS5NRy6ERiYvmlPjuS0sRMkbxftEY/NrEr0mHKdCBC6KIpEngIaQXroj/njqXD8ZPJdE5Fzq/D50o4tJHNg9pNVppNVojrutCm85MstdBss8BRFf3z2jbjwC0Mjqhc8t+fztJuyqxlw3j6F3nMnHn6oS2i4efpF/Sq2vb5xgM56BCRRT0Ocf/2GOP8cYbb7Bv3z7MZjNz587lV7/6FaWlpd01kiTx6KOP8re//Y3m5mZmzZrFk08+yYQJE7pr3G433/3ud3nllVdwOp0sWbKEp556isLCYOxmc3Mz3/rWt3j77bcB+MIXvsCf//xnUlNTEzrXgeb44xn2ROb4wwN4+orjFw1O3KbAs1+iATz9xfG3pyh41zZtjzh+o9tLRgs02ARcxuDzbKpdQ3NSKMcvN/RJVxj6mNxeUjxaaq0hPHs0jj+kLdMtklNdjU+ro7wgN9DmkXP8oYY+ggQj7XbaJGhICk5D7C3HrwztafFqmHtsH4fTcjiRkk6a1icL7knrNPDJcrZi9Hs5npQZ4PgdIRy/2U+7Xf65U6yinDtOFrG3QEnHCURBoCYvT8aFQ4C3NlW3UuRrZItxONbOkB53jo22qUUIPpERuyvoqA7+XhLi+KNw/gISSaKbdo0pUDPAHH9ZRyVtWjNNeVnYQ9iKiPx9mhAzgAfiG/b0V5iOyvGfuejzN/6VK1dy9913M2PGDHw+Hw8//DDnn38+e/bswWoNvF38+te/5ve//z3PPfccJSUl/PznP+e8886jvLyc5OTATfDb3/4277zzDq+++ioZGRncf//9XHrppWzZsgVt583zuuuu4/jx43z44YcAfO1rX+PGG2/knXfeSfh8+5LjjxXAA/ENeyJy/ApOX2nWA73j+IdtSeXhnzzFp5eU8sqdsxIK4FGa9UDvOf5QTr90ZxJ7y+S869id1h5x/ABT9ho6Of7gjX56hZ6NY4I3+rPKdawZGdzH3IOwckRo52Zk4WGJTwuDP41FlX6W5co5yiXVXpZlhRj41HqgvZF2s4llaUWBtkYXy5ODw+hLWp18ag4+ZYw9cYJjPoGNaTnBY3kcfCYEa84WHaz2B5dv2rCC1knjWKMNbjPP4GBdR7BmrtnBhlYL6bUSu0UDR0ULs5M72FwfrJmZ7mBrlZmbdq+hqK2Ot+dcx/Q8J58fCjHwGeFi177A7yLf0UCTIZkx4wSZEcyECSL7NkocFLPwanSMNYoyoxuAkjkCTR/Wkec+Rrk1lZLzkih/rwlJaGb9tdfSNrWIWx//M1X/2Nm9TVSOX2nyo+T8P2zlEscu7mxbzfXZN5N3SS4VHwe/eyUXpPQ7x1/Y3EiDPhnXeVnxOf6ZsQN4IL5hj9KsByKY8/TCjKcv+PtEalSOf+DR5x1/VyfchWeffZbs7Gy2bNnCwoULkSSJJ554gocffpgrrrgCgOeff56cnBxefvll7rzzTlpbW/nnP//JCy+8wLnnBqb8vPjiiwwbNoxPPvmECy64gL179/Lhhx+yfv16Zs2aBcDf//535syZQ3l5uWyEQUU4JEHgt788n5a0vp1LfapgdnoweLQgSSc9zGrw+fjPj//J49ddwJaxRQlv99r8WT06zr68Ajbqe3b9Zx/ez5rSIkhgs/dLzopb8/yE+FPq0t1tvLT6t/xs4jXUjxsXscariX0rOaLP5IheTlIIkkTJo/9l81v34xyeQUdxFtbD9XHPJx4+NZWwW59Hu8bEyaUQ9A7L0iYBoN6BVAxW9Lu4r7U18IaYnp4OwOHDh6mpqeH888/vrjEajZx99tmsXbsWgC1btuD1emU1+fn5lJWVddesW7cOm83W3ekDzJ49G5vN1l2jIjYqynKpKzgzhtaWfLaP2dsOoxVPnrny6LQczsvAp+u57mH0iVquXLc5fiEgSCLDmnrm+Pf1a+7gaFpiKX1JbifX7viMrI44YjdJwuyNLmhsMqZw//TbWJs1PuZuHt//L/I9zRHXZfrtlLmrwtozVpeTuXQnCAL7H/5S7PNMEA6NgSP6njsw9hUm2w+T5Tm1AkMVKmKhXzt+SZK47777mD9/PmVlZQDU1AScx3JycmS1OTk53etqamowGAykpaXFrMnODr8BZmdnd9co4Xa7aWtrk/0NRZTuqGHMnlqSWs+cIbYN04rYVZrXR+p+gQe//mU+Hz2sx1su2r2P+9/+EJ3fH7e2uKGel//2l96cYELQSiLfWv8uJQ2xnfeeWv409257O2bN1owxuHSxE8a2JI/CoYk8S2Gu8yA/a4pMwZU8+l+QJGq/eBYt0/omWW+a+xgPtXwEDLxNyU+O/Jv5rfsG/LgqVCSKfjXwufvuu3nvvfdYvXp1tyhv7dq1zJs3jxMnTpCXFxyIu+OOO6isrOTDDz/k5Zdf5pZbbsHtlr+FnHfeeYwaNYq//vWv/PKXv+T555+nvLxcVjNmzBhuu+02vv/974edz09+8hMeffRRWdvXvvY1bBOT0YR0GPGEen0p7pOb8yQm7utp8l6gTd/dltTqwthupKEgOCSeqLivp8l7XTWxDHuSFGY9AEntWtqTg2Kq5HZNRHFfS0ibrV0jW4ZwcV+aXaApRMiephD7QdDUJ8nhxuTxIhqTZGl9EJ7Yl+kWaTBo0YgiEgKSRiDTLU/sU6b15Xh8uDxe2kJ4/3jivty2Zqx6DQeNtmBNBHFfl6GPIElIgkCaTiHu0/tpcQWWM5zteLVaNMnGqOI+jSRSZK+lOSeTFntwWD85WZKL01KkiOI+V50HnSTi0uhIytTJzHoATGNsVI4qQt/UQerGA2GGPkBck59QQ59Uv5McsY0TBQW01we/WwMh7jOKPvyCBlO69tSK+05ShJfINkkpEu3tGkWNKGtTLivbJMnPk39RxX0DiX6bzvfNb36Tt99+m88++0ymxM/NDSiea2pqZB1/XV1d9yhAbm4uHo+H5uZm2Vt/XV0dc+fO7a6prZUL7ADq6+vDRhO68NBDD3Hfffd1L7e1tfHggw/iLmuTifviJe31lbgvLHlPYdYD4eK+3iTvAQzblqYw8DFxLETMl4i4rzfJexDfsKd0RxK7yxyybcbvsrJzfFDcV7bbHCbum7THxNbSwI1/2udH0btz2TxNboOrFPfNqNCxblTwBj57v1Zm6ANBU5+fPbOUkspanrz9dllaH4Qn9i2p8fJJSFqf3ufj7GZYlhIU953b4mS5JdjJL/E7WZES7MAhsrhvlRhcntRaz2SLxFpMSJ1uevP1DtY5QsR9poC4LxSzkzvY1BAi7ktzsPVE17kF/nuW1sn2I8HrN3WYk50VndMUJZFbN37IG1+5kt3lwd9k2XhvtzjN4ncxcYqXirXy20rJHIGKj4P/3iXnWmVmPQBjrtTz2v1XIpoNTF37FxbUHg+riWfyU3JpukzsB0ZKLvYPuLivayC1dA59J+6LYdijNOuB+OY83W0xUvQSEe6NL/MlJO7bu0fLXzY9xcaMUp4bdR7TSh3c8OrLPDT1Fny++KNjKvoWfT7UL0kS99xzD2+88QbLly+nuFh+Vy0uLiY3N5elS5d2t3k8HlauXNndqU+fPh29Xi+rqa6uZteuXd01c+bMobW1lY0bN3bXbNiwgdbW1u4aJYxGIykpKbK/oYbpq46QW3nm8Y9nr62goKalT/f56xvO57pHb+vxdnP3HmDLfT/F4PXFrf3y5vVc8vm2hPe9o2AER9Kyuzv9eJhcfZgPnv8p+jjUw3lHtmHz2KOulwQN9866i2ZD9ATERY27GO8M5/EBprmOclPbuqjbalxeRjyzDICKH11x8vPgJQmj5EUY4KF+i9/Ft46/xwjXyYsUzySIgobXRixkX0rgJdAvaFifGdv0SUX/oc87/rvvvpsXX3yRl19+meTkZGpqaqipqcHpDLy9CYLAt7/9bX75y1/y5ptvsmvXLm6++WYsFgvXXXcdADabjdtuu43777+fZcuWsW3bNm644QYmTpzYrfIfN24cF154IXfccQfr169n/fr13HHHHVx66aWqoj8KBFHihifXs+R/e071qfQ5/vD189g+oTB+YQ/QbjXj12rR9dDVcM+wPP5+/tlICXRecw4eYErlkYT3rRX9JLudpDqid9KhOJGSzodjpsbtAL9wcANprvj71Il+krzOiOtWpY9nhzmyLiLbb2ecJ3ayYPEfP0TfaKdjbD6ugvS45xILevy8VfcPMvwd8Yv7EBa/h9HOGoyiJ37xEMPKnEmszwrMCvEJWv43bM4pPqOhiz7n+IUoN7tnn32Wm2++GQga+DzzzDMyA58uASCAy+XigQce4OWXX5YZ+AwbFryxNDU1hRn4/OUvf+mxgU9/cPxKPj9QE9uwJ1oAT19w/F2hPBpRQpAkDB3GPgngicTxKwN3InL6IYY9SrMe6DTsCeH4U9o13WY9XbAlyvGHhPSkdSg4/g7COf4QUx+b3UlOu59KmxGHKTi0rzT1CQ3t6W5zizE5/kyfSINGQ2hIT6YYm+PXiCKjXW20+qA2OTVQI0Tn+Ls/p86v4PjloT2CJGEzirQ6g202szy0R5Akhuvb8Dd7qLIEpualJIkJcfwyE50IHH8Xf+8ckYl9XAEFlcdx72tGCHnoisjxhy7nGro5fkGSyBA78OTZaKsP2ccAcPzBzy0oOH4hAsdPGMffrhiQixfK018cf1/w913LuSeq8Wp0HLHmhNWoHP/AY8in8911110Yvib1mOPvaQAPxDfsiRTAozTs6S3HX7g1jbqSOlzWwOfsqwCe0TuSZW0jP0+R8fkQgdNXGPYozXoAJuy2sGN8kHeduNvE9nHyzmLyXmM3x/+9P37InkkLeOtseTzu9HI968eEhPTs18o5/gMamaEPwNyDQrepj97r4+qtrbxVkkRrUvAJYVGln2U5QR5zSbWXT0IMfaxON1cfauLjdAtVGQFO/NxGF8tD9nFOm5MVRgtIEkluN3aTicVOB59pQjh+n5zjB7jY08hnHisOY4CPn69zsDaE459ncrC+Pbic5mhnTpKTj5zBWTCzUjvYUiPf71lZDnYf1uPVBrjgqYVOdh6Qq/QXFjSwd5eWJmPgBj2x1N3NUY+zVzJshoFlG+U375I5AhUfhfDsETj+0kvSKX+nEdGgY/X6n/LFdZ+w6aCJUb9/P1hzWQbl7zTKl0M5/8syFRx/p6nPgHP8nW1ztAqOXyML5IHwUB5lIA9EDuUJNexRmvUE2noZuNML/j6RmuKlW3HojCzPnRJoG+dl996ggc+qFWrHP5BQQ3qGCGzNTp754gtkVZ+ZUxhP5Npkcbx9Ba9ex7HsdFmnnwgkAYrr6pl0tDJu7ZMvPMdvXns54X23G83dnX4iOOfQTsrqj8Wcqw9Q2nycH2x+LWZNiyGpu9NXotDVSKq/A40UTo1c0rGT/6v9F5Y4Q+Aaj48xP38TgMP3Xog7M7qmIBaMkpdFzgoMUnydRV/igqZtvLjnjxGvwVCFgMS7hbO6O30Vpx5qxz9E4LAaeO2OGdTn9u5GOtjxwtVzOJFji1/YC2hFkW+8+SklleGzSKLBYTKyalwJH0ybFLf2pTnzeH7+goT3bXM5+MV7rwRcChPAR2Omsr6gBKc+dhJggzmFpcOmxt6ZJHHzoaXMbCwPW7U0cwo7LcMRIwgP15uKed9SRiLdYe6bm9G1OvAnmzn03UsT2CIcVtHD99qWYR1grv2gKZc3smZFvAZDEXPr9zCp5QjJXkf8YhUDBvXbOUTgNWh5/6pJZ2RqWG5tK+lNiYndegNRELh22aYedfyB7TQIokiyM7IYrgtrx5SwftSYhPerESWGtTRgcyV2M7Ubzd3D97HQaEphbX5sdz4EgXFtleQ5m6KWRHrbbdQm8XryNFya2CZAEODnreWBrIzKWxbiyu35A12TxsLl2XfQoo0eOdwfOGDJ442s2QN6zMGM45ZM2nVmOrSJx0+r6H8MeY7/gQceoL1dzlsXFBRQVRWcljR64qg+E/fFMuyJJu5TJu/1VNxXeKiJ1uRM2jKDN2SlYU9vxX3xkvcgXMyXrBDzKc16oNOwJ0Fx35iDdSTbXRwcWURLkvzrnGoXTkrcB5DhgAYTsoemDKckM/VRGvpAQNxXdPQY7WYT5QV5MdP60js6sLjduGypYeK+0GUIT+fLEMLT+pTivhxcZFfXsjNnOCCQrpOL+wBSjX5ocaGRJJpNSYG0vg55TYpFntiXYhVlhjM5Vhe2mgYqTPndbV3iPgGJfF8rjtxUmusU4rkIyXuVI0fgs1lI3lmJ6URz5HS+KOI+Wc2ApfNBureddq0Zr0YXQbg3dMR9miYn7XozIhrVwGcQot8MfE4XtLe388orr8jarr32Wlnb9xY8ENecJxFxXzzDnkjiPqWYL39LRo/EfYJf5Io3lrNy7kUcmxq8AfaVuC9S8p5S3DdmR7JMzDdup1Vm2KM06wEo22NOWNx3NFNPZpMbi19iY4n8xj+jXNcLcR98VhS8AS44DJ8WaoND64LAomN+lucFBUznnPDJ0vogkNjXovdRk6Th83QjSxrc4Wl9psATxj2r1jDnwH7++dWbWalViPsk+ZPJQsnBGq+F4sZaDmfkBMR9zhBxn9HBOrt8m4s0HQxbs52X5o/CpTcwO6WDzXXymhmZDq586320kshD825mWr6THYfkn2lykYtdew3o/YEOeNxYZIYzaeM8NH3aRHlKUEhYOgsqlga+E3fUvcmbV3+Zio8UCX4XpYYl760uLODwtRdSIK1h4t9fCE/nuzg1qrgvSXRzb9sK3r/mS1R8Evze9J+4T0/N6nb+uPv3/HzElaxOHU/pHA37NoaI+2YKAyvuO8mkvd6K+84aa+fnf/sdfx1zEW8NmysT8nVvJxP3qQY+Aw11qP8Mh6TV8MefnUtDTlL84tMUjRlJlI/J7ddjFJ1oYNttv2Dq/vhivVB8NLWMz4uHx617askSrv/6Nwid2hcLs45U8O7ff8XYmuMJ1beYrPxk8bW49LGH2n8+82oemntTzBqLz8Ubn/2cRbU7w9Y165JYkxLdmOVHmZdTr7FGXR+K9DUVADTNLUmoPhQSYJK8aAbQwKdVZ+WqCfezKXn0gB1zUEGSQJJwao3cNOc+3ipU5+kPVqgd/xmMMbtqmby+Zx3V6YaZWw5zz9+XI/RBKl8s1Kan8NfLF1Cb1jNxpMHr4ytrNlFcG9vJTdQEfoo6f2Iq9M3DR3HPFbdSkZ0fv7jrXHxextXH/j64dMYApRGDAXToTDxdcim7UkdEXD/CVc9X61ZGXOfs5Pgvcu7hJvsGkCT0kh+L6MEodWZJiG6Mko+0DQcRfH6cRVk4C3tm6NOhMfKjtEtp1yQ++6Ev0Kaz4NbG1zGccZAk7t7/Lrce+hiAWnPaGaknOlOgcvwJcPzxOH+IHMATn+MPD+BJhON3KmqUnH6XWc+Ig41Y7B72Ts6Ly+n3VwBPV1ssw57kaBx/CKefYteGc/ztGozOFrIa2tk1rgCbXZMYxx8ywp3mSJDjV2jEMpwkxPE36jUs2rmP8oJcPEkpMQ198lpaSEHgoDUFf+eDQESOX2Hqo+T80xWhPV1t1sZmilrqWDN8HKkKQx+ANIOfVpeWMc1V+AUtjTlZstAekAf3QIDjl/HNySL6ejsjnHXsShqBT9CSlCrJOfQMDdbqJsySlyP6dEySj6xMidZ6kTaNiXxfC5ocC8cbDTTPHInGpMW4v55Mb3vPOH5JCgT39DikRxuB49fE5fittS3oJR/HjQFzoz7l+GNw+ko+H/omcCdRc56u5XxnI6KgoSPLpob0DHKoHH8CHH8kzl8Z0pO2KVfG6SvNeiC+YY/SrAfCOX4lnw/hhj2FW9M4NrWFY1M0JLUL2FNa4nL6/RXAA/ENe8p2W8I5fkUoz+Q9JraOlT/wTN1rYPN0C2ABfEwv18fn+Cu0rB0VvGHPOSiwWhHSM++QkuOXWDFMy5jKWmx2J5vHFXH2UTGc48+Wv+ktqfGyLMPIZ/PK8Oh1LGlwxwztyfV4OKfDySqNEY8+sO9FHgerCOf4V/sDbd9d9jb1U8t4JykoVJhncLCuQ77NXLODTR2p2PwGDrVYmJ3iYHO9vGZmhoOtVWaGHWjAoTPSlpwrC+2BYHCPIIlccXQttWePZ8/e4M16wjgP5ZstbGBE55Q2ibHTRTmHvtDA1uUCJhFcGjt6yYfuPDP7Pu7AofHS7HMw4kITFZ+0k2lt4Mn/+ymXP/IMpj1NCXP8SBLv1j3Dr268m63Lg/+WiXH8Zio+U3D8ZxvCOf51wQeI0rk6ij/cRbrXzrKC8wNtfcXxK0N6pvjlHP9kf2IBPHE4fiWnn5g5jwf3hnoOpOSzmwDdNsEk5/RVjn/wQR3qPwMhSBLDDjWBIGBPGdihzoGERpQwur3xC/sI33ltGV9/67Meb+fRJ/Z8XZOaSm1KanennwhOpKTh0SVW32hJ4VB6btwh2P+Nns3Sotjz+SVBw5Lq7ST5wqcqSoKAKGhI89pJ9UafZtk1tc8r6LBrTDg6l+t1ybR1DtEfaDDz4K9/zbqvnB/zfMIgCPwp5ewBHep/PXsufyvo4Xme5sh0t/HUpifJc0Sf3qli8EHt+M9AZNR38Jub/0N6ff/NbR8MyG5o56Nr/ojRNTCd/3fvuZIHvnFFj7e7bON2/vWHvydUa/R5+eE7b5LiTGyO/sszFnDclpHwuZxzaAffWvdO3LrRzSdI8cQOuLl79jc4YYp8bI0k8peKv3NV3ZqEzy0SkrZW8vSdd+EozkY0Jf5ABPCxeVz3w0R/Q0DCKA7cQ+hgQaMxhYem3Ey15eRClVQMLFSOvxccv3IZYNTE0Qq+Xi/j8yH+vP3EA3hic/zmFj062mmzBd92BpLjD+XzIdq8fTnH36bg+JXz9pWBPADpraD1tFPfaetqs2toVnD8afE4fsUyQLqDCBy//C050Xn8DXot6XY72a3tNGRlx+T4AbK9fsYcOsiuwmG0mi1hoT3QyfGHtGWKPgS7g/qkwJC7MrQHgnP789qbSHfaOZGXT4tXwfHr/bS4Am1jm47TkZHKcb98Nkhgbn/wc9osIvY2upMIk5Olbs462efAoTVitin48XRBxqlD59x5hQ6ga/59SoEee0YqpqZ2HMeCD0SxOH5BkkgTHfjyUnoR0hON4w/h9DME2bItTWLcsQPssg7D3mkalDDHH8LpJ9lOB45fYLijgUZDMpo0Q2I6ALuiJinYJokiT/7lJyrHP4BQOf5ecPzKZYAH5n9PztdvzZDx+RB/3n5iATzpMTl+rddP3s5Mjk11AUHecqA4fuWcfYg0b98i4/iVgTwQPm8/NJCnC9P26dlcagYCN/tp5Xo2jpHf1GdWaFk3OmTe/n4Fx39AYJWC459/mO6QHoCFRyQ+LdDw2ydf57UlZ7FpXHFgHn9+CMdf5WNZjoLjrw5w/GQYgYwAxx/yMHZuszy0BwLBPf+eMKV7OF4Z2gNwtl8e3HNN63EeePovnH33T3AYTWGhPdAZ3NPWqYcwwRxvB5saFBx/moOt1YG2w648Rtk0bD+m4PgLnezc3zm3X5K4KWMvrK7ipaJzACgb5wnhrAPT9sZN8sn58blaKpbLKYKSc8yytpJFxu5wnQdTN7DyyxdxLCWL6veCD9yxOH6j5OWJun/ws69+i4plwX/vkgtSqFguH00pWWJNgOM3Ur4mZN7+fJ2M458wR6BqdQd7beDQBr5vCXH8M+U+CGOnif3H8cfh6xPl+A/ukrh7y5u8VzCDI+dOjcnfA0wY72XXXvlvo2ycp7vN55P/9lX0P9Sh/jMIBpeXP171KmmNZ74vdtHRBgpPNGNyDYwXu8HrI7e5DWtvjidJZLW0ofMnKGISBJKcTmyOxLLka5JTWfKNHycc3CNIIoY459JsSg68xccaEBQEqkwZbE6PPs9+VnM5ZY5KtFLvBVwPTLmZR3/yEzxpiXtRuNFxVdYtNGkT8ww4WfgELZ+kT8ZxJlvTShJaScSlNfDNs+7ivYKZp/qMVPQSasd/BkEQYcWlpTiSzvx5xKUHa8mvacGr08Yv7gN4DHpu+NFtrJha2uNtBUli9Q8eJ7+5JaF6jSjy4e9/xe2frUio3q/R0GayJBza88MVrzOh/mjcugJ7I79d88+YNfUmG+UphVHX1xltdGiMmE6C/07bdAjB50e0GBKfzy8ItGtMiAkaIp0s0rx2JtiPDcixThVuOLKcspYj6EUffs3A/O5U9A/Ujv8Mgtui5/XbzsJtPPMZnI/OmcDGqcX4B6jj1/n8CXesSkgaDbfecwu1tsT4S1Gj4aEvX8MLc+cnfIyJJ47y0TO/IKOjPW7t6xPmcCg1vtOhU2dgZ0ZR3M+9pHY741ojd3qHLbkcNmXToe29uv7XR1/lwe//FICmuYmFGeX5Wnmg9ROMAxTLm+dp5rzmzwfkWKcKK7MnUmNOx6s58+8vZzpUcV8fifuUbUqxH4Qb9PRFAE+gRo/R14rR5aM2PyVMyAfxxXwnE8DTO3FfkHdXBvJAbHGfRpSQBIEUu0Ym+EtNQNyXqhDzpSco7ktqaSS/oZW1E0cF2pTiPncEcZ9LpMEQIsJz+8PFfYoHl0yF4C/TL9IoKMR9CsFfBn7avRLFTfUcTcskSa+RGfpAeHBPmjaCgY9eHtyTavDT6pTX2Mzy4J4Ui59Rx47QZEzmmCWLlCQxXJyWImGsa8el0dOhNZGUikzsB+GCv1BxX4GvhYbCHKR0C42YSd4VsCmOJe6ziB6KfE0cLyxITNzXGHrsnov7ktIFHM0iYsi7VJi4Ly2CuC/11In74on5upaz3K00GpMjBu5EFQCGiPlChXyR2lRx38BjyD+69ZW4T9mmFPtBuEHPyQbwdKFwaxoTt62luKKB3zx+YZiQD+KL+XobwKM07FGa9UD8UB5lIA/EFvdd8vEO7nruMx794bfZXBK8iU+viC/um7VfKwvlmXeQhMR9+zQ+Rjs7AmE9EC7uOxFZ3PdJRoDznXrwKMM9epaNLuheHxD3yS0Bz2kLBvdctm0rGampvFEwSlZztsLUZ6HoYLVk4dO0wE1zgSgP7YHO4J72YNslQi2jNu7jlYlnB69Nageba4M1MzIdVFZ4KGs8yorCSQBMK3Cy42CQx55c5OI/VSPxaAPXoqzEHSZOGz/Jy9de+hfvZ0znf1kzKZ0JFasUIT3zdFHFfRVoqTsnm9KJNt6ZspD5v/pZoCaWgQ+wHRMlF4vdAUEAJecnh4v7zrVSsSJoFlWyyNRjcV/pXB37NggQkg0wdrbAvk3BfYydCXs3yzvfcTOkcHHfdoW4b2oEcV+ImG/8JF+vxH3xxHwTJnhp3NrO79c+wc8mXsvq7Anhwr1I5jwKMV+okC9SmyruG3gM+Y7/TMHrt57V7371gwW7S/N54arZ+DUD5wW+c1QBO0cVxC+MgslHKik0psHoxPdh8nrRJioIBJJdTmYfqcA9Pn5ITIrHydzj8o4/Es45voO7dr7PqvwJUXndrk4/OgR+OPI66g22uOcVCYXeJjQHKwEbrvy0Xu2jP1HiOMH4DoFabyrN+jMrDKvGnM5Nc++j1pR6qk9FRR9C5fhPcxgd3oCKX5KQBrAjPJU4MiKTf3/xrAE95tSKY0zuYTJfKJ5bMp+1pT1LbfvPzFnszY8unFNiZEMtf3zzeaye+G9QR23ZfPOiO+PWvVs0g0sveySmmCvL1cLf1/+RsVF4fqDXnT7AH+r/wxcqAkZAPpsFnzW+cv58517erE3MNOlkIQoCXkE3YGZBAwWtJCJIIjXmdCRB7SrOJKgcfz9x/L3RARgj8PfmVr3cnEexnF5nR99hoilfwNPJJ59yjj9ZwaFGMOwJ4/gV5jzKUB5be4DPT2l3YXZ5qM1KCQvlUQbyQKdBjzV0mTCOv1HB8WdE4PgLjh9HEgR2jA50xIlz/JqQGlHG8WdG4PiVpj6Zfj8tkqY7tAfCg3u6QnsESULv95GsS4zjb/ZqEZCQOpXv6ToFx2+MwPGb/LLgnhSzn452KLLXUW1OQ2/Ty/hnCHC+jmaRSe1HqDRl4c5K7hHHnyS68Ag6GJ9JVWEh6avL0Xa443L8KZILe15G936gBxx/2PlF4PibQ5bTBOxyBu605/hzzE6yqmvZlVoUtUbl+E9PDPmh/v7i+HujA8jZkhXG3w/bliZrUy5XAqPWmTgwK/jwcko5/h1JMj4fwg17lKE8ykAeCA/lmbrXwOZSH3f+aw1zNh/i5j/dEhbKowzkgQCnv25UiIHPAY2M4597EFYVyW+IC45IYRz/B7MCKni7pSccv4dPMgNvpykdDr5ZfozjyTrWjA3Me1/S7GJ5spzjX9Lq5FNz51OHJPHI59upq2vimUXndtcs8jj4TAg+mZwtBkN7EAIc/xqX/GlmvsHBOnuwbY7Fwa3/ep69WYX8cfZlgWuT0sHmOjnHv7XKzJ07PqDNYOaVsYuYnufk80PBN+4pI1zs2mdgB8MBmFjiDuOox5eJ7NsgMK36KLU2E7qzrT3i+APwkjknk1euvZaz3vgjmSv2xuX4AUou9vWc419sCj+/BQY5x79AR/m6wPfK5usgf0FSJ8cfxOnO8SeXOKjd5mR3bnROX+X4T0+o4zenKySJ4n2BjPehMH2vC8989Wzu+O2NA35cu8WE3dL7KWl2s4lWi5k2szl+cRcEgX25eXwyfmLCmywp38n4msQoiQ/GTGN9YXTznS44dQZMvtjz8PMcjWS6WmPWvJi3iAOWvITOLRTXtG1ipKcebWcgUyI8f7a/nWnugZlXf3/lO4xxVA/IsQYS7XoLK3InnerTUNEPUDv+0xQTN1fx+K1vMGpPXfziMwQGT+CNy2sY+Aedi9bv4kfPvdfr7UWNhn0FeewcMaxH29Un2ziYnZNwvUYSu33z4+F/Y2exoTC+IdG/xi/h2bLzYtY8vOs1bjm4NGZNkbOWAldjzBolBEniso4dDPc1oXEl3vHPch/hkZYPe3Ss3uKFnIVUGRMPSjodcPOhpSR7z3wH0KEKteM/TbHzrAJ+/sQlHByffapPZcDw8BPv89gv3jwlx7a43GS2nlzaocHnI7+pOX5hCIxeLzevWZmw3e/SsZPZm5OYIDDd0c7cY3vj1un8PrRi7OP/dvwVvFS8KGbN3cc/4LransUaS4LA9Xm3scJSirbTLjmRjv8TUym3ZF7fo2P1Fvst+dhPwqBosEHv9zK7cR8mcWDssFUMPFRx3ykU90US+8UT95la9biTPIghCv54yXsQX8yXaPJeJHFfqGGP0qwH4hv2KM16IGDYoxT3CT47GkmiMc3aWTNw4r646XwJiPtGNXdgbWlmR+dbfyLivjyPh7EHD7J+5GhchgAnGmbg0ynu617GR4tfgxiixI4k7tO32BnXcJw1w8bi02hJ0/lkpj5pnQY+45oqEZDYkz68M51PbuATKtxKsUY28LE3g1H0IiFgSNf1SNzXBcswE0fHjsbQ0I5ty+GY4r7utmx9v4r7NJJEjqeFjpw02loU4rnTXNwXPZ0v8eS9SMvKNlXcN/AYOuRwFJxKcZ9y+f75348r7hu+OZWHHv0z/7ntLD65fHygLU7yHsQX8yWSvKcU8kG4YY/SrAfiG/YozXoApuw1RhD3dQmEAjfyfhX3DQ8R9x2VWJEfqJE61fU9FfcBJDnc7My1cSgt8Ha4pCmKuM8SfOo4R4R/T5iGGKLqX+SWJ/ad7QuK+0xeDw9U7ubzVoF3JwSnPM7XO1jXESLuMzvY1ZHGBq2ZhlYrkqBhlkLcNzMjIO6jNnDsrU4z03Od7DgkN/DZtdfAZcc3UGNKpX3OiHBx30Qf+zZIdN1uxs4QExb3WUQPv2p4g3+mzKPlprN45dprSdpbxfyf/iymuG+Ut57LHLv46NovUbE0+P3sa3FfpqeVX1b8lcduuZd9W+RPkH0p7pOl8U3qR3HfXj0Z7jYajSmRhXs9TN6LtKxsU8V9Aw91qP80QUZNO0gSokbgg69MZNvs4af6lAYUWY3tTNsRP1imvzD2WC3l1z9C2aGq+MVRYDeZOJTbQ2pGEGSdfjy49Ab2ZBewtXBk3FqHwUR9UmrcOdpbc0azNSe2B8Gims+Z2HIkZs2X6tazoGVP3PMKhQjsM+TSpjGh7eL4C+IH9VglDyP8TQj074Bmg8HGlyY8SKtuYFIA+xvDOur4z6rHmNp08FSfiop+hNrxDyKYHMG3jFt/u4rr/7IOCMTt/ukrrzJtbUCl/NaNU2nMObMcwuIhr7aNRWsrTtnxa9NTeOS2yzie1XvnuCSXi2+9F1sAFwnf/vgDfvLW6wnX1yWncsIWv3PUin5+8Nl/mHYi9k1+eu1+JjYciVlz/1lf4/9GXxCzZnxHJUXOnolRXRoDT6Yu4pAhq1vc50sxxzXx2WEo4DvpV+IbiFtcgmLK0wH1plR+OeEqdtmG1ovFUIPK8Q8ijj/SNiMnjsaV7CWruo363GRMdkOPzXkgPqfftwE8ipo4hj0p9sgcf4uC42+z+GXaBmUojzKQBzo5/pAR2DRH33D8mU6JBlOwLcMVn+Mv6PBQfOQoa8eORhQ0kTl+n8LAxydibGtF6xc5lpEZaIvD8eeIHqQOJ3XWoFtehsZPkz9Y08X5T60+RGVKJg3WFNK0kTn+soYjeLU6ytMKT4rj70JPQnoEJAySD6+gw5Kp48jEEiSdlvTV5dis4sBx/MqQnvQAx5/laSPdZ6eqoCCCgY+g4PiJyPGHXq/k04Hj7wF/n0iNyvEPPFSOfxBx/JG2uW/eQxyZ2sphANoo2pbaY3MeiM/p910Aj9ysB+Ib9kzeYwzj+ENDeQRRYkqFQRbIA+GhPDMrtOEcf4WWtaOCN+w5BwVWh4TyzDuUGMd/VGhieF0TK6YGpr8trvSzPD/481lc5WdZjpwPXVLt5ZOs4JvpuaLAv+YG50VH5PjbnCwP5fjtTlZky1X6i13hHP8qMbh8S2MNl7/+X6645YHuNiXHP9fsYEOLhQ3mMvACLTA7OTLHv8sfGOb3OPRROf5fbHuOzRljOLBkegyOP4CxM6SEOf48Xwv/V/sCD2Z+Cfslpbw9fTH28QWc9cYfmWupjsrxz3Yd5jttn/Lozd+hYmnw+9lrjn+hgfK1IRz/vADHn9Z6gtyOo5RfWSD7jNDJ8W8OWZ4Be7cqTH6mS7JQo3FT/b3j+HcpuPiy8MCdeBx/2QQPc95Zxsd50zhmze4Tc55EalSOf+ChDvWrGPT43SP/ofhYz+Z/9zUu2rCLX/31jVNybEEUGdFQT5LLGb8YOJSRwxU3f7fPju/R6uMG8exPKaAuTpDLYwde4Nqank3na9JYeSjjcg7rA6MdpurAa3W8KX2VujRet05BpH+H4dfbSvhbfmyPg9MFetHHkurtpLvb4xerOK2hdvwqBj2Wzy+lLfnUzpN+5gsLufA33zrp/fz3N3/h2lXre7RNssvFst8+xsLyfQnViwgJ885//9+T3Lf2fzFr7tzxAV86sDZmzXOjzmNN9oSYNRtTxvTYuc+t0bPdNBy7JvDvbzrRAsTv+Kt0qfzHOq3fO/5MTytGMbar4ekCj0bPtQu+z/a0+MJQFac31I5fxaDHuxdM7p67f6rg02lpTjn5c1g9dgxHs3rm8tZmsXDDHV9n9Zj4LnsABr+Pf776NBOr48+CeGvsLNYMGxuzxuxzY/T7YtZkO1uwemOPSLyZPZtNKWPinlMoUv0OvtS+DZs/MDxvqgoM7Q+WeN7fHvwX19WuOtWn0SfongFxBokVVUSGKu4b5OI+ZdvIiaNPA3GfnGePZNgjF/dpw8V9nWl8tjYnfq0GrWSWif1gYMV9yc2NeHVajmcHOpxepfN5FOl8nsTEfQ2KSNyI4j7Zso+8E9UcTcuk3RTQEGQIEcR9Xvl+oxn4hCKauO+shv3UmNNoy06PKu4z+934NFqMaYkb+FhFN+M91ew25KPJNtOgT6a9rBBDQzsFlcejivs0kogGCXOOkfb6kO9nH4v7kn1OvIIOXaYhgnBv8Ij7lEK+QE2IeE+SGGay42vxUm1OD18fuo0q7jvtoYr7Brm4T9kWEPu1yGoGl7hPbtYD4YY9k3abFOI+eRIfBNP4nvz+f2hLNvP6l7/C5hL5g0kkcd+60fIb9uz9fSPuG79qI1VZaXw6bT4QzcAnjrivzsNGk8SYE7VsKx7OOc0elqeEG/gst4aI+9qdrDBamHXwAJMrj/K3RUtY7HSwUhusWaQQ9y3AwdsZnaMDnZd1vs7BOkeIuM/oYGOLhUk1R2i0JFOVkhHdwEeSut8Co4n7hGYL9SYTWUaiivte2P0US9Mns/ELi3qUzreNDMBNybk6ttoNbP5FwMTn1sf/TPl7TRT7GjFKPhxfGkfFh22M9dRwvmsfo7wNrLjqUqT3DvCxdTwOjbHPxX0QuBalc2HfRoW4b+bgEfcphXwgF/xpRD95o70c2+GlIiXQpor7zlyoQ/0qBjW+9YtrePybseeHDwQevfUy/nHZ/JPez+zyg7zxmyfJsHfELw5B2fFKluzZnXC92ePG5ox/jJ8ve5Ev7V0Xs+aVD37DN7a/G7NmZ1oxNebY3gE/HHkd72dMj3tOsWA6ES7uu9q5nbM9hxAFDaO89TzYtoxibyOrTSNp0xq5sW09t7Su7XMuPtPTyhX160nyJSa6HMwQNVqqzelUpCSW86Di9Iba8asY1PBrNbSmWOIXniZYXzqK8390Py3Wnn2mf569mKu/kbi48A9vPc+jH/47bt3tl9/Di5MWxT72hPNYWRg7GvgrR1cxqv1EzJqj5mwaDD0byp3mOsZv6l/v7rS7On6fzYKkC9y+MsUO6jQBQ6srHZ+z3VDAg+mX8x/rNCp16TyYdSXjPNWUemp6dOx4yPc0c0PtZxik2PqH0wFnNVZgVd+8hwxUjv804/ijmfyE8v6mKIE7sTj9kwvgCamJxvHHMOxRBvJAgOM3dzST0u6ifHROWCAPdIby9JTjVyynK/h8iMzxjzp0hEablQOFAcvdhDn+kLZMdwSOX6/g+L1Kjl++DJDpF8M4ftkyfnwONxLCwHD87QIzGys4Ys3BlZkSheOXGOZqpEmfhJBhSpjjTxZd5PjaOGjIwpqpw17roeHcMiSdlqKd5XRUuRjnq8MuGGguyKbweBVtGhMndAHzoi4DnynuSo7qMvDmpvQhx9+1JEUJ4Oklx9+m4Osjcfp9zPFPbjlMbV4uNU6zfP1J8veJ1Kgc/8BD5fhPM44/uslPS/fysK1pYYE7Y3Ykx+T0ex/AIzfsUZr1BNpiG/YoA3kgwPFr246QXlPL5kvOCQvkAZhRoes5x39AYFUIxz//MHym4PgXRuD43VY7VWl6thQGOr2EOP4aL8tCOP4ltR6WpRv51rtL2V48nIbcIpYpOP5zWxQcv93BCqOFcSeq+NOL/+L2W+9AsFhlHP/ZPgerpODyQsnBGk1g3ns8jv+7q99k2ajJbMsbGZHj31ZpZt6J3RxKyaU6KYNp+QqOf4SL3Xv17KYMgDK9OyLHf3Ctj++Xv8Q/8s6l4fxxPeL4wQzYKVliofy9Jj799WV4cmx8Y92jHHyviWLXAc537+fV667D/PYuxvhaqLBOp1prY8wl6aS8vYtzW1fxu7TzkC6zRub4V3rkx47L8espXx/8rpXOEfqG448U0jPF3+8c/z5xFGU2L7v39W0ATyI1Ksc/8FCH+lUMWny0eAJ/vu2cU30aALw9fwpbSkf0yQ64JngAAFQZSURBVL7mlB+kuLahR9s0WZP4ZHwZHsUsgGiYdaSC88o/j10kSUyuPUKGoy1mzWNrnmdOTWIeAtHg02i5Zdw3WZM6rkfbpfidWEJy4UWdFk9WMgAaV6Aj/tA0liaNlZG+RpJFN3PcR/hJywfc1b6aUd56ftj4HuvMIzmi79k0yni4uXo53zj+QZ/u81TBr9HiExL7bqk4/aF2/CoGJXQ+kcITTQFF+SDA1IpjjD8cm8NOFNfefxfPnzOvR9vU2mz86tLLqE5NbP76BeWfc/2WOPPLBYEbr/wOn4yaErPs0i88wvtFZ0Vdn+5u48+bnmZMW++TC6PhjtZV/LTx7e5ld44NNBoEjw+NJ/gG/njyOdRpk5jsqaJdMGKVPCx27ccievhz2jn8K2U2bk1s98GeosaQyglj/DCkwY7Lj6/jwT2Jh0CpOP2hcvxnAMevbCsuG9Mrjr/PAngUHH+8efsB/l6+TU6jnzH7D7P2rFGIWiE6xx/C6ad1CDQpPHbSOsLn7feG4x9x9BhOo549xflAD0J6+ojj14gSZo8Hl0FPmkRsjl/y0yRqEZCQOp3rIob0KDj+dJ2PFnewLdWYGMfvbhUZ3lFHlSUDvU0fkeOnwckoZw37LIXo0/UyTh26OP6Q71pmgOO3iB60kkS71khSpo5mj56WWaPROD2M2Hcw+jx+JESEbo5fACQgKVsn0xJ0H+ukOP5o/H0/cvxxAnh6wvFnuVuw+Nw05WaFh/SoHP8ZCZXjPwM4fmXbvX/+QUIcf78E8Cjm7EP8eftT9xm6A3m6MGO3lqppWraPD3QGETn+cp0slGfWfi3rRik4/gMa1oQ4kM47SK84/mUzc/DotNgtgU4voZCeKBz/X/72IrWpKaxdckHCHP/Iulo+/u2vuebrdyPm5MXm+EUHazzyp5mwkB6Tg9ojdv7+vye59+Lb2Zs1LCykZ0amg2MVXu7e8S7Pjj+PyuSsyBx/uZFtBGiQspLIHH/HqnamN5ZzIDeXYbO1VHwm13SUzNfJuPeSxSYqPgr9DnsoOdfKGn0hO669lrR1Fdy4cm/kkJ4Q57mSi1I5/lEjd7V8xrO2uXBxnkxLAFCyxBzO8a+Wf9dKFujD5vF3rKin1pCKV6OjdI5m4Dj+yX52h3D8EyaeBMe/Vw9kBZat8nn7Ksd/5kId6lcxKOHXatheNuxUn0Y3mlKs2C19kxewavwYNo8q6tE2VWnpfOXub7IvLz+Baol/vfxnFh7cE7PKbjDx77J51Fuiv2UZ/V5yHC3oRH+MGg9p7nYESYxac9yUyd8KzsehNUatiYQv2D+nyBvUQ7g75+8bTwRft3WSH60kInSObwiSFKCIOgczjZKPxY5y9FL0z9BTGEQf/yh/mqn2Q322z1MBnegjx9mMNsa/r4ozD0P+jV/F4MPMLYcprk1lR3EKHsPg+Ire99pS9hdk8878ySe9r9fmzwJgSaM7TmUQbr2ebSOKAguO2IYxGknicFo27UZzzLpGSwr/mH5+zJoTSRncvfgbMWtmNlTw6M6X+MLZPybau0SGtw296KfG2DOP/avtWwA40pnO5+zs+E1VwY7/i65dWCUPx32zmdqxFa+gxYsWn6Ch1T+ZsY79aBDxCH33XfIJWh4Y9VUOm7L7bJ+nAsM76vnHhj9x94yvAz0LUFJx+mJw3FVVqAhBcocLvdePRz94VMb59S00JfdNUFBBYzNGrxf0toS3SXI6uWnNat6eOg3Msc1/REHDIxddHXefw1rqsfjclGeenFvb7tThPDz5qzh0RiCyO96VdeuZ3n6QO8d+vUf7vj73Vtly1xu/KeSN/2bHJjoEA2+IE7nYsRstIlpJQofIW95CrmwLJAt6+lC1Lgoadib1zSyPU4lqczoPTL2Vo9ZsiuOXqzhDoIr7zkBxX6Sa4rIx4UY7fWXOEyOAB+Ib9kQS93WF9HQhdaDFfSEvyxlOaDDLudmTEfdNOFaFyevl6LBhCYv7jF4fMw8dYldhIVqTKWZIT6bko80LXq0WOsV96Ro/zb4Qcx6tn4zaOtKcHWwqGB2oiSDu0zd1MKblBBtySxAFTRQDn+BnTEkSI4r7vI1etJIfh9YYEL0lKO6T1WTqqBw5Ap/NQsq2I2TgxF7rYZKvmiqNDXd+are4r3ubbD3eOhdT3JVsNo3AnG3oE3FfWpqIoa6dWkNqYH0k4Z7C1CcpFeyKa5NkO/XivpjL/STuMxnaZPeoV155RRX3DSCG/Bv/mSjui1TzzT89LBPqTdht6RtznjgBPBDfsCdU3Ddh3wkq89MYJaXIQnnOqhhAcd9hiRXDg53b2Uf9fFqgkYnGIor7csNDeiKJ+8rFVHR+P6N02sjivqTQkJ6AuA8jfDRpSuBYDmfMkJ7rm47x/X/8lbnf+mXwcyrEfXPMDtZ48kn1dnC8OdA+OyVc3Nd0SCC9up0tXgsIQkDcd1Ae0iOur6awo4Gl+dMC4r5tCnHfJC/lGzQEaACR0plCQuK+Ax+28njjW7yaNJ2tphGUnGvl39+5AndeGrP/+QtmFngof6+Jczq2YBX0rL/qQvZ/0AJApt+ODw18oRDnByf4Su1rvFLwdUZemNZ7cd+64IPJkuktXPSft/nu6JsBAuK+TbJNGDsT9m4OfmfGzZDYu1XeAY5ViPnGTY0i7lMa9vSRuE9YV8UIex3vFc4MC+XpU3HfPnlNXkZV2D1KxcBBFfepGDyQJB75zTvc889PT/WZyJDsdLP7q48y9mh1n+zveGY6R3Ky+mRfkVCXnML9X7gpbp3daOa4LTNmzdGUbF4rXRgzo31WQznXH1kRcz8XNW5lZtv+uOcUCgGJOm0ybqGzM9IIuLMD9EjoUP9r5sksNY5BEoTuv6/bV/Ml5w4AanQpPJD15T41qDluzOzu9E9nTGk6xJcq157q01AxwBjyb/wqBhEEgTt/dwN6r5+CxlN9MkG4dTp+c+35nMhI7ZP9Ld65l+H1TRyfHN0UR4m85maeef7/eOjLV0F67M7arTOwrqg07j4fWPMGy4onsTV/dNSaotYakr1OdmZGZ4CfG3Uez408N+ax5rSVc9iUw8aUMXHPqwt+Qctv087rXnblpYJWg6G2FUN9OxDg+5s0AX4n9BP/NPUiAEoAr6Cj3Jib8HGHEl4ceQ4vjhwc7pgqBg4qxz+UOf5emPP0NIAH4nP6qe0ROH5ljV0jC+SB8FCefuX4TQqO39V7jn9kbT22DgeVhYUJc/wGn4/i+noq0zOw6HThHL8UXC7wOWn3SLSbgh8snOP3UXTsGMdTMqi3Bt6iwzh+g5+M2nps7g62ZY0CwGaOz/GH8didIT3dy6lE4Pg1YRx/R50PLSJ+NEiCgLHExvERw7BWVGM5VEdSjiGqgU93W6eBT3C5bwx88mwu/A0e6gydYUAqxx+1TcnnQ/g9SuX4BxZD/o1/yHL8uyw9NueZuMfc4wAeiM3pA0zbp+dYehNPPvQKP/reF9g3Jo/p5ToZxz+9Qi8L5IFAKE9fcPwrR8hvXGcfEWUc/yX7HLTZG9gytqi7bfFxX2Icf3aQ21xS42VZupFl6QEV/ZJGd484fqyBm+Jih5PPNAoDnxCO/4HKCuorW/nwrLODn9PgYJ09hOO3OPjIWAZuAn/AbFsHm2vlHP/GhjwsPjcNrsB5TisI5/gXvfkhzYYkXi5azMSx7jAee9xkH+XrQgJtZiLj1CHAoVcsC2pOSs4x0/BBNS/VPseP0y/lvcsupXRECv+55Iss/MH30bc7Kb0kPbKBD3Bn22p0iCy95nIqloaEUV2Q0icc/7BpHbSubmFfcuDfZOxsoc84/lCzHogSytNHHP+XX/s3O1KLeHP4vL7l+EM4/Uh8fqR7lIqBg8rxqxgU0IoiWycO51jB4PM+H1bXzA9ePLVhLFaXi4KmJjRidJOcLmwYUcIL0xf2yXEdehMN5tjTDqvN6fiF6LcSnSjyt/Knmd5+sEfHtmtM/CztIg7oszj0jQCVMOzZFejbY/sYAOzXZ3FU13/fpUpTJluTR/Xb/gcKlZYsGkyJTytVcWZA7fhVDApU56Ty2L0X4bD0zNltILBveC53fveGPtvfnR+t4J9/+b8ebTN/fwUrH/8FKc74nR4QU4wHkN3Ryif/+jFGnydm3R27PmRJ5faYNW8Mm8drI86Oul5AYnPy6B6b3XgEHWvNozg0eyItM0eBKDHib8sT2na5uZR3LWU9Ol6iMPvdmEUPmhhOhacL/m/0+azK7p/rpGLwQu34VZxyZDR3MH9DzxTfAwlJEGhITe6z/R3MzWLT6J7ZpWwqHsktt91BiyW2ec/0Y4eYdvwgaQ57zLoOvZEXJ52NW2eIWVdobyDD1R51vcXnIs0TfT2AV6Plb/nn0aRP/Bqm+p083PQ+RtHLobsDb/umqiaMta1xtgwgz9dKstg/HvATO44x2X6EVF9H/GIVKgYhVHHfEBH3KduKIor9EjDniZu813NxX0GNl+S2RvaNyVXUBL+aqXYhMXGfol9Mc4SL+5TJe7HEfRpRYkSziwaThrYQr/6AmC/4Vp3p7q90PpEGjbwmU4yQxtcp7ktyu0gX/BzXmpFCht8jGfi0eOT7TdOHi/sip/MF91to6CCltpF9KYFcheRkSSZoEySJtBQfrU1CNx2QlE64wC5DbtiTlgkZJ+ooTy2kaV4JSBJFOyvoqAp25km50cV9UzzHadJYaMrP6XNxn04SSUqHlhYNXQZJg03cpxTzdQn3DKIXrSTi1BpJThbpaAO95ENEg8mmUcV9QwSquG+IiPuUbff86eGem/PsMSWQvNdzcR+Snp2zbLiNIWI+RRrfjApdRHHfutHBG/Ts/VrWjpI/HMw5KLA65OV63iFYFWLYs+CIFFPcl9nSzqQDTWwcrmdnYdDadlGlj+X5QSHUOSd8kdP5Ioj7slrbOy17rfHFfW1OVhgtXLDzcwQJPpw0mcVOR5i4b7W/c1lnYYHgYI1Lkc5ncLCuPdh2vq6RxmMeDqYH/dlnpXawpSZYc1aWg+1HTTLaYGqBg50VQTrGUOxj795kjlsCt5Ky8V6ZoG1URw1jJrfy2QYrRzqH+kvnaKhYIf8elSw0BEV4kkTJuVY2LNWx488XcOKq2eS8vYWrq3ZQ/k4wsKf0C5nh4r4PA72o6HViF0RSLsvoF3Ff6Vwd+zZIBMJ+B4G4TyHcU4r5ysZ7sK3cz1XHVuEXNKzImcTxcyey6H+fMKnlMK16K+9+5YusPxScKqqK+85cqEP9Kk4psuvbAHAb9XEqTw0aUpPZNmYYO0ednJ99KL7zzsc89cwLPdpm0b69XPr51rh1mfY29H5f3Lqiljq+sTm2YNHqc/PJWz9gTHNV1BqfRstxS3RfgYPWPD63jOCIMTHDogs6dvH9pg8RAGdhOtVXzABg5F8+Tmj7LhzQZ1Oj6x/R2uUNm0j1xaZSBhvMfjfXHl1Bu97MvpRCltRsZ0RHHVObD/LWsDk0GpMZYa9jZkP5qT5VFQMAteNXccqQV9PCmzc9TXrz4OVKrc7EE/QSxV8vWMRDN365R9s89JVruOfGW+LWfefT9yirORa3rjyzgMfmXRmzxqvR8vcJF1JjjZyod9P+T8hzNkVcB5DpaQVJwqUxxBUbdqFVY6ZZa0UCjty1BEmnJeOzfdg+j/+ZupDja+M6+6Z+4/jPaj9Akv/0ypC3+twYRB+PTLyBv4++iHWZ47B5HNw/7XbeK5jJr8Z/mSZjEotrPz/Vp6piAKBy/EOa40/AnOckA3gCbZENewRRIrO5A68hmeZkZQBPBI7fquD4O/qP42/oHIGfePAEHbY0DmXIiwYrx2/xuEnWCdQhH35NFxQcv673HH8Xfzuiow5nRgr19uCxklMk7M0Bbn+K/TCN+mSacjPlHHp6eABPaqZAS11wKN2aa+BIWQloNdg2HcTQYA9w+DUKTj8Cx28TnYz21vO5oQBTjikBjl+r4PjlZj2BNkFuQhTG3wsROH7COP6wACMFp6/k8yO19Ybjz7K4yaquZY9tOAB5ziY0aQaqXEkE6AqBHLOTtNqGEL1G3wTwJHI/Ujn+gYXK8Q9Zjv+H8c15+iCAByIb9mwu7boZm5heLsnMeiA8lEcZyAMwe7+mXzj+hUdEVgwLdHh2u59hosTyAvlPJWDgkwDHHyGk55LNnyMKAg1FpZE5fmuogU+A4//5f/9NbYqNP593QWyOX2thAQ7WOuUPKvMMDtaHcPw3eA7SfFxkU0HQQlfJ8S9KbcSzq5096cO726YVOLs5/p0MY5LRKeOox0/0Ub4+8G9ibJeoN0DyfFHOoc/XyXj3UncNY8/Vsv0DOzsMBQAU3FPCKzdcT8r2o8z+xjIEAhx+ohz/JmyAnZKLdFR8EmIMdH5yuL5gsVkWGlRytpHyNfLvY+kCXcCESJJAECidq2XfxuB3bexMgX2bZZswdgbs3Rr8ro2dLoUFGI1TcvxT/P3C8Z89uo1z33iPmqJzqLRkMvfIcg6eP43DFQ72pxRg89gpGdlE9qd7+G9JwPGqtxx/XmZVj+9HKgYW6lC/ilOCRWvKefAvH6L1D+650JvHFdGcbI1f2AMs2bGXc3fs6dE2RzMyOZEaecg9FNdsXkOKyxG7SJJI9jhJd8aehldob+Tru96PuM7sc2P1xvYU+Dy5mBPGjNjnApQbc9mry2GHPh8An8WAc0RAN1D8xPskRhIMDG6o/Yw/HHj2VJ9Gj9Git7IvZRi3HvqYh3e/RoveSrvewu0HPuK86q18e9//MPvcbMgYe6pPVcUAYMi/8as4NbA63CR3uPFrB++zZ15DKws+30/jyCl9ut/7br0GCFj2Joq/L0osSOX6Lat5ZfQwMMUoEgS254xkoz62J0BFaj4fz7wu4rovHVvLNYdX8sPS74WtW9L0OfNa9/Hzoq8gxnD0u6ZtE4f1GWwwj6RVYwIh8CZ+/Pp5ZOn9WA7WkvNOfEGjElfZtzDeW8NP0i7p8bbxsCNpBE36pD7fb3/Dp9HyQtE5LKzfhUH08UHedEZY9UwwWLl33/+oNaWx3JrF1ozB55ypou+hcvxDlOOPxPn3bo5+7zl++Xolxy+ft6+csw/hoTzKQB6IH8oTi+PParEz8WAVO8eVUG+Wd2ADzfEbfD5EjYBPo43J8QNk4KdJlO+3txx/m4LjT+nk+E1+Dya/BzHNIp+HnixhqGsnxe/oVvInpQnyAJ4MDY46D6N8DXQIBk5obYEwnRoPaAQazx5LXmM9rc0S5spgTGNSrl7B8RsjcvzpfgcmvMH9DgTHnxaB408dPBx/SpJIm5Kv76eQHpXjH/wY8m/8Q5XjVy7f/acf9nKOvqFHHL8gSly02smecbpue17lnH0In7evDOSB8FAeZSAPRA7l+SyE4194RGLlcAXHf7ST4x9m43+lFubWaCJz/HkhHH914hz/i3/4G/+bOZWGsZMS5vg//MuvWFVSyi8u+2Jkjt8XXF6gic3xj607zlx9He868+Tz+NM62FIdqLF6XHzJepwTRy0cSM3vrpla6GRnuQE6xYOTNC4Zbz2+zEPFeiOBVKHAv2nJHI08gGeRiYoPWtkn6UCQgBZKLrBR/k4DVVfPYdctN3Hdcy9Q99s1aN3B70XpZRmU/68+uPzF7KgcfwCtlFyU2mccf+1nbYx1VLE1eSTF801yjn+WIJuzDzDuLGnQcPwTJngjhvR0hfJoRD+XjKihY4ePnWmBH4zK8Z+5GLzjrCrOSBQda2DUkQZKD9ae6lNJCB5D3/sL7BpeQJ2tZ282P7ziK7w6c07MmvzWJl579g8kuWNPNWuyJHE8OYMGS/RzsHpd6EQ/XQY1Siyu/pyJzYfDtxPdlDhPRN2vVvJT4qtnvKc6bIqfJAgcufdCACxH62Wdfk+QLLoo8DX3attYmNxxlJ8c/Q8GsXfndSqhF33YPHbMPjdGvwe934sGEa3oR5BEDJKfDHcbSb7Ta5qiit5hyL/xqxhYHC7KYlObwLaJp/pMTh0evzLAPfeE499cPDJujVejZW9OAT6NBmJoJuuSUqm0Gmj1Ref466yp7M4wcKA9sljgqiOr2J06gs/Ik7XneZo5u+5Tvjfi+ojbWUQPWkmMyP3Xnz8R+7gCdG0OzMcaImydGC517OJSx06uz47ve9ATrLSNZ9e4Ydh15vjFgwzDHPXctuM9nFoDLq0Bh87I7pFzmH1wN3adCZ9Giy7XRutpqF9Q0XOoHb+KAcP48hPsG52LxxAcBh606JK+JGg8kyh0fj/5TS3UpPbMVe6qjevZm5fPzmHDo9bUJ9v4ycVXsUDjiHl5hzfXkaTXAtE7fr3fF+1lH4Cvz7kHjSRShpzWOWzMZl3+5VG3a9ea2atPo0IfnsJYdf18AAqf/wzB2/vZHkvNpWw2Rr9OvYYg0Kg/PTnodE9g+mStKZUkn6vz7d7JvPo9mPweDKKP98/6Aq2Gvp3BomJwQhX3qeI+oFPcF8Gc52QDeCAg5rObvMzadoTDwzLoSEqXi/0GgbhPECUkjdDd1mAO/H92czuiKYkGk/wBIGFxnyFE3OcRcYg+5pYfZPOoInR6Iw06hbjPF1ncN+9ABcfT0jiakRVV3KcRRfR+P0l6gSa//Jk+NKRndFM1/hQrRzTytLw0vZ8WV2dNSzWetCSO++Q1KWa/TMyVYhXlArYUKTzgJg1ctR5G++o5qktHm22SifQAkvKMHJ40FjQCaavLSbX6w2vCDHwii/tk20QS9zUqzk8RyhNJ3JecLjDseCWVpkzateZwc55o4r4QyYEykAd6IO6LIeZLRNxXYOpAbHZTbU4P2S4o5tNIIsNMdmqcZtwafXC9Ku47IzHk3/hVcV8Ad//xh2HmPFP2GE8+gIcuwx6JNp2egyOMlB0VZYY9SrMeiCzuCzXrAZh9oG/EffvNbdz4wXqOZ6fRajUj2YqpMjoZdaKBHz/5Ot/9yfdZnaXDo9d1jwBEFvfJRU5Lqj18EiLuO7fOw1qLnoacFHanm5nhFFiuEPctaY0s7lsxYUp3WzRx38IDe/jzv//Bt773CGu9CnGf0cH6tkDbLn8+M0Q3mxRPSTPTHGw9ETgfX71Arl5ie418qH/qMCdVn7t55POXeHLsZdinZsgEbJeUVCOuaGW7tai7rWS2QPt7x5nfupz1qeeSemGeTKQHUHRXCa9cfx2WAzXMv2spYy/PCqspVbSVfjGb8ncaZesrPmylyNvIHPdhXrNOY/TF6XJx3wXJVKyQf89LFpuoWBX8zpYsNFC+Vv59LJsjMP6ddWzPWcBhs5HSORpZKI8ykAfCQ3nGThMTE/ftlN+WI4r5doUI98rChXtKcV/uSDc5y/fw2bD5eDVaBEli/ESJvbs1SIJArrOdGUUnWHliDB26wHaquO/MxZDv+FX0PywOD0gCe0rz4xefAkw6cJxb3l3Hkdx0rC4P71/2RW5b/hEGnx+fVsPIE/U8vGI7m0qLeHfupJM6ltNoYN3Y0Z0LfSuk2pU3jK9dfQcarQ680evsRjMuXeyh9B1ZxRhMkQ16tJJInTkVl9aA7LFFkjCJHqwRfOyrdTYezPgSAKkR9unKC7TmvrnppA17in2NXOzYzavW6Se5pyC8Gh2/KOpZvsJgQp0plXWFc/BoA526JICEiNhpB11nsrHLpqejLpYBhIozBaqqX0W/Iquhnam7Krns4x2n+lSi4mBBFhvHj2DZjLFc8vt72DWygMduuJBjOenYzUZ0fpEFO/ZTWllz0scaWVPH7UtXYvTE6Jkj4Nl/PMP5u2JfwyZrMqtHjUOKo0v4zpq3SXPGTpc778g2jH5PxHUNJhu/nHgNlVZF4p4gsMdSyJqUcPe3Yb4mUsTIDxK+JBOerMAQb85bmyPW9ASfmku4KevGuNchUWglPzafA+E0ZkVFQYNDJ+/UM9xtTGo+BIBfo6VDp3b6QwUqx69y/FG3KSorCePve2rOA5DZItGYAmInh56q3MaukfH5EM7pKwN5utpCR6uVgTwQP5QnwwGNZtD5/JQdrsZl0FGfnUuDWWDckWokQaAhO6fPOH7B0cGEyhOsGjeGND8Jc/zjT1RRk2KjKSkpKsdv9rjJcNhxptpicvyTao5Ql5tLrV8usEszBDh+jSQx78ReKkaMot4tr0kx++loB40k4RO0pCQlxvGXVh6iRptClS6VpCytjKt356WRnKWjJjWT9M/2BrZR8PmR2pJyjdjrgg9QSTl6HHU+JAJvtABJWXq5eVCWtsccf6qvg+R0gcYWHQ6tsfMzKQ18GNQcv9KcB6DAZMfYYOdQUm7EmkQ4fiWfD727H6kc/8BiyA/1qxx/9G2+8ccfyfj7afsMiQfwSBIT91Wxc1wh08t1Ck5fvjy9Qi/j8yHcsEcZyBNok4fyKAN5IH4oz9lHRFYM04Cg5bPCfH7xzP8wjTuL/5xTzFf/9Qk7RhXSMDyXT3M1SJrgdouresfxLyvKhqLswPpGV2Icv8HCiqJgmM5iV2SO/8J9FTzw7ivc/+CPWOuKzvGvt4xnjr+DTQ0Kjj89yPHv9E9issvD50fkb4FThjtJX1nOozte4tJFjzBqnNDN8ee7GpkxvoGtazTstRR2b1MyW2DTR25aNHYatAETnVCuftuLV7HEXsGG40mM6WxX8vmR2kq/lEPFe8H5+iWXpTPmzbVc076ZW3K+ik/QUnKhjYrlweyCknOtssAggJJFRipWB7+PJQv0lK8L+T5KRqbN9rN1s4GuqQ5jZ8tDeZSBPADjpkfg+LcrOP6posywR2nWE2g7eY4/koEPE5LYXRnMf5gwLmjoA4lx/Eo+H3p3P1IxsFCH+lX0C+ZuOsg/73uBMYdOA6OeziFhj0HPo7ddit1s5Ld/+Q/zdx7kSF4gZCa00z8VsDk6MPhiT4H8cPwUpj/4K/wx/PEThVunj+qzv8c2nEcmXY9TJx8NsGtNHDdkUKsPn6p4QJ9FgzZ8jrgENC6eAEDO21tO+rx3G/J4JXkGPkEbvzgB6EQ/CAIdWnUYXMWZA7XjV9EvWDtjFHf+6nr2j8w51afSI9gtJg7nZVKdYWN3cR4Vw/r2/C/asoNXf/d0j7fb8tMfcfm2k+e/J9YcYcU/fojZF5m/B5jQcJRfrPoXWtEfcX2DycZnORPDHgza9FaqDak06eVTAAVJ4jr7Zoq94aY8vlQL/qRAp2otj+74lxAkOKLP5H1r2cntJwQPH/svd574uM/2N5hQ4Gzg7vJ3TvVpqDgFUDt+FX0Ka4ebqTuOgSCwbVI/mKgMAHw6Lb+75jwe/PqV7C/Iir9BD9BqNXMwN7vH233jhptZO6okZs3iil3830tPxaypt9p4fupivJroLJ9O9JPkdUUVx5W0HWdJ9fawdovPhc3nwCTKHyoE4GLnbgr8rWHbuHNSAzVeX68tegEy/XYmek4w3NsUvzhRSBKrbOPYllQcv/Y0hF/QnpYuhCpOHqq4TxX3Rd2mN+K+glovmfW1fD6hMGqN0rBHadYDkcV9TQpTsXSFYc/JiPuMXh8Gr48Ok5E0t9Bt4AOQ6ZRoMCJz8eutuC8snS9BcZ9sv1HEfWkOO7ltLdTl5tHkV6TzaRTpfFpfeDqfwU+rK9hmM/ppcyjS+cx+UmsbyXa1sCVjjMzAJ8nnJM3mp7FZi0MT5IGT0pAZ64SK+zwZybTOHEXh0Urce0KT+CKJ+6Ib9pgkL6lZWhoaBXwh7zPKNL6kTG24+FAh5ktKF7ArrP7jGfYok/i62mTJhYNM3NcX6XyquO/0hCruU8V9UbfpjbhPEHWsmJRCqy1EvBcm7pMb9ijNeiBc3KdM4gOYc0Bz0uK+RYf8FO3cyPde+AiNJFGXlsyTd97Op2PS0fr9+LVaLq1wkLF/L/9ZdFb3dr0V960zC1g8HhpSkhMW963Umfjylo1sKhrJkazsqOI+DBbIzGaB38Fah0LcZ3KwodVCflsjWR1ttIzJDhP3zUp3sLXKjFb04xc0TM9z8fnhcHHfumMFCFIeUp2GSaNd3aI2vWhgwiQve1f78QkhhjizBSo+aAkuh4j7Tlw9mp3XXstX//w3av+3r7smorgvThqfMomv61ihaXwl55hlZj0QbthTOk/PsPe3McZZzV/zL0AShLiGPcokPghP4xs31T+oxH1lEzwc/9xNq94KgqCK+4YQ1KF+FScNQZS495lPKDrWgCQItNqie8APNmS22vny8i38/OaLmf7sD3h98TSKTzRw/sbd+DvfvHOa27hqxckLzwCuWbORlT96vEfbaCSJx/77b6YeOxqzzup2YYmTzHdJxRZ+++FzMWu+ue1d/vXh72PWSBGEf16NDrdGHyas00oif2n8N9Pcx8K26TLu0bp75mvQhSTRxY+b3yff19Kr7aNBJ/nRSmKfeQEMRmS423jzs19gjuLXoOLMxZB/41fRO5hcHsaV16DRjyKl3cmMbUfZOmk4HWl58TceREhv62Bb6XBeunAWAH+8egm3rK/lW6+/zvGsNPYU52PyeDnQR1z/0knjOZTTs335tVpGP/a7uHXfWP0xi/bv5vGv3xu15pWJC3h/zHSGxTrHEVPYlh09DfCGQ8swij7+OfoCWfsIRx3FLj8n/CbsISp4Cditz6NVE84nd3H8ml5H8LrJ8HfgFnT0Za7chxnT+nBvgxNtegs/mnQDPk3fzIBQcfpA5fhVjj/hbSYNH4YoOajMTyOl3cWUPcfZM3Y0jTYQpIBpSsSQnjicfrQAnngcvzKUJ70XHH9xvRM8HRzOzwzWOCGnuhqDz8f20cMY2ejE53NyNDcjWDPYOH5Ri9XjwujzIVjNvef4nSEcvykyx59c14xGkjhuyZQZ+CT7HCTbJOqb9XhD3vqT0qNz/G1TinDnpTJ830Gch4O/QyWfH2iTh/AEA3gkQAjj8wGSMjUywx6lWU+gLcjxG0UvyenQ2KpHCjEPTojjV/D3SsOeM4Hj700Aj8rxDz4M+Td+leNPfJvx3/8mVbZGNpckY/DAoawksp0EDHs6oeTzIT6nr+TzIdywRxnIE2iTh/LMO0REjl8ZyhPK8Y890krW/m28OuV8nCYDgiiy8Dgsm5LOs798Dk3tGEy2EazJklieH5za11uOv9LRwoyDh3lp4ZyEOf41GgNPvfAs/1ywiPWjx4Rz/N5Ojl9jAQPROf4WC1ftWo1Hq6Nm5kQ210cw8KkyM7O6nCZTMsL4ND4/JJ+rP2W4i/VHcruXJ45xh3DdVsZN9lGxygME/31L5wi0vVtJs9aMW9DLOP4NX7+dljljuPPBxziiDOB5T67QL70ss1srMNZTQ+HFaSxfrsWuCYwuBMx65LbAJUvMMsMepVkPyA17FrXsIXdBClt25uPUBj/72NlCbI5fEcgD4aE8g43jnzjezYhl29maPooac3pCHH9vAnhUjn/wQeX4VSSMqtxUNk8pAsBj0HFkeGa3NerpihMZNgxePzp/4MYvaTRMKz/KeZv28MM7Lufi9bswen3sL+yb+fxnHTzMw6/3fO60V6vttjyOhnPLdzC98lDMmlFNNRQ118WsuXfb21x6eFPU9SafG02UOf6RoEPk2caXmOY+HrbOnRsw+9H0kOPXISIi4BT08Yt7gBWpZXyeXCTr9M9UaCWRe/f9j1Ht1af6VFQMMIb8G7+KoY22JDM/uvNyWVtrkpnjplR2jirkoa99kTl1GupSk6PsoWd4eeEcXl44p0fbeHU6vvHVW+PW3b5uObtzC1kx4uKoNY8tDCTMzaYjas2t59+LRpIYT+QEv6c3PsmGzFL+WnKJrP2C+q1kOFKokPJkUx/9aPh+2mUc0WXI6iXAnZsKJN7xC5KEBOwy5OMxpOEX2uNukxAkiTltFWxIGYOIji5r3jMZXo2OC8/56WkdPqSid1A7fhUqFDhYkM2awoBIccOEkVhS/LgNp/CnIkkY/H68Gk1M6+Brbv42GlFkHicX9+vWdQ3vRk7T+2vJxTQZwh+EDptz8OkNsk4fQBQEPjcUhtX7bGZEc+BYGldi4r4bOjaR5bfz+5TFCdUninGOKh459jr3j/wqPs5Mw55IkATNaT9qp6LnUMV9qrjvpPY7YkJJTHOeQFsEMV8C4r5QMZ/SrAfCDXvSFWl9EBD8xTPwaQih2fU+P+kugVqrBjrFXZkuqc/S+SSnkxENjWwtHkGmNzFxXwtwdvk+dhUUUptiiyru614W/FHFfbOOV3DMlokrNSWiuK/NoaG0uYqqpHQ0KUbaOhTiPotfJgCLmM6nSL9LTpNIrm6iUWsNqO87xX1+q5GmheMQfH6KdlZENefpbsvWY6xpwSj5OaGzkZSlC0/eCxP3xU7eg6Bhj9nvxqk1Rknai53GpzTrgXAxn1LIB+FiPqWQD+KL+Xor7suwesiurmFvyjBACKsxGfvGnEcV9w0+DPk3flXcd3L7veuJH8U054EIYr792rjiPqVhj9KsBwKGPTJx30FYpXhZm384grhvePDmtvCoyIphwc7ty59up6zVzBsXjcWjD/w8Fh/3sTxf/lPprbjP0dzCgm2b+O3UMZzT7ElY3JfkF9ikMVJlsATEfUKIuM/vYK3HxD9efYa/zV1C08hC1inEfXM7xX3j9jdSUZBOikXL5jqFuC/DQfkRuHHNpzw74Vx0k/LYESbuc1K4bAfbU0dSa05jYmlQ3JfvasQyw0TFanknNHGOyN0v/YOfpl5IhaGgW9xnH5vPmqevRd/Qztc/+UW4OU+I6U+avwMuK2TrMomANKmdkgtSqFgWpCxKzk2SmfVAuGGP0qwHYNxcLeUbAPSAGDDr2Sj/ro2dGTuNT2nWA+FivnFTI6TzTfHLxX2T/TIhH0QR8/WBuG/+mHaKlm7n9fGjAjUKcV9uVt+Y86jivsEHVdynQkUIPjlrHJtLR3R3+n2NdaWj+ebtN/Qo7c+r0/HWtLOoSk+PWqMVRZosVrza2Of93NQl7MmOnqHQYTDz7cVf4/Mo8/g1ksT39r7OuLbKsHVfqVnDKHe4cNAt6PhK9m3sNBTEPLdoyPTb+UfjK2T67b3aPh5KHVXcc/z9ftn3YEazIZnfjr/yVJ+GilOAIf/Gr0JFKFqSLbRaI4va+gJGrxetX8RhSlw1bva4OXfPLtaNGkNDcuShUK9Ox3e/+FUAFuCIWKPz+ymrO8qhtBzopVbRr9Fw3qKfR5S+PV9wDsVGLX0tjGvQWPlr8nyaNRaIIUrsLWoNqRy2jevz/Q52CEikeuy0dFr2qhg6UDl+leM/qf0GOH65OU9CHL/CnGewcPwF9S1IxiROJAeHPKNz/CH8vVtMiOO3tjRTXNvAirKxCRv4dPj8zD24n63Di2i2WiNy/M2iBo0oIgoa0jViRI6/wyUx53g5u7KHIyabI3L83jYvU+sP8XlWMdpkQ3yO36rg+G1iGMdvS5MorKpivz4Lj6ALcPO1HvxJJprmlyJ4fBTt3o+9Ljgkn5QTMOfRS/5uM6CkrC7Dns6asAAeTdixlYY9sTj+7uVIHH8cwx6lWQ/0wJznFHL8pUcPsil9DF6NTuX4hxCG/Bu/yvGf3H7veuLHMk5/ZoUuPsev4PSVZj0QbtgTjeMPNeyZf+jkOf6nXvuIrfPO4dNx+d1tkTl+P8tygw8HS2q8CXH8m1IMVHVoWZZmStjAZ4U1iRXjJuHR6vBrtRE5/kMNbj55+mfcfvWdNI0eFpHj39xm5Lg0nFq7jUlGf0SO/2ClQNYxNzudekYWacM4/lmFbVzz7//y1JhLqTanM7HE3c19X1q3kZZzxrB1jUIXMMdP0RvrWJo8F7vGRMkFKZS/0xjg+J/s5Pg//aU8yOeSNPzvHuI39a/zw4wvsNNYEOD0Q0J4Ss5Plhn2KM16INywJ9SsB+C85s9pvnA8+zYHLYaVZj0Q37BHadYDMG6anNNX8vkQbtijNOuBTo6/Hwx8po7zsme3lj0ZOjxavcrxDyGoHL8KFSH4xnev40BBdr/t/1BuNh9NndizjQQBp8HYHRoUCa1mC/dffiPl2flRa/waLYfTcnAYTFFrWo1W3hwzl2ZTZC5AkCQ0koRI+NDw2I4qrBECXxwaA3+wndPtsJcojujS+ZttPnsMufGLewNJ4gsNm7H5IlMjZzo8Gj1rsifg0fatCZKKwQ+141ehYgAxY/8hFu3aF78wBKPqavnzS8+T3dYatcZhMPLhuKk0WaOT90luJ/et/R9FzbXRazxO5lftxuqJPIffqTPy8OSbqDWnha37bfGXOGrMCGvXSCJpfkePjWL8gpb3rBPxC9EfeE4KgsC3Rt9KlTG6aPJMx4LaXcyu33uqT0PFAEPl+FWOv0/3O2JCiYzPh/jz9qNy/CEj0Uo+H8JDeZSBPBCZ04/G8Rt8fqbvO8qRESOoTgoOrfYlx59TU4PJ42XLqKKEOX6Xx8uYuhr25Bfg1ukjcvwtfoFsexvNZitJek1Ujn9yzWEqMvPRWI0ROX5/m4cp9YfZljUSXbI+jOO3mf1yfjlJisvxp6eJlBw/zCbDcPyCJjLHv2e/bN5+VpaEvqaNE7rU4L7jzNtPytRG4PjlnH5ShoC9WQKJgH5Ao43M37cg388ZyPErOfxTeT9SOf6Bhcrxqxx/n+73zid+LOPzIf68/Ygc/36tjNNXztmH8FCeeYdgVZH8BrjgiJQwx5/a7mZK4yFaRw/j08LgT6MvOf7XJo5E7/fj1emic/yWEI7f7mRFSjKkBN9KI3H8e9r8rP7Tb7n7y7fSVDoy8jx+u4VVSZPBBbP1HRE5/s9rbOz0lNBWY2GKxhPG8Z+bU8sv/v47Ll74E9xaA2Wlnm6O/3f7/o93r/wCW9fK91s2V2LfBy2UG1IQBU1kjn/FYzKOf9j5YPvfDlYkB+Nx483bL1lspuIzBcd/tpHyNcEHitIFOsrXiUy2H+YXh17hGyV3wDm5snn7Y2f2kuOPEMAzmDn+3JzYgTsDeT9SMbBQh/pVqOhES7KFX99wAQ6jIX5xbyEIeHU9e94WRBHiDMw1WZKY/OCvWTF6/MmcHX6NlmZTMv4oGe3tejO/GXsFHk34Z1ibOhaHJnyaokfQsdFYhCgkfrup1KXxRkin39fYb87jj4WXcMyYGb9YhYozDGrHr0JFJ9Jb7Yw6Hju57mTxy5de5ytrNvZomxvWr+HzRx6KXSQIeLU6pBidq9nr5p0Xf86CI7uj1gxvq+PhDa+R7myLuN6t0fNh3lkRj/Pf3Lm0as1h7WbRwyWOXXEfXrpQ4GvBICXm3d9bOLQmlqZPVuevqxiSUDt+FSo6cdmanbz10F/79Rh+QYPYA9c+gPUjR/Ozy74Us0bv8/Hn1/+PGUcPRK3xarR8OGYaNcnhwrwumHweRrTVoYliwmP2u5ndEFmcOLrjBHopPK43SXJzV/uamOcfijvbV1PsbUy4vqdY2LKbG2tW9Nv+VagY7FDFfaq4r0/3G1XcF0PMpzTrgXDDnoES95ncXgwak0zMpwzkgfBQnkxXBHGfWyHuc4s06EOEewmG9DQqht0zIhn4+DVMrD7GsbRMtBZT1JCeLqRpfRHFfa3OYJvN5A8T9+UaHBRWHWdr2mgAkkNCema1VnCgsJjGZvl1SEoT5OY82fqY4j6j5MWUY6K1XiHUiyTuaww155Gb9QTaFOK+dIHk2masPhcHLHmd56cM3BEiiPtih/IoA3m6206RuE/ZZjS1D+r7kSruG1io4j5V3Nen+40o7osj5lOa9UC4Yc/JiPtWjgh2RGcfFWMY+GgBA4uOiTJx36JKH8vz5cKoc0745OK+6gjivhqFuK/WwxqrBpdeD4LAkiYXy5MV4r42ubhvid1JfV0jFo+HTcWBMJVF7nBx32q/hVXZAdvZBX5H1JCekoYq6qw2xmZHDunZVhk8n2n5TnYclHP22hF+Nh4rpuNE4LOXlbq7hXBeRzIWixQusJurkZvzXGiLK+4rudhAxVK5N3/AsCc4577kXCsVK9zB5cUmWSAPhIfylM7Ts2WrDbABge9c6RyNTMw3dgayQJ6utlihPMpAnkCbKA/gmXQS4r4ehvQoxXw5uT0341HFfWcu1KF+FSo68ZXlW7hw/a5+27/e72ffvQ9z4badPdruq2tWcd9HfRMi89p/fsc5h6Mf/7JDG/jgrR9H5eMlBDp0kY14Dlryuu11Q5EuOvhpy3sJnZ9e8nFz+3qsYrgRUF/AIHoxiN74hSpUnMFQO34VKjoxb8cBztp3tN/279cIfOuW69heHD0dLxIe+eKXufOm2/rkHK778nf4tDi6c+C+tEKeHX9uVNFbrquZGw8vC2vXSn5uqloescMWEWgXEnPt0yCx0H2w38R9xa46Hj38Wr/sW4WK0wUqx69y/H263xETSiKa8fSU409TcPxKPh/CQ3mUgTwQheMPGV3PcMpDegAynZx2HH+TGLIs+PuN488xOrHUtXLUGrA17uL4NZLE5PbDHC0cTlOTwkymhxx/d029vPOPF8qTCMefkiYhNnqwa4MPImHmPJFCelJjG/Yo+XyIwt8PEMev5PQH+/1I5fgHFirHr3L8fbrfO//wYxmfD+Gc/pwD8Tn+2Qc0Mk5fyedDeCjP/MMJcPxHRFYMD3ZmZx/zy0J6ABYdE1leoDTw6SXHnxnkyC+p6sC6v4KPppThNugT5vinfrqCoxmZvDF9ZuD83A5WEaxZKDpY4w0x/aGNyStW8dc5F3S3dXH8X9v0EeuGlSKMyYrI8TftbsPqdbEnY0REjn/KCJHdRwq6l4Mcv8AeRjLW4g8Lyhk7V+DYew24NIHrlRjHnxbO8V+QEjOURxnIA+GhPKVzdezbbCQ0OnjsbEHG6Y+dITfrgfihPMpAHgg37FHy+QDjJ/r6heNXcvqD/X6kYmChDvWrUAGYXR6WfesPLNy+v9+OYXM4+dOzL2P09oxjzrC3k+KM7J0fCQa/j7vWfxxx3SX7t1DUUh912ysPrOF7m1/v0fnFQ46/nZca/xXWLkViEySJvza8SqbfHmHlyeG26mWke9vjF6pQcYZjyL/xq1ABoBVFPpw9gROZNgrF+PW9QZ0thXFP/AKnoWdpaD+84mrZcpLLRWlLM1JnQl5SiomShhYESUISBMzJ0U1pLr/uBwDMpiPi+n9OuACdGD4Xvwvj2yq5dO8WfjXuK7J2i9/NE/v+wf9N+irK20qLxszvkheH7ctRHKALjHXBMXMNEuuMRbgEPdCHIjxJItfTQkUEnwEVKoYa1I5fhQrAbjHxm+vOB6DwWD/1/ICzD+yAZxw9yG9ffbV7+bVrruE3iuWIb9MJoNVojbm+2pTGwZypYe1+QcPmlNF4hfBbilPQ87lpZFh7y4zA9MTUTYe620RBw/PJsynRGOnTjl8Q+MWIKyk16CCKOZEKFUMFqrhPFff1+7GVgj+lmE9p1gPhhj39K+4TMHm8aEQRh8lIplPqF3HfMLsbc2sLFXmBfPmI4j6vQtzn9zOxooJ9uXnUpAYc98a0t2L3ijRbkwCJFI1Aewi1naoRGXvoACtHTghem05x35Tqw9RabbjSUiKK+7TNDpI9To6mZEcU94Wn84mKdD4pLCHPliahq2mjURP4R+8S97XMHI033Uryzkoy/XbsdT50kohB8qHJtWCvl7+dh4v7lAY+ciFfoC2Qxmfye3Fp9CSlRzDnST29xH19IdxLpEYV9525GPJv/Kq4r/+PfecffhxTzKc064Fww57+E/eJfFqo5cGXPuGiDbtY/Kf7WVzpT0zclxMnnU8h7ru5vpmsXZ/z9PiiwPpI4r5WJ5/K0vkcVNjdbBa1HNAH2ic3H8Vw8Dj/Pvs8ABb6HayRgttc6Gni6ldf5fFv/667rUvcN33nMWryRoI1LaK4r3jtfmbX7OOtBbdFFPfNL2jCtdnOweR8ICju00gi+e4mtLNTqfhM/qa+eFY7d7z0HNdl3QQExH17P2hh2dM3IlqMzHviR0wf76figxZmuI/y05b3eeDmB6n4xCXbT8kFKTHT+JRJfBBI4zu8xs2/d/+e53IXsffyubIkPuhM41OK+7YqxH3TY6fxKZP4oI/FfSFtOfknL9xLpEYV9525UMV9KlQAL1wwi9u+99V+PcbxjHR+etXlPdtIEHh5zjwO5OR2N52wpXE8LT3qJi6dnh+ff03EdU/NvIj1w0qjbvvGmHk8uCC6Z8AwRwPXH10R1p7q6+Cfu58kRQwXIZ7Q2rgx8wZZW3tZIaLFiK65A+uB2u72HYZ8vpv2xYhGQL2FT9Dyw+Jr+Cz15JILVag4UzDk3/hVqACozkzt92NopM543R4kwmn9fhYd3MPmomLspsDoQH1yCqsm5UbdxqfR8s74GRHXpTnasXrdkByeopcI9ifn8+7YK8Pa27QW7iu9BUFjAuRv3RLgV3Tk3fz+5kMIIWyjW9Cz25BHCX2XmicKGnYljQAgq8/2qkLF6QuV41c5/n4/9unA8We1tGPw+KjKTutjjj/Y4ZU2tuH1uDmUE+h+EuH4cz1eJhzYz4biUXQYA6YzGVLvDXzG1h/H5PNytHBYRI6fFhdjm46zNWcUFovQJxx/eppI6ol6DukyAjXZek7k5uLOS8O6vwbLwVqScg3Y63wM8zXTpjHhz01JwMBHbtgTkeNPF0itaaRda6JVZ43M3ysNfFIjc/yxQnn6k+OPx+mfjvcEleM/tRjyb/wqx9//xx5Ijv8zBce/MEGO//7VmyiprOXOB26IzPHnKTj+6ggcf7aC46/18klGkCPPaYZtVi17UwMd+JLm+Bz/Er+DT0eU0Gyy4tUFzmmRx8Emj47x1cdpNVsQMlJkBj4LNXYyN+/m7QnBt/55JgcbWi3UdKSikSRyPFo21ys4/nQHJ45oKDzWxB5XCSXDBXYcknP8i3PrWfzeKv5S8gUgyPFbfS4urd/EvgtnUrFK3vHPne1k3H8/48OUwJS+kgttvHb3VThHZDL9it+TuaKR0suzqPigha81vcUn5rEcunIuFZ/IpxyWnJ8s5/jPMctCeZSBPACl83Rc85+3WZk6gY2ZZ4UF8gCMnSk37Bl3lhTG8ccL5UmY4+9FSE88Tv90vCeoHP+pxZDv+FWoAPjdNef1+zFqbSndnX6ikASBuhSbrM3idvPu078nr7UZgL/dfCv7LQXUJacCoBNFfrr0VVnH34WjaYG58zlR5vHXJKXzwvhzOpfC+Xqd5CfX1RLWbhHdXFG3nt9J01BKhxo0Vv6QEpzHLxp0OEdkgiiSuuVwsFAQ+G7GFQCURDy73kDggdE39dneVKg4E6CK+1SoGACk2jvIbWklxeGIXxy6naODn7/xGoIYfIse1VBLRXYe8x74KRd+8yF8Wi3/evEv5LU2xd1fYWsD39jwAVopsleBIIlMqj9MlqM14vp6o40fTgoXQdYbbFw9+QHatOEPNgLIeHxvaue0vn0n0LW7wur7EoI6Z1+FijCoHb8KFcC3//0JT/yp/1LbRlfXUVZZRVZbz6xodaKf0XW1SJrgT9XmdPDEkotosVipTM9kZ95wVo0ax79eepJhzQ0x95futHPZvk0Y/JEd7CQEnlz+NAuq+i6eeLi/mWeagtfWk5UMyI17APJ8rbxY9xxjPTV9duxiZx0/O/Ryn+1PhYozAaq4TxX39fuxh08okYnwMhIQ7g20uC+7qQ2j10dlTnq/ifuy3H4a9Jpuq93EDHxEGhWK+JL2Fqr0ZjoMAf49g4C4b0x9NZkdbRwaUcS4g5ENfLoQNZ3PpcXsdePR6kkyS7Q5FCJBo4eSowfZkVaMU2skxdol7pMosx/jRH5+WDpfapqEpqadJo0FX6oFS6GZqoICbJsOYmgMPAgl5Rpw17rJ8bdTr01Cn2PG3qAw8MlSGvbEF/elpYlo6h006gMPGwmL+xQDHhENe/pA3Gc0D94UPVXcd+ZiyHP8qriv/499x+8fkQn15h9CJuabe1A45eI+CtO62xIX9wXFfEtqPHHFfefWu1kWwvEnIu47x+5khV7+NHNW40Eaml18ODnA4S8UHaz2WUiubmPivs/RiSJXv/oqj30naOAzz+hgfVtwP3OsHWxqkO93VrqDrVVmIHBO03OdfK4Q980s9NKyuY2KHIE2g56JJe5O8xuB847u5NilGVSslj8AlczVUPGRB9EgsuaTb/GFrStYyQgmPre8u6b08iwqPrKzGwHooORiAxXLFOK+85KoWOEOLi82ydL4lEl8EEjjK99iBQIPCAmJ+xRJfBAhja+PxH3ZhYM3RU8V9525UIf6VagAsprbya9v7rf9f2ndFsZWVfd4uzG11fzrH0/J2uqTUrh417aw2m+s/phj6VnUJqXG3Off3nqKgvboeoBLD27kyxWrI67zaHS8MWwebYZwT/8/j7g0IsdvlTxMc1dy4L6L6SjNQ3D7KH04nFbRSz7GemqwiO6wdb2BzddBurcdk98Tv1iFiiEEteNXoQJ44JWP+cNf/tNv+9eKUq+EZg1Jybw+faas7Wh6Fnde/7Ww2ituu58nFl3C/sw8poS87SuxqWA0Dn30sKARbXUUtdZGXilJTG/aT44z/CHJ5rWjj5B+l+nv4E77Go7fOB8Ay+E6DC3hIsc0v4M/NL1Bibcu6rn1BGMdVZQ4q/vsQUKFijMFKsevcvz9fmwlx6/k6yPy98oaBZ8fbT+95fgtLg8aUcRuMfUbx5/p9tOgD+H8I3D8mQlw/BENfKSQZeSGPgDpgoLj10Xg+PV+WlzBtlSjP4zjTzH7KTtcwWFrNjXmdFJCDHwmth+hNi+XumY5g5icJuCoc9M6rhDn8EwKj1bi3tcccDHsRFKuAUedF5PoxS3oMOcY+4TjT0mHtubgv52Szw+00S8cf1/w94nUnG77jdSmcvwDC5XjVzn+fj+2kuOfd4iYy11toZy+ks8HWHC4Dzl+gk8Dveb4s+R8+JI6TzfHb/R6WdzoZ5ktOBR+bouL5Ulyjv+cNiefmoNPKl9saOSYy8+h7JzutkUeB6sIMeyRAhz/4opdfG3tJzx9yx2sdcmfgOYZHKxvD7SlOu3MSnazqS1DZh88M83B1hNmkjxO7AYzZ+WEc/xThrv4X+UwWvVWPFo9E8e4u/lxya7DMkeiYpV8aH3CXIm9H7TjXXOYVetu5sql77LFWUzxnz/urim9PIuKD9u6l0su1kXm+FeGhPIsMibE8e/bEHwYGDtbHsgD4aE8ykAe6B3HnzX89A7TUTn+MxfqUL8KFcB3X/mYyfsr+23/P/r3uyzcW0GaPbJxTjQMb2rkp/97PaHarYXFOAzGuHXzju5jcu0RRrTWh63TiCJ/Xfokzyz9i+yNPBT1plT0kp/rD3+KEOIHsC9pGE6N/AGpzFnJVE8Vo7wN6NuclPz0DQAOPnAZrvw0lLjKvoU5rkNh7b3B7dXLyPG09Mm+VKg4k6B2/CqGLro6Nkli7q6D5Da1xa4/Cfz42svZPLKI5qRwUVws7M/J5Y6bbk+ottVi5bZr70KKEwL03tiz2JQ/hqOpARc/TYg5kKjR8MtZV3H/2bfFDBMqaznCl4+tlnH6E9qPku0NXENzJ6++15TPUW0aR3WBTr7g3xvQtXTgTzJ1c/6hGOutpcAX2Tyop9BIomrgo0JFBKgcv8rx9/ux+4rjT4i/T6CmwSxgcnuZdKiKo8OGUZukxeD14dFpQRACHL852OkplwP7kWgwhHD8HlG2HKkt0yPSopUYXV1HZWY6FvQyPh8g06/k+APLaR0OcltaKM/LI10SZTXZHj8jjx5hf2YeLWYr6doIIT2Ktq7lcXXH8Wm07M/MI0vy0m4X8AuBc06xirR1yD9TaJtWErEmgd0ukOtsRiv5IdVEXY3EZH81u7U5uARdIICnJjhEby5O5tjYURhqW7FtDVj2KmuS8s0y/h4gKV0j5/TjLENnkE9LyHJq5ACehEJ6YszJV/L5cPr/dlWO/8yFyvGrHH+/H7u3HH9o29yDsErB3y84IsnalMuR2uYfhk8Lteh8cN77W9gzIpdPCw0QIpZbfNzfyftHXgZYdETkkxBO/9x6t2w5Utu59W5Wpmn55jP/49dXXIgjo5gVRvmTyiK3Q9bWtXze/oPMWL+Op2+7g0UeJxf8723enjqNdWNKuKijnbSte9kxs4AqycIci4N1Dvl+lW1dyzlHmrEbTayzWLitpYKbXv8fty/4NgATx7jZuV/+mZRtE8e4sa0+wHe3v8RVix9iRL6HujePstCzg0rDJJo0Fkq/mE35W0Gl/shbk3jl2msxH6ln4Y8fBJDVaCSRsdcMl/H3EODwZaE8cZY1ksjocyzhATyb5d8RZVukmrEzkXP6U+Qcv5LPh9P/t6ty/Gcu1KF+FUMOSQ4XGlHkvm9ehd3Ss9Cck4VXp+OSR+5l5cTSHm23tGwit97+tcDwuwQZdjtZnSNVHq2OR8+7mipbRo/P562yWXwyZjIAldYs/jTh8h7vY2NWCV8+52GajQF3vGaNhadNs2nSWCLW69oC4T/Ooiy8KXJxoyBJvNjxb7K8Jz/c//KBP5Pvajzp/ahQcaZB7fhVDDl88p0nuP29Nafs+BpRROeL7JWfEAT42q238/a06QBYPG5GNPdu7rtGFFmyfwe5bc24tHp2pBfH30gBj1ZPq8HK1MaDlPlqmeQ7wQh/dDMkwefHVBnokO0TCmXrJEHg78YZtGvNkTbtEZ7JXkKLPumk96NCxZkGteNXMeTwg699kY9mjj9lx//G+ytY/8AvT2ofSU4naR0Bn/vRjdV8a/X7vdqPTvTzh3efY3rVQYZ1NFDSerxX+3l4+6tMbTiAU9Bzq2sLX/TuiVlvqgo4B3oywzndT/Wj6NDGn50QD5/aynD0wX5UqDjTcNqL+5566il+85vfUF1dzYQJE3jiiSdYsGBBQtuq4r5Tc+x4Yr9IbX0t7utCJOFef4r7GgwaklxurC43oikpYXGfsiajrg6b08nGkSPJcfuwe8GlC0yl64m4DyR0oogoaCj2tOFqF6kz2YD44r7Q5ZHttbTrzXhSTLirnUiAr9N4KEy4l2ugclQxvhRzIKinoV1WkyY6EQtTUaYM91Tcl+brwJ+TRFtr8Hx7K+4zWO2D5vdzuu83Upsq7htYnNbivtdee41vf/vbPPXUU8ybN49nnnmGiy66iD179jB8+PCE9qGK+wb+2PHEfpHa+lLcl3R0FwcKstlblBdRuNef4r7AcqDtvBOehMV9ypodRgspksBmo4UlLifrPBbo7Ft7Iu4LhVaU2FkpF+4lIu7bud/IToZj8HuZnNXM7rcaZFMKleK+0i9m89+vXYxjdC4zn/slaevqZDWv2l/lb1+9nU0b5MP0PRX3vbr/af761dvZsCuzu6234r7M0bHNeM7E364q7jtzcVoP9f/+97/ntttu4/bbb2fcuHE88cQTDBs2jKeffvpUn5qKQYwVU0o4lJ8Zv3AQoyIvj83FI+MXDiBEQeiOHI4HvyXw8KB1hAfo3Gb9EtX61JM+n9tG3km1MdwkSIWKoY7T9o3f4/GwZcsWvv/978vazz//fNauXRtxG7fbjdsdDOxobe0boxAVPYPkF/E7vCHLetlyxDa/Hr9DPr0Lv07eplyO0Cb59bQKAvj84PMj+TWIYceWt0WsEXWITlfIsiRbjtQWVuMH0SXfBlGUtymXI7RJoh+/O2TZJF+O1BaxRifi84bUSJJsOVJb6LIP8AJevIT65kiSiE/yyJe9LmhrQ2prwyd5ZDWtCPiR8Pnl4TqSpJW1xVtuRSAPCZ8/eL6ipMPnl39HlG2RalT0P05z1vn0gnSaoqqqSgKkNWvWyNp/8YtfSCUlJRG3eeSRRyQCtyT1T/1T/9Q/9W8Q/R08eHAgug4VkiSdtm/8XRAUtqKSJIW1deGhhx7ivvvu615uaWlhxIgRHDt2DJvN1q/nebqhra2NYcOGUVlZqQpuFFCvTWSo1yU61GsTHa2trQwfPpz09PRTfSpDBqdtx5+ZmYlWq6WmpkbWXldXR05OTsRtjEYjRmP49B6bzab+GKMgJSVFvTZRoF6byFCvS3So1yY6NJrTWnJ2WuG0vdIGg4Hp06ezdOlSWfvSpUuZO3fuKTorFSpUqFChYnDjtH3jB7jvvvu48cYbOeuss5gzZw5/+9vfOHbsGHfdddepPjUVKlSoUKFiUOK07vivvvpqGhsb+elPf0p1dTVlZWW8//77jBgxIqHtjUYjjzzySMTh/6EO9dpEh3ptIkO9LtGhXpvoUK/NwOO0d+5ToUKFChUqVCSO05bjV6FChQoVKlT0HGrHr0KFChUqVAwhqB2/ChUqVKhQMYSgdvwqVKhQoULFEMKQ7vifeuopiouLMZlMTJ8+nVWrVp3qU+pTfPbZZ1x22WXk5+cjCAJvvfWWbL0kSfzkJz8hPz8fs9nMokWL2L17t6zG7XbzzW9+k8zMTKxWK1/4whc4flye2d7c3MyNN96IzWbDZrNx44030tLS0s+frvd47LHHmDFjBsnJyWRnZ/PFL36R8vJyWc1QvTZPP/00kyZN6jaamTNnDh988EH3+qF6XZR47LHHEASBb3/7291tQ/Xa/OQnP0EQBNlfbm5u9/qhel0GNU6dW/Cpxauvvirp9Xrp73//u7Rnzx7p3nvvlaxWq3T06NFTfWp9hvfff196+OGHpf/+978SIL355puy9Y8//riUnJws/fe//5V27twpXX311VJeXp7U1tbWXXPXXXdJBQUF0tKlS6WtW7dKixcvliZPniz5fL7umgsvvFAqKyuT1q5dK61du1YqKyuTLr300oH6mD3GBRdcID377LPSrl27pO3bt0uXXHKJNHz4cMlut3fXDNVr8/bbb0vvvfeeVF5eLpWXl0s/+MEPJL1eL+3atUuSpKF7XUKxceNGqaioSJo0aZJ07733drcP1WvzyCOPSBMmTJCqq6u7/+rq6rrXD9XrMpgxZDv+mTNnSnfddZesbezYsdL3v//9U3RG/Qtlxy+KopSbmys9/vjj3W0ul0uy2WzSX//6V0mSJKmlpUXS6/XSq6++2l1TVVUlaTQa6cMPP5QkSZL27NkjAdL69eu7a9atWycB0r59+/r5U/UN6urqJEBauXKlJEnqtVEiLS1N+sc//qFeF0mS2tvbpTFjxkhLly6Vzj777O6Ofyhfm0ceeUSaPHlyxHVD+boMZgzJof6uSN/zzz9f1h4r0vdMw+HDh6mpqZFdA6PRyNlnn919DbZs2YLX65XV5OfnU1ZW1l2zbt06bDYbs2bN6q6ZPXs2NpvttLmWXfHMXSEh6rUJwO/38+qrr9LR0cGcOXPU6wLcfffdXHLJJZx77rmy9qF+bfbv309+fj7FxcVcc801HDp0CFCvy2DFae3c11s0NDTg9/vDwnxycnLCQn/OVHR9zkjX4OjRo901BoOBtLS0sJqu7WtqasjOzg7bf3Z29mlxLSVJ4r777mP+/PmUlZUB6rXZuXMnc+bMweVykZSUxJtvvsn48eO7b7BD9bq8+uqrbN26lU2bNoWtG8rfmVmzZvGvf/2LkpISamtr+fnPf87cuXPZvXv3kL4ugxlDsuPvQk8ifc9U9OYaKGsi1Z8u1/Kee+5hx44drF69OmzdUL02paWlbN++nZaWFv773/9y0003sXLlyu71Q/G6VFZWcu+99/Lxxx9jMpmi1g3Fa3PRRRd1///EiROZM2cOo0aN4vnnn2f27NnA0LwugxlDcqi/N5G+Zxq6VLexrkFubi4ej4fm5uaYNbW1tWH7r6+vH/TX8pvf/CZvv/02n376KYWFhd3tQ/3aGAwGRo8ezVlnncVjjz3G5MmT+eMf/zikr8uWLVuoq6tj+vTp6HQ6dDodK1eu5E9/+hM6na77vIfitVHCarUyceJE9u/fP6S/M4MZQ7LjVyN9obi4mNzcXNk18Hg8rFy5svsaTJ8+Hb1eL6uprq5m165d3TVz5syhtbWVjRs3dtds2LCB1tbWQXstJUninnvu4Y033mD58uUUFxfL1g/laxMJkiThdruH9HVZsmQJO3fuZPv27d1/Z511Ftdffz3bt29n5MiRQ/baKOF2u9m7dy95eXlD+jszqDHAYsJBg67pfP/85z+lPXv2SN/+9rclq9UqHTly5FSfWp+hvb1d2rZtm7Rt2zYJkH7/+99L27Zt656y+Pjjj0s2m0164403pJ07d0rXXnttxGk2hYWF0ieffCJt3bpVOueccyJOs5k0aZK0bt06ad26ddLEiRMH9TSbr3/965LNZpNWrFghm4LkcDi6a4bqtXnooYekzz77TDp8+LC0Y8cO6Qc/+IGk0Wikjz/+WJKkoXtdIiFU1S9JQ/fa3H///dKKFSukQ4cOSevXr5cuvfRSKTk5ufteOlSvy2DGkO34JUmSnnzySWnEiBGSwWCQpk2b1j2d60zBp59+KgFhfzfddJMkSYGpNo888oiUm5srGY1GaeHChdLOnTtl+3A6ndI999wjpaenS2azWbr00kulY8eOyWoaGxul66+/XkpOTpaSk5Ol66+/Xmpubh6gT9lzRLomgPTss8921wzVa3Prrbd2/yaysrKkJUuWdHf6kjR0r0skKDv+oXptuubl6/V6KT8/X7riiiuk3bt3d68fqtdlMEON5VWhQoUKFSqGEIYkx69ChQoVKlQMVagdvwoVKlSoUDGEoHb8KlSoUKFCxRCC2vGrUKFChQoVQwhqx69ChQoVKlQMIagdvwoVKlSoUDGEoHb8KlSoUKFCxRCC2vGrUKFChQoVQwhqx69ChQoVKlQMIagdvwoVKlSoUDGEoHb8KlSoUKFCxRCC2vGrUKFChQoVQwj/DxZfOGtH0sB7AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " ncols=1,\n", " nrows=1,\n", " figsize=(5, 8),\n", " constrained_layout=True,\n", " subplot_kw=dict(aspect=\"equal\"),\n", ")\n", "\n", "mm = flopy.plot.PlotMapView(model=gwf, ax=ax, layer=0)\n", "cb = mm.plot_array(gwf.dis.top.array, masked_values=[1e30], vmin=15, vmax=30)\n", "river.plot(color=\"cyan\", ax=mm.ax)\n", "mm.plot_grid(lw=0.5, color=\"0.5\", zorder=11)\n", "mm.plot_inactive(zorder=10)\n", "cs = mm.contour_array(\n", " gwf.dis.top.array,\n", " colors=\"red\",\n", " levels=np.arange(15, 31, 1),\n", " linestyles=\":\",\n", " linewidths=1.0,\n", ")\n", "ax.clabel(\n", " cs,\n", " inline=True,\n", " fmt=\"%1.0f\",\n", " fontsize=10,\n", " inline_spacing=0.5,\n", ")\n", "plt.colorbar(cb, ax=mm.ax, shrink=0.5)\n", "\n", "fig.savefig(\"../figures/freyberg-structured-grid.png\", dpi=300);" ] }, { "cell_type": "code", "execution_count": null, "id": "ca1097ac-0fd5-4b46-b759-d24a4566dd59", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }