{ "cells": [ { "cell_type": "markdown", "id": "gbl3-0001", "metadata": {}, "source": "# GABLS3 LES Intercomparison Study for Stable Boundary Layers: Time\u2013Height Diagnostics" }, { "cell_type": "markdown", "id": "gbl3-0002", "metadata": {}, "source": "*Last updated: June 2026*" }, { "cell_type": "markdown", "id": "gbl3-0003", "metadata": {}, "source": [ "This notebook visualizes the JAX-ALFA simulation of the GABLS3 intercomparison case. The simulation covers 9 hours from 00 UTC to 09 UTC, 2 July 2006, at Cabauw, Netherlands.\n", "\n", "| Quantity | Value |\n", "| --- |---------------------------------------------------------|\n", "| Domain | 800 m \u00d7 800 m \u00d7 800 m |\n", "| Grid | $256^3$ |\n", "| Time step | 0.1 s |\n", "| Simulation time | 32 400 s (9 h) |\n", "| Roughness length | $z_0 = 0.15$ m |\n", "| Screen temperature/humidity height | $z_T = z_Q = 0.25$ m |\n", "| Geostrophic wind | time- and height-varying ($\\texttt{optGeoWind}=1$) |\n", "| Large-scale advection | time- and height-varying ($\\texttt{optAdvection}=1$) |\n", "| Moisture | prognostic specific humidity ($\\texttt{optMoisture}=1$) |\n", "| SGS model | LASDD-SM ($\\texttt{optSgs}=1$) |\n", "\n", "Figures show **time\u2013height** contour plots of mean wind, potential temperature,\n", "specific humidity, resolved variances, and total (resolved + SGS) fluxes." ] }, { "cell_type": "markdown", "id": "gbl3-0004", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "id": "gbl3-0005", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:49.611921Z", "start_time": "2026-06-02T12:25:49.567840Z" } }, "source": [ "import os\n", "import re\n", "import glob\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "from pathlib import Path" ], "outputs": [], "execution_count": 1 }, { "cell_type": "markdown", "id": "gbl3-0006", "metadata": {}, "source": [ "### Output directory and case configuration" ] }, { "cell_type": "code", "id": "gbl3-0007", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:49.653998Z", "start_time": "2026-06-02T12:25:49.626073Z" } }, "source": [ "from pathlib import Path\n", "def find_repo_root(start=None):\n", " path = Path(start or ('__file__' in globals() and __file__) or Path.cwd()).resolve()\n", " for candidate in (path, *path.parents):\n", " if (candidate / 'examples').is_dir() and (candidate / 'docs').is_dir():\n", " return candidate\n", " raise FileNotFoundError('Could not locate jaxalfa repository root')\n", "\n", "BaseDir = find_repo_root()\n", "RunDir = BaseDir / 'examples/SBL_GABLS3/runs/256x256x256_LASDD_SM_SP'\n", "OutputDir = RunDir / 'output'\n", "\n", "# Read case parameters directly from Config.py so the notebook stays in sync.\n", "_cfg = {}\n", "exec((RunDir / 'Config.py').read_text(), _cfg)\n", "\n", "nz = int(_cfg['nz'])\n", "l_z = float(_cfg['l_z'])\n", "dt = float(_cfg['dt'])\n", "SimTime = float(_cfg['SimTime'])\n", "T_0 = float(_cfg['T_0'])\n", "optGeoWind = int(_cfg.get('optGeoWind', 0))\n", "optAdvection = int(_cfg.get('optAdvection', 0))\n", "optMoisture = int(_cfg.get('optMoisture', 0))\n", "optSgs = int(_cfg['optSgs'])\n", "OutputInterval_sec = float(_cfg['OutputInterval_sec'])\n", "\n", "print('BaseDir:', BaseDir)\n", "print('RunDir: ', RunDir)\n", "print(f'nz={nz}, l_z={l_z:g} m, dt={dt:g} s, OutputInterval={OutputInterval_sec:g} s')\n", "print(f'optGeoWind={optGeoWind}, optAdvection={optAdvection}, '\n", " f'optMoisture={optMoisture}, optSgs={optSgs}')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BaseDir: /Users/sukantabasu/Dropbox/Codes/LES/JAX-ALFA/jaxalfa\n", "RunDir: /Users/sukantabasu/Dropbox/Codes/LES/JAX-ALFA/jaxalfa/examples/SBL_GABLS3/runs/256x256x256_LASDD_SM_SP\n", "nz=256, l_z=800 m, dt=0.05 s, OutputInterval=300 s\n", "optGeoWind=1, optAdvection=1, optMoisture=1, optSgs=1\n" ] } ], "execution_count": 2 }, { "cell_type": "markdown", "id": "gbl3-0008", "metadata": {}, "source": [ "### Vertical grid" ] }, { "cell_type": "code", "id": "gbl3-0009", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:49.686454Z", "start_time": "2026-06-02T12:25:49.662543Z" } }, "source": [ "dz = l_z / (nz - 1)\n", "\n", "# Half levels \u2014 U, V, TH, Q, u2, v2, TH2, Q2\n", "z = np.array([(k + 0.5) * dz for k in range(nz)])\n", "\n", "# Full (staggered) levels \u2014 w, uw, vw, wTH, wQ, txz, tyz, qz, qHz, w2\n", "z_w = np.array([k * dz for k in range(nz)])\n", "\n", "print(f'dz = {dz:.3f} m, z[0] = {z[0]:.3f} m, z[-1] = {z[-1]:.3f} m')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dz = 3.137 m, z[0] = 1.569 m, z[-1] = 801.569 m\n" ] } ], "execution_count": 3 }, { "cell_type": "markdown", "id": "gbl3-0010", "metadata": {}, "source": [ "### Load output files" ] }, { "cell_type": "code", "id": "gbl3-0011", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:49.718194Z", "start_time": "2026-06-02T12:25:49.694817Z" } }, "source": [ "stat_files = sorted(\n", " glob.glob(str(OutputDir / 'ALFA_Statistics_Iteration_*.npz')),\n", " key=lambda x: int(re.search(r'Iteration_(\\d+)', x).group(1))\n", ")\n", "n_files = len(stat_files)\n", "missing_stats = (n_files == 0)\n", "\n", "print(f'Found {n_files} output files in {OutputDir}')\n", "\n", "if n_files == 0:\n", " raise FileNotFoundError(\n", " f'No statistics files found in {OutputDir}. Run the GABLS3 case first; '\n", " 'the notebook expects ALFA_Statistics_Iteration_*.npz files.'\n", " )" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 108 output files in /Users/sukantabasu/Dropbox/Codes/LES/JAX-ALFA/jaxalfa/examples/SBL_GABLS3/runs/256x256x256_LASDD_SM_SP/output\n" ] } ], "execution_count": 4 }, { "cell_type": "code", "id": "gbl3-0012", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:49.748733Z", "start_time": "2026-06-02T12:25:49.719694Z" } }, "source": [ "# Build UTC time axis from file iteration numbers.\n", "# GABLS3 simulation starts at 00 UTC, so no offset needed.\n", "if missing_stats:\n", " t_hours = np.array([0.0, SimTime / 3600.0])\n", "else:\n", " iterations = np.array([\n", " int(re.search(r'Iteration_(\\d+)', f).group(1)) for f in stat_files\n", " ])\n", " t_hours = iterations * dt / 3600.0 # UTC hours (0-9)\n", "\n", "print(f'Time range: {t_hours[0]:.3f} - {t_hours[-1]:.2f} UTC h')\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time range: 0.083 - 9.00 UTC h\n" ] } ], "execution_count": 5 }, { "cell_type": "code", "id": "gbl3-0013", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:49.962514Z", "start_time": "2026-06-02T12:25:49.750055Z" } }, "source": [ "# Allocate (n_files, nz) arrays.\n", "U = np.zeros((n_files, nz))\n", "V = np.zeros((n_files, nz))\n", "TH = np.zeros((n_files, nz))\n", "u2 = np.zeros((n_files, nz))\n", "v2 = np.zeros((n_files, nz))\n", "w2 = np.zeros((n_files, nz))\n", "TH2 = np.zeros((n_files, nz))\n", "uw = np.zeros((n_files, nz))\n", "vw = np.zeros((n_files, nz))\n", "wTH = np.zeros((n_files, nz))\n", "txz = np.zeros((n_files, nz))\n", "tyz = np.zeros((n_files, nz))\n", "qz = np.zeros((n_files, nz))\n", "ustar = np.zeros(n_files)\n", "qz_sfc = np.zeros(n_files)\n", "\n", "# Moisture arrays (populated only when optMoisture >= 1).\n", "Q = np.zeros((n_files, nz))\n", "Q2 = np.zeros((n_files, nz))\n", "wQ = np.zeros((n_files, nz))\n", "qHz = np.zeros((n_files, nz))\n", "qm_sfc = np.zeros(n_files)\n", "\n", "if missing_stats:\n", " for arr in [U, V, TH, u2, v2, w2, TH2, uw, vw, wTH, txz, tyz, qz,\n", " Q, Q2, wQ, qHz]:\n", " arr[:] = np.nan\n", " ustar[:] = np.nan\n", " qz_sfc[:] = np.nan\n", " qm_sfc[:] = np.nan\n", "\n", "for i, f in enumerate(stat_files):\n", " with np.load(f) as d:\n", " U[i] = d['U']\n", " V[i] = d['V']\n", " TH[i] = d['TH']\n", " u2[i] = d['u2']\n", " v2[i] = d['v2']\n", " w2[i] = d['w2']\n", " TH2[i] = d['TH2']\n", " uw[i] = d['uw']\n", " vw[i] = d['vw']\n", " wTH[i] = d['wTH']\n", " txz[i] = d['txz']\n", " tyz[i] = d['tyz']\n", " qz[i] = d['qz']\n", " ustar[i] = np.asarray(d['ustar']).mean()\n", " qz_sfc[i] = np.asarray(d['qz_sfc']).mean()\n", " if optMoisture >= 1:\n", " Q[i] = d['Q']\n", " Q2[i] = d['Q2']\n", " wQ[i] = d['wQ']\n", " qHz[i] = d['qHz']\n", " qm_sfc[i] = np.asarray(d['qm_sfc']).mean()\n", "\n", "# Total (resolved + SGS) vertical fluxes.\n", "uw_tot = uw + txz\n", "vw_tot = vw + tyz\n", "wTH_tot = wTH + qz\n", "wQ_tot = wQ + qHz\n", "\n", "print('Data loaded.')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data loaded.\n" ] } ], "execution_count": 6 }, { "cell_type": "markdown", "id": "gbl3-0014", "metadata": {}, "source": [ "### Plot style" ] }, { "cell_type": "code", "id": "gbl3-0015", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:50.006324Z", "start_time": "2026-06-02T12:25:49.984908Z" } }, "source": [ "plt.rcParams.update({\n", " 'text.usetex' : False,\n", " 'font.size' : 13,\n", " 'axes.labelsize' : 14,\n", " 'xtick.labelsize': 11,\n", " 'ytick.labelsize': 11,\n", "})\n", "\n", "# GABLS3 is a shallow nocturnal SBL; show only the lowest 600 m.\n", "z_max = 600.0\n", "\n", "# UTC tick positions every hour.\n", "utc_ticks = np.arange(0, 10, 1)\n", "\n", "def th_plot(ax, t_hours, z_axis, field, cmap, label, z_max=z_max):\n", " \"\"\"Standard time-height pcolormesh helper.\"\"\"\n", " pc = ax.pcolormesh(t_hours, z_axis, field.T,\n", " cmap=cmap, shading='auto')\n", " cb = plt.colorbar(pc, ax=ax, pad=0.02)\n", " cb.set_label(label)\n", " ax.set_xlabel(r'UTC (h)')\n", " ax.set_ylabel(r'$z$ (m)')\n", " ax.set_ylim(0, z_max)\n", " ax.set_xticks(utc_ticks)\n", " ax.xaxis.set_minor_locator(ticker.MultipleLocator(0.5))\n", " return pc\n", "\n", "def symm_limits(data):\n", " \"\"\"Return vmin/vmax centred on zero for a diverging colormap.\"\"\"\n", " amax = np.nanmax(np.abs(data))\n", " return -amax, amax" ], "outputs": [], "execution_count": 7 }, { "cell_type": "markdown", "id": "gbl3-0020", "metadata": {}, "source": [ "## Mean Wind Components\n", "\n", "Time\u2013height evolution of the planar-mean zonal ($U$) and meridional ($V$) wind." ] }, { "cell_type": "code", "id": "gbl3-0021", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:50.324903Z", "start_time": "2026-06-02T12:25:50.014002Z" } }, "source": [ "fig, axs = plt.subplots(1, 2, figsize=(13, 5), constrained_layout=True)\n", "\n", "pc = th_plot(axs[0], t_hours, z, U, 'RdBu_r', r'$U$ (m s$^{-1}$)')\n", "pc.set_clim(*symm_limits(U[:, z <= z_max]))\n", "axs[0].set_title(r'Zonal Wind $U$')\n", "\n", "pc = th_plot(axs[1], t_hours, z, V, 'RdBu_r', r'$V$ (m s$^{-1}$)')\n", "pc.set_clim(*symm_limits(V[:, z <= z_max]))\n", "axs[1].set_title(r'Meridional Wind $V$')\n", "\n", "fig.suptitle('Mean Wind Components \u2014 GABLS3', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 8 }, { "cell_type": "markdown", "id": "d1b7a0b7", "source": "## Mean Wind Speed\n\n$$S = \\sqrt{U^2 + V^2}$$", "metadata": {} }, { "cell_type": "code", "id": "dd04e11c", "source": "S = np.sqrt(U**2 + V**2)\n\nfig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\npc = th_plot(ax, t_hours, z, S, 'jet', r'$S$ (m s$^{-1}$)')\npc.set_clim(0, 10)\nax.set_title(r'Mean Wind Speed \u2014 GABLS3', fontsize=14)\nplt.show()", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:50.468137Z", "start_time": "2026-06-02T12:25:50.326527Z" } }, "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 9 }, { "cell_type": "markdown", "id": "gbl3-0022", "metadata": {}, "source": [ "## Mean Potential Temperature\n", "\n", "Nocturnal cooling drives a progressively stable stratification from the surface upward." ] }, { "cell_type": "code", "id": "gbl3-0023", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:50.612903Z", "start_time": "2026-06-02T12:25:50.471532Z" } }, "source": "fig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\n\npc = th_plot(ax, t_hours, z, TH, 'jet', r'$\\langle\\theta\\rangle$ (K)')\npc.set_clim(290, 298)\nax.set_title(r'Mean Potential Temperature \u2014 GABLS3', fontsize=14)\nplt.show()", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 10 }, { "cell_type": "markdown", "id": "gbl3-0024", "metadata": {}, "source": [ "## Mean Specific Humidity\n", "\n", "Moisture transport driven by the nocturnal surface flux and large-scale advection (Table 7)." ] }, { "cell_type": "code", "id": "gbl3-0025", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:50.773579Z", "start_time": "2026-06-02T12:25:50.624262Z" } }, "source": "if optMoisture >= 1:\n fig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\n pc = th_plot(ax, t_hours, z, Q, 'jet',\n r'$\\langle q \\rangle$ (kg kg$^{-1}$)')\n pc.set_clim(0.008, 0.012)\n ax.set_title(r'Mean Specific Humidity \u2014 GABLS3', fontsize=14)\n plt.show()\nelse:\n print('optMoisture = 0: no moisture data.')", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 11 }, { "cell_type": "markdown", "id": "gbl3-0030", "metadata": {}, "source": [ "## Resolved Velocity Variances\n", "\n", "Turbulent activity is confined to the shallow nocturnal SBL." ] }, { "cell_type": "code", "id": "gbl3-0031", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:51.117703Z", "start_time": "2026-06-02T12:25:50.776373Z" } }, "source": [ "fig, axs = plt.subplots(1, 3, figsize=(18, 5), constrained_layout=True)\n", "\n", "th_plot(axs[0], t_hours, z, u2, 'YlOrRd', r\"$\\langle u'^2 \\rangle$ (m$^2$ s$^{-2}$)\")\n", "axs[0].set_title(r\"$\\langle u'^2 \\rangle$\")\n", "\n", "th_plot(axs[1], t_hours, z, v2, 'YlOrRd', r\"$\\langle v'^2 \\rangle$ (m$^2$ s$^{-2}$)\")\n", "axs[1].set_title(r\"$\\langle v'^2 \\rangle$\")\n", "\n", "th_plot(axs[2], t_hours, z_w, w2, 'YlOrRd', r\"$\\langle w'^2 \\rangle$ (m$^2$ s$^{-2}$)\")\n", "axs[2].set_title(r\"$\\langle w'^2 \\rangle$\")\n", "\n", "fig.suptitle('Resolved Velocity Variances \u2014 GABLS3', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 12 }, { "cell_type": "markdown", "id": "gbl3-0032", "metadata": {}, "source": [ "## Potential Temperature Variance" ] }, { "cell_type": "code", "id": "gbl3-0033", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:51.251313Z", "start_time": "2026-06-02T12:25:51.119261Z" } }, "source": [ "fig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\n", "\n", "th_plot(ax, t_hours, z, TH2, 'YlOrRd', r\"$\\langle\\theta'^2\\rangle$ (K$^2$)\")\n", "ax.set_title(r\"Potential Temperature Variance \u2014 GABLS3\", fontsize=14)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 13 }, { "cell_type": "markdown", "id": "gbl3-0034", "metadata": {}, "source": [ "## Specific Humidity Variance" ] }, { "cell_type": "code", "id": "gbl3-0035", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:51.434022Z", "start_time": "2026-06-02T12:25:51.254104Z" } }, "source": [ "if optMoisture >= 1:\n", " fig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\n", " th_plot(ax, t_hours, z, Q2 * 1e6, 'YlOrRd',\n", " r\"$\\langle q'^2\\rangle$ ($\\times 10^{-6}$ kg$^2$ kg$^{-2}$)\")\n", " ax.set_title(r\"Specific Humidity Variance \u2014 GABLS3\", fontsize=14)\n", " plt.show()\n", "else:\n", " print('optMoisture = 0: no moisture data.')" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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YUJHVzPz8/PDUU0/h22+/xeeff24YFrV69WrUrFkTw4cPL3Vbo0ePxltvvYWoqCjMnTsXAHDo0CEkJiaiR48eaNKkiaHurVu3MH/+fOzZswfXrl0zzPEp8eeff5q037ZtW7PDvsT83//9H5YtW4bjx48jIyPDaL6Q2DUAiE4A9/LyAnBvKd8SR48ehUajQUBAgNk+/PHHH8jIyED9+vUxZ84ck8///vtvAP/++yfl6tWriuyhM2rUKLN/e4KZxTzT09NN7qF58+YmQ9hWr14NtVqN5557zlDWokULPPHEEzhw4AAuX75s9PdQIjIy0jDBXq/XIzU1FevXr8eMGTNw4MAB/PbbbyYLdpSGg4MD1q5diw8++AAxMTE4evQojh49iuPHj+P48eNYtmwZ4uPjRfskCAKKi4vx559/YteuXZgyZQoOHz6MmJgYuLi4yO4LEVkHBitEZeDs7Ixhw4Zh2LBhAO4tRTt16lR89dVXGDNmDFJTU41e1mrXri26dKanp6fhfADIyMiAIAhITU0VfVkqUbLPQMkLWYMGDRS5r9KwxDWVIPayUjKG39xnD9unoeR3JzVG39PTU7Gll8ePH4+XXnoJ33zzDV555RX88ssvSExMxLhx41CzZs1St/Piiy9iypQpWLt2LWbPng21Wm0ysR6498L7xBNPIDk5GV27dkWvXr3g6uoKGxsbnDx5EtHR0aKr35X8XZfW4sWL8dZbb8Hd3R19+vSBl5eXYSWpTz/9VHKFPbF5LCW/t/uDnczMTDRo0OChy9emp6cDAM6dO4dz585J1rt/nw8xV69eNfvvb2kFBgaaDVZKnnNqaqrJZ02bNjUKZsQWBDly5AjOnz+P3r17o379+kafjRw5Er/99hvWrFmDefPmme2njY0NHnvsMUybNg1//PEH1q9fj02bNpnMiZLDy8sL48ePx/jx4wHcW/J69OjR+OmnnzB58mRER0eLnqdWq+Hl5YWJEyeidu3aePbZZ/HBBx8YLaVMRFULVwMjUoBWq8UXX3wBb29v3L59G2fOnDH6PC0tTXSFops3bxrOB/59ae7QoQOEe8M0RY/9+/cbnSf2slJRSlbiqcxr3q/khbOoqMjks5LAoTKV/A7EVq0C/v0dK2H48OFwdXU1TKgv+ee4ceNktePu7o6BAwciOTkZ+/btQ25uLrZu3QpXV1cMGTLEUG/VqlVITk7G+++/j19++QWff/455s2bh9mzZ4tmCkuIvRhLKSoqwrx581C/fn2cO3cO33zzDRYsWIDZs2dj1qxZKCgokHVvYlxdXXHjxg3JVcJKlPz7N3ToULP//oltfHi/wMBAs+eX9njYBqFdunQBcG8FuYfdm5iSifX/+9//TDZ6LMnAREVFyWq7U6dOAIDjx4/L7o85Pj4+hmxVXFxcqc4pyf5W1L5FRFQ5GKwQKUSlUsHR0VH0s8LCQhw5csSk/Oeffwbw7zAkZ2dn+Pr6IiEhwWgYi5SaNWuiZcuWuHLlCi5evFjmvstR8jLyww8/VMr1HlSyupZYsCS1kV1Fatu2LYB/f5f3u3btmuTyxWLUarXJcsn3c3BwwPPPP48TJ04gPj4e27ZtQ5s2bfDEE0/I7ndJBmXNmjXYtm0b7ty5g+eee85ob4ySDRwfHNYIiN9vWdy+fRtZWVno3Lmzyb4ux44dMxl2VhadOnWCTqdDfHy82Xq+vr5wcXHBsWPHqsTO582aNUPXrl2RnJyMDRs2yDr37t272LJlCxwdHTFmzBjRo1WrVrh+/TpiY2NL3W5JdqoswdPDODk5yapfMnxQahU0IqoaGKwQybBs2TL89ttvop/93//9HxITE+Hq6iq6VOaMGTOMXoASExOxevVqaLVahISEGMpff/115ObmYty4caLDTa5cuWI0rOjVV1+FXq832jOkRH5+vuHlQSlPPPEEOnXqhJ9++gkrVqww+byiMy4dO3YEAJM5Ad9+++1DX0YrwtNPP43GjRtj165d+OWXXwzlgiBg6tSpZoOPB9WqVQvXr183W2fChAkAgOeee87wd1IWffv2RYMGDbBjxw58/vnnAIyHgAH35twAMLovANi4cSNiYmLKdN0HeXh4wMHBAcePHzfa+yUjI0N0WeSyePXVVwEAkyZNMvn3oaioyJD9srW1xcsvv4xr167hrbfeEg1Yzp49K5lFs4TPPvsM9vb2eOWVV7B582bROmIZx61bt+LOnTsYNmwYVq5cKXp8+OGHAEq/50pWVpbh30uxOVylMXfuXNEAXxAEREZGArj371yJxMRE0d9Hbm6uYV+Z/v37l6kvRGQd+HUDkQx79uzBxIkT0bRpU3Tt2hX169dHTk4OTp48iZ9//hlqtRpfffUVNBqN0Xn16tVDZmYm2rVrh2eeeQZZWVnYtGkT8vPzsWLFCjg7OxvqTpgwAUeOHMHatWtx8OBB9OrVC/Xr18fNmzeRmJiIX3/9FRs3bjSMZX/55ZcRHx+PrVu34vHHH8egQYPg4uKC5ORkxMbGYtWqVYbN0ZSyYcMGBAYGYvz48Vi/fj2eeuop5Ofn49y5czhx4gTS0tIUvd79Bg8ejMaNGyMqKgopKSlo3749EhISEBcXh+DgYMVeoktLrVZj+fLlCA4ORq9evQz7rMTFxeGvv/5CmzZtcPr06VK1FRQUhK1bt+K///0v2rdvDxsbGzzzzDPw8/Mz1GndujW6dOmCQ4cOwd7eHs8//3yZ+m1jY4NRo0bhgw8+wO+//4527dqZTFh/4YUXsGDBAoSHh2P//v3w9vbG6dOn8eOPP2LIkCH4v//7vzJd+35qtRqvvPIKFi9ejLZt22LgwIHIzs7Gnj174O3tbTKXoiyCg4Px1ltvYdGiRXj88cfxn//8Bx4eHkhNTcW+ffvw1ltvGfYYmjNnDo4fP44lS5Zg9+7dCAgIgLu7O1JTU3HmzBmcOnUKhw8fLvM+Ikrr0KEDdu7ciREjRiA0NBSzZs1C9+7d4eHhgTt37uDatWuGLOj9L/klAcjo0aMl2w4ODoanpyd27tyJv//+2yjz9eOPPxoWxyguLkZqaip27tyJ27dvo3fv3hg6dKhJe2fOnDHaQ+h+/v7+eP311/Hxxx9j9uzZ6NixIzp06IBatWohLS0NcXFxuHjxImrXrm208ezevXvx7rvvIjAwEE2aNIFWq0Vqair27NmDtLQ0dO3aVXIzTCKqIip0rTGiR0xiYqKwcOFCoXfv3kLjxo0Fe3t7wd7eXvDx8RFGjhxptP9JiZKlWtPS0oSxY8cKHh4egkajETp27ChER0dLXmvLli1Cr169BDc3N6FGjRpCgwYNhMDAQGHx4sXC33//bVS3uLhYWLlypdC5c2fByclJcHR0FB5//HFh4sSJQnJysqGeUvusCIIg3LhxQ5g0aZLQpEkTwc7OTqhVq5bw5JNPCh9//LH5h3jfNTUajdk6Go1GtF+XL18WQkJCBGdnZ8HJyUno2bOn8Ntvv5lduljsHqSWEBYE88sgi7X1008/Cd27dxccHByEWrVqCcOGDROuXbsmBAQElHrp4r/++kt49tlnhTp16hiWbhXr27JlywQAwvPPP2/ymRxJSUmCSqUSAAhLliwRrXPy5EmhT58+gpubm+Ds7CwEBAQIP/74o+g9lCxRO3LkSMlriv2tFRQUCB988IHw+OOPCxqNRnjssceEiIgI4c6dO6L15S5fXWL79u1Cjx49BK1WK2g0GqFRo0bCCy+8IJw9e9aoXlFRkbBs2TKha9eugouLi6FP/fr1E5YuXSrk5ORI3p+lpKenCx988IHQtWtXoVatWoKtra3g4uIitG/fXggPDzf6/6bExETDkusP8+abbwoAhMWLFwuCIL10cc2aNYVOnToJn3zyidF+UoJgvP+O1BESEiIIwr1/j9577z3hqaeeEurXry/UqFFDqFmzptCmTRvhrbfeMtpXRxAE4cyZM8LLL78s+Pn5CW5uboKtra1Qu3ZtISAgQFi6dCmXLiZ6BKgEwczah0RUbiUZEKVWhCJ65ZVXsHTpUsTHx6N79+6W7g4REVGFYbBCVMEYrJCS/v77bzRu3BiPPfYYzp8/b+nuEBERVSirn2C/atUqtG3bFvb29vDw8DBZlSYmJgbt27eHvb09mjZtiq+++kq0nUWLFqFRo0awt7c3bHZFRFRV7N69G/PmzUOvXr1w9+5dzJo1y9JdIiIiqnBWHazMnj0bERERCAsLQ2xsLJYtW2bYVRoADh8+jJCQEPj7+2PPnj0YNWoUwsPDDXsPlFi0aBGmTp2K1157DTExMWjatCn69+9vshcGEZG12rZtG2bOnInbt2/jww8/lLVjPRERUVVltcPAEhIS4Ofnh5iYGMPGTg/q378/0tPT8euvvxrKxo8fj127duH69etQq9XQ6XTw9PTE+PHjsXDhQgD3djb28/NDmzZtJJd6JCIiIiIiy7LazEpUVBSaNGkiGajodDrExcVhxIgRRuVhYWH466+/DJvDHTp0CFlZWQgNDTXUsbGxwfDhwxETEwMrjdWIiIiIiKo9qw1Wjhw5Aj8/P8ybNw8eHh6ws7NDQEAATp48CeDezsoFBQXw9fU1Oq9ly5YA7mVm7v9nixYtTOrduXOnwjewIyIiIiKisrHaTSFv3LiB48eP49y5c/j6669hZ2eHOXPmoHfv3rh48SIyMjIAAK6urkbnubm5AYBhl+KMjAxoNBo4ODhI1vPy8hLtg06ng06nM/xcXFyM9PR01K5dGyqVSpH7JCIiIqKKIwgC7ty5g/r160Otlv89fX5+PgoKChTtk52dHezt7RVt81FltcFKcXExcnJysH37drRq1QrAvZ16GzdujOXLl6Nr164AIBk03F8uVqdk+Je5oCMyMhJz5swp8z0QERERkXVISUmR/IJaSn5+PtwdaiIHekX7UrduXVy5coUBSylYbbBSq1YteHp6GgIVAKhXrx5atGiBc+fOYcCAAQBgyLCUKPm5JHPi5uaG/Px85OfnG/1BZGZmGtUTM2XKFERERBh+zsrKwmOPPYaUlBS4uCSV7waJiIiIqMJlZ99Fw4bPwNnZWfa5BQUFyIEeb6IxNArNntChGItvXEFBQQGDlVKw2mDF19cX165dMykXBAFqtRo+Pj6ws7NDQkIC+vXrZ/i8ZJO0krksJf9MSEhA+/btjeo5OzujQYMGkn3QaDTQaDQm5S4uLnBxqVm2GyMiIiKiSleeIfwaqGEPGwV7Q6VltRPsBwwYgJs3b+Ls2bOGstTUVCQmJqJt27bQaDQICgrC1q1bjc7btGkT6tWrZwhMunTpAq1Wiy1bthjq6PV6bN26FcHBwZx7QkRERERmqRU+qPSsNrPyn//8B/7+/hgyZAjef/992NnZYe7cuXB3d8e4ceMAADNnzkT37t0xbtw4hIWF4eDBg1ixYgWWLVtmmECl0Wgwffp0TJ06Fe7u7vD398fKlStx+fJl7rFCRERERGTFrDZYsbGxwZ49ezB58mSMHz8ehYWFCAgIwKZNm+Dk5AQAeOqppxAdHY2pU6di3bp18PLywpIlSzB27Fijtt58800IgoAlS5bg5s2bhs0m/fz8LHFrRERERFSFKJkRYWZFHqvdwd4aZWdnQ6vVIisrCy4uFy3dHSIiIiJ6iOzsHGi1gf+8v7nIPPfeu99s+Cg2ZyUfesxGUpn6Ux0xuCMiIiIiIqtktcPAiIiIiIisAYeBWQ6DFSIiIiIiM1T/HEq1RaXH4I6IiIiIiKwSMytERERERGZwGJjl8HkREREREZFVYmaFiIiIiMgMZlYsh8EKEREREZEZDFYsh8+LiIiIiIisEjMrRERERERmqKDcN/xculgeZlaIiIiIiMgqMbNCRERERGQG56xYDoMVIiIiIiIzGKxYDp8XERERERFZJWZWiIiIiIjMYGbFcvi8iIiIiIjIKjGzQkRERERkBjMrlsPnRURERERkhlrhQ64LFy6gX79+cHJygoeHByZNmoS8vLyHnnf37l2899578PHxgaOjIx5//HHMnj0bOp2uDL2wDGZWiIiIiIisVGZmJoKCguDt7Y3t27fj1q1biIiIQFpaGjZs2GD23JdffhnfffcdPvjgA7Ru3RpHjx7FjBkzkJ6ejiVLllTSHZQPgxUiIiIiIjMsOQxs2bJlyMjIwMmTJ1GnTh0AgK2tLcLCwjBt2jT4+vqKnldUVIRt27bhnXfeQXh4OACgR48euHbtGrZs2VJlghUOAyMiIiIiMsOSw8BiYmLQq1cvQ6ACAEOHDoVGo0FMTIzkeYIgoKioCFqt1qjc1dUVgiDI7IXlMFghIiIiIqpk2dnZRofUPJKEhAST7IlGo4GPjw8SEhIk269RowZeeuklfP755/j111+Rk5OD/fv3Y8WKFXjttdcUvZeKxGCFiIiIiMgMlcIHADRs2BBardZwREZGil47IyMDrq6uJuVubm5IT0832++lS5eiV69e6Ny5M5ydnREUFITQ0FDMnDlTzu1bFOesEBERERFVspSUFLi4uBh+1mg0knVVKpVJmSAIouX3e++997Br1y4sX74czZs3x++//45Zs2bBzc0Nc+bMKXvnKxGDFSIiIiIiM1RQbjhSSXjh4uJiFKxIcXNzQ0ZGhkl5Zmam5OR6ADh79iwWLVqE6OhoDBo0CADQvXt3qNVqvPXWW3j11Vfh4eFRpnuoTBwGRkRERERkhiUn2Pv6+prMTdHpdEhKSjIbrJw/fx4A0K5dO6Pydu3aoaioCNeuXZPZE8tgsEJEREREZKWCg4Oxb98+pKWlGcp27NgBnU6H4OBgyfO8vb0BAL///rtR+bFjxwAAjRo1Ur6zFYDDwIiIiIiIzLDkPisTJkzA559/jpCQEMyYMcOwKWRYWJhRZmXMmDFYu3YtioqKAAAdO3ZEp06dMHHiRNy8eRPNmzfHb7/9hrlz52L48OFwd3dX6I4qFoMVIiIiIiIr5erqiri4OISHh2PIkCFwdHREaGgoFixYYFRPr9dDr9cbfraxscH333+PGTNmYMGCBbhx4wYaNmyI8PBwTJs2rbJvo8xUQlXaFcbCsrOzodVqkZWVBReXi5buDhERERE9RHZ2DrTawH/e3x4+od343HvvflHwgSNsFOlPLvQYhaQy9ac6YmaFiIiIiMgMSw4Dq+74vIiIiIiIyCoxs0JEREREZAYzK5bD50VERERERFaJmRUiIiIiIjOYWbEcBitERERERGYwWLEcPi8iIiIiIrJKzKwQEREREZnBzIrl8HkREREREZFVYmaFiIiIiMgMZlYsh8EKEREREdFDqCzdgWqKwR0REREREVklZlaIiIiIiMzgMDDLYbBCRERERGQGgxXL4fMiIiIiIiKrxMwKEREREZEZzKxYDp8XERERERFZJWZWiIiIiIjMUAFQKbR2sUpQpp3qgsEKEREREZEZapUAtUJRhhoCwICl1DgMjIiIiIiIrBIzK0REREREZqhUCg4DA5hZkYGZFSIiIiIiskrMrBARERERmaH651CqLSo9BitERERERGbcGwamzNgtBivycBgYERERERFZJWZWiIiIiIjMUHyCPZUaMytERERERGSVrDZYiYqKgkqlMjnee+89o3oxMTFo37497O3t0bRpU3z11Vei7S1atAiNGjWCvb09nnjiCRw4cKAS7oKIiIiIqrqSzIpSB5We1Q8D27t3L7RareHnBg0aGP734cOHERISghdffBEff/wxDh48iPDwcNjZ2WHs2LGGeosWLcLUqVPx4Ycfwt/fHytWrED//v1x9OhR+Pn5Ver9EBEREVHVovgO9lRqKkEQrPKJRUVF4aWXXsLff/+NOnXqiNbp378/0tPT8euvvxrKxo8fj127duH69etQq9XQ6XTw9PTE+PHjsXDhQgCAXq+Hn58f2rRpg82bN5e6T9nZ2dBqtcjKyoKLy8Xy3SARERERVbjs7BxotYH/vL+5yDz33rvfj3aN4aRSZkDSXaEYvQqulKk/1ZHVDgN7GJ1Oh7i4OIwYMcKoPCwsDH/99RdOnDgBADh06BCysrIQGhpqqGNjY4Phw4cjJiYGVhqrEREREZGVUCl8UOlZfbDSqlUr2NjYoEmTJoiMjIRerwcAJCUloaCgAL6+vkb1W7ZsCQBISEgw+meLFi1M6t25cwepqakVfQtEREREVJUpOV+F0YosVjtnpV69epgzZw6efPJJqFQq7Ny5E9OnT0dqaiq++OILZGRkAABcXV2NznNzcwMApKenAwAyMjKg0Wjg4OAgWc/Ly0u0DzqdDjqdzvBzdna2IvdGREREREQPZ7XBSt++fdG3b1/Dz3369IGDgwM++eQTTJs2zVCuklhS4f5ysTolw7+kzgeAyMhIzJkzR3bfiYiIiOjRwX1WLMfqh4Hd79lnn4Ver8fJkycNmZGSDEuJkp9LPndzc0N+fj7y8/ON6mVmZhrVEzNlyhRkZWUZjpSUFKVuhYiIiIiIHqJKBSv3T4b38fGBnZ2dYU5KifPnzwOAYS5LyT/F6jk7OxsthfwgjUYDFxcXo4OIiIiIqheVSlD0kOvChQvo168fnJyc4OHhgUmTJiEvL8/sOVevXhXds1ClUkGj0ZT1UVQ6qx0GJmbLli2wsbFB+/btodFoEBQUhK1bt2Ly5MmGOps2bUK9evXQvn17AECXLl2g1WqxZcsWQ5ler8fWrVsRHBxsdhgYEREREZFade9QpC2Z9TMzMxEUFARvb29s374dt27dQkREBNLS0rBhwwbJ8+rVq4fDhw8blQmCgP79+6NHjx5l6LllWG2w0rdvX/Ts2ROtW7cGAOzcuRPLly/HpEmTULduXQDAzJkz0b17d4wbNw5hYWE4ePAgVqxYgWXLlkGtvvenoNFoMH36dEydOhXu7u7w9/fHypUrcfnyZVl7rBARERERVbZly5YhIyMDJ0+eNOw9aGtri7CwMEybNs1kZdwSGo0GnTt3Nio7cOAAsrKy8Nxzz1V4v5VitcFKixYtsHLlSly/fh3FxcVo1qwZPv30U4SHhxvqPPXUU4iOjsbUqVOxbt06eHl5YcmSJUa71wPAm2++CUEQsGTJEty8eRN+fn6IiYnh7vVERERE9FCWnGAfExODXr16GW2SPnToUIwePRoxMTGSwYqYjRs3wsXFBQMHDpTZC8ux2h3srRF3sCciIiKqWpTYwf4np0aoqdAO9jlCMbrfvVrq/nh4eGD06NGYP3++UXmrVq3w1FNPYeXKlaW6bmFhIerWrYuBAwciKiqqLF23CKvNrBARERERWQMVBKigzPf7Je08uH+fRqMRnfiekZFhsq8gcG9F25J9BUtjz549SE9Pr1JDwIAqthoYEREREVFlU2r3+vuHkzVs2BBardZwREZGmrm++J6BchaK+uabb+Dp6YmePXvKvn9LYmaFiIiIiKiSpaSkGA0Dk1pO2M3NzWRfQeDeKmGlna+Sk5ODXbt2YezYsbCxsSlbhy2EmRUiIiIiIjMqIrPy4F5+UsGKr6+vyX6BOp0OSUlJpQ5WduzYgdzc3Co3BAxgsEJEREREZLWCg4Oxb98+pKWlGcp27NgBnU6H4ODgUrWxceNG+Pj44Mknn6yoblYYBitERERERGaoVYKihxwTJkyAq6srQkJCEBsbi/Xr1yM8PBxhYWFGmZUxY8bA1tZ0hsfff/+NH3/8EaGhoeV+DpbAYIWIiIiIyIyKGAZWWq6uroiLi4OTkxOGDBmCiIgIhIaGYsWKFUb19Ho99Hq9yflbt25FUVFRlRwCBnCfFVm4zwoRERFR1aLEPitHtI8pus9K56zkMvWnOuJqYEREREREZqggf+d5c21R6TFYISIiIiIyQ6USoJI510SyLYU2l6wuOGeFiIiIiIisEjMrRERERERmlGVivGRbyjRTbTCzQkREREREVomZFSIiIiIiM9QA1AqlRNScsiILgxUiIiIiIjMUnWCvUDvVBYeBERERERGRVWJmhYiIiIjoITgx3jKYWSEiIiIiIqvEzAoRERERkRmKLl3MFI0sDFaIiIiIiMzgBHvL4TAwIiIiIiKySsysEBERERGZoVYpuM8Kh4HJwswKERERERFZJWZWiIiIiIjM4AR7y2GwQkRERERkBoMVy+EwMCIiIiIiskrMrBARERERmaGCABUUWrpYoXaqCwYrRERERERmcBiY5TBYISIiIiKih9q3bx/i4uJw6NAhXL9+Hbdv34ajoyPc3d3h5+eHgIAADBgwAHXr1lXsmgxWiIiIiIjMUKlVUCm0QYoKVSu1kpOTgyVLlmDFihVITk6GINwbxmZvb49atWohLy8PZ8+exenTp/HNN9/A1tYWgwYNwuTJk9G1a9dyX58T7ImIiIiIyMTXX3+Npk2bYvr06XB1dcX777+PuLg4ZGdnIzc3F9evX0daWhoKCwuRmJiItWvXYvjw4fjhhx/QvXt3DBkyBFeuXClXH1RCSXhED5WdnQ2tVousrCy4uFy0dHeIiIiI6CGys3Og1Qb+8/7mIvPce+9+iV4N4KxW5jv+O8XFaHE9tUz9qWw1atRAWFgY3n77bbRq1arU5+Xl5WHTpk2IjIzECy+8gJkzZ5a5DxwGRkRERERkRnWdYJ+YmAgfHx/Z5zk4OGD06NEYOXIkrl+/Xq4+cBgYERERERGZKEugcj8bGxt4e3uXqw1mVoiIiIiIzFGr7h2KqEKpFSvAzAoRERERERkpLi7G2bNn8eeff5p8VlhYiJ9++qlS+sFghYiIiIjIDJVa2cPaXbt2DX5+fmjTpg0aNmyIQYMGIS0tzfB5eno6evToUSl9qQKPi4iIiIjIclQqlaKHtXvnnXfg5eWF5ORknDp1CjqdDl27djXKslTWgsIMVoiIiIiIyCA+Ph4LFy6El5cXWrdujb1796Jbt27o1q0bkpOTAaDSgi4GK0REREREZqhUCg4Ds/7ECnJzc6HRaAw/q1QqrFixAn369EH37t2RlJRUaX1hsEJERERERAbNmzfHsWPHTMqXLl2K4OBgDBgwoNL6wmCFiIiIiMickl0hlTqs3JAhQ7Bx40bRz7766isMHz680uasqITKutIjIDs7G1qtFllZWXBxuWjp7hARERHRQ2Rn50CrDfzn/c1F5rn33v2Smj0GZxtlvuO/oy+Gz4XkMvWnOmJmhYiIiIiIrBKDFSIiIiIiM1RqlaKHXBcuXEC/fv3g5OQEDw8PTJo0CXl5eaU6Nz09Ha+88grq1asHe3t7NGvWDMuWLZPdB0uxtXQHiIiIiIismZJTTeS2k5mZiaCgIHh7e2P79u24desWIiIikJaWhg0bNpg9NycnBwEBAXBwcMBnn30GDw8PXLx4EYWFhbL7bWNjgytXruCxxx6TfW55MFghIiIiIrJSy5YtQ0ZGBk6ePIk6deoAAGxtbREWFoZp06bB19dX8twPP/wQeXl5OHr0KBwcHAAAgYGBZeqHpaa5cxgYEREREZE5Su2xoobst++YmBj06tXLEKgAwNChQ6HRaBATE2P23NWrV2PMmDGGQKUqYrBCRERERFTJsrOzjQ6dTidaLyEhwSR7otFo4OPjg4SEBMn2r1y5gps3b8LNzQ0DBgyARqNB7dq18eqrr5Z6vos1YLBCRERERGSOWqXsAaBhw4bQarWGIzIyUvTSGRkZcHV1NSl3c3NDenq6ZJdv3LgBAHj77bfh4eGBmJgYzJ49G2vXrsXrr79e/mdSSThnhYiIiIjIjIqYYJ+SkmK0z4pGozFzjunFBUEQLS9RXFwMAPD19cXq1asBAD179kRhYSHefvttzJs3D3Xr1i3LLVQqZlaIiIiIiCqZi4uL0SEVrLi5uSEjI8OkPDMzE25ubpLt16pVCwAQFBRkVB4UFITi4mKzQ8isCYMVIiIiIiIzLLnPiq+vr0lgodPpkJSUZHYlMB8fH9jZ2ZmUl6zqpVZXjTCgavSSiIiIiKgaCg4Oxr59+5CWlmYo27FjB3Q6HYKDgyXPs7OzQ+/evbFv3z6j8n379sHW1hYtW7aU1Y9p06aJzp2paAxWiIiIiIjMUGrZYsPyxTJMmDABrq6uCAkJQWxsLNavX4/w8HCEhYUZZVbGjBkDW1vj6egzZ87EqVOn8OKLL+KHH37Ap59+ilmzZuG1116Du7u7rH7MmzfPaI5NZeEEeyIiIiIiM1QqldnJ7HLbksPV1RVxcXEIDw/HkCFD4OjoiNDQUCxYsMConl6vh16vNyrr1KkTdu/ejSlTpmDgwIGoXbs2wsPDMW/evHLfR2VRCZbajrIKys7OhlarRVZWFlxcLlq6O0RERET0ENnZOdBqA/95f5OXGSh590vp0AQuNsoMSMrWF6Ph75fL1B9LGz169EPrqNVquLi4oHnz5hgwYAAaNGhQrmtWicxKTk4OWrRogdTUVPz222/o2LGj4bOYmBhMmzYNCQkJ8PLyQkREBF555RWTNhYtWoQvvvgCN27cgJ+fHz766CMEBgZW4l0QERERUZWkgnKTJ4oVascCoqKiDJkhsXyHSqUyKg8PD8fMmTMxffr0Ml+zSsxZmTdvHoqKikzKDx8+jJCQEPj7+2PPnj0YNWoUwsPDsXLlSqN6ixYtwtSpU/Haa68hJiYGTZs2Rf/+/XHmzJnKugUiIiIioiotKSkJAwYMgKenJyIjIxEfH4/ExETEx8fjww8/hKenJwYNGoRff/0Vy5cvR/369TFr1ixs2bKlzNe0+mFgiYmJ6NixIxYvXoyJEycaZVb69++P9PR0/Prrr4b648ePx65du3D9+nWo1WrodDp4enpi/PjxWLhwIYB7Y/r8/PzQpk0bbN68udR94TAwIiIioqpFiWFg159oAhdbhYaBFRXD67eqOQxs/vz5+Oyzz3Dq1Cl4eHiYfH7jxg20a9cOEREReOedd5CamoqWLVuiXbt2iI+PL9M1rT6z8vrrr2PixIlo3ry5UblOp0NcXBxGjBhhVB4WFoa//voLJ06cAAAcOnQIWVlZCA0NNdSxsbHB8OHDERMTI5rCIiIiIiIqcW8VL6X2WbH03ZTdqlWrMGzYMNFABQDq1q2LYcOGYcWKFQCABg0aYMCAATh16lSZr2nVj+vbb7/FqVOnMHPmTJPPkpKSUFBQYLIZTsma0SWb55T8s0WLFib17ty5g9TUVMnr63Q6ZGdnGx1ERERERNXR9evXodFozNaxt7fH9evXDT8/9thjyM/PL/M1rTZYyc3NRUREBCIjI0VTZBkZGQBgsjmNm5sbACA9Pd1QT6PRwMHBwWw9MZGRkdBqtYajYcOGZb4fIiIiIqqaLLnPijVp0KABoqOjodPpRD/X6XSIjo42WgHs1q1bhvfusrDax/X+++/D09MTo0aNMltPaq3q+8vF6pQM/zK31vWUKVOQlZVlOFJSUkrRcyIiIiJ6pKhUyh5V1JgxY3Dp0iUEBARg9+7dhi/909PTsWvXLnTv3h1JSUlGSxz//PPPaNu2bZmvaZVLF1+7dg2LFy/Gjh07DEOvcnJyDP/MyckxRGglGZYSJT+XfO7m5ob8/Hzk5+fD3t7eUC8zM9OonhiNRvPQVBcRERERUXXwzjvvICEhARs2bMCgQYMA3NtXpbj43nrMgiAgLCwM7733HgDg5s2beOaZZ9CvX78yX9Mqg5UrV66goKAAzzzzjMlnPXr0wJNPPon4+HjY2dkhISHB6AGcP38eAAxzWUr+mZCQgPbt2xvVc3Z2LvdGNURERET0aFNy+FZVHgZmY2ODdevWYeTIkdiwYQNOnz6N7OxsuLi4oG3btggLC0PPnj0N9T09PfHJJ5+U65pWGay0a9cO+/fvNyo7efIkJk+ejK+//hpPPPEENBoNgoKCsHXrVkyePNlQb9OmTahXr54hMOnSpQu0Wi22bNliKNPr9di6dSuCg4PNDgMjIiIiIiJjPXv2NApKHlRcXAy1WpmozCqDFVdXV8nd5Tt06AB/f38AwMyZM9G9e3eMGzcOYWFhOHjwIFasWIFly5YZHpBGo8H06dMxdepUuLu7w9/fHytXrsTly5dl7bFCRERERNVTybLDSrVVVa1cuRJjx441W0ev1yMsLEyx92yrDFZK66mnnkJ0dDSmTp2KdevWwcvLC0uWLDF5iG+++SYEQcCSJUtw8+ZN+Pn5ISYmBn5+fhbqORERERFVFUrOi6/Kg3pefvlluLu7IyQkRPTzkjkr27ZtUyxYsfod7K0Jd7AnIiIiqlqU2MH+ZkBTuNjaKNOfIj084y9VyR3su3Xrht9//x2xsbHo1q2b0WclgcrmzZvx8ssv48svv1TkmlV4ig8RERERUcVTbvd65YaTWcKuXbvg4+ODQYMG4cyZM4ZyQRDwwgsvYPPmzZgwYYJigQrAYIWIiIiIiEpBq9UiNjYWWq0W/fr1w9WrVyEIAp5//nls3LgR48ePx9KlSxW9JoMVIiIiIiJzVAofVVj9+vXxww8/oKCgAH369EFoaCg2bdqEsWPH4uuvv1b8egxWiIiIiIjMKNlnRamjqmvWrBn27NmDGzduYNu2bRgzZgyWL19eIdeq0quBERERERFRxZg7d67Zzzt16oSTJ0+iQYMGRnVVKhVmzJihSB+4GpgMXA2MiIiIqGpRYjWw272bwaWGQquBFepR538XqsRqYGXd2FGlUkGv1yvSB2ZWiIiIiIjIxP79+y3dBQYrRERERETmVNdNIQMCAizdBQYrRERERETmKLk/SlXeZ8USHoH1CIiIiIiI6FHEzAoRERERkTlqKPcVP1MFsjBYISIiIiIyR626dyjVFpUaYzsiIiIiIrJKzKwQEREREZnDYWAWw8dFRERERERWiZkVIiIiIiJzOGfFYphZISIiIiIyR63wUQUUFxfj7Nmz+PPPP00+KywsxE8//VQp/agij4uIiIiIiCrDtWvX4OfnhzZt2qBhw4YYNGgQ0tLSDJ+np6ejR48eldIXBitEREREROaUDANT6rBy77zzDry8vJCcnIxTp05Bp9Oha9euRlkWQRAqpS8MVoiIiIiIyCA+Ph4LFy6El5cXWrdujb1796Jbt27o1q0bkpOTAQAqVeUEXQxWiIiIiIjMqWaZldzcXGg0GsPPKpUKK1asQJ8+fdC9e3ckJSVVWl8YrBARERERmaOCcpPrrT9WQfPmzXHs2DGT8qVLlyI4OBgDBgyotL4wWCEiIiIiIoMhQ4Zg48aNop999dVXGD58OOesEBERERFZBQsPA7tw4QL69esHJycneHh4YNKkScjLy3voeYGBgVCpVCZHYmKi2fOmTJmCmJgYyc+XLl2K4uJi2fdRFtwUkoiIiIjISmVmZiIoKAje3t7Yvn07bt26hYiICKSlpWHDhg0PPb9r165YtGiRUVmjRo0qqLfKY7BCRERERGSOkps5ymxn2bJlyMjIwMmTJ1GnTh0AgK2tLcLCwjBt2jT4+vqaPd/V1RWdO3cua2+NjB49+qF11Go1XFxc0Lx5cwwYMAANGjQo1zUZrBARERERmaPkKl4y24mJiUGvXr0MgQoADB06FKNHj0ZMTMxDgxUlRUVFGZYsFpuzolKpjMrDw8Mxc+ZMTJ8+vczX5JwVIiIiIqJKlp2dbXTodDrRegkJCSYBiUajgY+PDxISEh56nfj4eDg5OcHe3h4BAQH46aefytznpKQkDBgwAJ6enoiMjER8fDwSExMRHx+PDz/8EJ6enhg0aBB+/fVXLF++HPXr18esWbOwZcuWMl+TwQoRERERkTkqhQ8ADRs2hFarNRyRkZGil87IyICrq6tJuZubG9LT0812OyAgAJ999hn27t2LtWvXIjc3F7169cLhw4dl3X6JLVu24OjRozh58iTeffdddOvWDc2aNUO3bt3w3nvv4fjx4zhy5Aj279+PsWPH4uDBg6hZsya++uqrMl0P4DAwIiIiIiLzKmAYWEpKClxcXAzF92/C+CCx3eIFQXjoLvJz5swx+nnAgAFo1aoV5s2bZ3a1LymrVq3CsGHD4OHhIfp53bp1MWzYMKxYsQLvvPMOGjRogAEDBmD37t2yr1WCmRUiIiIiokrm4uJidEgFK25ubsjIyDApz8zMhJubm6xrOjk54ZlnnsHvv/9epj5fv37dbFAFAPb29rh+/brh58ceewz5+flluh7AYIWIiIiIyDwL7rPi6+trMjdFp9MhKSmpTJPry7OZY4MGDRAdHS05v0an0yE6OtpoBbBbt27JDqrux2CFiIiIiMhKBQcHY9++fUhLSzOU7dixAzqdDsHBwbLaunv3Lnbv3o0nnniiTH0ZM2YMLl26hICAAOzevdswZyY9PR27du1C9+7dkZSUZLTE8c8//4y2bduW6XoA56wQEREREZlnwX1WJkyYgM8//xwhISGYMWOGYVPIsLAwo8zKmDFjsHbtWhQVFQG4FyQsWrQI//nPf+Dt7Y0///wTixcvxo0bN7Bt27Yydf2dd95BQkICNmzYgEGDBt27HbXasJu9IAgICwvDe++9BwC4efMmnnnmGfTr169M1wMYrBARERERmWfBfVZcXV0RFxeH8PBwDBkyBI6OjggNDcWCBQuM6un1euj1esPP9erVg06nw5QpU5CWlgYnJyd06dIFX3/9NTp16lSmrtvY2GDdunUYOXIkNmzYgNOnTyM7OxsuLi5o27YtwsLC0LNnT0N9T09PfPLJJ2W6VgmVUJ6Ba9VMdnY2tFotsrKy4OJy0dLdISIiIqKHyM7OgVYb+M/7m8vDTzA69967X/r4dnCxs1GmPwV61Fp+skz9qY6YWSEiIiIiMkOlAlQKDQN7yGrDj4Ti4mKo1co8ME6wJyIiIiKih1q5cuVD6+j1ejz33HOKXZPBChERERGRORZcutiavPzyy4iOjpb8vGSCfVkn8IthsEJEREREZI5a4aOK6ty5M0JDQ/Hzzz+bfFYSqGzduhUTJ05U7JrlmrOyb98+xMXF4dChQ7h+/Tpu374NR0dHuLu7w8/PDwEBARgwYADq1q2rVH+JiIiIiMgCdu3ahaeffhqDBg3CTz/9BD8/PwD3ApUXXngBmzdvxoQJE/Dll18qdk3ZwUpOTg6WLFmCFStWIDk52bALpr29PWrVqoW8vDycPXsWp0+fxjfffANbW1sMGjQIkydPRteuXRXrOBERERFRpbDg0sXWRKvVIjY2Fl26dEG/fv1w8OBBeHt74/nnn8emTZswfvx4LF26VNFrykpEff3112jatCmmT58OV1dXvP/++4iLi0N2djZyc3Nx/fp1pKWlobCwEImJiVi7di2GDx+OH374Ad27d8eQIUNw5coVRW+AiIiIiIgqR/369fHDDz+goKAAffr0QWhoKDZt2oSxY8fi66+/Vvx6svZZqVGjBsLCwvD222+jVatWpb5IXl4eNm3ahMjISLzwwguYOXNmmTpradxnhYiIiKhqUWKflYxJHeCiUWifFZ0ebp/9XuX3WTl27BiCgoJw9+5djB49GitWrKiQ68gaBpaYmAgfHx/ZF3FwcMDo0aMxcuRIXL9+Xfb5REREREQWo+TE+Co0wX7u3LlmP+/UqRNOnjyJBg0aGNVVqVSYMWOGIn3gDvYyMLNCREREVLUoklmZrHBm5ZOqkVkp68aOKpUKer1ekT4osoN9cXExrl+/jtTUVBQWForW6d69uxKXIiIiIiKqXGooOMFemWYqw/79+y3dhfIFK4IgYP78+fjkk0+QlpZmtq5S0RURERERUaWqpsPAAgICLN2F8gUrU6ZMwcKFC+Hh4YGXXnoJ9erVg62tIskaIiIiIiKq5soVWURFRaF58+b47bffULNmTaX6RERERERkPbjPisWUKxGVk5ODZ555hoEKEREREREprlyZlXbt2uHPP/9Uqi9ERERERNZHBeXmmjCxIku5Hvv06dMRHR2N48ePK9UfIiIiIiLrUjIMTKmDSq1cmZV+/fph7dq16N+/PwYNGoS2bdtKrhf94osvludSRERERERUzZQrWNHpdIiOjsbt27exatUqAPc2gbmfIAhQqVQMVoiIiIioaqqmSxdbg3IFKxEREfjmm2/Qpk0b/Pe//+XSxUREREREVdxff/0FjUaDWrVqAQB++eUXLF++HMnJyfD29sbLL7+Mzp07V0pfyhVZbNu2DR06dMDhw4cZpBARERHRo6maLV08ePBgzJgxAwMGDMCOHTswbNgwDBgwAE899RQuXLiAgIAAfPvttxg4cGCF96Vciaj8/Hz06NGjQgKV2NhYBAQEwN3dHRqNBk2aNEFERASysrKM6sXExKB9+/awt7dH06ZN8dVXX4m2t2jRIjRq1Aj29vZ44okncODAAcX7TERERESPoGo2wf7cuXNo1aoVACAyMhILFizAd999h8jISGzfvh2fffYZZs6cWSl9KVew0qFDB1y6dEmpvhhJT09Hly5dsHz5csTGxiIiIgLr1q3DsGHDDHUOHz6MkJAQ+Pv7Y8+ePRg1ahTCw8OxcuVKo7YWLVqEqVOn4rXXXkNMTAyaNm2K/v3748yZMxXSdyIiIiKiqsrOzs6QILh27Rp69epl9Hnv3r1x4cKFSumLShAEoawnHz58GD179sTWrVsxYMAAJfslasWKFRg/fjxSU1NRv3599O/fH+np6fj1118NdcaPH49du3bh+vXrUKvV0Ol08PT0xPjx47Fw4UIAgF6vh5+fH9q0aYPNmzeX+vrZ2dnQarXIysqCi8tFxe+PiIiIiJSVnZ0DrTbwn/c38VVrpc+99+6XMfdJuNgrM5IoO78IbjN/LVN/Ksvw4cNRq1YtLF26FP/973/h5+eHWbNmGT5ftGgR1qxZg3PnzlV4X8r11P/3v/8hMDAQISEh6NGjB9q1ayf60FUqFWbMmFGeSwEAateuDQAoLCyETqdDXFwc5s+fb1QnLCwMK1aswIkTJ9ChQwccOnQIWVlZCA0NNdSxsbHB8OHDsXjxYsNqZUREREREdC8Yefrpp9GjRw/4+/tj/vz5iIuLQ/PmzXHx4kUcPHgQ27Ztq5S+lCtYmT17tuF/x8XFIS4uTrReeYIVvV6PwsJCnD9/HnPnzsXAgQPh7e2N8+fPo6CgAL6+vkb1W7ZsCQBISEhAhw4dkJCQAABo0aKFSb07d+4gNTUVXl5eotfW6XTQ6XSGn7Ozs8t0D0RERERUhVWzCfYNGzbEiRMnMH/+fOzatQsAcOTIEVy9ehVdunTBL7/8gk6dOlVKX8oVrOzfv1+pfkjy9vZGamoqgHubUG7atAkAkJGRAQBwdXU1qu/m5gbg3pyXknoajQYODg6S9aSClcjISMyZM0eZGyEiIiKiqqka7rNSq1YtLFy40DCNwlLKFawEBAQo1Q9JMTExyMnJwblz5zBv3jwMHDgQ//vf/wyfSw3hur9crE7JVB1zQ8CmTJmCiIgIw8/Z2dlo2LCh7HsgIiIiIiL5rH5zlDZt2gAAunTpAn9/f3Ts2BE7duwwDPcqybCUKPm5JHPi5uaG/Px85Ofnw97e3lAvMzPTqJ4YjUYDjUaj2L0QERERURWkUt07lGqrCrKxscGVK1fw2GOPVep1q0gi6p527drBxsYGly5dgo+PD+zs7AxzUkqcP38eAAxzWUr+KVbP2dkZDRo0qISeExEREVGVpVL4qILKsYBwucgKVgYMGIDff/+9TBfKy8vDokWLsHTp0jKdD9xbKlmv16NJkybQaDQICgrC1q1bjeps2rQJ9erVQ/v27QHcy8hotVps2bLFUEev12Pr1q0IDg7mSmBERERERFZK1jCwlJQUdOrUCYGBgXjhhRcwZMiQh64PfezYMWzYsAEbN25ETk4O1q5dW6prDRkyBB07dkSbNm3g4OCAU6dOYeHChWjTpg0GDx4MAJg5cya6d++OcePGISwsDAcPHsSKFSuwbNkyqNX34jCNRoPp06dj6tSpcHd3h7+/P1auXInLly/L2mOFiIiIiKopDgOzGFnBysmTJ7FmzRrMnTsXo0ePxtixY9GiRQv4+/vD09MTbm5uyMvLQ3p6Oi5evIhjx44hKysLarUazz77LD744AM0atSoVNfq1KkTtmzZgvnz56O4uBiNGjXC+PHj8dZbb8HOzg4A8NRTTyE6OhpTp07FunXr4OXlhSVLlmDs2LFGbb355psQBAFLlizBzZs34efnh5iYGPj5+cm5fSIiIiIiqkRl2sG+uLgYu3fvRlRUFOLj4w3LBN9PrVYbsiBjx45F/fr1FemwJXEHeyIiIqKqRZEd7Bd0gYuDQjvY5xXB7d1DVr2DvRi1Wo2rV69W+gT7Mj11tVqNgQMHYuDAgQDuTV6/fv060tLS4ODgAHd3d7Rq1QparVbRzhIRERERVToOA7MYRVYD8/X1Re/evTFixAiEhIQYJrUTEREREVH5XLhwAf369YOTkxM8PDwwadIk5OXlyWpjx44dUKlUaN26dQX1smJY/T4rRERERESlJujN/1wWFtzBPjMzE0FBQfD29sb27dtx69YtREREIC0tDRs2bChVG3l5eYiIiICnp2cZOnzPtGnT4OrqWubzy4rBChERERGRlVq2bBkyMjJw8uRJ1KlTBwBga2uLsLAwTJs2zbCnoDmRkZF47LHH0LhxYxw7dqxM/Zg3b16ZziuvKrUpJBERERFRpSuZs6LUIUNMTAx69eplCFQAYOjQodBoNIiJiXno+UlJSVi8eDGWLFki+7atAYMVIiIiIqp6BL34UVz0wKHAMDAL7mCfkJBgkj3RaDTw8fFBQkLCQ8+fNGkSXnzxRbRt21beha0Eh4EREREREVWy7Oxso581Gg00Go1JvYyMDNG5Im5ubqLbh9zv+++/x6FDh3DhwoVy9RW4l6FZs2YN4uPjcfHiRWRlZQEAtFotHn/8cQQGBmLkyJFo2rRpua91v3JlVj766CMcOXJEqb4QEREREZWOSQbln6Mo1/QorwoYBtawYUNotVrDERkZaebypukYQRBEy0vk5+fjjTfewJw5c4yGkJXF/Pnz0bJlS3z44Yc4ePAgiouL0aBBAzRo0ADFxcU4ePAgPvjgA7Rq1Qrz588v17UeVK5g5d1338XTTz+NdevWKdUfIiIiIqJHXkpKCrKysgzHlClTROu5ubkhIyPDpDwzMxNubm6S7X/66adQq9UIDQ1FZmYmMjMzUVBQgOLiYsP/Lo1NmzZh6tSpaNasGTZv3oz09HTcunULly5dwqVLl3Dr1i2kp6dj06ZNePzxxzFt2jRs3ry5dA+hFMo9Z8XOzg5jxozBxo0bRT9fsWIFRowYUd7LEBERERH9q7hQ/CjMeeC4W/5rVcCcFRcXF6NDbAgYcG8/wwfnpuh0OiQlJZldCSwxMRGXLl2Cu7s73Nzc4Obmhk2bNiEhIQFubm5YvXp1qW79008/RZMmTXDkyBE8++yzokPSXF1dMXz4cBw+fBiNGjXCJ598Uqq2S6PcwcrkyZPRs2dPjBo1Clu3bjX5/M8//8S2bdvKexkiIiIiIsuw4GpgwcHB2LdvH9LS0gxlO3bsgE6nQ3BwsOR57733Hvbv32909O3bF40aNcL+/fsxaNCgUl3/3LlzGDJkCJycnB5a19nZGUOGDMG5c+dK1XZplDtY0Wg0iI6ORvfu3fH8889jx44dSvSLiIiIiEiaXid+FGQ9cGQ/vC0rNmHCBLi6uiIkJASxsbFYv349wsPDERYWZpRZGTNmDGxt/107q0WLFggMDDQ66tatCycnJwQGBqJ+/fqlur6dnZ1hMn1pZGdnw87OrvQ3+BCKLF2s0Wjw/fffo2vXrhgxYgS+//57JZolIiIiIrI8tcKHDK6uroiLi4OTkxOGDBmCiIgIhIaGYsWKFUb19Ho99HoFlml+QOfOnbF582acPn36oXVPnTqFTZs24amnnlLs+ootXezg4IDdu3ejb9++GDZsGHbs2IH+/fsr1TwRERER0b+KJOai5N02/jk/v/zXKsPwLbNtydSsWTPExsaarRMVFYWoqKiH1pFrzpw56NatGzp37oywsDD07t0bjz/+OLRaLQAgKysLFy9exA8//ICNGzeiuLgYc+bMkX0dKYrus+Lo6Ig9e/agT58+GDp0KL777jslmyciIiIiokr0xBNPYO/evRg7dixWrVolOTFfEAQ0adIEK1euRMeOHRW7frmClZYtWxqNjQOAmjVrIjY2Fr169cJ//vMfRdNAREREREQAJOeiCJnXjX/O0ZX/WmXYed5sW1VMYGAg/vjjD8TFxeHAgQOim0IGBASgZ8+esLGxUfTa5QpWzp49K1ru7OyMH374AUFBQYiLizO7YQ0REREREVk3Gxsb9O7dG717967U6yoywV6MVqvFjz/+iN69e8PBwaGiLkNEREREVLEsuHRxdafonJUHubm5ITY2FoIgVORliIiIiOhRJUiscPXgRPoSydeMf84tLHcXLDy/vkqJjo7GqVOnMHPmTEXaq7DMyv04DIyIiIiI6NH33XffWe9qYEREREREZSI1EkcvPkFeyPpTvDw50/jnvKLy9OoeplYshsEKERERERGJWrdunaz6ly5dUvT6DFaIiIiIyAoUixcX5YmXX00SL0+8Y/yzToFd3avx0sWjRo2SNaVDEARFp4AwWCEiIiIiMkelAtTVcxiYnZ0d6tevjwkTJpSq/rZt23DixAnFrs9ghYiIiIgql9j8FKlVvwoyxZtIyhAtL0rMMf65SIHMSjXm5+eH5ORkvPvuu6Wqn5iYqGiwUimrgRERERERVVkqhY8qpEOHDrh9+zZSUlIscn1mVoiIiIiokonMTxEk5qzki2dQhMPi5XeuG68elqOXaJdKpVu3boiNjcXFixfRsGHDh9Z/+umnFb0+gxUiIiIiInOq8dLFYWFhCAsLK3X9MWPGYMyYMYpdn8EKEREREZE51Xg1MEtjsEJERERElUtsMr3U5o93b4iWpx2/I1qen23c9t1iDgOryhisEBERERGZU42HgVkagxUiIiIiqlxik+mLcsXr3hJfherPVPGXfkeN8WK3OiUSKxwGZjFcupiIiIiIiMwqLi7GmjVrzNZJS0vD//3f/yl6XWZWiIiIiKhiSG30KDY/JT9dvO7VVNHi1JwaouWNbQuMfi4SFEhlqKHcDvZVNFXw6aef4u2338bRo0exdOlSk89v376NoKAgJCYm4vz582jatKki12WwQkREREREZr3++us4ePAgli9fjqKiIqxYscLw2e3bt9GjRw+cP38ey5cvVyxQARisEBEREVFFKS4SLy/KNymSWvVLuJwtWn5N4pJNVILRzyoIEjVl4JwV2NraYuvWrRgxYgRWr16N4uJirFq1Crdu3UJQUBASEhKwatUqjBo1StnrKtoaEREREdGjhquBAQBsbGywefNmhIaGIioqCrm5uThz5gwSExOxevVqjBw5UvFrMlghIiIiooqhN82gAAAKRbIlacmiVYUz4vuppElcsoaNcSbFtliBzAoZ2NjYYNOmTRg+fDi2bNkClUqFVatWVUigAlTZKT5ERERERJVEpfBRxd26dQtnz54FAAiCgPj4+Aq7FjMrRERERERUKn/++ScCAwNx9epVrFmzBvv378fatWuh1+uxdu1aqBQe5sZghYiIiIjKR5AYaqXLEC/Pu21advmKeNVk8aFkxRIpCk0N410gC4oV2BWSc1YAAKmpqYZAZf369RgxYgRefPFF2NjYYM2aNSguLsb69esVDVgYrBARERERmcPVwJCcnIygoCAkJydj8+bNGDp0KAAY5qyo1WqsWrUKxcXF2LBhA9RqZWabMFghIiIiIlNS2RIxxQXi5bk3xZvOvm5adkV8ieK7N8XbtoNGtFzjbGP0c4FeBYh3g2T46aefkJqaiq1bt2Lw4MEmn69YsQI2Njb47rvvkJycjEaNGilyXU6wJyIiIiIyR61S9qiCnn/+eVy6dEk0UCnx9ddf4/jx44oFKgAzK0RERETVm2QGRcZcD4klioU7qeL1r14yrSuxRLHurng/nCW6otEav97q9ArMWSEAQIMGDR5ap379+opek8EKEREREZE5nGBvMQxWiIiIiKo1icxDcaFIocSLdoH4fBOxDAoACJdNt3QsSJFY9Uuie+7ixbB3rWHcbpFeoqYMDFYshnNWiIiIiIjIxIABA/D777+X6dy8vDwsWrQIS5cuLVcfmFkhIiIiqs4EicxDUa5IoURWQGrVr4u3xOtfyjEpKswR74etjficmnoS5ba1jF9vbQsVyGRU08xKSkoKOnXqhMDAQLzwwgsYMmQIXFxczJ5z7NgxbNiwARs3bkROTg7Wrl1brj4wWCEiIiIiMkelvnco1VYVcfLkSaxZswZz587F6NGjMXbsWLRo0QL+/v7w9PSEm5sb8vLykJ6ejosXL+LYsWPIysqCWq3Gs88+iw8++KDcK4MxWCEiIiIismIXLlzA66+/jp9//hlOTk4IDQ3F/Pnz4eDgYPa8d999F7t27UJycjJUKhWaN2+ON998EyNGjCjVdVUqFUaPHo1Ro0Zh9+7diIqKQnx8PDZs2GBSV61Wo02bNhg8eDDGjh2r2KpgDFaIiIiIqrPiIvFyXYZpmcQyx0LmFfHy30TaAIBc0yFfgkTbds7ir6uuORL9dntgUeMChSbYK7U/isxhYJmZmQgKCoK3tze2b9+OW7duISIiAmlpaaJBw/3u3r2LiRMnonnz5hAEAd9++y1CQ0NRXFyM5557rtR9UKvVGDhwIAYOHAgASEhIwPXr15GWlgYHBwe4u7ujVatW0Gq1su6tNBisEBERERFZqWXLliEjIwMnT55EnTp1AAC2trYICwvDtGnT4OvrK3nuF198YfRz3759cf78eURFRckKVh7k6+tr9rpKYrBCREREVJ1JbOiInL9MywSJbEbSBdHiO6dNJ9IDgLOXxqTM1sFGtK7KRjwTUeuOeL9VtYyXLlbpqvYE+5iYGPTq1csQqADA0KFDMXr0aMTExMgOGmrXro07d8Q34LRGVWeGDxERERGRJZRMsFfqkCEhIcEkINFoNPDx8UFCQsJDzxcEAUVFRcjMzMT69evxww8/4NVXX5XVB0tiZoWIiIjoUSIx90OS6BLFgJBx1bQwL0+8blK6aHnm9QLRcufH7E3K7N3EX0uLC8XvR6ocD2RWkG+dSwVnZxtvpKnRaKDRmGacMjIy4OrqalLu5uaG9HTx536/ffv2oXfv3gDuDR/74osv8N///rdsnbYABitEREREROZUwDCwhg0bGhXPmjULs2fPljjF9NqCIIiWP+jJJ5/Eb7/9hqysLOzZswevvfYabG1tMWbMGPl9twCrDVa2bduGb775Br///jvS09Ph4+ODl19+GRMmTIBa/W/6LCYmBtOmTUNCQgK8vLwQERGBV155xaS9RYsW4YsvvsCNGzfg5+eHjz76CIGBgZV4R0RERESVQGqTRxSLFxdIzF+4JrLC1x2d+CXPZIuW5+SLz0OBi8grqEZ8eJS6ULzfNaXe050eaNtKJz2kpKQYbbAollUB7mVQMjJMV1XLzMws1XwVZ2dndOzYEQDQs2dP6HQ6REREYNSoUbCxkfj9WBEr/fUBixcvhkajwUcffYRdu3Zh8ODBeP311/Huu+8a6hw+fBghISHw9/fHnj17MGrUKISHh2PlypVGbS1atAhTp07Fa6+9hpiYGDRt2hT9+/fHmTNnKvu2iIiIiKiqUauUPQC4uLgYHVLBiq+vr8ncFJ1Oh6SkpDKtyNWhQwdkZ2fj77//lv8cLMBqMyvff/893N3dDT/36NEDOTk5+OKLL/D+++9Do9Fg7ty58Pf3x6pVqwx1kpOTMXPmTIwePRpqtRo6nQ7vv/8+3njjDbz11lsAgICAAPj5+eGDDz7A5s2bLXJ/RERERBVCanUvqYxLXpp49cuZpoU3xdsuTBKf91JQJP69uKp2DdNCsWwLABRIzE2pIdG24wOrgSkxfMuCO9gHBwdj3rx5SEtLQ+3atQEAO3bsgE6nQ3BwsOzL//LLL3BxcTFaXcyaWW1m5f5ApUT79u2Rn5+P9PR06HQ6xMXFmezAGRYWhr/++gsnTpwAABw6dAhZWVkIDQ011LGxscHw4cMRExMjuQEREREREZGlTZgwAa6urggJCUFsbCzWr1+P8PBwhIWFGWVWxowZA1vbfwO+06dPo3///li9ejXi4uKwc+dOjBs3DqtWrcLUqVON6lqzqtHLf/z888+oVasWPDw88Mcff6CgoMAk/dWyZUsA95Z569ChgyFt1qJFC5N6d+7cQWpqKry8vESvp9PpoNP9OzbTaNUGuUGOUpOyiIiIiEqIvY8U3hWvq5dYySv7unj5EdN5EsUZhaJ18zPF91+xUUu8L3mIDHl6cK5JCb34nBWVrcS7leOD7SjwxbQF91lxdXVFXFwcwsPDMWTIEDg6OiI0NBQLFiwwqqfX66HX/5s98/T0hKurK+bOnYsbN25Aq9WiRYsW+O677xASElKuWzh37hyio6Pxww8/oG3btggJCUFAQECFzIGpMsHKsWPHsGbNGsyaNQs2NjaGiUYPLuXm5uYGAIal3DIyMqDRaODg4CBZTypYiYyMxJw5c5S8DSIiIiIiWZo1a4bY2FizdaKiohAVFWX42dPTE5s2bVLk+oIg4Oeff0Z0dDSio6Nx5coVCIKAZs2a4ciRI/jiiy/g4uKCZ555BiEhIejXrx+cnZ0VubbVDgO7340bNzB06FB06tTJaII9ID0O8f5yqeXezJ0PAFOmTEFWVpbhSElJKUv3iYiIiKgqK8msKHVUETt27MCoUaPg4eGBHj164PPPP0ejRo3w6aef4urVq0hMTMTt27exadMmBAcHIyYmBsOHD4e7uzv69euHr7/+GllZWeXqg9VnVrKystC/f384Ojpi586dqFHj3qSpkszIg0u5lfxc8rmbmxvy8/ORn58Pe/t/NyDKzMw0qidGanMes6rQHyARERFVEVLDz4tFNl0sMB2+BQDIlyi/fFG0OOtcjmk3isT7oa4h/v7jpJGY1O9iOsFe5SQy6R6AIDEMrGRVLRP2D7zeFis1DEypCfZV511x6NChcHZ2Rr9+/RASEoLg4GCTUU01a9bEs88+i2effRZ6vR4HDhxAdHQ0vv/+e7z66quoX78+Bg0aVOY+WHWwkp+fj0GDBuHmzZs4fPiwYQUEAPDx8YGdnR0SEhLQr18/Q/n58+cBwDCXpeSfCQkJaN++vVE9Z2dnNGjQoDJuhYiIiIioSomJiUHPnj0NyYKHsbGxQc+ePdGzZ08sWbIEp06dMpsYKA2rDVaKiorw7LPP4tSpU/jpp5/g7e1t9LlGo0FQUBC2bt2KyZMnG8o3bdqEevXqGQKTLl26QKvVYsuWLYYyvV6PrVu3Ijg4uBzL2UlE+bD+zXWIiIioqpF47ygSWTI497ZoVSFLfDi7cDVTtDz7L9PJ9PYSOzE61rQTLa+pFS2GymQSPABn8RdilcSmkJL5EnvjecrQK/C6e9/+KIq0VUXcnxAoi7Zt25a7D1YbrLz66qv4/vvvsXDhQuTm5uLIkSOGz1q2bAkXFxfMnDkT3bt3x7hx4xAWFoaDBw9ixYoVWLZsmWGXe41Gg+nTp2Pq1Klwd3eHv78/Vq5cicuXL3OPFSIiIiJ6OAuuBlbdWW2wUrLiwTvvvGPy2f79+xEYGIinnnoK0dHRmDp1KtatWwcvLy8sWbIEY8eONar/5ptvQhAELFmyBDdv3oSfnx9iYmLg5+dX9g5KLl0sUc4/TCIiInoYqfcLqQ0dC++YVr17Q7zu1cviTZ8QnwB9V2c6WsTRVbxpe1fxV0obibksqCmSRanpJF63UGReDgDJN6v75igDAPRVYj0pq1NcXIzz58+jVq1aqF+/vtFnhYWFOHz4MLp3717h/bDaYOXq1aulqhccHPzQ3TtVKhXefvttvP322wr0jIiIiIiqFQvuYG8J165dQ3BwMBISEqBSqfDMM89gzZo1hvnj6enp6NGjh9G+LhXFaoOVR47UNyJiVDLnvUh9C8NsDhERkeXJ2Uha6n1BL74ZI3JvmZbd/FO86eRM0fL8CyLzXiQ41JLIoDSwFy/PEd8sEo4i9Z1qitct0ImXSz1XzQNtF1p/cGBt3nnnHXh5eSE2NhaZmZl488030bVrV8TFxRmyLILcDdLLiL89IiIiIiJzqtk+K/Hx8Vi4cCG8vLzQunVr7N27F926dUO3bt2QnJwMwPxehUpiZqWspH5BUuV5aeLldi6mZTYyMytV4I+eiIiI7iexupfYvikAUHRXtFjIEcmipNwUb+OS6b4pAKDPF+9LTXvTLI/jY+LZD5VEZgW5EpkiR8fSlQGArczX1QeX2a2hQAagmq0Glpuba7TXoEqlwooVK/Dyyy+je/fu2LhxY6X1hZkVIiIiIiIyaN68OY4dO2ZSvnTpUgQHB2PAgAGV1hcGK0REREREZqn/nWRf3qMKvH4PGTJEMnvy1VdfYfjw4ZU2Z4XDwMpKclK7RH372hXWFSIiIrICki9vIsOspOoWig/VQr7EcPLkS6ZNJ4u3IfwtPsTMzll8+LlzXdPlhVWNJYZqeWrEy4sk7tNRZJlisTIAUEsMjxckhtLZPdAX8f0qyYwpU6ZgypQpkp8vXboUS5curZS+MFghIiIiIjKHm0JaDIOVshIkluKTeqRSyxFXUgqNiIiIZJL932iJb/rF2pGaSJ/3t3gTd66Ll181XbpYSM4Tb9tW/CW5RiMH0XJtLZGNGx8Tz6yoXCUyK4USz8RB5Jq2EpP07SVe7qUyK7YP9NtWop4c1TBYSUlJwYYNG/Df//4Xjz/+uMX6Yf2D5oiIiIiIqFIdO3YMM2fORIsWLRAQEIBvvvkGOp3EnjcViJmVslJJPDq5GzRWkeiaiIjokaXUKAepdsRGYxSJZz+E7GTxNv66Il6elm9aphPPJEguL1xTYvSHyLLDqloSbbiIZ2dQJLGZpUakvo3U5BKJdyU7iVEuNg9kVtTMrJTFf/7zH9y+fRvx8fGIj4/Hxx9/jDfeeAMjRozAuHHj0KZNm0rpB4MVIiIiIiIyodVqMWjQIAwaNAgAkJWVhfj4eOzcuZPBitWTiooFic2PpDIxREREVHlEsx8KfPMOSL8DiGVR8m+L1001Xd0LAHDDdG4KAKDY9H5UUitzSc03sRPPrAhFIs/FTWLFrpoim1wDQKHE3Byx+Sk2Ev2WmvdbLJG1UT+QoVEis6JW3zuUoFQ7FvBg8FIZqu7TIiIiIiKqDCXDwJQ6qqhZs2Zhx44duHJFYlhiBeDX/WUlZy11IiIiqlxKzEOR+996qW/6dZmmTd9JEa97U3w1MBRIXFMrMs+jlniGQuUpkRWxE58roioQyYo4a8XbcKopXi4js6JSS62oKv5yL6hFVisDTOes2EhkvEi2efPmQfXP78PFxQVt27ZFu3bt0K5dO7Rv3x6tWrWCra2y4QWDFSIiIiIic6rhBHsxBw8exNy5cxEbG4usrCz89NNP+OmnnwwBTI0aNeDr62sIXkoCGRcXiWGCpcBhYERERERE5qhUgEqt0FF1g5Xff/8dP/zwA95//32kpKTg7t27uHjxIr744gs0adIEBQUFSEhIwNq1a/HGG2+gR48ecHNzg4+PT5mvycxKWUltCim1QdGDk73KdE25aUyRWLQK/wtCRERkQomNGyWXHJb4765UeeEd8fK7f5qW3boq0YbUJorir2wqR5HyGhKvd3U8xMttJCawi+2p4ewsXldsKWIAqCE+VEslNoRLaliXIPHd+oPDvQzt2Jr/mcrs008/xeDBgzF16lRDmY+PD15++WWMHj0aYWFhuHv3Lj7++GOcPXsWp06dwokTJ3D69OkyX5O/PSIiIiIic9Sqe4dSbVVR169fx7Bhw0Q/02g0+Oabb+Dr64u9e/di8uTJknXlYLBSVoV3xculvm2xFV8uUJYikY2fzLXNLAoRET0qlMigSLUjNVpCLzE5vFhiF+888eWIhbsiyw7nSGRhnCSyBa5u4uV2IpPpJSbMw0kiKyKlQOS9QyMxSV9q2WEbqY0bRepLZkAkMj8S9R+cqC85cZ9ke+yxx/D7779Lfq7RaBASEoLVq1dj8uTJilyTc1aIiIiIiMzh0sUAgOeffx779u3Dtm3bJOsUFBQgKSlJsWsy1Cyrolzx8or8A5Rquwr/0RMREZmQlUWRkUEBxEdAiG3aaK68MFu8aYnMCgpFMhQOEqMixDIlAOBWS7zcViSLYiOy4aJUXUD6WdmItS3RhtR8k2KJrIjofBN536GLznu594H5n8uiZHK8EpRqxwLefvttfP/99wgLC0NsbCymTp2KJk2aGD4/f/48Nm/ejDp16ih2TQYrRERERET0UA4ODti/fz9GjhyJ1atXIyoqCs2bN0fDhg2RlpaGkydPQq/XKzYEDGCwUnYimxkBAGwUmJsiRWo8KBERUVVUkRs3Ss0hFdu4UWoVL6n5qYU5Em1LzM+wE1kpy1XePAzUkJgrojZtRyWVWZFaPUtiJVNBJAOgErnevQ8k+i11P6LlUhkHieyZSqovD5QrklnhPislatasie3btyMuLg5ffvkl9u3bh4SEBAD35rREREQgPDxcsesxWCEiIiIiIlmCgoIQFBQEAMjKykKNGjXg6Kj8l/YMVsqqhsROnFJRviKq7hhHIiKqxiyxF4pYBgUQn3Oqy5BoQyJTAvFvxlUS8znEMhSA+P1IzsOQmisi1hepkRhSWQ6J+1SJZVykshRS5YLENaUyMaIk2pbM2tiY/7ksmFkxS6vVVljbfPslIiIiIjJHrVb2qCJ8fHzw5ptvIj4+HsXFEsPxRPzxxx9YuHAhunbtil27dpWrD8ysEBERERGRicaNG+OLL77Ap59+Cjc3NwwYMAAhISHo06cPnJyM51EdOnQI0dHRiI6OxsWLFyEIAlq2bAkvL69y9YHBSllJTuqywNLFRERElU2JyfGylh2WqCs1VEsvsXGjXmQZYanNHyWGe0kOs5IYkqYSux+p/6arJYZ7yXkHkBpKJmuyOyD5zMUbkdeG6DVl/k1JTvavgKWLoYLk30OZ2qoafvzxR2RlZWHXrl2Ijo7Gjh07sG7dOtjb26Nnz57o1asXzpw5g127duHvv/+GSqVCly5dMG7cOAwePBg+Pj7l7gODFSIiIiIiEqXVahEWFoawsDAUFBRg3759+O6777Br1y7s3r0bDg4O6NWrFwYPHoyBAwcquscKwGCl7CQ3aKzICfZERESVrEIzKBKT4yWW0hVvWiIrIpVxKRa7plSWQ+I1SXKyuxSxiepSE8+lJrDL+DZecvSHxDWlfg+iWR6p340Syw5LLaIg1YbUNR8sr/pLF1+4cAGvv/46fv75Zzg5OSE0NBTz58+Hg4PIstj/yM7Oxscff4w9e/bgjz/+QI0aNdChQwd8+OGH8Pf3L1PX7ezs0L9/f/Tv3x8AcObMGTRt2tRsP8qr6szwISIiIiKyCPW/u9iX95D5+p2ZmYmgoCDcuXMH27dvx6JFi/DNN99g3LhxZs9LTk7GsmXL0KtXL2zZsgVr1qyBXq9Hly5dcPz48XI8i3/5+flVaKACMLNSdsygEBHRo6QilxeWO99EtB2pb92llheW+jZebKlfqTkeEhkUqTkrksv3imQupOaVyM1QiM6HkbnhpCAjsyQ3yyFZX6yPUlkbqUyE1JLGavM/VzHLli1DRkYGTp48aRhiZWtri7CwMEybNg2+vr6i5zVu3BhJSUlGe5/06tULTZo0weeff441a9ZUSv/Lq2r/9oiIiIiIKpxK4aP0YmJi0KtXL6O5IEOHDoVGo0FMTIzkeU5OTiabNNrb28PX1xd//vmnrD5YEjMrREREZIaMb/Ql56DI3LhR7Ft3qTYkydi80MZeogm5q2dJENsYUW4bcuZzSM5ZkbmSqZzMihQ5c3AEqbpSK4pJ1X/wPq1zNEx2drbRzxqNBhqNadYuISEBo0ePNqnr4+ODhIQEWde8e/cuTpw4gRdffFF+hy2EmRUiIiIiInNKJtgrdQBo2LAhtFqt4YiMjBS9dEZGBlxdXU3K3dzckJ6eLus2pk+fjtzcXLz22muyH4GlMLNCRERUncidVyKZLZGTWZE5Z0UtZ5iM1LwFierFIm1LzU2Ryn5IzgmRMd9E7txXyd+byDOXm1mRGpYkmhWRqitRLtVvsbalfu1Sc2okf8kP1ldgFS/D5HgF/NNOSkoKXFxcDMViWRXDKSLPVxAE0XIpGzduxKeffoovv/wSTZs2ldFhy2KwQkRERERUyVxcXIyCFSlubm7IyMgwKc/MzJScXP+g//3vf3jppZfw9ttv45VXXpHdV0viMDAiIiIiIrMsN8He19fXZG6KTqdDUlJSqYKVo0ePYsiQIRg2bBgWLFgg69rWgJkVIiKiR5XoEBwZE+bNlosMP5Ia7iW5fK2clza5Q3lKO/lauqrsYWCSw5jElheWez9Sw6nE2pG5saTkxHaR+5Rzj+bqiw2pkjNkDJC+nwfrKzF8S2XmemVpS4bg4GDMmzcPaWlpqF27NgBgx44d0Ol0CA4ONntuQkICgoOD0bVrV6xZs0bWsDFrwcwKEREREZGVmjBhAlxdXRESEoLY2FisX78e4eHhCAsLM8qsjBkzBra2/wbYt27dQt++fVGjRg28/fbb+P3333HkyBEcOXIEJ06csMStlAkzK0RERFWdnEnzcibM3/tAZn0Zbcj6ilnuppVSl5QxsV32RHWpduRVF29DapECsbpSGQep+5FqW6y+zAyKnKWOJTM/UvWl7ufBzIoSvwD5O8+bb6v0XF1dERcXh/DwcAwZMgSOjo4IDQ01GdKl1+uh1//77/f58+eRkpIC4N5mkPfz9vbG1atXy9b9SsZghYiIiIjIijVr1gyxsbFm60RFRSEqKsrwc2BgIARZXypYJwYrREREVYXcFw/ReSVyMyhS34wr8BIkORdBbD6DzE0hJbMLYuVyN1GU+ma8Al8MpeaVyPmSXvacFbH6cpcolspCyei4VOanUuesqBScs1L15o1YEoMVIiIiIiJzGKxYDIMVIiIiayN740Yl5pXIJfbCJXduigWGqIi9KJb2G3pDuVS2QIH7kbtymqxLSt2nVHWR+5S76pfU36zY/Uj+vZZ280epcgYHVRmDFSIiIiIis+Tvj2K+LSotBitERERVnowVlyTJzC6IziGR+xKmwD4rkkNqpMrlzJWQMacGkLfyldxrKrFXjex+i9SXmj8iRWo+jBi5w6NKu/8Kh11VaQxWiIiIiIjMUamVmahf0haVGoMVIiKiymCJJUTlfKOsSP8ssUyqzIyQrD7KzNoo8RIqmUGxQDZHdF6JzHuUzMSItSOnLlD67BlXA6vKGNoREREREZFVYmaFiIiIiMgsTrC3FAYrREREVkfu0B6pgRJKTLxXgOzhUWLLC8sd1iU1VEtq2WGxunI2SzTTFdEP5C5oIGN4mOTQMLkT2BV4qZaz4aTsIWZ86a8OGKwQEREREZnDCfYWw2CFiIioLBSbMG8l2Q9FJsdbYvNHhTIUctqWrSIzAHKyUHIpsHSxHLIzJZW3dLFKpYJKoUyOUu1UFwztiIiIiIjIKjGzQkRERBYiY6NHyakpcpe1VYDkNRXIOsi9T9FMUQUurSz7e26xzUMVIpWhePA+FblvTrC3FAYrRERERETmcM6KxVjt07p06RImTpyIdu3awdbWFq1btxatFxMTg/bt28Pe3h5NmzbFV199JVpv0aJFaNSoEezt7fHEE0/gwIEDFdh7IiJ6pAiC6WEt/TDXF6n6lX4/KomjAttWSR1qGYdEG9ZErN+KtS3j3iWft4xDdtsSvzd6pFjtb/TcuXPYvXs3mjZtipYtW4rWOXz4MEJCQuDv7489e/Zg1KhRCA8Px8qVK43qLVq0CFOnTsVrr72GmJgYNG3aFP3798eZM2cq41aIiIiIqEqTCrjLelBpqQTBUl8PmVdcXAy1+l4sNWrUKBw7dgxnz541qtO/f3+kp6fj119/NZSNHz8eu3btwvXr16FWq6HT6eDp6Ynx48dj4cKFAAC9Xg8/Pz+0adMGmzdvLnWfsrOzodVqkZWVBReXiwrcJRERWRWL/CdRxjwHyf5JtCHrfmTee7HIXATJ/Uck2rZElkLOM5GcEyG1V4tE22LzSuSuViZnFTM5e7KYU1wgr75oX2T+zcpRlF+qatnZudA2CPvn/c1F1iUM736J8+HibF+WXpq2eScf2hbvlak/1ZHVZlZKAhUpOp0OcXFxGDFihFF5WFgY/vrrL5w4cQIAcOjQIWRlZSE0NNRQx8bGBsOHD0dMTAysNFYjIiIiImuhxDA3ax1KaOWsNlh5mKSkJBQUFMDX19eovGTIWEJCgtE/W7RoYVLvzp07SE1NlbyGTqdDdna20UFERERE1Yzs+U4PmQtFpVZlg5WMjAwAgKurq1G5m5sbACA9Pd1QT6PRwMHBwWw9MZGRkdBqtYajYcOGSnWfiIiqnWKJo4pSYoK0ZH0ZL35y25B1jwpN4FZkEriM+RCS/ZY7f6K8dc3VV4sccupW2VdYkqnK/6aldgG9v1ysTsnwL3O7iE6ZMgVZWVmGIyUlpZy9JSIiIqKqhxPsLaXK7rNSkhkpybCUKPm55HM3Nzfk5+cjPz8f9vb/TozKzMw0qidGo9FAo9Eo2W0iIqKHqy7zKZVYZlZ2toQviuUj8/nJXXRBibbLWo+sUpXNrPj4+MDOzs4wJ6XE+fPnAcAwl6Xkn2L1nJ2d0aBBg0roLRERERFVWZxgbzFVNljRaDQICgrC1q1bjco3bdqEevXqoX379gCALl26QKvVYsuWLYY6er0eW7duRXBwsNlhYERERCSD3InG0g3JOCr0hmReU059ufNNKpKMvkg2oUS/JeamSL7wV+JcFsUm11fG7/PRYrXDwHJzcxETEwMAuHbtGrKzs/Htt98CAAICAuDu7o6ZM2eie/fuGDduHMLCwnDw4EGsWLECy5YtMyx9rNFoMH36dEydOhXu7u7w9/fHypUrcfnyZVl7rBARERERUeWy2mDl1q1bGDZsmFFZyc/79+9HYGAgnnrqKURHR2Pq1KlYt24dvLy8sGTJEowdO9bovDfffBOCIGDJkiW4efMm/Pz8EBMTAz8/v0q7HyIiqi5krvAla+y+Fa0eZjXfDsudQ2GJfiuQAarIuR8VSurerb3fD1Iyk8dRPXJY7Q721og72BMRPeIU+U+iFQUrFbmDfYWqyJc5OfdpiZdKif5J7mwvVl/qHmXej1BU+n5IBYGS/ZbxtywVqEnuYG/cdnZ2LrT1nyvfDvaXPoGLs8PDTyhNm3fyoG06mTvYl5LVZlaIiIioMlniG3CJa4q9nFrTd6vWlOUQfVYy6gLy+q1UZkqJ37Hk/TzYRyVWnVNwYjznS8vCYIWIiIiIyCwlJ+9byxDKqoFPi4iIiIiIrBIzK0REVP1Y05CiR0oFDm+xpqFX1YbYM6+mz5vDwCyGwQoRERERkTkMViyGwQoREVGZWNEywlLkvBRJZiisfOlZ2RkXvihaLb7EkwgGK0REREREZnGCvaUwWCEiokcX5zNUoArc6FAJiizTy2/6K46c+TBSvwepl369/O6Q1WJoR0RERERklurfeSvlPcoQ6F+4cAH9+vWDk5MTPDw8MGnSJOTl5T30vC1btmDo0KFo0KABVCoVFi1aVIZ7tywGK0RERGRl1CIHWTeVxPGokLq/sh6ll5mZiaCgINy5cwfbt2/HokWL8M0332DcuHEPPffbb7/F5cuXMXDgQFnXtCYcBkZEREREZKWWLVuGjIwMnDx5EnXq1AEA2NraIiwsDNOmTYOvr6/kuVu2bIFarTa0UxXxqwoiIqKHKhY5HjGSQ1asvO1HjhVlKFRq00OJNsrSjqVJ3UdZDxliYmLQq1cvQ6ACAEOHDoVGo0FMTIzZc0sClaqs6t8BEREREVEVk52dbXTodDrRegkJCSbZE41GAx8fHyQkJFRGVy2KwQoRERERkTkqKDfB/p9EWcOGDaHVag1HZGSk6KUzMjLg6upqUu7m5ob09PSKu2crwTkrRET0aOAyxZbHoV30yFJyON69dlJSUuDi4mIo1Wg00meI/LslCIJo+aOGwQoRERERUSVzcXExClakuLm5ISMjw6Q8MzPT7OT6RwWHgREREVEVILaccTV6jZEzUZsLGijPghPsfX19Team6HQ6JCUlMVghIiIiIiLLCQ4Oxr59+5CWlmYo27FjB3Q6HYKDgy3Ys8rBYIWIiKjKsEB2QdbO3FXAo3Y/1k4oFj9EWdGyzSYstynkhAkT4OrqipCQEMTGxmL9+vUIDw9HWFiYUWZlzJgxsLU1nuFx/vx5fPvtt/j2228BAGfOnMG3336LPXv2yLx/y+GcFSIiIiIic5Ted0gGV1dXxMXFITw8HEOGDIGjoyNCQ0OxYMECo3p6vR56vd6obOvWrZgzZ47h53Xr1mHdunXw9vbG1atXy3wLlUklCFw+pbSys7Oh1WqRlZUFF5eLlu4OERHdr0L/c1aBm0BW1X5XKDnZIiu6xwr9XUq0LZmlkNO0VL9FygW9aRkAyWyBZH0F6AtKdc3s7Fxo64/45/3t4RPajc/9590vZQ1cXBzL2lPT/jR8qUz9qY6YWSEiIiIiMkvJIZechSEHgxUiIqpamIkgskJWNFDnwWFWSgzfsuAwsOqOoR0REREREVklZlaIiIgsSexbVk4npQcpMTdFCVL9kLl3iETjCrRRQcqwP4rZtqjU+LSIiIiIiMgqMbNCRERERGSWknu+cM6KHAxWiIiIHlliAyisZDgRUXlJTVQvfmA4mRLDKjnB3mI4DIyIiIiIiKwSMytERGSdOMm8gkh9T1mNMy5Sf2sV+g14Bf59y/53h/+uPRz3WbEUPi0iIiIiIrJKzKwQERFZG6lv9JltKj8lniEzFwqQ8Uys4e+ec1YshsEKEREREZFZHAZmKQxWiIiIDDifw3rxd1DpRDeAlMhySG5aWYEZFGvIuFCFY7BCRERERGQOh4FZDIMVIiIiA6lvh7lfSbVUFeamKDIHx9r/luX278H61n5/ZA6DFSIiIiIic1RQMLOiTDPVBYMVIiIiIiKzOMHeUhisEBERWRtOHH70SQ29Ukm8yCryN1GRf1dKTI7ncC0yxWCFiIiIiMgcTrC3GAYrREREBtVh6WIruhepbIHKivooSm4WQcb9KDLZvQIXBpD8ncndyFTkPmVnjySe1YPtKJKVUkG5ySYMVuTgoDkiIiIiIrJKzKwQEZFlcX7Go88Sv2NZ15SqK/Mb8ApdAthaliiWymbI/P5b7Pej2KaQD5Yr8OxUaun5RGVpi0qNT4uIiIiIiKwSMytERESW9ChlliryXizynCSuqUSGQqn7kdWXCrwfuXOhFFkNTCrLU2z+5zLhnBVLYbBCRERERGQOh4FZDIMVIiKiR1YFZgAqcvnVCs2iiM2VkLnniWTTFThPpkIzKAqsBiabnNXASplBMZTrzf9MVQqDFSIiIiIiszgMzFKYhyIiIiIiIqvEzAoREVGVZ4FNFBUZ8iRFiW+eK3Cp31IvmVuGtiWHninQtuTwMDltSw2pkrmhqlg7spcursQJ9tzB3mIYrBARERERmcMJ9hbDYIWIiKgyWMsSxdbSD9kU+tZdtK7cZ6LEEsAy26jIyfFyJqBLPiupNmTcj9wMSHGRRNucYP8oYbBCRERERGQWJ9hbCoMVIiKyLKnx21U2A6AEheagKPIM5Syxq9TvrLKXF1Yqa6PEvBLJEySKFciKyGpDbpZC4prFhSJVZf4exNoATDMuUhkYqhIYrBARERERmcMJ9hbDYIWIiEhJsrMZFbhxY4WqyCyCnG4osGKX3P4pkV2QvfKVxDVF25H7TGTUl5ulkOy32Gpgcjd/lOiLSWalQLyeLGoot+MHJ9jLUW2e1oULF9CvXz84OTnBw8MDkyZNQl5enqW7RURERERkVnneY9euXYsWLVrA3t4erVu3xrZt2yq4t8qqFpmVzMxMBAUFwdvbG9u3b8etW7cQERGBtLQ0bNiwwdLdIyIiMRaZy2KB/UqogshZbUup1cBkZi7ktCErQyFzH5hiOXNWpFbgkpsVEeu3RD+KZbQBmM5l0SuQWVFBwWFg8qqX5z3222+/xahRo/Dee++hT58++O677zB8+HBotVr06dOnHDdReapFsLJs2TJkZGTg5MmTqFOnDgDA1tYWYWFhmDZtGnx9fS3cQyIiIiKyXpYbBlae99gZM2Zg2LBhiIyMBAD06NEDiYmJmDlzZpUJVqrFMLCYmBj06tXL8AsGgKFDh0Kj0SAmJsaCPSMiIiIiklbW99grV64gMTERoaGhRuXPPfccjh49itu3b1dYn5VULYKVhIQEk6hTo9HAx8cHCQkJFuoVERERiSrZLfz+oyq0XS2oJA4lqMWPkpW4Hjxk9bGcpPpQ1kOGsr7Hlnz24LktW7aEIAhITEyU1Q9LqRbDwDIyMuDq6mpS7ubmhvT0dMnzdDoddDqd4eesrCwAQHZ2NoAcpbtJRESlYe1zVmR3z9pXA1OgbbmrbYkFELJX7JIzT0Tm6l6yVuYC5M1ZkXvNyp6zIqMf5voiWl/mfB2plckeKM/Oyf+nK2X/W87Ovlvmc6Xauvc++S+NRgONRmNSv6zvsRkZGQBgcq6bmxsAmD3XmlSLYAUAVCJRrCAIouUlIiMjMWfOHJPyhg0bKto3IiIiIqpYd+7cgVarlXWOnZ0d6tati4YNn1G0LzVr1jR5n5w1axZmz54tWr8s77FS55YEbaU51xpUi2DFzc3NEF3eLzMz0+ykpClTpiAiIsKovre3N5KTk2X/sSvtiSeewG+//WbRPgD3vhVo2LAhUlJS4OLiYtG+8JmY4jMxxWcizhqeC5+JKT4TU3wmpvhMxJU8l+TkZKhUKtSvX192G/b29rhy5QoKCpTYq+VfYoGGWFYFKPt7bEkGJSMjA56enkbn3f+5tasWwYqvr6/JmD6dToekpCSMHj1a8jypdJxWq7X4/xnY2NhYvA/3c3FxsXh/+ExM8ZmY4jMRZ03Phc/EFJ+JKT4TU3wm4sr73mZvbw97e3sFeyRPWd9jSwKZhIQEtGjRwlB+/vx5qFQqozJrVi1mlQUHB2Pfvn1IS0szlO3YsQM6nQ7BwcEW7FnZvfrqq5bugtXhMzHFZ2KKz0Qcn4spPhNTfCam+ExM8Zkoq6zvsY0bN0aLFi2wZcsWo/JNmzahU6dORquLWTOVUJ7ZRlVEZmYmWrdujUaNGmHGjBmGzXT69u0ra1PI7OxsaLVaZGVlWdU3BpbEZ2KKz8QUn4kpPhNTfCam+ExM8ZmY4jMR96g8l9K+x44ZMwZr165FUdG/Cwxs27YNw4cPx5QpU9C7d29ER0fjs88+w969e6vMPivVYhiYq6sr4uLiEB4ejiFDhsDR0RGhoaFYsGCBrHY0Gg1mzZolOaawOuIzMcVnYorPxBSfiSk+E1N8Jqb4TEzxmYh7VJ5Lad9j9Xo99HrjldOGDRuG3NxcfPjhh1i0aBGaNm2KLVu2VJlABagmmRUiIiIiIqp6qsWcFSIiIiIiqnoYrBARERERkVVisEJERERERFaJwUopXLhwAf369YOTkxM8PDwwadIk5OXlWbpbFnPp0iVMnDgR7dq1g62tLVq3bm3pLlnctm3bMHjwYDRs2BBOTk5o06YNli5diuLiYkt3zWJiY2MREBAAd3d3aDQaNGnSBBEREcjKyrJ016xGTk4OvLy8oFKpcOzYMUt3xyKioqKgUqlMjvfee8/SXbO4VatWoW3btrC3t4eHhwcGDRpk6S5ZVGBgoOjfikqlwubNmy3dPYv57rvv8OSTT8LFxQWenp4YMmQI/vjjD0t3y6J27doFf39/aDQaNGzYELNmzTKZeE5VR7VYDaw8MjMzERQUBG9vb2zfvt2wXFxaWpqsZY8fJefOncPu3bvx5JNPori4uFq/kJdYvHgxvL298dFHH8HT0xP79+/H66+/jsuXL+Ojjz6ydPcsIj09HV26dMEbb7wBNzc3nD17FrNnz8bZs2fxww8/WLp7VmHevHlGS0xWZ3v37oVWqzX83KBBAwv2xvJmz56NTz75BNOmTcOTTz6J9PR07N2719LdsqivvvoK2dnZRmWffvoptm/fjl69elmoV5b1448/YsiQIXj++efx/vvvIzMzE7Nnz0avXr1w7ty5Kr1cb1kdOXIEISEhGDFiBCIjI3H+/HlMmzYNd+/exaJFiyzdPSoLgcyaP3++4OjoKPz999+Gsm+++UYAIJw/f96CPbMcvV5v+N8jR44UWrVqZcHeWIdbt26ZlE2ePFmwt7cX8vPzLdAj67R8+XIBgJCammrprlhcQkKC4OTkJHz99dcCAOG3336zdJcsYs2aNQIAo/+Pre7Onz8v2NjYCLGxsZbuitVr3LixEBwcbOluWMyYMWOERo0aCcXFxYayX3/9VQAgxMTEWLBnltO3b1/B39/fqOyjjz4SatSoIdy4ccNCvaLy4DCwh4iJiUGvXr2MdvkcOnQoNBoNYmJiLNgzy1Gr+WfzIHd3d5Oy9u3bIz8/H+np6RbokXWqXbs2AKCwsNDCPbG8119/HRMnTkTz5s0t3RWyMlFRUWjSpEmV2gfBEg4dOoQrV64gLCzM0l2xmMLCQjg7O0OlUhnKXF1dAQBCNd2Z4sSJE+jbt69RWb9+/VBYWIjY2FgL9YrKg2+dD5GQkABfX1+jMo1GAx8fHyQkJFioV1QV/Pzzz6hVqxY8PDws3RWL0uv1yM/Px/HjxzF37lwMHDgQ3t7elu6WRX377bc4deoUZs6caemuWI1WrVrBxsYGTZo0QWRkZLUeX37kyBH4+flh3rx58PDwgJ2dHQICAnDy5ElLd82qbNy4EY6OjggJCbF0VyxmzJgxSEhIwOeff47MzExcvXoVb731Fnx9fdGzZ09Ld88i8vPzYWdnZ1RWsikk39uqJs5ZeYiMjAzDtxT3c3Nz4zfmJOnYsWNYs2YNZs2aBRsbG0t3x6K8vb2RmpoK4N63W5s2bbJwjywrNzcXERERiIyMrJbjyR9Ur149zJkzB08++SRUKhV27tyJ6dOnIzU1FV988YWlu2cRN27cwPHjx3Hu3Dl8/fXXsLOzw5w5c9C7d29cvHhR9L9J1U1RURG2bduGkJAQODk5Wbo7FtO9e3fs2LEDzz33HF5//XUAQMuWLfHDDz9U+V3by6pZs2Y4evSoUdmRI0cAgO9tVRQzK6Vwf3q1hCAIouVEN27cwNChQ9GpUye8++67lu6OxcXExODgwYNYvnw5zp07h4EDB1brb83ff/99eHp6YtSoUZbuilXo27cvZs6cib59+6JPnz744osvEBERga+//hp//fWXpbtnEcXFxcjJycH27dsxZMgQDBgwADt37sSdO3ewfPlyS3fPKvzvf//DrVu38Nxzz1m6KxZ16NAhPP/88xg9ejT27duH//u//4OjoyP69+9vshhBdfHqq69iz549+Oyzz5Ceno5ffvkF06ZNg42NDYexV1H8rT2Em5sbMjIyTMozMzPh5uZmgR6RNcvKykL//v3h6OiInTt3okaNGpbuksW1adMGXbp0wbhx47Bjxw7s378fO3bssHS3LOLatWtYvHgx5syZg+zsbGRmZiInJwfAvWWMS/53dffss89Cr9dX22FPtWrVgqenJ1q1amUoq1evHlq0aIFz585ZsGfWY+PGjahdu7bJ3ITq5vXXX0dQUBA+/fRTBAUF4T//+Q9iYmJw4cIFrFy50tLds4iRI0ciIiICb731FmrXro2ePXti4sSJqFWrFurWrWvp7lEZMFh5CF9fX5MxjjqdDklJSSZzWah6y8/Px6BBg3Dz5k3s3bvXMJmc/tWuXTvY2Njg0qVLlu6KRVy5cgUFBQV45pln4ObmBjc3NwwcOBAA0KNHj2q7/OqDquvE4BJS/20RBIHfDAPIy8tDdHQ0hg0bVu2/EDp//jzatWtnVObu7o769esjKSnJMp2yMJVKhcWLF+P27ds4deoUbt68iXHjxuHvv/9G586dLd09KgP+v95DBAcHY9++fUhLSzOU7dixAzqdDsHBwRbsGVmToqIiPPvsszh16hT27t1b7SeQSzl8+DD0ej2aNGli6a5YRLt27bB//36j45NPPgEAfP311/jqq68s3EPrsGXLFtjY2KB9+/aW7opFDBgwADdv3sTZs2cNZampqUhMTETbtm0t2DPrUDIkrroPAQPuzQn8/fffjcpu3LiB1NRUNGrUyDKdshJarRZt2rSBq6srPv/8czRq1IhfCFVRKqG6f4X1EJmZmWjdujUaNWqEGTNmGDaF7Nu3b7XdFDI3N9ewbPOXX36JpKQkfPzxxwBg2LG8upkwYQKWL1+OhQsXolu3bkaftWzZslpOpB4yZAg6duyINm3awMHBAadOncLChQvh6emJ3377zWS1lurqwIED6NGjB3777Td07NjR0t2pdH379kXPnj3RunVrAPdeRJcvX45JkyYZArnqRq/Xo1OnTrhz5w7ef/992NnZYe7cubh16xb++OOPaj2hHABCQkJw8uRJXL16tdrPHf3iiy8QHh6OV199FSEhIcjMzMSHH36Ia9eu4dy5c6hXr56lu1jpjh49ivj4eLRr1w55eXnYuXMn1q9fjz179iAoKMjS3aOysOQmL1XFH3/8IfTp00dwdHQU6tSpI4SHhwu5ubmW7pbFXLlyRQAgeuzfv9/S3bMIb29vPpMHREZGCu3atROcnZ0FJycnoVWrVsKMGTOErKwsS3fNquzfv79abwr5+uuvC48//rjg4OAgaDQawc/PT/jss8+MNrmrjm7evCk899xzglarFRwdHYX+/fsLiYmJlu6WxaWnpwt2dnbCO++8Y+muWIXi4mJh2bJlQtu2bQUnJyfB09NTGDhwoHD69GlLd81iTpw4ITz55JNCzZo1hZo1awo9e/YUDh06ZOluUTkws0JERERERFaJc1aIiIiIiMgqMVghIiIiIiKrxGCFiIiIiIisEoMVIiIiIiKySgxWiIiIiIjIKjFYISIiIiIiq8RghYiIiIiIrBKDFSIiIiIiskoMVoiIqEyKi4vRtm1bBAcHG5UHBgZCpVKVup01a9bAxsYGZ86cUbqLRERUxTFYISKyoAMHDkClUmHUqFGlrjNq1CioVKpSH1FRUYa2UlNTMWXKFPj7+8PV1RV2dnaoV68ennnmGURFRaGgoKDUfY+KisLp06cxe/bsst38P1544QU0btwYb731VrnaISKiR4+tpTtARETyDB48GI0aNTIq++6773Dq1CmMHDnS5LN27doBADZt2oQxY8YgLy8PHTp0wPPPPw+tVosbN24gLi4OL730EtavX499+/Y9tA96vR5z5sxBQEAAOnXqVK77sbW1xRtvvIHw8HD88ssvePrpp8vVHhERPToYrBARVTGDBw/G4MGDjcquXr2KU6dOYdSoUQgMDDQ5Z+/evXj++efh6uqK6Oho9O7d2+hzQRDw3XffYeXKlaXqQ0xMDJKTkzFz5syy3oaRESNGYPLkyfj6668ZrBARkQGHgRERPeL0ej1effVVFBcXY+vWrSaBCgCoVCr85z//wf/93/+Vqs2oqCioVCoMHTpUsk5RURHmzZuHxo0bQ6PRoFmzZvjqq69E69apUwc9evTAt99+i5ycnNLdGBERPfIYrBARPeL279+Py5cvo0uXLujZs6fZuhqN5qHtCYKAAwcOoEWLFnB1dZWsFxoa+v/t3csrtH0cx/HPMyM5NE7lsLChmCQWSMlCDsmSGrOwsKEs5g+wEorULUtKpOTwBzBZKIcUmsaO0hgUZkGYFCWFeRa6nnoy93DPTM2Y+/3ajevb5/qupuvTb3JpZmZGra2t6unpkd/vl8Ph0MzMTND5uro6vby8aHd398sdAAB/B8oKACQ44+G/qakpKnnHx8fy+/2qqqoKOXd1daWjoyNNT09rampKu7u7SkpK0sTERND56upqSdLe3l5U9gQA/HyUFQBIcNfX15KkwsLCqOT5fD5JUn5+fsi5sbExZWRk/PfZarWqvr5eHo9Hj4+Pn+aNPCMfAADKCgDgj9zf30uSsrOzQ84FO3kxCtPDw8Onazk5OZKku7u7CDcEACQKygoAxJDJ9PE1/P7+/tsZ45ox+6cKCgokfbxjJRpSU1MlSc/PzyHnMjMzP/0tKenjn1C+vb19umbkpaWlRboiACBBUFYAIIaMB3rjtCIY46Qh2MP/d9TX10vSt96f8h25ubmSJL/fH5U8g5Fn5AMAQFkBgBiyWq1KTk6W2+3W6+tr0Jn9/X1JUmVlZVj3aGxsVHFxsfb29rS1tRVy9uXl5cu88vJymUwmeb3esPb5HY/HI0mqqKiIai4A4OeirABADKWkpMhut+v29lYjIyOfrh8eHmp2dlYWi0UdHR1h3cNsNmtyclImk0l2u12bm5tB51ZXV2Wz2b7My8rKUmVlpQ4ODhQIBMLaKRiXyyVJamhoiFomAOBn4w32ABBjExMTcrlcGh4eltPpVENDg1JSUnRycqKVlRUFAgEtLS2FfKfJV9ra2rSwsKDe3l41NzerpqZGdXV1slgsurm50fb2ts7OztTS0vKtvPb2dg0NDcntdqu2tjbsvQyBQEAbGxsqKytTaWlpxHkAgMTAyQoAxFheXp7cbrcGBwf1+vqq6elpjY+Py+VyyWazyeVyqbOzM+L7dHV1yev1qr+/X29vb5qfn9evX7/kdDpVUlKiubk5ra2tfSurt7dXZrNZi4uLEe8lSTs7O7q8vFRfX19U8gAAieGfQDTP8AEAf42uri6tr6/r4uJC6enpEWV1d3fL6XTq/Pw8ohMkAEBi4WQFABCW0dFRPT09aXJyMqKc09NTLS8va2BggKICAPgfygoAICxFRUWan5+P+FTF5/NpcHBQDocjSpsBABIFPwMDAAAAEJc4WQEAAAAQlygrAAAAAOISZQUAAABAXKKsAAAAAIhLlBUAAAAAcYmyAgAAACAuUVYAAAAAxCXKCgAAAIC4RFkBAAAAEJf+BWsu3z0zmn8lAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 14 }, { "cell_type": "markdown", "id": "gbl3-0040", "metadata": {}, "source": [ "## Total Momentum Fluxes (Resolved + SGS)\n", "\n", "$$\\langle u'w' \\rangle_{\\mathrm{tot}} = \\langle u'w' \\rangle + \\tau_{xz}, \\qquad\n", " \\langle v'w' \\rangle_{\\mathrm{tot}} = \\langle v'w' \\rangle + \\tau_{yz}$$" ] }, { "cell_type": "code", "id": "gbl3-0041", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:51.715846Z", "start_time": "2026-06-02T12:25:51.445595Z" } }, "source": [ "fig, axs = plt.subplots(1, 2, figsize=(13, 5), constrained_layout=True)\n", "\n", "th_plot(axs[0], t_hours, z_w, uw_tot, 'RdBu_r',\n", " r\"$\\langle u'w'\\rangle + \\tau_{xz}$ (m$^2$ s$^{-2}$)\")\n", "axs[0].set_title(r\"Total $\\langle u'w' \\rangle$\")\n", "\n", "th_plot(axs[1], t_hours, z_w, vw_tot, 'RdBu_r',\n", " r\"$\\langle v'w'\\rangle + \\tau_{yz}$ (m$^2$ s$^{-2}$)\")\n", "axs[1].set_title(r\"Total $\\langle v'w' \\rangle$\")\n", "\n", "fig.suptitle('Total Momentum Fluxes \u2014 GABLS3', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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5TEmuv1q1aqoDDta6ijVr1ixyW+HJYP78808AwJIlS7BkyZIi+3rz5k3FuurVq8NoNCrWW7MnC5/H1Yq7XrVt1u3O1DIcPXq0YuIbd5kyZQrWr1+PH374ATVr1sTbb7+t2Mf6Mx0yZEixg9+Fr33u3Lk4evQo3n//fbz//vuoVKkS2rZti379+uGhhx7SVCNw+fLltgH1klqwYEGx9RIrVqwIQRAgiiKuXLmCGjVqSLZ37NhRMkBZr14924RHhVkzG+UZykFBQRg8eDCWLl2KNWvWYNq0aar9WLlypWLd4cOH0aFDB3Tr1g1paWklzjSsVKkSxo0bh3HjxgEAfvvtNyxYsADLli3DZ599hrVr1xZbV7ZSpUro1q0b/u///g/R0dF4/PHH0alTJ0m2LBEREemPg49ERERepKgZjq3ri9qu5syZM0hISIAoinjjjTfQq1cv1KxZEyEhIQCAtm3b4uDBg3Yzp5wRHx+PF154AY8++igKCgrsznJt5cz12/ueaP2eWTNCW7RogejoaE3HOHoOPVgslmK3F9cXd/azpOxd57Fjx/DLL78AuDV4eObMGTRt2lSyj/Vn2qNHD1SpUqXItqKiomz/X7t2bRw6dAipqanYunUr9u3bhy1btuDzzz/H/PnzceDAAURERBTbt2+++UY129AZL730UrGDj4GBgWjUqBGOHz+OH3/8UTH4qEV6ejq+/PJLALcGO9966y3J9kuXLgG4Net1UYOPalq0aIHHHnsMCxYswNtvv43XXnvN4b4Vp2HDhnjvvfeQkZGBTZs2Ydu2bcUOPlqFhYWhd+/eWLx4MXbv3o1Ro0bp2i8iIiKS4uAjERGRF7AOGJw+fVp1uzWDS16/sTgpKSnIy8vDlClTMHHiRMX2U6dOOd5RjeLj4zF16lTs2LEDoaGh6Nu3b7H7u+L6HWWtGdmxY0csXLjQZefRIigoCMCtOnyFa08CwLlz5zzRJZcIDAwsMiu3uOvMzc1FfHw8cnNz8fDDD2P16tWIj4/H999/L8lMtP5Mx40bZ/d3sLCAgAB07doVXbt2BQCcPXsWI0eORGpqKubNm4f//Oc/xR6/cuVK1UxAV+nRoweOHz+O9evXo3fv3g4fv2bNGttg76FDh4rcLy0tDT/88INqPcyiWLMdf/31V4f7pVXHjh2xadMmh7J3rQO6//zzj6u6RURERP/DCWeIiIi8gLX23LZt23D16lXFduuEGPfff79kfWBgIAoKClTbzMzMBADVVwq/+uorXLx4sSRdLlatWrXQq1cvVKxYEQ8//LBkghM1zl6/nmJjY2E0GrF169ZiJ6/Qg3VwsaifnXWQ9bffflNs27Vrl+s65mbVq1fHlStXkJGRodhW3HW+8MILOHr0KOLj4/HRRx/hoYcewtGjR/HCCy9I9nvggQcA3Jr0qCTq1KmD559/HgBw9OjRErXlCuPHj0dQUBDWrl3r1Ove1r+vbdu2QRRF1cWa8Vh4ch4trA85rK/+O8NedvbJkycBwKGsT+sES9b6r0REROQ6HHwkIiLyAnfccQd69eqFa9euYeLEicjPz7dtO3jwIJYsWQKj0YgnnnhCclyNGjVw8eJF1QE762Qnq1evxr///mtbn56ebquZ5kpbtmzB5cuX8c4779jd19nr11PNmjWRkJCA33//HcOHD1fNojpw4ABSUlJKfC7rIElR2WDWyTmSkpIkA6GrV6/GunXrSnx+b2G9zpdfftm2ThRFJCUl4cCBA6rH7N69G2+++Sbq1Klj+9165513UKdOHbz55pu2SWYAYNCgQYiKisLKlSvxn//8R/J7BQB5eXn49NNPJQOKr7/+uurA/I4dOwDcGoj0NnXr1sXChQthNpvRs2dPfPjhh6qvrX/33XfIzs6WrDty5AiOHj2KihUrqk5WZDVs2DAAt+rIah2cP3z4MN577z0AtyaTclbfvn3x1ltvqd7ntm/fjnfffRcAMGDAANv6zz//HNu3b1cMXN64cQMvvvgi9u3bh2rVqqF79+5O94uIiIi04WvXREREXmLp0qW4//778eGHH2Lfvn1o06YN/vnnH+zduxdmsxmvvfaaohah9R/lMTExaNu2LYKDg3HXXXfh2WefRd++fXH33Xfj0KFDiIyMRLt27ZCTk4Mvv/wSzZs3R9u2bYsc4PEEZ65fb4sWLcKpU6ewdu1abN26Fc2bN0eNGjVw4cIF/PHHH0hPT8fEiRNLNJAC3Pq57du3D507d0ZsbCzKli2LSpUqYd68eQCAJ598Eu+++y42btyIxo0bIzo6Gr///jt++eUXTJw4Ea+//roel+txzz//PDZu3Ig33ngDe/fuRYMGDXD06FGcO3cOTzzxBBYvXizZ/8qVK0hISIAgCPjwww9tszWHh4dj1apV6Ny5MxISEvDzzz+jYsWKCAgIwObNm9GtWze88MILePPNNxEdHY3Q0FCcO3cOJ06cwNWrV7F582ZbvchZs2bhmWeeQbNmzXDnnXdCFEX8/PPP+PXXX1GpUiU8++yzbv8+afHkk08CACZPnowRI0Zg8uTJuPfee1GhQgVkZmbi5MmTtkza3r1727531olmBg0ahMDAwCLbb9KkCe6++24cO3YMu3fvVgzaFZ54KC8vD2fOnMG3334Li8WCPn36YPjw4artPvHEEwgNDVXd1qFDB/znP//BuXPnMGHCBEyZMgUtWrRAvXr1kJ+fjxMnTiAtLQ3ArcmPCr9a/+OPP2LWrFmoUaMGWrRogbCwMFy4cAFHjhxBRkYGwsLCsGHDBkVZAyIiItIfBx+JiIi8RM2aNfH9998jKSkJn332GT799FOUKVMGnTt3xpQpU2z15wpLSkqCKIpITk7G+vXrUVBQgA4dOuDZZ59FUFAQvv76a7z44ovYvn07tm7dipo1a2L8+PFITEws8QCa3py5fr2VKVMGu3btwqpVq/DRRx/h559/xnfffYcqVaqgQYMGmDhxoi0DrCQmTJiAzMxMrF27Fps2bUJ+fj7q1q1rG3ysWrUqvvrqKzz77LPYt28f0tPT0bJlS+zevRuCIPjN4OPdd9+N1NRUTJ06Ff/9739x6tQptGvXDhs2bMDhw4cV+48dOxZ//fUXnnvuOVvWpFXHjh0xZcoUvPrqqxg7diw2bdoE4NZkMkeOHMGiRYuwefNmfPPNNxBFEdWrV0f79u3Rv39/2+vZAPDWW29hx44d+OGHH7B9+3YAt0oXPPPMM5g8ebJL646W1JNPPom+ffvaJlL57rvvcO3aNZQvX972+zt8+HBbzUaz2Yy1a9cCAIYOHWq3/aFDh2LGjBn46KOPFIOPhSfYMRgMCA8PR/v27TF8+HAkJCSozkgPwDZ4qKZatWoAgI0bN2Lbtm3YvXs3fvvtNxw/fhx5eXmoUqUK+vfvj5EjR6JPnz6SYwcMGIBr167h66+/xvfff4+MjAyEhIQgMjISjz32GMaPH+/VP0siIiJ/IoiumOKSiIiIiIiIiIiISj3WfCQiIiIiIiIiIiKX4OAjERERERERERERuQQHH4mIiIiIiIiIiMglOPhIRERERERERERELsHBRyIiIiIiIiIiInIJDj4SERERERERERGRS3DwkYiIiIiIiIiIiFyCg49ERERERERERETkEhx8JCIiIiIiIiIiIpfg4CMRERERERERERG5BAcfiYiIiIiIiIiIyCU4+EhEREREREREREQuwcFHIiIiIiIiIiIicgkOPhKRX7p58ya2bt2KH374Qbc2J0yYgHbt2unWXnFtX716FVu3bsWxY8dccj4iIiKi0kDvmJDxIBGR4zj4SOSHBEFweFm5cqWnu61g7ZszUlJS0KdPH+zevVuXvlgsFnz00UcwGPS/baq1HRAQgEGDBmHMmDG6n4+IiIhKB8aE+saEjAeJiJwT4OkOEJH+RowYoVj3xx9/YP/+/ahatSq6d++u2B4ZGen0+azBoCiKTreht+TkZABAXFycLu398MMPuHr1KsaNG6dLe/baLleuHDp16oSdO3fi4sWLqFq1qu7nJSIiIv/GmFDfmJDxIBGRczj4SOSH1J5Yr1y5Evv370dUVJRXPtHWk9lsxrZt23DnnXeiUaNGurS5Z88eVKpUCYMGDdKlPS1tx8XFYfv27diyZQtGjx6t+3mJiIjIvzEm1DcmZDxIROQcvnZNRH7n66+/RkZGhm5Zj8CtgHDkyJEwmUy6tWmv7b59+0IQBNsTeyIiIiLSTu+YkPEgEZFzOPhIRAqnT5/G2LFjUa9ePZhMJlSsWBHdunXD1q1bJfutXLlSUn9HXjPI6osvvsATTzyB6OhoVKhQAcHBwbjjjjswbtw4nDlzRvf+f/bZZwDUX6/ZvXs3BEFA3759VY9NSUmBIAh46KGHbOtyc3Nx4MABPPbYY5J9//zzTwiCgFatWinaefbZZyEIAoKDgxXb3n77bQiCgJkzZxbZNgBUr14d9957L7744gv8+++/xV4zERERkd78NSb8+OOPIQgCevXqVeSxqamptjhPFEXGg0REJcDBRyKSOHDgAJo3b45ly5YhKCgIAwYMQHR0NPbs2YM+ffpg6tSptn0jIyMltYRGjBghWazGjRuHlStXIiQkBJ06dULXrl1hNpuxdOlSxMTE4Ndff9X1Gj7//HNUrlwZbdu2VWz78ccfAQAtW7ZUPdY6E2KLFi1s6w4cOID77rsPDRo0kOwbEREBALh27ZpkfXZ2Nt577z0AtwYub968adsmiiLeeustmEwmPPnkk0W2bdWvXz/k5ORg586dxV4zERERkZ78OSaMjo4GAPzyyy+qx4miiGeeeQYAsHDhQgiCwHiQiKgkRCIqFT744AMRgNihQ4ci97l586ZYq1YtEYA4bdo00WKx2Lbt379fLFeunAhATElJkRwHQCzudvLZZ5+JWVlZknUFBQXizJkzRQBit27dVI+z166an376SQQgjho1SnX7gw8+KAIQt2zZoro9Li5OBCDu3r3btm7hwoXiZ599ptjXYrGIRqNRrFmzpmT9/PnzRQBimzZtRADi+fPnbdu2bt0qAhBHjx5dbNtWx44dEwGIjzzySNEXTURERKQRY0JRzM/PF00mkwhAzM7OVmxfuXKlCEAcOHCgbR3jQSIi53HwkaiU0BJorlq1SgQgNmzYUDSbzYrtiYmJIgCxc+fOkvXOBIRWNWvWFA0Gg2rg50y7s2fPFgGIycnJqtsjIyNFAOJff/1VZH8AiP/884+m81WoUEEsX7687eu8vDyxZs2aYvPmzcUFCxaIAMSjR4/atnfp0kUUBEE8fvy45muKjIwUK1asKBYUFGg+hoiIiEgNY8JbmjVrJgIQDx48KFl/48YNsVatWmJQUJD4xx9/aDoX40EiouLxtWsisvnqq68AAA8//DAMBuXtYdSoUQCA/fv3w2w2O9T2mTNnsHjxYkyaNAmPPvooEhISkJCQgPz8fFgsFvzxxx8lvwAAycnJCAkJQZcuXRTbsrOzcfLkSVSvXh3Vq1dXbL948SLS09NRu3ZtVKpUSdP5IiIicP36dYiiCABYs2YN0tPT8cwzzyAsLAwAkJmZCQA4fvw4du/ejZ49ezo042JcXByuXLmCb775RvMxRERERM7y95gQuP3q9bFjxyTrFy5ciPPnz+Opp54q8jVoOcaDRETFC/B0B4jIe6SnpwMA7rjjDtXttWvXRlBQEHJycnDlyhVUqVJFU7szZsxAUlJSscFpdna24x2WMZvNOHbsGBo2bIiQkBDF9sOHD0MURYfqPdoTEREBURTx77//omzZsliwYAHq1KmDIUOGYPPmzQCAjIwMAMCbb74JAJgyZYpD19WsWTMAwE8//YQOHTo4dCwRERGRo/w9JgTU6z5eunQJ//nPf1CxYkXMmDFD8/kYDxIRFY+Zj0RkY31aW9J9Ctu0aRNeeeUVlC1bFu+//z5Onz6NnJwciLfKPqBNmzZOtavGaDQiNjYWR48exYULFxTbDx8+DKDoyWYOHjwIwPHBR+BWkfHt27fj2LFjmDRpEgICAiRPujMyMrB69WrExMQgNjbWoevatWsXABT55J6IiIhIT/4eEwLqmY8zZ87EtWvXMHPmTISHh2s+H+NBIqLicfCRiGxq1aoFADh16pTq9vPnzyM/Px/BwcGoUKGCpjY/+eQTAMCcOXMwcuRI1KtXDyaTybZdr1drrPr16wdRFLFlyxbFtiNHjgAAmjdvXmxfnRl8zM7Oxquvvorw8HCMHj0aAGzBZkZGBt577z3cuHHD4afcBQUFSElJwZ133unQqzlEREREzvL3mBC4nUlozXw8ceIEli9fjoYNG2LcuHEOnYvxIBFR8Tj4SEQ27du3B3CrTo3FYlFs/+CDDwAA7dq1Q0DA7aoNgYGBAG4FRnLWV0xq166t2LZnzx78888/Je94IX379oUgCEhOTlZsO3v2LACo1nN8//338euvvwJwbvAxNTUVe/fuxWOPPYby5csDuB1s/vPPP1i8eDFq166NBx980KHr+frrr5GRkYF+/fo5dBwRERGRs/w9JgSAqlWrokqVKvj777+RmZmJZ599FgUFBXj11Vdt16EV40EiouJx8JGIbAYPHoyaNWvi119/xcyZMyWvvXz33Xd47bXXAACTJ0+WHFezZk0AQFpamqLNqKgoAMCyZcuQl5dnW//nn3/i8ccf1/0aqlWrhlatWmHPnj34999/Jdus9Yg+//xzyfr169dj/PjxAIAKFSqgTp06ms9nDTbnzJmDoKAgTJgwwbbNGmx+9NFHOHfuHCZOnCgJ0LWwBsxxcXEOHUdERETkLH+PCa2aNm0KAHj77bexdetWxMbGom/fvg6fi/EgEVHxOPhIRDYhISFYv349QkND8corr6BRo0Z46KGH0LlzZ7Rr1w7Xrl3DCy+8gJ49e0qO69+/PwCgc+fOGDp0KEaPHm171WTChAkIDQ3Ftm3bcOedd+LBBx9Ejx490KhRI1SvXh1t27bV/Tri4uKQk5ODHTt2SNYPGjQIAPDqq6+iWbNm6Nu3LyIjIzFq1Cjb6y+OZD0Ct4PN9PR0xMfHo0aNGrZt1mAzPT0d5cuXx5gxYxy+luTkZFSpUsVWB4mIiIjI1fw9JrSy1n2cNWsWDAaDbVDVUYwHiYiKx8FHIpJo164dDh8+jNGjR+PmzZvYuHEjDh8+jE6dOiE5ORlJSUmKY+bMmYPJkyejXLly+PTTT7FixQqsWLECABAZGYkffvgBgwYNQkFBAbZs2YLTp0/j+eefx65duxx+rUUL6ysp8tdsBg0ahCVLliAqKgq//fYbDh8+bCtGbn0FqKh6kEWxBpuCICjq95QpU8b2ZHvMmDEIDQ11qO2ffvoJf/75J/r06QODgbdrIiIich9/jgmtrHUfzWYzHnnkEYcfQlsxHiQiKp4g6jGdGBGRl2nYsCGuXLmCixcvOvxqi7eYPXs2Zs6cic8//xx9+vTxdHeIiIiIfI6vx4SMB4nIH/DRCRH5pbi4OGRkZOCbb77xdFeclpycjDJlyuCBBx7wdFeIiIiIfJKvx4SMB4nIH3DwkYj8krUg92effebZjjjp3Llz+PHHH9G1a1eEhIR4ujtEREREPsmXY0LGg0TkL7x+8HHFihVo1qwZgoODUaVKFcXsYykpKWjRogWCg4MRGRmJxYsXq7azYMEC1KtXD8HBwbj33nuxd+9eN/SeiDzlvvvugyiKeOONNzzdFafUrl0boihi8+bNnu4KEZHHMR4kImf5ckzIeJCI/IVXDz6+9NJLmDx5MuLj47Fz504sXboU1atXt20/ePAg4uLiEBMTg+3btyMhIQHjx4/H8uXLJe0sWLAA06ZNw1NPPYWUlBRERkaiR48eOHr0qLsviYiIiIgcwHiQiIiIyLd57YQzaWlpaNq0KVJSUtC1a1fVfXr06IGMjAx89913tnVjx47F1q1bcf78eRgMBuTm5qJq1aoYO3Ys5s+fD+DWbGZNmzZFdHQ01q1b55brISIiIiLHMB4kIiIi8n1em/m4cuVK3HHHHUUGmrm5uUhNTcXQoUMl6+Pj4/H333/j8OHDAIADBw4gKysLw4YNs+1jNBoxZMgQpKSkwEvHXomIiIhKPcaDRERERL4vwNMdKMq3336Lpk2b4uWXX8Zbb72Fq1evok2bNnjzzTfRvHlznDx5Enl5eWjUqJHkuMaNGwO49aS8ZcuWSEtLAwBERUUp9rt27RrS09NRq1Yt1T7k5uYiNzfX9rXFYkFGRgYqVqwIQRD0vFwiIiK/IIoirl27hho1asBg0PaMMycnB3l5ebr1ISgoCMHBwbq1R57DeJCIiMg3eTomZDzoXbx28PHChQv48ccfcezYMbz77rsICgrCrFmz0KVLF/z+++/IzMwEAISHh0uOi4iIAABkZGQAADIzM2EymRSzgxXer6hgMykpCbNmzdLzsoiIiEqFc+fOFfn5WlhOTg4qhpTDDZh1O3e1atVw+vRpBpx+gPEgERGRb/NUTMh40Lt47eCjxWLB9evXsWnTJtx9990AgJYtW6J+/fp477330K5dOwAo8olz4fVq+1hfrynuifXUqVMxefJk29dZWVmoU6cOzp07h05zvym2/6LFO1/fEQx8Qk9ERK5jzruBUyseRfny5TXtn5eXhxswIx41EaRDNZg8WLDmQjry8vIYbPoBb48Hr78zo/j+FxQoz2m2SPto9NoqSA7zp2txB0Hg94uI3MMT9+fruXm4Z8Fqj8SEjAe9j9cOPlaoUAFVq1a1BZoAUL16dURFReHYsWPo3bs3ANieeFtZv7Y+yY6IiEBOTg5ycnIkv3RXr16V7KfGZDLBZDIp1oeGhsJoKlNs/71l8JGDjURE5AmOvo4aAgOCdPiHuNE7Pn5JJ94eDwrBQcX235Kv/J3m4CNZCRpfQyQiKilP3p89ERMyHvQ+XvuJJ6/dYyWKIgwGAxo0aICgoCBbDR+r48ePS463/ldtv/Lly6NmzZp6d52IiIgcZBQE3RbyH4wHiYiIShfGg/7Jawcfe/fujYsXL+KXX36xrUtPT8eJEyfQrFkzmEwmdOrUCRs2bJAct3btWlSvXh0tWrQAALRt2xZhYWFYv369bR+z2YwNGzagZ8+eLBRORERE5KVKQzwomi2ShYiIiMjfeO1r1/3790dMTAwGDBiAV155BUFBQZg9ezYqV66MMWPGAAASExPRvn17jBkzBvHx8di/fz+WLVuGpUuX2mZTMplMmD59OqZNm4bKlSsjJiYGy5cvx6lTp7Bu3TpPXiIRERH9j0EAjDqM/xgAgK/a+A3Gg0RERKWLHjEh40Hv47WDj0ajEdu3b8fTTz+NsWPHIj8/Hx06dMDatWtRtmxZAECbNm2QnJyMadOm4cMPP0StWrWwaNEijB49WtLWlClTIIoiFi1ahIsXL6Jp06ZISUlB06ZN3XY9ajUgXVGPkTUeiYjIF+n1iowR/Bz0J/4WDwLKulvMdiQiIrpNj5iQ8aD3EUTrNH9kV3Z2NsLCwpCVlYXWM/cWu698sJGDj0REVBqYc2/g9yXDkJWVhdDQULv7Wz9bnzLWhUmHCWdyRQveNp/RfH4iRxWOB6+9/myx+1rylbNdy/nTBDS+3HdP4IQzROQunrg/X8vJQ9Sc9z0SEzIe9D5em/lIREREpYdRp9eujSVvgoic5E8DqURE/kwt695b7tl6xISMB70PBx+JiIjI4/jaNRERERHxtWv/xMFHN+Hr0ERERERkr8ajlhqQ3pKdQkRE/oPZ6+RKHHwkIiIij+Nr10RERETE1679EwcfdaI2oYy97cyGJCIiuoWvXZM/0lJTi7NdExGRq/nSZw1fu/ZPzKMlIiKiUuu3335D9+7dUbZsWVSpUgUTJ07EzZs3NR27atUqREVFITg4GE2aNMEnn3yi2OfPP//EsGHDUKNGDZQrVw4xMTFYs2aN3pdBREREROS1mPnoJsxyJCIiKpoAfZ6IOvJpe/XqVXTq1Al169bFpk2bcOnSJUyePBlXrlzB6tWriz1248aNSEhIwAsvvICuXbvis88+w5AhQxAWFoauXbsCAHJyctC1a1cIgoDXX38dFStWxNq1a/Hwww8jJCQEAwYMKMGVkq/SI/uEdbmIiMhf6RETcvTF+3DwkYiIiDzOE69dL126FJmZmThy5AgqVaoEAAgICEB8fDxefPFFNGrUqMhjZ8yYgcGDByMpKQkAEBsbixMnTiAxMdE2+Hjo0CH8/vvvSE1NRWxsLADggQcewLfffov169dz8JGIiIhIhq9d+yc+JiUiIqJSKSUlBQ888IBt4BEABg4cCJPJhJSUlCKPO336NE6cOIFhw4ZJ1j/00EP473//i8uXLwMA8vPzAQBhYWGS/cLCwiCKxdeKJvIHotkiWUobwWCQLERERKUVPwWJiIjI46wzG+qxAEB2drZkyc3NVZwzLS1Nkd1oMpnQoEEDpKWlFdlX6zb5sY0bN4Yoijhx4gQA4L777kPjxo0xbdo0nDp1CllZWXjvvfdw6NAhjBs3riTfLiIiIiK/pGc86AhX1wF/+eWX0aVLF4SFhUEQBBw6dMjxTvowDj76OMEgSBYiIiICateujbCwMNtifT26sMzMTISHhyvWR0REICMjo8i2MzMzAUBxbEREBADYjg0MDMSXX36Jq1evokGDBggPD8f48eOxatUqdOrUyckrI28mWiySRTAaFIucve2azuslGYZq11vSa/MWemQxMhOSiMg7WeuAX7t2DZs2bcKCBQuwZs0ajBkzxu6x1jrg/fv3x/bt29G5c2cMGTIEu3btkuy3dOlS5OXloUuXLq66DK/Gmo9ERETkcbeeUutR8/GWc+fOITQ01LbeZDKp7i+onFMURdX19o61vkptXX/z5k0MGjQIZrMZn376KcLCwvD5559j5MiRiIiIQPfu3bVcEhEREVGpoUdMaLS/i4Sr64ADwNmzZ2EwGLB3715s2rTJ4WvydRx8JCIiIo9z9hUZRTv/+29oaKhk8FFNRESELYuxsKtXrxYbZFozHDMzM1G1alXJcYW3r1ixAt999x3Onz+PypUrAwA6deqEM2fO4LnnnuPgYymgJQvRFZmKnA3b9Zi5SETkGnrEhI4OPhZVB3zUqFFISUkpMi601gGfO3euZP1DDz2EkSNH4vLly7Y2DaX8c6N0Xz0RERGVWo0aNVLUdszNzcXJkyeLHXy0bpMfe/z4cQiCgKioKNvXNWvWtA08WjVv3hwnT57U4xKIiIiIqAhaaoADrq8DThx8JCIiIi9gFATdFq169uyJPXv24MqVK7Z1mzdvRm5uLnr27FnkcfXr10dUVBTWr18vWb927Vq0atXK9oS7bt26SE9Px6VLlyT7HTp0CPXq1dPcTyJf4S21Jx0lr8XIrEYiIiV33eP1jAe11AAHXF8HnPjaNREREXkBg06vXTsyZPDYY4/hrbfeQlxcHGbMmIFLly5h8uTJiI+PlzzBfvTRR7Fq1SoUFBTY1s2ePRtDhgxBgwYN0KVLFyQnJ2PXrl3YsWOHbZ/4+HgkJSWhR48eeOGFFxAeHo7Nmzdj69atWLJkSckvloiIiMjP6BETWuNBrTXAAdfWAScOPrqMaBElX3MmaiIiIu8SHh6O1NRUjB8/HgMGDECZMmUwbNgw/Oc//5HsZzabYTabJesGDx6MGzduYO7cuViwYAEiIyOxfv16SWHxWrVqYe/evZg+fTrGjx+P69ev484778Ty5csxatQot1wjeZZarUVvyQgszXUhmdlIRFQ6aKkBDri+Djhx8JGIiIi8gKOvTBfZDhxro2HDhti5c2ex+6xcuRIrV65UrB8xYgRGjBhR7LHNmzfH1q1bHeoTERERUWmlR0zoaDxYXB3w4h4YF64Dbq35DSjrgBNrPhIREZEXsM5sqMdC5C3k9bFEswUWS/ELuZ9osSgW1oAkIvIMT8SDrq4DTsx8JCIiIiIiIiKiUsrVdcABYN++ffjnn39w7NgxAEBqair+/PNP1KtXD/fcc497LtSDOPjoIvIaj/IakGr7EBERlVZ6ZS0aS94EkUsZZFl0/pTtKK8bWZrrShIRkXP0iAkdjQddXQccAGbOnIl9+/bZvn7++ecB3Crjo1bex99w8JGIiIg8zlM1H4mIiIjIe3ii5iPg+jrge/fudbhP/oSDj26iR5ajWhucVZuIiIjIO8gz/bRkNcozIf2Jr2Q6sqYjEZGS/DONqCQ4+EhEREQeZ4ROr10rq5wQERERkY/QIyZkPOh9OPjoIu7KSGSmIxER+QODTq9dG3Rog4icwxqPRERUUnrEhIwHvQ8jAiIiIiIiIiIiInIJZj66CDMSiYiItNNttmt+/BIRERG5nKuy3XWZ7ZrxoNfh4CMRERF5nG6zXfM1GyIiIiKfpcts14wHvQ4HH4mIiIiI3EQ+u7W9GbF9aTZsb63xyNmsiYiIPIuDj0RERORxfO2aiIiIiPjatX/i4CMRERF5HF+7Jn8gr3+llrXorZmOetTu8pXZrkXZz4CZkURE3oOvXfsnftISERERERERERGRSzDzkYiIiDzOIAgw6PCUWo82iPRiL8sRsF8D0pdqPvoKZjoSEXkvPWJCxoPeh4OPRERE5HGCUYBgKHmgKDDYJCIiIvJZesSEjAe9DwcfXUS0iJKvnfnjkR8jb9PZdomIiIjIN6hlTzJbsnjMbCQiIvIuHHwkIiIijzMYBRh0eKDG12yIiIiIfJceMSHjQe/DwUcX0SPTUY82iYiIfILRoE+2kqB8S4DIm2mpC+mrvGX2a85uTUTkQ/SICRkPeh1+8hIREREREREREZFLMPPRi+lRN5KIiMgXCAYBglGHCWfAz0ryHC21F/XIdHS0xqM8A9FV5JmN7jovERF5nvye7+xngB4xIeNB78PBRyIiIvI4g1GAQYfBRwODTSIiIiKfpUdMyHjQ+3DwkYiIiIhIB/Zmoda6j6/yRKajlrpgrPFIRETkWRx8JCIiIo8TDPpMOCOILDBORERE5Kv0iAkZD3ofDj4SERGRx/G1ayJ1rqobKeeOmajVMiNLel75TNYAMx2JiHwZX7v2T/xkJiIiIiIiIiIiIpdg5iMRERF5nGDkbNfk+/TISLQ3c7WryLMS9ciEdMfs18xyJCLyL3rEhIwHvQ8HH4mIiMjjbgWaOgx2wH8m7yAiIiIqbfSICRkPeh8OPhIRERERuYC7shjlGZeeyp70BNZ8JCIi8n4cfCQiIiKP44QzRERERMQJZ/wTBx+JiIjI4wRBgGDQoeajhcEm+RZ7WYpa6kjK2yjNmZBEROTb9IgJGQ96H0YiRERERERERERE5BLMfNSJfGRetIge6gkREZHvMRgNMOgw4YxB5HNVch+1eoPu4IlMR7WZqu1NCOCK2a2JiMi/6RETMh70Pl77E1m5cuWtdFvZ8sILL0j2S0lJQYsWLRAcHIzIyEgsXrxYtb0FCxagXr16CA4Oxr333ou9e/e64SqIiIhIi1szG+qzkP9gPEhERFS6MB70T16f+bhjxw6EhYXZvq5Zs6bt/w8ePIi4uDg88sgjWLhwIfbv34/x48cjKCgIo0ePtu23YMECTJs2DXPnzkVMTAyWLVuGHj164L///S+aNm3q1utxhB61r4iIiIh8XWmKB/25XqO9TEmn2tTw/ZFnqHI2bCIiIvfy+sHHli1bolKlSqrbZs+ejZiYGKxYsQIAEBsbi7NnzyIxMRGjRo2CwWBAbm4uXnnlFUyaNAnPPPMMAKBDhw5o2rQp5syZg3Xr1rntWoiIiEidXk+pBZEP7vwR40EiIqLSQY+YkPGg9/HZx365ublITU3F0KFDJevj4+Px999/4/DhwwCAAwcOICsrC8OGDbPtYzQaMWTIEKSkpEAUWZuRiIjI06z1ffRYqPRgPEhERORfGA/6J6//idx9990wGo244447kJSUBLPZDAA4efIk8vLy0KhRI8n+jRs3BgCkpaVJ/hsVFaXY79q1a0hPT3eqX6JFlCxERERE5BpeGw+aLZJFDwaDQbK46hhHCUaDYvEVgsEgWYiIiMi9vPa16+rVq2PWrFlo3bo1BEHA559/junTpyM9PR1vv/02MjMzAQDh4eGS4yIiIgAAGRkZAIDMzEyYTCaEhIQUuV+tWrVU+5Cbm4vc3Fzb19nZ2bpcGxEREcnoVRycr9n4FcaDREREpYweMSHjQa/jtYOP3bp1Q7du3Wxfd+3aFSEhIXj99dfx4osv2tYLgvovVeH1avtYX68p6ngASEpKwqxZsxzuu6uoZVhyUhoiIvIHBkGAQYfPNEMxn+vke7w9HlRk/+UX2Qy5iHwyGYATyhAR+TI9YkLGg97Hpz6ZH3zwQZjNZhw5csT2pNr6xNvK+rV1e0REBHJycpCTkyPZ7+rVq5L91EydOhVZWVm25dy5c3pdChERERE5gfEgERERkW/xqcHHwsXAGzRogKCgIFsNH6vjx48DgK32j/W/avuVL18eNWvWLPJ8JpMJoaGhksVKMAiSRQ/26kjKz8msRyIi8hdq9eScXci/eVM8WJrI61vqVeOSiIioMMaD/smnfiLr16+H0WhEixYtYDKZ0KlTJ2zYsEGyz9q1a1G9enW0aNECANC2bVuEhYVh/fr1tn3MZjM2bNiAnj17FvuaDREREbmHwSjotpB/YzxIRETkvxgP+ievrvnYuXNnNGnSBADw+eef47333sPEiRNRrVo1AEBiYiLat2+PMWPGID4+Hvv378eyZcuwdOlS20x/JpMJ06dPx7Rp01C5cmXExMRg+fLlOHXqFNatW+ex6yMiIiKi4nl7PFiasv/0yCJR+36VtF3WdyQiIvJ+Xjv4GBUVheXLl+P8+fOwWCxo2LAh3njjDYwfP962T5s2bZCcnIxp06bhww8/RK1atbBo0SKMHj1a0taUKVMgiiIWLVqEixcvomnTpkhJSUHTpk3dfVlERESkQtBptmvBwifd/oTxIBERUemiR0zIeND7CGLhwjlUrOzsbISFhSErKwutZ+4tdl+1mo2OYk1HIiLyNebcG/h9yTBkZWVpqo1n/Wz9pt8DKBdY8mei1/MLcN9nX2g+P5GjCseDV5MmOny8PNPPW7MntfRTj2xIV9TlYjYkEZHnXcvJQ6N5Kz0SEzIe9D78ZCYiIiIiIiIiIiKX8NrXrr2dQVaYvCDfLPlaS9aifB89siWJiIh8kcEIXYqDG7wziYz8lDm/QPJ1QHCQ5Gs9shrVMgNdkS3piixGb83qJCIi76VHTMh40Ptw8JGIiIg8TjAIupQbYckSIiIiIt+lR0zIeND7cPDRRZjVSERERFS6uaKeoTOcyZ6Ub9dyLcx0JCIiIjUcfCQiIiKPMxgMMOgwUGMwe8dgDxERERE5To+YkPGg9+Hgo4sw05GIiEg7wShA0KHmox5tEGllyc+XfG0oX0a2XVoTUo231Fp0JtORiIhIb3rEhIwHvQ+jCiIiIiIiIiIiInIJZj4SERGRxwlGg0sywIj8kaO/56zFSEREvkKPmJDxoPfh4CMRERF5nGAwQDDoMPioQxtERERE5Bl6xISMB70PBx+JiIiIiFzAmRmiXVF70VtmqnZXJopokX0P+Y9QIiIij+LgIxEREXmcwajTbNd8zYaIiIjIZ+kREzIe9D4cfNSJYOBsSkRERE7TqeYjGGySG8kz6rRk3NmbAdtTdapccV4ts3CzLhcREUnoERPys8Xr8CdCRERERERERERELsHMRyIiIvI4waDTbNes7UZuJBiNOrRhPzvQFW16IuPQXefkfYCIyHfpERPyc8D7cPCRiIiIPI6zXRMRERERZ7v2Txx89CLyupGiRSx2OxERERF5jr0MQ7V//NjL5pC3YQhShuuOZkeyriIRERF5EgcfiYiIyOMEo0GnV1jNOvSGiIiIiDxBj5iQ8aD34eCjF5FnOmrZzmxIIiLyB4JOs10zw4vcyWDntS6130f5jNjOcDR7UksbiqxNHWpR2muTiIj8h/we7+w9X4+YkJ833oc/ESIiIiIiIiIiInIJDj4SERGRxxkMBt0WIk+xZmuUJGvDmTZEs0WyaGlDfgwREZE38FQ8+Ntvv6F79+4oW7YsqlSpgokTJ+LmzZuajl21ahWioqIQHByMJk2a4JNPPlHsk5+fj6lTp6J69eooU6YMYmNj8fPPPzvcT1/FCJ2IiIg8Tj5YUpKFiIiIiHyTJ+LBq1evolOnTrh27Ro2bdqEBQsWYM2aNRgzZozdYzdu3IiEhAT0798f27dvR+fOnTFkyBDs2rVLst/TTz+Nd955B7Nnz0ZycjICAgLQuXNnXLhwwaG++ipG6B4kWkTJIhgEyaJHm/a226szSURE5M9c/ZQbAI4dO4a+ffsiLCwM5cqVwz333IMDBw7oeRnkIRaLRbIIBoNkcYa7BtNdkaXpLQ8GRItFshARERVn6dKlyMzMRHJyMrp3745HHnkEixYtwpo1a5CWllbssTNmzMDgwYORlJSE2NhYvPnmm+jSpQsSExNt+6Snp+Pdd9/FvHnzMGbMGHTp0gWffvopRFHEG2+84eKr8w4cfCQiIiKP80Tmozuecv/8889o27YtypUrh3Xr1mHz5s0YPHgwbty44fD3iIiIiMjfeSLzMSUlBQ888AAqVapkWzdw4ECYTCakpKQUedzp06dx4sQJDBs2TLL+oYcewn//+19cvnwZALBr1y6YzWYMHTrUtk/58uXRp08fbNu2zaG++irOdk0K8mxIzqhNRESuJgjOZ4rJ29HK+pT7yJEjtmAzICAA8fHxePHFF9GoUaMijy38lBsAYmNjceLECSQmJqJr1662/caNG4devXrh448/tq3r0qWLo5dFXkqPGqPy33tnMvXs/SNLyz/CWLKAiMg7abk/e6J2r73ZrZ3OqtchJrTGg9nZ2ZL1JpMJJpNJsX9aWhpGjRql2LdBgwbFZj5at8ljxsaNG0MURZw4cQL33Xcf0tLSULVqVVSoUEGx35o1a2CxWPy+brl/Xx0RERFREVz9lDstLQ0HDx7E+PHjXXMBRERERFSk2rVrIywszLZYHxrLZWZmIjw8XLE+IiICGRkZRbafmZkJAIpjIyIiAMB2bHHt5+fn4/r16xquxrdx8FEn7qjXSERE5K888dp1Wlqa4km1Xk+5AeDbb78FAGRlZaF58+YICAhAvXr18NZbb2nuI5EaPWpL+qrSfO1ERKWBnvHguXPnkJWVZVumTp1a9HkF5TiOKIqq6+0dK4qiYn1R7Re1zd/wE5uIiIg8Tu/Bx+zsbMmSm5urOKern3JbZy+Mj4/HkCFDsHv3bvTv3x8TJkzAmjVrHP4eEREREfk7PePB0NBQyaL2yjVwK4azxneFXb161RbfFXUcAMWxV69elWwvrv3AwECULVvW/jfGx3Hw0UkWUZQs3orZlEREVBppfc3GlU+5Lf+r3ffoo49i6tSpiI2Nxeuvv44+ffpgzpw5Dl0P+QY9ZneWZ/apLZ7gydmrC+NM1kREpLdGjRop3nrJzc3FyZMni60Bbt0mP/b48eMQBAFRUVG2/S5duqR4uH38+HHcddddfl/vEeDgIxEREXkBg9Gg2wJoe83G1U+5rUXFO3XqJNmvU6dO+O2335Cfn6/xu3Pbnj178OKLLyI2NhZ33nknIiIiULNmTTRv3hzDhw/H8uXLbRmXRERERL5Gz3hQq549e2LPnj24cuWKbd3mzZuRm5uLnj17Fnlc/fr1ERUVhfXr10vWr127Fq1atbLVFe/atSsMBgM2bNhg2+f69evYsmULevXq5VBffRVnu/YharUk7c1MzWxHIiIqjayv1xSnuKfc8hkP5ccBt55yW59oA+pPudWIogiDwaC5vs/169exaNEiLFu2DGfPnrVlWAYHB6NChQq4efMmfvnlF/z8889Ys2YNAgIC0LdvXzz99NNo166dpnOQcyyyzDt5NqAlr8At/bA3Y7ZatqS9rEE9ZuF2B2eujYjI32n5HNCbfMDP0QFAT3rsscfw1ltvIS4uDjNmzMClS5cwefJkxMfHS+K5Rx99FKtWrUJBwe3P99mzZ2PIkCFo0KABunTpguTkZOzatQs7duyw7VOzZk2MGzcOzz//PAICAlC3bl0sWLAAADBp0iS3XOOePXuQmpqKAwcO4Pz587h8+TLKlCmDypUro2nTpujQoQN69+6NatWqueT8HHwkIiIij7s1YVvJg1RHJn3r2bMnXn75ZVy5cgUVK1YE4PhT7v79+9vWy59yt23bFhEREfjiiy/QvXt323579uxB48aNERBgPwx799138dJLL+HSpUto1qwZxo4dizZt2uCee+5BuXLlbPuJoojff/8d3333HXbt2oXk5GRs3rwZcXFxeO2111C/fn3N3xciIiIiT9EjJnR0EuDw8HCkpqZi/PjxGDBgAMqUKYNhw4bhP//5j2Q/s9kMs9ksWTd48GDcuHEDc+fOxYIFCxAZGYn169eja9eukv0WLlyIcuXKYfr06cjKykLr1q2xZ88elw32Ad71AJuDj2SXvexKIiKiktKrhpwjbbj6KXdQUBASExPx3HPPITw8HK1bt8aWLVuwbds2bN68WVMfx48fj/j4eDz77LO4++67i75uQUDDhg3RsGFDDB8+HDdv3sTatWuRlJSEjz76CImJiZq/L+Ra8n9QyX9nRTOz9oiIqPTSIyZ05viGDRti586dxe6zcuVKrFy5UrF+xIgRGDFiRLHHBgUFYd68eZg3b57DfXOGtz3A5uAjERERlUrueMo9adIkCIKAN998E7Nnz0aDBg2watUq9OvXT1MfT5w4gQYNGjh8bSEhIRg1ahRGjBiB8+fPO3w8EREREfkub3uAzcFHnfhybUVf7jsREfkHT2Q+Aq5/yg0AEydOxMSJEx3ql5UzA4+FGY1G1K1bt0RtkHtp+R22lx2p5XU1R2s6srYiEZF76BEP+TJPZT76G297gM3BRyIiIvI4QTDoU/NRYLBJRERE5Kv0iAkZD3rfA2z+RNxEtIh2FyIiIiIri8WCX375BX/99ZdiW35+Pr766isP9IoKE80WyWIwGiSLq1izQopavIVgMEgWZ/aRb9ejTSIicpy3ftaQb+BvDBEREXmcYDTCoMMiGI2evhRdnDlzBk2bNkV0dDRq166Nvn374sqVK7btGRkZiI2N9WAPiYiIiPSnR0zoL/Ggs7zxATYHH51kEATJIueKrEYt2ZLuyKZkxiYREenNXiaXI4s/eO6551CrVi2cPXsWP/30E3Jzc9GuXTtJECmK/Az2NPnvnsVskSx6tOmKfqq160y2oCcyDEWLRbIQEXkTf4xJ3I3xYMl46wPs0vsTISIiIvJS+/btw/z581GrVi00adIEO3bswP3334/7778fZ8+eBXBrdkIiIiIiIitvfYDNCWd0okcGoGCQ/iPCXVmFnjovERGRladmu/ZWN27cgMlksn0tCAKWLVuGxx9/HO3bt8fHH3/swd6RlUE+Y7SGbEd7v6PGQGl4XmDOc7xjHmIv+5H1F4mI3MOX77ec7bpk9u3bh507d6JWrVqoVasWduzYgbFjx+L+++/Hl19+CZPJ5JEH2KX3J0JERERew96kEo4s/uCuu+7CoUOHFOuXLFmCnj17onfv3h7oFREREZFrMR4smaIeYHft2hXt27fHyZMnPdKv0vsTKSGLKEqW0owzdxMREelrwIABRWY3Ll68GEOGDGHNRy8kn/1aC2dqVtmt3+hEG95SO4v/eCQi8g6soeibvPUBNn+DiIiIyOM44YzU1KlTkZKSUuT2JUuWwMLJNoiIiMjPMB4sGW99gF16fyIlJM/0s8gWX8KsRSIi8jTBIOgTbBo4CQt5jnwmZi2/swbZIueuf1DZy9r0ln/YMTOSiLyJN9wX/Y0uMWEpjge99QE2/zqIiIiIiIiIiIjIJTjbtU7kaatansT6S5ZhaX6qQERE+tAri8mfM6GMRiNOnz6NOnXqeLor9D/yzAFBljEoBNv/fXTF76w8+6aoTEYiIiK9yD/PnB0n0CMm9Od40Fdx8JGIiIg8TjAYIRiMurTjrzjBDBEREfk7PWJCf44HneEND7A5+KgTe1mMzmQ5ajmGWYdEREREniHPKDSUsR9aq9V1dHR/izzD0gVZjFqyJ4mIyP203I95D6fCvOEBNgcfiYiIyPMMxluLHu0QERERkW/SIyZkPOh1OPjoJHnGoR4zXFsKZE+xZefQkgkp30fehlqmpL3zEhERuZzBcGvRox0iD3EmA1GU143UIYtRni2pJd/FmfPaO4aZNkREvsNragHrERMyHvQ6/IkQERERERERERGRSzDz0UkGofjsQC1ZivJsSYMbMg79ZYZtIiLyL4LRCMGow4QzOrRB5CyX1F5Uyd5w9Cxa6kzK60gSEZF7uCPjUJFl70RmoLsyI/WICRkPeh+fyHy8fv06atWqBUEQcOjQIcm2lJQUtGjRAsHBwYiMjMTixYtV21iwYAHq1auH4OBg3Hvvvdi7d68bek5ERESaWOv76LGQ32JMSERE5OcYD/olnxh8fPnll1FQUKBYf/DgQcTFxSEmJgbbt29HQkICxo8fj+XLl0v2W7BgAaZNm4annnoKKSkpiIyMRI8ePXD06FGn+2QRRcliMAiSRU4wCIrFHtEiShZn2vAUed+JiIioZF588UWEh4d7uhse5W0xoWA0SBbRbJEsqscYDJJFTt6GaFEu9tqwt12Pa9WSAaN2jKNtEBH5E94HqbTy+teuT5w4gXfeeQevvfYaxo0bJ9k2e/ZsxMTEYMWKFQCA2NhYnD17FomJiRg1ahQMBgNyc3PxyiuvYNKkSXjmmWcAAB06dEDTpk0xZ84crFu3zu3XRERERDIGg06zXftvEP/yyy97ugsexZiQiIioFNAjJvTjeNAZ3vAA2+t/IhMmTMC4ceNw1113Sdbn5uYiNTUVQ4cOlayPj4/H33//jcOHDwMADhw4gKysLAwbNsy2j9FoxJAhQ5CSkgJRdC4rT4/MPlEUJYun+uEOvtJPIiLyDHmmVkmW0kgURfz+++84f/68p7viMt4YExoMBsmi2G40KBZ5xovFbJEsWigyZ+z8DcjPwfqORET+xZlM/JKSf77phfGg/l5++WWEhoZ6tA9e/RPZuHEjfvrpJyQmJiq2nTx5Enl5eWjUqJFkfePGjQEAaWlpkv9GRUUp9rt27RrS09OLPH9ubi6ys7MlCxEREZGnJCcnY9SoUcjMzLSt+/PPP9G0aVNERUWhbt26iI+Ph8XiX4NLnowJGQ8SERGRv3LXA2yvHXy8ceMGJk+ejKSkJNURWmvQLU8djYiIAABkZGTY9jOZTAgJCSl2PzVJSUkICwuzLbVr13b6ejyFGYdEROQTBJ2Kiwv+XWD83Xffxffff2+LYwBg0qRJOH78OGJjYxEdHY1169bhgw8+8GAv9eXpmLC4eNAV9Qy9tRaYohalm7InvfX7QUTkSxSZgd5ce1KPmNDP40FnePoBthf9hkm98sorqFq1KhISEordTxDUJ10pvF5tH+urNUUdDwBTp05FVlaWbTl37pyGnhMREZHDONu1JseOHUOrVq1sX2dlZSElJQVDhgzBF198gf/+979o1KiRrfahP/B0TMh4kIiIyI0YD7qEpx9ge+WEM2fOnMFrr72GzZs3215tuX79uu2/169ft33DCo/aFv7auj0iIgI5OTnIyclBcHCwbb+rV69K9lNjMplgMplUt3nzTNPu5kxGpfwYfj+JyJcYVAYpLE7W7iVyxD///IPq1avbvv7mm29QUFBgq2MYGBiILl26YM2aNZ7qoq68ISYsLh6UMwbaD63lGYP2jlGdzVqWoWIvC1HPWlxERORe7so0t3ceY5BXDh+RRseOHUOXLl1sXxd+gL127Vrk5+ejRYsWWLFiBR599FHdz++Vkcjp06eRl5eHXr16ISIiAhEREejTpw+AW7MXPvDAA2jQoAGCgoJs9Xusjh8/DgC2uj/W/6rtV758edSsWdPVl0NERER2cMIZbUJDQ3HlyhXb13v37oXBYMD9999vWxcYGIh///3XE93THWNCIiKi0oXxoGtofYD9xx9/uOT8Xjl03bx5c3z55ZeSdUeOHMHTTz+Nd999F/feey9MJhM6deqEDRs24Omnn7btt3btWlSvXh0tWrQAALRt2xZhYWFYv369bZ3ZbMaGDRvQs2fPYl+7doS9zD217ED5uS2yfQzMBiQiotJCr1dk/Pw1m6ioKGzZsgVz5syB0WjEunXrEBMTI8naO3PmDKpWrerBXurH22NCZ2pkyY+Rf23JK7DbhpZ99KZ2ra7IxnE0q5OIyNfxviejR0zo5/GgMzz9ANsrBx/Dw8PRsWNH1W0tW7ZETEwMACAxMRHt27fHmDFjEB8fj/3792PZsmVYunQpDP8b6TaZTJg+fTqmTZuGypUrIyYmBsuXL8epU6ewbt06d10SERERUYlNmDABgwcPRs2aNW0B4qxZs2zbzWYzvvnmG0ldSF/GmJCIiIio5Dz9ANsrBx+1atOmDZKTkzFt2jR8+OGHqFWrFhYtWoTRo0dL9psyZQpEUcSiRYtw8eJFNG3aFCkpKWjatKnT51bULNQpg9KRc7rrPO6ox6iaGcrMTyKi0sNg0Cnz0b9fsxk4cCDeeecd24QyDz74IEaNGmXbvmfPHty4cQPdu3f3VBc9wlMxoTOvdekxo6gom4nSIKsb6c6ZqF19XmYEEZE/8dSs0nrcS+WfefLPIt3oERP6eTzoDE8/wBZEkRXytcrOzkZYWBiysrLQaob0FSBzgSwI1DBwJn/NWs4Vr12rDejZG9T01CAgBx+JyFtxwpmimXNv4Pclw5CVlYXQ0FC7+1s/W//ZvgKhZcuU+PzZ/95A5R6Paj4/kaMKx4PXXn9Wsi2wbHARR91msFOwX8sr1Y4OPmr5B6JFh0E9Z/4xKz/G3j/MOfhIRN7E0XuWvc8AtWO03PfsDS7qMfgo/4yTf7bIByev5eQicsZSj8SEjAfVLVmyRPIA+7nnnrNt27VrF4YMGYJ58+bhscce0/3cPp356EnygTHlGG7JB86cqQFp7xgt2ZMc9CMiIiKyz96gnpZ/ZDrD0YxLtf3t9l1ei5KDfkRUynkqa1ELb3gwI/9ccdebm6Td448/jscff1x1W9euXZGZmemyc3PwkYiIiDzPYNDnFRm+ZkNERETku/SICRkPeh0OPvoQtde07WVDKjI0+fSBiIi8EWe7Jj/kTE1Ip85j53U6La9dyzMd3cWbM4mIiHyVM/dWe8fYfcVcrxqQnO3aL/HTnoiIiIiIiIiIiFyCmY86UWQUahhol2ct2puAxl3szXbtidmwiYjIvwkGIwQdnlLr0QaRVvYmElDLAjEGBkq+tpjNuvdDS8aLy2YpJSIiG033YycmmHGUN9SE1EqPmJDxoPfh4CMRERF5nqBTzUeBL3UQERER+Sw9YkLGg16Hg49u4ky9RvkM2kaVpyb2siV9ucYjMyyJiIjIl7mq5qO9Go+KDEyVjBd53/TIhLTXLyIi8l8W2T1f/jWVbhwOJiIiIo+zvmKjx+IvLBYLfvnlF/z111+Kbfn5+fjqq6880CsiIiIi12E86J84+OgiFosoWYiIiKgYBsPt2Q1LtPhHaHPmzBk0bdoU0dHRqF27Nvr27YsrV67YtmdkZCA2NtaDPSTgVqZf4UULi9ksWRw9h9pij2ixKBZ3cOb7Q0RErufMZ0lJP4s00yUmLN2fOd74ALt0/0SIiIiIvNBzzz2HWrVq4ezZs/jpp5+Qm5uLdu3aSYJIeXkWIiIiIirdvPUBNgcf3UQURcVibx9vIVpEySIYBMlCRERUYgaDfosf2LdvH+bPn49atWqhSZMm2LFjB+6//37cf//9OHv2LABAEPgZ7G0Eg0GyqGUcGoxGyaJow4lMEkUGikHDwqxEIiK/Ye+e7lP3fMaDJeKtD7BL70+EiIiIvIZgNOq2+IMbN27AZDLZvhYEAcuWLUPXrl3Rvn17nDx50oO9IyIiInINxoMl460PsDn46CJashhZF5KIiIjU3HXXXTh06JBi/ZIlS9CzZ0/07t3bA70iOXuZjmoMQQGSxZJfIFkU+wcGKBaH++lMbS/Ztalei9EgWdzBp7J3iKjU8+V7lr2+i2aL3YXcz1sfYPvWbz8RERH5J10mm/nf4gcGDBiAjz/+WHXb4sWLMWTIEK8q0UJERESkC8aDJeKtD7A5+OgkeR1Ep9qQZUcKgiBZ5OSZkhaL/TqSREREPoGDjxJTp05FSkpKkduXLFkCi5tmLCbt5BkfarUWFfvokBUjb0NRZ1JD9qS9TEd5lqO7Mh2JiKiUYTxYIt76AJtRAxERERERERERkY/z1gfYjheNIQCwm+0oz1y0qNQ7kM8U7czos6OFQtVqSxrszFgtP8bIGa6JiEhnxdWVc7QdIncxBElDaXnNRtUMQwczBouqHSlp04nfez1qcSnOa6fNomqGERH5Kvl9zZfvafY+n9wVY+kREzIe9D4cfCQiIiLPE3R6RUYoHa/ZWCwWnD9/Hunp6cjPz1fdp3379m7uFREREVEJ6RETlpJ40BmeiiE5+Ogke7NTs/6i/uTZpvLMUSIiIn8niiLmzZuH119/HVeuXCl2X7PZ7KZeUUnIszO0ZM04mtGhJXtSD/I6kPI3f9SuzZ+yhojIv7hrdmpvve/Zq+3rrs8W0oenY0gOPhIREZHnCQIg6BDkO1iOxNdMnToV8+fPR5UqVTBy5EhUr14dAQEM54iIiMhP6BET+nk86AxPx5CMVl3EW7L07GVoaiGvCempa2OmIxF5isGJAEZ+jIUZ8cUTDDoNPvp3jZ+VK1firrvuwvfff49y5cp5ujulnh5ZIQaj9NUwPTJJ5G0WyGpRqnFFBqIiE1JlH2/N+CEicob8Xiq/D5rz7N+PSz09YkI/jwed4ekYkj8RIiIiIh9x/fp19OrViwOPRERERKSZp2NIZj66iJYZouUzVcvrRCpm1FYZKnZ0tmt7M1sTERHZ44qsTlEwQNThKbUebXiz5s2b46+//vJ0N6gIxuAgyddqWX3ydYqaYrLa766asdNeLTNfqeXFGbSJiPThLTUe9YgJ/T0edIanY0j+RIiIiMjzrK/Y6LH4senTpyM5ORk//vijp7tCREREpD/Ggy7h6RiSmY8u4kyGoSLTUcN2wejYedRqQMr7Kt/HW7IlvaWOJhERkad0794dq1atQo8ePdC3b180a9YMoaGhqvs+8sgjbu4dyWmZKVW+jzOZjvIajxYdZqlUzMKtIeNFPru1vSwaQEMGpp0sRmY5EhER2efpGJKDj0REROR5gqDPzIR+Prthbm4ukpOTcfnyZaxYsQKAehkXQRA4+EhERES+R4+Y0M/jQWd4Oobk4CMRERF5nsFwa9GjHT82efJkrFmzBtHR0Rg0aBCqV6+OgACGc0REROQn9IgJ/TwedIanY0hGqzpxxavK8teKzQXK10oMRsUqCfkkNlomqHG076qvg/OVaCIqZeSTsBC5wieffIKWLVvi4MGDHHT0AWqvUMtfM3bmtWH5a9Zy8lek9ZiURe1a5OfR8pp1SftBRORvHC0/oaWkh6PnAFw3wRl5B0/HkPztIiIiIo+zzmyox+LPcnJyEBsby4FHIiIi8ku+Eg+mpKSgRYsWCA4ORmRkJBYvXqzpuPz8fEydOhXVq1dHmTJlEBsbi59//lmyzz///IOJEyeidevWMJlMKFeuXIn76+kY0r8j9FLAYBAkiyiKkoWIiMgncLZrTVq2bIk//vjD092gIohmi2QxGI3KJTBAssiPkVNrQ85iNksWOcFgUCz2+i4YDZLFXdxxXk9dGxH5P4PRIFksZotkkd9rfSn7216/dbs2H4gHDx48iLi4OMTExGD79u1ISEjA+PHjsXz5crvHPv3003jnnXcwe/ZsJCcnIyAgAJ07d8aFCxds+6Snp2PdunWoUqUK7rnnHl367OkYkp+2RERERD5i7ty52LFjB7Zu3erprhARERGVSrNnz0ZMTAxWrFiB2NhYTJ8+HY8++igSExNhsRQ96Jqeno53330X8+bNw5gxY9ClSxd8+umnEEURb7zxhm2/6OhoXLx4EVu2bEGXLl106bOnY0i+s+NBemQmymtNymmp8WivTWfqV8rrQLqiBqQ7zkFE5CwLs88do9dTaj/PfNy9ezc6duyIuLg4xMbGonnz5ggNDVXsJwgCZsyY4YEeUmGGIMdDbXv1HAGV2l2ybEdfrtvlS1lARESuoMd90BVZ3Yrak676rNEjJnRhPJibm4vU1FTMmzdPsj4+Ph7Lli3D4cOH0bJlS9Vjd+3aBbPZjKFDh9rWlS9fHn369MG2bdtsbRpc8L31dAzJwUciIiLyPA4+avLSSy/Z/j81NRWpqamq+3HwkYiIiHySlw8+njx5Enl5eWjUqJFkfePGjQEAaWlpRQ4+pqWloWrVqqhQoYLi2DVr1sBisbhk4BHwfAzJwUediBZZfR1Dyb+18sw+tQxEZ2azJiIiIt/05ZdferoLVIhFlgViDJb+g8EQqIwHHZ5lWofsFdU6kfkFJT6PPOtFPvu1t2J2JRE5w99rxMqvzx/uldnZ2ZKvTSYTTCZTidrMzMwEAISHh0vWR0REAAAyMjKKPVZ+nPXY/Px8XL9+XTUbUQ+ejiE5+EhEREQeJwqCLjMTin7+EK5Dhw6e7gIRERGRy+gRE1rjwdq1a0vWz5w5U5IBaJWVlYW///7bbrv169e3/X9RiV/2EsLUtluTylyZTObpGLJEg4979uxBamoqDhw4gPPnz+Py5csoU6YMKleujKZNm6JDhw7o3bs3qlWrpld/fZY8ixGwX6NQXnvRGODfT1qIiKgU42vXPovx4G1a6l/JswPtZZqozoAtqyVpDAqUfF2Qkys9QEMdSWf4SqYjERGVnPyer5bdrwsdX7s+d+6cJJOwqKzHzZs3Y+TIkXabPXz4sC3D0ZoBaWX92rpdTUREhOI4ALh69SoCAwNRtmxZu33wVQ7/RK9fv465c+eifv366Nq1K5KSkrBv3z6kp6ejbNmyyMnJwS+//II1a9Zg7NixqFOnDgYNGoT9+/e7ov9ERERETvvtt9/QvXt3lC1bFlWqVMHEiRNx8+ZNTceuWrUKUVFRCA4ORpMmTfDJJ58Uu//EiRMhCAKeeuopzf3r3bs3fvjhB837F3bz5k0sWLAAS5Yscer44jAeJCIiIm8XGhoqWYoafExISIAoinaX5s2bo0GDBggKCkJaWpqkjePHjwOAohZkYY0aNcKlS5cUr2YfP34cd911l8vqPXoDh67s3XffRWRkJKZPn47w8HC88sorSE1NRXZ2Nm7cuIHz58/jypUryM/Px4kTJ7Bq1SoMGTIEu3btQvv27TFgwACcPn3aVdfi1SwWUbGIssUZgiBIFjn5HwsREZFXEgT9Fo2uXr2KTp064dq1a9i0aRMWLFiANWvWYMyYMXaP3bhxIxISEtC/f39s374dnTt3tsU8ao4ePYr333/f4To+586dQ6tWrdC5c2esXLlSUbtIzaFDhzBp0iTUrVsXiYmJqFSpkkPntIfx4G2i2SJZDEajZNF0TGCAZBGMBsliMZsVi5z8GMEgXZxpQ95PZ1jMFslCRETewWA0KBav4eZ40FEmkwmdOnXChg0bJOvXrl2L6tWro0WLFkUe27VrVxgMBsmx169fx5YtW9CrVy9d++ltD7AdypMdP3484uPj8eyzz+Luu+8ucj9BENCwYUM0bNgQw4cPx82bN7F27VokJSXho48+QmJiYok7TkRERH7EA69dL126FJmZmThy5IhtgC4gIADx8fF48cUXi31yPWPGDAwePBhJSUkAgNjYWJw4cQKJiYno2rWrYv+nnnoKkydPxqpVqxy6nCNHjuCDDz7A7NmzMWrUKIwePRpRUVGIiYlB1apVERERgZs3byIjIwO///47Dh06hKysLBgMBjz44IOYM2cO6tWr59A57WE8SERERC7j5bNdA0BiYiLat2+PMWPGID4+Hvv378eyZcuwdOlSSfZiZGQk6tatiz179gAAatasiXHjxuH5559HQEAA6tatiwULFgAAJk2aJDnHxo0bAdzKijSbzbav7733XtStW9duH60PsDt27Ijhw4djwIABdh+CHzp0CKtXr8bHH3+M69evOxy3FsehwccTJ06gQYMGDp8kJCQEo0aNwogRI3D+/HmHj/cFitmuvXQuH7UZs+W1JV1Bntlpr94lEZG/M8ieyFqYne52KSkpeOCBBySZgQMHDsSoUaOQkpJS5ODj6dOnceLECcydO1ey/qGHHsLIkSNx+fJlSZtr1qzB6dOnsX37doeDOEEQMGrUKCQkJGDbtm1YuXIl9u3bh9WrVyv2NRgMiI6ORr9+/TB69GjUqFHDoXNpxXhQX4rZU/OdaEP2mpY867KoTMeS8tXZrrXwx1lfiah4rpjN2hX3DrV+8h7lXm3atEFycjKmTZuGDz/8ELVq1cKiRYswevRoyX4FBQUwyz6DFy5ciHLlymH69OnIyspC69atsWfPHkVt7MGDB6t+/cEHHyAhIcFuH73tAbZDI2TOBJqFGY1GTSO0REREVLqIgkGn2a61t5GWloZRo0ZJ1plMJjRo0EBRx0d+HKCs6dO4cWOIoogTJ07gvvvuAwBcu3YNzz77LF5//XWUKVNGc9/kDAYD+vTpgz59+tj6YH29OSQkBJUrV8bdd9+NsLAwp8+hFeNBIiIichU9YkI9Ykp7evbsiZ49exa7z59//qlYFxQUhHnz5mHevHnFHlvSsnne9gBbl/Q8i8WC8+fPIz09Hfn56o9r27dvr8epvJZgkD1h1pBNKN9HLSuxMNUZs42uzyB0tJ+e4syM4kREauRZiSTlkixNwQDoUWT7f8GmvDaiyWRSFBnPzMxEeHi4oomIiAhFIXD5cQAUx1pnNyx87EsvvYTIyEgMGTJE8yVo0ahRo2JfC/eE0hgP2suSUctEsXeMfLta7Uh5u/Zm2VZrQ94ze1mLzmTayGuI+VLdR2YREZG7uCLT2pfvv7rEhG4YfPQV3vIAu0SDj6IoYt68eXj99ddx5cqVYveVp5oSERERuUrt2rUlX8+cORMvvfSSYr+iJmtTW2/vWOsTauv648eP45133sG3336rtds+ifEgERERkW/w1APsEg0+Tp06FfPnz0eVKlUwcuRIVK9eHQEB3lnr0N3kNSDlmZG+zFcyIYmIyIfoPOHMuXPnJEW15VmPwK1MRWsWY2FXr14tNiizZjhmZmaiatWqkuMKb588eTIGDx6MevXq2bZZLBbk5eXh6tWrCA0NlRQl91WlOR5UZCBqqBemqJMoa0NLm75Sl4yIyN/ZmyXaW+rHyvtpL2Peo3xgwhlyXIkiw5UrV+Kuu+7C999/j3LlyunVJyIiIiptdB58DA0NtTujX6NGjRS1HXNzc3Hy5ElFLUj5ccCt11aioqJs648fPw5BEGzrTpw4gZ07dypq6yxbtgzLli1THO+rGA8SERGRbjj46JdKNPh4/fp1PPzwwww04Vymo/wYC/wnO5KIyJfJaxqWphqQatfqrzNx9+zZEy+//DKuXLmCihUrAgA2b96M3NzcYguI169fH1FRUVi/fj369+9vW7927Vq0atXKNtP1unXrkJOTIzl26NChaNOmDSZOnIg6deq44Krcj/HgbYoMF5U6ioZAafhtL9NRtW6knVmm5W2Y85Q1OI1BgZKvLfkFxbZBRESO8+escnufX/wcocJKNPjYvHlz/PXXX3r1hYiIiEornTMftXjsscfw1ltvIS4uDjNmzMClS5cwefJkxMfHS167fvTRR7Fq1SoUFNwenJk9ezaGDBmCBg0aoEuXLkhOTsauXbuwY8cO2z7/93//pzhncHAwatasiY4dOzp3fV6I8SARERHphpmPfqlEP5Hp06cjOTkZP/74o179oRISRVGyyFksomLxBNEiShYiotLGIoqShdwvPDwcqampKFu2LAYMGIDJkydj2LBhWLZsmWQ/s9msmChl8ODB+OCDD7Bx40Z069YNu3btwvr169G1a1d3XoJXYDxYNMFgUC7G4hd3Ec0WyUJERL5L8Xki++zRwtHPBdFikSye/Ewj71eizMfu3btj1apV6NGjB/r27YtmzZoVWV/pkUceKcmpiIiIyI+JggBRh6fUooOvyDds2BA7d+4sdp+VK1di5cqVivUjRozAiBEjHDrfn3/+6dD+jti+fTs6dOiAMmXKuOwcahgPEhERkV70iAkdjQfJ9Uo0+Jibm4vk5GRcvnwZK1asAAAIsh+yKIoQBMHvgk15VqG9Go/y+o7+RC170tEZsNWyHwXOok1E5JXkdSHNhZ6OO53N7oHXrv1Nr169cO+992Lnzp0IDw+3rTebzbh69aqtrqXeSnM86I6sDi3ncCZz0SLL5rVXa9K5czCjkojIHldkn6vVHC4peQalWVYrWMcT8bVrN3PHA+wSDT5OnjwZa9asQXR0NAYNGoTq1asjIKBETRIRERGRk2rWrInOnTvjiy++QEREBADg8uXLqFGjhuLVcb0wHiQiIiLyXe54gF2iyPCTTz5By5YtcfDgQd2DzJ07d2Lu3Lk4fvw4srOzUbNmTfTr1w8zZ85EWFiYbb+UlBS8+OKLSEtLQ61atTB58mQ88cQTivYWLFiAt99+GxcuXEDTpk3x6quv+kWxd3kGpjzjRJ49qFYHUp6d4ChHsxyJiIgUBOHWokc7pZQgCFiyZAlmzZqF2NhY7NmzxxYsqn3+66U0x4PybBX5TNbO0FKby9GMFoNR+YaOOV86A7ZiBm0NmThaZvd2uA1mSxKRH9OSze7MfdHgBfUV5X1wuk96xISlOB50lqsfYJfoNzQnJwexsbEuebqdkZGBtm3b4r333sPOnTsxefJkfPjhhxg8eLBtn4MHDyIuLg4xMTHYvn07EhISMH78eCxfvlzS1oIFCzBt2jQ89dRTSElJQWRkJHr06IGjR4/q3m8iIiJygvUVGz2WUsr6avPixYvRvn17dOzYEf/88w+Akj9oLA7jQSIiItIN40G3sz7Abt26NWJjY3HlyhXbNr0eYAtiCVqKjY1FREQEPv30U106Y8+yZcswduxYpKeno0aNGujRowcyMjLw3Xff2fYZO3Ystm7divPnz8NgMCA3NxdVq1bF2LFjMX/+fAC3UkebNm2K6OhorFu3TvP5s7OzERYWhqysLMS88IVkW0FefhFHOU9eR9KZDEMtdRO9NfNRj5qPrBtJRHqQ1zjUwt4M1vI2vWXGa7VrlfetuJqP5twb+GPpQ8jKyipy0pHCrJ+tl/46r2l/Le1VqVFL8/n9icFgwIULF1ClShUAwDPPPIOUlBR8/PHHaNmypcteuy7N8eC/70yVbCtfp6rka7UsRousRpYzmX7yDENLnrRNLVkz9jIf5f1U7Ye8LqSdzEctNSAd/X4wU5KInOVo3V61/Y2yjHf5fdCcZ/+eb68fiiz7IOXDPnv9UJxT5fNJfow8m1/eD3nNR3mm47WcPNw58z2PxISlOR50RuEYcsKECfjyyy+RmpoKi8XiHZmPc+fOxY4dO7B169YSd0QL66tD+fn5yM3NRWpqKoYOHSrZJz4+Hn///TcOHz4MADhw4ACysrIwbNgw2z5GoxFDhgxBSkqKS19DIiIiIm1EwaDbUlrNmDFDUih8wYIFiIuLQ8+ePV16XsaDREREpBfGg561aNEidOvWDR06dMDff/+tW7slej9m9+7d6NixI+Li4hAbG4vmzZurjioLgoAZM2Y4dQ6z2Yz8/HwcP34cs2fPRp8+fVC3bl0cP34ceXl5aNSokWT/xo0bAwDS0tLQsmVLpKWlAQCioqIU+127dg3p6emoVauWU31zhNps14aAILv72COfadpb6i96a7+IiMhLcbbrEps5cyYMskyGpKQkhISEYOHChS47b2mOB+VZHoq6iTrMNqqWESNv1x2zbhMRUeliL4te/rX8E09Ltrv6iTnbtbupPcAODAzU9QF2iQYfX3rpJdv/p6amIjU1VXW/kgSbdevWRXp6OgCge/fuWLt2LQAgMzMTACQz8QCwFcbMyMiw7WcymRASElLkfkUFm7m5ucjNzbV9nZ2d7dQ1EBEREblanz598Mknn0iCRwBITExEYmKiy87LeJCIiIjId02bNg0mk0myTu8H2CUafPzyyy916URxUlJScP36dRw7dgwvv/wy+vTpg927d9u2F1WvsPB6tX2sr9cUV+8wKSkJs2bN0tRPeX1GS0Ge9HwqWY3OZDqWlHw2bAAQjMXPiO3KIvW2czAzkoioVBMFAaIOnzd6tOGr8vPzcf/99yMlJQVVq96uPXjhwgW88sorePvtt11y3tIcD8ozHeXxoB7U6oPJ18mzU+Q1IF3VDyIiKjl793B3ZbfLMxUDVOpCuoMeMWFpjged0bBhQ8ydOxfx8fGS9Xo+wC7R4GOHDh106URxoqOjAQBt27ZFTEwM7rnnHmzevNn2Oo31ibeV9Wvrk+yIiAjk5OQgJycHwcHBtv2uXr0q2U/N1KlTMXnyZNvX2dnZqF27dskvioiIiCRE8daiRzul1fbt2zFu3Di0bt0a27dvR+XKlZGUlIQlS5bY4iZXYDxIREREetEjJizN8aAz5syZgxdffBGvv/46XnvtNZfEdj71Inzz5s1hNBrxxx9/oEGDBggKCrLV8LE6fvw4ANhq/1j/q7Zf+fLlUbNmzSLPZzKZEBoaKlmsRIsoWeQEg1GyOEO0mCWLFhaLKFk0nUcUJYuj5OfUel5JH2TfT7XvKRGRP/Pm+6C8X4JBkCzkHYxGI5YtW4b4+Hi0adMGd9xxB7755husX78ehw4d8nT3dONN8aBgNEgWOXk86IrMSDX2+nWrbwbJQkRExTMYDYrFW9j/PHL8nm8wGiWLaLFIFvIfDz/8MH799VcMHDgQcXFx6Nu3L3799Vddz+E9fy0aHDx4EGazGXfccQdMJhM6deqEDRs2SPZZu3YtqlevjhYtWgC49YQ8LCwM69evt+1jNpuxYcMG9OzZ0y2vFBMREVHxLKKo21JaZWVlYfbs2ViyZAmqVKmC/Px8zJgxA3369PF013TFeJCIiMh/MR70DJPJhKlTp+L3339HrVq10KJFCzz55JP4559/dGnfodeue/fujVmzZqFly5YOn+jmzZt45513ULZsWTz++ON29x8wYADuueceREdHIyQkBD/99BPmz5+P6Oho9OvXD8Ct98/bt2+PMWPGID4+Hvv378eyZcuwdOlS22yPJpMJ06dPx7Rp01C5cmXExMRg+fLlOHXqFNatW+fwdRTFmfqN8qff9tpwNqPQE7x1dmv594MZO0RE3kH836JHO6VV3bp1Ua1aNbzzzjsYOnQoNm/ejPj4eMybN09T7KUV48HbFNkl8sxGDfGhvdlE1RgCpSG8HhkouszMLcumMefrX3uSiIhKTss939Fak/Zmw9bcDkoez5XmeLCkKlasiMcffxxly5bFwoULsXr1arzwwguYMmUKgoKCnG7XocHHc+fOoVWrVujYsSOGDx+OAQMGSF49UXPo0CGsXr0aH3/8Ma5fv45Vq1ZpOlerVq2wfv16zJs3DxaLBfXq1cPYsWPxzDPP2C64TZs2SE5OxrRp0/Dhhx+iVq1aWLRoEUaPHi1pa8qUKRBFEYsWLcLFixfRtGlTpKSkoGnTpo5cPhEREZHXev311zFixAjbgNuAAQNQo0YNxMXF4dSpU3j11Vd1OQ/jQSIiIiL/sWbNGnz//fc4dOgQjhw5gpycHNx5550YPnw4oqOjsX79enzwwQf49NNP0aRJE6fOIYgOFPkTRREffPABZs+ejbNnz8JgMCAqKgoxMTGoWrUqIiIicPPmTWRkZOD333/HoUOHkJWVBYPBgAcffBBz5sxBvXr1nOqoN8jOzkZYWBiysrLQ7Jldkm3yrEV7XwOAMSjE7j6FOVMnSEsGor3sP1e8iuRMZqQrshSZ+UhEagw63Pfsve4hP4dZ5emwJ+5Ratcuvxaj7El4Qf7tzy9z7g38sfQhZGVl2R2QAm5/tp7964Km/bW0V6dGNc3nLw1OnjyJXr164cSJE7q0x3jwdjyY/+HLkm0hVStLd1aJ7SwF+cW270zmiDyDRUsbFrM8Vi3+PGozaMuP0SPz0dFMGU/Nwu1MxioReRdHM/uMQcrcLXv3PS33Y4OsXXuzXav1OyBYmpFmkfVD3k+1e758tusyVaSTsd24JJ3czd5971pOHqLmvO+RmJDxoGOqV6+OVq1aoVWrVmjdujVatWql+L4lJiYiOTkZP/30k1PncCjzURAEjBo1CgkJCdi2bRtWrlyJffv2YfXq1Yp9DQaD7ZWY0aNHo0aNGk51kIiIiPyfs5OeqbXjzwYNGoTx48c7NAthgwYNcPDgQd36wHiQiIiIXEWPmNDf40G9/f3333b3efLJJzF37lynz+HQ4KOVwWBAnz59bAXM09LScP78eVy5cgUhISGoXLky7r77boSFhTndMX8jmu3X/JFnPmqpCSnfx5mMQnt1EOV/uCzKTkSkPy1ZjvKsRD2KaTuT5cmscc/59NNPER0d7dDgIwBERETY38lBjAdvzQQqoaXGo51ZRrVk0Cmy7lxQr1GeNaPlGGcwY5CIyDGemmWb92vf5swD7MKqVKmCPXv2OH1+pwYf5Ro1aoRGjRrp0RQRERGVQhbx1qJHO+QZjAeJiIiopPSICRkPKjn7ANtKEASnjwV0GnwkDfUa5U/GNRyjZX955qO9GbG9dRZqV1FkcfIuREQq9Kjx6C/0yKZ0Fu/Q+jh48CAuXbqEuLg4T3fF78nrJipmu1Y/SPKlPJYTjPrMFqo3tRpj3tI3TyjN105UWjhaE9JVPNUPPbLbncWY0P94x18TEREREWly5MgRHDhwANnZ2arbP//8cwwYMMDNvSIiIiIiX3bw4EEkJye7pG1mPjrJ0axFtZmqHW1DSz+cmRFb2ab+NSA9lXHJTEciIv3J7+mFPyecrQfJ1661S05OtgWGderUQXR0NKKjo9G4cWOUL18emzdvRnh4uGc7SbeoZI0oYjV55qOh5PGh4pxqWTN26pG7azZnd5yHM1MTkbdkMWrhir5qqQ0sryWpRz1hZ/C1a9exPsBu0qSJ6izgn3/+OebPnw+zhjlLHMXBRyIiIvI4znatXa9evRAVFYUjR47g559/xpYtW7Blyxbbw0BRFPH44497uJdEREREjuNs167jyQfYHHx0kqLWYkFesdvVOJq16Io29aD2hy3PhpTXonTFrNxEROQZhWtmiqyf6XL33HMPEhMTbV9fvHgRP//8M3799VdkZ2ejYcOG6N+/vwd7WHrIs0KEwEDp9twc5UEB0n0gb0NRA9J+rUU9ZtD2VaxFSUS+Tp5xaDYXX/tXCHR8GEf+OaGW1ehojUdmlfseTz7ALtHg46uvvor7778f//d//6dXf4iIiKgUsvxv0aOd0qZq1aro0qULunTp4pHzMx4kIiIivegRE5bGeFALTz7ALtHg4/PPPw+DwYD3338fjzzyiF598gvyDERDQJBiH0t+nmJdYe7IWtTCXsahlpqPcnpkQhIR+RO1GrXy+60rZqJWZJGbleeQzwYuyB6MGwJurxDNztUpEsVbS0nxLRv3K83xoCWvQLpCHu+pZT7aoyHzUdGP/AK7+7iDPJNGns1jcVNWjCIj1YdqvRGR9/Lk7M/u4Ggmo72MTWfpERMyHtTGnQ+wS/zXExQUhEcffRQff/yx6vZly5Zh6NChJT0NERERUal38uRJDBs2zNPdUGA8SERERERFKXHNx6effho//PADEhISEBAQgAcffFCy/a+//sInn3yCdevWlfRUXsVebUVz7s1it6uR7+OK+o3yjEM1jmYhaqn5SEREJSfPQHRFJqRaBiaM0vMaZU+6BeH2MYLFueeanO1am/r163u6C6pKazwoJ8+KsViUs0UajMHSFUZZHfGb/5b4vHJq2SsG+XkdnP1arV0tNcXcQdEP1iEj8ijWBnQ/eaa5UXZfVPvccPTnJG9DfryzWeec7do1Tp48iYICz70pUeLBR5PJhOTkZPTq1QsPP/wwAgMDWeSciIiIHMLZrn0b40EiIiLSA2e7dg1PP8DWpWiByWTCli1b0K5dOwwdOhRbtmzRo1mvJlrMksXR/bUsevTLmTYtFlGyONWP/90w9PrHJBGRv7GIomTRg2gRFYucQRAkixaCQZAshgCDZAkIMt5eAv27HhIVrTTGg4LRIFkU2w1GxWK3TcUxBsXiDvJzimaLYrF3/XqQn5OIfJ/83qHlXuKO+40eDEaDZJHTer2Okrdp796ppR8Ws1my2GuDqDi6/YaEhIRg27ZtaNWqFQYPHozt27fr1TQRERH5OYuOC3kO40EiIiIqCcaD/qnEr10XVqZMGWzfvh1du3bFwIED8dlnn+nZvFezV59RVHtSYGcfezUg1fZxBcVMqFqOcbDmo1qGpTtmwLY3kzcRkS9x1z1MXvMxIPD2Z1EBAp1qU4ROs12XvAkqodIUD9rN9FCJ0xTxnqz2ouIYtfjPznkVtRi1ZKTYqfmo5Txy7prduqTUalP6+6y2RK7iTxlwapmLnuCK76mWNu3V7Q0INkm+tuRL6wk6+/3TIyZkPOh9SvRb3LhxYwQESMcvy5Urh507d6Jp06bo378/vv766xJ1kIiIiIi8F+NBIiIiIipOiTIff/nlF9X15cuXx65du9CpUyekpqaWipmPLfl5kq8NgUGSr9UyH+1xtu5jSdtUZlwW/9xALdPGXp3H0vA7QUSliytmnnbFOeRtGCG9H6vd0+XrCmc6AkBw2dvZjgUG5zIf9ap96Y6fgzc5e/YswsPDERoa6rE+lOZ40JnZnRWZjnbPoZI9aSk+s1FLbUT5MY7Ofq3lvPKsF1/JhNQLZ/glUudo9nZR69xNrd/u6JeWDEJH+6GW3S3/bLHXpiFIOpykmP3ayTdy9IgJS1s86AtclkccFhaGL774Al26dEFISIirTkNERER+QNRxKU3q16+PN99809PdKBLjQSIiInIE40H3OHv2LLKzs912Pl1rPspFRERg586dpWK2Y0tBXrHb1Z9aF1/jUUsbjrappW6kYh9DyX9N7GU7uKO+oxZqWZ6sA0lEcqr3BbP/ftYZA6TXawqRfi5ULHc72z/fWPznIelLFEWvj7NKUzyooFY30G48l++SrpSUpzJ+3EFLfUdFtilrQhJp5it1INlPKXv3+IAywZKv87L/lXztK9/P0qp+/fp46aWXMGPGDLecz6WDj1b++JoNERER6cci3lr0aIe8E+NBIiIiskePmJDxoH3ufoDtlsHH0sBeLUVn6jc6UydSS6ajo+QzUcuzFJ3JFpT/kmsokWT3vE7Nyq3hWuzhjNlE6rT8PZWmvxeDbODFXbVoHD2vfH9AObt1+TLSuo7Vwm6/Tpsb6OTnjqjPbNd8z4Y8SVEDUstBijdO7GeKCAbpMfZqQKqeVjYrqeIYWRzqqSxHe3UT1a7VFbUWmelIpE7+96bl/uMr9WB96e/e3r3RmSxE+WeLUV7jMUia+WgIlG43FHgwJmQ86HV856+JiIiIiBSYUUhERERE3oyZjzqRZxjKa0Bqqdcop8hi1CET0hl61ID01jpPzmQ6EhGp3Ts8ldlYUloywOWzW4eXCZJ8XT389pPvnEBpNpVWFoiw6PCYWo82vNUdd9yhuv7111/HBx98IFknCAJOnjzpjm6VavIZouWEwKBit6seI2tT7TfaXnznzGzXypmq5W/TeOfss2p90KPOmKM1HtW+P/Yyj7zh+0fkDlpma/YG8n5quZfI9zHnOxcHOUKtX/Jsdld8z+X3QUPZUMnXxqAM6XYn73F6xIT+HA/qyZ0PsDn4SERERB4n6vTatY+M+TqlTp06iiDxzz//RFhYGOrWreuhXhERERHpR4+Y0J/jQWd4wwNsDj66iVrtRUNA8U/DHZ0NG1BmR+oxQ7b8a3kNSDXy5yylqa4bEXkXX81I9BS1+3VAkPRzoEJZWeZj6O3Mx5sG75yp1x/s3btXsc5gMGDkyJFITEx0f4cIBln9K8VM1gaVrA979bjlbeQ7/jelJcPObiafvH6Yyv72aozJswHVMnG8tdabPWqZjop9NNSnJPImesxq70zGnSuygJ3JWrRHj0xrd90HnKlXKT9Gfn8ODJbGf0JwWcnXutV8JN15wwNsDj4SERGRx3G2ayIiIiLibNf684YH2Bx8dJKjs1urZSDaa0NL1qK8LpAlP6+IPbVzJuOyNGNWJxH5MoP8HqZyTwsKloYLVUJN0q8LZULeEB2vcQfwtWvyTbrMhOpMnBUgnXEeefLYzX7dMl1mgLY3E7XB/bXQ1PpBRL7PXsag/O9eUcdWnqmudg4vnd3aqSxGF2RYGgOlnz2GsuWl22WZkUYNGeJq+Nq1f/LOvy4iIiIiIiIiIiLyecx8dJKyDqL0ibOy5qH9zEe7MxfaqxGk0oYzx9g7rzOZkPLZU12RLag2Q6snshLdca1E5Dx5DUgttMwILafYx+id9wJBw2PIsHLSJ9mVZDUfq5S9nQl53ZLrVD842zX5IkVmibxutkqkLcqyFBWZj/LYTSXjRf7mi7wNS4G0TqQzmY+KY8wlr93lTzUfncGMTPIH3lq71Fv6Jb/PmeUZmB7qpx7fH3lmoyFEWvPR3twRWnG2a//EwUciIiLyOL527RyLk680EREREXkjvnbtnzj4qBNFhqETGYhyWrIYHc10VDwpVznG4TZ1yIRUKwAgn42JiMhVnMlsdAd7M3U7M5O3/Bj5vVZRAxJAxXLSGo8RIdKaP6Gm258DhjzWCabSQ55JIq/LpRpDKTJDZMfIzxGoUkfVTtwpGJyJO4uv32hQiSHlQ9/ektknn4laj1lf7W3XMvs1kbfT8jfszCzujv69qLVpr8asM/TIQtSjH/IMcD2yFPVoQ35t8sxH+WzXinrEAZzt2pu5+wE2Bx+JiIjI4yyiqGnwVEs7REREROSb9IgJGQ96Hw4+OsleNqC8BqRRQ3agozNoazlGsb9KvR55NqQetSgtkB6jlknjKIudTCQ9zqGmpDUcvaUWJRGVTvayOuX3zoBA5T2/SvniMx/LBd1+ui4GOvek3Wy5tZSUlyReUSmhyI4LkGWFqB1kL2tRtruW7ElAVuNR1g+xIE+tJ8VyRZYREfk+Rca3l9RadAUt16bIBHUwaxqA3eDFXpa95vMUopbNbve8QcGSr8UA6dfycQW1ty610CMm5EeW9/HfOwURERERERERERF5FDMf3USPmaq1ZD7aa8PZGadK2qY8a1FLlqIoS5V2pgakK2ae1qNNzohNpI0zfyvOzGbtCfJ+mp2YlU/x/TDbb0N+jCFA+hwy0KQMDaqFS59sV5BlPpYplO1Y4GTmI1+7Jl8kzzBUUIuR5OvszHYtyGtoARBls1krZsRW1DxU9sPRzEa1DCD5GqfqHrohPUWPGpC+dF5v7QeRVqr3GzuzSNvjqlmm7d1LtdTIFHNktRWDHB+mcUWmo2K7KUTytajy+aQHvnbtnzj4SERERB5nEUWYOfhIREREVKrpERMyHvQ+HHzUid3MRpUnzvK6kMqnx/azJR2t+aj25FteB9LZ2gySNh2uG8m6iES+zltmiHYHtfuTvSxNezNVa6FHVqe8X/Iaj4Em5f26Qog0u6us7JhgFNj+P6/Q/5PrHDt2DMnJydi1axeaNWuGuLg4dOjQAUYdPsPJAQZ57TPZ91/t52Gvxre9bEoAkGU+Kup3O3jOW20Un/GilhmpOCZfsYtX0pKh6Wh2oNr+9s5T2jMyiUrC0VqTWv5G3THLtGrmoxOZ53IGO9mSulybrOYjDLJz2svsp1KNg49ERETkcRZRn6fU/joGLooivv76ayQnJyM5ORmnT5+GKIpo2LAhvv32W7z99tsIDQ1Fr169EBcXh+7du6N8+fKe7jYRERGRQ/SICf01HtSDpx5gc/DRSWqzRpeUPBMSspkJtdRWdLQGpOo+8kxIF9SRdEUNSLXZsOXt2svM0iPb0t7MskREalQzwAOLv58oaz7aP49ydmvpk/ByZZT1e+SzW4cESNsQcrML/f91+51Qwdmu1W3evBnJycnYtm0bMjIyYDQa0b59e0ycOBFxcXGoU6cOrl+/jpSUFCQnJyMlJQUff/wxgoKC0LFjR/Tr1w/Dhg1DWFiYpy/FLykyHbXUv8ovfuZpLZGIaCf2Us6YrfzDMARK/xlgyS8+a1lLto48s0jLDNnyOmzyIzw1y7Ye2YHeklGo+Lk4U5uTyA/J/zbszSrtzP3ImXuJM/UbFfdOHbI65fdnReajIGtTkfno3D3QV2a7TklJwYsvvoi0tDTUqlULkydPxhNPPGH3uPz8fCQmJmLlypXIyspC69at8eabbyI6Otq2zxdffIEVK1bg22+/xcWLF1G3bl08/PDDeOaZZ2AymRzqp7c8wObgIxEREZGXGjhwIMqXL4/u3bsjLi4OPXv2RHh4uGSfcuXK4cEHH8SDDz4Is9mMvXv3Ijk5GVu2bMGTTz6JGjVqoG/fvp65ACIiIiI/c/DgQcTFxeGRRx7BwoULsX//fowfPx5BQUEYPXp0scc+/fTT+PDDD/Haa6+hXr16mD9/Pjp37oyjR4+iWrVqAIClS5fi33//xUsvvYS6devihx9+wEsvvYQjR47gk08+0dRHb3uAzcFHJ1kKin9q7WgtRrVjzLKvA4Kks0vpxZlsSUe2q7XprZypPemtM2oT0S161FrUg/y8zvxd63EvMBilbZhkWY3hKpmPFUKk4UKILFvScP3f2/+fd8OpfnG2a3UpKSno3LkzAgO1zShpNBrRuXNndO7cGYsWLcJPP/2EiIgIF/eyFJPVZ9T0lopsH0W9RvnbNapvrciyceyd1JKj0oa8H47VJ9TC0Rm1PdWmFv5UJ9Fe3/3pWsk3OTMztb1jtGT+6fG7rsc9yl4GphpjkDROyP/3psNt2DuvYJJlPsqPl+/v5PfTF2a7nj17NmJiYrBixQoAQGxsLM6ePYvExESMGjUKhiKuPT09He+++y4WLVqEMWPGAAD+7//+D/Xr18cbb7yBefPmAQAWL16MypUr247r2LEjAgMDMXHiRJw5cwZ169a120dve4DNTxIiIiLyOPP/ZjbUY/En3bt31zzwqKZZs2aoU6eOjj0iIiIich1vjwdzc3ORmpqKoUOHStbHx8fj77//xuHDh4s8dteuXTCbzZJjy5cvjz59+mDbtm22dYUHHq1atGgBAPjrr7809TMlJQWXL1/G+vXr8dBDDykGHuWsD7AXLVqE06dP48cff0Tz5s01nUsLZj7qRP6U2hAofRKuqOcIZcagRVYDSN6GM9mUzrBbA9KJQqTO1Im0WytRNnQurwGpF0ezEFnjkUidpzL9SjvF7NZB0vtvuWBpKFChrLKOTDnZDIomo7zm47+q/09U2sjrYVlylH8PiswRRYwky5rJVYn/5BmXsjdyFDGjWi1KRXZb8XGmYHZ8hlZPcUeNQ3/ODtTy/fOn66Xi6TFLsqPncGb2eKfqssrOK88elN/j7NXGdRW1Go9yxmDp54I889HebNhqFD8X+WeJ6J2fAYVlZ2dLvjaZTA7XTJQ7efIk8vLy0KhRI8n6xo0bAwDS0tLQsmVL1WPT0tJQtWpVVKhQQXHsmjVrYLFYisya/Prrr2E0GnHnnXdq6mf37t017VeUZs2aleh4OX5qEBERkcdZYJ3dsISLpy9ER+fOnUNSUhJ+//13T3eFiIiIyC10iQn/11bt2rURFhZmW5KSkkrcv8zMTABQZBJay9xkZGQUe6xaBmJERATy8/Nx/br6xI1nzpzB/PnzkZCQgEqVKtntozfGkMx8dJKjWYhq+ztaS1Ete9Logpmo7dEy07e98yqu3VDyX0X5bNiA4qG+plm13YHZXESkhfxeIb+HWWSZ1lrqWQaZpPfb8DLSJ+UVy0m/BoCQAOmzykBR9uQ/59rt/3cy89FsEWHWIXNcjza8xaFDh5CYmIjp06fjvvvuw9ixYzFo0KASP7En/cizQATZK/JCgf1X5uV/TopzBCr/JsWCfOkKxQyjsqw8tTZypXUgBVk2pZinrBOp6JssK0aenWN2ZrZVL82mtMeZ7EA9sge1ZHXay2R0pp/+nPlJvkGPGo9G+T3bDXVqtexj72u1fhkCi//3tEEtA15G/m90eZvyzwlXZT7qERNajz937hxCQ0Nt64uKobKysvD333/bbbd+/fq2/y/qzUt7b2SqbbeOZahtu379OgYMGIAqVapgwYIFdvsIeGcMyU8JIiIiIi/Uv39/XL58GZs3b8Y999yDhQsXolatWhg/fjx+/vlnT3ePiIiIyKuFhoZKlqIG3zZv3oxGjRrZXdLS0mwZjtYMSCvr18VN9BcREaE4DgCuXr2KwMBAlC1bVrI+Pz8fAwcORHp6Onbs2GG3bqOVN8aQzHx0kqOzXWvKFtShlqIe+9vbx15NSLV97JFn76iRZ/w4MyO0vfNoyYzUYyZqd9SRlLfpzEzeRL7IU7Mdu+O8gvyRoUW+Xfk3Lb+vBclqPJaTZUJWUMl8NAXIajwWSDOixH+zC/2/c7NdizrNdq2WBe/LwsLC0LdvX9tMg1lZWdi3bx+Sk5MRHR3t4d6RECz9R4I8A1GRJQJldqTlpjRbWJFxqJKtosgyk38tj0MVLSj7Iebnq+xV6BQq9cIsedK0TUWGT/FNqp9H1obZRzMhvYkral7aOwczIX2Dt/zc5H/3atmCdms+OpEJKb+v2c0CdmYWbjsZiVra1ZQ9Kc9el9875Zn6KmMPouzzSF4DU/FZ46LMRz1iQkfjwYSEBCQkJGjaNzc3F0FBQUhLS5PUVTx+/DgAKGpBFtaoUSNcunQJGRkZkrqPx48fx1133SWp92ixWDB8+HAcPHgQe/fuxR133OHQNRUVQ37++eceiSH5qUBEREQeZxb1W/zZiBEjEB4ejhkzZni6K0RERES68/Z40GQyoVOnTtiwYYNk/dq1a1G9enXbrNRqunbtCoPBIDn2+vXr2LJlC3r16iXZ96mnnsLmzZvx6aefIiYmpsT9tg5GTp8+vcRtOYOZjzqRZ0IajSGSr7XUfDRANnOhsfh6jrcOcrC2ogpFJqMOdSMdzZ7UQlHbTENmn73hdVfNkO0oV8yQzVm3iXyfIktalvqoSHZSaUOeLVmujPQpdrjs6zCTMssqSDa7NfKlmVmWG7drPlpuOpf5SNrs3LkTW7ZsQfPmzfH0009j6NChCAhgOOcp8pmrFTOBqsVD8pmqg2T7aMhSE+3FUfIMTLU25FmZssxHeQaQWuwmz3yUk9dTM6ukQspnj1WcV4cabO6Y/VqNo+fxVG1FZ2YRdrQf/j5jtjt+Ts5k3Tn696KacWh2onarB9jNHlT5mcizEvWo8ag4r4bvlyLzU3H/tT8buDybXbHdJB2fUG1DVgvYXtamYJbev+V/B+6613pCYmIi2rdvjzFjxiA+Ph779+/HsmXLsHTpUkn2YmRkJOrWrYs9e/YAAGrWrIlx48bh+eefR0BAAOrWrWur4zhp0iTbcUlJSViyZAmefvpplCtXDt9++61tW4MGDVC5cmWH+9yvXz9MnjwZ7du3d/KqS8Y77xxERERUqlj+94qNHos/S09Px5w5c3DlyhU88sgjqFOnDubOnYsrV654umtEREREJeYL8WCbNm2QnJyM77//Ht26dcP777+PRYsWYfTo0ZL9CgoKYJaVqVu4cCEef/xxTJ8+HX379kVubi727NmDatWq2fbZuXMnAOD1119HmzZtJMu2bduc6vPOnTsRGxuLmJgYrF69GgUFdma80xkflTtJbeZpyfZ8aSaklsxHRcahhsxHeT8MdrIY1Tg8M7WDxzvTpl7ncZRaTUh7dSD1qMfoKY723Vv6TVQc+YzP3jIYpcffj1E267TFLP8MUJ7DKHuaXrGctNB2OXkNyCDlvTZYlvko5Eizl8yFagRZbt5UHK8FZ7vWpkKFCnjhhRfw3HPP4bPPPsNbb72F6dOnY86cORg+fDgmTpxYbK0h0pci09Eoq6mlLPmoJJ+JWjaTtWJmayhnr1bU39YQMynefNGQ6ahoQ48aj27IPKKScVXWoqPZgv6ePSmnR4ahvcxhT33/3JGNLD+HQaXGocO1FjXc45Tn1VCv0c7PQVNtSpUaw5I2gsvIVqjc469dLf688u+hPMaW/xvfyZ+rnrNdu1LPnj3Rs2fPYvf5888/FeuCgoIwb948zJs3r8jj9u7dW8LeKaWnp+O9997Du+++i0ceeQTPPfccnnrqKTz22GOoWLGi7ueT89q79SeffIJ+/fqhdu3aKFu2LKKjo7FkyRJYZL/AKSkpaNGiBYKDgxEZGYnFixertrdgwQLUq1cPwcHBuPfee13ywyQiIiJyB4PBgAEDBuDLL7/Ezz//jIcffhirV69GkyZN0LNnT+zevdvTXdQF40EiIiKikrM+wD516hQ2btyIu+66C9OnT0edOnUwbtw4pKWlufT8Xjv4+Nprr8FkMuHVV1/F1q1b0a9fP0yYMAHPP/+8bZ+DBw8iLi4OMTEx2L59OxISEjB+/HgsX75c0taCBQswbdo0PPXUU0hJSUFkZCR69OiBo0ePOt0/S0GeZBEtZslib3tRmZDFbVejOK8TS0n7oXZtolm2OHFt9q9VlCzqx4iSRbFdFCULFU/+/WRdSSL3MhoNkkUwQLIYjIJiCQg0SpYKZYMkS7ngAMlS3qRcTAEGySIU5EgWMeff20uuczUfPfXa9W+//Ybu3bujbNmyqFKlCiZOnIibGrM3V61ahaioKAQHB6NJkyb45JNPFG2PHz8ejRs3RtmyZVG3bl08+uijuHDhgkN9LMrNmzfx119/AQAefvhhvP3227j77ruxY8cO9OjRQ5dzeJq3x4OGkLKSRTQGSRYYAxWLGBgiWRQCAqWLwaBcZPsIgbIlwP4Cg1G6KC7Ozna170dggGSREwwG5WKULspuGCSLfH+1xZ+JFotk8ZZ+6NEvZ9p09Lx69dUTRLNFssj5+9+C/N5hb7vBaJQsqvcL+THO3MMc7Jfqtcn6pei7vJ+yzx5DSFnlPV5+DlOIdAkpq1jkny0G2aJo01IgWWAxKxcn+MJr177MUw+wvfa16y1btkiKaMbGxuL69et4++238corr8BkMmH27NmIiYnBihUrbPucPXsWiYmJGDVqFAwGA3Jzc/HKK69g0qRJeOaZZwAAHTp0QNOmTTFnzhysW7fOI9dHREREt+k1M6EjbVy9ehWdOnVC3bp1sWnTJly6dAmTJ0/GlStXsHr16mKP3bhxIxISEvDCCy+ga9eu+OyzzzBkyBCEhYWha9euAIBdu3Zh3759GDt2LJo3b47z58/jpZdeQps2bXD06FGUK1fO4etr3LgxMjMzkZmZifx85ftf1gdp8sxAX8V4kIiIqHTRIyZ05WzX/uDmzZvIzMwEcOsBdps2bbBw4ULs2LEDu3btckk9SK8dfFSbvadFixbIyclBRkYGKlSogNTUVMV78vHx8Vi2bBkOHz6Mli1b4sCBA8jKysKwYcNs+xiNRgwZMgSvvfYaRFF0asZjZU1HaZCvmP06SDobojPnMMhrAmmgZeZqV9R0VJzDXHw/1PrgihqPipljNdRgKyqr0speTUi9+uGt/OlaiPSkyAzW4ZYWIKvHmJcrDQzkNSEBwCBbJ5/dukygUfa1ShsFuZKvBdlnnFhodkRRNlOiN1u6dCkyMzNx5MgRVKpUCQAQEBCA+Ph4vPjii8XWTpwxYwYGDx6MpKQkALcGvE6cOIHExETb4OPQoUPx5JNPSuKM6OhoNGvWDJs2bcKIESMc7vOJEycgCAL69u2Lbt26ISwsDKGhoar/9QfeHg8KZaTfZ4ssM0RUyxSR13CUz0xtpwYkAGUEb5HFVSoD04p+yL+W1/KS15UsVNv19jGO1UtT21s+TK6oUeeGgXQts0y7ow1fysLTg6dmISfHuCOD0pnak44eo3Ydin9vyu/HRvsxjTFIep8350nvv4r7oErtSbszzsvqOQplQpX72Pl+CLKaj/I2AeWM2IrZq+X/prcUFLtdUY+YPMrTD7C9dvBRzddff40KFSqgSpUq+PXXX5GXl6f4h0Hjxo0BAGlpaWjZsqXtvfWoqCjFfteuXUN6ejpq1aqler7c3Fzk5t7+B1d2drael0NERET/o9crMo60kZKSggceeMA28AgAAwcOxKhRo5CSklLk4OPp06dx4sQJzJ07V7L+oYcewsiRI3H58mVUqlRJ0q5V06ZNYTQaba9LO+qNN97AokWLkJycjIsXL2LKlCno2bOnUwNnvorxIBERkf/SIybka9dKnn6A7TODj4cOHcIHH3yAmTNnwmg02lJEw8PDJftFREQAADIyMgAAmZmZMJlMCAkJKXK/ooLNpKQkzJo1S3WbOU/6FKQgT1ofSpG1qPJkQZ7tFxAcVOx2NVoyCO3Rkh3p6P729tEjI1POoiGtyO7M1So3KXv/oJNnRjqTCelP7NWBZGZk6VHaftYlrYGq9v2St2mQzTotv98EBCrvgwGyTMYK5aSfNcGyJ/Imtdkg5ZmPZunTUkuhz0RLnnOZj8XV73W0HUA5QGQymWAySWf6TktLw6hRoxT7NWjQoNii29ZtagNeoijixIkTuO+++1SPPXjwIMxms9MzUk+YMAHjx4/Hp59+ioULF2Lw4MGoV68eJk2ahFGjRjn1Krcv8bZ40BJcXvK1aLAfWguibLZZebZkniz+UcuehOyYHGmtVcEkfeNGLWtRwc5MqWp1HwWDnbdn7My0e6tZeYwo+/6Yi8+edFWunDMzL9NtWusvuvq8zmTU6dGGr1LLDlTMkG0v49lF3y8t95Pi9lftlyLzUcMxds7jzP6K+5x8lulA6T3fUD5c0Ya9N08MIWWlK9QyH4PsfHbIMvFFeWa+/G/ayb9xPWJCPWJKf+PpB9g+cSe9cOECBg4ciFatWkkKjANFDwwVXq+2j3WQqbhv9NSpU5GVlWVbzp0750z3iYiIyM1q166NsLAw22J9PbqwzMxMxaAVcGtAyjpopUbrgJdcfn4+Jk2ahLvuugu9e/fWeCVKgiBg4MCB2L9/P/bv34+YmBhMmTIFtWvXxnPPPee38QrjQSIiIiLnTJgwAb///js++eQTCIKAwYMHo0GDBli0aBGuX7/u8vN7feZjVlYWevTogTJlyuDzzz9H4P9G/a0BvvUfAFbWr63bIyIikJOTg5ycHAQH3x7Jv3r1qmQ/NWpZElbymo7yegaK7UXMKl0cd2QxAlDMeG3UIZvSbvakE/UfHM3IVDtGkaWo2L/ko/5anrLIs5VKU7agluwwf7peKp5B9g9+e69IyPcvbeSZjfJ6jmo1H+XHlJc9TTfJjgkKUH6PhXzZ03RZJqQl73bNH0u+szMb6lMc3HqLOXfuHEJDb9dEKurzvKgBKS1PgeX72BvIeuqpp/DLL7/gq6++QkCAPiFYmzZtsHHjRpw+fRpvvPEGlixZgjfeeAODBg3Cxx9/rMs5vIG3xoNigPr64ohGWe0ugyyzWJbpqDZrqaIOlyzjWJGto1I33CLLaJFnvEAey6rO4mona9FQfDYPIL1/qB1jN6vITvaTq5SmbDhyPU/NTK3lvHr0zV4b9rIYtVCrpehIH27tI6/5aL9eo2JW7Juye7o8A1OlH/J2FW3K7rXGsIqKNsxZV4o/b7As81ElU1/xOaCoyyqv+SiL+ex9rZEeMSETH9VZH2APHDgQBw8exGuvvYYpU6Zg5syZGDNmDMaPH4/atWu75NxePfiYk5ODvn374uLFizh48CAqVrz9R9agQQMEBQUhLS0N3bt3t60/fvw4gNuvQln/m5aWhhYtWkj2K1++PGrWrOmOSyEiIqJi6F3zMTQ0VDL4qCYiIkIxaAXcGpAq7rXowgNeVatWlRxXeHths2bNwooVK/Dpp5/innvusXsdRVm+fDmuXbtW5FKlShWcPn0a69ev95vBR8aDREREpQdrPrqHux9ge+3gY0FBAR588EH89NNP+Oqrr1C3bl3JdpPJhE6dOmHDhg14+umnbevXrl2L6tWr2wLLtm3bIiwsDOvXr7etM5vN2LBhQ4neb5dnC8rJnwoU5N5U7GOUzyIoO0ZeJ1ItW1C0U2vHXr8AV80q7XgGpjecQzUrT/Zw6v/bO/MwO6py3b976L17THdnRsGEQSHIGLmgeM5hCASJIojihFcQRHkuF4U4Mk8qHASOxwGZvKLiPEQUI3IPIvcKDqggU5hBlCsEMnd62kPdP2Jir3d92at2pXbv3d3v73n6SWpX1apV06qvar3r/Zph6m/VazKrA5VBW7Q6cRS89XpAWtc5/1agbNc56tVmf0drnQ5SQhbz7nSbVQ9SOrLHT7VUNv/f6ixYsMDzdhwZGcGTTz7peUHyesCmD1ljE5g8/PDDyGQyXlKTq6++GhdeeCGuvfZavPnNb96mOn/gAx/wfsvn8+jr60NfXx9mzpyJV77ylTWVfBOJVo8HkaF7jvwcI8tTizxTowyrYkjpGPmKIF7Gy1pKMZKZdZu9JkNZuK0MrfwDlZEjP/PyoO9JFsqIHfIFzFb9dq9eDVUaqiuLUDZnZXtuTZL4fdZ7rhPVK6Cga9R1XC+NUkrW6/EYaz6fF6/d23ZlqKcAZ1Uj/H3LdXBmamrDO/v87Wx0va6964NU91Gbr9xnX8gKq+w9j0ce/VmqOS2aS7M7sFv24+Npp52Gn/70p7j88ssxODiI3/72t1vm7b777pg2bRrOP/98/Nu//RtOOeUUHH/88bjrrrtw/fXX49prr0X2Hzd5sVjEueeei7PPPhuzZs3CwoULccMNN+Cpp57Cd77znWbtnhBCCCHGUIkiVFLopa6njCVLluCSSy7BqlWrtqjpli1bhpGRESxZsmSr6+24447Ybbfd8N3vfhdvectbtvz+7W9/G/vvv7+T5fo73/kOTj/9dFx88cXmh8N6WbZsGfr7+9Hf34++vj709/dP6iQzigeFEEKIqUUaMWEaMeVko9kd2C378fEXv/gFAODjH/+4N++OO+7AwQcfjNe97nW4+eabcfbZZ+PrX/86tt9+e3z+85/H+9//fmf5j3zkI4iiCJ///OfxwgsvYM8998Ty5cux5557jsu+CCGEEKI2aWe7jsMHP/hBfOELX8DRRx+N8847DytXrsTSpUtx/PHHO8OuTz75ZHzta19DufxPVefFF1+Md7zjHdh5551x+OGH4+abb8Ztt92GW2+9dcsyd955J9773vfiX//1X3H44Yc7H85mzZqFnXfeue79O/roo+teZyKjeFAIIYSYWijbdWNodgd2y358fOaZZ2Itt2TJkprqBGDTMNmPfexj+NjHPpZCzTbBQ6BDSVkqo/UPu2asYcW8DtfLNwKvf9h1GsObEyWtCZgGJ9luMAGNMdzQGzrZAsOwgfDQ5DhDlyfK8OaJUk9RmzjJYupNQJOE8bp+QkEP1yNbDQ+77qAh1AN5Hnbtt5sFWqaTlmnnMqxh15TMIhpxpyuj/xxWUx2dOENs+vr68Mtf/hKnn346jj32WHR2duJd73oX/v3f/91ZrlKpoELP1+OOOw6Dg4P4zGc+gyuuuAK77LILvvvd72Lx4sVblrnjjjtQKpVw55134nWve52z/gknnIAbb7yxYfs2WWj5eDBHoTQPxzQM/b0yaOhbZsS1LuChchaZNhpCTbehlbTGSkLjlMEOCtYQcrhJabLWdsYuH2PoKQ8/9IazBuYD/tDtaoLhmo0Ywhra/1jHR0OzxTiTpfuD7yeeH4ckQ8a3dTi3dX9575s87DpGAqzQfcvJZMyEMzQUO0PDnzkRTLW9x68HLeO1nfSsifKUXAZApr3T+83dMH17KNEwa0ogljQJoWgMze7AbtmPj0IIIYSYOlSQTrbresPcV73qVVvUdVvjxhtvND8UnnDCCTjhhBO2ut6FF16ICy+8sM4a/ZO//vWvuOmmm/C2t70Nr3zlKxOXI4QQQggxUUgjJtRnz9ZDHx8TUi27Pb1J1ICctCZUAm8TADLV+rZrJa3Z1qugVZLYxKlHQ5LUkDIrjhIyjuKy7npMIWm5lJCtyWQ+D7xvlQYoYrJ5oyectttJykdOMJM3yuB1WOlYpB74nHUayTA8oueRk3CmPHESzrQ6f/jDH3D++efj3HPPxb/8y7/gAx/4AN72trehWPRN4kWLwOpAI1lMRGrIDC/D05zUJs52SY3iJaQBEGVdBXMmoISEEYd6CXVKtduKbMEPOlkps60JaCw8JSSXabTpIZVVqyT3EC5pJHZJYxvjUQ9vmzEUvGkkg0mClywnoCi0jl/o3g8nftn29z5b+eiWG1I6WgpxLylNdx+VQe+0hvIxR2pJrgcrHaO8H0twGax09NT9NL8yPFpzWowfrdiB3ZzWRwghhBBiDNUoSu1vsvCWt7wFL730EpYtW4b99tsPV111FbbffnucfvrpuP/++5tdPSGEEEKI1FE8uO1s7sDebbfdcNBBB+Gb3/wmRkZGmlonKR+biO8byR42YWUfU69/IwBkPW+L2ttNoh5MoloMkcZ2GcujrV5VYhIlZLNI4hMpxHgSxydyPMqIA98/3BYw3LZY4iZuPwp57l3P0ny/EP6NlY5tJHVsszwfK27PdUQekI7yMaG/TzOyXU8Eent78eY3vxlvfvObAQDr1q3DnXfeiZ/85CfYa6+9mlw74cE3sqEWZE8xb2xYHKUjr8JeXkMbaZuGWodUi3xfsxIyGqYyYaiTyHuSVTFWHMbKR/Y+q1D7k6NtlCv+y1RIARVSQlokUZCNh2+k//5Qv2JMTExCXoxAMm/FemmEEpRVe0C8+7TubYY8HgPzrTKC9Sr6Xoug7wK5/lnONLfPlaKvfIwK5BPJ556VjuxZDCBq63CnA+/oPL/CHpDlZD7gyna97WzuwL7zzjtx55134qqrrsIZZ5yBd77znTjllFOaEkPq46MQQgghxASBP0YKIYQQQgjBtFoHtj4+pkQa2Zx9hWHtnhfA703IFdJXS4YYj23E2W4aWbjNY8z+jIEyk6gFQ1lxG+UJyXWV0nFyYCn9mjH0oBGKwyTXaJLM7+MBi5typo8QKx9J6Uhtvq18rO35yOcpZx0f9nyknu3KGOVSZTSZ52O1GqGSwnkItacTnW9/+9vYZ599sNtuu7W0sl78A0uFRpFEZtTV87AnJIzznKnQPcnrcHxjKW34vmblI2VOtdRzngqI4yj2NjNUMOwDycqs0Pw0POysElhFNh4KsiQ0w1tQbDvN8l4MESdzdWgZM5szvfdWrTwEgTJYHeirFAN1t94VQ++PrHy06hXwr/QyWXdO84rIcJs9baY7PbTemR40mp98wVUtenVtM54DhJcRO6Sapvm+52My5WMaMeFkjweTcM011+CMM85oWge2Pj4KIYQQoulUUvr4mEYZrczxxx+PTCaD9vZ27LHHHthnn322/O21117o6uoKFyKEEEII0aKkERNO9ngwCWeddRa+/OUv41Of+hTe8573jPv29fExIayQszJR11oeMDJP09ngnoaskakQYF+F2lm4zXokUG1uKw3JOj1OWbfD9aCGLoaPW4g0vCgbRSv4RMZRdbZCPYVP6DyMlyIxdL00ZJvUDljZrhlWJXZw9mvjeHqejzTNqlgr23U0MuRO1/J8VLbrhnLNNdfg3nvvxR//+Efcf//9uOeeewBsup4ymQx23nln7LPPPth3333xyU9+ssm1nYLEyVRdoXvEUzomUETxOkY21SCeipHUPAVLPRmIf4vkH2YqH91yq6zArNQ+HuwBCfiqqiRqyRztf6VUOyt3K2fMrlcdKY9IkTbevcAqRs52HUM9Wfc2rWXqbCtjlUnL5Nrdd/hc7wxvHX6PrXb0OtO81ZGyf492kqcjKy7Z8zFTNpKP5KzvDWMLpXaPngE8+iXpaBjRGG644QZccMEFOOGEE3DVVVfhs5/9LBYtWjRu229NvbcQQgghphSbe7nT+JvMfOADH8CXv/xl/P73v8eGDRtw77334oYbbsBb3/pWtLe34/HHH8f3v/99nHPOOc2uqhBCCCFE3SgebAwnnXQSHn/8cXz605/G008/jcWLF2PJkiV48MEHx2X7Uj4mJKSo4/m2atFlPNSASTJEc92boZRMSr37P17qyTQyYntelA3ywgvRqgrCZnj4TSbi+DU2w0cyCXyNWvcK309pXNeh+zpHCkTL85Ep0DKdhXD71NFWWx05WiHlo7XvAW+4seqdpEqeSjWdITItYsM2LuTzeey9997Ye++9cdJJJ+HZZ5/Fcccdhz322APvete7ml29KUGGVIzeFWyoSDIBtaDn8Wi0tSFfSPYVNwnFN5xF2VA+ejULZF6OjG1mSLmYDWVXpZvcanNCrWk1oGK0yg353FlNT6g9nMg+klJH1kcSj8dU/Ew5I/Y2l9gYkniXhtSS3vFLkqnae5c0/LmpvWXFYbbL9XjMGspHptLuZrOOKu5zg2M3AIjonT1XdJWO1Zzb1uYM5aP3bGHoeEUjlIWbPR9HAs+7rZBGTNgizWnL0d7ejk9+8pP44Ac/iEsuuQRf/vKXse++++K9730vLr74Yrz85S9v2LalfBRCCCGEmAS84hWvwLJly/CjH/0Io6PJAn4hhBBCCDG56e/vx1VXXYUVK1bgHe94B2688UbsuuuuOO+88zAwMNCQbUr52CCSqOWq1LPCXjNp1COJajGkHmyWEpI9M+P08ofqGscTs4ra20mkQJxESkgh0iTONdgMv0YzozgvE8gmz0pHVkIC/n3NqsTudrcXe8DIKsgej54QoEr1sjwfWflIHpBjvdDYFy0uSjiTDi972ctwxBFH4IorrsCSJUuaXZ3JT8jjsdocvysvUzWplQEYHo+14ztWKALwPR9ZHclxlxXb8uigktveZLK1/RtZZQQAUY7OC1WzIaq9GJ6P9Soh46zTLDxV6zgoIS3V2WRRYLZq9msgrEr0FIemOrC+/WtUGaFlQtdTxhrNyIrDrm53un+2u43u6X659CyptLtqyczooDNdsmKdNrcemaLbHnN8ZL7R8nOA/XJ5Pns+UgzYzJhwqseDcZk/fz5uuukmfPSjH8XHP/5xfPrTn8b111+P559/PvVt6eOjEEIIIZqOPj7G47777sOrX/1qtFkfgv7B7Nmz8fOf/3wcayWEEEIIkQ76+Dg+VCoVPPbYY3j44Yfx0EMPob+/H52dnXjxxRcbsj19fEwJ9kXkrNOW4i5PGQBZ+chYqrxwT1RYDVihuuYC/pRpKB2TeE82I3N1s0hDCSlEPcTxeGwEzVAtNoqQSpOVkJzdOmtJDgn2a2Q/R0v5yNmuC1TGCMLtjZfdenjQW0aMDwsXLkShUMDuu++OhQsXYt9998XChQux9957o7OzE6tWrcLPfvYzdHR0hAsT6eNlsjaUWjk3/M6MbqQFqB007slMhdTIrLjM8cdpX/nIMWJwZIsVh1HMyH6W3KJn2gwPTMo2G3GWbdoGH9EqwsoaL/ss3G1yduw4xPGErAaybMdRNbaqLyQTeidplEIxiVfgRKHeLO0hX9K01kmDUOZqc19LtZfxFZj1vzt61xOVkeno8tbJtne6P3S6fo25Wa6HXqWz398uPTs4m3WuzVUxjpbCXsCZdreuhk2kX0au9uchr72m+7oy7PpIVkb8uFQ0jx/96Ed46KGHtvw9/vjjKP1jtMHm7w8zZszA/vvv35Dt6+OjEEIIIZpONSXlIw9Vn2yceeaZuO+++7b8AZs+GGcyGcyZMwerVq3C6OgoPvCBDzS3okIIIYQQCUgjJpzs8WAS3va2tyGTySCKIhSLRSxYsAB77bUX9txzzy3/brfddg3bvj4+JsTrLc4FfHJM1SJlxgpsM04m5qCnodHLFFqnWQrEujNVG73WsbI91thmnO2Gyww3fCHFFCshgbAaMg0PSNGasEpxomadjrNMEh/S0DIsEAJQd/pHaxuZiJSNoWzXMTwfuWLs+Rgn2zUrH9sCx8f0fCyRpw9lM0wl23WU0rDrCXI/JOXKK6/c8v9nnnkGf/rTn3Dvvffivvvuw+OPP46ZM2fi8MMPx0UXXdTEWk4heKQCKxKzbrZRAF5GaK9RYh9JI0JkpWOGvCVZAWPGSDQCx/OJHHYVmaYvdqBMkD8s8lu3C9hSBsduIYVUDEVdll55WC2ZwmNhK9ulMutUsgFh9VurKiGZNDJoW/PrVT5OZqVkGiTxWoxzHdfrG5lkmUQjArldC/jUeipHANmefpruc6ajnpnuJtp7/bpRGz5MMsWOvNs+lw0bX69MVj7GibHMIHkMgeNVHqJ4cTSZ8jGNmHCyx4NJOOuss7Z8ZNx1112Rq/Nbybaij49CCCGEEBOQ+fPnY/78+Tj22GObXRUhhBBCCNHCfPrTn27q9vXxMSFZ+urPfo3cO5yzPG4Ciro4irs0VIjN8FLkbbJHZqIyE2S7nkrek5b0PKSGTMN/Txmza5OGijGOX2Mj1JKhMtM493HK4Ou4WcMsQkpG7kzOF2h5K8tpINt1BykfrV5iVj7mY3hLevWgbNflIdfTZ6yqKrHyUQlnxATEUxx62a4NpVYoA3ZQCRljHfYps2KkgMKHvb1iweuQatr0jSRYrcPtD0jFmeUM2wCqVnbvsesElJCblqEya5YYj5C2i5WRcUiinmxVJpMqMY3s1fUq/eIoQ0O1albW7TTUkx7c3lgjESkjdFQq0XxXzZ3tneGVkZs+15mudrjKxmqXu85w1Y/D8ln3W8HoqNvORZRkrlQNKwqzXa73ZJLoyDsvfA7oOVLa6MaHpVJC5aMSzkxKJk8LL4QQQogJy+ZAM42/ycTOO++Mj3zkI7jzzjtRrSNhw6OPPorLL78cr3/963HLLbc0sIZCCCGEEOmheDAdWi2GlPIxIZ76LaCOi5Op2p8Ol1EvcbwnWcXJKs96fSYt0siYHWs71DterwckEN5f//hNHK/F8ahrEs++8SANL06x7bSKajENWOmYb3Oned/ylKmaVY3WOrxMd3v4Mc7qyJDno6mkJXV6eTCG2ZBIhR133BFf/OIX8bnPfQ79/f1405vehKOPPhqLFy9GV5erELv77rtx88034+abb8bjjz+OKIqw++67Y/vtt29S7acApGLMkNeiqVpk5XlACZkxyvAVlqTALJCfY94fgROC1+Gs9wCQITWOFzPFUB75CkyKO7mZ49EyRmzHWbdDZKoxfO6oSD4rlrqwbhVZjDKSqBhD9ZgoysjJTJxs6aHM1M1SjnrqyhR85KxrNnSdeu+5MdTcWVZa52sr9XIzXub9VukmT8eOPmd6NOd6/w6N+vvBFt5liv/Yx7diKR/pWZHtmuYvEyKO0t5Z3F2+POw+i8ql8XnnFzatFkPq46MQQgghmk65GiGXwsdnDtgnOv/1X/+FdevW4ZZbbsHNN9+MZcuW4etf/zra29uxaNEiHHbYYXjggQdwyy234MUXX0Qmk8GBBx6IU045Bccccwx23nnnZu+CEEIIIURs0ogJJ1s8mIRWiyH18TEh3LOSpx7mJNmu01A6ej3OpPzjegK+0jFUZhy/xnrr3igfRS8reYLttKrnI2fADmW/jkOzVJutqo6cyoSyTluEvCdb5byaQqQ6AxRrX1jp2FZ0H7Hc+8uKREv5WC7Xznbd1RZuj9qo5z+f4Dz4no/b7tPLyPNx6/T29uL444/H8ccfj9HRUdx+++348Y9/jFtuuQU/+9nP0NHRgcMOOwzHHHMMjjrqKMycOTNcqEiHkErEbnDc6QQej54akmOVCisyLU9ZzqJcO8u0qXwMKCrZT81TOQKIRjnOYh+7gHLGirEDqs1sG2cDj3HMc/V55wFAtUTnIaBijKN+m6jZrkVr4o28S+D5GEfpyOV60wlUm9kCfcrgd1bya8wY/rDs4ei1FeSbyCpHAKj0zHGmN5bdOGR4xL1HRy2FMz0HSqx8pNCmFMNPONPe7UwnCY/86yOU7ZqVjwGP460gz8f0aKUYUh8fhRBCCCEmCIVCAUceeSSOPPJIAMADDzyAXXbZBR0dfueiEEIIIYQQQPNjSH18TEjInzGq1p4PANk6/Xcsv8KQCi+Oai8i5WIuUK9mKQFDPd/W8fE8HxtQ13o9IAFfUZiG8q8RSshGkEYG7fFiMisy42TI3lbiHC8vQSu23QMyjfPG6/A9y/UGfA/HtiI/F9x6dcZQPg6N1m73ivlwGe3kRcnJruNcChFlrC01wPOxmpLycSL7hiZhzz33bHYVpjSsMGRfLk+ugnC2a8vjkWHPR+825pgpZ2SurrpZST0FIcc3MbJfezERz7fisJAvZJXamxjxM3tRZqleXj3jZNo1fCGdbRi/sbqUVYpxtutl3U5QRtArT56QU4YkCsM4WbWd5Y3rKZi5O4YS0lMfU5vk3fftne50T79XJmeizhRrxzescgSA9eThyNOeza+RdzpXcX/jW65qPEs86NlSLXZtZcHNFTPOYygpSeA5MbrRHSlTKidTPqYRE061eDAJ4x1D6uOjEEIIIZpOJYpQiRNcxyhHCCGEEEJMTNKICRUPth76+JgQVi2GFHWNyLIcZ5k46spt9Z4cL+VjUOVZqT+bVqv6ObYKcXqMxiNDNjOZFIgThTjHPHTeWtlDNKR0zJJckDNbA77HIyshyyW3N7lAZRTyfvtTyLs9xqxs7CSfSUv5WGTlIy2TiyN9pJ7wyrCrmGpWhk0hWp1MxfBHDXk+xio4oCKKsQ1PzcQLBLJQW8v4cWnAVxLwMtKGlJCemtJS6njeb67XWzS00V28zX8l8vwaA+2cme26znXMDL/V2r6QrIS02FZlYxrqStF4kmSIjgN7Ola8+7p+38igB6TxDsul8n2d6XSzO+f6Z7vr983yyixNm+uWURpyFyA14VojU/UQxXfrht12sY1jSCPuqmRrezwyVhmeEr9Amby5UEP5GFTecxtfIk9wznZdSaZ8FJMTfXwUQgghRNNRwhkhhBBCCKGEM5MTfXxMSI6zZzVAMZf1vAN9ZR8vY/ZKj8GqZ8jjsVnUnTE7hudjMGNiCsRRU4aySjfCA9KiVX0hxcRkPBSpprqStsu+OF5PudEhz16TvAwrHVnVCPgejx3toWzX7vyCoRRgdSTTSfXIGSobXibDxyeO5yN5A3O267YuP4Nkvejjo5iQBJQkIX9HAIhylJmZ/RwtdQqXa3k6ji2TvSgBoOoqfNjT0YtnjE1EJf83h2yMuItHE3GW7ZAXpZnJu7Zq01NVWaOLcrUVQL6q06+H59dYs8Rk6slYWbfHQZXYKlm4W6UeE4Uk2a1DGbJNv0YvX0LAv7FoxBW8TnefO02ZqzPTt3OmK52+5+OasltmV8HNbt1GMdK6DX6jV6bmY82wuwyPUuG4DAAqUX3vvaZ3e8XdbtTRW7sQS5UYUD5655Y9HwfcOowmGJkI6OPjZEXjpIQQQgghhBBCCCGEEA1ByseEFLunO9Pcw1otGx4/AUL+jbkYSsBG+DMmWSek/vMyQhvHq97tWp6PSbw2g9tpgk+kpfZqVd/DkE9kGr5/zcpC3aztNiMzNU+PV5Zyvn54u1Y96r3mclYvP93GvP+8DqscAV/p2EHZrIeop7uDptmbEQhnxPaVj4bnI+8v9WrH8XxkhU+FevUL0/7pK5TJNa+Xe3M5QowbrHSME/+xWjJTWx3JSkjAVz6ystH3fDT8wVjBwtsJKA43LRPwnuTY1siY7dUsoJCKSLUYjRrZabnufF5i+dS67Zyn7qrUr+GoVwmZFqGaJlFkhmhVn8hG1SuJgrDubSTJVN2ILNOBepnZrumezNLoj0yH60/IqkYAXhvEno6e0rHHnV81lI+r17tllinrNKsW1w8bIxGpfd0wUqb5eZr22+OOtvrOLftIAv5zoUKej9XRGMr80ChBUtlXy5TdeiONlEk46lDKx8mJPj4KIYQQoulUoqpnYp+0HCGEEEIIMTFJIyZUPNh66ONjQtp73Z6T0UE3a16cTNUh4mSdHg8VXmhflCG6NnGylIc8IO1y0/eFTOIBGScjtkgXz9MwwXmr93qxlm+EGjKO0pHxMlPT8eBM1ZZfIx9TVjqy52Oh6D8+e0j5yH6NA6RiZFUjKyUBoLCxtrKxm5QDlvKxnerBPd2WTyRTHXXXKVE2Q9cFWYipAysMI5ZRW/EfezqWaxsnmtlHWaXI03Feujh+YxVnQHEIABm4KhdvFEqcWJZ9IevMdh1HxchPEs9X0njJDanMUlG6VcL+lUwoQ3Yc38h6M2i3slowjUzdoXXSUGgGFYjGuR8Pf7Q411zoeHjKSCN7PHs4sscjKx3zs1/ulcGZlTN9rrKRlY6V7pnO9LoRvz1eNUg+iVFt/9yXBn11O8diA6PudniUykjGv55iWPU7FAzlI8puuSW2JOZtWO+ogWcHq+y9+JCOcWkc8i2IiYM+PgohhBCi6VRTGnatDhEhhBBCiIlLGjGh4sHWQx8fE1Js54yAnc50mZVtpfo9IJkk/oXcA22VEapbI3wi01BPer3WCbJpTSbVZqsoIUNYDwJWrtWrBJ1InpiTmZBK0epL5SzTSa5jFvzkSUHIKkWeD/jXHCsf8wXKVNjuPz6722v3lrOykae7jTJZPcnKRlY1WhmzPS9JVnkm8HysjvKzJWv+vx4q1QhZeT6KiQZ7ZoW8F+Gr8JiQ8iQRcWQ1nrdkjLiK4yiOxbys0wnahySxWkA96eOrTzkjdkS+kdzWVUu+f1owUzXFstUYsWy9KjRzmTqVkBb1qiMb5e84Ll6LKagnG4Hn1xjj3IfgaxIwMlPzqIti0V3eyFSdnTbD+20srHSMZrzCr8fwBmeaPRzLXa7ScT2p8FYN+veXpWQcSyHntgMvDfptBcdZI2VW/1H7W/bPSSh04VE9tvLRnRwl/0reRqaS4PtEpna7N0D7Nphw6HQaMaHiwdZD2a6FEEIIIYQQQgghhBANQcrHhLByJl9iDz/fFydEvRmi41AlLx6rjGwb9ewGel3TUAvGUT6GlkmidBwPJpMn5ngoIQHJ4kOk4fG4rViqRv7N8030nbmChJSO7L0I+B6OXK9CB2UZNLbhKR9pO0VST7K/IwB00zLc48oej6x05OzXgK9kZOUj93zH8Xz0s127s63Liz19KqPpt7/lKpBJoS0wBAVCNIzqxvXOdLan/tA6qHS01JP5orFg7XXqxst2bZTJsWrIS9HMmF07Tsq00WgjFh4ZXpS+4jLgxWkpFKusFgzUM0aWYD4enlLNiG2D3pPZGArMkFoyoIS0CKkjx8s3UtQmdNxZ6Wgtz0pHb35Pn1tGe5e3jOfhyO91fW6m6nLvy7wyctmVznS1a7ozzZ6OA5Td+e8DI16Za4bdBoXjqF6K1daN+MrH7SK3PR6m65jj45GKEVMHwh+OzQoxRgZxHOq911nZrgNE5NVZGXWPxyhts1SvmeU/SCMmVDzYeujjoxBCCCGajoZdCyGEEEIIDbuenOjjY0I4e2qWlCX5qtubU4bfK8sKuSz13LI6J473WRrZZ71MzCX2uAkr+dJQTwZ7mBN4PjZDhZhGlvI4Pon+NsLXQr2+iNxjBjRODSniw+dxPLJQA35PbhLYYsxSNo6F217Azl49lmIHe/Qa+xJQPrJK0fJ3ZGXjCHW5dpByoIum24x94zJZCcnKR8/fEUAbKVoyEWe7jtF7ThkmOdt1dsw2skk83YSYoETDg+4PXdOC62TIFzLkG8nZRTctQ0o1bkxZ2ZckY3aFMssa9zYr5Pxs19T+WPFONpBd1fuldnZwC0/ZV47hdcb7GxqhZCjGvN9KtedbfntxfCBD9ag3Q3acDMjeNurMoG2Rhm9kIzJVtyqe52OMezRUhpWpOtvu5jbIFDuc6dwsV9WYKfiej1HfXCqURouQ0nGtcZv3d/Q600NwY7E1FJuM0rn/+wZf+bhhxF2nnY7HAI38WGd4PvJHrtGA5G44gSQvQzG36fnI9aLG09tq2TjIrEjl64ezXZPSeog2OpTCu4KYPOjjoxBCCCGajpSPQgghhBBCysfJiT4+pgRnRo3ytT0WACCq1lY2cpmWSo0VPBXq08jlw6e4zFlLqceDPSH9Ohj+NAFVYhrqydA2m4XnTWkdnwnsA8mEfCHT8I2sN/s1UH/W5CQZs9PIMJ4EzwOSOiXTqIfXthjKgdB2vDYtH1Ytej6SNG1lqm4r1r6fejvdnvEhw6+QAxRWA/Z1uu2g5c/I6sgcbYd7wjupDKsTm7Nds99nnurJGbQBIM8/BTwfLdjzsTq6dRWNsl2LqYTn+djrZnQ1FWQhlaInCfeV1p4akpWNVEamPByuR4A4PoBBzPintpLRi5k43ssbx4fb+UD26zhPzZB/ZZy2L+StaPrtBcqMo4xkNRurlZK0243IoM0k8Y1k0ti3NLaTZP/5mCba/1DGdbo2cu3+e1+uf7a7Dnk8Zmdu70xHbb4nbWXadt5vY3lp1K3nBiNW6+pxFZfrhzmbde225MWNvvJxgNSSXRSbbWAfyWHfJ5Hj8lAcwiNjAN/TkT8dsD9jh6FQ9TJRUxlemUa268gYrenMp+zfvvLR3bfhhP7D+vg4OdHYKCGEEEIIIYQQQgghREOQ8jEhrLxifzBW71iqKk+lyJ4bVCbP31q5tbZhwV6TrZKtOQ0l42RSGDJJ1IBM6PpJoqCzVL5pMx5KyMlOKFN1HEJZt7120mjDQspHb3lD2Vco1n6Uzeh2e+DXDfo9vdwL7WU7JN9I9mIEfNVhMNu1UQbDykf2hWTPH14eANr4Wqfe81wbqfBNpT5lbmyAh1a1GqXSS2155ArRKKJRV1EYkRISHX7WV3+EBKu7aBtWNmdWPhoKliCsSAkpVKxM1UQSP27fW5F8JONkpvbKDGW3DsxHjLqz4tLwT6tXuZbE05BLjNM616ugs+qVVOXulBtQ08ZRC/LzKInXJJPGvtWrdIzj1RneZjiu4MzV+e5udz6pGgGgbfud3XoV3XUqPbPcFXJ+mzWQcX0gedTFixvcNmydoTDspZEugyX3+KwkZSOPMFk94LeTg6Sw5NEy7Pm4wagXE1Y++m0Lh2peQmxqn9sy4WuD38k41ufnFwBkigHPVGo7K6O1PR+HE4ZkacSEigdbD318FEIIIUTTqVQjZDTsWgghhBBiSpNGTKh4sPXQx8eUCGW/zsZQFfE6xY7w6amUSQEW2I7VA8CqzUq4Q2dcsLwSG02czNTjQav01DQrY3YaPpHBerTIMW4EcfbN6/1MoAzlZXg635al6bBfY9Xr6nXhMgGgp9P3+xpLH6kWrWAkN1q74ZvRXdsDB/CzV7PHIysjuUfeUp96yscsT7vLm56PnvIx4PloqJ+4Z7tSSl/5KMREJCK1G09jxFCWsGIu4PnIHlvWMp53V5LnJtUjlsdjKEYK+CQ2Cs9/0JtP+2rEf17TWOc2zWVCWaZTUdyF1W98ZuvNiGxRb0ZtIIYHZmA+4CsMeZ0kRzSJWjKkdEySQdzLZh3Y1zgZ19u6XTV2rt9VLeZm+N6M5enz3B/aXBXjaJtbZtmIs1YPuvccV/XZdW5bWTLOwcunuSNZ2I/xJfJ8nN3l3sWrNoYV4hy7sbpyqLTtbVjJikOpzS7xXUptZ7ZS298SMO5zni75x4OfT3zfshKfPR+H6R4dSej5KCYn+vgohBBCiKYTRVEqnQLjYf0ghBBCCCEaQxoxoeLB1kMfH1OCvc3ieJ0xvEwb+ZjZNyD3Uge2Y2TX4k7EkH8lq/LiqAVDGaDT8GZMQ6EYp4xW8ZHkayyklkziCRmHNHwjW/XhMB4+kUm8FkNlWF6MVrbqWnhlGCmR8wXqcedMzKTsKxhq7iKpEsuBHmVLPdnDWaZJCTCdVItWlkH2eOSeb/YA4vmAr2TcaPgvjqWHVJ/DRpmsZGTPRy/btaUuZYUqXQueMtLQ93DPdnV061lekyp3qtUoFdV3qyjHxRSh7CpHIpq2/Ak9tSSrTzooDsv7mWOZTLl2Bm1PkQlDVWYsUy8hn0Qrzgp6YPL8OPX0PB1r+5YhG8NrkaZj+VlyGSlkL06iMKy3Xt42DcVhEiXftjJe20ySmZoJ1TWkarTItbmxCK9jZqouuu1HbsZcZzr/sh2d6ah3jlfGYPt0Z5oHqQwMufeCpex7kfy2Oc58br2rfPT8quGrEDfQqIyXBlzPx36KMQeG/baDY0Zf+Vih+f59Hxi042GpJ73Tz4J48uvOlHxVfQgv+7Xh+RgV3YziHP+x3zC3N6O0kdGE7zlpxISKB1sPZbsWQgghhBBCCCGEEEI0BCkfExLKtktWPKZiKlt1f2PvM87gan2997Jq5wPzrXrQtNe5SQuwQshSvlWRfqbqkCoxiSIxDRVjvfUcL5IoHdPIoM2k4RsZ8oC07o1GKT1rYe1rM7Jq16tyBPx6sgetBauzuReb57PKETCyCg7XPl6Wp2FvR20/Rs5UvW4wrJrhdq6H/BwHM/593kkGjOzXyGWyUtJSrPoej6Sqp+micd5Cno5cBisjAb9nm705x85PoroB/jHEJgUlcKsqqcXkhNVv0dBGdwFrdAgvw3BcUej0FmEVDEZqz/cUmTB8DlktWWGFs7EvrP5rgMdjMK6yYjlvhA2P6omThTucETtEcORPGhmjOdtzwX+942V4tFWo3Y6VQbsJSkigMb6Z3jZi+J/Wq3Ssd33AP7fZNhr50eVmoQaAXO8MZ5qVjtXpO7jTPbO9Ml7YWNsXe/2we11XjOfw39a7jRTHM8+uGnSmedQK4GeeHqBRGKsom/WO00mVZ4ww4aubl9lI27TLqA+rDPZ89KDYLVMe2cqCNYqIoXz0nwPk+ciexA1SPqYREyoebD2kfBRCCCFE04mqUWp/QgghhBBiYjJR4sHly5dj3333RXt7O3bZZRdcffXVsdYrlUo466yzsN1226GzsxOHHHII7r//fmeZP/7xj1i8eDHmzp2LYrGIV7ziFTj55JPx//7f/2vErowLUj6mhOeDSL0XZmcWKVRY6chKyIrl11imbKmsXIuhXqpQj09QCUlEhj9YSHWWhjIyCeOhShwvJWQjfCyaoRZMwnhkwza3m4IHZJIyGvHwZNUD16NQDN+j3GbxeeA2jFWOADCjO+xlNpZOQ/nYF8h23Uv17G73H32s/tsw7PZ0d9N2rV59VjKyarGdql6Ioc5o52zXtA5nO+Q6AFa2a1LecBtlZbsucbbr1lB4C9F02L+RlCQZ8s8CfBWZNwqDsolGbX4Z4OzWDN3HUclSfNNvHKxSABgr+7VXjXBb0ZQRI55aMoYnJs9nJWiM0TRBf8sEqr04irmQsjG03Ti1qqbggcnEUdIHFYVxsm6HspCPQ6ZqK0s5r5PvdLNMZzvcLNPZPl+1mJ/7Cmc66nU9Hyu9L3OmXxryz+NTq11VYjcpMP9OXouGTTj+vsFtG9vz7v7+ZZWrCOfRI4Cf3Zq9stcNufcxe08m8fweGK6t+rTgMitUD54G/GOWZZdZT/lo+DXmao8E4tjVVOH3usfYu6+pDeP4kJWPpUmsPvzNb36Do48+Gu9973tx1VVX4a677sLpp5+OQqGA97///TXXPfPMM/H1r38dV155JebPn4/LL78cixYtwgMPPIC5czfdo2vXrsWCBQtwyimnYPbs2XjyySdx8cUX45577sE999yDYrG+d6hWQB8fhRBCCNF0lHBGCCGEEEJMhIQzF198MRYuXIivfOUrAIBDDjkEzz77LM4//3ycdNJJyG6l0+K5557DNddcg89//vM45ZRTAACvfe1rseOOO+Jzn/scLrvsMgDAokWLsGjRoi3rHXTQQdhhhx2wePFi/PGPf8SBBx7Y0P1rBC378fGJJ57AFVdcgd/+9rd48MEHsdtuu+HBBx/0llu+fDnOOeccrFixAttvvz2WLl2K//E//oe33BVXXIEvfvGLeP7557Hnnnvis5/9LA4++OBx2JNNsAck4PeKeP5oND1qeIyVKetXtlQ767bl+Zij/sxqlm7UgLdFFNWv/koy3j+klmxUpup6lYyNyOSdhEb4NzaKRmSVrjf7dyv7RtZ7fEyPWVZjsx9hnpSP5JNYNdoBVjaymrKTFIaWynFGl9tLG/LSsTwfLSXjWKa1u/sSWt6qBysKrUyO7LfIqkU+BwVPGuC3jOyJ5GV/pPbGUj5yhuwM956zd5zRxnmeP43wfKyaostE5YjJRSvHhPzMD2ayRlhRh7yrbhoxrukiK1zYhyugyLTI5GuryFOJsxKoJ9PwjWQ8JVscZVto36z5XC6dF9+LMqzKC2G1wewNyNtJwzcxtEazfCOT7FsavpH1Kh3NTNX0W67fVTZm2l3lI6scAaDav70zXZnmKh9XDbvH5+8Dvgr4yTWu8nFmp1uvv64dcqa7i36c9fxatw3ieO4Fmj+311d8c+ZpzhrN2axLdO4txSHDyyRRPjIhJaS1DA/qylQ427Xv+RhRJmpvNCN7Ppb9c80qea9NomdNlZbnzN9JW+80YsJGxoMjIyP45S9/ueVD4WaOP/54XH/99bj33nvxmte8xlz3tttuQ6VSwTvf+c4tv/X09OCoo47Cz372M6/MscyYscnDtWSOZmh9Wtbz8aGHHsLPfvYz7LLLLth9993NZTZLXRcuXIif//znOPHEE3H66afjhhtucJa74oorcPbZZ+N//s//ieXLl2OXXXbBkUceiQceeGA8dkUIIYQQQiREMaEQQgghkrB+/Xrnb2Sk/mQ9zJNPPonR0VEsWLDA+X1zjLJixYqtrrtixQrMmTMH06dP99Z99NFHUaUPvpVKBaOjo3jkkUfw8Y9/HAsXLsTrX//6bd6HZtCyysejjjoKRx99NADgxBNPxB/+8AdvmThS15GREXzqU5/CGWecgY9+9KMANklW99xzT3z605/Gd77znXHZH8uTjlVVxQ73dLCP2QZDzVQi7wtWM3HW0jiKsiz1ElhqybGwchKIIXOmVeJ42oWUanEUhiFVYhq9+s1SOqZBq6glG6GEZMZraGa9fo1m9nj6zesd5UzVRnuTpx7mLKnh2L+xndqfsuHx10nqSO7FZiUgqxwBP5shey0yPYZqkbNZj1K710P16jLUgdwLzcpH9jdinyHA8nx0j3GeVBCeitGAjyF7PrJqsWioNTzPR1Y+VsK9p9yzzUqSsZ4/7P8TF2W7FltjQsWErIS0FIcUJ2RIRR4VXMWP5VPWxipwHmLjKTINj8g6VYjxMkQHRss0w98xDrFit0BbmUA9GSe6CXlthrwFgfoV6Y1QICYb9bTtxPLEDBzjOOrJkLKR1/FUjR1+VvssZ6qe4aoWM0VXJc1+joCvdGRPx5eG3Gc2qxwB4PHnB5zpoeluG/X4C+58K95bucH94MOejhspGzarGgF/1AnHYhxDWqNUGI7/yoF4kGPwJMTyfOTNsI/v6BA8iq4Slr8/eJ6PlvKRnlneyBdSV1ZHt10ZapFmtusddnAzul9wwQW48MILt6nsNWvWAAD6+vqc3/v7+wEAq1evrrkur7d53VKphIGBAUybNm3L7wcddBDuuusuAMB+++2H5cuXI59v2c94NWnZWm9tjPxm4kpd7777bqxbtw7vete7tiyTy+Xwjne8A1deeSWiKBq3ZBVCCCGEsJHno9gaigmFEEKIqUOano9//etfnY95W0vUsm7dOvz9738Plrvjjjtu+f/WYoZQLGHN3/yxlOd95Stfwdq1a/HEE0/g0ksvxeGHH45f//rXzj5NFFr242OIOFLX17zmNVskr7vttpu33IYNG/Dcc89h++1dL4zNjIyMOLLc9evXp7kLyJNKpo8UQL2dtTNWAcAgZ/UaYb+IGFm3A4rCaoJeh6DvC3cwJugObYRvpKVajOMNWAtLPZiGwlAv2P/E6hkbjxfI8cpczdcHb4e9FvMFQ/1G7Q1Pe5mpqT2yPG9m0DIFylzYQdsws11T7/jqAVedw73DVhmeOpCOTy+pJS1fRO4dH8rX9lK0ymCPR1Y68jqsSLQu2SIdU0/ZGIU9HzkjtmeCw56PBtzzXfU8HytbXVaIRtPomLBWPOh755FaJ4byMdvV40xXKbv16Kj/3OA2qy3DqmhSPhr+UKxw8Z4cgezXFlG2dmbURP6NoWMch1A9LOVjnXX1sl8beAq7BEpIb7sNUCmm4XkYh5CiMI1axMnCHTqGSTJTB5WOdN9nu/u8MnOzXu6W2et6Pkbk01rp8bNdB5WOlMn6yZf8DMicidqbT+sMGWo4ViWygnB40I3/LA/wMl0vJbqfhmgbrPSLA2+XFZhpKB8tQp6PiJOputsdxuuFjHw4DEV8UPlIFSsPG6r6FmPatGmxPtQtW7YM73vf+4LL3XvvvVsUjpsVkJvZPL15vkV/f7+3HrApu3VbWxu6ulwF66677goAOOCAA7Bo0SK84hWvwHXXXbdlBMdEomU9H0PElbquWbMGxWIRHR0dNZezuPTSS9Hb27vljyW7QgghhEiHqBql9iemFo2OCRUPCiGEEONHM+LBE088cctw71p/++yzD3beeWcUCgXP2/Hhhx8GAK8zdCwLFizAypUrvZjj4Ycfxq677lpztMfcuXPxspe9DE888URd+9YqTFjl42biSF3rkbWO5ayzzsLSpUu3TK9fv35LwMlKqyQqK85uzZlg+9jHzOgBYsWT5/3G2a5j9ABlqd/V8o8bSzUF1WKS5IfjpZb0ykihx6sRZaShpmyVjNj1ejw2SuVYb8bsJB894uxrvUpHblsAX+lYKLLysXZ7ZPX0Tu+qvUwneZL1G2ruXtouKxu53WN/R8BX+/F5Y0UiKzIBX0U0QOsUKBu4pTAsBDwdO9uoTDL4sRJ9c905czWrFjvb/GOcKZOxNisfKYNiHN8yznZdHePzWC0n9P9J68OhPj5OWRoVE9aMB1npy1mmrQCH1W4F17etlHXv45KhTg7Fc5460PJ8pN+iEc4AHUO1yMvwvnGTHSfgS0PJl4biMrBvSeDj4SlSjW2EooQ0vMaTKB091WKC85ZGJu9QGUmuplCZ1nzOKJ6joZ2ZDlfNxJmrLeUjZrjKx0p7rzs/T6NUIj9GemGje5//fcCNCR4n1eJTL/qKupdWGf6CY1hPmaotT8PQ87007N6jo+Ww5yPHiOxPzvWwYtlQBmxWcXa3+8c4DTzPR7rz2ePb8vHlvcvRMy3OaMaqpagcu10qosyKVqpELmlIlkZM2MB4sFgs4tBDD8X3vvc9nHnmmVt+//a3v43tttsO++6771bXXbx4MbLZLL73ve/h1FNPBQAMDAzgpz/9Kd7//vfX3O5f/vIX/O1vf8NOO+2Uzo6MMxP242NcqWt/fz+Gh4cxPDyM9vZ/Bndr1651lrMoFotb9QQQQgghhBDNp9ExoeJBIYQQQozl/PPPx7/927/hlFNOwfHHH4+77roL119/Pa699lpHvbjLLrtg3rx5uP322wEAL3/5y3HqqafiE5/4BPL5PObNm4crrrgCAHDGGWdsWe/UU0/FzJkzsd9++6G3txePPvoorrjiCsydOxcnn3zyuO5rWkzYj49jpa5veMMbtvzOUtfN/65YscL5Av3www+jp6cHL3+526OUlJAS0lKUcXZr9j7rJp+ywVG/ByhPqpgcTZdLtN0EHb+suvKUWpZcJ1e7p8UrM0EPWZzOc++8BFRm1jZ5nVYd0tcqqsU0GI9s162CpyzmLkP4WexzpMJj1SJnrt60DHkH0jJ9pDic3RNWPs6eVvtlnLNfs/fipt/c7XK7N0TtHislAcMHMcfz3br3GGWMkJqC684qRUv5yEpHVi16KkZPOGE8J3K1y8iQapHnAwAqbu84r8O96YjCmVLZZ6kyRhmQNPNhNYqQSSFTdRKfYjGxaaWYsErKx6wVaZNiJVOk7NakLLbCLC8U8bJdx/Bn5EynnoIukN0ZQIb3j70mgyUYkGozjpdi3STxWgwo+xLtK3tkxlHKBuZb1BtFsWK3UR6QXG7IMziNesQpI6TiZP9GAMiQCpG9XDlzNSsf0eV3flR65jjT7Ac7Qs/r1Rv95+8za11Px5cG3fuaM1X/bbWf7XrjelfZyHHoEKkprXeSPAU9lTKpGEfculsj/tjD0ctUXarWnB/Hr5G3we/fs3pcpXocONa36hH0fGTlo+En7Csf3Wm+vUz/3OHaykeOsSrG94k0SCMmbHQ8+LrXvQ4333wzzj77bHz961/H9ttvj89//vOeerFcLqNCx/qqq65Cd3c3zj33XKxbtw4HHHAAbr/9dsyd+8/s9Pvvvz+uu+46fOlLX8LIyAhe8YpX4I1vfCPOPvtszJjhticThQn78TGu1PXAAw9Eb28vvvvd7275rVKp4Hvf+x6WLFmirIZCCCFECxBF6Qy7jmMvIiYXigmFEEKIyUMaMeF4xINLlizBkiVLai7zzDPPeL8VCgVcdtlluOyyy7a63kknnYSTTjppW6vYUrTsx8fBwUEsX74cwKax7evXr8cPfvADAMBBBx2EWbNmxZK6FotFnHvuuTj77LMxa9YsLFy4EDfccAOeeuopfOc732na/gFADymNZpGKqEAKlnWDfg80q3M2cs9KjnuZ4njtUC+RpaQZQxSjFykb2GwavpFmufV6ScYotBkqvFZVW04ktjVreRyS+DeyqtHqLc5S12We7vsiqQdZ5QgAHe3s6chKa7eM6d1+rz4zvav2MqwE7C4YysdiOBO1U4ahWuQeZd4uezGy96K13bYsqxRrqxoBgH/iLNxFUu9wtmtLNxOqF6uMinn/+mGlo+d95mV99YpAlbrLSZjlej6WEno+CrEVWjkm9DKBxvHBY2VfwVUzDZMiqJpMUxckKpFnWJKM0AGSqPSYpkVAdXo+mt6LASWop+o0VJ7B7N5JvBbrXiNMKHN1HEIZo0PKSHOd0EsIgCzFJ9l8bV8/9m8EgEy7+xsrH3MztnNX6OpzJivds7wyB3OdzjQ/XgfJ4/D5Ad8H8G+kWlxNyzz1/AZ3GyP+9Ta43lU28giboQ1umfz+CQDtFDOy0pHjjBHjnbVEwQerI6vl2srHJPA2OLazSJIRm/0ZGc/zccRXPjLsEx5HCWhm0a5BeYg9H+lbBDJNbMRFq9GyHx9XrlyJ4447zvlt8/Qdd9yBgw8+OLbU9SMf+QiiKMLnP/95vPDCC9hzzz2xfPly7LnnnuO2P0IIIYTYOmllqlZnzeRDMaEQQggxdUgjJlQ82Hq07MfH+fPnx5LKxpG6ZjIZfOxjH8PHPvaxtKrnwclDM9xZavSSzJ7mekbMoEyw7DnBKkfA731hDw72fLRUVSEFGNsI+fNTyNxs+RmlYC/DPU9p+EimQb0y8InkeZhGQ98q+xvy0Qz6ocJX5fEy7IFjKY05UzUvw/6xrKoGgB5SPrJnDWemZg9ai37KPB3KuG75NbKyz1JHhsrg7Ie+8jGswNxAPf2sbGSVotEcewrLkOdjHtTgGOoVzrKdp+2yqrHQZlyzo65qPkMPrAx5QkYIn3t+Po3Nfs2ZsONSrdr+v0nKEZOLiRQTsvLXUn/l8qTWIeXjaAx1V93EUBxGI5TRln3/iobXWSBYi1gIHUOFFsyaHMfjkBSEUZJs1wm2G8LTu8cpk5WybQmy7fLxqNT2CE0jCouT/Tq0TBrek56a0thmlpWM5N/ICtbsNN9vzfN47JrmTEc9M90ii+7yo0XKZA1g3ZC7XY53Bsnj8LkNvhruLy+5Ho4DpDjcsKZ2JmsAGNrgqiNZxTi80d0Gx62A709eonqUR111paVa9PwGaZlKoO30R5yEGSFPQ+t93MvwHNiONT8b0TXGi1A7EAW8GQF/fzl2sygN1Kd8LFG26wK/e0eZRDkn0ogJFQ+2Ho1xDxZCCCGEEEIIIYQQQkx5Wlb5ONEIqQMt7wvOJsvKR/bxsHpa2Bcym6utovKyXwNGysT6iJNlOUnHQw4B1WICH4vgNo192VYln6UsTcPUvlWTKiRRLdZ7jOMcv3qzf1vLh/aF51v3Od+D7N/IvjmWSprVkdyjPJP8Yns7feVaB63Dmaq5LbEUhkxoGRbA9RhelOxR2EPtXJl6sS3VIreVvuLQ3Ybli8gKTE9VngkrH9lK0vN49FSLriIxn/ezh7Nqk1WdbADVbmRLZ2UjZ0z0sl2HHmgARlltMOYcVMrJFEZRFKXSrrVq2ygmJ6zMYk86ywM118E/uG02W51lDR1a3Y9aQ2HnqQNL5C3OfoXsEWmV6/lEknItxpuHn8i7fi/KoE8iYykQOct0qO6GujLYGsVRgraF1ej14ikwWSKUQgZtzv6cSaA+NX00CVa1euuQf6N1PLOdPfRD7e3mevr8Mui3qNjtTFc73WzW1XZX6bh2yD8+a0hVxp6H60g9+Ne1vorxuTWuKpGzN28kP0dLtTi6YbUzPdLrqjpLG9e589t9lXR31f2tNEztC51HS/kYynYdep9I4sXI73EcLwPhbNb8jmrVg2OxDGvEaNSKle2a47dsecRfZuzihsdsaeMQLUNl0r76no9ueUn14mnEhIoHWw99fBRCCCFE04mqvoVJ0nKEEEIIIcTEJI2YUPFg66GPjwmpV7lmZZ+d2+f2ALGKiHsObOVjbS84rqelzOJeovozRId7Faxee2ebMTbDKjOud4zO41R8JOsljU02Sj3ZCJL0MgUVhoF9jaNy9FSKSTJTUz3iZKoOqRYL5Ndo9TgX6N7nXtfp3aSiNvwauf2YScu0UdvAfo4Wve21HyHcQ99hZJlmpR4rGz0FuFEG9yi38zFnv0bjPLHy0c8yzWsY5zqQEZtVi57isGp4JPF1y/cCRVZWFsZMmTwdy6RuypNqBIa6iWBVa2WMkqJSUrQnpg6e0pEVd9btRJ5zEameWc1jZUENxgBxMiB7ikJXSeMpyow2CuVAexHI9gwAGc4szAo5Dt5CSkhrmQR4ylBeIIYC01MY8nx+jCZRT8aAfQ59L84EinUq07s+Yl2DgWVivJSw0pE9MTOdrkrPu97gZ6/2yqR1sr2+52NUdMtgT8dKR58zvY68pteN+Pv6AmWmZs/HgVH3RD71ou/Xt3Kte19zVunBdQPOdHcfqUABjJKy0fdrdNVypWFflVeNXCVomeK7qqWsDhDKZu21pUb8FyqD32usMvi3tsB1baknPV9RSiDBft1mtmtSPvIImzhvpaWNbrltXe73iiy1SBzzmdmuhfgH8nwUQgghRNOpVqPU/urhsccewxve8AZ0dXVh9uzZ+PCHP4yhobABPwB87Wtfw2677Yb29nbsscce+P73v+8tUyqVcNZZZ2G77bZDZ2cnDjnkENx///111VEIIYQQYqrQjHhQNB4pHxOSJxVRlQ16CPZ1A4Dp7W4vGquIPDUPG4bB93FjdZPXM2V4PnrqLm+J2lidktxLFPTENL0WA9ulaUs9x+rIoI+kWbn0vSVDeKrOJmV/DmUvtpZphCKz3qzTW/ut5jYsZQmrzgL+jVamas7ux0rIIikMuw01IWeiZsUz+8f2Gtmuu0hRyMpG3v/pMZSPrFLk3s5hahfbDeU1K/XYF3LdiDvN/o0AUK7WVhiy50173j/GBco+y8pHVjVal3kb+3nyNF+TrHzk7KMACllXocptJWe7LlptLStpSKnECsw4LZzn+Tj6z+OXVPkYVaNt9tjdXE5c1q5di0MPPRTz5s3DD3/4Q6xcuRJLly7FqlWrcNNNN9Vc9wc/+AFOPPFEfPKTn8TixYvx4x//GO94xzvQ29uLxYsXb1nuzDPPxNe//nVceeWVmD9/Pi6//HIsWrQIDzzwAObOnZt4P0VrUB522xdWmHlKSBiKOlarxHh8GfauNbdheXs1As83ktVxlhQ0mPGY9sVb39i3ev0Fk2TQjrNNVtDRbK8MSz3pKUGTqBRZlchZpHl+jOuFlwmpYJNcg16W7vD9xEpH9mLMFnw/QlY+evNpnWq7rw6MSOlYbXfrscFTOrrTLw36x2/lxtrHlJWPf1s96C0zROpJfkaOrHvRme7o8Y9FmTIrl4bd7VTp3JeHXDXlpu26atFQZmrT83EbYwSOn60yLaW5W4YR63ujVGpvg9/fAV/Z6EHzKyO1/Rw3LcTXj3/tM2VSPhZ6Op1pjhmr5CGamudjCjFhGjGlSBd9fBRCCCHElOTaa6/FmjVrcN9992HmzJkAgHw+j+OPPx7nnHMOFixYsNV1zzvvPBx33HG49NJLAQCHHHIIHnnkEZx//vlbPj4+99xzuOaaa/D5z38ep5xyCgDgta99LXbccUd87nOfw2WXXdbgPRRCCCGEEKL56ONjQlglFAVUVn3dvgfbNFI+cgZWVhWxqgbwe1/qzX4NGJ6P5OEY6jUwhTZpWH4FvCRDPpJA2EsyjjpuW9WTzfCZTAuuunW8xmP36s06Dfj3KC/jKX5N9aQ7zZ6p7Plo+TUWydOxSErIvk5WPvqKQ+4h5ft8bq/bk8mqPauMkKcjeyv2Vo16cUZo72IglaehWvTUgVQI+yZafo1+GXSuy9SLm/P3hdfpbON9o+vFUED7GbHd6TzXazTsb1TIuapWT1nMnmxGZkPOdl0lZRKvk8mFG3D2fBzre8ceeHFphvJx+fLlOOyww7Z8eASAt771rTjppJOwfPnyrX58fPrpp/HII4/gM5/5jPP7u9/9brzvfe/DSy+9hJkzZ+K2225DpVLBO9/5zi3L9PT04KijjsLPfvYzfXycBISud1ZCAgAoCzAr/7LVsNLaU+uzasZTuhn18JYJKAwtP0JDse2uQz5l1jLkQxv0gOR9ScHz0VSGBhSZQRVjnO3GWYj9GtlbMY4Sks8teTxGoWvB8En0tkvqQC+DdgpwvQFflZgjP0ZWPvLyABBRxnnPX6/NfRZzpmrAz25douf3AI1GW0/Znl8wVI4vbnSfzxyLDFA27LXrfB/AkSH3/uLRaeznaFEiJWNlxLUmYUVqadhSPtKICRodEyfbNcPLhIbZWqrF0XJ9nvDWfM8TPlAGKyUBeKNhvHaf/Bsrw0YMySp6UqTmMh3OtKUkLlvl1qoHeXe2UcUrCT0fpXycnEzgzyJCCCGEmCxUoyi1PwBYv3698zdiDFFasWKF94GxWCxi5513xooVK7Za183zeN3dd98dURThkUce2bLcnDlzMH36dG+5Rx99FNUGvJwLIYQQQkxk0owHResg5WNCPBVVVDsr7gzKRgsA00kRxX5oZTo7VuYs9ktjb7gBzwPS7+Fg9VaGe6Zi5aKmMutew4K8Frn3IkaW7VDvVcheA4iXibtmHYwen2BPTAo+k7yNej0Qk67TCOrNOg34vY6sYozjTcnerqx8ZKVjvuDXo5MUhqx07O10e9v7DEUie7nydc0qRkv5WKS6hzwdWdVoXYId+dq9xZUqez76x5w9CtnTkettZXMeJhkeqyMzJVI+FnyvJl6HjyFXPWu0x9nIbV+DWbapAeIeagDIt9c+xuy9kyn5fk+c3ToKZL+Oc9dX6IIY6/MY8kAeL3bYYQdn+oILLsCFF17o/LZmzRr09fV56/b392P16tVbLXvNmjUA4K3b398PAFvWrVV+qVTCwMAApk2b5s0XkxtPeZV1Az5+PFmPYl6GlVqeUs3yEmRFXZzsxCFCGaBT+ODObVacLNMhladJnKza9ZKkzJBvZJys2965ZmVjYJuG8tHz4uTrh89TEkKqVwDZLrcNzfXPcqajNlftVW3z38k4SOSQh8uIDM/HCisdyQtvI/khryMl5Joh/3i9uN7tNON4cBX5OQ4P+mXwux97LbKfIysSAd/TkacZVkYC/nscl8EZxuNQrwckj66x8OIsb1SL4fnIHvCc8ZnKLBrekxwT8lZYScx+w4DvH+xn0KbWw7hHK1Rulj1VaTTNWM9vwI91q1FrvEuK1kAfH4UQQgjRdNIedv3Xv/7V+bBXLBovnLA7IqIoitVBwctsHs429vetlb+1eUIIIYQQUxkNu56c6ONjSnBPAiumZnT5no895P3GfmijFe4l8XtauAesg3wiC3m3R2PY8FzjvpUooCj0PSJrLh6LOJmqeTNpjFbLxOhk404kTy3JPTwNaOiyCfaVz4uVzTkVAik305C8s+KQrxfOIA34/qYhFad1fPg+5u2w8rHTyFTdQ79N73I/gMwgP1grUzV71LAKup98IjljNODvXxfVvUr9/LGUj+yLSIeQ2zCrt5j9GIvkx+h5PlretyFvRRpu22ZcCly3Qo68Xll9WzEUHdTDXCAPKa/unuLFV8BwbzqrKdl7J1MyesLZm4mVkCPkERVDicOej5UxCo9KOZk6KIpS+vj4j4t12rRpQVVhf3//FhXjWNauXVsz2cxmheOaNWswZ84cZ72x82uV39bWhq6u2hlWxcSHVSOAoSLLcBsfHv3gZUD2N0ybsDwNaZk2ilVpG5Y/WCp4+xLyfAyrB/mIJVFV8TqewpCXj5HN2TuGcbJs03mJSqQ6SxAk+krGgFI2RhZu7/rh42eorDxFJgf33nVsxHukdKx29tECdPzyRkcUB/eshCy4GX9LWf+9boQUg4OkdFw75CodN5Dy8aUB//m9ltSQvI3V5Ak5StsAgDJ58vF0hUdDGO2N58fIqkW69i3lI5dbLdVWPlrxwLZmu7bepXN0TXGcxSOprPcFVjqG3rmsengvtt6Lr3sOqqP+ufY9H934jmNKq01jz8csfVvg0UTse+wrH/1qxiGNmNC6lkVzkeejEEIIIaYkCxYs8LwdR0ZG8OSTT9b8+Lh5Hq/78MMPI5PJYLfddtuy3MqVK70h3A8//DB23XVXc/i+EEIIIYQQkw0pHxMSUlG1kfJo1jS/l42VRdxTwCoZKzOWp3wMZMXl7NcAkCGlo+/14a7jKfssb5DA+1QoEzEQ9ppM8srG24nji8jHg9WS3KvCCinTV3Ic1JKW12S9JPF8DGUHTwKrGEMKRMD3gQxlnrOGP7KHI2eq5vuPVY4A0Nvh9o6z0pHbhp6CXwbfL9xzOZN8I1mRCPjKxW7aN+5NZu9F647jNowPYaFM10LVUD2QR2F7Wx9N11YEAUa2a08dSL3rFd+riDNgexmzY2SV5pu9jTLatkXkz1g1eq0JVmnydj2/RsvzcZSUjQEPyDh4no9pKB+rUSptYT095UuWLMEll1yCVatWYcaMTRlSly1bhpGRESxZsmSr6+24447Ybbfd8N3vfhdvectbtvz+7W9/G/vvv/+W7NmLFy9GNpvF9773PZx66qkAgIGBAfz0pz/F+9///iS7JyYYrBoBgEyRsgJnaqvIredTsP3gYRsxsl2zGo6aLFM96KnwQsTJus3bIEVQvAzRtdWRvkovRlQZUikmGZKTQJHJmBnVQ9vhcx9SbZrbcK+XDGdxZ2JkJfeuMT5vXYaavdvNbh0VXT/GKOfeg1Hez3bNnqn8PGe15FDZf84M0fvCMC0zQEq1IVIgsn8jAKwbJH89GumygbJdj4747QI/E0vDrFwjhXOMZygr5upVCVvL5IodW1ly65QDdeV3MivbdWidPI8+Mkbg+J6PNJ/Vk8Z7S4YbXIbVp6VwDOn5gtPjqGqUUR3lc8tqSjcOZc/HDv7WkFB9mEZMqGHXrYc+PgohhBCi6URRlMoQmXrK+OAHP4gvfOELOProo3Heeedh5cqVWLp0KY4//nhH+XjyySfja1/7GsrlfwbqF198Md7xjndg5513xuGHH46bb74Zt912G2699dYty7z85S/Hqaeeik984hPI5/OYN28errjiCgDAGWecsc37KoQQQggx2UgjJtSw69ZDHx8bBCukZnT6vYGc+ZWVNtxrwt5ngN+Dw9muQ9mvgbB/RpaUkWXyMIkMJVJI7RZHUZetkjqQsxUnUOWxgqwaJ2N2oJfM88BMISt3yFcyDlyPkPIvDiyksIj4vCXodeK6stKxQJma2RMSAHKk3LNUv7W2CQDFgLKRPVanW96utA4rHadTL3Z3Mdwscw9qN6WMZkUiAIySSV9nW23lo6e4M/xicxVS/9FDnj0P2Z8Q8D0KC+2BdtFQTxaox91TLdI2LNVie8Gt61C5dlZpkOeNRb5Qux7gHmlDJs0qTU/5yJ5JhudjlZSPvl8YZ0cMq3c8z8cxzwXOpNnK9PX14Ze//CVOP/10HHvssejs7MS73vUu/Pu//7uzXKVSQYXUIccddxwGBwfxmc98BldccQV22WUXfPe738XixYud5a666ip0d3fj3HPPxbp163DAAQfg9ttvx9y5cxu+f6L5ZNsM5SNlu/b8CVntbj2+WVnESi3OoB0nAzIp1/ysykYblWPFE/uWpaAoDGDWi4+Pka05XG59vpomdaoh4/hGJqoHb4fUt0k8Mb0y+brm45fAM5QVqtlOP8s0ezxWi93uAqzK49gE8J7HTCXrXj8jhsJwhJSOQ/S+tIEUZTw9YJbplpEj9eQAKR/Lo+FjzF6L3vwEysd8wVUtWnnOfXFpbfVknPc8jl05luf3Kx6xZC0TUkuy77q1Dtejjd5BzNbIHCo3ZnYlhucjQyNdcvQwqQz710I1EMOx5yN7EtPAKi9eFFMbfXwUQgghRNNJO9t1XF71qlfhF7/4Rc1lbrzxRtx4443e7yeccAJOOOGEmusWCgVcdtlluOyyy+qqlxBCCCHEVETZricn+viYEqyO6ya1U3+H38fBvmx58jjkXhQrM1Z73u3B4e0WaL7V48O9RoN8o7L9incj1+++aPkXMSHvwDgNSqjXLI4fYZSpvR1WT2aoXnHqycc05CsZB75+rGMeUkMmUU9W6XjFUUsyXFf2dCx2uNe5pXxkjxY+How1n1WL3QGV4mzL25XuOVY6ctvQbfiDca8itwWsdOyysn/TeWmH22Ma5UklU+YM0Ybn2OhG7zennu3u8cgM+2pBLxMfamfNs9STBao7izQ99aChWmwjj6hQZmrT8zFTu01ntWSmQr3Whsom42Wzru3fmCkZGSZL5PHIHpAxYGURez6O9QgK9ZpvjWo1Sp4WkcsRokWIo3xk1TM3e4bFmK/GDmTrNdVxAb+9kDLJWoY1T3GUfLE8C51txmhjYnjObStJfO68Mvj4WMcikAE66GdpbZeUoKkoH9uozFEqM4Gqk++VbHeft0yp3fWBjNpcFV5E8YvlE5gn32d+NyrTc23UKGOYlmGPR1YxDpM/8pChZBs1fPWdetJ86/nL70KVUTdO8NXL/nWcI2Ujq/DiXD+hZzOXEYrb45CG52Oc93HOds14no8x3oM9qB2I0w5y/MuvS5VRP6YOvbd6no8UD7LnY9IPgGnEhIoHWw+lWRRCCCGEEEIIIYQQQjQEKR9TIkvd0j2sbmr3lY9F9iWj3ol8ljKlGr2h7APJykfOfs0ekEDY85Hn+35e9atcWEFn9UywmjRJ70XIrzEOwZ46VjqSwszK2s29kGG15Lb3/nH25zhwvSyFIcPXR5IeL1Y6Fkjp2EPeilZPZj7QcxmnR5WVjn2sUmSFs+Ht2kn7wkpHnu4y7lEWvnIPKysd2c9xE5QtlFSLGfIH4wzRFhnqPfeUf+20TSOrcsiPsZ0yTFqZqttIscC+Up7Sz/SedPelPUfKpDL5M5YN9SB7rNF2sqxKZLWKdcxZLcmej1RGdchXo/L+c4bsUBZUC9/zcUy26wS+XsCmfUmiHLLKEaJZeJlBjQzAGc7qSqpFFsXw8wwAwFlKPeVjjLghcK+zOs7Ca185Vo2jqAso+bzpJCq9NPwb04DrQWrBRBmzmViZzWtn+/bUcCXjucl1Z89QL3t6jMzoXM/2TreMgp8RuVpwl2GP64juDSss5d94xBGXaQn8R8nzcZCyWZfo3LKq0VI5hpSPrHQ036dCI3/ovFnP0Gxb7WWyoUznCL8PpPHOxu9XaSgfWelo5WDgQ8zKRs6GXUzi7ZogtuH2mRWYZrbrgEljNDLoTLMKuIP2lZXHcUkjJlQ82HpI+SiEEEIIIYQQQgghhGgIUj6mhOf5SF5wfR3+oW6LSElDqpc26kWyelr83pja2XlHja66kPKRvVFGYmRSC3k6xlE+lqi3Isc9KTGySHM9PAukGPUI7QvXg/1XcsY3fs9/hVVpXvbr+v0tudctifLR8900yggpQ+NkFPd6COn+KZI6sK/Tneas0xahnt+Coer0PR/d6d6AihHw79uZpI5kpaPnNQhD+UhVZaVjdtTtlQSAjjZXGZAd2OBug5WPfO9YHofsOUY3GK/DSsBNv5EfI9W9wBk5jcx8rDj0sr6OsHow7D1Z6HCPF8iLycoqjTwrPWtvlz3bLC9Gz/ORjk+VVYyGasZTPo74vpD1wh4/ldEx2a4TKnekfBSTgWwMD79MG/kDU1uQy8dQ6tN9xr6RcfCUa+wpBlIzWfcWK9XYbzCJotBTYweyr9bpGQkYnnVxsmGHMmhb+xrya4wB19UjhnrdyyTM5z5UhlUHVjpy9vRQPQ24ntku18+xmndjAsD3UiwFboU4Puq8BCsfq/7eYaTCSkdah6ZZ1Wh5UYbe0Zg43uzeOnQdW9mw29q7AmXwtWD5wwZGkmXC7R7/xseHR2jxSKE2y68xmCHbjTF5RJO1HQ7lefSi9U7PBN8/LfltIP5lFb2lfORy2VuSy2TlYxd9i2gz7pU4SPk4OdHHRyGEEEI0nahaTenjYwrDFoUQQgghRFNIIyZUPNh66ONjQrhniT3qPGWW0cPhZSWlnm/unWC/CMDvfSlRzxxn2u0u+6c85CcyStnYBmhfOKuwBfdMseeGVYdQxtQ47QmfJ89r0VNG+r0z3FPnqRa9um+7m4HXO2iluuSt0jHlfWdf0jiw70fe8BLknlzuQ2PfSAtWVLYV3eu2l+6n6V2uaiSOl2nI58XqYZ3eTd6S1KPKSsfeon9/8T3KSscOUrhYCkyuGh9SVjpmRwa8MjxVIq3jKRZy1Is94nsJstKG1ZO8DctHMgp4PhY7w9muPV9Erhcp/7KGapH9K3MFVm2y8tHIKs1lcr14u7Qv3Ju8abukDGUFKikfqxXDi5J9tlgtyd5efglBKmOzXaunWUwhMtRme9NW5mEehkEBja+a8Z9PSZSOHiHPR5q2XgQ91WECFWJYEWe0+82gEarFOMvX6XlpqTg9JVrAo88rw/JsDqlFEygdPZ9IikUi8oEGDD/GQAhtWtpxrE/vB6xitMST/A5WCrzHhN6/gPp907NGDMlKTy+rNPloVo1zne/odpchdWSOfGwtD8hqoB5JVJtMaBRYHMVhyCeyGMP/3ht9luFY39hXei54hyPO/RSIf3m71rt2xCpfGvlTHfbfB5w6cE6LhJ6PYnKij49CCCGEaDpRpVL3i/rWyhFCCCGEEBOTNGJCxYOthz4+JoS/4rPCkJVatvLRUKiMIe/1fPtlsKpqmHrR2KPOYog8HLnHZ8jzvvD9IRjPgyNBpuFKuXbPEqsU4/SshJSQVg9jlbJXh3rmslQvyxPRS0oZqJe9ndrKRn9+/WqEKvkssRcjYCk/XeKIM/IF8kyl+2dGd5Gmw9mu61U+WvP7KNs191yy0nG64fnIvqycmbrIyscYHjfsC5QdWu9MW6q8DCsfWR3JPaosLjCUj57SjxQLnucjK+7g+w+yL2JblZR/hnrS6+mlfeWeX7MMz5+xtkrRyiqdZQUHKxs5OzhnqjZ6k3NUV84yGJH6wPKNZEVlZcTdt1wMby/2AOLbemw7kNjzMUrJ8zFSsCmah6d8NNRh3EZxG8YjXXJVQ/kXerjG8LVj5VFwDUt5E/IKZBWV5UfoZUVOQenI+8Yembx8DD9Lf5mwT6SXNTr0MhynDaRlWF1r+e2xP2USn0wP9ltmH2jCrBdn2SafZ6531OZ7PnrPI1YxstrLuNC9Vwi6f5KMCGC1ZCCJsJnVnt8hQu9PeWMkUGmERm7QeWgjVaP1HG5rd5cZrayj7VK8bCi++R2Ll4nz7mONDhoLj6RigSHH5ED4mHbQu7bl+cjXTxvVk9t0U/nI74ZJBIOc2Z1iVVbRjxjKRx71VqFM95ER/47Fex9Nmu06hZhQ8WDroWzXQgghhBBCCCGEEEKIhiDlY0I4EyGrptgLjn3dACAz5KpgPI81UrzkTc9Hd7uDJVJZJcgCHMokxhmALULZ2WIpH7nHMEGZ9arf4tSDtzNaru0BGc9HkpRaMYRDfA2y7yj3IMbZd/+YkyLROPesnGXYT8Tq2SxydnhWPna59wZ7MVqqYPaWsTyzxmIpWqcZSs+x9NLx6Cn6vaHck81tAffCWr2hGer5a6NMcplRtxfSysScJaVNdeMGbxlneVI0VDas8evFnj6kWMiWyFfSUBxWA36MrOLMGF5EyNbOul0ldWVkKAwz3P6yJyZnph72M4pH3ItfDGSZDmQQBOB7Om50Va6sEOL5gJ8Ru0IZw7Nt7rlOYtA9NtshZz6Mi7Jdi8mApyizvPVYAUYPfU8BNWopHwP3WZxAglVnXhH130tePBMjE7OXMTvLHofjoJWw2r0kmbrT2G5wnfqPDyswPUL7GudYhK4XK/N7wIuSvaT5XWnTdmtOereKle06imrHiEkea55qMfDqY73HcGzKy3BMze8CAFCmOJ0Vh3mQn6MRZ7EvZJZ9sknpl6flLTzvyQReit58OsieAtE4xiE1JfvKF4x3ei6Wt8PZsK1YP4rI89HbSG1/YcCPs3k0TJG2678t+LDnoxVD16xXpnkxoeLB1kMfH4UQQgjRdPTxUQghhBBC6OPj5EQfHxPCPUvcKzKNvOKs7Fqe5yN7AJFfWFvWz/DGvhOdbW5/X4/h/cGElI+cjW204l42Vk9dKINbMhVe7ekkvn8hNWWcMjyPTFo/jo+kpY4MlcHXYNHrmatdT4vQ8bCySofK8PxXjHqw0pGzWbPSsbfoLm9lguce53zIJ8Y4PKxsZHpIGWl5u3LvZgeplduojz4zamRi5ozHeVIYUg+05y0IIEsqmDL3XJI6LtPR5UxbSkn2ZsrSQz5LHkGc2XpTXakdJG9JzkLteTECfuZYVj6SStHya8wV3H3x/CrpHFSMMjJURrbdLYNVnqxatPwavV5sVlyWw56P3GtdHnbr1SrKRyEmIqz08zwf46j2SImVpfiQldfmb+xpyF64MVRnie7coLKRni3joWK04JdQnraUgd46LLHb9ozjngdkGi/L46HYTItQtmv2lTSUb6wqS3gl14UlwAup8liFF8cPP8+Zlmma/e7zbf79xT6Q5VLtzNSjG1Z7ZXA269wwqSfpnYSVkha83Tiej0H1KB2fUNZpwPaBHIv3PhXDw5Df+3kVy9+TCeUyMNtSak84JmyLSMUYyMgOAGUaLcPvA3w8vDJTaCfF5EEfH4UQQgjRdKR8FEIIIYQQUj5OTvTxMSG+ysyd5qy3VqZCLxMq92KT4qWQ9TO8sdcde0B2BzzrACsDl1sGqxg5067VezOSq93Lwb1MluIuDc/HEao7K/fiKB9D2wn1XsXZt3JAKQqjE7uTVHm+J0n66oKOGB6iSc5Tb6fb+8lKSPZQ7aZ95d5ki5Dno1WvnsD+ttN2LW9XvtZZ6Zj1/BoN3z9qK9j3MBp2M1ebmeh4HfYOpJ7JLJURDfpeggxfxRmul+FpyL9x3TPdnN057FDjeY6x56OlDuTtFlzlp+f5aGWVZmUj7z/PpwyCXlZYYx2uJ6sny4NGvagXmj0fq+2u0piVkZvKqH1fj1U7lmJk2bWIqtWUPj6ql120OJ4JHakWy8M15wPwYkSvTGqzLM8/L6t06N4x7k9PfRNSQsZQ5aVyD4cyVdO0lYU6pE2K016loWwMHY9YmbspM3cw+3cCvHqGlKOA7wPJIxkYYz6r4ViJFSfZbmgZP0Q0FJhs9+rFpu7+c5xuxdgdBfc+5vdNVvpZ2a7zJXe7vE4m465T2miUUaA4gT0gWR1YDCsfuR7e/AQemJ4Ck68No8wOOma8jD/fryuXyiMTeR0z2zXBi3AbHsfzkeNK9lG34JixWqLRMwNubFuIoeJMQhoxoeLB1kPZroUQQgghhBBCCCGEEA1ByseEcG8VKwx7adr0KWNPsTa3V4nVTfmilaHL/a2bes2GSVFnqdK4Z64t664zQL1uoezPAFCo0/ORFYoWIR9Jsx752n6NoTKtcv3p2mXE2rcEvUacdZx7TLmeVja30YDXB68TxzeS4evF6tntI2VjLykf2UOVvRaLcZSPdK/E8WzpCnhcstKR/RyBGEpHzqpstBWe7x/5rrJasLJhrVdGtkwejuwdSL2LVfKEtHwSswFlSUQeiJ7KBoayj7abI6WjqerkMln5yIpDS4GZp/NQJI/LQJnmdlilyCpPXt4qk8sYrl1mecjIdE695eUherZ01s6GDfhZ6/lKdzwfEyofq9VKKn5nVQ2zEU3EU6MYSj9WUnv+jZYCnsuoBMqIo8prhL8glckefiatcM9ayvMqKY0oS3CseoeW4eempdTxslvX7+nICkzOKO612rH2rfY1N15DHjm+Y99hfl6ZirrANuL4SvJoNPb947uaFXUdRqbq0Kgmb9oY8cbZrttoGfZBHM77GcVZUZjv6Kb5rMD08xSEMnOHlJAWIZUiKyUteJ2QZ34sz0c6HrxODOGjobZ1yRnvUzw6iGPEDPmqx1EGsudjaaOrnmTlYwA0mJUAAC7+SURBVJVGyrAHf1zSiAkVD7Ye+vgohBBCiKYjz0chhBBCCCHPx8mJhl0LIYQQQgghhBBCCCEagpSPCWEJNg+B7SmSdL7iG7x6QxBpOpN3py1DVx52XSXL296iO9zFUj7z0GxOzBEy4rWGLwyRxD+0Di9vLpOt3XthDSsODRGPM4w4NPQ4VK9cYH6celhJbXj4Mg/X4GEDnPgECA8J53XiHK9QwhlrWAkPs+6ifeuha5ATzvDQFsAfRsKjJGINm6Bh1bxGKJkMEGOYNZk/Z4yEKpx8IJN1j0+Zh+IayWF46IE3fDkw3xumjfAQtGqRhl1zghUYw4hpqDZ4iIg1NDnQs8lm2bxNAIhoX7yEPDR0kJPYWL9Veag2tfHevhvHh4ehe8Owad+tIdMR3U+8DE+XNlrHmNpSun/SGHYt5aOYDHgJWCx42DUnCfAL9X+y7HzG4LU3RkIVb506hwgDSDQEOEga93AowUw1XG9voC0fQx7KbCT1Ce1LMEmL9Zs31N0tw7I4ydA6Uan2Nefti3Ge/SRqVCbXy0pY5BXKx6Ncez4Adrzh9xjeRibGI4rD3RytZIW6PPw7ZAnUTslj+F0SAIZKbuzB7yT8jjbI758A8iP0fkDDYrl5sZLFcEKZQoe7DA+Z5qHdAJDj40FV9eoR452D34/4GPK7gEXoPZeTS8ZxoOL3c17HyE/pEdr/bJsx7Jpjd2oLsqNuspg4VEfdMkY3uO8DfIw5QSHHj3GR8nFyoo+PQgghhGg+lQqiGJ01ccoRQgghhBATlDRiQsWDLYc+PiaEe1qmd7uqmQ7qAeLkMYDfQ5gtkjqHesK5FwUAil7XibvdCvl8l4yeXu4hLFXdMjqH3XXYUNkyzeXeGl6HGWr3GwdOWmOp/2ptMw65cngdNntmQvViBSJgKTJD6km/DE5yVK8pNQDkAgpV7g1MA6tnl5WPrHTspXU4EQxfw0BY2RgjR43Xa82b4YQz2ZKhDiTlnqdiHCUF3YivyquSoo4VCV5P50ZKlgIgQwqEypBfV2f5QbcMS1GXzVNdWenIKj0r4UwgCUt1w5qa8wFLbVFbDZizktYYButjyXDynBgJZ0LzOYmPZfzNx7A86CsunfnGeeI7rjw8QtOjNacB30CcGTs7YSe3EFMGT32dc9sfbq+jXDixACd2CanQzN88tWA4GUHdKkVLKRlUKcaoBxGM7gLbBICI6uqVyWpCYzPecy+UqM14TjIZXofPtZXkh95DMvTMi/g9hfednu+AoQRltW2MYxy6Br3kTBXj+JDaPp91k514KkbjREVURoZiyLw30syH33V4FFx12N1GJ40E4lgYAAYpTucRN+uG3DIGDMVhqeiWwUq1CiWUayuGE85wGaxqtJSPnPyFlY5eApoY73X+ewsl34zxasgKVIbPkwUfj/bAhr0EYQAypOoNvceYykeOM0fp/uHRREbiUU4Qw6OHyjQ6JsMJn0ru9VZK0H6LyYs+PgohhBCi6URROtmuo0g93UIIIYQQE5U0YkLFg62HPj6mxIxOt5eIVYqZUUPx43mlUC82+brljX42VlhyX1wlIh+GyD/lbVl3He6h4B6fKnUZck8WAGSp14P9MlhE022o4UYDfoSs5LO8BkO9ZiHlH+Cr/0I+kkzIVxEARgP7YvkksoKQ68nHJ46KMVSGRcjjkY+Pda57qKeSVZ3dNJ+vJ6uarIbks8A9itZp5PuYOzLbqqQkGDWUjyX2eKT7nDwfWQ0HGG0Fza+yStFQNfLZ555Lb/kOUtwN+f5i3Oua5SCB1YSGArwyQsdjuLaK01QXUrmsHKlQ+2uqFnm7rL4ghQf3BANAls8Tq0BInVIeZC9P/0Jmr01LgRqqV4Xb34DnY3mjr66scltJ90I6no/VdD4+qpddNBH21jMVdaT4zhbonvPK8JVInm9vR5c7HVKhwVC7Be4d897itpIVmLSOd3xgtJVBRWbAAxG2CtGpR6AOm8oNtCVZ3jfrGJeCyzgYz0n/eqjtJ5yxRhnU3qr/XOTndwzFqncM4yhpQ2XwtOGPyiqyYnvRW8Zdwf+pHHFM6E6Xs/w+5ZfBAjp+f2KP/U4yq5zW7isfB9rdffNjancdVkoCwPAQ+f7RA7xccutVMFSLed9Y0y2TR1sZ3pOsqGOfSFZPWiPLvDL4eBTr93z03nOj2u9gccbZ8fuD965kxTqkfMzSXctK41zBv16q7FdO91x1w1oq0xhxQy/pFVJPjm5wnz18PY2OuOuPJvZ83PaYUPFg66Fs10IIIYQQQgghhBBCiIYg5WNCyvQVf3aX20NYZFmIkZ3N791jPxa3R8PKbFjMu717kdfT4n5frhr1yJDpRluVM2a7l0kpRg8G9zR5KjTqVRop+z1kIQ+OJJmrQ8RRPjKs0OQy2LvSwuqpHIvlO8kKQk+1SD2IVrbrSrt7HviYc+Y+y3+Ee/NCakmrZ5d7FTmbNfcghqY31dWdZv8eP5OhX1c+l9wLmxkiL0bjHvWyV5PfCvs5Vo1M1ayS8eazL6CVrZh6NyuUWZl9YXLtbkY8S3FXJu/JXDv5lmX9fWE8P8YiqQfpeJi+kaQo9Dxv2K9m0D8+bYFMoHxVW8eD6+7Vk3pwWU2aNTKl5vncDtfOcGv5NbKiskLHo0RKR6uMiqd8pGfNmDY9YA+5VaJqSsOuld1QtBBWm8VZ7D1/vTaK/wr+NV2hMrJ0n1cDHrSbFiJvyUAGZFPFGfIoZGVbnHIt9d/YMgJZp4GtZJ4eW0aM7M+evzLPz8bYN1bmB7KDRyVLgVlb+empOEeMOIyPkecbyarFcKZqj4Da38K7flgVzO9C7JMNeOaBmbzvTxkiT+9ToOGaHFNb8LtORPEwj/LhkVE9Bf99wfKBHEvfqDt/yHifWFesfY/m8u46be3+NcpqyAy/g8XwfGRvSfZ49OplvJNxfMHvHJavfAh+PypTPdtjjALj1yN+L+E7wfJ8ZDltxlD5jsX0fByu7elYHVjrTsdQBnIMzSMkM3Tuh+gkDSceDZPCsGvFgy2HPj4KIYQQoulsGmKz7UNkNMxGCCGEEGLikkZMqHiw9dDHx4SwAmq7HrfHjBVjsHo4uNeR1U3cE275yZGSsb3gev74IkW/9yabYc9Hdz5nGmbPEgsv6xf1GpUqvE2/V6RUp3wmTkYzbx3uuTOUfVYm5Zpl0LTliVivb6SlvmTlI2fZ42NuKR/ZO4V9T9jP0/JOqbCKNUeeJbQOX0+An92a65FE+RjMjk6zvcTxgKdYzpAygHvgbc9HUjayHwv1+luZqj3lBD1MOQMyK9kAX+no+f4FPF1MRR31dlYN9UkIriv35OY5a6elfGRF4WBt5aN1fHi7ER1TvmrZRxLw/Sst/8Va9bR6sfPk38nnIcvnwKoXtQ1l8n/KtY3WnA8AFXow+J6PY5ZVtmsxhQi93Jges0PsMUvPmvZOd9pQv3PM6CnqWIVmtc91e/YZZfDzKbCNWL5/lvovVA8i/NIZ2FcYx4OPISsjzWPM9ai9b54PJ3yfzEQv1N5oK/Lm5OuF30GsDNreNVc7VrHwPK09P0/yFiy6ozIAPxt8ZoTqavgp+4XUrmtbW4f7gxF3Ful5nGEffs5uHeP9ahopCPn5Wul2f7BGUq2l7fD7wNpB99wXjRFKeYrT2eePVYycyRoAchXydCTfyJCfI+Cr7lj5yNNxRsV576i0Ch8v612Id5ffQbxXwYqR7TpOZvex2yz4MaPnk87KR3oHsWLGKq1THi7T/NpBHisfhxIqH8XkRB8fhRBCCNF0NOxaCCGEEEJo2PXkRB8fE8I9K+xR18Z+c0YPB/eGsj8P96JkR40suKzMoq6mjoLbe+7n/PW3lMu4PRScaZizY1vkMu7Nzr1GI2X2C/PLYHUkdzLyOp7aFH4vGsPKPkv5yD1cvBkugxWI7G8J+GrBJMpHVgfydjmLntVTV6Uy2HuR6xUnaxxfH3y8+HraVFd3u13s+cg+mgmUjxn2UuEeRvZmBBCxj1B5ODDtl8HZq9nrixUe7NeyaRlSQpBCIY5nX4ZUeJ4HJK1TCmRIBnzlY87ImhfCU/LRvvA2rMx8zOh69xiyqpOnASBHHmus4uR6WMejQpkH2Z+RvRfLQ7Tvxr55+8KKVVreznbt3k+sYixtdOvJvdyb6kqeoNQWlMY8i8pN9PfZUo4QTaJK7XPWUC3ynZ6h+C8TR0VOKrMqC7oTqNCC6xiqPE+l6HkLUhmWCo39BUOej7y80XZymx0izrMlG8e/ksutU6Vo14PiFdo3r16WB2ab68kc8p33sl3HysJN9YijfOTrgerOJeQ5qzuADPs1UuwW5Qo152/aUIzrdGw9vPcroD3PMTPFDfTO1h2R8rHdP148Moz9CJm+Tv/5PTDiHp/QO8dwl698DHk85llxaIy2GqFRFewLGXke8v67D48c4/ej0L5Zo9lCeQpYGWm9CrGvPL+WeO8p1ihCVt+Wavv2ckwJABUaLeP5u3O26xj3KHt+czzIbRZnty7J81GMQdmuhRBCCCGEEEIIIYQQDUHKx4TM6nEzqXVwrwhnqDK++oey9VXpa31uxFdEMaGvye1tfk9dxJ4k1Akyyh4dnM3N6NDwepFytdWBFiXK1B3yUkyS7Tpbco9xPGUf9WzSdCkb7uFhzxJWEYWOHwC0B7JZe/6Nxr7xMWO/Gsaqh7dMwAOT/R2BsMdjnqdZbWr1QrIKMZRFzvJZCpTJasloxPd89PyMSAnp+SwN+fc5K2k4MzV7B1qqPO6ZZOUEKxD97Ni1/QsBoEqehbxOzvA05LqWWdFBqj3LV5KXKW2s7fnIxw8ARkmRy543jKUuZf+d0fXu9ZCj+bzvVg80Hw9ru06Zxr55ZQZ6rXk+AFSorfSV6JH5/3qoVivISPkoJjh8X1vtTY6eN+zpl2EPSCNm8tsL//njViSGT2IoO7GVuZt+47rGUr9VaisZ4ygdmXpV83HUkyEf3zjlhhSZ1vXC63j1yrrrZAv+ecoGspJzu5nJBjxF4Wdl995r4mTS5e16Ps+k9je8J7OkhsySgiwqkF+jQUQZsnnkC+8LqxoBoLPNLYM9H6sRXZP0qOwt+vvG/vcjdD3xO8hGIzu2lQG7FhuM0Q+jpNRjxSGPCLRYS+9tnMmbt2Fmu6Yyunh0XuA9xXoXCmWzLlKMaS3NtzX7yHv7Yt0bPJqR32O854J/T5Y3up6o3vvCQO35FqMb3baDY8TKqFuvIbpGk2a7TiMmVDzYeujjoxBCCCGaTlSpApkUPj4mGP4vhBBCCCFagzRiQsWDrYc+PiZkp9luL1sHd3Hwl/ZAFjXAUEjRdG7IzVAF+B6Pofl+HwlQzLs9ghXqnen0lJCkkjF2LVQvVq7lsv6lyFnfWFHH8xMpHwMeHYDhLcmqO+ruYq9K2/ORfTZrKzCtnjzf8zFTc75FGspHz/uNFKt8Wqx6tZM/paeepG2wMtLyWrR+c+ZzZuoYvWMhz0f2dwSAaNjdTug+58zVgK+24EzLrPSz1HGsSMiwD+AwZ2rmTKkxlCasdCyRmtBQPoaUfN42DAVQNeDHyApMK7tfdiN5DwX21/RWZBUnnZeo4vpOlehcZ0u+YsHLVEh1Z0WQVS9ehlWM3rShkgh5Po71+BlVZkMxhfD8rsin1VK65ait4GXy7BtpZRoOEfDjA8KqEK99MVQy3OaEFIdxFIb8jAtmFI9RZhLlI2Nllw0RUj6m8XLs+S+3GerAQn3PuKzxvN7WMi1y7BPJKmAjWzzDI0iyFL9ku3rcFQzFGI8+4xiJPfZNB31axh9tRvdCRBmRDU1dNXLP5WBgxFZfh3/uWVHI6kFv+Wnt3m9rB902q4cyaOcoNrPeybgePe2sfHT3jX3oLfi9JDTqy1I58sgxjm94G+zvaK3j+cqzqtH4LuCtQ9NxVHzsNc4x9ugG8qE37tnqKLf75BNOylgezceej4oJxVimjOfjY489hje84Q3o6urC7Nmz8eEPfxhDQ/5LvhBCCCHGnyiqIKqm8BdpmI3YOooHhRBCiNYmlZhQ8WDLMSWUj2vXrsWhhx6KefPm4Yc//CFWrlyJpUuXYtWqVbjpppsSlfnK6a7y0cuENVK7xwOAnxWOe/dofmXdKq+IfKA3nL8uc88dALRRD2CessJVAtnbOBMbAOQCnZ+8iuWd4mcfI3VcLuzXaKkO3XXcaSvbNfuXcT24x6cUQ4HJx8zLoM2KTKPMNJSPoX1jwYZ1jHmdEeo99rNw+/XihHaepyPVgz1AMhVfyZYJZYnzvFQMnyW+X9ifke5ZzmQNANGI+1LrrTNUO5sx4GerC3mKsYoRCCsSWB0YR8HAywRVEMa+1auwtJSPYf9KakuNevAvnuohxvEowT23rGxkONu1lS08VHfutY5Yqg3/eLCy0evlNuoR8nxMQ/kYVSvpDLuWx4/YCo2IB/n+4vbYUj6GfP/aqA3Ptxe3suTWy+S2Mg2/Qn4WWcvUOx8wFJZplFmnCi+ON6X1/KmX8VA+mmrbgJKx3uzggK+OjOPR7NWr4N4/XKan6rR8n3lESec0d5o9VjmTN4AM+UZm2uieo+1mjZjRe8eid5tOysodxdAA0YAJT4XHcTkrIwGg2uU+k4fpmksycow9H735RqwfylTNvpGsSLSW4XcMHsHFsYrpoR8ok199rMPF7yn8Ds8jpcwRkay+JW969te18OI9mmbPUKvdC42GYQ9IVjoO0/RIE2NCxYOtx5T4+HjttddizZo1uO+++zBz5kwAQD6fx/HHH49zzjkHCxYsaHINhRBCCCFEI1E8KIQQQgjRHKbEx8fly5fjsMMO2xJoAsBb3/pWnHTSSVi+fHmiYPNVM1yfxFwloKKK4/m40fV09DLPFXwPjir9lukiT4ngVoFMji6DPHluFFzPkmyGesyMToUSdRNFgV4P9pkEgAxtx1PDeR4cRrnU++KrKTl7XVg9yctw9jpWQlqd2lwmqxYZq1eSe/e45457DGMk8kYWtY+pVc16zwurHAGg4Ckdays/vUzVhsox6PnoZbs21JN8H5PCklWL0YhfD8/jkZYpbXA9IdmvBfAVK5xFOeTxAgBV6rnMFjhDdH3ei4CvsmPlXjZGFj1WuITWiaPoYOUnK0tKG41jzPVgDzLuTTeUSN55GKp9TCvDYV+zzCh7/rAXD6kYjQZnZB3Xi7IfGpktGS+7ITXpY6cDdlJbRcpH0WgaEQ+WAu1xHFhpzX6xuXZfqZUjpTmr8uIo7OKo/cZSMdrnNDJTh8qsJvB89JdpfLvA57FZWM/JbOD6CCln42wnkXoysF0eUdFmKHjzFGd5mb1Z+Vj0s1+zt2Sm3X334XWyHEMCqNK7np912y2zs91VaFphOj9rQyOSWNkG+Oq/AYob2jm+MYL9cuDBzu8cljLS9/uv/WJiZdD2lI60jDcqjHaeM1cDQCHHykeup7u8lR+Ay+DYjUdjmSO26JqKhja403QdW7GO5z3Oynz2fDQ8vkNKx5ENbplDdJGm5fko5ePkZEp4Pq5YscILKIvFInbeeWesWLGiSbUSQgghxGZS8Xv8x58QFooHhRBCiNZH8eDkZEooH9esWYO+vj7v9/7+fqxevXqr642MjGBk5J892OvWrQMArF+/Hr2DLzrLbih2O9OZkuv1lVu/1it/dM0aZ7q0lpSP1HuVN8QpeTqF2QG3Bz7bQ35zXuY1ICq661SpZy4ij5IKlWF5PrLikKc5U5jVo8a/cU8KqwfjdKywCq9MvTWs/AOAKsLL1KpI1fBgY7Lsq8S2MUZnepV6/8rkzZkJZIyORQzlI8PnjY9XZHR5RNwjzz6jo+QrObTOXb7ke+tlR8l/kZUT/EDi7NcG7N9YHRpwp9e59zQAVAfdnsvyBpre6JY5ss73jayWKbPcxtrqydKgr7yplGpfh9z7yT2fOaMXO0Pdv7kC9Z5bMtc6aaOspxnDt4qVEiVqB71stIN+Y5odJKUR1Z2VormhsHqSlY1ZUkRx77FFrq32TVceJu9go70pDbn1GCTlZ4U8H9nvZ9N23DIGSBU8MOZ+Gv1HRs+Q4t2jUkJC0aRXjhAWjYgH/9+Tz9XcZhRDChxqb/Kd/siXkDdeGsTJVO0pHflZG0OVGPR4TKB8tNrCemHFJasH48DPyWbh+zOynKv2vpl+ywE1ZRJ4JIPn+Vj0VcCFaa4qsa3bjbPyXeTnWPTvp0yRRnl10PsSeexni/77FGfVjgrudqvFLpq/jua775IAEFVotFWJM2a713m7ofAdohiySMtEnIUafhnDbeQ9TrccX+YFI9jPt9V+N2QKRj6A3Ki7Tp78O/OcLb1M7yDw49JqhUa68Og92rdSwa/XxgE3rsoO03sKvWNkLP/Gje4zqLLena5ucMscXum/c6xd7X5LGF3nvqeUKGv56IAfD69e676XbBxw11lPWcnX0zW5mq63psaEigdbjinx8RHwP3YBm24C6/fNXHrppbjooou833fYYYdU6yaEEEJMNjZs2IDe3t7gcoVCAXPnzsXzD38vtW3PnTsXhYL/kiqE4kEhhBBifGlWTKh4sLWYEh8f+/v7sWaN0Tuwdm1Nf5+zzjoLS5cudZafN28enn322Vg3T1L+23/7b7jnnnsaVv769euxww474K9//SumTZsWXmEb0L7ER/tSP43eD0D7kgTtS3wm433/7LPPIpPJ4GUve1ms9drb2/H0009jdLR+39GtUSgU0N7uq1vE1EbxoM9kaUuBybMvk/G5oH2pj8myL7rv62My7kuzY0LFg63FlPj4uGDBAs/LZ2RkBE8++SROOumkra5XLBZRLPpJBXp7exvaIORyuYY/1ABg2rRpDd+O9qV+tC/xGa/9ALQv9aB9qZ/JdN8neUa2t7crOBQNR/Hg1pksbSkwefZlMj0XtC/1MVn2Rfd9MibTvigmFGOZEglnlixZgttvvx2rVq3a8tuyZcswMjKCJUuWNLFmNqeddlqzq5Aa2pfWZLLsy2TZD0D70qpoX4SYPCgebB7al9ZE+9KaTJZ9mSz7AWhfhEiDTFS3++fEY+3atdhjjz0wf/58nHfeeVi5ciWWLl2KI444AjfddFPsctavX4/e3l6sW7du3HoLGsFk2Q9A+9KqaF9aE+1L6zFZ9gOYXPsiJieKB320L63HZNkPQPvSqmhfWhPti5jsTAnlY19fH375y1+iq6sLxx57LJYuXYp3vetduP766+sqp1gs4oILLjCH3kwkJst+ANqXVkX70ppoX1qPybIfwOTaFzE5UTzoo31pPSbLfgDal1ZF+9KaaF/EZGdKKB+FEEIIIYQQQgghhBDjz5RQPgohhBBCCCGEEEIIIcYffXwUQgghhBBCCCGEEEI0BH18FEIIIYQQQgghhBBCNAR9fIzBY489hje84Q3o6urC7Nmz8eEPfxhDQ0PNrlbdPPHEEzj11FOxzz77IJ/PY4899mh2lRLx/e9/H8cccwx22GEHdHV1Ya+99sKXv/xlVKvVZletbn7xi1/goIMOwqxZs1AsFrHTTjth6dKlWLduXbOrts0MDAxg++23RyaTwR/+8IdmV6cubrzxRmQyGe/vk5/8ZLOrlpivfOUr2HvvvdHe3o7Zs2fjzW9+c7OrVDcHH3yweV4ymQy+853vNLt6dfHjH/8YBxxwAKZNm4Y5c+bg2GOPxaOPPtrsaiXilltuwcKFC1EsFrHDDjvgggsuQKVSaXa1hEidyRIPAooJW5HJGhMqHmwtFA+2HooJxVQh3+wKtDpr167FoYceinnz5uGHP/whVq5ciaVLl2LVqlW46aabml29unjooYfws5/9DAcccACq1eqEDMwA4Morr8S8efPw2c9+FnPmzMEdd9yBD33oQ3jqqafw2c9+ttnVq4vVq1fjwAMPxBlnnIH+/n48+OCDuPDCC/Hggw/itttua3b1tolLLrkE5XK52dXYJm699Vb09vZumX75y1/exNok58ILL8R//Md/4JxzzsEBBxyA1atX49Zbb212term6quvxvr1653fPve5z+GHP/whDjvssCbVqn7+67/+C8ceeyze85734FOf+hTWrl2LCy+8EIcddhgeeughTJs2rdlVjM1vf/tbHH300XjnO9+JSy+9FA8//DDOOeccbNy4EVdccUWzqydEakymeBBQTNiKTNaYUPFg66B4sPVQTCimFJGoyWWXXRZ1dnZGL7744pbfvvnNb0YAoocffriJNaufSqWy5f8nnHBC9OpXv7qJtUnOypUrvd/OPPPMqL29PRoeHm5CjdLluuuuiwBEzz33XLOrkpgVK1ZEXV1d0TXXXBMBiO65555mV6kuvvrVr0YAnPt+ovLwww9HuVwu+sUvftHsqjSEHXfcMVqyZEmzq1EXJ598cjR//vyoWq1u+e13v/tdBCBavnx5E2tWP0cccUS0cOFC57fPfvazUVtbW/T88883qVZCpM9kigejSDHhRGGix4SKB1sHxYOtiWJCMZXQsOsAy5cvx2GHHYaZM2du+e2tb30risUili9f3sSa1U82OzlO96xZs7zf9t13XwwPD2P16tVNqFG6zJgxAwBQKpWaXJPkfOhDH8Kpp56KXXfdtdlVmfLceOON2GmnnbB48eJmVyV17r77bjz99NM4/vjjm12VuiiVSujp6UEmk9nyW19fHwAgiqIm1SoZ9957L4444gjntze84Q0olUr4xS9+0aRaCZE+kykeBBQTThQmekyoeLB1UDzYmigmFFOJyRF5NJAVK1ZgwYIFzm/FYhE777wzVqxY0aRaCeb//t//i+nTp2P27NnNrkoiKpUKhoeH8ac//QkXX3wxjjrqKMybN6/Z1UrED37wA/z5z3/G+eef3+yqbDOvfvWrkcvlsNNOO+HSSy+dkJ4lv/3tb7HnnnvikksuwezZs1EoFHDQQQfhvvvua3bVtplvfetb6OzsxNFHH93sqtTFySefjBUrVuALX/gC1q5di2eeeQYf/ehHsWDBAixatKjZ1auL4eFhFAoF57disQgAekaKSYXiwYmDYsLWQPFga6F4sDVRTCimEvJ8DLBmzZotvQ9j6e/vnxQ9qpOBP/zhD/jqV7+KCy64ALlcrtnVScS8efPw3HPPAdjUQ/Ttb3+7yTVKxuDgIJYuXYpLL710QnmUMNtttx0uuugiHHDAAchkMvjJT36Cc889F8899xy++MUvNrt6dfH888/jT3/6Ex566CFcc801KBQKuOiii3D44Yfj8ccfN9u3iUC5XMb3v/99HH300ejq6mp2deri3/7t37Bs2TK8+93vxoc+9CEAwO67747bbrttS5A2UXjVq16F3//+985vv/3tbwFAz0gxqVA8ODFQTNgaKB5sPRQPtiaKCcVUQsrHGIyVQW8miiLzdzG+PP/883jrW9+K/fffH5/4xCeaXZ3ELF++HHfddReuu+46PPTQQzjqqKMmZK/qpz71KcyZMwcnnnhis6uyTRxxxBE4//zzccQRR2Dx4sX44he/iKVLl+Kaa67B3//+92ZXry6q1SoGBgbwwx/+EMceeyze9KY34Sc/+Qk2bNiA6667rtnVS8z//t//GytXrsS73/3uZlelbu6++2685z3vwUknnYTbb78dP/rRj9DZ2YkjjzzSM1BvdU477TT8/Oc/x3/+539i9erV+PWvf41zzjkHuVxu0gzrFGIzigdbG8WErYPiwdZD8WBrophQTCV0FQTo7+/HmjVrvN/Xrl2L/v7+JtRIbGbdunU48sgj0dnZiZ/85Cdoa2trdpUSs9dee+HAAw/EKaecgmXLluGOO+7AsmXLml2tuvjLX/6CK6+8EhdddBHWr1+PtWvXYmBgAAAwMDCw5f8Tlbe//e2oVCoTbnjK9OnTMWfOHLz61a/e8tt2222H3XbbDQ899FATa7ZtfOtb38KMGTM8b5mJwIc+9CEceuih+NznPodDDz0Ub3nLW7B8+XI89thjuOGGG5pdvbo44YQTsHTpUnz0ox/FjBkzsGjRIpx66qmYPn065s6d2+zqCZEaigdbG8WErYPiwdZE8WBrophQTCX08THAggULPI+CkZERPPnkk573jxg/hoeH8eY3vxkvvPACbr311i2G3JOBffbZB7lcDk888USzq1IXTz/9NEZHR/HGN74R/f396O/vx1FHHQUAOOSQQ3DYYYc1uYbbxkQzfd7M1tqpKIombC/k0NAQbr75Zhx33HET8gXz4Ycfxj777OP8NmvWLLzsZS/Dk08+2ZxKJSSTyeDKK6/ESy+9hD//+c944YUXcMopp+DFF1/Ea1/72mZXT4jUUDzYuigmbC0UD7YmigdbE8WEYioxMVuacWTJkiW4/fbbsWrVqi2/LVu2DCMjI1iyZEkTazZ1KZfLePvb344///nPuPXWWyekCXctfvOb36BSqWCnnXZqdlXqYp999sEdd9zh/P3Hf/wHAOCaa67B1Vdf3eQabhvf/e53kcvlsO+++za7KnXxpje9CS+88AIefPDBLb8999xzeOSRR7D33ns3sWbJ2TxMaKIOsZk3bx7++Mc/Or89//zzeO655zB//vzmVGob6e3txV577YW+vj584QtfwPz58yf8C6YQY1E82JooJmw9FA+2JooHWxPFhGIqkYkmavfNOLF27VrssccemD9/Ps477zysXLkSS5cuxRFHHIGbbrqp2dWri8HBQSxfvhwA8KUvfQlPPvkkrrrqKgDAQQcdhFmzZjWzerH54Ac/iOuuuw6XX345/vVf/9WZt/vuu08oY+tjjz0W++23H/baay90dHTgz3/+My6//HLMmTMH99xzj5cxbKLxq1/9Cocccgjuuece7Lfffs2uTmyOOOIILFq0CHvssQeATcHNddddhw9/+MNbAuiJQqVSwf77748NGzbgU5/6FAqFAi6++GKsXLkSjz766IQ05z766KNx33334ZlnnpmQXmtf/OIXcfrpp+O0007D0UcfjbVr1+Izn/kM/vKXv+Chhx7Cdttt1+wqxub3v/897rzzTuyzzz4YGhrCT37yE3zjG9/Az3/+cxx66KHNrp4QqTGZ4kFAMWErMpljQsWDzUfxYGuimFBMKSIR5NFHH40WL14cdXZ2RjNnzoxOP/30aHBwsNnVqpunn346AmD+3XHHHc2uXmzmzZs3KfYjiqLo0ksvjfbZZ5+op6cn6urqil796ldH5513XrRu3bpmVy0V7rjjjghAdM899zS7KnXxoQ99KHrlK18ZdXR0RMViMdpzzz2j//zP/4yq1Wqzq5aIF154IXr3u98d9fb2Rp2dndGRRx4ZPfLII82uViJWr14dFQqF6OMf/3izq5KYarUaXXvttdHee+8ddXV1RXPmzImOOuqo6P7772921erm3nvvjQ444ICou7s76u7ujhYtWhTdfffdza6WEA1hssSDUaSYsBWZzDGh4sHWQPFg66GYUEwlpHwUQgghhBBCCCGEEEI0BHk+CiGEEEIIIYQQQgghGoI+PgohhBBCCCGEEEIIIRqCPj4KIYQQQgghhBBCCCEagj4+CiGEEEIIIYQQQgghGoI+PgohhBBCCCGEEEIIIRqCPj4KIYQQQgghhBBCCCEagj4+CiGEEEIIIYQQQgghGoI+PgohhBBCCCGEEEIIIRqCPj4KIaYU1WoVe++9N5YsWeL8fvDBByOTycQu56tf/SpyuRweeOCBtKsohBBCCCEajGJCIYQYP/TxUQhRN7/61a+QyWRw4oknxl7mxBNPRCaTif134403binrueeew1lnnYWFCxeir68PhUIB2223Hd74xjfixhtvxOjoaOy633jjjbj//vtx4YUXJtv5f/Df//t/x4477oiPfvSj21SOEEIIIcRERTGhYkIhhIhDvtkVEEJMDY455hjMnz/f+e3HP/4x/vznP+OEE07w5u2zzz4AgG9/+9s4+eSTMTQ0hNe85jV4z3veg97eXjz//PP45S9/ife97334xje+gdtvvz1Yh0qlgosuuggHHXQQ9t9//23an3w+jzPOOAOnn346fv3rX+Nf/uVftqk8IYQQQoipgGJCIYSYeujjoxBiXDjmmGNwzDHHOL8988wz+POf/4wTTzwRBx98sLfOrbfeive85z3o6+vDzTffjMMPP9yZH0URfvzjH+OGG26IVYfly5fj2Wefxfnnn590Nxze+c534swzz8Q111yjQFMIIYQQIgaKCYUQYuqhYddCiJakUqngtNNOQ7Vaxfe+9z0vyASATCaDt7zlLfjRj34Uq8wbb7wRmUwGb33rW7e6TLlcxiWXXIIdd9wRxWIRr3rVq3D11Veby86cOROHHHIIfvCDH2BgYCDejgkhhBBCiNgoJhRCiImPPj4KIVqSO+64A0899RQOPPBALFq0qOayxWIxWF4URfjVr36F3XbbDX19fVtd7l3veheuv/56LF68GCeffDJWr16N0047Dddff725/Ote9zqMjIzgrrvuCtZBCCGEEELUh2JCIYSY+OjjoxCiJdkcuB166KGplLdixQqsXr0aCxcurLncX//6Vzz44IO49tprcfXVV+Ouu+5CPp/HlVdeaS7/mte8BgBw9913p1JPIYQQQgjxTxQTCiHExEcfH4UQLcnzzz8PANh+++1TKe9vf/sbAGDOnDk1l7v00ksxbdq0LdO77rorXv/61+PRRx/Fhg0bvOU3l7e5fCGEEEIIkR6KCYUQYuKjj49CiCnBqlWrAAD9/f01l7N6wTcHu2vXrvXmTZ8+HQDw0ksvbWMNhRBCCCFEo1FMKIQQ448+Pgoh6iab3dR0VKvVrS6zed7mZetl7ty5AIDnnnsu0fpMR0cHAGBoaKjmcr29vd5v+XwewCbDc2ZzeZ2dndtaRSGEEEKICYViwn+imFAIIbaOPj4KIepmczC2uefYYnOvrxW4xeH1r389AOD2229PtD4za9YsAMDq1atTKW8zm8vbXL4QQgghxFRBMeE/UUwohBBbRx8fhRB1s+uuu6JQKOCee+5BuVw2l/nNb34DANhrr70SbeOQQw7BTjvthLvvvht33HFHzWVHRkaC5b361a9GNpvF448/nqg+W+PRRx8FAOy5556pliuEEEII0eooJvwnigmFEGLr6OOjEKJu2tvb8fa3vx0vvvgiPvWpT3nzH3jgAdxwww3o6enBW97ylkTbyOVy+NKXvoRsNou3v/3t+OUvf2ku99Of/hRve9vbguX19fVhr732wh/+8AdEUZSoTha/+93vAAAHHXRQamUKIYQQQkwEFBP+E8WEQgixdfLNroAQYmJy5ZVX4ne/+x0uuugi3HLLLTjooIPQ3t6Oxx57DD/5yU8QRRG++c1voq+vL/E23vCGN+Ab3/gG3v/+92PRokXYb7/98LrXvQ49PT144YUX8Ktf/QpPPvkkDjvssFjlHXPMMbjwwgtxzz33YP/9909cr81EUYTbb78dCxYswKte9aptLk8IIYQQYqKhmFAxoRBChJDyUQiRiNmzZ+Oee+7BBRdcgHK5jGuvvRaf/exn8bvf/Q5ve9vb8Lvf/Q7HHXfcNm/n3e9+Nx5//HF84hOfQKVSwde+9jVcfvnluOWWW/DKV74S/+t//S8sX748Vlnvf//7kcvlcNNNN21zvQDg//yf/4Nnn30WH/zgB1MpTwghhBBioqGYUDGhEEKEyERpas2FEKLFefe7343bbrsNf/nLX9DV1bVNZb33ve/FLbfcgqeeemqbevOFEEIIIcT4ophQCCHGDykfhRBTik9/+tMYGBjAl770pW0q54knnsC3vvUtnHfeeQoyhRBCCCEmGIoJhRBi/NDHRyHElGLHHXfE1772tW3u4f7b3/6GCy64AKeddlpKNRNCCCGEEOOFYkIhhBg/NOxaCCGEEEIIIYQQQgjREKR8FEIIIYQQQgghhBBCNAR9fBRCCCGEEEIIIYQQQjQEfXwUQgghhBBCCCGEEEI0BH18FEIIIYQQQgghhBBCNAR9fBRCCCGEEEIIIYQQQjQEfXwUQgghhBBCCCGEEEI0BH18FEIIIYQQQgghhBBCNAR9fBRCCCGEEEIIIYQQQjQEfXwUQgghhBBCCCGEEEI0hP8PMOggTgrQEiIAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 15 }, { "cell_type": "markdown", "id": "gbl3-0042", "metadata": {}, "source": [ "## Total Heat Flux (Resolved + SGS)\n", "\n", "$$\\langle w'\\theta' \\rangle_{\\mathrm{tot}} = \\langle w'\\theta' \\rangle + q_z$$\n", "\n", "Downward (negative) heat flux throughout the nocturnal period." ] }, { "cell_type": "code", "id": "gbl3-0043", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:52.083532Z", "start_time": "2026-06-02T12:25:51.717344Z" } }, "source": [ "fig, axs = plt.subplots(1, 3, figsize=(18, 5), constrained_layout=True)\n", "\n", "th_plot(axs[0], t_hours, z_w, wTH, 'RdBu_r',\n", " r\"Resolved $\\langle w'\\theta'\\rangle$ (K m s$^{-1}$)\")\n", "axs[0].set_title(r\"Resolved $\\langle w'\\theta' \\rangle$\")\n", "\n", "th_plot(axs[1], t_hours, z_w, qz, 'RdBu_r',\n", " r\"SGS $q_z$ (K m s$^{-1}$)\")\n", "axs[1].set_title(r\"SGS $q_z$\")\n", "\n", "th_plot(axs[2], t_hours, z_w, wTH_tot, 'RdBu_r',\n", " r\"Total $\\langle w'\\theta'\\rangle$ (K m s$^{-1}$)\")\n", "axs[2].set_title(r\"Total $\\langle w'\\theta' \\rangle$\")\n", "\n", "fig.suptitle('Vertical Heat Flux \u2014 GABLS3', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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NpoOCglS0aFHLOvKpDh8+LEmW9edT/2urXqlSpVS5cuVM7+fl5SUfHx+rQ5LMZpM80hwAAOQVk4fZIQeQKr/EVwAAuBIxFpyFWMs1kg3D6gAAuA5xlnsoUN+B1atXy8PDQ40bN5aXl5dCQkK0Zs0aqzorV65UQECAGjduLEm6//775evrq9WrV1vqJCcna82aNQoNDc1yaQgAAPIbs4fJIQeQivgKAABiLDgPsRYAoLAjznIP+XrPxHbt2qlevXqSpI8++kiLFy/W+PHjVbFiRUnS9OnT1apVK40aNUrh4eHas2ePlixZokWLFslsvpUn9fLy0tSpUzV58mSVK1dOTZo00TvvvKPffvtNq1atctnzFRbJ6fYDYyYnAACuQ3wFAADgPMRaAADAXeXbZGJwcLDeeecdnT59WikpKapVq5ZeffVVjR071lKnefPmio6O1uTJk/X++++rSpUqev311zVy5Eiraz355JMyDEOvv/66zp49q/r16ysmJkb169fP68cCAMAuJg+TTHa+jWVK4cWOwor4CgAA24ix4AjEWgAAZESc5R5MhsHC4dl18eJF+fr6atKG/fIuUdJSnn72HTLHzEQAhV3a3xlJf1/W833uUWJi4m33Mkn9HfRFzwdVsoh97wJdvnFTLT/8NFv3BZwt9e92YmKiog5fsDpXEPa38WCZMQDIV67+fUlPPtgg23EOMRbcXWax1vXklGxfwx3HcojhACB3chJrEWe5lwK1ZyIAAAAAAAAAAACAvJNvlznNz1JSDGYjAgBcwuwhuzedNmf/JWQA6fAWOwC4J2IsAAAA5yDOcg8kEwEAKEBMZpNMdi4zZG97d7V9+3bt2LFDX375pU6fPq3z58+rePHiKleunOrXr6/WrVura9euqlixoqu7CgAAHIwYCwAAwDmIs9wDyUTkqfQzOt1x3X0AQMFx+fJlvf7661qyZIlOnjyp1K2kvb29Vbp0aV29elU//fSTfvzxR0VFRcnT01Pdu3fXE088oRYtWri493CF9Ps4MlMRAAAAAAC4O5KJAAAUIGazWWYP+7Y8NiezZbIkvf3225oxY4bOnTunhg0bavTo0WrevLnuvvtulSxZ0lLPMAz98ssv+uqrr7R161ZFR0drw4YN6tGjh1566SXVqFHDhU8BAAAcgRgLAADAOYiz3APJROQpZiICgH1MHiaZ7Fxn3t727mLs2LEKDw/XxIkTddddd2Vaz2QyqVatWqpVq5YGDx6sq1evauXKlZo3b56WLVum6dOn52GvAQCAMxBjAQAAOAdxlnsgmQgAAAql2NhYBQUF5bhdsWLFNHz4cA0ZMkSnT592Qs8AAAAAAACA/INkIgAABYjJwyyTnUtD2NveXeQmkZiWh4eHqlev7qDeAAAAVyLGQmGQfu/nbLdLSbdnNKtOAQBygDjLPZBMBACgADGZzTKZ7QzA7GwPAADgboixAAAAnIM4yz3wHUCeSk4xrA4AAPKb+Ph4vf/++67uBgAAAJAvMbYDAEDhw8xEAAAKELOHWWY7l3awt727O3nypIYNG6aHH37Y1V0BAAB5hBgLAADAOYiz3APJROQp1tUHADs5YJ15FfIA7OTJk1me/+OPP/KoJwAAIN8gxgIAAHAO4iy3QDIRAAAUKoGBgTKZMn+5xTCMLM8DAAAAAAAAhQnJROSp262lz8xFAMiayWz/21yFfdNqf39/zZ07V23atLF5/siRI+rTp0/edgoAALgUMRYAAIBzEGe5B5KJAAAUICaz2e4AqrAHYE2bNtVff/2l2rVr2zx/7do1GUbWL78AAAD3QowFAADgHMRZ7oFkIvIUMw8BAK726KOP6u+//870fLVq1fTee+/lYY9QkCWnSzx7sEQuAAAAAABwMyQTAQAoQEweZpk8POy8RrKDelMw9erVK8vz/v7+GjJkSB71BgAA5AfEWAAAAM5BnOUeSCYiT6XfM5GZigCQM7cCMDuXhrCzPYB/MBMRANwDMRYAAIBzEGe5B74DAAAAAAAAAAAAAGxiZqIDMNsOAJBXzGazzHZuOm1ve3fk4eGh48ePq1q1aq7uCgoY9kwEAPdAjAUAAOAcxFnuge8AAAAFSOrSEPYeOXX06FF16tRJJUqUUPny5TV+/HhdvXo1W20jIyMVHBwsb29v1atXT2vXrs2y/vjx42UymfT444/nuJ+5ZaRLCAEAgMLFVTEWAACAuyPOcg98BxzAw2yyOgAAcCcJCQkKCQnRpUuXtH79ei1YsEBRUVEaNWrUbduuW7dOQ4cOVa9evbRlyxa1a9dOAwYM0NatW23WP3jwoP7v//5PPj4+jn4MAAAAAJB0a3WJtAcAAMgay5wCAFCAuGLT6kWLFik+Pl4HDhxQ2bJlJUmenp4KDw/XlClTVKdOnUzbTps2Tf369dO8efMkSW3btlVsbKymT5+uDh06ZKj/+OOPKyIiQpGRkTnqIwAAgD1cEWMBAAAUBsRZzrV9+3bt2LFDX375pU6fPq3z58+rePHiKleunOrXr6/WrVura9euqlixol334TsAAEABYjKZZTLbeZhy9us/JiZGDz74oCWRKEl9+vSRl5eXYmJiMm13/PhxxcbGKiwszKp80KBB+vrrr3X+/Hmr8qioKB0/flxPP/10jvoHAABgL1fEWIC7SE4xrA4AANIiznK8y5cva+7cuapRo4Y6dOigefPmaffu3Tpz5oxKlCiha9eu6aefflJUVJRGjx6tatWqqW/fvtqzZ0+u78l3AACAQurixYtWR1JSks16R44cyTD70MvLS0FBQTpy5Eim1089l75t3bp1ZRiGYmNjLWWXLl3SxIkT9eKLL6p48eK5fSQAAAAAAADAbb399tuqWbOmpk6dKj8/Pz333HPasWOHLl68qCtXruj06dOKi4vTjRs3FBsbq8jISMuWQ61atVLv3r11/PjxHN+XZKID8AYWACCvOHLT6qpVq8rX19dypC5Fml58fLz8/PwylPv7++vChQuZ9jU+Pl6SMrT19/eXJKu2M2bMUM2aNTVgwICcfBwAAAAO4cgYCwAAAP8gznKssWPHqlOnTjp48KC+//57TZo0SW3atFHJkiWt6plMJtWqVUuDBw/WsmXLdPbsWS1ZskQHDx7UsmXLcnxf9kwEAKAAceQ686dOnZKPj4+l3MvLK/M2JlOGMsMwbJbfrq1hGFblhw8f1ltvvaV9+/bdvvMAAABOwF4+AAAAzkGc5VixsbEKCgrKcbtixYpp+PDhGjJkiE6fPp3j9iQTHcDDfPuBVNiWfiYnnyUA5B0fHx+rZGJm/P39LbMM00pISMiwhGn6dtKtGYoVKlSwapf2fEREhPr166fAwEDLuZSUFF2/fl0JCQny8fGR2ezcoHHKlCk2Z18COZVs/BPbeGQj2Q4AAAAAAJBduUkkpuXh4aHq1avnuB3pXAAAChCzh9khR07UqVMnw96ISUlJOnbsWJbJxNRz6dsePnxYJpNJwcHBkm69UbV8+XL5+/tbjlOnTmnJkiXy9/fX0aNHc9Tf3Jg9e3a2EqsAAMA9uSLGAgAAKAyIs9wD3wG4lIfZZHWw9yQA5D+hoaHavn274uLiLGUbNmxQUlKSQkNDM21Xo0YNBQcHa/Xq1VblK1euVLNmzVS2bFlJ0qpVq7Rz506ro0KFCurZs6d27typatWqOefBsskwDP3yyy+5WgICAAAAAAAAcLb4+Hi9//77Trs+y5wCAFCAmMwmmexc8tOUwyWlx4wZozfeeEM9evTQtGnTdO7cOUVERCg8PNxqZuKIESMUGRmpmzdvWspmzZqlAQMGKCgoSO3bt1d0dLS2bt2qjz/+2FLnvvvuy3BPb29vVa5cWW3atMn5A+ZSdHS0oqOj9dJLL1mWYP3999/VtWtXy+zKgQMHatmyZU5fdhUAAOQtV8RYAAAAhQFxVt44efKkhg0bpocfftgp1yeZ6ADs+5d7fHYAkDOu2LTaz89PO3bs0NixY9W7d28VL15cYWFhev75563qJScnKzk52aqsX79+unLliubOnasFCxaoZs2aWr16tTp06GDXMzjD22+/rdOnT1sSiZI0YcIEHT58WCEhIYqLi9OqVasUEhKiESNGuLCnAADA0VwRYwEAABQGxFmOcfLkySzP//HHH069P8lEAABwW7Vq1dInn3ySZZ2lS5dq6dKlGcqHDBmiIUOG5Oh+v//+e47qO8KhQ4fUvn17y9eJiYmKiYnRgAEDtHLlSt24cUONGzfWu+++SzIRAAAAAAAAeSYwMFAmU+aTsQzDyPK8vUgmAgDgYGlnXTt6xjVvcznPX3/9pYCAAMvXX3zxhW7evKmwsDBJUpEiRdS+fXtFRUW5qosoADycGLgDAJyHGAsAAMA5iLMcw9/fX3Pnzs10S6AjR46oT58+Trs/yUQAAAoQk8ls/zrzJgIwW3x8fBQXF2f5eteuXTKbzXrggQcsZUWKFNHff//tiu4BAAAnIsYCAABwDuIsx2jatKn++usv1a5d2+b5a9euyTAMm+ccge8AXMrDbLI6AABwleDgYG3cuFEXLlxQYmKiVq1apSZNmljtoXjixAlVqFDBhb1EfpdsGJYDAAAAAADAER599FEFBgZmer5atWp67733nHZ/ZiYCAFCAmDw8ZPbwsPsayGjcuHHq16+fKleubJmBOHPmTMv55ORkffHFF2rWrJkLewkAAJyBGAsAAMA5iLMco1evXlme9/f315AhQ5x2f5KJAAAUIKwz7zx9+vTRW2+9pXfffVeS1L9/fw0fPtxyfvv27bpy5Yo6derkqi4CAAAnIcYCAABwDuIs90AyEQAA4H8effRRPfroozbPdejQQfHx8XncIwAAAAAAAMC1SCY6QXJK7vfIKWz7Bqb/rArb8wNATvE2FwAAgOMRYwEAADgHcZbzeHh46Pjx46pWrZrT70UyEQCAAsRkNstktjMAs7M9AACAuyHGAgAAcA7iLOcxjNxPbMspvgMu5mE2WR0AAAAAAKBwOHr0qDp16qQSJUqofPnyGj9+vK5evZqttpGRkQoODpa3t7fq1auntWvXZll//PjxMplMevzxxx3RdaBA8zCZrA4AgPshznIsZiYCAFCAsDQEAACA47kixkpISFBISIiqV6+u9evX69y5c4qIiFBcXJyWL1+eZdt169Zp6NCheuaZZ9ShQwd9+OGHGjBggHx9fdWhQ4cM9Q8ePKj/+7//k4+PT476CAAAYC/iLPdAMtHFCvuegYXteQHAXiazyf4AjJ+9AAAAVlwRYy1atEjx8fE6cOCAypYtK0ny9PRUeHi4pkyZojp16mTadtq0aerXr5/mzZsnSWrbtq1iY2M1ffp0m4Ncjz/+uCIiIhQZGZmjPgIAANiLOMs9MDUBAAAAAAAgj8XExOjBBx+0DHBJUp8+feTl5aWYmJhM2x0/flyxsbEKCwuzKh80aJC+/vprnT9/3qo8KipKx48f19NPP+3YB8im7du3a8qUKWrbtq3uvPNO+fv7q3LlymrUqJEGDx6sd955R3/++adL+gYAANxTYYmz8hIzE+FwaWcbpp95CQCFjaN/DrJpNdxZch5uHA4AQFqOjLEuXrxoVe7l5SUvL68M9Y8cOaLhw4dnqBsUFKQjR45kep/Uc+nfqK9bt64Mw1BsbKxatmwpSbp06ZImTpyoV155RcWLF8/5Q+XS5cuX9frrr2vJkiU6efKkjP/9jvf29lbp0qV19epV/fTTT/rxxx8VFRUlT09Pde/eXU888YRatGiRZ/0EAADOR5zlHkgmAgBQgJjMHjKZPey+BjKXkpKi06dP68yZM7px44bNOq1atcrjXgEAAGdyZIxVtWpVq/Jnn31WM2bMyFA/Pj5efn5+Gcr9/f114cKFTO8THx8vSRna+vv7S5JV2xkzZqhmzZoaMGBAdh7BId5++23NmDFD586dU8OGDTV69Gg1b95cd999t0qWLGmpZxiGfvnlF3311VfaunWroqOjtWHDBvXo0UMvvfSSatSokWd9BgAAzkOc5R5IJsKp0u+JyExFAIVd2p+LZvYuzFcMw9D8+fP1yiuvKC4uLsu6ycnJedSrwsXDlC5uKIAzFdM/AwCg8Dl16pR8fHwsX9t6Wz6VycbvDcMwbJbfrm3q7L/U8sOHD+utt97Svn37stVvRxk7dqzCw8M1ceJE3XXXXZnWM5lMqlWrlmrVqqXBgwfr6tWrWrlypebNm6dly5Zp+vTpedhruDtiNABwD4U9zkpvypQpNpOmzkAyEQCAgsTsceuw9xrIYNKkSXrhhRdUvnx5DRs2TAEBAfL0JFQCAKBQcGCM5ePjYzXIlRl/f3/L2+9pJSQkZFhaK3076dab8xUqVLBql/Z8RESE+vXrp8DAQMu5lJQUXb9+XQkJCfLx8ZHZCcvfx8bGKigoKMftihUrpuHDh2vIkCE6ffq0w/sFAABchDjLaWbPnu30e6RihCwXkg2DGXa5lH6mIgAgh8zmW4e910AGS5cuVe3atfXNN99YLcEFAAAKARfEWHXq1MmwZ09SUpKOHTuWYY+f9O2kW3v6BAcHW8oPHz4sk8lkKYuNjdUnn3yi5cuXW7VfsmSJlixZkqG9o+QmkZiWh4eHqlev7qDeAAAAlyPOcgnDMPTrr7+qWLFiqlKlit3XYzQRAABA0uXLl9WlSxcSiQAAIE+EhoZq+/btVsurb9iwQUlJSQoNDc20XY0aNRQcHKzVq1dbla9cuVLNmjVT2bJlJUmrVq3Szp07rY4KFSqoZ8+e2rlzp6pVq+acBwMAAHCxwhRnRUdHa/jw4VYzMX///XfVr19fwcHBql69usLDw5WSkmLXfZiZCIdLO2uTmYgA4FgmDw+ZPOzctNrO9u6qUaNG+uOPP1zdDQAA4AKuiLHGjBmjN954Qz169NC0adN07tw5RUREKDw83Gr5rREjRigyMlI3b960lM2aNUsDBgxQUFCQ2rdvr+joaG3dulUff/yxpc59992X4Z7e3t6qXLmy2rRpk/MHtFN8fLw2btyohx9+OM/vjbzFuBAAIC3iLOd6++23dfr0acsSrJI0YcIEHT58WCEhIYqLi9OqVasUEhKiESNG5Po+BWJm4uXLl1WlShWZTCbt37/f6lxMTIwaN24sb29v1axZUwsXLrR5jQULFigwMFDe3t665557tGvXrjzoOQAADpa6zry9BzKYOnWqoqOj9d1337m6K3mGGAsAgP9xQYzl5+enHTt2qESJEurdu7ciIiIUFhamJUuWWNVLTk5WcnKyVVm/fv303nvvad26derYsaO2bt2q1atXq0OHDnZ/FM5y8uRJDRs2zNXdyDPEWQAA/A9xllMdOnRIzZo1s3ydmJiomJgYDRgwQJ9++qm+/vpr1alTR++++65d9ykQMxNnz55tlRlOtXfvXvXo0UMPP/ywXn75Ze3Zs0djx45V0aJFNXLkSEu9BQsWaPLkyZo7d66aNGmiJUuWqHPnzvr6669Vv379HPfHw2SyerOK/RMBACj4OnXqpMjISHXu3Fndu3dXw4YNM93U213eqM9vMZY7SDbSvIlv4k18AEDWatWqpU8++STLOkuXLtXSpUszlA8ZMkRDhgzJ0f1+//33HNXPiZMnT2Z5vrCtAEGc5VrEYQAAd4qzsvLXX38pICDA8vUXX3yhmzdvKiwsTJJUpEgRtW/fXlFRUXbdJ98nE2NjY/XWW2/ppZde0iOPPGJ1btasWWrSpIklo9q2bVudPHlS06dP1/Dhw2U2m5WUlKTnnntOEyZM0L///W9JUuvWrVW/fn3NmTNHq1atyvNnAgAg18xm+2cW2rvptZtKSkpSdHS0zp8/b4ktTOkGIQzDkMlkcotkIjEWAABpEGPZLTAwMEPslFZqHFUYEGcBAJAGcZZT+fj4WO0NuWvXLpnNZj3wwAOWsiJFiujvv/+26z75Ppk4btw4PfLII6pdu7ZVeVJSknbs2KH58+dblYeHh2vJkiX6/vvv1bRpU3355ZdKTEy0ZGElycPDQwMGDNBLL72Uq2A22TCYjZhN6T8n1soHAPuYzGaZ7Ayg7G3vriIiIhQVFaUGDRqob9++CggIkKdnvg+Vci0/xlgFQfq33NPORAQAFFzEWPbz9/fX3LlzM90n6MiRI+rTp0/edspFiLP+4apxofQxGjMVAcB1iLOcKzg4WBs3btScOXPk4eGhVatWqUmTJlZ7KJ44cUIVKlSw6z75eoRs3bp1+uGHH7Ru3boM+xcdO3ZM169ft9osU5Lq1q0r6VaQ2rRpUx05ckTSrQ80fb1Lly7pzJkzqlKlis37JyUlKSkpyfL1xYsX7X4mAACQP61du1ZNmzbV3r173TqJKLk2xiK+AgDAPTVt2lR//fVXhgRaqmvXrskoBC/hMJYFAADy0rhx49SvXz9VrlzZMgNx5syZlvPJycn64osvrPZVzI18m869cuWKIiIiNG/ePJv7FcXHx0u6tZFmWqnZ1gsXLljqeXl5qVixYlnWs2XevHny9fW1HFWrVpV0662qtIc9PMwmqwMAgCyZHLBhtcnOpSXc1LVr19S2bVu3TyS6OsbKLL6SJLPJZHXkR8mGYXWk52EyWQ4AQAFCjGW3Rx99VIGBgZmer1atmt57772865ALuDrOkrKOtQAAcAniLKfq06eP3nrrLd11112qVauW5s2bp+HDh1vOb9++XVeuXFGnTp3suk++HS177rnnVKFCBQ0dOjTLepkt65C23Fad1LfhsloWYtKkSYqIiLB8ffHiRYIwAIBrpQZR9l4DGTRt2lS//vqrq7vhdK6OsYivAAD5EjGW3Xr16pXleX9/fw0ZMiSPeuMaro6zJGItAEA+RJzldI8++qgeffRRm+c6dOhgeaHJHvkymXjixAm99NJL2rBhg2U5hsuXL1v+e/nyZcvbWOk/hNSvU8/7+/vr2rVrunbtmry9vS31EhISrOrZ4uXlJS8vrwzlzpxF6O57DLr78wEACq65c+eqXbt22rRpk7p27erq7jhFfoixMouvJCmlECx9BgAA3FN+iLOkrGMtAACA3MqXycTjx4/r+vXr6tKlS4Zzbdu21b333qvdu3eraNGiOnLkiNX0zMOHD0uSZf351P8eOXJEjRs3tqpXqlQpVa5c2ZmPAgCAQ7FptfNs27ZNbdq0UY8ePdS2bVs1atTI5vJUJpNJ06ZNc0EP7UeMBQCAbcRYzuHh4aHjx4+rWrVqru6K0xFnAQBgG3GWe8iXycRGjRpp586dVmUHDhzQE088obffflv33HOPvLy8FBISojVr1uiJJ56w1Fu5cqUCAgIswdb9998vX19frV692lKWnJysNWvWKDQ0NMulITLjYbKemWjvvomFCTMRAcBOLA3hNDNmzLD8eceOHdqxY4fNegU5mZjfYywAAFyGGMspjEK06kBBi7MK28pR6fe6Zn9rAMhDxFluIV8mE/38/NSmTRub55o2baomTZpIkqZPn65WrVpp1KhRCg8P1549e7RkyRItWrRI5v9lqr28vDR16lRNnjxZ5cqVU5MmTfTOO+/ot99+06pVq/LqkQAAQD6XfvDHHRFjAQAAOAdxFgAAcGf5MpmYXc2bN1d0dLQmT56s999/X1WqVNHrr7+ukSNHWtV78sknZRiGXn/9dZ09e1b169dXTEyM6tevn6v7JhuG02YjZvUmWGF7awwAYIPZ7IC3uVgawpbWrVu7ugv5hqtiLFdJ/2Z6+jfXAQCFADEW8khhi7MAACDOcg8FJpnYpk0bm8tjhIaGKjQ0NMu2JpNJEydO1MSJE53VPQAA8oTJw0MmD/sCMHvbw70QYwEAQIwF5yDOAgCAOMtdkM7NhdQ9E1OPHLU1574tAACucvToUXXq1EklSpRQ+fLlNX78eF29ejVbbSMjIxUcHCxvb2/Vq1dPa9eutTp/6dIl9e3bVzVq1FCxYsVUrlw5de7cWd98840zHgVwqmTDsBwAAAAAAADuoMDMTAQAAPrf0hB2vguUw/YJCQkKCQlR9erVtX79ep07d04RERGKi4vT8uXLs2y7bt06DR06VM8884w6dOigDz/8UAMGDJCvr686dOggSbp+/bqKFSumGTNmqFq1akpISNCrr76qkJAQffvtt6pVq1auHxUAACBbXBBjAQAAFArEWXkiJSVFp0+f1pkzZ3Tjxg2bdVq1apXr65NMzAV79kxk30MAKPhc+rPc7OGAdeZz1n7RokWKj4/XgQMHVLZsWUmSp6enwsPDNWXKFNWpUyfTttOmTVO/fv00b948SVLbtm0VGxur6dOnW5KJZcqU0bJly6zatW/fXmXKlNG6des0efLkHPUXyClmEQIAXBFjAYUR42IAUAgRZzmVYRiaP3++XnnlFcXFxWVZNzk5Odf3IZkIAACyFBMTowcffNCSSJSkPn36aPjw4YqJick0mXj8+HHFxsZq7ty5VuWDBg3SsGHDdP78eatrplWiRAl5e3tn+iYVAAAA8r8pU6bIz8/P1d0AAABwW5MmTdILL7yg8uXLa9iwYQoICJCnp+NTfyQTcyF1z8RUuZ2lmOP78rYWABR6JrOHTHa+jZXT9keOHNHw4cOtyry8vBQUFKQjR45k2U5ShmRj3bp1ZRiGYmNj1bJlS0t5SkqKUlJS9Ndff+nFF1+U2WzW4MGDc9RXFGzMEAQAuIorYqzCYPbs2a7uAgAAcDHiLOdaunSpateurW+++UYlS5Z02n1YaBYAgILEZP5nrfncHqZbv/4vXrxodSQlJdm8ZXx8vM03yv39/XXhwoVMuxofHy9JGdr6+/tLUoa206dPV5EiRVSpUiVFRUUpJiZGd9xxR3Y/mVw5fvx4jttMmjTJCT0BAAAu5cAYCwAAAGkQZznV5cuX1aVLF6cmEiWSibmSumdi6uHUe+XRfZzFw2yyOgAA+UfVqlXl6+trOVL3NbTFZMr4M9wwDJvlt2tr/G/2Wfryf/3rX/rmm2/00UcfqVmzZgoNDdV3332XnUfJtfbt2+vs2bPZrj958mS98MILTuxR4eZhMlkdAADAfRmGoV9++UWnT592dVdQCCUbhtUBAMic2WSyOpC/NGrUSH/88YfT70MyEQCAAiR1aQh7D0k6deqUEhMTLUdmM+78/f0tswzTSkhIsMwyzKydpAxtExISrM6nqlSpku6++25169ZN0dHRql69uqZPn57tzyY3fvvtN3Xo0MHSp6xMmzZN8+fPV1BQkFP7BAAA8p4jYyxYi46O1vDhw61iwt9//13169dXcHCwqlevrvDwcKWkpLiwlwAAwFmIs5xr6tSpio6OdvoL+eyZCKe63YxKZisCKIhu97PLqfvqms2SvQGU+da7RD4+PvLx8blt9Tp16mTYGzEpKUnHjh3LsJdi+nbSrb0Tg4ODLeWHDx+WyWSyKsvYRbMaNWqkffv23bZ/9pg/f76eeeYZdenSRdu2bVPx4sVt1nv22Wc1Z84cBQUFaefOnU7tEwAAcAEHxliw9vbbb+v06dNWL5JNmDBBhw8fVkhIiOLi4rRq1SqFhIRoxIgRLuxp4cJ4DAAgzxBnOVWnTp0UGRmpzp07q3v37mrYsGGm430PP/xwru9DMhEAAGQpNDRUs2fPVlxcnMqUKSNJ2rBhg5KSkhQaGpppuxo1aig4OFirV69Wr169LOUrV65Us2bNVLZs2Uzb3rhxQ19//bXT90x86qmnFB8fr+eff169e/fWpk2b5OlpHR7NnDlTs2fPVo0aNbRz505VrlzZqX0CAABwJ4cOHVL79u0tXycmJiomJkYDBgzQypUrdePGDTVu3FjvvvsuyUQAAIAcSkpKUnR0tM6fP693331Xku0th0wmE8lEd5J+Bou7vSnmbs8DAHkudeNpe6+RA2PGjNEbb7yhHj16aNq0aTp37pwiIiIUHh5umX0oSSNGjFBkZKRu3rxpKZs1a5YGDBigoKAgtW/fXtHR0dq6das+/vhjS53Fixfr66+/1oMPPqiAgAD997//1aJFi/Trr79q0aJF9j1rNsybN0/x8fFavHixBg0apNWrV1uCrlmzZmnmzJkKDAzUzp07VaVKFaf3BwAAuIALYqzC4q+//lJAQIDl6y+++EI3b95UWFiYJKlIkSJq3769oqKiXNVFFELszw0A2ZeSZm/ZlNzsM0uc5VQRERGKiopSgwYN1LdvXwUEBGR4Ud4RSCYCAFCAmDw8ZPKwb2mInLb38/PTjh07NHbsWPXu3VvFixdXWFiYnn/+eat6ycnJSk5Otirr16+frly5orlz52rBggWqWbOmVq9erQ4dOljq3HXXXfrggw80fvx4JSQkqGLFirrnnnv0zTffqGHDhrl/0Bz4z3/+o4SEBK1du1ZjxozR4sWLNXv2bM2YMUPVqlXTzp07Va1atTzpCwAAyHuuiLEKCx8fH8XFxVm+3rVrl8xmsx544AFLWZEiRfT333+7onsAAMDJiLOca+3atWratKn27t3rlCRiKpKJLubwvbQAAHnO3WeVS1KtWrX0ySefZFln6dKlWrp0aYbyIUOGaMiQIZm2a9GihdVMRVcwmUxavny5Ll68qHfffVeHDx/Wl19+qSpVqmjHjh2qXr26S/sHAABQUAUHB2vjxo2aM2eOPDw8tGrVKjVp0sRqD8UTJ06oQoUKLuwlAABAwXTt2jW1bdvWqYlEiWQiAAAFi9nDAZtW8zaXLZ6enlq/fr06dOigPXv2qHLlytq1a5fT920EAAD5ADGW04wbN079+vVT5cqVLTMQZ86caTmfnJysL774Qs2aNXNhLwEAgNMQZzlV06ZN9euvvzr9PiQTc8HDZLKadcLsQgBAniEAc6jQ0NAMZSkpKTKZTPLz89Pjjz+e4bzJZNLmzZvzonuFTnJu9l7IZ9h/BwAKKGIsp+nTp4/eeustvfvuu5Kk/v37a/jw4Zbz27dv15UrV9SpUydXdREAAGTBnOb/c825+X9e4iynmjt3rtq1a6dNmzapa9euTrsPyUQAAFBoZbW86qFDh3To0KEM5SaSRQAAADny6KOP6tFHH7V5rkOHDoqPj8/jHgEAALiHbdu2qU2bNurRo4fatm2rRo0aycfHJ0M9k8mkadOm5fo+JBNzIdkwmI0IAIWYK38HmMxmmcxmu6+BW44fP+7qLiCN9LP6CuJMxaz6zKxFAMi/iLEAAACcgzjLuWbMmGH5844dO7Rjxw6b9UgmAgBQmJgcsDSEiaUhUlWvXt3VXQAAAPkBMRYAAIBzEGc51c6dO/PkPiQTXSzt3osS+y8CAAC4C2YiAgAA5E/pV5MgbgOAzKWk+ZmZUgBXEHJ3rVu3zpP7kEwEAKAgMZkkk51LO/A/ygAAANaIsQAAAJyDOMstsNCsiyWnGFYHAABZMpkdc0Bdu3bVt99+m6u2V69e1YIFC/Sf//zHwb2CO0k2DKsDAJCPEWMBLsG4GAAUAsRZboHvAAAAKJROnTqlZs2aqV27dlq6dKkuXrx42zb79+/XhAkTVL16dU2fPl1ly5bNg54CAAAAAAAArsMypwAAFCCGySzDzrex7G3vLg4cOKD33ntPs2bN0vDhwzVy5EgFBwerSZMmqlChgvz9/XX16lVduHBBv/zyi/bv36/ExESZzWb1799fc+bMUWBgoKsfAwAAOAAxFlC4pV1Fgv0TAcCxiLPcA8lEAAAKEkcs7UAAJkkymUwaPny4hg4dqs2bN2vp0qXavXu3li9fnqGu2WxWgwYN1LNnT40cOVKVKlVyQY8BAIDTEGM5XUpKik6fPq0zZ87oxo0bNuu0atUqj3sFAACcjjjLLZBMzAUPk0ke5n/eUrrdmu5p66bHevAAALiW2WxWt27d1K1bN0nSkSNHdPr0acXFxalYsWIqV66c7rrrLvn6+rq4p+7P3fYV5K12AAAkwzA0f/58vfLKK4qLi8uybnJych71CgAAADlBMhEAgILEZLp12HsNZKpOnTqqU6eOq7sBAADyEjGW00yaNEkvvPCCypcvr2HDhikgIECengxHAQBQaBBnOdzx48dVo0aNHLWZNGmS5s2bl+t7Er0BAFCQmM23DnuvAQAAgH8QYznN0qVLVbt2bX3zzTcqWbKkq7sDAADyGnGWw7Vv31579uxRhQoVslV/8uTJeuGFF+xKJvIdyIVkw1Byyj9HjtqmZN3Ww2yyOnJ7HwAAgILGw2SyOgAAQMF3+fJldenShUQi8jViUABAQfLbb7+pQ4cOSkhIuG3dadOmaf78+QoKCrLrniQTAQAoQAyT2SEHAAAA/kGM5TyNGjXSH3/84epuAAAAFyHOcrz58+fr4MGD6tKli65cuZJpvWeffVZz5sxRUFCQdu7cadc9+Q7kgofJevZghvPMLszU7WZmAgBuw2R2zAEgzyUbhtUBAMhHiLGcZurUqYqOjtZ3333n6q4gH0g/ZpZfEKMBgBMRZzncU089paefflp79+5V7969dfPmzQx1Zs6cqdmzZ6tGjRrauXOnKleubNc92TMRAAAAAAAATtGpUydFRkaqc+fO6t69uxo2bCgfHx+bdR9++OE87h0AAEDBNG/ePMXHx2vx4sUaNGiQVq9eLdP/luueNWuWZs6cqcDAQO3cuVNVqlSx+34kE3Mhdc/ETM8z4w4A4CyOeBuLt7mAPJH+zXb24AGAfIwYy2mSkpIUHR2t8+fP691335Uky0BXKsMwZDKZSCYCAOCOiLOc5j//+Y8SEhK0du1ajRkzRosXL9bs2bM1Y8YMVatWTTt37lS1atUcci+SiQAAFCQEYAAAAI5HjOU0ERERioqKUoMGDdS3b18FBATI05PhKAAACg3iLKcxmUxavny5Ll68qHfffVeHDx/Wl19+qSpVqmjHjh2qXr26w+5F9JYLqXsmpnLkTMTCPqsx7fPnp7XzASCt9D+fCvvPbndz6NAhRUdHa+vWrWrYsKF69Oih1q1by8PDw9VdAwAAKHDWrl2rpk2bau/evSQRAQAAHMzT01Pr169Xhw4dtGfPHlWuXFm7du3SHXfc4dj7OPRqAADAqQyTSYadb2MZLLVoxTAMff7554qOjlZ0dLSOHz8uwzBUq1Yt7du3T2+++aZ8fHzUpUsX9ejRQ506dVKpUqVc3W0AAOBAxFjOc+3aNbVt25ZEIgAAhRRxluOFhoZmKEtJSZHJZJKfn58ef/zxDOdNJpM2b96c63vaFclt375dO3bs0JdffqnTp0/r/PnzKl68uMqVK6f69eurdevW6tq1qypWrGjPbfKd2+2ZCACA07A0hMNs2LBB0dHR2rx5sy5cuCAPDw+1atVK48ePV48ePVStWjVdvnxZMTExio6OVkxMjFasWKGiRYuqTZs26tmzp8LCwuTr6+vwvhXWGAsAAJchxnKapk2b6tdff3V1NyyIswAAyGPEWQ738ccfZ3ru0KFDOnToUIby9HtW51SOk4mXL1/W66+/riVLlujkyZMyjFtJNW9vb5UuXVpXr17VTz/9pB9//FFRUVHy9PRU9+7d9cQTT6hFixZ2dRYAAMBR+vTpo1KlSqlTp07q0aOHQkND5efnZ1WnZMmS6t+/v/r376/k5GTt2rVL0dHR2rhxox577DFVqlRJ3bt3d0h/iLEAAIA7mjt3rtq1a6dNmzapa9euLukDcRYAAHAnx48fz/N75iiZ+Pbbb2vGjBk6d+6cGjZsqNGjR6t58+a6++67VbJkSUs9wzD0yy+/6KuvvtLWrVsVHR2tDRs2qEePHnrppZdUo0YNhz9IXnLmnomFfR8u9kkEgNswmW4d9l4DiomJUbt27VSkSJFs1ffw8FC7du3Url07vf766/rhhx/k7+/vkL4QY92SbBSuuAcAkI8QYznNtm3b1KZNG/Xo0UNt27ZVo0aN5OPjk6GeyWTStGnTHH5/4izb0o835dV4zO3GudKed9UYUfqY1IN/2wBgH+Ish6tevXqe39NkGNkftSlSpIjCw8M1ceJE3XXXXdm+ydWrV7Vy5UrNmzdPgwcP1vTp03PVWVe7ePGifH199fT6b+RV4p+AM6+Sie6YaHPHZwJQ+GT1P+JZnbv292XN63W3EhMTbQ6opJX6O+j8sZ/kY+d+fRcvXVLZoHrZui/yRmGOsVL/bicmJur9Q3Gu7o5TMRAFAM539e9LevLBBtmOc4ixnM9szt6yZCaTScnJyQ6/f2GOs6TMY63rN1Os6uXH8Zn80idiOAD4R05iLeIs95KjmYmxsbEKCgrK8U2KFSum4cOHa8iQITp9+nSO2xcmhW0mIgDYw1Vv0wKORox1S/qBGnebqchb7gCAwmjnzp0uvT9xFgAAgP1ylEzMTfCVloeHh0umXwIA4C4Mk1mGnZtO29veHZw6dUrLly9X3759deedd7q6O8RYAAC4GDGW87Ru3dql9yfOAgDAtYizHKtr166aOXOmmjZtmuO2V69e1VtvvaUSJUro0UcfzVHbHCUTM5OSkqLTp0/rzJkzunHjhs06rVq1csSt8oVkw2AGIQDkA4VyJqLJLGVzqagsr1HI7d+/X9OnT9fUqVPVsmVLjR49Wn379pWXl5eru2alsMVYAAC4DDFWoVPY46xC+f9SAADXIM5yqFOnTqlZs2Zq06aNBg8erN69e9926df9+/dr+fLlWrFihS5fvqzIyMgc39euZKJhGJo/f75eeeUVxcVlvceNM9a9BwAAyI1evXrp/Pnz2r17t3bv3q2XX35ZEyZM0MCBAzVq1Cg1aNDApf0jxgIAAHAO4iwAAFCQHThwQO+9955mzZql4cOHa+TIkQoODlaTJk1UoUIF+fv76+rVq7pw4YJ++eUX7d+/X4mJiTKbzerfv7/mzJmjwMDAHN/XrmTipEmT9MILL6h8+fIaNmyYAgIC5OnpkMmO+ZqHyWT1Bld+naWYtl/59Y0z9jsD4O4c/nPNZLb/bSze5pIk+fr6qnv37urevbskKTExUbt379ZHH33k8mRiYY2xCgJH7uvIHooAkI8QYxUaxFkAAOQx4iyHMplMGj58uIYOHarNmzdr6dKl2r17t5YvX56hrtlsVoMGDdSzZ0+NHDlSlSpVyvV97YqWli5dqtq1a+ubb75RyZIl7bkUAADIDgIwp0mfXHQlYiwAAPIYMVahQZwFAEAeI85yCrPZrG7duqlbt26SpCNHjuj06dOKi4tTsWLFVK5cOd11113y9fV1yP3sSiZevnxZDz30UKELvpy5Z2Jhn5lXEGZTAnAPzIxGWjdv3tRff/2lokWLqkyZMq7uTqGNsQq7tDMVmaUIAIBzEGcBAAB3VKdOHdWpU8dp17crnduoUSP98ccfjuoLAAC4ndS3uew9cujo0aPq1KmTSpQoofLly2v8+PG6evVqttpGRkYqODhY3t7eqlevntauXZvh2mPHjlXdunVVokQJVa9eXSNGjNCff/6Z437mVExMjFq2bClvb29VqVJF5cuXV4kSJdSkSRONHTtWMTExLtkrhxgLAIA85qIYC3mPOAsAgDxGnOUW7PoOTJ06VdHR0fruu+8c1Z8CIXXPxNTDkZJTjGwfAID8zx1+dickJCgkJESXLl3S+vXrtWDBAkVFRWnUqFG3bbtu3ToNHTpUvXr10pYtW9SuXTsNGDBAW7dutdTZunWrdu/erdGjR2vz5s2aM2eOdu/erebNm+vy5ctOe65Vq1apW7du2rt3r+rUqaMHHnhA99xzj0qUKKEDBw7orbfeUrdu3VS1alW9/vrrSklJcVpf0iusMVZBkGwYVkdBvw8AAM5w/PjxHLeZNGmSE3qSEXHWLe7w/yl5hbgMAAA7lznt1KmTIiMj1blzZ3Xv3l0NGzaUj4+PzboPP/ywPbcCAACSDJNJhp1vYxk5XD5x0aJFio+P14EDB1S2bFlJkqenp8LDwzVlypQsl1CYNm2a+vXrp3nz5kmS2rZtq9jYWE2fPl0dOnSQJA0cOFCPPfaYTGn61aBBAzVs2FDr16/XkCFDcvqI2TJnzhyVLVtWW7duVcOGDS3lM2fO1KxZs7Rp0yZt2bJFa9eu1YQJE7Rq1Sp9+OGHKl++vFP6kxYxFgAAecsVMZY7a9++vfbs2aMKFSpkq/7kyZP1wgsvWGJGZyLOAgAgbxFnuQe7kolJSUmKjo7W+fPn9e6770qS1UCgJBmGIZPJ5FYBmDP3TMxKTmdBFvT9v273GRf05wOAXHHBptUxMTF68MEHLYlESerTp4+GDx+umJiYTJOJx48fV2xsrObOnWtVPmjQIA0bNkznz59X2bJlra6bqn79+vLw8HDqElS//vqr/vWvf1klEtPq3LmzOnfurJdeekmLFi3SpEmT1K5dO3399dcqVqyY0/olFd4YCwAAl3FBjOXOfvvtN3Xo0EG7d++Wn59flnWnTZum+fPnq2bNmnnSN+Is2Cv97ET2ugaA2yDOcgt2JRMjIiIUFRWlBg0aqG/fvgoICJCnp12XBAAAeeTixYtWX3t5ecnLyytDvSNHjmj48OEZ6gYFBenIkSOZXj/1XPpkY926dWUYhmJjY9WyZUubbffu3avk5GSnbhxdoUKFDJ+BLUWKFNHjjz+uu+++W23atNH8+fM1c+ZMp/VLIsYCAAAF2/z58/XMM8+oS5cu2rZtm4oXL26z3rPPPqs5c+YoKChIO3fuzJO+EWcBAADknF3p3LVr16pp06bav3+/pk6dqhEjRmjIkCE2j5z65JNP1Lp1a5UrV05eXl664447FBERocTERKt6MTExaty4sby9vVWzZk0tXLjQ5vUWLFigwMBAeXt765577tGuXbty88iSnLtnIgAAWTKZHHNIqlq1qnx9fS1HZstKxcfH23yj3N/fXxcuXMi0q/Hx8ZKUoa2/v78kZdr2xo0bmjBhgmrXrq2uXbve7hPJtZ49e2rNmjX67bffslX/vvvuU//+/bVixQqn9SmVs2Ks/BxfSexHkxU+GwBwMgfGWDlx9OhRderUSSVKlFD58uU1fvx4Xb16NVttIyMjFRwcLG9vb9WrV09r167NcO2xY8eqbt26KlGihKpXr64RI0bozz//zHE/c+qpp57S008/rb1796p37966efNmhjozZ87U7NmzVaNGDe3cuVOVK1d2er+kwjuWVRCxryMAOE+e/j8mcZZbsCuZeO3aNbVt29Ypb3BduHBB999/vxYvXqxPPvlEERERev/999WvXz9Lnb1796pHjx5q0qSJtmzZoqFDh2rs2LF65513rK61YMECTZ48WY8//rhiYmJUs2ZNde7cWQcPHnR4vwEAcKrUpSHsPSSdOnVKiYmJlmPSpEmZ39ZG0Ja6/NNtu2xj2ajMrilJjz/+uH766SctX77cqW+JP/vssypVqpQeeOABxcTEZKtNxYoVdfr0aaf1KZWzYiziKwAAMuHAGCu7EhISFBISokuXLmn9+vVasGCBoqKiNGrUqNu2XbdunYYOHapevXppy5YtateunQYMGKCtW7da6mzdulW7d+/W6NGjtXnzZs2ZM0e7d+9W8+bNdfny5Rx/RDk1b948jR49Wlu3btWgQYMsMaAkzZo1SzNnzlRgYKB27typKlWqOL0/qRjLAgAgjxFnuQWTYeQ+7dy2bVv5+/vrgw8+cGSfMrVkyRKNHj1aZ86cUaVKldS5c2dduHBBX331laXO6NGjtWnTJp0+fVpms1lJSUmqUKGCRo8erRdeeEGSlJycrPr166tBgwZatWpVtu9/8eJF+fr66un138irRElLuTPfjmLm4z/4LAD3kfbnpqv+baf/2W1PP7K6Vlbnrv19WfN63a3ExET5+PhkeY/U30Hn/jh927q3c/HiRZWvVCVb95Wk8uXLa/jw4Zo/f75V+V133aXmzZtnGPhIFRMToy5duujIkSMKDg62lH/zzTdq1qyZPv/88wzLnKa+of7BBx+oe/fuuXi6nDl69Ki6dOmi3377TQ0bNtTDDz+sw4cP691331VycrJV3TNnzqh58+YqVqyYfv75Z6f2Ky9jrPwSXyUmJur9Q3EOfz53xd48AGDb1b8v6ckHG2Q7znFljPX8889r1qxZOnHihGUP6RUrVig8PFyHDx/Ocrn3OnXqqH79+lqzZo2lrGPHjkpMTNS+ffskSefPn1eZMmWsXuD68ccf1bBhQy1dujRXM+9yyjAMhYWFae3atRoxYoQWL16s2bNn69lnn1W1atW0e/duVa9e3en9SKuwjmWlj7Wu30yxqlcQxlzySx+JwwC4g5zs/2pOc+7q35f0RLv6+X4sqzDEWekdOnRI0dHR2rp1qxo2bKgePXqodevW8vDwcMj17ZqZOHfuXH388cfatGmTQzpzO2XKlJF0a/mzpKQk7dixQwMHDrSqEx4erv/+97/6/vvvJUlffvmlEhMTFRYWZqnj4eGhAQMGKCYmRnbkUgEAyHOGyeyQIyfq1KmTYW/EpKQkHTt27LbBl6QMbQ8fPiyTyWSVYJSkhQsXasaMGVq4cGGeJBIlqVatWjpw4ICefPJJ/fzzz4qIiNC7774rSQoJCVF4eLiGDx+uLl26qHbt2jp9+rQiIiKc3q+8jLGIrwAA/8/eu8dHUZ79/5/dTbIJhIQoiCgWEaqARQWtVgsKKqi0ikJFLVXwgGIrKli1WuRkVURERYta9FF5bAXUIg9ClRYUW9Q+P/1K1QKtIh6grcgpEJLs+fcHT5J7rsnek3tnZg/J5/165QWzc8/MvaeZa6+5PteH5CbGWrlyJc4+++zGBBcAjBo1CuFwWNs1YcuWLdi0aZPlOgwAP/7xj/G///u/2LFjBwCgU6dOtk4Q/fr1QygUwr/+9S+juWZKIBDA888/j3POOQdPP/00Bg4ciGnTpqFbt25Ys2ZN1m8kAsxlEUIIIdmGcZY/pFIpvPXWW7jlllvQq1cvHHfccZgyZQr+85//4Mknn8TQoUPRqVMn/OQnP8GLL76Iffv2uTqeq54Of/zjHzF48GCMGDECQ4YMwQknnNDsXeFAIIC77roro2MkEgnEYjFs2LABM2fOxPnnn4/u3btjw4YNiEajtiRm3759ARxIXJ544omNCUyZsOzbty/27duHbdu2ZbWdhpd4qaohhJBCpE2eBzNo7dDsPgwYPnw47r77buzcubMxGbJ06VJEIhEMHz487XY9evRA7969sXjxYlx00UWNj7/wwgs4+eSTLQHdokWLMHHiRMycORPXXnut4RNyR/v27TF79mz88pe/xJIlS/Daa69h3bp1Nk+anj174o477sBVV13l+5z8jrEYXxFCCCECD2OsvXv3Wh4Oh8MIh8O24Rs3brTFFeFwGD179rQVY8ntADR7vU6lUti0aZOt+0MD77zzDhKJhLYgzGuKiorw8ssvY9iwYVi3bh0OP/xwvPnmmzjqqKOyNgcV5rIKl3z5/adT85gofQghJJ9Rz2dBt+cyxlmesnTpUixbtgwrVqzArl27EAqFcPrpp+Omm27CiBEj8K1vfQs1NTVYuXIlli1bhpUrV+J3v/sdSkpKMHjwYFx44YW47LLLUFlZaXRcVzcTp0+f3vj/NWvWYM2aNc2OcxOAde/eHdu2bQMAnHvuuXjhhRcAALt37wYAdOzY0TK+qqoKwIE+9Q3jwuEwysrK0o5LF4BFIhFEIpHGZflBJYQQQtoC1113HR599FGMGDECd911F7Zv347JkydjzJgxlgDp6quvxnPPPYd4PN742MyZM3HJJZegZ8+eGDp0aGO7hddee61xzNq1a3HFFVdg0KBBGDp0aGPLCADo3LkzevbsmZXnWVlZifHjxzf2z9+9eze2bduGWCyGLl264LDDDsvKPAD/YyzGV4QQQoh/HHHEEZbladOmWa7tDezevdt2zQUOXE8brrnN0dLrtSQWi+Hmm2/GMcccgx/+8IeaZ+Ce5grOkskkAoEAOnbsiBtuuMG2PhAIYMWKFb7OC2AuixBCCClkGGcdUFh26NAB5557LkaMGIHhw4fb5lteXo7Ro0dj9OjRSCQSePPNN7Fs2TIsX74cP/vZz3DYYYcZdwVzdTPxjTfecLN5i1i5ciVqamrw97//HXfffTfOP/98/PGPf2xcL6WkzT3e3JiGlhDptgcOmIXPmDEj06n7TptQ4BBCSCtDPXdnch5PBQJIuawIM92+Y8eOWLNmDSZOnIiRI0eiXbt2uOyyy3D//fdbxiUSCZvP4MUXX4za2lrce++9mDNnDnr16oXFixdj2LBhjWPeeOMNxGKxRqNqlbFjx+LZZ581e4It4KuvvsLzzz+PH/3oR/j2t7/d7JiqqqrGYDHb+B1jMb4qfFj1Tggh3uJljPXVV19ZlG7NVcs3kO56qruWptvW6Tp8ww034OOPP8Zbb72FoiJX6SBH1MIxyd///nf8/e9/tz3ekufsBcxlEa+RcRkhhBArjLO8ZeXKlTjrrLNQXFzcovGhUAhnnXUWzjrrLMybNw9/+9vfMsp3uXpWZ5xxhpvNW8Rxxx0HADjttNMwYMAAnHTSSVi6dGljC4iGO8UNNCw3vBhVVVWor69HfX09SktLG8ft2bPHMq457rjjDosv0t69e213vgkhhJBskkod+HO7D1OOPvpovP7669oxzz77bLM3/saOHas1np4+fXqzVWR+8t5772Hq1KmYMmUKBg4ciGuvvRY/+tGPtEFoNvE7xmJ8RQghhFjxMsaqqKhotm2mpKqqynbNBQ5cT3XtsRqus7t370aXLl0s26nrVWbMmIGnn34av//973HSSSc5zs0tW7Zs8f0YmcJcFiGEEJJdGGd5y7nnnutq++OPPz6j7Vw2qs0uJ5xwAkKhED799FP07NkTJSUltv62GzZsANDU07bh3+bGdejQAYcffnja44XD4cYPZ0s/pNkkkUxZ/gghpK0RCgYsfzp4ziQqF110EXbs2IGlS5fipJNOwty5c9GtWzdMnDgRH374Ya6nl1UYXxFCCCG5oU+fPrZraSQSwebNm7VJLt11OBAI2Hz25s+fj+nTp2P+/PnG7awypXv37hn9tUYKJdYqxN9Lcs6FNn9CCCH+0ZrjrFxRUDcTGwwsjzrqKITDYZx55plYsmSJZcwLL7yArl27on///gAOVIFVVlZi8eLFjWMSiQSWLFmC4cOHZ62NBiGEEOIFyVTKkz9ywCPxggsuwIMPPoj3338fn376KYYOHYr/+Z//yfXUsgrjK0IIISQ3Mdbw4cOxevVq7Ny5s/GxpUuXIhKJNOs52ECPHj3Qu3dvy3UYOHC9Pvnkk9GpU6fGxxYtWoSJEydi5syZuPbaa43mR7yBsRYhhJC2DuMs7/jqq69w33334ZNPPsnK8VSM2pz+8Ic/xIwZM3DiiScaH6iurg6//vWv0b59e1x//fWO40eOHImTTjoJxx13HMrKyvC3v/0Ns2fPxnHHHYcLL7wQADB16lScfvrpGD9+PMaMGYN169ZhwYIFePLJJxEMHrhPGg6HMWXKFNx5553o3LkzBgwYgKeeegqfffYZFi1aZPw8sg2rqQghpLDx+jye+r8/t/sgdhpuLuaikixbMRbjK0IIIaR5chFjXXfddXj00UcxYsQI3HXXXdi+fTsmT56MMWPGWCrmr776ajz33HOIx+ONj82cOROXXHIJevbsiaFDh2LZsmVYtWqVxatw7dq1uOKKKzBo0CAMHToU7777buO6zp07o2fPnhk/Vx3ZzB3l23xaU6yl/o7JxOudEEJI60G9kZdJgTrjLO/IpW2P0c3Er776CieffDIGDx6Myy+/HCNHjnRsl/Dee+/h+eefx+9+9zvU1NTgueeea9GxTj75ZCxevBizZs1CMpnEkUceiWuvvRY///nPUVJSAgA49dRTsWzZMtx5551YuHAhunXrhnnz5uGaa66x7OuWW25BKpXCvHnz8PXXX6Nfv35YuXIl+vXrZ/L0CSGEENKKufDCCzF58mScfvrpWT92tmIsxleEEEJI/tCxY0esWbMGEydOxMiRI9GuXTtcdtlluP/++y3jEokEEomE5bGLL74YtbW1uPfeezFnzhz06tULixcvxrBhwxrHvPHGG4jFYli7di1OPfVUy/Zjx45t1uvaC7KZO8q3+TDWIoQQQvKD1hpnNdj2rF27FmvXrsXcuXNx880349JLL8X48eMbfZv9IJBKtfxWciqVwjPPPIOZM2fiyy+/RDAYRO/evTFgwAB06dIFVVVVqKurw65du/DJJ5/gvffeQ3V1NYLBIEaPHo177rkHRx55pG9Pxm/27t2LyspK3P7y/4dw+/LGx/NVPdjaKsda2/MhhGQXp3O17hxjep5X9xWNJy3rSoqaOozX76/BfRedhOrqaseERsM16Mt//ce1x9zevXvxrcMObdFx2xJlZWWIRqM4/vjjMXnyZFx66aUoKjKqu8qYthxjNXy2q6ursfDvO503II6E2PqMENKGqdu/D7ecfVyL4xzGWN6Tb3FNvs0n26SLteTvFB2tMR+TrefEuIwQkq8kxG0heb5S16vrTGItxlnZobq6GmvXrsWHH36IKVOm+HYco5uJDSSTSaxYsQLPPvss1q5di127dtnGBIPBxjYO11xzDQ477DBPJpxLeDMxt7S250MIyS6t5WbiF9v+7UkA1v3wrgzABLt27cJvfvMbPPHEE/jyyy9x6KGH4oYbbsB1112Hgw8+OCtzaIsxFm8meg+TVoSQtkymNxMZY3lPvsU1+TafbMGbic3Dm4mEkLZONm8mMs5qHWRUbh8MBnH++efj/PPPBwBs3LgRW7duxc6dO1FWVobOnTvj2GOPRWVlpaeTzRcSqVTe3kBU0c2xNQSC8vm1hudECGkdtPT8y/NWfnHQQQfhF7/4BW677Ta88sorePTRRzFlyhTcc889uPzyy3HTTTdZ+ur7QVuPsXQ/XkjLcfpRSAghrZGGcx+vHflDvsU1+TYfkluYUyKEtHWcfidavHNDPEfmK/F4HN988w1KSkp8L4T3pHdXnz59fE+uEUIIIQRIpg78ud0HSU8wGMTIkSMxcuRIfPzxx3j00Ufx/PPPY8GCBTjnnHMwadIkDB06NCtzYYxFCCGEZAfGWP6Tb3FNvs2HEEIIaa0wzvKelStX4t5778W7776LhuajpaWlOOaYY/D9738f5513Hs455xyEQiHPjpkdI6BWRigQsFQsFYJKkRBCSG6Q1wh1OdPrB686/lNXV4fdu3cDAH7yk5/g1FNPxdy5c/Haa69h1apViMfjOZ5h64RqEkIIIbmEVyFCvMGiZnFQ/FEhSAgh2cFNBxt120x/tzPO8o5FixZhzJgxAIC+ffvi4IMPRn19PT777DOsX78e69evx/z589GlSxf84he/wA033IBgMOiwV2d4M5EQQgghBAcCsN27d2P37t2IxWK29Q2VXslky/1lCCGEEEIIIYQQQgjxinvuuQedOnXCqlWrcPzxxzc+PmPGDMycOROvvvoq/vCHP+DFF1/EzTffjEWLFuGVV17BIYcc4uq4vJnYRnFSw7ASjBBSCLipYvXyPCf35adina0h/GPTpk0IBAK44IILcM4556CyshIVFRXN/kuyg0lVe6b7ddp3a6iWp4ciIaQ1Is9tDefrZIaBDmMsQlqOye+dQunm5VfcSQghhUq683cmsRbjLG/59NNP8dOf/tRyI1HlvPPOw3nnnYcHH3wQTz75JO644w6cddZZ+N///V+UlZVlfFz32kZCCCGEZI1UKuXJH7Hz8MMPo0ePHli2bBkWLlyIkpISDB8+HAMHDsRxxx2H7t27o6qqypPWEIQQQgjJLxhjEUIIIYT4A+Msb+nSpQv27t3rOK64uBg33HAD/vjHP+KTTz7BrFmzXB2X2bAMSKRSSCSb/loj+fj81Dnl07wIIYVJts4p8jjqX6aV88QfbrzxRnzyySd48cUXEQgEcPHFF6Nnz56YN28eampqcj29NkEoELD+BZv+PD1OUL9v3blB9512+ssXEqmU5Y8QQgqRQjjfEpJvFML3pDXEWiqMuwghhYI8XxXa+bYtceGFF2LJkiX47LPPWjT+e9/7HkaPHo3f/e53ro7r6mbiAw88gHfffdfVBAghhBDScpIe/ZHmCQQCGDVqFNatW4d169ZhwIABuOWWW3DEEUfgtttuw1dffZWVeTDGIoQQQrILY6y2A+MsQgghJLswzvKWadOmoUOHDhg0aBBWrlzZom0OPfRQbN261dVxXd1MvP322zFw4EAsXLjQ1SQKDT8r5UnLcVIVEEJyh1PFUqbVTHK/bs4DbrY1qciKJ1OWP7ekUt78EWdOPfVUvPTSS/jnP/+JK664Ao8//jh69uyJH//4x74fu63GWH5VbudLVTurOQkhxD/cnl8ZY+WGP/zhD6itrc3qMdtqnOUGxjCEENL2iMaTaf7MrwOMs7ylqqoKa9asQbt27XD++edjwIABePjhh7Ft27Zmx2/btg2LFi3Ct771LVfHLXK1NYCSkhJcffXVKCoqaja5tmDBAqxevRqLFi1yeyhCCCGEEN946qmnsG/fvrR/hxxyCLZs2YLFixe7bg3REhhjEUIIIaS184Mf/ADf/e538frrr6Njx46NjycSCezZswcHH3ywL8dlnEUIIYSQQuboo4/G+vXrMWPGDPz617/G5MmTEQgcEEuceeaZ6Nq1K8LhML7++musXbsWtbW1ePzxx10d0/XNxEmTJuH999/HuHHjUFRUhNGjR1vW/+tf/8KLL77IAIwQQkibQa3WjcatjRjU5WjCvElDMnXgzw0sJm6ea6+91vZYUVEROnbsiI4dO6JTp0749re/jaqqqqzMhzGWO1g1TwghrRt5nm+IsTKplgcYY+WSww8/HGeddRb+9Kc/NcZZO3bswGGHHYZEIuHLMRlntU7U84KbDlby/MJuWISQtojMZzUQiZpfmxln+UP79u0xe/Zs/PKXv8SSJUvw2muvYd26dXjzzTct43r27Ik77rgDV111lavjub6ZGA6HsWzZMvzgBz/AT37yExQXF+Oiiy5yu1tCCCGENEMqlULKZW8Ht9u3VpYuXYqqqipUVVWhY8eOqKqqQnl5ec7mwxiLEEIIyR6MsXJDIBDA448/jhkzZmDIkCFYvXp1oxrRz9eTcRYhhBCSPRhn+UtlZSXGjx+P8ePHAwB2796Nbdu2IRaLoUuXLjjssMM8OY4rz8QGwuEwli9fju9///u49NJLsXz5ci92m7ckUm2rV3yufIX8pDU8B0LymXzxNM2H73k0kbT81UYTlj+SP4wYMQKnn346+vXrhyOOOCKnNxIbaGsxVigQsPy1dvIlvvLDp5IQQrJNPsR9xJxUKoVAIID58+fj9NNPx+DBg/HNN98AQGOrLr9oa3FWvuJXDNQac1mEEGKKyW89eZ5UfRLroommvxhzWbnkq6++wn333YdPPvkk7Ziqqip85zvfQf/+/T27kQh4dDMRAMrKyrBixQqcfPLJuPjii/GHP/zBq10TQggh5P9IevRHCgfGWIQQQoj/MMbKPfPmzcM555yDM844A//+97+zckzGWYQQQoj/MM7yjvfeew9Tp05F7969ccYZZ+C3v/0tIpFIVo7tus2pSrt27fCHP/wBw4YNw6hRo/DKK694uXvSxpBqJqfKMZPe+Ox3TwqZQvRvKMTKTzdz1nkmWtZF4sb7TgFwKx4qvHeDtJUYy40yrhDPMzoK8VxPCCF+Iq8R6WKsZIbXA8ZYueGuu+5Cu3btGpfnzJmD4uJiDB8+PGtzaCtxVjbR5We8zO24wSTW8jMuU89tbaEzByEkf5Hnun31TTkr9VzFXFZuueiii7Bjxw6sXbsWa9euxdy5c3HzzTfj0ksvxfjx43Hcccf5dmxXysS+ffuiqMh6P7K8vByvv/46+vXrh4suugh//vOfXU2QEEIIIcQPevbsiVtuuQVr165FMtnyGrd//OMfmD17Nr7//e/j1Vdf9WVujLEIIYQQ0haYMWOGrbX8fffdhwkTJqBDhw6+HJNxFiGEEEIKmcrKSlxwwQV48MEH8f777+PTTz/F0KFD8T//8z++HteVMvHjjz9u9vEOHTpg1apVOPPMM7FmzRrf+9xnm1DA6gHW2irhTdE9/2xW0eeqiowQYsfkvNjav5910fQVW7FIzHh/yVQKSZflXG63by306NEDjz32GB5++GFUVVXhhz/8IUaMGIFhw4ahffv2lrFvv/02li1bhmXLluGTTz5BKpVC37590a1bN1/m1lZjLBPaevxFCCFtDXnel8pEtzDGyi+mTp2KqVOn+rJvxlnucfN7z8vjtLbfjoQQ4jWq4tmpE5A859YoCsRovMknMVYXNZ4H4yx/abi5eMEFF/h6HM88EyWVlZX405/+hKFDh6KsrMyvwxBCCCFtipRHfwT405/+hO3bt2PhwoU488wzsXTpUowaNQqdO3fG+eefj0ceeQTXXHMNDj30UAwaNAgPPvggDjnkEMyePRuffPIJPv74Y5xwwglZnzdjLEIIIcR7GGP5x7Rp07B06VJs2bIl11NxhHEWIYQQ4j2Ms/zlwgsvxFtvveX7cTz1TJRUVVXh9ddfR4p3jdNiUqFl2mdet62fsDKMEG/JF08JN7g5fxUi6vOrjSYs69Qq+nideZ954i2VlZUYM2YMxowZg2g0itWrV+OVV17Bq6++ihUrVqCsrAxnn302LrzwQpx//vno1KlTrqcMoO3EWK39XGFCa1dxE0JIc+gq6NMpFaMJbxWLxD133313o8qvoqICxx9/PE444QSccMIJ6N+/P4499lhb29Fc0lbiLBPyNSbzslOWye9qN3GZ9rwm1tFDkRDiJbZzppCZya4Pe2qbFIh1Sm4rXmfeZYv4y+uvv47ly5fj+OOPx+TJk3HppZf6EltlJVpjawhCCCHEG5KpA39u90HslJSU4LzzzsN5550HAPjoo4/Qq1evvK5KZ4xFCCGEeANjLP9Yt24dZs6ciddffx3V1dV466238NZbbzXGMcXFxejTp0/jzcWGG40VFRU5nTfjLEIIIcQbGGf5y7Zt2/Cb3/wGTzzxBK644grcdtttuOGGG3Ddddfh4IMP9uw4vrU5JZkRCgYsfyqJZMryl69ka44mr4fudZX7IoT4j+77mCvcnGPltpF4svGvpjZm+du/L9r0V2PeZx4pIOXyj70hWka/fv3y+kYi8Q75HTb5a20kUintHyGE5Ap5/o3Gk5Y/1+dmxli+8f7772PVqlX41a9+ha+++gr79+/HJ598gsceewxHHXUUotEoNm7ciOeeew4333wzhgwZgqqqKvTs2TPXUyce0NZiKUIIKRScYqt9tbHGv9r90aa/Wuay8o2DDjoIv/jFL/DZZ5/hpZdewjHHHIMpU6bgW9/6FiZMmICNGzd6chzeTCSEEEIIIYQQQgghvvDwww/jwgsvxJ133onDDz8cZWVl6NmzJ66//np8/PHHGDlyJIYMGYK///3vWLx4Me644w6ce+65iEYzSFYSQgghhLRRgsEgRo4ciTfeeAMffvghfvKTn+D555/Hd77zHQwfPhx//OMfXe0/f5rStxFMvM/8PK6Tf5lXaqGWKAYz3dbkuPmkfiLEa/j5zj9qIk1eiPW11l7yUaW3fCISMd53EikkXZZjud2ekELHy3grVx7WuYp16OVDCPETeY5Rz3V+K5gYY/nH1q1bcfHFFze7LhwO47e//S369OmD1157DZMmTUo7lmQX3XcuW7GUm/jGy3wUf3MTQtyixjj58htKnuv21ccty5G6puVIvZLLqjf3TGSclT3q6uqwe/duAMBPfvITnHrqqZg7dy5ee+01rFq1CvF43GEP6eHNREIIIaSAaGzv4HIfhBBCCCGkCcZY/vGtb30L77//ftr14XAYI0aMwH/9139h0qRJWZwZIYQQQrIB4yx/6du3L3bv3o3du3cjFrPf7E3934uXTCZdHYc3E7NAPvaAz9WcslXNxaox0pppbZ/vQnw+TpWqe5T+8XU1VvVhrD7RtJ9I5tVAhBA9hRB/+aVULMTzKiGENEc2lYnEP37yk59gxowZePHFF9OqDqPRKDZv3pzlmRGVbCkRTTA9rkkMZBKXmXT7YhxGCMkmJp1j5LlMLteIHJWqRowqKsVEJAGSX2zatAmBQAAXXHABzjnnHFRWVqKioqLZf91Az0RCCCGkgEimvPkjhBBCCCFNMMbyj1tvvRUDBgzAmDFjcM011+Czzz6zrN+wYQMWLVqETp065WiGhBBCCPETxln+8vDDD6NHjx5YtmwZFi5ciJKSEgwfPhwDBw7Ecccdh+7du6OqqgrBoLvbgbyZ6AOJZMryx+P4sy/dvglpTYSCActftr77JpjOKd/m7xb5/Gvq441/kTrrX31ttPEvUhd13rmgoTWE2z9T/vnPf+Lcc89F+/btccghh+Cmm25CXV1di7Z97rnn0Lt3b5SWluI73/kOXnzxRduYu+++G0OHDkVlZSUCgQDee+8980mSNoX83uXjudGJQpwzIYT4iTwvRuPJxj+n835c+cuEXMVYbYGysjK88cYbOP/88/Ff//VfOProo3Hsscfi3HPPxXe/+10cf/zx2L17N6699tpcT5UouIlRnL6v+ZgXKsSYLJFKNf4RQghgPS/Y/jRxVjSexM6aiOUvWhdv/IvUxSx/pjDO8pcbb7wRn3zyCV588UUEAgFcfPHF6NmzJ+bNm4eamhrPjsObiYQQQgjRsmfPHpx55pnYt28fXn75ZcyZMwe//e1vMX78eMdtX3rpJYwbNw4XXXQR/vCHP+Css87CJZdcglWrVlnGPfnkk4hGoxg6dKhfT4MQQgghhOSI8vJyvPzyy/jTn/6EESNGYNu2bVi1ahXef/99HH744Xj44Yfxy1/+MtfTJIQQQggpSAKBAEaNGoV169Zh3bp1GDBgAG655RYcccQRuO222/DVV1+5PgY9E3OMSd914h/q6+6nnxEhmeDleUC3L6fPerbOR9n6Djo9HxPfi2jcamBcu79JcRgVFVux+trG/yejLVP2qSSRQhLu3gvT7Z988kns3r0b69evb2w/VVRUhDFjxuCXv/wl+vTpk3bbu+66CxdffDHuu+8+AMCQIUOwadMmTJ06FcOGDWsc9+WXXyIYDOLNN9/Eyy+/nMGzMueqq67KaLtAIICnn37a49mQbOLG9yZbvocSvzyA3KJWwuv8OQghpDmkmkbn5SPjrUwViOnIRYzVFjnzzDNx5plnAgCqq6tRXFyMdu3a5XhWbRM3v++y9RtVkq/xkF/HNfJCMxhLCGk76GIpubxrb8SyXK/mthQ/xWTUXJnIOCu7nHrqqXjppZewZcsWPPzww3j88cfx8MMP40c/+hF+97vfZbxf3kwkhBBCCggvWjuYbr9y5UqcffbZFh+bUaNG4aqrrsLKlSvT3kzcsmULNm3ahHvvvdfy+I9//GNceeWV2LFjR+M+3fZtz4Rnn3222ccDgQBSzbxIDY/zZiIhhBDS+shFjNXWqayszPUUCCGEEJIFGGf5y1NPPYV9+/al/TvkkEOwZcsWLF68mDcTc02uVEN++yS2dJ2rKiuqAAkxJlffEyqnm5DPPSKqueprm6q0ovv3WdbF65t6lSdj5srEXLBx40abii8cDqNnz57YuHGjdjsAtpuNffv2RSqVwqZNmzBw4EDvJ9xCtmzZYllOJpO46aab8O677+Kmm27CoEGD0KVLF3z99dd46623MG/ePJx66ql46KGHcjRjYoLJOcok7nFa35ZjGVbEE0JM0SkRJbJ6nhDiLSbfR5N9ednlIVfb+rkvo+Myk06Ir+TL7xndPNycB+S5qy6asCyruSzAqkZMKJ21ktH6jOdA/KE53+mioiJ07NgRHTt2RKdOnfDtb38bVVVVro7Dm4mEEEJIAZFMpZB0+SOyYfu9e/daHg+HwwiHw7bxu3fvRseOHW2PV1VVYdeuXWmPs3v3bgCwbdsQvOi2zQbdu3e3LM+aNQt//etf8be//Q1du3ZtfPyYY47B6aefjiuvvBL9+/fHSy+9hNtuuy3b0yWEEEKIj3gZYxFCCCGEkCYYZ/nL0qVLUVVVhaqqKnTs2BFVVVUoLy/3/Di8mZgF3FRzmfhAeOWzk0tMPMpauh+3+yKEEIlUItbFrNVcdfua+spHaqw3zFLJprHJmHk1VyJ54M8NDdsfccQRlsenTZuG6dOnN7tNoJmKvIaWn07IMQ0tRFuybTZ5+umnMXr0aMuNRJXDDz8co0ePxoIFC3gzMQeYKgRzhVexjG6/Xu/bL5yqZqlcJIQ4KaFkxby/c/EuxiKktWEaZ3nVIcIp3vFyW3W80/wLIQ4jhLQeTNSIuthKxlV76qxKRNUjEQBi+6sb/2/NZZl32WKc5S8jRozIynF4M5EQQghpo3z11VeoqKhoXG5OlQgcUBI2qAxV9uzZk9YvsWE74IBCsUuXLpbt1PX5wtatW1FaWqodU1paiq1bt2ZpRoQQQgghhBBCCCGE5B7eTMxzijyqdvKzmr01KCJ1FKISgJCWovs8Z+uznys1kTxuSVFQu14lKsqh6qJxy3JM6Ssfr6uxrFOruVLxSMsmq+Bla4iKigrLzcR09OnTx+aNGIlEsHnzZpuXotwOOOCd2Lt378bHN2zYgEAgYHksH+jWrRuWLl2Ku+++u9mbirW1tVi6dCm6deuWg9kRiVc+PkD+nN+yNQ/GMoQQP/Gqeh6w+iTKrj1ybPj/YrlEhuc4tt8ibQ2n75+Jp3SuYql8+D0rj+WlR6SrOeWJ9xsh+Yyp/6A6Pmd+ijKXFbLmsqJJa75KjaVkl63qWqsSMVpnzW3F65vyWYFgqPH/ybh1u5bAOKt1EHQeQgghhJB8IZlKIeHyzzQAGz58OFavXo2dO3c2PrZ06VJEIhEMHz487XY9evRA7969sXjxYsvjL7zwAk4++WR06tTJ7Mn7zDXXXIPPPvsM3//+97Fs2bLG57tz50688sorGDhwID7//HOMHz8+xzMlhBBCiNfkIsZqy8TjcXzwwQf44IMPEIvFnDcghBBCSMHCOMtbevbsiVtuuQVr165FMtny/q//+Mc/MHv2bHz/+9/Hq6++anxcKhMzIJFKGVVoqZh4IEq8UikC/lZG5WO1u8nzdaoiI6St4sZTwgSTc4jTd9svH9aoqObaU2tNgETqmhSHiajVF9GtMjEXXHfddXj00UcxYsQI3HXXXdi+fTsmT56MMWPGWNqcXn311XjuuecQjzdVs82cOROXXHIJevbsiaFDh2LZsmVYtWoVXnvtNcsx1q5di2+++QZ///vfAQBr1qzB559/jiOPPBInnXRSVp7nrbfein/+85945plnMHLkSABAMBhsDMxSqRSuvPJK3HrrrVmZD7F+9/LVqydXtAa1YT5U9hJCsotTTMXfXq2HLVu24I033sDAgQNx9NFHW9a9+uqruPrqq7Fjxw4AB1rfz58/H6NHj87FVEkLMPWudvNdzlWnBr98r03nQQghOmzn26D+fKvGWnUxq2fivnqrEjFSb81tJRQFolWZyCKgXNOjRw889thjePjhh1FVVYUf/vCHGDFiBIYNG4b27dtbxr799ttYtmwZli1bhk8++QSpVAp9+/bNqOsWbyYSQgghBUQy5b61g+lv+44dO2LNmjWYOHEiRo4ciXbt2uGyyy7D/fffbxmXSCSQSFiD04svvhi1tbW49957MWfOHPTq1QuLFy/GsGHDLOOmTZuGtWvXNi7ffvvtAICxY8fi2WefNZtwhgSDQTz99NO44oor8Nxzz+HDDz9EdXU1Kisrcfzxx+OKK67AGWeckZW5EEIIISS75CLGas0sWLAA999/Pz777DPL459++ilGjx6N+vp6dO/eHe3atcOmTZswZswYfPvb30b//v1zNGNCCCGE+AXjLG/505/+hOrqarz66qtYtmwZli5dioULF6K0tBRnnXUWzj77bHz00Ud49dVX8c033yAQCOC0007D+PHjceGFF6Jnz54ZHZc3Ez3AqeLKjRrRZD9ulIteVkYVQnU/K8FIIcHPpze4qZaVY6VH4r79os/8vl2N/49H69LuN5VBn/lE8sCfGzLZ/uijj8brr7+uHfPss882e+Nv7NixGDt2rHbbN99803xSPnHGGWfwpmEB4peaxY1Xj5tjme7XZFvGQYQUDiZePjnz7knpYyxdNwsnpaIOee5qWM70nJarGKu18pe//AXHH388unfvbnn8kUceQX19PX72s5/h0UcfBQD8/ve/x49+9CM89thjePrpp3Mx3TaJiWeil3GWlwpBv/JPJnOU603jrGwpIglpKzjFTl7FS258SZ22zbQjYnPr66JNBd81QnlYJ5SJsXprZ61krClnFSwuafy/2nGrpTDO8p7KykqMGTMGY8aMQTQaxerVq/HKK6/g1VdfxYoVK1BWVoazzz4bF154Ic4//3xPrIZ4M5EQQgghhBBCCCGEeMaWLVswePBg2+OvvfYaSkpKcO+99zY+NnLkSAwaNAh//vOfszhDQgghhJDWQUlJCc477zycd955AICPPvoIvXr1QllZmafH4c1EH9ApCE2ruUyqkuRxvVIq5qoyilXzhDSPX98NP/3IJCZ+i15VwZqqi9Txso+8XK7fb63uitZWN/5freSSpBLmfeaTHphO07Q6PfF4HI8++iheeOEFbNq0CbW1tY0ekOvXr8dvfvMb3HzzzTbvH+I/Xp6j/FIT+nkcP8mHuI8Q4h43FfJ+oqoNTZRQgP63tfy961aZyBjLW3bs2IEjjjjC8tiePXuwefNmDBo0CB06dLCsO+GEE/Dee+9lc4ptEp3aMFvKRBOy2SGitZOv1whCso1J1weTsX5iolSUXR5qFWXinlprDqpeLMfraizLqgIx3f9bCuOs7NKvXz9f9subiYQQQkgBkUilXAe0+RIQ5xt1dXUYNmwY3n77bXTq1AkVFRXYv39/4/oePXrgmWeewUEHHYRf/epXOZwpIYQQQryGMZa3FBUVYc+ePZbHPvjgAwDASSedZBtfXl6ejWkRQgghJAcwzmod8GaiBzh5Gbqp4HJTKa7Oy41K0UvyVW3IinzSWslWBWm+frdVTH0v1OVd+yOWdTWieitSl76aKyl8EQPBUOP/M6nmIv5x7733Yt26dZg1axZuvfVWzJgxA3fffXfj+srKSpxxxhl4/fXXeTPRJ0y8Tb2KrwB3Xj2k5egq4FktT4j3ePm9MknemPgempz30ykRSX5y9NFHY/Xq1ZbHVq1ahUAggNNOO802/l//+he6du2arekReKtMNPk+msRwbnyg3fgemhxHrvfzOIQQb/HzO+elAlKdp4yznM45aj5L5rKiIpeViNY5T5a0aYK5ngAhhBBCWk4SQDLl8i/XTyJPWbx4MQYPHozbbrsNgUAAgWaSrkcddRS+/PLLHMyOEEIIIX7CGMtbRo0ahU8++QTXXXcdPvzwQ/z+97/H448/jvLycpx77rm28evWrUOvXr1yMFNCCCGE+A3jrNYBlYk+kI9KICf1pE65mC+VUfkyD9J28NOfwc3nmZ/99OjeM3kedHod1fE7a6zqwqj0TKyV1Vz1jf+X6kNVmZgJiWTK9XUmV54n+c6XX36Jiy66SDumoqIC1dXV2jHEO0wq4t14F7pRQJpUl7vZ1k3Fv5dqAb+uQVQiEuI/atW7l985E3Wh07ZOv1tV5Pmo0TMxw+fGGMtbJk2ahMWLF2PBggV46qmnAACpVAoPPPAA2rdvbxn73nvv4dNPP8V1112Xi6m2KTL1TDT5bnqJG99705jFq84U2VREEkLaBjr/aalUlMtqPkvmsqIRa74qKfJXaj5LzWVlktdinNU64M1EQgghhBAAHTp0wDfffKMds3nzZnTu3DlLMyKEEEIIKUzKysqwbt06PPTQQ3j33Xdx0EEH4eKLL8YFF1xgG/v//t//w4gRI5pdRwghhBBC8gPeTMwAeSfdTSWmE7p+760Bvyrnvawi061nVVjrxsRTr7nxurEmtMZqRK/OZ27eA5Pver3oIx+NWKu54lF9NZeXpFIpJF2aTqdoWt0s3/ve97B8+XJUV1ejsrLStn7r1q1YuXIlLrzwwuxPjthwo3zx1AsjS+fofLkWuIrd6ItIiCMm/jr5chwnj8Q6JU4qKdI7rchzTFgZ73S+aVgfzPD8yBjLe8rLy3HXXXc5jrv22mtx7bXXZmFGRMXp91Fck/eS30epXDTpfqXDz9yOVx6JTvtygjkmQvIHV8rhkHedZJzUhyp1Ih8lx9Yq+SyZy0qKsV531rLsm3FWq4CeiYQQQkgBkUh580fs3Hrrrdi1axfOPvtsvP3224jHDwTatbW1WL16NYYNG4ZYLIbJkyfneKaEEEII8RrGWIQQQggh/sA4q3VAZaIHGFXGG1ZkZ6tCycsqsrZUkZUvKgGSObl6D3N1HL8Uzn5WarpBnUddzFphFRaV8bY+84mm5fr9VmViTFZzJUQ1VyK9MtFS2ZXyrsqLuOf000/Hr3/9a9x4440YNGhQ4+MdOnQAAIRCIcyfPx8nnnhirqbY6tFVyJuqi72qNvfz/JUtX8RsKTONvYk0laVULRJSuDhVyKtEHFSNKuk8Ekn+smvXLtTX16Nr164I/N95/e2338Zf/vIX29jjjjsO5557bran2OZQr9vy++fGQ9qrOQH6Dl1e/u7Ml9+sJniqiPTJR5cQ0jxuzrEyttKxT+Sr6vY1eSbKXFYioY/D1PxVqKik6fFUy+M34g9XXXVVRtsFAgE8/fTTGR+XNxMJIYSQAiLpQWsIt9u3ZiZMmIAzzjgDTzzxBP76179i165dqKiowCmnnIKf/vSnOPbYY3M9RUIIIYT4AGMsb9m1axeOOuoonHjiiVi9enXj43/84x8xc+ZMW6uyyspKbN68GQcddFC2p0oIIYQQn2Gc5S3PPvtsRtvxZmIOsHkmuvggO21rUh3kpYegqlTUqRSd5lEIlV1+4pevo9Nx2vrrXoiYfG+y9bnKFl76Huoq1uui1gqsg9uXWJZl1bxa+RWptyoTI3XSMzFiWZZ95lUsysSkuTJRXoMyoTV68HpJnz598Mgjj+R6Gm0SE28Ik315qdLOF1WjGxg3EEJMMamm11XPy/O6SSznpExsWM70nMYYy1v++7//G/v27cPs2bObXf/MM880/n/37t2YPHkynn/+edx4443ZmmKbRP0OmsRZttyV2NRNrCVzTq66HvgUh7mJ/9z83pVkK+6kzzUpJLLlN+0lTt91ub5Wia2czjE1Mn+lLMej0iNRP49AqClnpeayAkFz5zzGWd6yZcuWnBw3bz0TX3zxRVx44YU44ogj0L59exx33HF4/PHHkUxaP/QrV65E//79UVpail69emH+/PnN7m/OnDk48sgjUVpaiu9+97t48803s/AsCCGEEELyB8ZXhBBCCMkGK1euRJ8+fdK2hx87dmzj380334yTTjoJK1asyPIsvYexFiGEEEL8pnv37hn/uSFvlYkPPvggunfvjgceeABdunTBG2+8gRtvvBGfffYZHnjgAQDAO++8gxEjRuCKK67A3LlzsW7dOkycOBElJSW45pprGvc1Z84c3Hnnnbj33nsxYMAALFiwAOeddx7+93//F/369TOeWzyZQkjj4WOCowJJra5wqPyybVvg6qVCrJo38s/Mkvek232R9PB1LSxk5a30CKkRveP3KdVbdiWiteI+GYtali3qQ4Fa2YWUeU0PW0P4x9ChQ3HFFVdg5MiRaN++fa6n4wv5HF8BZr6IJlXfufLTMd3WTeyWD4pIv3x8AFbEE5JrdOcnE3WTk0eiVCiZKBPdwhjLWz766CP88Ic/bPH4E044Aa+++qqPM8oO+R5rWZSJDl5ZWuTPGE2+yik+iHuoNHGj+st0v6bkY77GSdnFuIz4gYlvZ758BrWdGlIt/y1rsl8AqK5ryjmVlxZb1sk4bE+tVZmoqhGdPBJVX0QASMSbjhtU16Va7uHYAOOs1kHe3kxcvnw5Onfu3Lg8ZMgQ1NTU4LHHHsOvfvUrhMNhzJw5EwMGDGjs8zpkyBB8+eWXmDp1Kq666ioEg0FEIhH86le/ws0334yf//znAIAzzjgD/fr1wz333INFixbl5PkRQgghmZBIHfhzuw9iZ82aNVizZg2uv/56XHjhhbj88ssxdOhQBDNo4ZGvML4ihBBCmocxlrfs3LkThxxyiO3x008/HXfeeaft8UMOOQS7du3KxtR8hbEWIYQQYodxVvZIJBLYsWMHIpFIs+u/9a1vZbzvvL2ZqAZfDfTv3x/19fXYtWsXDjroIKxZswazZs2yjBkzZgwWLFiADz74ACeeeCLefvttVFdX47LLLmscEwqFcMkll+DBBx9EKpVCwLCaweaZ6KPCzGkeuuOYVGTJsWpFqKwSM/FQzMeKq0LB0+r+PFArFCJ+9uJmn29/kBVZJUVNN4H21VvVhVKJKPvKVyvVXDExVvaVlx6J6frKA9ZKrxT4OcgnvvzySzz//PP47W9/i9/97nd44YUXcMghh+DHP/4xxowZgwEDBuR6iq7J5/gKcPbSauk6t3jpZaPbNl+uyYUQJ+gq5lkdT4h73FTPy3O3PI+oakTT86DJOcmtZyLxltLSUtTW1toeHzJkCIYMGWJ7vLa2FiUlJbbHC418j7VU3y0nVbHuu2TrEKHxVHTznZT5qGx1l3Cz71zFe9k8rolHHeO01o1OXViIXoZ+oruX4BSHqWrDkCh23lNr7ZRVI5WJsZarCHX5K4syMWmuTCT+8/777+POO+/EW2+9hWg02uyYQCCAeDze7LqWUFCl9n/+859x0EEH4ZBDDsHmzZsRjUbRp08fy5i+ffsCADZu3Gj5t3fv3rZx+/btw7Zt29IeLxKJYO/evZY/QgghJJc0tIZw+0fsHH744bj99tvx4YcfYv369Zg0aRJCoRAeeughfPe738Wxxx6L+++/H1999VWup+opjK8IIYQQxlhe061bN3z00UctHv/hhx/i8MMP93FGuYOxFiGEkLYO4yx/Wb9+PQYNGoR33nkHw4YNQyqVwnHHHYdhw4ahU6dOSKVSOOOMM3D55Ze7Ok7eKhMl7733Hp555hlMmzYNoVAIu3fvBgB07NjRMq6qqgoAGttj7N69G+FwGGVlZWnHdevWrdlj3nfffZgxY4bt8aRQJkbj+rvxsmJARVXNHBir8f8Ru7FVfHjokahWf5koEZ3Ilu9Qvlb+u8FENeDkI6Vb1xpeq0LA5D0qRNz4grlB93murbNWZ0klolQuqmrEWH29ZV1Q9JGXysSikqZrjvRTDBY19bdPSXORFpBMppB0+fq53b4tcNxxx2HOnDl44IEHsHr1ajz//PNYunQp7rzzTkyZMgWxWMx5JwVAPsVXAFAXbXmFo8m10M05J5tV7brjFOL1OltzzhcPFUJaSj5U6pueF6MadaHTsrqt/P2r80iUy06deJqUifb5twTGWN4yaNAgPPPMM/j8889x5JFHasd+9tlnWLt2La666qrsTC6L5FuspXZnccpllRSl94E3wfR841eux2lbXc4lV/7bbvaVL7Ej4zTSWjH9jumUifJ3cFmJ9fyrqg1lLLXPQYmYUOKwkNhWxi2hEus1JxGta/x/sFj1TDRXtjHO8pe7774bAPDXv/4Vffr0QTAYxEUXXYSpU6eirq4Ot9xyC1566SX813/9l6vjFIQy8T//+Q9GjRqFk08+GbfffrtlXbq2DurjzY1J/d/FTNcW4o477kB1dXXjX2tTIhBCCCFETyAQwNlnn40ZM2Zg4sSJKCoqQjJpfhM4H2F8RQghhBC/uP766xGLxXDppZc23kBrjl27duHSSy9FMpnEhAkTsjhD/2GsRQghhJBs8Je//AUXXHCBpfNBQ8xQVlaGxx57DIcddlizvtUm5L0ysbq6Gueddx7atWuH//mf/0Fx8QFFR0M1lgxKG5Yb1ldVVaG+vh719fUoLS1tHLdnzx7LuOYIh8MIh8O2x6OJJJBoSiTKPvOyp3u4SFfdZF3W+X3lCvl8nKCnov9k08uvtb8nrf35tTbFo9PziYhzaLny/1jEWp1VKyq/ZF/5SF1TpZVUFzoRKmm63gSVSi7AqmrMSJnogWl1K/tY+MaePXuwZMkSPP/883j77beRSqXQoUMHjBo1KtdTc00+xlfNoX7n3cREpud6N4p+N50ivKpyz9drea6UiiawWp74Qa6UiG58EHXLTv62ut+PJkpEid/nMsZY3nL88cdj8uTJmDt3Lvr27YsJEyZg8ODBOOywwwAA27ZtwxtvvIHf/OY3+Prrr3HzzTejf//+OZ61d+RrrKV+f+VvJ/n9TGgK6BJJh7hMWe3UVctEIehErro+eDXnfInZ/IRxGmkJTp+TfIytTGIpJ2WiRM1nybHRiFUlGI9Zz90pzWsVlHFY2KpMVLtwWT0TM1AmMs7ylerqahx11FGNy8XFxaipqWlcDgaDGDx4MF544QVXx8nrm4n19fW44IIL8PXXX+Odd97BwQcf3LiuZ8+eKCkpwcaNG3Huuec2Pr5hwwYAaLwL2/Dvxo0bLYHphg0b0KFDh1bbk58QQkjrxIs+8ewzn55oNIrly5fj+eefxx/+8AfEYjGEQiGce+65uPzyyzFixAhLQqcQYXxFCCGE2GGM5T0PPPAAiouLMWfOHMycORMzZ860rE+lUggGg/j5z3+OWbNm5WiW3sNYixBCCLHCOMtfDjnkEEuh0qGHHopPPvnEMqa+vh61tbWujpO3NxPj8ThGjx6Nv/3tb3jrrbfQvXt3y/pwOIwzzzwTS5YswaRJkxoff+GFF9C1a9fGYOu0005DZWUlFi9e3PhYIpHAkiVLMHz4cG1riHSEggFttZCJMs9V5ZOHfce9rMjyy2/RDflaoe8XJlXITtV5fvkG5Au5eg5uFIP56LeYK08xSZ3oDa9W3spqLdlXvl4sq56J0hPRCbWXfEj4K6qVXskC/M60ZsaPH4+XX34Z1dXVSKVSOOmkk3D55Zfj0ksvRefOnXM9PU/I5/gKsCuGdZh4Upiek9woBFWkmtLPSnyvaA3XdkKyTT5Wx5tu60aZKM8TUu1kch5xo1Rs8kzkeStfCAQCuO+++3D11VfjmWeewbvvvov//Oc/SKVS6NKlC0477TSMHTsWRx99dK6n6hn5HmupakP5XYbsAqH6bLn5DSp2a6pUtE5Jf1wv/Qh1+2WHiNygXm9tnyN6M5I8Q+chLZG/g+W5TvVBrK2TuSvhkZjI3JalqMSqale7dBUVN/k4JlPeeOoS7+jbty/+8Y9/NC5///vfxyuvvIJ3330X3/ve97Bx40YsWbIEvXv3dnWcvL2Z+LOf/QzLly/H7NmzUVtbi3fffbdxXd++fVFRUYGpU6fi9NNPx/jx4zFmzBisW7cOCxYswJNPPolg8EC0Eg6HMWXKFNx5553o3LkzBgwYgKeeegqfffYZFi1alKunRwghhGREIpVynbTMVdIz33n66adx5JFH4mc/+xkuv/zyVpXYaoDxFSGEENI8uYqx/vnPf+LGG2/En//8Z7Rv3x6XXXYZZs2ahbKyMsdtn3vuOdx33334/PPP0atXL0ybNg0XX3yxZUwsFsPUqVPx7LPPorq6GqeccgoeeeQRHHfcccZzzZRevXrhnnvuydrxcgljLUIIIcQO4yx/+cEPfoBJkybh3//+N7p27Yrbb78dS5cuxfe//30cdNBB2L17N5LJZOv1THz99dcBALfddptt3RtvvIHBgwfj1FNPxbJly3DnnXdi4cKF6NatG+bNm4drrrnGMv6WW25BKpXCvHnz8PXXX6Nfv35YuXIl+vXrl5XnQgghhHhFMplC0qUa1e32rZW1a9di0KBBuZ6GrzC+IoQQQponFzHWnj17cOaZZ6J79+54+eWXsX37dkyePBk7d+7E888/r932pZdewrhx4/CLX/wCw4YNwyuvvIJLLrkElZWVGDZsWOO4SZMmYeHChXjwwQdx5JFHYvbs2TjrrLPw0Ucf4dBDD83oeXpBPB7HRx99BAD4zne+0+gpWOgw1iKEEELsMM7ylwkTJmD06NGNnsrHH388Vq9ejXvuuQefffYZTjzxREycOBE/+MEPXB0nkNK5cBILe/fuRWVlJa567i8oaVfe+Pi/99RZxoVlawiFshLr/VvZ/kpi0u7K1uZFI+l302pGIluZumlz6qbNgpfPqS3hZcvMfHldTb432WpP4vS66vbtpi2eyXG9bJXl1KJKNYx2GqvuW7Z+kOeY7fsiluXycNM59y/vb7Wsa19h9b2r3x+1LKutIXZ88W/rHIUpdSJivQ7E65tMjuurv7GsK6tqCiaSsTpsX3YbqqurUVFRAR0N16B5qz9CWXkH7Vgn6mr24caz+rXouIT4TcNnu7q6Gnf+8XPLOpP2dhL1/GDSNq8l67Mx1nTbfJyzCfkSQzjBllltB6fKZ/WzkE3Fv1fxmmmb05r6eNp1El0bQhm7yd/D8lxQVhJKu07SsL5+/z788rz+LY5zchlj3X///Zg5cya++OILdOrUCQDwu9/9DmPGjMGGDRsaffOao0+fPujXrx+WLFnS+Ng555yD6urqRjXctm3b0L17d8ybNw8//elPAQD79u1Djx49cM011/jqU7hlyxa88cYbGDhwoK3bw6uvvoqrr74aO3bsAABUVVVh/vz5GD16tG/zacuosdaEV5paoO2ssf7+Ub9vEpnnkrmtTFoSNy4b5K7ksi7n5CZ28jJ2NNk2Wzkxt8fKB5zanDqNJy3DTftYk/jI9P10g5tYSteqVJf3ktvKOXyxc79luaTIej7+28btjf8vbWe10qmvtZ7LJXu+adp3cVivK0uK51e/v8lfr11l072QRKQWnzx+Wd7nslpznJUr8laZSAghhBA7CQAJl3G1mQNk6+Wqq67KaLtAIICnn37a49kQQgghJJfkIsZauXIlzj777MYEFwCMGjUKV111FVauXJk2ybVlyxZs2rQJ9957r+XxH//4x7jyyiuxY8cOdOrUCatWrUIikcCll17aOKZDhw44//zzsWLFCl+TXAsWLMD999+Pzz77zPL4p59+itGjR6O+vh7du3dHu3btsGnTJowZMwbf/va3G/0BCSGEENJ6YJzlL19++SU6duyovcm6b98+7N69G9/61rcyPg5vJmZANJ60GFGbbWv92HtZZW5TBoUyVzqZqLNk5ampGjHdvEyrpLxSo7U1/FSuuXk/2zJOr7ObKqp8xOT76FQ1v6/eakStnnMTcWF+HYlbliN11uWQg3JcJRC0Vo0VlTZVbIXqaizrQiVNqkYWR+aWZ599NqPteDPRP9yo5U0qyL1UfHu5rQ43xzXdF0mPWiXNCve2TbbUiLrzoNM5RrfsdH6VlfcRZdnp955uvZMSMR+V05mwd+9ey3I4HEY4HLaN27hxo624KRwOo2fPnti4cWPa/Tesk0mwvn37IpVKYdOmTRg4cCA2btyILl264KCDDrKN++1vf4tkMtno0ec1f/nLX3D88ceje/fulscfeeQR1NfX42c/+xkeffRRAMDvf/97/OhHP8Jjjz3GGMtnTBTKKjrFsdO2jvGd5iMYgn5b3fnGJHZqbn2mY91sm80YrdDzNabXYcZw/pPNTg0m6M5Ppl22vFI1yq5bUineodR6yyYeaxofE7ksdR0AFBVb81OhUNNJNig++wH5fEPWE3I81hS7qPsNJNMr2bMB4yw7PXr0wPTp03HXXXelHTN//nzceeedSCQylxjwZiIhhBBSQCRTKSRdBulut28tbNmyJddTIIQQQkie4GWMdcQRR1genzZtGqZPn24bv3v3bnTs2NH2eFVVFXbt2pX2OLt37wYA27YNPjkN2+r2H4vFUFNT41vL+y1btmDw4MG2x1977TWUlJRYqv1HjhyJQYMG4c9//rMvcyGEEEJIbmGc5S+pVApOboZeuB3yZmIGJJIpSyWCrNqUveTVCi5ZzVVSZFYppRtrm6fmA+JUheOm0sLEI0OSq2qoQq/IyhVeegj69br7eRw338+2/jkzqQzTUScqsPaIaq52SjVXSuw3KpSIqkeiRCoPJcHikrTrpL+iuhwImJ9rE6mU64q/fK0YzDayUp7kHjfxh1edESTZqgj38lh+ev4W4vXaL+jN07ooxGujX54/TusjYp2Th5nOD8xkuaXxdabnDy9jrK+++sqSPGquWr6BQDPnilQq1ezjTts2JInUx9PtP906r9ixY4ct2bdnzx5s3rwZgwYNQocOVt+kE044Ae+9955v8yEHUPM18veRyW+0RFKeB9IrL0y6IeUSV+pKzViT43rZ1YKkx40PYL6Qq+fQGl47E9zkrnRdHqrrrF216uqt+Sm5bUpZlErElEPzRFV9aFMiinsYAXEqV9WIRcVNKwNJc7Ud46zcs3XrVlv8ZQpvJhJCCCGEEEIIIYR4REVFRYsq0auqqhqr31X27NmT1senYTvgQEV8ly5dLNup63X7Ly4uRvv27R3nmClFRUWN82nggw8+AACcdNJJtvHl5eW2xwghhBBCJIyzDjBz5kzL8ptvvtnsuEQiga1bt2LRokU45ZRTXB2TNxMzIBQMaCskZaWmWqkgPSJkNZcUxphUd8l9q1UMcp0b8lXpRfzBy97irR0vlR/ZIlfHVStipZpbN6eoOEnurIlYlqXvYVK3L9FnXlbmQhEjSuVhsCi9EhGwVnfFSqzKxOLS0qb5Bc39d5NCHZ8JuteFAG+//TaeffZZrF+/HtXV1aioqED//v1xxRVXYODAgbmeXptCrVwsCel9ttzQWjy6MoV+i/7gpksIyQ6FqEbUIb+fOnWhXGeiupHxWIkwPPNLmeg3uYix+vTpY/PsiUQi2Lx5s83jR24HHPD06d27d+PjGzZsQCAQaHysT58+2L59O3bt2mXx89mwYQOOOeYYX318jj76aKxevdry2KpVqxAIBHDaaafZxv/rX/9C165dfZsPsSM/r07nBR0yt2VFH8Npv3cOtlxOXo46Wlu3hWz5OpL8x0k96EZd6LSvXJDNriy62EpuWyd8EdVt99Rau2rFItaxUn2onq+jYmxQzFHngyiViMGQXqloUSaWqJ6J5vED4yzvUVu7BgIBvPnmm2lvKALAYYcdhvvvv9/VMbPjAEkIIYQQT2hote32jzTPz3/+cwwaNAhPPfUU3nvvPWzevBnvv/8+nnrqKZxxxhmYPHlyrqdICCGEEB/IRYw1fPhwrF69Gjt37mx8bOnSpYhEIhg+fHja7Xr06IHevXtj8eLFlsdfeOEFnHzyyejUqRMAYNiwYQgGg1iyZEnjmJqaGixfvhw/+MEPjOZqyqhRo/DJJ5/guuuuw4cffojf//73ePzxx1FeXo5zzz3XNn7dunXo1auXr3MihBBCSG5gnOU9b7zxBt544w2sWbMGqVQK48aNa3xM/Xvrrbfw8ccf48svv8R3v/tdV8ekMtEDZFWCTgVo6uejr+6SY9Pv27EKBd5V5Ouq22XVmBt/o5bOobl5kPzHKx9LvvfZwc3NKbti27qvPbVNveTl+bZG9JWX1VsqUnkYj+qruSzrhBLR1ldenGPViq2QVCaGmy69CV6G84qFCxdi7ty56N27N6ZNm4bBgwejS5cu2L59O958803MmDEDjzzyCE444QRcccUVuZ5um8P0PKOe/03jApNt3Zz/XHljGzwnL+MiXle9waSKmyrGlpMP1fGmmJ5DtIpBESfJinjduU0u67rtSLz0PTShNZyPrrvuOjz66KMYMWIE7rrrLmzfvh2TJ0/GmDFjLO23rr76ajz33HOIx5ti35kzZ+KSSy5Bz549MXToUCxbtgyrVq3Ca6+91jjm8MMPx4QJE3D77bejqKgI3bt3x5w5cwAAN998s6/PbdKkSVi8eDEWLFiAp556CsABD6EHHnjA1vbrvffew6efforrrrvO1zkRKylxzrR1ajE4Z0hM4hLdttn0W8yWdyEVhPmHiQ+2n56B6r7zNf7zK9Yy3a8bL8NMx5oed5/ohqXGZdU1UploHRvU3FuQ5+pAkfWzEhSfHXVfUomo5q4AqxLxwLwSza9LOMjG84TWHGcBwBlnnNH4/2nTpmHIkCE4/fTTfT0mlYmEEEJIAZErZeI///lPnHvuuWjfvj0OOeQQ3HTTTairq2vRts899xx69+6N0tJSfOc738GLL75oGxOLxXDHHXega9euaNeuHYYMGYIPP/zQeJ5uePzxx3HEEUfgr3/9Ky655JLG3viHHHIIRo8ejXfeeQfdunXD/PnzszovQgghhPhPLmKsjh07Ys2aNWjfvj1GjhyJyZMn47LLLsOCBQusc0skkEhYbw5ffPHFeOaZZ/DSSy/hnHPOwapVq7B48WIMGzbMMm7u3Lm4/vrrMWXKFFxwwQWIRCJYvXo1Dj300MxeqBZSVlaGdevWYcaMGTj33HPx4x//GK+88gpuueUW29j/9//+H0aMGIELLrjA1zkRQgghJDcwzvKXadOm+X4jEaAyMSu4qTIy2U80LitPm+4VywoPW1VZIH11k5cV+X4pEZ3IVfV+W8PN59ft+HzD6Xth8lq5Ub34iTov0++N7lwg91VdF027rr4uZlmW1Vw6pIqxJGy9JKrqQ6lEDAnvNlk1pu6rqKw87bpMlImJpPvPhPTndWLPnj0488wz0b17d7z88suN1Vw7d+7E888/r932pZdewrhx4/CLX/wCw4YNwyuvvIJLLrkElZWVliBs0qRJWLhwIR588EEceeSRmD17Ns466yx89NFHWQvCPv74Y4wfPx4dOnRodn1FRQVGjhzZWF1PvMfmSRFTPqyyBM7hc+xG4W6ybSH44Hi5Ly+v9SbHKfS4wA1+VsCT3OBVxbyTUsjkOCZKROlhq/NIlMtuzql+nwdyEWMBB7wFX3/9de2YZ599Fs8++6zt8bFjx2Ls2LHabUtKSjBr1izMmjXLfHIuKS8vx1133eU47tprr8W1116bhRkR9fsq1S3JQMvPIWbfFf0XIxT0R+Ei5yjPVSbPz02HLidMXstsqRgZh7Wc1han5UuXBy/zYCZdHZzycbo8mFyuqbfmq2oVZWLUocuWzBSpnbTiYs6yU5bMTxUVtzy3VRK2no+jyrbqumDK/LzNOCs7vP3223j22Wexfv16VFdXo6KiAv3798cVV1yBgQMHut4/byYSQgghRMuTTz6J3bt3Y/369Y294YuKijBmzBj88pe/tLSHkNx11124+OKLcd999wEAhgwZgk2bNmHq1KmNNxO3bduGJ554AvPmzcP48eMBAN/73vfQo0cPPPzww1kNymS7J4kM1AkhhBBCCCGEEEIIySU///nP8dBDDzXmtYLBIJLJJN5//308/fTTuOmmmzB37lxXx+DNxAwIBQPa6sps+dKoysOWzENFVpO6weS4bjwTTV7XQlF2kcKiNX6OTPwo3FS76yrUpZ9PrWZZHrNW9JlPyDIljVIxlbQeJxAsFstN/5d94wPy+YhzarFSsSW3VdcFM+g2nmmbUrkPE1auXImzzz678UYiAIwaNQpXXXUVVq5cmfZm4pYtW7Bp0ybce++9lsd//OMf48orr8SOHTvQqVMnrFq1ColEApdeemnjmA4dOuD888/HihUrsnYz8Tvf+Q5efvll3H333SgvL7et37dvH15++WUce+yxWZkP8c4/1011uZtjOfmIeTmHXL1WJPuY+PqQ7OBn9byuYl7GUCYdZWS85ea3lvS/lstu1IbZPAflIsYihDgoBINmv1HzIW5xOg9ky+dRN9Z0Hvn4OmeTfFHrZUqhz98Up++gGlvJOEvGME5xmYr0SNwp81XKvqJibFLm20RuS/U6tOWjHNSGqi+ibV2x3jNRXXbrmcg4y18WLlyIuXPnonfv3pg2bRoGDx6MLl26YPv27XjzzTcxY8YMPPLIIzjhhBNwxRVXZHwceiYSQgghBYSXfeb37t1r+YtEIs0ec+PGjbYbhuFwGD179sTGjRvTzrVhndy2b9++SKVS2LRpU+O4Ll264KCDDrKN+8c//oFkMoNeFhkwYcIEbN26Faeeeipefvll7NixAwCwY8cOvPTSSzjttNOwdetWXH/99VmZDyGEEEKyRy68fAghhBBC2gKMs/zl8ccfxxFHHIG//vWvuOSSS9ClSxcAwCGHHILRo0fjnXfeQbdu3TB//nxXx6Ey0Qd06h2pzAsZfAlKikTfYuGRWFLU8rfTTU9vE/VSrqqV/KwObmsVWIWAXxcTKlytmHwXTCrSpUdPjajQUqvuZRVYtE5fzZVSbkLJvvGBYMvVho7KxCLrcrisSeUovRiLleVAKreX4SOOOMKyPG3aNEyfPt02bvfu3ejYsaPt8aqqKuzatSvt/nfv3g0Atm2rqqoAoHFb3f5jsRhqampQUVGheSbeMHbsWKxfvx6PPPIIRo8eDaCpLQRwoAXqxIkTHXvmk8zxq5uDxERpLdc5Vau2dJ0p+RpTmSjcqZjMDmqcT5Wif/gVF8pYR6oPTZSJ8nyl7rtOePOUiVhHfsfUjjJOqmsTz0Qvv8sN+wry/EBIWnTfOad2/yredp1q8aaO+2rpOsDsOWRTbZgp2YyV8iHvl6/o8q3ZUgjK+C9XysR8id916kJTz0Q1fyXXVddalYi1dVbPRJW4iOGcUNWH8ZiYsziJyvyUms+yqxaty+1KrTmqiJK/UtfFcpzLInY+/vhjjB8/Hh06dGh2fUVFBUaOHImnnnrK1XH4zhNCCCEFRNKDaqyGm65fffWV5SZdOBxOu01zXoGpVKpFHoJyTEOiQn083f7TrfOLhx56CKNGjcIzzzyD9evXY+/evY2G1WPHjsWgQYOyNhdCCCGEZA8vYyxCCCGEENIE4yz/cSoK8iK3xpuJHmBSWeFUrWWv1GyqEDD1M9OtM6relx9E0W3Oz+pSHbmqcGEFVv5BBWHL0b1Wbr5TTl45uvckKnrB79FUcyVE1ZhTIKGul9VZsmpdVmipSkZZrSUvwLJHvcUzscRa6R8ua7r0hgLml+FEyoM+8/93Xq+oqGiR4q+qqqpRZaiyZ8+etH6JDdsBB5SHDS0WGrZT1+v2X1xcjPbt2zvO0UsGDhyIgQMHZvWYpHlMPutuvhe6+MzUG9uNUk+3rck52o1HJGOb1kVr9Ff0srrezWffq22dlIj76q1dGNTzlVTVyO++03oVnRIRsMZ2XioTTfD7/ORljEVIvqJ+j+RvKfkdSxl8H+T5RodJbsvLvI/THONZuibonlMhqgvzRX3W2nBzPcnXa5Gb33Ymv33ksoyt1NhLekg7/fZT81dyv9IjMSI6acmck4rMT8luWKq6MC66S8guXLKzlm6/ck4dhDJxn5IL62BRJmbgmcg4y1e+853v4OWXX8bdd9+N8vJy2/p9+/bh5ZdfxrHHHuvqOPRMJIQQQoiWPn362LwRI5EINm/erL2Z2LBObrthwwYEAgH07t27cdz27dttLVM3bNiAY445BsFgbsOVVCqFTz75BFu3bs3pPAghhBBCCCGEEEIIUZkwYQK2bt2KU089FS+//DJ27NgBANixYwdeeuklnHbaadi6dSuuv/56V8ehMjEDSotDCCt3+U3uqssKB+mDmEgK2V8L17lFpz6UFctuPIlMMFVxktxjonorBJwqoVrDczJB950rK5HnMutxakRV/R5FbSj7yu+rtfaVV6u5TKpjJTbloa2vfMuruYLivCgrwcJKX3lVpSjXhZIZKBM9aA1huv3w4cNx9913Y+fOnTj44IMBAEuXLkUkEsHw4cPTbtejRw/07t0bixcvxkUXXdT4+AsvvICTTz4ZnTp1AgAMGzYMwWAQS5YswYQJEwAANTU1WL58Oa655hrTp5cxy5Ytw7Jly/Dggw82qiY///xz/PCHP2y8IXrppZfiv//7v3N+g7O1YtRlIaQ/J6vLUi3thFeV6W7GuqnyztcYycvKdROFFUmPrro3V6pFPyuOs6V2dtqXWsnuVE1fLfx2KhVfZvl7SecJ5ITcl4m60MQrW5JP39dcxFiEZJuQQQwrFSwq3l7TpWdZy+fo1EkrH3DVKSxH27qBSkUr2VJS5YMvomlHl0yPI5HxjlM8ZOkQkdBvK5WLNfVNcdkekbuqFzFbLGLNgwWVGM5JiShzTkXFSocImcsSy+GSlisTZQxXXlpsWVbzYuq6aNI6riUwzvKXsWPHYv369XjkkUcwevRoAEAwGETy/66xqVQKEydOxNixY10dhzcTCSGEkAIiFwHYddddh0cffRQjRozAXXfdhe3bt2Py5MkYM2aMRZl49dVX47nnnkM83hQ0z5w5E5dccgl69uyJoUOHYtmyZVi1ahVee+21xjGHH344JkyYgNtvvx1FRUXo3r075syZAwC4+eabXT1XE5544gls3bq18UZiw/E3bNiAM888Ezt37sSiRYtw5pln4uqrr87avAghhBDiP0xyEUIIIYT4A+Ms/3nooYcwatQoPPPMM1i/fj327t2LiooK9O/fH2PHjsWgQYNcH4M3EzNAGoY6Vbvr+zrry6bU9VLFGI0n5HDP0Fa0uPBM9LPCt61XO7U2slXd5Be5UjGaeqvqXjuT11X2ipfH2bnfqj7UVXPJ/u9qNZetAkv4IKY0p9TisPWSJ70Mg6H0lV8SOY+AGNqxXVOV1l5x3HJLn/nCuAx37NgRa9aswcSJEzFy5Ei0a9cOl112Ge6//37LuEQigUTC+v5dfPHFqK2txb333os5c+agV69eWLx4MYYNG2YZN3fuXJSXl2PKlCmorq7GKaecgtWrV+PQQw/1/fk18Pe//x1Dhw5tXK6ursbKlStxySWX4IUXXkAsFkP//v3x9NNP82ZiDrCpd4LifOaik4LOQ8fU99ANXl37slnFnivPuZbutznyMW7IR0wr3NXvYCH6mTgpBCXq58hJASjXq8tyXcShuj7dHAB7db08L6rvS5nowGDie2iq9nbjmcjvKyH+IZUx+YKaB0skM4/v7PvNTixlild+i17Nwcv9Nrdvv45DMseruM0072UyXhdrmSoT1d9+am4KsMdONUJduH1vpGm/Ig8Wj7VcGi27Wzl1vypR8kqxsPB5FHkx2TlMF4fJ5XKRv1L3pcaOQU0nL5I9QqEQpk+fjrvuuqvxsYEDB2LgwIG+HbMwspiEEEIIAXAg8A25vDmtu3GSjqOPPhqvv/66dsyzzz6LZ5991vb42LFjHVsplJSUYNasWZg1a5bx3Lzim2++QdeuXRuX//KXvyAej+Oyyy4DABQXF2Po0KH47W9/m6spEkIIIcQnchVjEUIIIYS0dhhneU8qlUIqy0WcvJmYAYlUylK1ka3KKC/35TRWV1ksl0NouQIrX6q5iD/kSm6u+zznq4oxW/6Sjt91zWtlsu/t+yKWdbLaXe5brbqPiGquaMS6rPokJoUSKSD9nDTrpQdiiai4kp6J6vpg0Don6bcoq3or25Uo+7Eet6OyLgqrYrMlsDWEf1RUVGDnzp2Ny2+++SaCwaClFURxcTH279+fi+m1Cbw8RxeiL4yb65dXqsZ8uU76CSvk/aEQ1YhuUD9HskODTTEoKuLV8TIpIj+fsrpc9VCU8ZY8js3LUImLwjLucfA9NFEXmnSuyScYY5G2hvTOsv22UpCfbVOFsoo878nkcr4oBnWYfNcLMQ+WrS4P7CZReLi5zpl0gdD5TQPWc5CuAwSg7/ogPRGj8XrLsjxfqWpE2VUrIY6j852V+Sn7+vQ+iBGxrdxXOxE7FmliONkFsUNpUdpl9f8lSfNbSoyzWgeZX/0JIYQQQloRvXv3xvLly7Fr1y5UV1dj0aJFGDBggMVD8YsvvkCXLl1yOEtCCCGEEEIIIYQQQrILlYlZoEhTZV5Won8LrL3inbzQZCVq+n37WbHk1b6dpMtFLipe86WajTThpxovF/Nwsx8nRUm2FBVOfeb3KJXxO2usykRVfXdgW2vFVrXikyirueSyDqkIlDa0qi9isVAIymVbNZdSdVVnq97SV++rfealV2NlWZOfYiRVDFOkb28mJFnN1Sw33ngjLr74Yhx++OGNCsQZM2Y0rk8kEvjLX/6Ck08+OYezbN3ors9u/PgkuaoQN6m+zpWvWK4qxPMlNsuXeZDM8DKedPJBVJHV8k6ov3PknKViUHesulj6Kn0AKBGdFNR9O8UyJqojrxTZuYYxFmkLqHkjnRLRLdlqRWe7boc0/r3itJ6rLhYSr5SYTmP97Izm1X5zdRySHqfPjUm8pMsxOX1edepDXScswO4prW4rYzin72tS2VfK4amHZEcr5fyk/r85ZH5KVQXW1Vt9HItEzCbvNZQUpf99KpdlRwx1X+XKHIoS5reUGGf5g5/X8ubgzURCCCGkgJCttjPdB7EzatQo/PrXv8bTTz8NABg9ejSuuuqqxvWrV69GbW0tzj333FxNkRBCCCE+wRiLEEIIIcQfGGf5w0MPPYRnnnmmxeMDgQA2b96c8fF4M9EHTBRzUk0YCqavADUZe2B85j3cdV/OkMMdb688e3T7BeyvMz0TSUswrdbLBU5KRJ1fhawil9VbJp6JclvZS16t4KqRlVHiOLIyLKKoGpMJ63FTBu+BrNZKinOX6ntYJnq/10vPRFE1pvaZl6+bVA3I9R3bNSkOyzU950syqOYi/nL99dfj+uuvb3bdsGHDsHv37izPqG1jVH3tUN2ZKbKyXp7fvMSrWMYvH8dsHjdf8LLTAPEHE78dE89qGdvoYqh9YqysgO9YZu1EoB6rJiKPk34sYK0Yt8WEIX18UqaJbZyUirp1Jp91fi8IyR9klxfp7+XX91WXy5HHNVX1mSSavVT9eUU21YV+kSu/RZPcTj6+boWCLj9lqi5UYy2piJPbylhL/a7LPLXs3LCnNmpZVs9BUuUXEvGQ9EFMxJuOmxLnG3kOledYdd8y/yQVdzJ/VV7aFB/uK7XOWcZw5SLXpVOA2rpsyeOGm1cmhhJ6z0eSPfbs2YM9e/Zk7Xj0TCSEEEIKiAbTard/hBBCCCGkCcZYhBBCCCH+wDjLH6ZPn45kMmn05wZKIjJAfni9rFCX6kM3Y0PB9JWn9n0ZVGRJ5U8o83vSJseV63RKAePqNaoaSR6jUyLKZScVo6z2UiuUbMrDmFQiikowZd9Rse0e6FHViLLSSxLUVG9JZWJCKAGKipvGy+deW6a/BFYqvo/yuZcUWfelq+bqICq7KhXVYn3K/DLsRQDFACw98Xgcjz76KF544QVs2rQJtbW1iMcPvP/r16/Hb37zG9x88804+uijczzTtke2/FfksZziPL8qxP1UxOVjJb7TcSWFEK+ZVGpLCuH55QqT74bTWHW99MzZud9axd4hLP1nmmKMf1fXWda1k34zIl6RykXLOlkBr/ntlQjo/RZ1akMnJaLJ77J8oUGZ4NRJJx2MsUhbQP2MZkuJ6OSf6GfXB7/wy3+wEJWIbvDrdfRyLJCfsbJfOOWUTJ6fzucQsKsNdcfdtT+Sdh6yc9+++phlubrWuqzmhmIRa/wn1YQ6pFed7JQTKrIuq/krJ29qm3ehsq3aCQuwv1YyDi0yiP/aiZhV3Ze6LlBkrkxknNU64M1EQgghhBAAdXV1GDZsGN5++2106tQJFRUV2L9/f+P6Hj164JlnnsFBBx2EX/3qVzmcKSGEEEIIIYQQQggh2YM3EzMgGk8CSjWFk5eOetfcqfLApFe8Gw8biZsqm9bWh7wQqvVbAyYVd4VSeWJSUWjynJwqxXWvlVyWFVkqskreqWpM3XdSbmst5rehqhGlR6KtQlapwJdKxKISUVWVtG5bHFYVgtbqLalAiIhltTe8zVfIwZOowtJX3nrc9iVN64IxKhPziXvvvRfr1q3DrFmzcOutt2LGjBm4++67G9dXVlbijDPOwOuvv86biT7h9F1zsy8VL6/ffnmFZTOm8KtDg59xkpsq/lx0pDA977a2+DpfkLGNGgvIOKdGVLVLdWFEU00vuz2UlSTSjLQjlYhSZWetxNf7Huqqz019D02Uin599+VrYeKN1hIYY5G2gO4a6KUiuRCuYya5LRP1pGkOLVeqxly9R27Ok+wq5g9eXbt0nojNHUfthiVjFtkpS6ditG0r4jDZDatWmYf0PZTdrqT6UEUqDyUyf6XOU3awkvcWZP5KHe+Uu5O+h+p6p/sSUplYlkaZiGIqE9sqvJlICCGEFBCJVNKoJXa6fRA7ixcvxuDBg3HbbbcBaP6Hw1FHHYUPPvgg21MjhBBCiM8wxiKEEEII8QfGWa0D3kz0AOlNIXGjLlTHu9lWNyenbU2rfbxSU5qiVnEUYs/9tgarSdJj+t1Wq4xsFVhirPT0UVVz9mr9uFi27juujE/E5fupv8CrakSbEhHp+8pLJWJY+BfJ56tWZFWWyb7y1jnuEapNtQ99Ub2+8t/mmajMq6M4bgelsisUNa/mIv7x5Zdf4qKLLtKOqaioQHV1dZZmREzwS/Xn1IHCDX51Q8iWItB03/noL1mItMbOGH5VxEtsvog16Vsp6Krn5bEOLg9b1m3fW6/dl65zjU6JCFjPQU7KRN16N0pEJ7L1mczUG5EQcgAvlYmFeC3OxznnS5yVr57ZurF+5jm92laSre4ZXn7WZSylW7enzppjkddtmXNSkR0ibHGZolQsE0q8OqFilJ20ki1vGGEjoIRaQdFFR/otthPzUv0HZQcrWy5L5LrU3JYcuy8STzsWsL4vpp6J6r7cKhOJ9yRd3pzNBN5MJIQQQgqIpAetIZJ5+MM5H+jQoQO++eYb7ZjNmzejc+fOWZoRIYQQQrIFYyxCCCGEEH9gnNU64M3EDAgFAxn7udkrv6wVAYmkXlWkIitv7ftu8bS0ZLPaxw1e9rD3aqykNVSOZ4tCqBI0GevGr0Di5GVoGZvQq+90c9B5JAJAXKnQl33lAesJKCDOR6oaMeSg7i4OK0o+MVZWXMk5qn3lZU96ncKzuX2rqH3jm0Ot2JL7USvMMvVMDLLPvC9873vfw/Lly1FdXY3Kykrb+q1bt2LlypW48MILsz+5NopaOenGc870+quLKby8lvulLvSyEt3LfecK3XPKpq+RX2Rrjvn6WqjzkhXxsvpaXuur65qUifJ3mXx+1bVWFWNJUdO1Xhd/HDiudV7qsZzUhfJ8pFMXOvnguFEd5cv77SeMsUhbQOedqhubK2Q3mVDQPzWM7vlmq1OFaZ4gW8rFTNV1psdxg5+qRpPjuJmHyX7c5JRM5uSUN1HnYYuzROwk96V6TOtyVQCwf791X2oHK6lEjItuElIxaHJDSm6rHrdE5IVsKr8S6T/YFB9KL26J3FanTJTnJ6kuVCl1uFlg80wsbt4zMZWhZyLjrMLHo9tNhBBCCCGFza233opdu3bh7LPPxttvv414/MCPktraWqxevRrDhg1DLBbD5MmTczxTQgghhBBCCCGEEEKyB5WJHuBUAapXF1qrJSIanw+5H1ml4IZC8LBxmpOsxNChqyLLls9QPlT5kezh5Eeh8/ipdfBBrFH6o8v9yj7z8jjqvuRxakV/+4Dob6/6JKbk98/h9KQqE4uK9edQtdpLKgI7tiuxLMtzqtqHXqc0BKyvIwBUhDXKRIcqrPISjTJRWRfIoJorngQCLs+tDpZSbZbTTz8dv/71r3HjjTdi0KBBjY936NABABAKhTB//nyceOKJuZpim8NN9wcVed33s7o8V/gVV+RrRwq/8LLaXIefVfxefW/cHMe0Wl73OXLyQdQpE+W+dN0c9ojqeflbSxfLSc8ftfJczvHAeqXrgoivdEpEeVwn3xsTP7R8Qb4eiVT2KtAZY5G2hp9dD0ziAxmXlaQZJ/ebybx0mFzXvDxOtvJvfvnzmcZO+XgtKoQ5StyoGiVqrOUUh+m6QOwU6kGZY6qR3a/U44qYRuaYInXWbVWFoPRETIlrcRLpXw+Z55LLRUWyo2DTvmR+Sr520hdRfa2cOmfJPFKp0hED7SyrbO+JO2ViUCw37SusbBsPmuvTGGe1DngzkRBCCCkg2BrCXyZMmIAzzjgDTzzxBP76179i165dqKiowCmnnIKf/vSnOPbYY3M9RUIIIYT4AGMsQgghhBB/YJzVOuDNxAxw45loiloBIitPzbz89H5mrqqQRLWorCbVUYjVstmqViMtx69e8W4w9Z/QqZJ3ieoue6WYtQpJRVbgx8Vx1OPKaqZ4VPTCLxKvs1L9ZVMmCmSf+ZBS0VTkpPJTKrLC0jNRqAcTYl9qtVdlmbUqTL6OsopO3XdCPD1dpRcAdFAUCe3FWGufeXYbz0f69OmDRx55JNfTILB/53V41aHALbmKBdzEJ17FtW58tp3IxxjLTfzhRqnnJX7FTE5+O7rxsgJeLsvfRGqVu7yWS77ZV592X05dX+yeQenjLycvw5JQy30PdeudxrohX75zJr8tCSHOmHgmZots+Q/qxrZkfDYw9XL2ct+ZjnU7D7+O44Z8/Gw4YaJU1PkgythC5on2iA5W6nV6665ay7pINH2sBFgVhVJdGI9JtaFGXSjen1RK+jpan5PqmRgQPzelQlLXjdCpi4XMV6nrpfJQ18UCsOaRQuLjqBsLWJ+v7LKVFDn9lnomJpnLarPwnSeEEEIKiEQy5ckfyYwtW7Zg3LhxuZ4GIYQQQjyGMRYhhBBCiD8wzmodUJmYAVKZ6GVvcV31i2n/c+u6zKtWs1nhWggVSia4eT8lhfj8Wxsm/kZO/j6SulhTxZa9Il/vmaiqC+W6OqFMlNVeapWZVC0mEnpFs5MaUUVWihWVNC2HHaq5Oih95mVVWMd2VrWhfO3Uai9ZYRUUle4dwtLbsGk5lpDVWvpanFJlvaxGa68831QG3rdsDZEbvvzyS9x9991YuHAh4vE4nn322VxPqU1gojaU6KrcnTwT/brmuonl/CRb6rRs+fO1NgoxZpTXY6cYKqqJZZw+R3tqmyrkpVe0ROehaOpHr86rpMi6bUlIX9WunnNsqkUDZaJpJ4yWrmurMMYibQE1N1QUzNx8SsZSunN3Wzjf6J5vNrs+uNl3ptvmyk8ym3F1PnbTMMk5ybEmHSS274tYlquFx7Saj5JKROlzaOt2FU9/3GjEuq3M3yRd5KOCmnVOcZkaw0mPbPney9hS3ZejMtHW4UqJ/wyVieq+Sx06/xSL+wfqePX/cYMOQuo8GGcVPlQmEkIIIaRN85e//AVDhgxBRUUFDjroIIwYMQL/+Mc/AAC1tbWYPHkyjj76aDz99NPo3Lkz5s2bl+MZE0IIIYQQQgghhBCSPahMzIBQIGDk3eBVtY+shnDyEVLVTPbKGH3Fq0n1t5vXIlcVarKKrhAq5dpyRb6fuPl+6r43cr+1Ub26UK3ukmPtHonp1YVybCxi3VdK9ENXK8ekEtGmPNQU7MtqLllxFhIV+gFLNZd1x1IhpHod2jwTDfrMl4vjOO2rgzI+ItSh5aICTfaZL1Wer6wKK1HKyEpkSVkLSHrQ2sGkiq+18/777+Pss89GNNr0HVy+fDn+v//v/8Nbb72FCy+8EBs2bMBhhx2G22+/Hddeey3C4XAOZ9y6MfHM8dKPT8YF6rKck843Q87LT2Weyb683FaSrXmY7FfiRiHgpiI+V3gZ2/g1B50vovTmkd+56lqr+lDt7uAUQ+kq8aV/tawml9uqakSnKnbd7zYnD3kv1YX8zaCHMRZpC3jVZcupe4Tut7FJDFeIvod+4pdyz0v1pBNexqEmZEst6ybONFG46o6j6wDR3LLKPtHdSioRt++x+k+rOSaZf4rLPFii5d2u7Pmo9O9ZQOSlHZeVfQUdfuvJGE6N/3SeiIA9x6Tuu71UD4qnKxWEal6pWOTX7MpE6/pYIn1+SiJzVOp45rIIQGUiIYQQUlCwz7y3zJ49G9FoFPfddx+2b9+O7du3Y+bMmfjPf/6DQYMGYdOmTZgyZQo+/fRTTJw4kTcSCSGEkFYKYyxCCCGEEH9gnNU6oDLRA6RHhr1SKP22dVFrxYfJl8KpIslacWbmmWhSrZZIpZ+ziWoxl+TiZJQvaoW2jhu1gq4yzKlqbNd+a995tfrLqYpMVmipikLrGQWIiT7zUkGobiv3K5cD4lym7ktWcwXFia+oKH3llOqJCDTnmdh0qZJVYhViW6kQLFb2ZesbL95qXZ95qUR0quYKK8pMqYhUVYsx3QWCZIV169bhzDPPxO2339742JQpU7B69Wq89dZbeOCBBzB58uQczrBtYXJOdqM8dKJIEwf5WbntlVpAt1+vcVPlnS3/Gb/es9YYb7l5T0x8D3UV8lJdKNm531ohr/ok6jwRAXt1uTre7p0qx1rnocYN0iPRXsXunTLR5HOXrc+o/M3XGn4fEtJa0cUabn4Lm/i3OVHofq8mubrmxuvGOh3LZFuT/Zoo6Ez3rSNb73eucmpu1IW6bZ2UiHvqrF0eVH++/1TXWdbtrLHGXfGYNU6LKr6IunwTYM/XqD6IcltbPqpY5Jw075HMXYUM4jAZw0lfRPW1kl0snJSJ6nqn/FSxRiEYE69NaSi9ihEAYsrO7ccVnTdsxw02u07Oj7QdmMUkhBBCCohUKoVU0uWfJsnX1ti+fTtOPPFE2+Pf/e53AQBjx47N9pQIIYQQkgMYYxFCCCGE+APjrNYBlYkZEAwGHPqSt7wiy6RSXldJ64ScUyioV9VYt3WoqjKoLjVRRFK6nDmsos8c3WfQpPpS+u7UieotWXVfWy81hU3Iyi/ZIzylHEpeWGUlWAjpe9Q79R6XlV+qD6JT5ZdU/alqQ5M+87Kyv4P0M9K01XfyOZTzUCu26sX72SEsFenW46oVW7LyS1UtRjPsM++2Tzz7zDcRj8fRvn172+MNjx188MHZnhJRMKlMd6MWd6P08UslVIgdDPw8Tj74AEq8rKzXvXb52oFCFxe58eqRMZNc3iO8e6THoorTa6XGI1KJaPNBDKX/Leb0O83kXGaynC+fBScKRY3IGIu0BdRzWTQo9QWZqwtNrol2Jbg/8ZFtTvI3q4tzk8zlmfh+ZyvX5aW60MSvzwQ/lZfZ8oH08jmYKBV1yzI2kp9XtauDXN6+19pFq36/dWxEbKv6IhaVtDzX7IRUKspl3TonH0TdOqdlVY2oUx4CQKnoZKiq+cpEnsjWZUvT9aJYjA2L4+g6ZpQKP0V5b04qE8OhNJ6JGcSgjLNaB1QmEkIIIYQQQgghhBBCCCGEEEKahcrEDAgJZaKsPJAeiir2KpOEdr2uwkV3nOaP5Q+yv7Kb6i43c1YrwZwUn26qxowq31zgVxV6vla35yNOlV9SfahW2dcIr0KnKvr62qbqriJRKRSNWMfKKqtEPL3vYULMMSQqlNSqHrlfp0qwkHIFkR6JNv9BsVyueB12cKjmqixrGlss1kk1oe7z7aQm1CkI5TpZ6QVxOi5VKrba2zwT3SkTUyn3rR3YGsLK888/j3fffdfy2KeffgoAGD58uG18IBDAihUrsjK3toZfnolRqdKW/l4uro1u4oRcqQ29rPJ2Exflgx+NE37FX27Gu1Ea+BmrqnGQVB7qYiaJ9JSXvoc6pZ7p90L9PSUrz+V5Qq5Xf084VbGbqAvdqJ+zRaEoDU1hjEXaAnp1c3q9gex2ZfutLM7rOj8zs64Oha+B8DPOdKN6M+kM5iYmdxOLeBlXu4mtMt2vm21Nuzyo46UnomRPrVAmKsuyM1ZM5LbiUbm+aVn3vQfs+SgdtvyT2DagicMS8ZZ7V8tclc4jEbCqEWXeS35uZB6pWNPBSucn2dx46zrZTSP9tjKnJpHbliqvnUWZyFxWm4U3EwkhhJACoqFXvNt9kCY+/fTTxpuHktdee832WKCVJlEJIYSQtgxjLEIIIYQQf2Cc1TrgzcQsYFKl4mXltEmVkaeeNroqAVGE7Oa4JupCk7F+kqsKLDdzysdqaD/RVdXrxgJWNaJUItaIqnpZ7RVVtk0mQ9qxsiJL9UWUF1Y3VTtOlWCqGq/IoSJfVnd1UBSFss+8rSe9popKV50lcVITyoozi4JQVHqVFjlVczVfvWVfV/iVtoXOli1bcj0FouDm2ifXq10KbNuG0sdMEqduB176z7R0vy3Zd6a4UdCZzsmvLhqF6NWYrY4UXu5LVzEvvaGlOljGUKoaUW4ruzlUtiu2LKvzcFIEynhEHe+kRNT5IpooEeVyrpSIrVVdSAjRk7nvqvgNKq4BSdn2xcBVyX4ezM1vJDcxjRovusk/mca7XsbOJvil3HOTM8tW7tXPfJxuXjJ2ssVLSt6oWuSjZIeIWpGfqqtpGi/zQDIfJXNMaj7KSz87qcwLyHSOLpYyiOGclIh25WIo7Vh7vsp6XNUH0SSXBeiVgHbPRPEeJluuKJTnr3RqxOIMlImkdcCbiYQQQkgBQdNqb+nevXuup0AIIYSQPIAxFiGEEEKIPzDOah3k7c3ETz/9FHPmzMG7776Ljz/+GL1798bHH39sG7dy5Ur88pe/xMaNG9GtWzdMnjwZP/3pT23j5syZg8ceewz/+c9/0K9fPzzwwAMYPHiwJ3OVypKokN/pFIK2il5RWVJSkr5SwcsqVpNqJpMqHFnx6mWlrVQKuKn+MlFxtjXc+CrlI07vr66qXj7fOlGhpaoRZRW97DMvfRDlehXZkz4Yts5DVSM6Sf5llZna0176HoZC4jtmUJFvq97S9Jm3KROl/6Kybak4TrnmHAlY+85LNaH89No9ExUFYcL6WpQ4eQEkIk3HDYXSrlP/31JSyQN/bnC7PSlsCinGUjG95jipy73CxH/G6Tl4pWTLlT9yPngTup2HCW6Up064Ua169fyd9qvzkpYxkqyQl89BjblMO0PoKtNlJbrN21CJOUy3deN76NfvNuIOxljEC/I9zirSnLt0OPm3JeLW9YFgepWfkxLRJKbhObGJbMZ/ufJn9ot8UTnqYiCZn6oROaTte+vT7jcito3U6TtnWddZ5yRv5rhpO6nmp2SuytYpSxOX6TwRAbv60CiXJZbLlS5bMofk5HOorndSJkoPRZ2iUObJ5NhoQnm+hp6J6q6LA83/v6Uwzmod5G1/tb///e9YsWIFevXqhb59+zY75p133sGIESMwYMAA/OEPf8C4ceMwceJEPPXUU5Zxc+bMwZ133okbbrgBK1euRK9evXDeeefho48+ysZTIYQQQgjJGxhjEUIIIYT4A+MsQgghhLRWAik3hlo+kkwmEfy/6qRx48bhvffes1VznXfeedi1axf++te/Nj527bXX4tVXX8XWrVsRDAYRiUTQpUsXXHvttZg9ezYAIJFIoF+/fjjuuOOwaNGiFs9p7969qKysxI2L3kW4XXnj47L3tPQEsawTY/+9p86yvH+/tWq3SKlU6NKx1LKuvNTqF6Lz3tL6GDaDqih0s61tnY9VuGqFnalqMR+q+fPBV8ctbnyj/MLLqnqJrLLfqfSZl5VdsvJLKhHV9SVha4VSQpxTijQVTLIqTFaNlbYvsSyHy5qqqqQnonwOFR3ClmW1gktW71e2sx5H9UgEgEOV81mFWFcs5nGIMme5rku59TgS9f3tVJa+Gg0ANu6otSx/97Cm83x1vfW1kM9XUpmsafz/TrS3rDs4ta/x/3v37kPnI49GdXU1KioqtPtsuAadPO1/UFTaXjvWiXj9fvzvjAtadFzS+si3GKvhs11dXY2H//pvyzoTdaEcu085z8pzvYyZdFXupp0P/Ip1vLyO5ss1OVcxVra6LmTL/9oNbrx65Nh9iv+Orloe0FeQy+4OEl0FuV09KDoahNN7Jur8dJrfd3aUia7OKW3UF7Fu/z7ccvZxLY5zGGMRL8m3OAuwxlr3/Xlr4+P7hG+aLvdTUx+zLG8Vv53qa63r1d+08ndkR+F9WyL8vkw6R3l5PjXJZbk5N5vEll7mifyKNbIZw3h1LD/nrIs7Tfyn5bqdIl8sv5Nf77bml3Xs32vtkKTrlCVVx0kZDyr5qjKH/Ey4zPrdV9WHQYf3pFScNzooy1JNKPP0B5eLXFYovaqxg+icJb26OyrPQaoLpWdilXi+xUpcepBYJ0nC+rpXhdPnAb8U72fvg8ssyzWKurTUweuwMmT9LOyINb0enYqb1u3duxeHHP4t5rLaIHmrTAw6GC5HIhGsWbMGl156qeXxMWPG4N///jc++OADAMDbb7+N6upqXHbZZY1jQqEQLrnkEqxcudJmHEsIIYTkMw195t3+ZYOVK1eif//+KC0tRa9evTB//vwWbReLxXDHHXega9euaNeuHYYMGYIPP/zQMuabb77BTTfdhFNOOQXhcBjl5eVp9kYkjLEIIYQQO4UUY5H8hXEWIYQQYodxVusgbz0Tndi8eTOi0Sj69OljebyhjcTGjRtx4oknYuPGjQCA3r1728bt27cP27ZtQ7du3Zo9RiQSQSTSdHd/7969zY6zVf8YVIA69ZkPhtJXsEi0lTWisF9WnGkrsHJU0WpaKSTViIVGvlSoS0zUhV72infz/HWVX7JCSa5XK+mj8YR2rKzkVKu5nDwRY2K9Wt2VEN5+8rwgvQxlL3kVWd0llwPK91t6IsqLtE4JIHvQ6zwSAaB9Sfo+81IZUK6MLRZVVLKfe1A4ISYUrw6b4kC8bLaqMmW9PI70X5QEapoqdcNl1ptcgdqmisFArOXVg4VGQ/umK664AnPnzsW6deswceJElJSU4JprrtFuO2nSJCxcuBAPPvggjjzySMyePRtnnXUWPvroIxx66KEAgHAVUUMAAGusSURBVG3btmHRokU4+eSTcdJJJ+Fvf/tbNp5Wm8DvGKul8RVgPe84VfLKOMDNNcmND3O2PGS8uk467dfk+mz6/LKlEPTS98akm4VuX7ny6Haao64i3imm0sVQJn6hTkoKm++hxTMnvbqluW113mE6JaLpnP1SIrZV5SEhhUyuc1nac5f4LaV23bLFXbH0v2cBIFmc/qaqziPRPtYsLjG59mYrlvISN8/Bjd+2ybYmmOaY3BzXqzmbosZWTl0e1N8zssvDHtEZS3ZySCj7dvKVk99XdbyXnoi2/JMmPxUIyLHWfcl8lZrfkfkowPrayfyUdVu9R6ItD6bsy0mZaF+vxKwOCsGEeNmLlPEy/guHxJxl3izZ8q47gbhV5VgSKm52XSBu/TyStkPeKhOd2L17NwCgY8eOlserqqoAALt27WocFw6HUVZWph3XHPfddx8qKysb/4444givpk8IIYRkRCqZ8uTPb2bOnIkBAwbg6aefxpAhQzBlyhRcffXVmDp1KpLJ9L9utm3bhieeeAKzZs3C+PHjMXToUPz+979HKpXCww8/3DjuuOOOw9dff43ly5dj6NChvj+ftoTfMRbjK0IIIflIocRYpLBhLosQQkhbhHFW66BglYkNyMqF5h5vbkxDS4h02wPAHXfcgcmTJzcu7927F0cccQRCwYClokXn+QFYK01kla5UK8lWFeqyqfLORKnopppJd1xTNaVOUZbN6q58wE0VfSF4F/pVBSjX2zxNZSWY+M6pfeedVC51QpmoqhHld1tWbiY0feaLkul7oTshK71slV+iQimkqciSyD70qm+r9B+Tfeblvjsoy9K/SFfNVSIUgaXiuPKUrr7MsjrLqWpMVQ2Gi6w/4osdPr5qxZY8biBe3+y4FuNFAOXzOa+hfdOsWbMsj48ZMwYLFizABx98gBNPPLHZbVetWoVEImFp/dShQwecf/75WLFiReM+nVpIEff4FWOli68A+7XBxDPRr6poP9WFJvh5XJPYLVvP308Vp8m+s6U29Ot1ddqvrkJexkHSS1puq/7OqY2aKRNVnBSBstOAqka0bSvOQ7IaWx3vxvcwV56IxGMKIMYirYdc5LIA/blLElLULPJ3dTwmlIgyl9XyEM5+DlWem6qObG6sl+g8I01yaE65Dy+7avkVe3gZD3oZS+tyhrnCJNZyyjGpasS6qDWnJJWItXVWz0T5ndQh1YdWVaPZ66rzPdQpEQFrfsq+Ln0nCrlsz8tbc0y27ldKvkpuK3NXtk5ayrzCYo6yk5bcVj232fJEmlwWAJRou2mIeFecsNTcl5MiEhGr4rCkTLkmRdRcltUPvUUwzmoVFOzNxIZqrIaqrgYalhvWV1VVob6+HvX19SgtLW0ct2fPHsu45giHwwiHw2nXE0IIIYWMbC/p1XWvpe2bmmPjxo3o0qULDjroINu2v/3tb5FMJnkj0Wf8jrEYXxFCCCGkrcJcFiGEEEIKlYK9mdizZ0+UlJRg48aNOPfccxsf37BhAwA0JjAb/t24cSP69+9vGdehQwccfvjhrudi4qvj5JEo1UpFmj7zJpj4lADe9X9npW1uyJZPQK4w8c2yVc2LykZZ7aVW0jseJ5ZeaWxTHorvuqzGManO0akPgw7eOSFNNZes1pLPV/ah7xBueTWXVB+WGfSZLytWVQOWVQiLCix5xlRrqsJiZSAhe8GL1zXa5HtYUt4u7brmCMSaqrSKU9bPWCBa1+z/W0oylUJAVzXbwn0AsLU8mjZtGqZPn+5q30DL2zel21Zu17BtLBZDTU0NKioqXM+RpCeXMZZO3eN0TvarOtmNX7CfHoJuKsJ1x/Wzc4AbTLouFKJ60kvceEfrnpOsiHfyltatM1ED65SIcrxUIuqq2OW2Jh6JzS2bUIjxd1vAyxiLkHTkOpelnn+cfv+pv6XkNcDmkSg92Ay+C/LcbTmvp/LzfOmX/7TESxWjDjfelG5iZSd0cYqfx810ToA91lKRXR7ktqovovzOyc5YMuek5qdkXkhem5LCkM9NPiqYTL/Otiy/68o5SLcOsHfKsnSmkIkigc4XUcZ/pSLOlN2wtJ6J0qtQdgYzUCbKZ6SOtykTxb6CMWueqaS4feP/pWpRYvdMDDS7LhPPRMZZrYOCvZkYDodx5plnYsmSJZg0aVLj4y+88AK6du3aGGyddtppqKysxOLFixsfSyQSWLJkCYYPH65tDUEIIYTkG6mU+9YQDT/uv/rqK8uNOV0Fc3V1Nf7973877rtHjx6N/29J+6aWrm9JSyfiDYyxCCGEtEW8jLEISQfjLEIIIW0Rxlmtg7y9mVhbW4uVK1cCAL744gvs3bsXL730EgDgjDPOQOfOnTF16lScfvrpGD9+PMaMGYN169ZhwYIFePLJJxtboIXDYUyZMgV33nknOnfujAEDBuCpp57CZ599hkWLFnkyV5NqaHufeVGVIlRTSU1lsUSuV6vMZDWTqVLR5Lg6FYHJcfOl2rs1KPmy5YVk8lqZeviomFTV2/19rMv7RHVXrVi27Fd8P2MR677U77P0iLBVbmougLJ/vWPfedVXQ1bNyyp7Td95J//XsmLpmZhemVguPBNlxZa1msu6bTgkKsEU9aFNcSCer6wECwSaXktZYSV7vJeE2luW1WquVMw61tYfPml9f1W/xYCoCkNkf9P/HRSOflNRUdFild/SpUtx5ZVXOo774IMPWty+qTmqqqps2wEHWjoVFxejffv2zWxFTCikGMsN6rXA6fxmgp9V0Gq8Jjtf5MqbxgQ/Yya/fH28fD/zJXZVYyibd7T0nhLXVXW9Pb7Sx1+W/Rr+1lA/73YfGFmJ3nJ1oVTduPE9NFFTmq43Qb5nhJD8opDiLJNzk/x9LnNZOhyv0+K3cYliaaD6NjY31nZO1IR8Tooybf7C4biW9Q7+in7FdE7ejLquam5iKdP4x03eL1dxmc5TWn43ZA5Kfb419VafQzlHVY0YkWrghPwOplcHpxy+2zLnZIJOfWjLR4n8U6go/foih5jN1g1LzSkJ5WEo7rCtMr44mF55CNhjyVJl2eaJKM4/OmWi/D46WRmqisJA3Jq3lM8BIn9VXNKUQwnErHkxSSBhVRwGLWpEl56JpFWQtzcTt2/fjosvvtjyWMPyG2+8gcGDB+PUU0/FsmXLcOedd2LhwoXo1q0b5s2bh2uuucay3S233IJUKoV58+bh66+/Rr9+/bBy5Ur069cva8+HEEII8YKUB6bVmWw/btw4jBs3rkVjI5FIi9o3NUefPn2wfft27Nq1y+KbuGHDBhxzzDH0S/QAxliEEEKInVzFWKR1wTiLEEIIscM4q3WQtzcTjzzyyBZJV4cPH47hw4drxwQCAdx666249dZbPZlbKBjIuMe57HntVM0l1U0qtioba0GEtre6k8+jSV/2QlDqmTwfEw/Mto6XSkTdeqfKL1klaFEmajwRAaBGKBF130lZ+SXHqt9X2b/eqa+3xffQVullHSv736vbSiViUJQ3yWovtYJLeiKWFKXSjj0wPtTs/wF7hZZUNarry8VxderDIvF8SuXzTYnqPaU0LBCxqgBlRVZJcbl1vaIalFVXTl6Hqfom9aH0V0zt36v831yZmEwCAZcBVFLfJt81LW3f1BzDhg1DMBjEkiVLMGHCBABATU0Nli9fbkuwkMzI9xhLt6xDXgss6+T1yqH0040/tJsqaDUGMakml2SzQtxkHm78dnT7NlUXZuv5eoXTZ0zn1SOr4yUJ6GMs3XHkvHQeQTolImCtGA8FHSrTZZW7xv/LRG1oev5xo1Qk+UkhxFgk/8nnOAvQn/d0xCLyd7PozCJ+s7pRPqnY5ujiO2YSszle03UKSPn+e3heyJcuCDr8jFl1uT2nvJ+bHKka48guD06e0urnTuajZNylqhFlvimq6YwFWL9z8uNp8n2U6kJ580bmq1TsSkSZn7IuF2k6ZdmX03eqcPK9lvkq1QexWMxJxpLhovS5rBKptHTopGXppmFTLUKLqhiU6sGSYDvr2KjsytW8urDZ48Q028aa/39LYZzVOsjbm4mEEEIIKVxa0r4JAHr16oXu3btj9erVAIDDDz8cEyZMwO23346ioiJ0794dc+bMAQDcfPPNlmM0tIzasGEDEolE4/J3v/tddO/ePQvPkhBCCCGEEEIIIYSQ1g9vJmYBtdImIqq5pHpJV+Fh2mdeJV/UdoVQReWkBPDqOThVxeWLz5DJWJPjyNfZZFtZCWZTKiqlKrLyy0kdLCssLevEtvL7qy47Se+lulBVBsiqzoAYG5TVXapyr1hf+SUrstTqLqkelK+73LY83HQJsfWRF8fVeSbq+sjLfYunh1DS6jkgfRHDmt7wsiIrXGbducX3UCgRgzG9ojBZpygTxZyStfuUcebKxFQq5dp0Ohum1S1t3xSPx5FIWL9bc+fORXl5OaZMmYLq6mqccsopWL16NQ499FDLuHQtpJ555pkWt2Ql+U0hqHt0aiY/4x431dWSfIjPvPRsNhnvp2eiiY+4m+PIWEf9TWDqDyV9ETOdo9Nn0F5BrioT9T43cn24KP22bnwQJdlSItITMXcUSoxFiFcYdYCIWz/bUukUROa5LB3yd6ZUwWs9BHW+hnB37jZ6TvI3rMO8LIjLsqNnpAYTv0Uvu1DpcmomXcScjuVnt4kaJZcr1+0TPog6dEpEAEgouS6nzlhJ2Q0rkf75y2uTLl+l80QE7N2vTMZKpaJOXWjrjKXxMpTbSnSdsopE7kp2v2pXnF656JTLsq3XKBODCfE5Cllv2QQiql+hUCYqea8D60VnLVXVKLaF+GxI1SOU8SklL5aKmXsmMs5qHfBmIiGEEFJApJL6Ftgt3Uc2aEn7ps8//9z2WElJCWbNmoVZs2Zpt2UgSQghhBCvKKQYixBCCCGkkGCc1TrgzcQMSCRTRhXNqopKKplkpUlI9FtOGVQW+4WsInLjp+jnnE2qrExw41mkw1TlVwjqDImu4szJ9zDdfppblj3pLV5BotJLqoPjUfGdjKb3Fkok9JVfJkbAsmIrpJQrSiWirN6SfehVJaNUIpaUpK/eAqxqQ1n5JV/n8lLrJUOt5iqWPeltlV/pq72cqrlKlfOi/P4F6musy6I6KhAsUtbpPRNLxfk3qXgbBsoqtdvKiCZV33SsoFA1qqrFZJ3ee5EQ0nLkuSNTTyCJPBc6Vb56hZv4y2lsrjpWeBmrufFbbOmcWrJexeQ9ctqvbl+2rgsaX0S7b4/18+vm94UuRnZWBKZXG9o8chy8bEx8D7PlmWgClYiEkFzhlK+x5LLkb2HpkyvOzepvY/u1RqoLWx5b+ZljcqN6c+Pzrd23w0tj2Zdhkl3XQSFbHSPMOyj4o0yU28rYqkZRH8r4R+acdHPWKREBa35K5qZsSkQxD3VZdrtyQs1P6TrmAfb8lGWdg2eivVNW03qZj9J5JMp9yf3K99Pug6jxTHRQKqr5K5kHM1EmBkUHq4BQJsquY2quyza2VOTJ4qKDl7pt3CGXFRF5M2V8Ssllqf8nbQveTCSEEEIKiGQy5YFpNRV9hBBCCCEqjLEIIYQQQvyBcVbrgDcTPcCp+kVVYEkloq2ay6nsyHJcfTWXbl754qFogp+VUSZVZGoVkpevY7a8GrOJqhC0VZyJajypVFTfE7lOp0SU46PSI1EoEWUlmFy2rNN4JJoiK7TUC6KTElEqmFU1olQiygqtshLraV9VEDpVc0m1YZlGmajzSASAsPIcZOWXWESxsmtZRWVTIsasSr+A0mdeKgRTYrlYfJ116sKUUEQiKaoGFVVjUdRasZWqbVqXqsugz3wyZaSCTbcPQgoBN1XeucLEU8bL6noTpZ6pP41X6OKmbHavMHmP3LxWXr3Otgp4US0v4yIV++uqj1388gaXSkSdD6JOZey07EZd6KcSkerDwoAxFmkL6OIFXVxiU0VJny0P1WgJTc7FMZZKaOIhB/9BN+heVy+7IGgxbZ7hol2gG/9FddnxPdC8ZwmNR6ApNo9E4YOodoWwddlyeP/U64L0PZRepAmNGliXqzJFdsqyrhPLMi6zdcpSYqki/VgZ/1l9D1vukSj35dQ5ptTW5SJ9LsvumWidh3pOKnE4h8rzl/rySHUhNF22AGsuTPoaSgWkzTNR3VZ6HUo/zYjctmk5Wa902RIKxpbAOKt1kJ0+TYQQQgghhBBCCCGEEEIIIYSQgoPKRB/Q+bmZVnOpaiX7fq37Kinyx9PFDblS05n6DWbq4WP6OqpVKV6+B2725aW60qYQTKRXJsrPr0Qdb6JElMuy8ksuy6oWndow5aJyMSiquWS1l/o5k1ViQVEZJX0RVSWjVBfKvvO69XKdRFaCqRVasnpLqg3by/73SuWU3TPRelxVbSgrsGxKRKEgVKu5pBJR9niX+1LVhSGxLqGsa46UWrG1f5/Ytmk5UUtlIiG5wCQucKqu9tLTWOddI3HjR2Ok+HThlS0xiVdM4hPTeFM3Xs7RTeW9bqwTljhIVKLXReNpx8pj+RmLy/fIqvJLrzxsbln1RZTrdB6J9uOaqRoJUWGMRYgV9Xe4VEXJz3oqkEq7Xo6Vv+dlLku9duWqm0K2PAO93NYYE3mJJn1jUxc6COgs6kKneBfevR66+EjGVntqraqxuPKZlW0WZZ5IKvnU9bZudTIHrHb3isvvHLRYv2f6eEf6Iqr5KZ3yEACKNHkjmasKO+Sn1HhRKhGdclnqslQeSopCMpeleCaKmLVYJKRs64Ppc1nyvS8SXwaLl6FUIkovw5BQJmo8E4tT1s+vmo8CgEC4ffrjiA9WMmqdV0jJoyUsnonWHFlLYJzVOqAykRBCCCkgkqmUJ3+EEEIIIaSJQomxVq5cif79+6O0tBS9evXC/PnzW7RdLBbDHXfcga5du6Jdu3YYMmQIPvzwQ8uYP/3pT7jsssvQo0cPtGvXDn369ME999yDSCSSZq+EEEIIIc4USpwFMNbSQWViBiSSKSNfGlUl5aaay9TDxU0lua5Hfb6Qq4r8XFU0Z6siT3cc+Vlwqt6PajwTdf4+Elm5WBeVXkHpvQyToo++/A7a1MLKeKkelOgqYmT1llyW1V4qRbIne7F1rPRFVPvDy+qt8tJiy7LN99BAmSirvdRqLrsyMb0SUS7LdbJnfWB/Uy92WYFl80wU/oSBoqbnnxJqwqSs1orWpl0v1YWqnyIApBLCM1Gp2ErWWo8b29u0bayuMIIFQlobXl7bvVSjZQu/qt5N9+um+4NJfKrbl6kCVOfpLHGjELR2aLAeR8ZFme4X0L8Hpp9fnULQ5pGo8UV0UiJq/RYNlYlePn/LtvRIJD7xzjvvYMSIEbjiiiswd+5crFu3DhMnTkRJSQmuueYa7baTJk3CwoUL8eCDD+LII4/E7NmzcdZZZ+Gjjz7CoYceCgB48sknsX//fkyfPh3du3fH+++/j+nTp2P9+vV48cUXs/EUSQ7R/p63qaSEoiqYeX7Gtj6V/hooMfFBNsFNtytzz0Tdc/ROA+Kmo4KJv6Qcq/VMdOEnLuMBk33Jz9W+equyKxKxLlv24/CZlKo/VX1oUzXK75Hy2knFo9zWBKmYg/i+qvkpW2cssW1Q5G/U56vLVR1YbnkuS6dEBKxdLcJFDrksMQ91WSoPbd6MmlyWrksH0Ix3odJpSyoE5VgErc/JkguzbWtdToouXKF2TetT0uswmT6XBQBBRZmoKh5TEXNlYqHAWEsPbyYSQgghBQRbQxBCCCGEeE8hxFgzZ87EgAED8PTTTwMAhgwZgi+//BJTp07FVVddhWCw+RsP27ZtwxNPPIF58+Zh/PjxAIDvfe976NGjBx5++GHMmjULADB//nx07ty5cbvBgwejuLgYN910E7744gt0797d1+dHCCGEkNZJIcRZAGMtJ3gz0Qdk9XPERTWXrs+8rroHENVAmRcwGyvi8qHaXVZCOVUHmyhN3Sg+TV5LL5WIuufnZk62ykUHTx+VWqEu1FWNyeNExLayQkv1RYzLsVLFmEivagwV6asApdpQRW4rVY6y2suyrVAASqWirMhSX7uyEutp3aTvvFQeyoo62740nomyuqtEqgpUBYJ4KQJJoT5UqqxslV02n0OrgjBYFG78f7xWqAtFJVVIqBrjyr6kujApPRNFNVeivqniLCTmFNvfdNx4vbkyMZXyIABjm1OSp+TK+00SN4gLdOSLd7Sf+9K9R26q+J1Q3yOnzgm645qoIwBYYmqnKv0QWv7a6GIqE49EQP/auPEAdXqPVN8bJyWiXK/O04260I1HYr4qiUn2yPcYKxKJYM2aNY3JqAbGjBmDBQsW4IMPPsCJJ57Y7LarVq1CIpHApZde2vhYhw4dcP7552PFihWN+1STWw30798fAPCvf/0r7xNcxAynnFJE0/FH/gaXv25VhZUca+ssZFPmNf3OdFTEuch1SdzET2a+1+knbd/W5An652RlogB1Wrauk8/P+hxkRyvr62yqAG1aL2OrfcIjMRaxHldV9jmd56W3oTreltfVdK9z8kiU6PJTMrcjPRXV/JTMR8nclsxPBS35KIf8U3H6XJaMDW1KRNkNS1UXSrWkiDvD0stR6aRVUiRiR+l7KL5WaswqVYs2ZWJE+iKqykTrOlUBCADJoDW3l1IVglIVKDp2paJyWdlWKA9TIpdl21btumX5v1BStoB8j7MAxlotgZ6JhBBCCCGEEEIIIR6xd+9ey58XPjibN29GNBpFnz59LI/37dsXALBx48a0227cuBFdunTBQQcdZNv2H//4B5Kamxt//vOfEQqF8O1vf9vF7AkhhBBCvMGPOAtgrNUSqEz0AKeqm6immssEp2ouWbFjqdpwum0sPs9uPAV16/ys+NVVrOmqym1jffRR8up1dTsPFTdzksuyuiui9Uy0vgkmykSdmhCwfs9sHolyX/H0r42t2tLBB9G6zrrspDa0rCvRV4LJ6i6LMtFAiSjHyz7zoshK22e+JCSViYG0Yw+Mb1pv6xWftH6OgjGlp3vcWjGYEr6HUkEYKGvftE5WYIlti0QlWKKu6bhBm2ei2FdMVDIq6sNiMafovqb9RiNRmJJKplz5JTTsg5BCJ1uqv1ypC7OJm+4PXsVUJgpIiamPuOykYLKtGlO78fnRdhSBNU6SHoluXiunsXplov4HhawY162Tikl1vZNHon1e6ZWJurEtGd9S6JHYOvAyxjriiCMsj0+bNg3Tp093te/du3cDADp27Gh5vKqqCgCwa9cu7bZyu4ZtY7EYampqUFFRYVv/xRdfYPbs2Rg3bhw6deqU+eRJQWDPMSm5LOn1Jq5b8veFRWGlucY5LTuep32SSEjFXEj4lxnFTsmWX8fdxZ1yznpPQetYM5WfbqzMTZrty7qtjIFUNZqp77X6PshOWVHhkejki6hizwul/y7olIimx9XOSfocilhKHlfNV9mViCKXo8lHSb9B2TlLpy508kgsFfkqtbOWVB7Kz7MtH6WoEWXuytZNI5Q+l1UkvnMB8f6qSsQD62PKOpHbEvmoQKjYul7JZ0n1oJNnokVdKLa15djE+qSS+0rW1yr/z0CZmOdxFsBYqyXwZiIhhBBSQKRSKdetHdjmlBBCCCHEipcx1ldffWVJGIXD4WbHV1dX49///rfjfnv06NH4f5kkdnpct75hvs2tq6mpwciRI3HIIYdgzpw5jnMkhBBCCElHLuIsgLGW1/Bmog/IaueoxjNRVqXIihZ1vfzCmfQld6wMtzW4Tz/WtPrHLxx752e4raxC8apvvum+PFUmeuSf6VTZv6/eWs0V1SgTnZ6fTjmlUyICVp9Emy+pC3WwzfdQ9JlX10vloV2ZmL6E0skjUVfdJZWI5aXCQ1GsVyvBZBWZrNBqJ+alVmjJXvFyW7lereAKqMpDAIGE9XMUiDVVWclqLemRaPNMLG1SJqaEQjAl+9fbPBOb1heJbRPyuEKVG6+tTzs2urfpONGItQqMEGLFxNvOq+NIpILKaVu/PBZ9ff5KnGCLgxziLaN4zCAGMYmhnMaaxiA6jOLrDPcLWKv6TZWITp9Z3bbWdfoqb92+nJR6Jr6HTtt6NdZxX1QfEgMqKiqarT6XLF26FFdeeaXjuA8++KCxKr6har6BhuWG9c1RVVVl2w4A9uzZg+LiYrRv397yeCwWw6hRo7Bt2za8/fbbzVbak8JH55EIABHN72qnZctxZFci8dtYdhjw6lobEr9BnToT+BWHmXRlcnNc+34z91s0ja1UpOpPh2mcbf1smCW31PehVuSupEdiPCY8E5V5Sj8+p64/6raO3yON16gTIUVtJ7tqyTnLNlSqGlHmqpzyU5ZOWQ5KRJmvKtEoE21KRKmYVM4jcp3NM1GT65KfQadclrpeqgtlly1bF65Ees9EqSYMlpRZlhNqdyxx3JDIqcXrRY5N2dbmmSiViRpVo5oji9d501Y0U1oaZwGMtbyGnomEEEJIAZFKpjz5I4QQQgghTeQixho3blxjpb7u74QTTkDPnj1RUlJi8+vZsGEDANj8fVT69OmD7du329pzbdiwAccccwyCSvFAMpnE5ZdfjnfeeQcrV67EUUcdZfScCCGEEEIkucplMdbyFioTfcBWOaNUv5hUb0nk2LiobtJVc5miVnCZVnNrK9QNvBmdvGScxuuOo6tuk8dxU4WsPY7D62ji52NSNSYrg0JoeVWcnJP0SKwTFWhxjceCCVKVK9WFOsWv03Hl90rrgyg+CwFhe6hWf9mUiKLKSueZKNWEtr7zUiGorHdSIrYXlWJqn3mpPJSeiXIeaoWWqTJRrcJSlYeAvZpLVSOm9lsVgrZe8EJBmFQ8E53UhFLVGN3XtO+SjulViwCQiErPxKb1sb21adfFo+bKxGQyBbi8Gei2Tz0h+YCTT54JXnr7eeVT7OXzM8FN5wcvcfOeOMWQXr1HTvOwxNOGcaxXSlQnj0CdD6Kpv6D0lFGRVd9mXo0t39ZTVSOViG2OfI+xwuEwzjzzTCxZsgSTJk1qfPyFF15A165d0b9//7TbDhs2DMFgEEuWLMGECRMAHGittXz5clxzzTWWsTfccAOWLl2KFStWYMCAAf48GZIzjPx8ld/VsquWye/slEhtyH3ZPRPTK9ucrmPqb2OT6/+B9d741Tkh5+Em5ivS5JjMOmXJ567Xnqivlb27gv51NInpdKrOEodtJapiUioP5WfSpqZVP1fCE1HmkHTKRVvnLM2cpbpQIrdV81XSI1Eu246l+gCKvFBY5JSkutCqTBQqRhNVoxhb7JBjKtV02ZIxnE3VqH6OpEozII9rWUQw1fTZkepC2LpsiW5Yimdiqt6aY0qK5UCZVcVm8UwUasIikVNLRawdvSzbiuOkxHlPeioGlfHx+qbjJCLmysR8j7MAxlotgTcTCSGEEEIIIYQQQvKcqVOn4vTTT8f48eMxZswYrFu3DgsWLMCTTz5pqXjv1asXunfvjtWrVwMADj/8cEyYMAG33347ioqK0L1790Zvnptvvrlxu/vuuw+PP/44Jk2ahPLycrz77ruN63r27InOnTtn54kSQgghhOQAxlp6eDPRA5wUgWrFS1IqrJz6ZSvLcqytcsZWwZO+mqukKL0qCgASwfQee64UgiGTyig9bvwH3VSk63yFTObh5nV0QlcJZnstAi1XgMr9yl74kYi1Cket5nKqqtIhP/tO3wVL5ZcLhYWcc0hUM8nvq1rtZVciiopJTUWWrPSSfec7CPWhrhLMpkQUz0Gt4JLrnD0TW65MLBYnEqsyUe+ZqKoRk7VW9aBUIkr1YaBdUw91qRBMJqyf32TNHsuyRV24z7qt6nsIAImY8FxQtlUVjgeWlXUxc2ViKplAKtlyH4p0+yCk0PDNSxj667mM86TCymm95bgGart8wVOvRlHZq77uTu+JSbcHJyWCuuylv7VtXwYxiE6lYPo5MfFB1G1rqkz0Sl1oum2mcyJEUggx1qmnnoply5bhzjvvxMKFC9GtWzfMmzfPVvEej8eRELHu3LlzUV5ejilTpqC6uhqnnHIKVq9ejUMPPbRxzOuvvw4AeOihh/DQQw9Ztn/mmWcwbtw4f54YyQm2HJL4XR2P6rpsid9SyZBYTv+b3NZZSHOdlnGWVCAlxDxMzvtmeSK5bctVjE7KQ1e5LeX5ytfGaVt956yWv0fSa9Oki4cb32unsfJ1r7MoE+VnXXyeE+lfD8fclsiNyDxwpgSkQk50GVPzVVIdKTtnyX2pakSpRLSpDUvS56M6hPWeiTplok15GEqfuwKAsLK+WMS3dlVj+lyXPK78LSc7b6j5K6k8hDgfqUpEQHTdili3tXkVlopl1fdQnH9S9TXWaQjPRFVdKLt7QewrUR+1LAeVHJslRybGtYRCiLMAxlpO8GYiIYQQQgghhBBCSAEwfPhwDB8+XDvm888/tz1WUlKCWbNmYdasWWm3e/PNN13OjhBCCCGksGGslR7eTPQAJ0WgWvGSdOgdrlNgyT7zsjLMpKpKzlFX8Sv7gTuhrTJyqjrXqP7ceBQ5jdX2bPfQO0jdl5fPx76t7Cuv9He3VbJl/rmxeSRGRXVMKv3nV1ZCSeR46zq9otdND221ykzOUVZzQQh81V75Uoko+87rKrLKS4st62QllLbPvFinUyICVrVhOKSv5pIVWmoFV4mBRyJg9Ul08kxMaKqo5LJUH4baNykXY/utfeOlmjAp/Bgt6kKhRIxJz0RRlRVXjhXda3VziNY0VadFxRxaQqFUcxHiBSa+Pib7cexC4GLfOuR51KvnZ4pf+3bar4lyzzH+UuIEEyWi7Tg+fjZM9mOicJBz1KlhnbbVPX/b7wNZ5a6Zh1xn8+w2UCI6YeKZqN0PPRLbPIyxSFvDyZ/O4pnokMuS6kN1WW4bCFh/s8rjqko3p+uuLrZy2lbmN/Txgnd+im46Z+nGOikgdetNFYLqe2T3vMzcM9FpW50i0mlfatc4+ZmUn1+bH2FQXWc9jkxtJUWOTearLNvK111RRMp8VEDEKeJrZMlXSY/EohKHzhTKeJlTsnXOKm55PsqmTBTbqgrKsOigZ1MiFqX3VLR12ZK5LPFaqfkquxJRxLtJq7owkIgq/xedpkQuS1UiAlb1ofRIdPJQtOS+pDJR5MVs6kLLca05s5RUpNdZ83PB4qbxcSUPFo+0XmUi0cObiYQQQkgBkUomPQjAvPsxTAghhBDSGmCMRQghhBDiD4yzWge8megBTtVcluoXm7eb9UuUSglPNlXZZeszb52HPK5Jxa+977w/XoZeVqSb+N84YbKt5bga7x/A4fk5KktNTpBO71/TvkLBkMNYK+rnSlZ+RaLy85veC8HmN+hw/XCjLtQpIiUB8X6r1V9SiSiruyTqeKlEbCd8DmV1l+pjKqu15PdTV+1l0lderneq5pIVWjrPxCLpkRgVvogWz0RRrRVN3zve7pFo7Q0v/QmLK/Yp6/QVWMl9eyzLFnWh2FYqE5PC+zC2v6maK1hinVNkb9O6aNxcmUhIW8VPRb/0CFIV4X4qBCVOFeUqJr43fvkHud23mzn7F2M5+Q2pMVXm8bPTHNUqaafPha7DiJyjkd+ggxJRxhgmfov6OWfur2gK1Yj5h/R50nlNybFOjxNCrDh32WpaTibMErjq73CZB5O/waVKTHZA0pGQqqKi9PM09diz7NdhX27wqyOGfD66WMNpv3JfUY161FHFqr5nIpZQP3OAPa9i4ploU9qqc07IdXo1YSqpdLASKjeJTologlQiypyaRM1XyVyW3TPRum81xyRzVbJzllxvoky0xY4WZaJeiSjzVeqy3FaGATpfRJnLkmMhcj2BuKJMFB24IPzzUhFrrktVG0o1YVLxJgSAQGl7sa01J2VZV2vdVqoLQ6VN20rVYjJqzUnFa63PKRhqeh/Ubl+xiFBlkjYDbyYSQgghBUQqkUAq4bKay+X2hBBCCCGtDcZYhBBCCCH+wDirdcCbiRkQT6YQ0lSaSPWW6pNo68stlYnJ9G+J3FZWpThV4ajI6hBdRY/Of6851Gq2kiIzFZwON/439vXyOYWUdS7maKCmdKqSN5mHtPKTn0G1csj0+anz0nkoAM19vpuO5UppKF8rm8K35fuWfeeDENVemj7zNs9EgdqHPiwqsjoIZaKs7lKrueRY+X0tD1vXq9XX7aQiUqocQ+mruUqL01eJAfpqLpsSMR7RLys+ibICKxUXlVJKBZb0SIwLhWBUeCaWdGhalmpCGYTEa6wqR1VdGNqr70EfF8vR/Uq1mqh0i+5XPBOlxLwFpFIe9Jl3kgYTkoeYKuZM9mVbb+DhrPOYketMlIe2OeVoW5N958qb0vSzofX3doh7rdu2fI66OTS3HHfxupqMtXkZKp93NwpBP5WJTsfSjqViLSfolII65aHc1mmsWxhjkbaGjEtqhSIwHlU95oQXmPiuJOIi96PkBuwqL+FPJz274unPGfKaKJVQTp57luNocmimHoK6/Tp3TNDFJfptdV0eJCZKTInOF9Hp/ZQqODXUknNy+qyYKBPjMjer+BEmNXlbwH69UfOvsiMX0PLYQr4W8vmpakSZ85XbSiydsoRHosxPyc+ZmjMsK7Hmm2TnLPmd0yoTRbBcLOJqne+hrXOW7JChKOak76F8qeR6NfUl92vzSBTqQzW3pea1ANg8E23+hBrvwkSddTlYr899qRTtt3bwkurCUElT/jFeb52zTZlYZ81tBZT3TM2pxaPmykTGWa0DfWacEEIIIYQQQgghhBBCCCGEENJmoTLRA6QaTafeSgrFjUSqt9S+3VKNZZuHrBTSjrYiq1Jkr3wregWdTtWYSPpXDWziMajzBpBqSi/RvzaZKy7k+6WvdEs/p+b3rVEmapSIgPUz61RFpcNNz3mpRJR95xEUlWBqZbzsM18k/RWFUk+p2HJSIkp1oVopVS62dfIoUqu7nDwSZXWXWs1lq8gSr5XOMzEQFcpDjUeiXE6IiqtUJL1nYkx4F0qPRLkc21/etE6oCyWRPVaFpKouDJZYjxuvs1ZhJWLi/Ls/fZVWTNlvLIMWDamkB9VcLrcnJBfYrm0GChUnZZcbD7Zseip6hclr5+lxDRR27lR+DjGzib+3Zl+m3Ttaul+nOcnqavvnueXzsF3rlThB563U/HG98Ux0gkrEzDHxEjRRAZr4HLqZk99eiIyxSFtAp+ySXoWqksveVctpWTlOXK9Uk351QCLt2IDIKSXE71vZpckEky4IOlWfG59vmXOR1zydUs9pW908nGI0XS5IKvVsXankvtVYw7Zf69hgqOXPVyJzqBalbUKvRPQLJ2ViUFkvxzr5Hqr5KjlWKgZlTKeqEWWuSua2dL6IpSKfWixySPZcluKZGNLnsuS+StTnK0Jfky5bQaF0s3fZEtn1RNNyKmr1RIQYm4qK3JbqmSj8FKXyMNReKBOFojDdfgG7ujBY3HQs2VVLKhNjtekVkIn6pjxXIhNlIuOsVgFvJhJCCCEFBAMwQgghhBDvYYxFCCGEEOIPjLNaB7yZmAGJZEpbwROJyt7x6au5JLpqLtnDW1ZmxmMt/0JJ1aKu4llWXMkKFknEoM+8DmfPmsw9Bt34LZr0pNc9fxOvHFNM1KJOqO+n7DmfErvSeRmaqgvVKis3VWJSiRi0fX7TqwuLRG9423JR+movqUSUfebbaaq5nPrMl4rlImXZyTNRV80llYfylZLrg2qveE0feQAIiootS0WW6O8uq7dUL8PYfut+pA+i9EyM7lM9E61zkp9J27aKujAgXvOkOM/H6kU1V03TtqmEuEZUN52BowyECNGiXr/cXBfdHNfJFMDmqahesxwuuSYKK6kmdPJyzBR33ozyCQuFv0dKRLkvNzGh0zxypVrVxds2n8Ng+tfZT99D3Xg3r5sr1WIbUCLqPAS9VO75rQIkhOQeW8cmjWdiMiZ8tELW35myC1cyVdb4f5tyTdPN6wBN17WA6CQkf8+beCQ65afUfclrrYni0UkhaNKVyjZW07EsJPIIXsZDdv/B9POQeSLbvpV9yffT9lkRx1HHy1/SNtWmxgfRaY5eXgPV3Jbcb0oXh9k6ZQllosx1KeOlR6JUBMqObKoaUeaqZH7K1klLmYeTz6FuvaNnoshHqcd16rIl42q16ZjN9zAhznU2paKS6xHqQpnLStbtT7ssPRNlrqvYtl6jGNxv7bKlUxemxO8mqVRMCAVkSvkOqt27ojFrDoy0HXgzkRBCCCkgWM1FCCGEEOI9jLEIIYQQQvyBcVbrgDcTPcCpUkitupLVXMHiEsuyts+82K/sj50U6pe4UqdjV2NZcdNnXq+CS+9NCJhVqCfEa+Omykrf395JEan6D7a8Bz1gff7yNXaqTjN7rdKrHEOG/fvVqjr5GdQpESWm6sJg5lYHlgot+dkPFuklJmq1V1GJ6NmuURMC1gouqUS0eyhal9V9tbepCYUCUrNeVpzZPBJlRZpS3WXzQnKo5lIrsmQfealUlL3kdRVZsrpLrdCS6kGbMlF4Fao+iZG9eidZ6ZmoqgslUm0YrbHuO64oFRNCNb5fOQ/UZhAIpZJJDwIwF18wQnKE07XOqw4FprjxH/RrHlq1ZCvBLyWmSVcN+7aZz8NNNw8j78JA+rGA9VrvxvfQV8/EAlDMOXkIeqV4yFf1YL7OywnGWKQtYMnXiHOT7Hal/t53+m5IpaLVM1Fe09LnzCTBlPSYs64vKk7fKczmKeekEFRzHw4KSDfdFqTKzwSZc0kG0uffvMSW57R0obKOlepCG4rvpZyz9Fu0+S+qx3HaVvxmt3R+S6ZfBwAIZX4dk5873bqQpgWKVCIWFes9E0vUfJRNXZg+/wSIXJaDElF2ylJzbjJXJV9GnQ+izFXJZZ0PolMuS7x0CCjqw4BUIgqlYiAmu3A1LdtyWRqPRLleeiTK3JZcL5d166S60DIHmdcVY6VSMVTclNuK1yn/z0CZyDirdeDiJy8hhBBCCCGEEEIIIYQQQgghpDVDZaIH2FRgUaf+702kEvo78rqe3k79wAOBpooQe4WSXhWn6ztvUjlt6m+k80aSlSZeegqq2JV7uqoHs/vxJp6JXios1PfT9HVMWCrO9F4HOpw8E3XVWxKnPvPquyKViLLvvDyuWu0lx8oKLXsv+aZTqpMSUS4XB1V1od7n0N47Pr1noqzmku+/Ws1l7zNvWbR5JqKuqfrJ1kdeVHOlRK/4lFLBJdcl6qzVXXGl37vs/a4qDwEgstd63HBF077U/u7NoforyvE6TwgAiAlFpOqhGBLXhBrle1PnZNbQDMlkAnBZzZVkawhSIFjU8R5eN007C2S6L1NFoFpF67Stbn02lYjWjg16f+tQML2XjxuvQi8/C6Z+2H5hpNTTKQQdlIgmx/VSXZjpHHKJG7VdoSr1Co2GUDWkH5YWxlikrVEnPRJjIk+kdtkSnWiCRfouW+q2oZDeU1kqItVfyvK3vvz9rsu3BZL6vIFNnZZKH5dITDoXSHRqO4mTyk/9nRqP618rW05G07VJPge5rfozVvceAHpfRKfXQv5ctigiU/o5mqga5WulVRcG9GN113ynvJfFX1HkX4IaRSBgzVfZclXFTrmspmUnJaIuXyVzVfK10PkgynU2taH4uKrDnXJZti5bMU2XLQfPRFVd6OSRmIoIdaGa2xIeiTLXZVsvllVkXixeZ30OqhpRKhNtnoniupBUltVOYLG4uTKRcVbrgDcTCSGEkAKCfeYJIYQQQryHMRYhhBBCiD8wzmodsM0pIYQQQnxh5cqV6N+/P0pLS9GrVy/Mnz+/RdvFYjHccccd6Nq1K9q1a4chQ4bgww8/tIz505/+hMsuuww9evRAu3bt0KdPH9xzzz2IRNL7AxBCCCGEEEIIIYQQQsyhMjEDksmURfIfjac3qQas8nl5Bz0g2j3Jtqc6g2C5LI+rl8/LNlQtbw9l0g7KNtagHZJpWwl1X6at0FTzYbPXQt+SS24b0bRrk61lvZqj3Dbi0JrU1rZXbW0iP4MGbdSc2ki4MbzWtaSQrUqlibWudUQ70d5B19YUAMrDTcuyNURlWbFlWWcm3a44fRvT5rZV20HI1hCyNalsd6a2e7C3QLUsIpiwtvIMKMvSlBoRa5uFpDCeVts/2Nqaaoyo46K1Q3SfGFtjnaPa9lS2IpWG7LJFalxpVZoQrUrl50Zuq46Ph6ztH+qU49Zl0IqwUKq53nnnHYwYMQJXXHEF5s6di3Xr1mHixIkoKSnBNddco9120qRJWLhwIR588EEceeSRmD17Ns466yx89NFHOPTQQwEATz75JPbv34/p06eje/fueP/99zF9+nSsX78eL774ou/Pj/iD7voWlWbxRu3A9e217MdtGl9SlGnDPGdscYNP7UlNXqt8xavY1Akv92Xdj3lb6wbs7URbXg/q1IpUXvtNtvWyJap2Xx62CJXtttRYlq1ICw+DnwstolBiLELcoF7X6qLW3ymy3ajaQlN+tmXbU4mlZaiI4WQeIVTU8raQRaJdo7T7UbG319TnINR8h2xl6dRuVZe7k9s6tS5t6Rwlcp2MFmw5RJ2ljcNyKpV+W5N2qk52OCmRc9PZjyTiTq1Z0x/LKQYIKE9Bfq6csLQuldvKz5UyD5m7KhH5KBk7qfkqmavStTUFrPmrUvHbx8lKR33twqH0bUyb21a1+ykW8a1saypbmRZrclm2NqfyLVNamdote6w5ppTGwsfW1rReb+GjtiqNibxXot56nOjeWrE+vQ2PtOxJ1IvcVyx9S9KozJOJNqcB5cVUc2TxhHmbU8ZZrQPeTCSEEEIKiUQCqaDLAMrBr9cLZs6ciQEDBuDpp58GAAwZMgRffvklpk6diquuugrBNMnwbdu24YknnsC8efMwfvx4AMD3vvc99OjRAw8//DBmzZoFAJg/fz46d+7cuN3gwYNRXFyMm266CV988QW6d+/u8zMkhBBCSKuiQGIsQgghhJCCg3FWq4A3Ez2gVpqTSoWZpprL6Y66pbpJ7DcpzaPleqU6xGZSjfTG2oC1WsZW+SQqSXTbuqnm9lNd6KQKVNFVSktsqj6D4zgZXKvrncbq9u30nsg5mpiDm+BkPK0iq8RsBtfiZbUoE6WJc7FUJqav9jJRIgJAh9L0ykSTai45VioTpfowHGoaL6u5nCq01GouqUS0m1SLiq14vfJ/6zpbhZamYksqEaP7rGPVii1ZvRUVSsTofmuFbKwmmnZsSqhE6ncLc+y69JVWAfGe7BdjVXVRKGF9HWuU71i9TyqkXBOJRLBmzZrGG38NjBkzBgsWLMAHH3yAE088sdltV61ahUQigUsvvbTxsQ4dOuD888/HihUrGvep3khsoH///gCAf/3rX7yZ2ErQKfolJsovs7FmXQh0nRJcdXdweP4m8YobdPNwel2dXo+WHsfpWH4qFf1Cr/KTldoOKj+1qt1Biajbl+lz121rsi83SkRTdWFbUyN6reQjhBQ2++qFMlHkthLxpvWmahCdYlCqC+OiCwxKmv4bSOpPXPL3vorsRCO7y6Q0YYtdARfULFnzJlJ5mEjo8zdq/sKWB5JqO7FvVckm5yyVmBLde2Tblxhqeb4OHawCuthRHMfWQcBAmSlfG12ezCkfpVuv64zltCwVrwHxQVI/z/J7UiI+67p8VVlxy5WIgDW35ZS7Cgvlovq1krkqqUyU69X4UDaDkUpEGR+GNLksGXcGEtY8UUBVVst1oiOXzG0lo015I6lElHkvmetS1YW6jlwAECoNi/Xp7VxsebL96ZXjMpel5swAIBETXQ+V91DNqUV5U6/NQs9EQgghpIBIpRKN7SEy/kv5G/ht3rwZ0WgUffr0sTzet29fAMDGjRvTbrtx40Z06dIFBx10kG3bf/zjH0hqbiD8+c9/RigUwre//W0XsyeEEEJIW6QQYixCCCGEkEKEcVbrgMpED6iT1VuaHt5OykRbH3pVmSirm0QVkaxosaizHO4bm1QwyePqqq6icX1VsqysMfM/arlyz8Rj0EtfIZM5OvWot2zr4Huom4epF6VJP39HH8QMMa38Un0Spf+CrO4qEp9BtUJLKhFldVcHWc2lLLeXlWBSbSj7vStz1vWRB5pRLirrnau5rOt1nom6vvKAtZorFbH2aE9FRZ95TcVWTPggyqoq1SdR9nOXXoX29U1zjInqLFmpGhUVWfWqZ6L4KJeI16pGKtI135v9yvk2oiuHTUMqmQRc95k/cNy9e/daHg+HwwiHw81tYsTu3bsBAB07drQ8XlVVBQDYtWuXdlu5XcO2sVgMNTU1qKiosK3/4osvMHv2bIwbNw6dOnXKfPIkr4hqlIlSmeafL6CT36J1vc5j0URd6BS7mKjv/PRMdOMFaI1PrPsx8QV0wi8fRImb10KHqcrPSy9DN/PQoVNTOlEIakIZb8k4ggpBb0jnW2XqZ9WAlzEWIfmK2j2pts762ykuFCmqL2JCeCSGikqsY7WeitaxTlg95uRa6xylmlKvOLPuTN+FyaY9tCw5+S/qjiN/AoaUtIKTEtHmixhU11n36xRJpaB4RMpYyWEeKU2u0vZaiNDY2r1NPD+Z15TrlQuqVPnZVIxSIamLcTQKV3ksXf6puX1ZfRBbnssyUSIC1pyTzFVJZaJcVnNQ7Yr1+SeZr1JjOKdcls4XUeau7F220q936sQRiFnPdar6UHbgSkWt+amkJpeVigjlYcS6r7jwQbR03aqVeTDrObaoVKxX8lMpkcMP7RWKSNE5S/1uhMT7KXNoKRm0qvtVPRMziJcYZ7UOeDOREEIIaaMcccQRluVp06Zh+vTpzY6trq7Gv//9b8d99ujRo/H/8gee0+O69Q0/YJtbV1NTg5EjR+KQQw7BnDlzHOdICCGEEEIIIYQQQghpObyZmAGJVMqiOolEhFeWVO7penob3JGXnoiyKldWN6nHlR6JgZS+6igQbFq2VXaKgh2tZ6JU0DkoEU0UdBITZaKtD30L5wSYVWFL/0F1X05KRKkWVV9XE7WgPJack3w+JmpCWz97AxGBU1W5pa+8Q+WXRK32kkrEsENFllrtpfNEBOx95itKi5v2I45r9zlM30te54kINOOLGFLXOXkjWRYtveWlElHbVx7Waq6kqMiy9ZUXy2rFlk2JWC98D5Xe8LKfu6yikhVYaq/4WMR6vo2Kz3p4r3XfdarKWowtE5ICuzIRaVH3G8nAMzGVTHhQzXVg+6+++sqi8tOpEpcuXYorr7zScd8ffPBBowKxQaHYQMNyw/rmqKqqsm0HAHv27EFxcTHat29veTwWi2HUqFHYtm0b3n777WZVjaRwkNfculhCWWf9nul8iCXSw1ieG03mFArqv7d+qgD9Oo5ZZwg3SsSWqw/Nxnr3npjEfV76Keqen6MSURNTmXzWTY+rG++litFPJWK2FIJ+HUf+TrMrVtqWBLLhu5Cp76aXMRYh+Yp6nYuI307xmOicpXhiyc+2VCraumzF0nt2SaWi3UeuaV/23/4ip5TQ57p06LwLZQ5NHjcksqkyp2Y5jsNvPjXksXX+coh3dWudmuBYups5dKiyqyt1eU79WJNtpapRnYcMnYxyWbZuVy0fL+MSW+cs6e2nJFqC4vMs56Hmq+xqQr3asJ1mW5m7kvkqdVl6Ito6Y4mgRn095Fh5OZYNXCw+32KwU5ctSy5LjA0K30PErDknteuWzHslI1ZFoFQfql24EnXWDl1OPogWZaLMg8lc1l6hTFRyYfL7WFQqFJDCDzep+NImSkRezKZMTH/iiNY2jY1lpExknNUa4M1EQgghpIA40BrCXWuHhtYQFRUVzbYMbY5x48Zh3LhxLRobiURQUlKCjRs34txzz218fMOGDQBg81JU6dOnD7Zv345du3ZZfBM3bNiAY445BkHlV2MymcTll1+Od955B2+++SaOOuqoFs2PEEIIIUTiZYxFCCGEEEKaYJzVOuDNxAxIJFOWaq541PpB1lUdBYLpfXSaQ92X/L44eSgGlbINx17pcs7J9J49gaCsKhKbWvqu6+eoq1Uz9dtz40eovj4m1e1OVdcmlfDO1WrpVY1OJANK9ZZYJ2s69L4BVmQFVlB+FpSDOVZvyX2pykRNZVdz26rViyZKRAAoV9SFTkpEqVxUq7CkR6Ktz7zsqx9MP9bW/13jiygrskS7e+1n1qZETKTvKw8AiDdVP9k8EsVysj59xVZCKBHjwkPRoi4UFVa26i1RTVukVFnViQqrOiEfLBP+i+p4OVZ+k+R6nWeiqnKMZaBMLATC4TDOPPNMLFmyBJMmTWp8/IUXXkDXrl3Rv3//tNsOGzYMwWAQS5YswYQJEwAcaGO6fPlyXHPNNZaxN9xwA5YuXYoVK1ZgwIAB/jwZklWk2rAuqniXiuuTVBu6UZ9J3KioovH01ZLO+/XOJzBbuFNIpv8xaN9vyz0yc6UONfncOHlCulFEeqWmdOOv6LhvjXLMSYmYL36D+aj6k3PKVKGXS2ydTzSxUrrPSiH4ahKSK9SuD/XSU97WZUtRJibSqxabQ/VMdFKSJIPW7ijJeMu/w1JR5tTFSMWmTFRUjcGkfg7SM1HFKadiz+eoxZItV/HZ1tt8//Rq9ZTytjj6D4rPhnpuduy65eSpqEHrRekwVtdJKyjVdQ7X9KDy2galZ6D4zMnPpJqvkn6K0hdRzVfZPRKtyx3C6fNVcmypmKNOmSg9E6UPouykpb7Ozp2x0scpclu7ZyLSrrcpER1yWYF403JKeiKK3JV9fdOyXYlozWXJ9WquS3okSoVgQDxhNReWFPchIuL9jIl9JRRv2VBMjhXXAU2bLUuOjDf12iy8mUgIIYQUEIXSGmLq1Kk4/fTTMX78eIwZMwbr1q3DggUL8OSTT1rUhb169UL37t2xevVqAMDhhx+OCRMm4Pbbb0dRURG6d+/e6IN48803N25333334fHHH8ekSZNQXl6Od999t3Fdz5490blzZ9+fIyGEEEJaD4USYxFCCCGEFBqMs1oHvJmYAdF4ElCqcmx95cXNeav3m6EyUamskVUJTr3ErUo3fZWNVAzKahmVgNiXTtVom6NBT3MThRwAxDW95J32pa6X+5GqNxUnJaJOIWn6/Ex8Em3KS83Hzta/3uA4TurCgOY5ys+Y3Seh6f+ySsxNn/kOivKwufWqotDeo16oC6W3obJsr/QSHolCkaD2nZefK131lly2rXOo5rKMt32Xrao/COViSq3mEkpECA+NZFQoCuubVICJmFwnlIqK+lAqEeNCqSgVgsU1TXOUvodyrFQ1qsVecmwoIPclKjWRHnUeUZidB4DCCcBOPfVULFu2DHfeeScWLlyIbt26Yd68eTZ1YTweR0JUNs+dOxfl5eWYMmUKqqurccopp2D16tU49NBDG8e8/vrrAICHHnoIDz30kGX7Z555psUtWUl+IZWJEWXZ6RrrtKziRtmVcKHOclKyJTTfTS9Vb+58D3Pl1eidElGqWjM9rlMc6EYFaLIfVwpBT30fNZ6JDkqxoCWWMTturhSC2VL96ZR6hajAM31/TV7nhs9CLEP5aqHEWIS4oaZe+X3k4JmoqguTcV1fKTvqeNM8GNCkVJRJS53P4YH1SWWd/ig6n9mUw7VFt964y5YS79pUfiadbBz8FeWcra+dQ3cvjbrQSD0J6XvooIgUx5XdsEywxBoyH+WkTFS2dfJblPtWlYtSiSiXVTViuchdSSWiLl/VvkTvkSg7ZVmVifouW/K6rC7aclfitbGrDZuWZVctky5biEolouy6lX45qfFEBOzKxGSdokysF16FUqlYK3wP9zeNj9ZY5yxzXTZloqI2VJWGzY2V+1JVjcUyD1YjPRPTfwdrlHNMnZMpazMwzmod8GYiIYQQQnxh+PDhGD58uHbM559/bnuspKQEs2bNwqxZs9Ju9+abb7qcHSGEEEIIIYQQQgghpCXwZmIG1MfiSKgePgn93XhVcRUsKrGsk3fUTSq2nCpnLEUChoVgukqhDIoPlG1FhUMg8+p2u4KuaZ6OPeq11V0OClAFEyWi07xMq9dM0HlvmmDzYXHwI0gpnpmmvoe64xQZVHOVleirt3TVXdIjsb1DhZaumisckj6IEMtqRZaTEhFpl+V+5asqq7mCagWi/HInRGWUzSBV8dCI/f/t3X9wFPX9x/HXJeESEiEJ8lNlQBx/IAiIFqq2RX4IiiII6ijSav0xOsOImnFqHaqA2vIdLVVHpYi24ojaVhGlNqItQltFEaui/BAUfzMFlBAgkp93+/2Dhux+9m43l+Rub5PnY4YZ9nZv731J7vLK3uf9+STvWpSkuNF9aN+O1xvHGqOs7K+bWL2xZpZxrLlWYb3tB96c+t081r0uYvJjzW3zZWXf73HaFonHY4owmgvt1IFaYx3UFDoTzZkFvH7n+nUyRbw6rFLoEku1o8wcrWuXyjqPZodja9Z0TrWOIKTSaZjquczviddjpavLL5NS6ZD0PDaFTsRDx3sc6/c6akV3Xms6+zK1dqP7+afngTPV5Wh+3cyc1Jqva6fGINwp1S6oQ8hY6Aj2VDX93WZ2IsYanDnMsWZi3OxaNDqBjGtZDXVNHTm5xnUwk3nfmMd1MXOWokiOkXls+93XGMw1IZ177ddNIsaaia71+DzWjTOvEbq7J42ZDOxrJvqsL+h53chjhrFDhSV/3FQ6EU2udR7TeF/Huoc+17Y8rzEptc5Ee7ehud6iVyei5Lx+5XXtSnJev+rcyXumLPN61RG2a1uu61Hm43rMpGXuixrP14wLuR6zS/jNumXP2V5rIiY6l32dxIgxq1akwbsz0aptWhcx7tF5eOhYY93Dg03bZidizJhly9xfZ1ufsM61ZqK5dqHzB9zebVhfY3YxOr+/5v56W/eh2XnonqHLvPbV9H/7NbPqVLqm/4ec1T7wYSIAACFixeJSpJUBzGcQDAAAQEdDxgIAAEgPclb7wIeJLXCgJqZOkaZP+d1ztjuPt49Syc3v7NhnzjtvjshyjIz3GPmUrbzmoJfco47s3WuprN2X6LG8Hqel55GczyEbR+e3ltlB6NhnjkjK8X7+jjU/zXnljcdxzzvftO03r7w5ysoxmiuFTkTJObrLHAmWn+c9z3yBrY5OxtfK3PYazWXuM7e9Xvs+YxFdLPvjpnhf5wPnem7ndHJ+3SO29bxyOjnXAsgxvif2nw3XKEBzJJ/RqWj/ukaNnzFz2xwJ19l2Q3XM+74FZteP1bRdb7z/2M+bY0W8F1gEOph9B525qLrOPiLeu9vfHF1vZ448N7vjTfbfQbEUfl9JPuvG+Yx6bk2u8Dq3X3edfX9bdvml8nwy2YmXSl3m16Ol36N0rnuYylqNqXS4+knl59uvEzHHMTLdeM35/M2TSidbKusrpvK3Vmu66XyfX0A1p3Iu15pWHvdty7VGTY0dD3l1XOYAkqnab1uzy5gRwrw+FbNtW3Gzqy/muR2rda4V1nKdjW3n6zve4PG7J27uc/617LX+os/y0671Ce3rEabUTSgpJo81E1PJHT5rJqYilefgd73Nr/swlToc5zW+R+bvHjOj2zOA37VKk/06RCqdiJLzmpPXtSvJeQ2qi9l56NGJKJkzZfl1IibfNjsR3escOjY91732m4XFfrx5zcz8cy3S4Fyf0LH2nrmma8zZOS2jk9rebWh2HpprJMZqzXURm97bXJ2IrjUSze7Dets+Y81Eo5vQ7CC0dxvWG+scmsz93zc0fa06H3Set8p43/DqTLQfW9OCzkS0D6ledw6tbdu26dxzz1VRUZF69uypm266SdXVbRVuAADIDMuKyYq38p/F1BBoO2QsAEB7QMZCNiJnAQDaA3JW+9AhhuxVVlZqzJgx6tevn5YtW6bdu3errKxMe/bs0dKlS1M+38GDdcqLN3XSxFIY/ePuPPRez8E+Csc9V7g537lz2IZ9pI1r1I3xOOac7vYRXJY5csQYSeMeKWVbb9HyGd3jumcr1lBM4b6tWUfJsj0ncx59P14jsHw7IlM41vW49uPNNfX81rTx/Hr4PH/bj7dX54bfdiqdiJJzNJd7Dnrveea9Ro25uw3NbmFb/a3oHDZ/TMzvtrlen/17aCwp6O5qNEdf2vflOjsE1anAWUe9czunc5em/xc5R285RolJyuvq/IM3376WYb33fO/mGoqOY82Rbsb30z6CNlrn/OJ0rXY+bqcjnM+/2DYEq/MB52i0zkaNRxg/K9Wx5Gs1ltp+PmusmFSllFjxWOunhmCeebSRts5YB8wRmR5ZxlxHIm682LxnLPDulrd33rt/D+Z4bBmdbH5r12SJ1nQjttUsDW3ZnRQGrXl+rrWU0/S1SiWrmXWZ3QFmhvLqPnStmWP8zvUaEZ8q+3NoTQdkqjU4H9d8HO/OTPNr6aWT0Vpj/1Kas0SZ6267Ojxsm36ve6/75ph/s/r8DWcen+y8UlNnYpVqExztj4yFbNPWOUuSqiqbunDMTsR4vbGumMeaiTHjWFNOXU3Sfea5zAuT9utkkVzn3+/mfSM5zr9RHcf6/H40u6plO7XZbebqajT/JrdfQ0uxYyeV+5qzbXjV5Hoc800zhWuZqVyDctXoM6OV133jkeTXMl2zX3l0IkrO7kJzxiOT10wkeUZXn5mHzGtO9utK5rUrs7vQ3o2YSieiZFwHS6ETUZKitp93v85E85XhmJXFpzPRa7/5OGYnYsTsNrStk2juizQ4338i9c7rUXHb+5NlvFdZxpqJDca6h/Z1EO1dipJUt/+gY7uhOvnahXVG96C5nZPrvG/Mdj3L3mkoSZ0PGOsgGq9Xe0ehe5/Ziejctq+T+L0tPNZ6vRklQc5qHzrEh4mPPvqo9u7dqw8++EDdu3eXJOXl5emKK67Q7NmzNXDgwIArBAAACB8yFgAAQHqQswAAQDbpEB8mlpeXa9y4cYfDlyRNmzZNV199tcrLy1MOYIWFUXXqHD28HWvwHmWTX2DrYjSGgPp1NTrWCvNZM9FrVI45qspc19Fr1I3f2nap8OtOaw37ufxGt6drTaLWrIXUmjVsWnPfVEadmyOF/KT2uObI6UjSY6PGz7NX56LfeoteNdYbXS61EfP1aowyijWdu9Z4bbvWCjJHd3l0Nbrv66zCPurcPDZqTDTv7mawn8ccgeYc5Vl0xNGO7c4lfZvO0+tExz5zFFmnWuforvy6pna8LnXO0VxWvfO+8X17mv5vjBKLV1U672uuzWHrTLQazJG2xvcoz+jMtKmvcj6uuQZk3OiujNc1bcdj5noiTY97oKZWv7ztkaSPmwijuZBN2jpj/XfHfse2Pb+Yo8frjXV+aquTdzWaszuYI4pdGctrrVafdVK81rt2d0A6Nlu1lku6spufVGdLSMZvLUqvdY1MfmsTefF7XC/mGjn23/XmKPVUOjG9MlIi9qzj18VozsKQyuOY57afy+yIc83u4Kqj6etTYM4M4VOz/bHM9wm/Lj5nR6TP83XN7mHb58puxrHGuezPKc+o0VyX2bWGkP21bnboxI3ZHsxR/fW2kfjGG5DrWHPEecyWo8w3L/NcMaNjyZ65Uu7YaUi+09jXuM7RfiO3NRcZC9mmrXOWJO377sDh/5vrGnp1KsbMfa6/rYz3I1tHYcRnAcKYz4xddjl5Ucd2zNi2/97OcXUXOqXyO9481p0dk9/XLyvl2v609Gv2ca0/aNv2ykaSu0Z7J6PfjFVeXY8taFBKel/z+Zm/brxmx3J1JvpkeMd9U1gj3e8ak5lToo7ORKND0GPmrFQ6Ec39fp2IZtaydyOaOcTMKV6dieZ3x8ySZqbLsc1O4NuJaGSLSMzWmejKP8YaiUb3of26krmvwVj3sKHGWVeDozPRed86Yx3EemPWHce6h8Z6itUeM3KZUlnnUHJ2F7r3eZ+rxrZtf1w6EzuucMy91Epbtmxxhaz8/Hwdd9xx2rJlS0BVAQCQulbPMf+/f0BbIGMBANoLMhayDTkLANBekLPahw7Rmbh3716VlJS4bi8tLVVFRUXS+9XW1qq2tmkEwr59+yRJQ3pFlV+Y33Rg73zzrgBSlnztTTfjl4d5qG0wUH190l2SpJaNW0bbMkeiFvpsp3Aq+3byxkN/aXqbrz1YJemR1NbViNW3YnXZpnMAbaElGStZvtq/f78+W/uG49hORV0P/9/sJq4/uM+xXbPP+XgNtckXJDVHtUcLuxr7m94wco31YyOdnPfNixrrydrOnRvt7NiXax6bwswQ5vuEOdrefrxXt6Qfv5H3XqP4U+0I9KrLNZtFXvOfg8lr1HuqXZte9zVHwEdto83zjNHleVGfDlf799NnDSCTc/1ns8vNWCPH+P4Wd2762c8rMl4nlrH2e9z5nHLiHmtW55jbzsctzLWtcWx8HQvMGSpSmOkklbV6fLv86owOOdsIebMTzz5a3jxWknJqmt6fYpXfOvY1VOxybNca+2srmjq4a/c5k2yNbd+hYw84tg/uaRptX1PpHE1/sMK5XbXfORK/xlxk0ca8rGOOmLd3bppr8XxvzPJjfo/so+lrjfcYczR94+j5Oh26PdV1y8hYyDZtfS1r//792v/lxsO323OW5M5a8bqm95i40cUY88hZktRgNb0z5BivLMucEcZ43cRtWcsy3z/NTkRjvz1rmb8vY2bu8shaXjlLatusFbP9LvbLUqlkLb+anLNppCdnSallLVfnZb3zvnF7B52RNSzjErfZgW9ZTdt+nYg5xvrq9l90eRHn43YyfzaMixK5tj6eqDFrUb7xxcu1d9vVGt11ceO8Ri6z57B43Pnc4zHnsXUNyZ9/xPhF3OA3U0UKaybWemQtv+zkmbU8cpbkzlqxiu+S7qs1s5RH1qo11kg8uNf5PunKWnubtqu+b37OkpxZyytnSd5ZyytnSd5Zy96l2KKsRc5qFzrEh4lS4pZ9y7I8W/nnz5+vefPmuW7/3RVnt2VpAIAO7sCBAyouLvY8JhqNqnfv3tq5+S9t8pi9e/dWNBr1PxDwkWrGSpav+vbtm+DozKjzPwQAEDLNyVcSGQvZrS2vZQWVtchZANA+cS2r4+kQHyaWlpZq7969rtsrKys955i//fbbVVZW5ji+X79++uqrr5r1R0kqfvCDH2j9+vVtes79+/erb9+++vrrr9W1a1f/O6SImg+hZjdqPoSa3aj5kMaav/rqK0UiER111FG+9ykoKNDnn3+uurq2+XM8Go2qoKDA/0DAQ0syVibzlcT7TqN01pyOeiVqNlFzE2p2ouYmjTVv3ry5WflKImMhe3XUa1lSuN9/wlIzedaNmg+hZjdqPoRrWegQHyYOHDjQNZ98bW2ttm/frquvvjrp/fLz85Wf757brri4uM1f5Lm5uWl545Ckrl27puXc1OxEzU2o2Ymam1CzU6q/TwoKCghNyCotyViZzFcS7zumdNScznolam5EzW7UfAg1ux199NHKMabT9ULGQjbq6NeypHC+/4StZvJsE2p2ouYm1OzEtayOq/npOsQmTpyoVatWac+ePYdvW758uWprazVx4sQAK2syc+bMoEtIGTVnBjVnBjVnBjUD7QsZKz3CVnPY6pWoOVOoOTOoGWifyFnpQc2ZQc2ZQc2ZQc3AIREr5VXJw6eyslKDBw9W//79dccdd2j37t0qKyvThAkTtHTp0mafZ//+/SouLta+ffvSOoqprYStXomaM4WaM4OaM4OageC0RcYK4+uBmjODmjODmjODmjMjjDUDyXTUa1kSNWdC2OqVqDlTqDkzqBlh1CE6E0tKSvT666+rqKhIU6dOVVlZmS6//HI99thjKZ0nPz9fc+bMSThdRDYKW70SNWcKNWcGNWcGNQPBaYuMFcbXAzVnBjVnBjVnBjVnRhhrBpLpqNeyJGrOhLDVK1FzplBzZlAzwqhDdCYCAAAAAAAAAAAASF2H6EwEAAAAAAAAAAAAkDo+TAQAAAAAAAAAAACQEB8mAgAAAAAAAAAAAEiIDxObYdu2bTr33HNVVFSknj176qabblJ1dXXQZSX16aef6oYbbtCwYcOUl5enwYMHB12Sr+eee05TpkxR3759VVRUpCFDhuj3v/+94vF40KUl9eqrr2rUqFHq0aOH8vPzNWDAAJWVlWnfvn1Bl9YsVVVVOuaYYxSJRPTuu+8GXU5SS5YsUSQScf375S9/GXRpnv7whz9o6NChKigoUM+ePXXhhRcGXZKns88+O+HXORKJ6E9/+lPQ5SX04osvauTIkeratat69eqlqVOnauvWrUGX5enll1/W8OHDlZ+fr759+2rOnDmKxWJBlwUEImz5SgpfxiJfBSMMGSus+UoKV8YKY76SyFhAexG2rBW2nCWRtYIQhpwlkbUyJYxZi5yFMMsLuoBsV1lZqTFjxqhfv35atmyZdu/erbKyMu3Zs0dLly4NuryENm3apL/97W8aOXKk4vF4VoeYRgsWLFC/fv103333qVevXlq9erVmzZqlzz77TPfdd1/Q5SVUUVGhM888UzfffLNKS0u1ceNGzZ07Vxs3btRrr70WdHm+7r77bjU0NARdRrOtXLlSxcXFh7ePPvroAKvxNnfuXN1///2aPXu2Ro4cqYqKCq1cuTLosjwtXLhQ+/fvd9z2wAMPaNmyZRo3blxAVSX3j3/8Q1OnTtWMGTN0zz33qLKyUnPnztW4ceO0adMmde3aNegSXd5++21NnjxZl112mebPn6/Nmzdr9uzZ+v777/Xb3/426PKAjApjvpLCl7HIV8EIU8YKU76SwpexwpavJDIW0F6EMWuFLWdJZK0ghClnSWStdAtb1iJnIfQsePq///s/q7Cw0Pr2228P3/b0009bkqzNmzcHWFlysVjs8P+vvPJKa9CgQQFW0zy7d+923XbLLbdYBQUFVk1NTQAVtczixYstSdaOHTuCLsXTli1brKKiImvRokWWJGv9+vVBl5TUE088YUlyvAaz2ebNm63c3Fzr1VdfDbqUVjv22GOtiRMnBl1GQtdcc43Vv39/Kx6PH75t3bp1liSrvLw8wMqSmzBhgjV8+HDHbffdd5/VqVMna+fOnQFVBQQjjPnKssKXschXmReWjBW2fGVZ7SdjZXO+siwyFtBehDFrhS1nWRZZK9PCkrMsi6wVpGzOWuQshB3TnPooLy/XuHHj1L1798O3TZs2Tfn5+SovLw+wsuRycsL3be3Ro4frtlNPPVU1NTWqqKgIoKKWOfLIIyVJ9fX1AVfibdasWbrhhht04oknBl1Ku7NkyRINGDBA48ePD7qUVlm7dq0+//xzXXHFFUGXklB9fb26dOmiSCRy+LaSkhJJkmVZAVXl7f3339eECRMct5177rmqr6/Xq6++GlBVQDDCmK+k8GUs8lXmkbHSpz1krGzPVxIZC2gvwpi1wpazJLJWppGz0ouslX7kLIRd+H5TZ9iWLVs0cOBAx235+fk67rjjtGXLloCq6hj+/e9/q1u3burZs2fQpXiKxWKqqanRe++9p7vuukuTJk1Sv379gi4rqeeff14bNmzQnXfeGXQpKRk0aJByc3M1YMAAzZ8/P2vn5n777bd1yimn6O6771bPnj0VjUY1atQoffDBB0GXlpJnnnlGhYWFmjx5ctClJHTNNddoy5Yteuihh1RZWakvvvhCt956qwYOHKixY8cGXV5CNTU1ikajjtvy8/Mlid8n6HDIV8EhX6VPGDNWWPKV1D4yVrbnK4mMBbQXZK3gkLXSI4w5SyJrZVq2Zy1yFsKONRN97N279/AIAbvS0tJQjTIKm3fffVdPPPGE5syZo9zc3KDL8dSvXz/t2LFD0qGRGc8++2zAFSV38OBBlZWVaf78+Vk5D3ciffr00bx58zRy5EhFIhGtWLFCv/rVr7Rjxw49/PDDQZfnsnPnTr333nvatGmTFi1apGg0qnnz5umcc87RJ598kvD9JNs0NDToueee0+TJk1VUVBR0OQn95Cc/0fLlyzV9+nTNmjVLknTyySfrtddeOxxqss0JJ5ygd955x3Hb22+/LUn8PkGHQ74KBvkqfcKWscKWr6TwZ6ww5CuJjAW0F2StYJC10iNsOUsiawUhDFmLnIWwozOxGeytx40sy0p4O1pv586dmjZtmkaMGKHbbrst6HJ8lZeX680339TixYu1adMmTZo0KWtHGt1zzz3q1auXrrrqqqBLabYJEybozjvv1IQJEzR+/Hg9/PDDKisr06JFi/Tf//436PJc4vG4qqqqtGzZMk2dOlUXXHCBVqxYoQMHDmjx4sVBl9csf//737V7925Nnz496FKSWrt2rWbMmKGrr75aq1at0gsvvKDCwkKdd955rsW3s8XMmTP1yiuv6MEHH1RFRYXeeOMNzZ49W7m5uaGc0gdoLfJVZpGv0itsGSts+UoKf8YKQ76SyFhAe0LWyiyyVvqELWdJZK0ghCFrkbMQdnzHfZSWlmrv3r2u2ysrK1VaWhpARe3bvn37dN5556mwsFArVqxQp06dgi7J15AhQ3TmmWfquuuu0/Lly7V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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 16 }, { "cell_type": "markdown", "id": "gbl3-0044", "metadata": {}, "source": [ "## Total Moisture Flux (Resolved + SGS)\n", "\n", "$$\\langle w'q' \\rangle_{\\mathrm{tot}} = \\langle w'q' \\rangle + q_{Hz}$$" ] }, { "cell_type": "code", "id": "gbl3-0045", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:52.511512Z", "start_time": "2026-06-02T12:25:52.084951Z" } }, "source": [ "if optMoisture >= 1:\n", " fig, axs = plt.subplots(1, 3, figsize=(18, 5), constrained_layout=True)\n", "\n", " th_plot(axs[0], t_hours, z_w, wQ * 1e3, 'RdBu_r',\n", " r\"Resolved $\\langle w'q'\\rangle$ ($\\times 10^{-3}$ kg kg$^{-1}$ m s$^{-1}$)\")\n", " axs[0].set_title(r\"Resolved $\\langle w'q' \\rangle$\")\n", "\n", " th_plot(axs[1], t_hours, z_w, qHz * 1e3, 'RdBu_r',\n", " r\"SGS $q_{Hz}$ ($\\times 10^{-3}$ kg kg$^{-1}$ m s$^{-1}$)\")\n", " axs[1].set_title(r\"SGS $q_{Hz}$\")\n", "\n", " th_plot(axs[2], t_hours, z_w, wQ_tot * 1e3, 'RdBu_r',\n", " r\"Total $\\langle w'q'\\rangle$ ($\\times 10^{-3}$ kg kg$^{-1}$ m s$^{-1}$)\")\n", " axs[2].set_title(r\"Total $\\langle w'q' \\rangle$\")\n", "\n", " fig.suptitle('Vertical Moisture Flux \u2014 GABLS3', fontsize=15)\n", " plt.show()\n", "else:\n", " print('optMoisture = 0: no moisture data.')" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 17 }, { "cell_type": "markdown", "id": "gbl3-0050", "metadata": {}, "source": [ "## Surface Time Series\n", "\n", "Evolution of friction velocity, surface sensible heat flux, and surface moisture flux." ] }, { "cell_type": "code", "id": "gbl3-0051", "metadata": { "ExecuteTime": { "end_time": "2026-06-02T12:25:52.855264Z", "start_time": "2026-06-02T12:25:52.516112Z" } }, "source": [ "ncols = 3 if optMoisture >= 1 else 2\n", "fig, axs = plt.subplots(1, ncols, figsize=(6 * ncols, 4), constrained_layout=True)\n", "\n", "axs[0].plot(t_hours, ustar, 'k', linewidth=1.5)\n", "axs[0].set_xlabel(r'UTC (h)')\n", "axs[0].set_ylabel(r'$u_*$ (m s$^{-1}$)')\n", "axs[0].set_title(r'Friction Velocity')\n", "axs[0].set_xticks(utc_ticks)\n", "axs[0].xaxis.set_minor_locator(ticker.MultipleLocator(0.5))\n", "axs[0].grid(True, which='major', alpha=0.4)\n", "\n", "axs[1].plot(t_hours, qz_sfc, 'k', linewidth=1.5)\n", "axs[1].axhline(0, color='gray', linewidth=0.8, linestyle='--')\n", "axs[1].set_xlabel(r'UTC (h)')\n", "axs[1].set_ylabel(r\"$\\overline{w'\\theta'}_s$ (K m s$^{-1}$)\")\n", "axs[1].set_title(r'Surface Sensible Heat Flux')\n", "axs[1].set_xticks(utc_ticks)\n", "axs[1].xaxis.set_minor_locator(ticker.MultipleLocator(0.5))\n", "axs[1].grid(True, which='major', alpha=0.4)\n", "\n", "if optMoisture >= 1:\n", " axs[2].plot(t_hours, qm_sfc * 1e3, 'k', linewidth=1.5)\n", " axs[2].axhline(0, color='gray', linewidth=0.8, linestyle='--')\n", " axs[2].set_xlabel(r'UTC (h)')\n", " axs[2].set_ylabel(r\"$\\overline{w'q'}_s$ ($\\times 10^{-3}$ kg kg$^{-1}$ m s$^{-1}$)\")\n", " axs[2].set_title(r'Surface Moisture Flux')\n", " axs[2].set_xticks(utc_ticks)\n", " axs[2].xaxis.set_minor_locator(ticker.MultipleLocator(0.5))\n", " axs[2].grid(True, which='major', alpha=0.4)\n", "\n", "fig.suptitle('Surface Variables \u2014 GABLS3', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 18 } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }