{ "cells": [ { "cell_type": "markdown", "id": "gbl4th-0001", "metadata": {}, "source": [ "# GABLS4 LES Intercomparison Study for Stable Boundary Layers: Time–Height Diagnostics" ] }, { "cell_type": "code", "execution_count": 1, "id": "5f4299f1", "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/markdown": [ "*Last run: June 24, 2026 at 09:27 UTC*" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display, Markdown\n", "from datetime import datetime, timezone\n", "display(Markdown(f\"*Last run: {datetime.now(timezone.utc).strftime('%B %d, %Y at %H:%M UTC')}*\"))" ] }, { "cell_type": "markdown", "id": "gbl4th-0003", "metadata": {}, "source": [ "This notebook visualizes the JAX-ALFA simulation of the GABLS4 intercomparison case. The simulation covers 24 hours at Dome C, Antarctica (75.1°S, 3233 m elevation), using Stage 3 initialization data.\n", "\n", "| Quantity | Value |\n", "| --- | --- |\n", "| Domain | 400 m × 400 m × 1000 m |\n", "| Grid | $256^3$ |\n", "| Time step | 0.1 s |\n", "| Simulation time | 86 400 s (24 h) |\n", "| Roughness length | $z_0 = 0.01$ m |\n", "| Geostrophic wind | time- and height-varying ($\\texttt{optGeoWind}=1$) |\n", "| Large-scale advection | none ($\\texttt{optAdvection}=0$) |\n", "| Moisture | dry ($\\texttt{optMoisture}=0$) |\n", "| SGS model | LASDD-SM ($\\texttt{optSgs}=1$) |\n", "\n", "Figures show **time–height** contour plots of mean wind, potential temperature, resolved variances, and total (resolved + SGS) fluxes." ] }, { "cell_type": "markdown", "id": "gbl4th-0004", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "id": "gbl4th-0005", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:23.886736Z", "start_time": "2026-06-24T06:16:23.851464Z" } }, "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": "gbl4th-0006", "metadata": {}, "source": [ "### Output directory and case configuration" ] }, { "cell_type": "code", "id": "gbl4th-0007", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:23.904274Z", "start_time": "2026-06-24T06:16:23.890208Z" } }, "source": [ "from pathlib import Path\n", "\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_A6000ada/SBL_GABLS4/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_A6000ada/SBL_GABLS4/runs/256x256x256_LASDD_SM_SP\n", "nz=256, l_z=1000 m, dt=0.1 s, OutputInterval=600 s\n", "optGeoWind=1, optAdvection=0, optMoisture=0, optSgs=1\n" ] } ], "execution_count": 2 }, { "cell_type": "markdown", "id": "gbl4th-0008", "metadata": {}, "source": [ "### Vertical grid" ] }, { "cell_type": "code", "id": "gbl4th-0009", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:23.921264Z", "start_time": "2026-06-24T06:16:23.908316Z" } }, "source": [ "dz = l_z / (nz - 1)\n", "\n", "# Half levels — U, V, TH, u2, v2, TH2\n", "z = np.array([(k + 0.5) * dz for k in range(nz)])\n", "\n", "# Full (staggered) levels — w, uw, vw, wTH, txz, tyz, qz, 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 = 3.922 m, z[0] = 1.961 m, z[-1] = 1001.961 m\n" ] } ], "execution_count": 3 }, { "cell_type": "markdown", "id": "gbl4th-0010", "metadata": {}, "source": [ "### Load output files" ] }, { "cell_type": "code", "id": "gbl4th-0011", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:23.935607Z", "start_time": "2026-06-24T06:16:23.924527Z" } }, "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 GABLS4 case first; '\n", " 'the notebook expects ALFA_Statistics_Iteration_*.npz files.'\n", " )" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 144 output files in /Users/sukantabasu/Dropbox/Codes/LES/JAX-ALFA/jaxalfa/examples_A6000ada/SBL_GABLS4/runs/256x256x256_LASDD_SM_SP/output\n" ] } ], "execution_count": 4 }, { "cell_type": "code", "id": "gbl4th-0012", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:23.955634Z", "start_time": "2026-06-24T06:16:23.936642Z" } }, "source": [ "# Build time axis from file iteration numbers.\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 # simulation hours\n", "\n", "print(f'Time range: {t_hours[0]:.3f} - {t_hours[-1]:.2f} h')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time range: 0.167 - 24.00 h\n" ] } ], "execution_count": 5 }, { "cell_type": "code", "id": "gbl4th-0013", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:24.123675Z", "start_time": "2026-06-24T06:16:23.956597Z" } }, "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", "if missing_stats:\n", " for arr in [U, V, TH, u2, v2, w2, TH2, uw, vw, wTH, txz, tyz, qz]:\n", " arr[:] = np.nan\n", " ustar[:] = np.nan\n", " qz_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", "\n", "# Total (resolved + SGS) vertical fluxes.\n", "uw_tot = uw + txz\n", "vw_tot = vw + tyz\n", "wTH_tot = wTH + qz\n", "\n", "print('Data loaded.')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data loaded.\n" ] } ], "execution_count": 6 }, { "cell_type": "markdown", "id": "gbl4th-0014", "metadata": {}, "source": [ "### Plot style" ] }, { "cell_type": "code", "id": "gbl4th-0015", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:24.138115Z", "start_time": "2026-06-24T06:16:24.125566Z" } }, "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", "# GABLS4 is a very stable ABL; show only the lowest 700 m.\n", "z_max = 700.0\n", "\n", "# Tick positions every 6 hours for a 24-hour run.\n", "t_ticks = np.arange(0, 25, 6)\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'Simulation time (h)')\n", " ax.set_ylabel(r'$z$ (m)')\n", " ax.set_ylim(0, z_max)\n", " ax.set_xticks(t_ticks)\n", " ax.xaxis.set_minor_locator(ticker.MultipleLocator(1))\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": "gbl4th-0020", "metadata": {}, "source": [ "## Mean Wind Components\n", "\n", "Time–height evolution of the planar-mean zonal ($U$) and meridional ($V$) wind." ] }, { "cell_type": "code", "id": "gbl4th-0021", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:24.468920Z", "start_time": "2026-06-24T06:16:24.141646Z" } }, "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 — GABLS4', 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": "gbl4th-0022m", "metadata": {}, "source": [ "## Mean Wind Speed\n", "\n", "$$S = \\sqrt{U^2 + V^2}$$" ] }, { "cell_type": "code", "id": "gbl4th-0022", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:24.597601Z", "start_time": "2026-06-24T06:16:24.470105Z" } }, "source": [ "S = np.sqrt(U**2 + V**2)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\n", "pc = th_plot(ax, t_hours, z, S, 'jet', r'$S$ (m s$^{-1}$)')\n", "pc.set_clim(0, 8)\n", "ax.set_title(r'Mean Wind Speed — GABLS4', fontsize=14)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 9 }, { "cell_type": "markdown", "id": "gbl4th-0023m", "metadata": {}, "source": [ "## Mean Potential Temperature\n", "\n", "Continuous surface cooling drives progressive stabilization from the surface upward." ] }, { "cell_type": "code", "id": "gbl4th-0023", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:24.723916Z", "start_time": "2026-06-24T06:16:24.602415Z" } }, "source": [ "fig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\n", "\n", "pc = th_plot(ax, t_hours, z, TH, 'jet', r'$\\langle\\theta\\rangle$ (K)')\n", "ax.set_title(r'Mean Potential Temperature — GABLS4', fontsize=14)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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awMPDtOthvXr1AEiPLGbYduXKFbNtTzzxhFmzIV9fX7Rq1Qrbtm3Df/7zHzzyyCPGsl6/fl3yPTR8vk+fPo1HHnnEuN7Hx8f4mRIrKirC3LlzsWrVKpw+fRr5+fkQBMG43VIHark0bNjQ5NoaGM5327Zt2Llzp9l2Ly8vs++0lE8//dSu76aUli1bSjaRNLj/mkn5+uuvceDAAZN13bt3N36PgNI+LzqdDi+99JJJusGDB+PIkSNYvHix5Pv+8MMPm1yHnJwcHDp0CElJSejYsSN27NiBp556ymL5yvLSSy/hhRdewI4dO7B//3788ssvOHjwIJYsWYJvvvkGn3/+OV577TVj+tdffx3FxcWYN2+eQ8cjIvfCygpRGUJCQhAfH4+VK1eiV69e+PPPP/HOO++Umf7OnTsQBAFXrlwxVgCk3N/Befbs2XjnnXcQHByMrl27IiwsDL6+vgBKb27K6tAq1Y/F0P68rPlhpHTr1g3btm2zmEaj0SA8PFxyW926dQHA5mFBc3JyAAAHDhwwu2m6n7gTOCDfOUtZu3Yt+vXrhxo1aqBbt26IjIyEn5+fsaP2hQsXypW/NYbr8vnnn1tM9/fff5vcUBv6VNzPcE0sbZOaXyMkJETymIZ+JYb32FDWrVu3mg2wIC6rOP+y+lA8//zz2Lx5Mx566CH069cPISEh8PLyQm5uLv7v//7P7o7djri/T879DOdb3r5gn376abk/Ry+//LLFykrt2rXh6emJW7duobCwECqVymT7/QNYDBkyBEuXLjXLY/HixfDw8MCgQYNM1vfv3x9jxozB4sWLMXnyZLNKslitWrXw7LPPwtfXF126dMGUKVOwe/duG85Smo+PD3r27GnsKK/VapGWloZ//etfePPNN5GQkIC6deti48aNWLt2LZYsWWL8fSKiyo2VFSILhg0bho0bN+KVV16Br68vBgwYUGZaw81hq1atkJmZaTVvw+hW9evXx7FjxxAcHGzcJggCUlNTy38CMggICEB2drbkNsN6qRvjsvIC/jccqruYOnUqfHx88Msvv+Af//iHybZVq1Y5/fiG6/Lbb7+ZRCMqktToc8D/3mNDZdFQ1s8++8xkXg1ryqqo/Pzzz9i8eTO6deuGrVu3QqlUGrcdPnwY//d//2fzMQAYb6Kl5kGyVKkuq3yG89VoNOWK3p0/f97hfW3l6emJ1q1b49ChQ9i/fz+6dOli1/4HDhwwRkfKekBx8eJF7Ny5E127drUpT0NE9ujRo3aVxRofHx9MmjQJO3bswI8//ogDBw4gMTHROEHkkCFDjANu3G/79u1QKBRo0aKFzRFhInItVlaILIiPj0fdunVx5coVvPjiixZvymvWrImmTZsiKysLubm5VkegunXrFvLy8tClSxeTigoAZGZm4t69e3KcQrnFxMRg9+7d+Omnn8yagu3duxeAaZMjw82mVLSjdevWUCgUZU5EJwdLxy/L2bNn0bx5c7OKytWrVytk6OLHHnsM33//PQ4dOuSyysqBAwcgCILJTfu9e/fwyy+/wNfXFw899JCxrEDpkLL2VFbKYri+zz77rElFBQD27dsnuY9SqURRUZHkNsOIaVJN3azNdC7lsccew9GjR3H48GE888wzdu9f0YYOHYpDhw4hJSUFnTt3tjoi2P0WLVoEAIiLi0P9+vXNtt++fRsbNmzAokWLbK6sGCJTcgyrLsXf399kOTY2Fq+88opZuvz8fKxevRphYWHo1q1bhc63RETlw3lWiCzw9PTEpk2bsH79epuagSQlJaGgoEByPgugdKhZwxPWkJAQ+Pr64ujRoyZzNdy5c8c414k7ePnllwEAEyZMMGk+dOXKFXz88cfw9PQ0aTJiGGpUan6OunXrom/fvjh48CBmzZol2cb+yJEj5Zq7wtLxyxIREYE///zTJIKk1Wrxz3/+U/IJvdyGDh2KmjVrYuLEiTh58qTZ9oKCAmPfCWf5448/zOYCmjVrFm7evIkBAwYY++20adMGjz32GFauXInVq1eb5VNSUmKsxNrCMCS0eI6dkydPIiUlRXKfWrVq4datW9BqtWbbYmNjoVAosGrVKpPtZ86csTtKA5T2f/D09MTo0aNx6dIls+25ubkOVYKcZciQIWjXrh127dqFYcOGQaPRmKURBMFsfX5+PtasWQN/f3+sWbMGCxcuNHutXbsWISEh2LBhg9ncP2UxDDPtaH+VVatWYffu3ZK/FQcPHsSePXvg6emJxx9/HADQq1cvybIb+hE2b94cCxcuxOTJkx0qDxFVPEZWiKxo3bo1WrdubVPaV199FYcPH8bSpUtx4MABPP3006hfvz6ys7Nx+vRpHDlyBCtWrEBkZCQ8PDzw+uuvY/bs2WjRogV69uwJjUaDH374AREREZJPNl3hpZdewvfff4+NGzciOjoaPXr0MM6zcvv2bcyePRsPPvigMX3btm3h6+uLTz/9FBqNxhg1eu+99wAAX3zxBf744w+MGzcO3377Ldq2bQu1Wo1Lly7hl19+wZkzZ3Dt2jX4+fk5VF7DZJATJ07E6dOnoVaroVar8c9//rPMfUaPHo3Ro0cjJiYGzz//PHQ6HXbs2AFBENCiRQscP37cobLYKjg4GCtXrsQLL7yAFi1aoHv37mjSpAm0Wi0uXLiAvXv3ol27dlb7F5VH165d8frrr2Pr1q1o0qQJjh49iu3btyM8PBwzZswwSbty5Up06tQJ/fv3x6effopWrVrBx8cHFy9exKFDh3Dz5k3JioSUNm3aoE2bNlizZg2uXbuGxx9/HBcvXsSmTZvw7LPPYt26dWb7dO7cGZmZmejZsyeeeuopeHt748knn8STTz6JBg0aoF+/fli1ahVatWqF7t2748aNG1i/fj26d+9unLPFVo888gi++OIL/POf/8TDDz+M+Ph4NGrUCBqNBufOncPevXsxZMgQi7PBVyQvLy9s3LgRffv2xZIlS/D999+jS5cuaNy4MRQKBa5fv469e/fiwoULePDBB42/M6tWrcLff/+NoUOHokaNGpJ5e3p64sUXX8THH3+MZcuWmcxBdevWLZOO93fu3MGhQ4fw888/Q61W46OPPpLM88033zT20xP74osvjE0BGzRogPbt2+OBBx5AUVERTp06hR07dqCkpAQzZ85EgwYNHLxiROT2XDYOGZGbsXdoS0gMXWywevVq4emnnxaCgoIELy8voUGDBkLHjh2F2bNnmwyPWlRUJHz44YfCP/7xD0GlUgkPPPCAMHbsWOHu3buSw7Mahr3966+/zI5pbcje8pxrcXGxkJaWJkRFRQkqlUqoWbOm0KFDB2Hjxo2S6bdu3Sq0bt1a8PX1NQ41er+CggIhNTVVaNWqleDv7y/4+voKDRs2FBISEoRvvvnGZI4aS0MNl3U9lixZYiwrAJPrKJVfSUmJ8OWXXwrNmzcXfHx8hLp16wqvvPKKkJ2dLZle7qGLDU6fPi288sorQkREhODt7S0EBQUJUVFRQlJSkvDTTz8Z0xnev5dfftksj7KG5y2r3Pen37t3r/DUU08Jfn5+QmBgoNC/f3/h4sWLkueRk5MjTJo0SXjkkUcEX19foUaNGsI//vEPYeDAgcL3339vktbSUMOCIAg3btwQhg0bJtSvX1/w8fERoqKihM8//1w4d+6c5HnevXtXGDFihFCvXj3Bw8PD7Hz//vtvYfTo0UJoaKigUqmE6OhoYfny5RaHLu7QoUOZ5RMEQfjpp5+E/v37C/Xr1xe8vLyEOnXqCLGxscJ7770nZGVlWdzXFUpKSoTvv/9e6NOnjxAeHi6oVCrBx8dHiIyMFPr06SMsX77cZN6kxx9/vMwhmu/322+/CQBM5tIBzIcs9vb2Fho2bCiMHDlS8vfK8L2y9Lpz545w8eJFYc6cOUKPHj2Exo0bC/7+/oK3t7fwwAMPCC+88IKwa9cum64Hhy4mqrwUgmBlrEMiIqqy9uzZg06dOmHKlCmSQ9ISERG5EvusEBERERGRW3LbykrHjh2hUCgkX/cPJZqeno6YmBj4+PigcePG+OKLLyTzS0tLQ2RkJHx8fNC6dWvs2bOngs6EiIiIiIgc4baVlS+++AKHDh0yefXr1w+enp54+umnAZQOndm7d2/Exsbihx9+wJAhQzB69GgsXLjQJK+0tDQkJyfjjTfeQHp6Oho3boy4uDj89ttvrjg1IiIiIiKyQaXqs/Lggw+iadOmxlmT4+LikJOTgyNHjhjTjBw5Elu2bMHly5fh4eGBwsJChIaGYuTIkcZJ9vR6PaKiohAdHV0hE74REREREZH93DayInbw4EH89ddfxvkcCgsLsXv3bvTv398k3aBBg3Dt2jXjuPcHDx5EXl6eyczjSqUS/fr1Q3p6uuTY7URERERE5HqVprKyYsUK+Pn5oXfv3gBKZz0uKipC06ZNTdI1a9YMAJCVlWXyb5MmTczS3b17V3KWYyIiIiIicr1KMSmkTqfD2rVr0bt3b/j7+wMonXAKAAIDA03SBgUFAQBycnKM6VQqldmkU/enCwsLkzxuYWEhCgsLjcslJSXIyclB7dq1oVAoyn9iRERERCQbQRBw9+5d1K9fHx4e8jyT12q1KCoqkiUvA29vb/j4+MiaZ1VVKSorO3bswI0bNzBw4ECzbWVVGu5fL5XG0PzLUqUjJSUF06ZNs7e4RERERORCly5dKvNhtD20Wi2CfX2RL0OZ7le3bl389ddfrLDYoFJUVlasWIHatWujW7duxnWGyIghwmJgWDZsDwoKglarhVarNflA5ObmmqSTMmHCBIwdO9a4nJeXhwceeACXLl1CQIfw8p0UEREREclKUwKEnwdq1qwpS35FRUXIB/AuAJUsOQKFAGZdv46ioiJWVmzg9pWVe/fuYePGjRg0aBC8vLyM6xs1agRvb29kZWWhe/fuxvWnTp0CAGNfFsO/WVlZiImJMUlXs2ZNNGjQoMxjq1QqqFTmH82AgAAEKMt3XkRERETkHHI311cBYLXCNdy+g/2mTZtw9+5dsyZgKpUKnTt3xpo1a0zWr1y5EvXq1TNWTNq1awe1Wo3Vq1cb0+j1eqxZswbx8fHse0JEREREFnnJ/CLbuX1kZcWKFXjggQfw5JNPmm2bPHky2rdvjxEjRmDQoEE4cOAAFixYgPnz5xs7ValUKkyaNAnJyckIDg5GbGwsFi5ciHPnznGOFSIiIiIiN+bWlZU7d+5g27ZteOuttyQjIG3btsXGjRuRnJyMb775BmFhYZgzZw6GDx9uku7tt9+GIAiYM2cOsrOzERUVhfT0dERFRVXUqRARERFRJeUJ+W6a3frm2w1VqhnsXU2j0UCtViMvLw8Bj6tdXRwiIiIi++lcXQDn0egB9bnSQZECAgLKn99/7/0+AuBrNbVt7gEYD/nKWNW5fZ8VIiIiIiKqnhiJIiIiIqpOqvLdn5PGTWIzMNfh9SIiIiIiskDOUbyqcCs8p2BlxVG8ckTkCvwrR0RE1QhvuYmIiIiILGAzMNdhB3siIiIiInJLrNwREVUm/NUmIiqbEzvYy9VnpVimfKoL/tkjIiIiIrKAzcBch9fLUUoZ8tDLkAcRERERURXFygoRERERkQVyDl0sVz7VBSsrriRHdIaIiIiIqIpiZYWIiIiIyAJGVlyHlRUiIiIiIgvYwd51OM8KERERERG5JVbuiIiIiIgskHOeFd5824fXy1G8ckRERETuxUmTQpLr8JabiIiIiMgC9llxHV4vIiIiIiILOBqY67CDPRERERERuSVGVoiIiIiILGAzMNfh9XIUrxwRERFRtcDRwFyHzcCIiIiIiMgtsXJHRERERGQBm4G5DiMrRERERETklli5c5TS1QUgIiIiIhOCc7Ll0MWuw8oKEREREZEFbAbmOmwGRkREREREbomVOyIiIiIiCzh0seswskJERERERG6JlTsiIiIiIgvYwd51GFkhIiIiIrLAU+aXPdauXYuEhASEh4fD398f0dHRmDdvHkpKSoxpdDodPvroIzRp0gR+fn6IjIzEm2++idzcXGOaa9euYdy4cWjZsiVq1qyJ+vXr44UXXsCff/7pwBWpOIysOIpXjoiIiIicbPbs2YiIiMCsWbMQGhqKjIwMJCUl4dy5c5g1axYAYPr06UhJScG0adPQtm1bZGVlITk5GX/99Rc2bdoEAPjll1/w3XffYdiwYWjbti3u3LmDGTNmoE2bNjhx4gTCwsJceZplUgiC4KQRqasejUYDtVqNvLw8BPRSu7o4RERERHQfjQ5QH0DpvVpAQPnz+++9319KIEAhQwEBaASgod72Mt68eRPBwcEm68aOHYt58+YhNzcXKpUKjRs3xhNPPIGlS5ca06SmpmLChAnQaDTw9/dHbm4uatSoAU9PT5O8w8LCkJycjClTpshzgjJjMzAiIiIiIjclrqgAQExMDLRaLXJycgAAxcXFUKtNH6QHBgZCEAQY4hKBgYEmFRVD3mFhYbh69aqTSl9+bMxERERERGSBpyfgKVNkxVMAoC+N2txPpVJBpVLZlMe+fftQq1YthISEAABeffVVzJo1C7169cLjjz+O06dPIy0tDUOGDEGNGjXKzOfSpUu4cOECmjZt6vD5OBsrK0REREREFngpAS+ZKite/+2AER4ebrJ+ypQpmDp1qtX9MzMzsXjxYkyZMgVKpRIAkJycjOLiYnTt2tUYSenTpw/mz59vMa+kpCQEBQXh5Zdftv9EKggrK47ilSMiIiIiB126dMmkz4otUZXr168jMTERbdq0wfjx443r586di08++QSzZ89Gq1at8Mcff+Bf//oXhg8fbtKP5X4pKSnYtGkTNmzYgKCgoPKfkJPwlpuIiIiIyALZm4EBCAgIsGsQgLy8PMTFxcHPzw+bNm2Cl1fpjC23b9/GO++8g9TUVCQlJQEA2rdvj5CQECQkJODNN99EbGysSV5Lly7FxIkTMXfuXPTs2VOeE3MSdrAnIiIiInJjWq0WvXr1QnZ2NrZt24batWsbt509exaFhYVo2bKlyT6G5bNnz5qs37RpE4YPH44JEybg9ddfd3bRy42VFSIiIiIiC7yUgJenTC+lfcfW6XTo27cvjh8/jm3btiEiIsJku2H5l19+MVmfmZkJAIiMjDSu27t3L/r164fBgwfjww8/tP9CuACbgRERERERWaKEfI/47WxONmrUKGzevBmpqakoKCjA4cOHjduaNWuG0NBQJCYmYvLkydDpdHj00Udx+vRpTJkyBe3atUOrVq0AAKdPn0bv3r3RsGFDDBs2zCSfgIAANGvWTJbTkxsnhbSDyaSQfTkpJBEREZE70egA9S75J4XMqwMEyFRZ0ZQA6lu2lzEyMhIXLlyQ3JaRkYGOHTvi7t27+OCDD/D999/j8uXLqFu3Lrp3747p06cb52lZsmQJhg4dKplPhw4dsGfPHofPyZlYWbEDKytERERE7stplZW6MldWrstXxqqOzcCIiIiIiCzxhHzNwEpkyqeaYAd7IiIiIiJyS4ysEBERERFZwsiKyzCyQkREREREbsntKyuLFi1CixYt4OPjg5CQEPTq1ctke3p6OmJiYuDj44PGjRvjiy++kMwnLS0NkZGR8PHxQevWrd12xAMiIiIicjMeKB2+WI6X2999uxe3bgY2depUfPLJJ5g4cSIee+wx5OTkYNu2bcbthw4dQu/evTF48GB8/PHHOHDgAEaPHg1vb28MHz7cmC4tLQ3JycmYMWMGYmNjsWDBAsTFxeGnn35CVFSUY4Wzc0IfIiIiInIyZzWx8oR89352zrNS3bnt0MVZWVmIiopCeno6unbtKpkmLi4OOTk5OHLkiHHdyJEjsWXLFly+fBkeHh4oLCxEaGgoRo4cidTUVACAXq9HVFQUoqOjsWrVKpvLZDJ08QAOXUxERETkTjTFgHqHE4YufggIkKmyotED6v9w6GJbuW0gasmSJXjwwQfLrKgUFhZi9+7d6N+/v8n6QYMG4dq1a/j1118BAAcPHkReXh4GDBhgTKNUKtGvXz+kp6fDTetqREREROQuPGV+kc3ctrJy+PBhREVF4f3330dISAi8vb3RoUMHHDt2DABw9uxZFBUVoWnTpib7NWvWDEBpZOb+f5s0aWKW7u7du7hy5YqTz4SIiIiIiBzhtnW769ev4+jRozh58iS+/PJLeHt7Y9q0aXjmmWdw5swZ3LlzBwAQGBhosl9QUBAAICcnBwBw584dqFQq+Pr6lpkuLCxMsgyFhYUoLCw0Lms0GlnOjYiIiIgqEUPneKpwbltZKSkpQX5+Pr777js0b94cANCqVSs0bNgQX331FZ544gkAgEIh3Uvp/vVSaQzNv8raHwBSUlIwbdo06Y1ue+WIiIiIqilnte5nB3uXcdtmYLVq1UJoaKixogIA9erVQ5MmTXDy5EljZMQQYTEwLBu2BwUFQavVQqvVmqTLzc01SSdlwoQJyMvLM74uXbpU7vMiIiIiIiLbuG1lRdwXxUAQBHh4eKBRo0bw9vY29kkxOHXqlMn+hn+l0tWsWRMNGjQoswwqlQoBAQEmLyIiIiKqZpSQr3M9m5PZxW0rKz169EB2djZ+//1347orV67g9OnTaNGiBVQqFTp37ow1a9aY7Ldy5UrUq1cPMTExAIB27dpBrVZj9erVxjR6vR5r1qxBfHy8xWZgRERERETkOm7b8+K5555DbGws+vTpgw8++ADe3t6YPn06goODMWLECADA5MmT0b59e4wYMQKDBg3CgQMHsGDBAsyfPx8eHqX1MJVKhUmTJiE5ORnBwcGIjY3FwoULce7cObvmWDHjtleOiIiIqJpyVp8VOTvYc9YMu7jtLbdSqcQPP/yAMWPGYOTIkSguLkaHDh2wcuVK+Pv7AwDatm2LjRs3Ijk5Gd988w3CwsIwZ84ck9nrAeDtt9+GIAiYM2cOsrOzjZNNOjx7PRERERFVH5wfxWXcdgZ7d2Qyg/1QzmBPRERE5E40xYB6sxNmsH8CCJCpsqLRAeoDnMHeVqwjEhERERFZwsiKy/CyExERERFZwsqKy7jtaGBERERERFS9sY5IRERERGSJB+QbDaxEpnyqCVZWHMUJfYiIiIjcCysCVQ4rK0RERERElsjZZ4Xj8NqFlRUiIiIiIktYWXEZdrAnIiIiIiK3xMgKEREREZElSrCDvYuwsuIoXjkiIiIi98ImVlUOb7mJiIiIiCxhnxWXYWWFiIiIiMgSJeS7a2YzMLuwgz0REREREbklRlaIiIiIiCyRs4M9Jxa3CysrjuKVIyIiInIvbGJV5fCWm4iIiIjIEjk72LNCZRf2WSEiIiIissRT5pcd1q5di4SEBISHh8Pf3x/R0dGYN28eSkr+V+vR6XT46KOP0KRJE/j5+SEyMhJvvvkmcnNzzfJLS0tDZGQkfHx80Lp1a+zZs8e+AlUwVlaIiIiIiNzU7NmzoVKpMGvWLGzZsgUJCQlISkrC+PHjjWmmT5+OSZMmYfDgwdi6dSvGjRuHpUuXYvDgwSZ5paWlITk5GW+88QbS09PRuHFjxMXF4bfffqvo07KZQhAEjvZsI41GA7Vajby8PAS8oXZ1cYiIiIjoPpoiQL0apfdqAQHlz89w7zcSCPCWoYD4bxm/sr2MN2/eRHBwsMm6sWPHYt68ecjNzYVKpULjxo3xxBNPYOnSpcY0qampmDBhAjQaDfz9/VFYWIjQ0FCMHDkSqampAAC9Xo+oqChER0dj1apV8pygzBhZISIiIiKyxAP/GxGsvC87777FFRUAiImJgVarRU5ODgCguLgYarXpg/TAwEAIggBDXOLgwYPIy8vDgAEDjGmUSiX69euH9PR0uGv8gpUVIiIiIqJKZN++fahVqxZCQkIAAK+++iq+/fZb7Ny5E/n5+cjMzERaWhqGDBmCGjVqAACysrIAAE2aNDHJq1mzZrh79y6uXLlSsSdhI44G5iiOkU1ERETkXpx1fybnaGD60n80Go3JapVKBZVKZXX3zMxMLF68GFOmTIFSWXrCycnJKC4uRteuXY0Rkj59+mD+/PnG/e7cuQOVSgVfX1+T/IKCggAAOTk5CAsLc/i0nIWRFSIiIiKiChYeHg61Wm18paSkWN3n+vXrSExMRJs2bUw62M+dOxeffPIJZs+ejb179+Krr77CgQMHMHz4cJP9FQqFWZ6Gyo3UNnfAyAoRERERkSVOiKxcunTJpIO9tahKXl4e4uLi4Ofnh02bNsHLywsAcPv2bbzzzjtITU1FUlISAKB9+/YICQlBQkIC3nzzTcTGxiIoKAharRZarRY+Pj7GfA3DGxsiLO6GkRUiIiIiIkvk6lxveAEICAgweVmqrGi1WvTq1QvZ2dnYtm0bateubdx29uxZFBYWomXLlib7GJbPnj0LAGjatCmA//VdMTh16hRq1qyJBg0a2HNFKgwjK47ilSMiIiJyL1VwdnidToe+ffvi+PHj+PHHHxEREWGy3bD8yy+/oH379sb1mZmZAIDIyEgAQLt27aBWq7F69WrExMQAKB26eM2aNYiPj2czMCIiIiKiSskJzcBsNWrUKGzevBmpqakoKCjA4cOHjduaNWuG0NBQJCYmYvLkydDpdHj00Udx+vRpTJkyBe3atUOrVq0AlDYzmzRpEpKTkxEcHIzY2FgsXLgQ586dc9s5VgBWVoiIiIiI3Nb27dsBAOPGjTPblpGRgY4dO2Lx4sX44IMP8NVXX2Hy5MmoW7cuEhMTMX36dHh4/K/Xx9tvvw1BEDBnzhxkZ2cjKioK6enpiIqKqrDzsRdnsLeDyQz2b3MGeyIiIiJ3oikC1N84YQb7ZCDAx3p6m/LUAuoZ8pWxqmNkhYiIiIjIEjmbgfHu2y68XI7ilSMiIiJyL1Wwg311x1tuIiIiIiJL7htyWJa8yGacZ4WIiIiIiNwSIytERERERJawz4rL8HIREREREVnCyorLsBkYERERERG5JdbtiIiIiIgs8YB8HeMZKrALKyuO4pUjIiIici/OGrqYzcBchnU7IiIiIiJyS6zbERERERFZwsiKyzCyQkREREREbol1OyIiIiIiSziDvcuwsuIoftCIiIiI3Iuz2gyxGZjLsBkYERERERG5JdbtiIiIiIgsUUK+u2a2zrELIytEREREROSWGFkhIiIiIrKEfVZcxm0v15IlSzB06FCz9ePHj8fMmTONy+np6Zg4cSKysrIQFhaGsWPH4vXXXzfbLy0tDXPnzsX169cRFRWFWbNmoWPHjo4X0G2vHBEREVE1pXdSvhwNzGXc/pZ727ZtUKvVxuUGDRoY/3/o0CH07t0bgwcPxscff4wDBw5g9OjR8Pb2xvDhw43p0tLSkJycjBkzZiA2NhYLFixAXFwcfvrpJ0RFRVXo+RARERERkW0UgiAIri6EFENk5ebNm6hTp45kmri4OOTk5ODIkSPGdSNHjsSWLVtw+fJleHh4oLCwEKGhoRg5ciRSU1MBAHq9HlFRUYiOjsaqVatsLpNGo4FarUZeXh4Cpqut70BEREREFUZTCKjnovReLSCg/PkZ7v1WAQF+MhQQgKYAUPeXr4xVXaXtYF9YWIjdu3ejf//+JusHDRqEa9eu4ddffwUAHDx4EHl5eRgwYIAxjVKpRL9+/ZCeng43rasREREREVV7bl9Zad68OZRKJR588EGkpKRAry9tjHj27FkUFRWhadOmJumbNWsGAMjKyjL5t0mTJmbp7t69iytXrpR57MLCQmg0GpMXEcnIU4YXERGRs8nx94p/uxzitperXr16mDZtGh577DEoFAps2rQJkyZNwpUrVzB37lzcuXMHABAYGGiyX1BQEAAgJycHAHDnzh2oVCr4+vqWmS4sLEyyDCkpKZg2bZqcp0VERERElY0H5OsY7/ahAvfitpWVbt26oVu3bsblrl27wtfXF5988gkmTpxoXK9QKCT3v3+9VBpD86+y9geACRMmYOzYscZljUaD8PBw20+CiIiIiIgc5raVFSl9+/ZFWloajh07hoiICAAwRlgMDMuGyElQUBC0Wi20Wi18fHyM6XJzc03SSVGpVFCpVNIbK9WVI6rC+F0kIiIDZw1dzHlWXKZSBaLu7wzfqFEjeHt7G/ukGJw6dQoAjH1ZDP9KpatZs6bJUMhERERERGbYZ8VlKlVlZfXq1VAqlYiJiYFKpULnzp2xZs0akzQrV65EvXr1EBMTAwBo164d1Go1Vq9ebUyj1+uxZs0axMfHW2wGRkREREREruO2dbtu3bqhS5cueOSRRwAAmzZtwldffYU333wTdevWBQBMnjwZ7du3x4gRIzBo0CAcOHAACxYswPz58+HhUVoPU6lUmDRpEpKTkxEcHIzY2FgsXLgQ586ds2uOFSIiIiKqpjiDvcu4bWWlSZMmWLhwIS5fvoySkhI89NBD+PTTTzF69GhjmrZt22Ljxo1ITk7GN998g7CwMMyZM8dk9noAePvttyEIAubMmYPs7GxERUUhPT29fLPX84NGRERE5F54f1bluO0M9u7IZAb7jziDPREREZE70RQC6tlOmMF+FxDgL0MBAWj+BtRdOIO9rdw2skJERERE5BaUkO+umdEfu1SqDvZERERERFR9MLJCRERERGQJ51lxGV4uR/HKEREREbkXZ00K6UJr167F8uXL8csvvyAnJweNGjXCP//5T7z66qvG0W8tTcVx9epV1KtXDwBw69YtTJo0CT/88ANu3ryJyMhIvPrqq0hKSnLb6Tx4y01EREREZIkLhy6ePXs2IiIiMGvWLISGhiIjIwNJSUk4d+4cZs2aBQA4dOiQ2X6DBw+Gv7+/saICAH369MGZM2cwY8YMREREYMeOHXjrrbeg1+sxduzYcp2Ws7CyQkRERERkiQubgW3evBnBwcHG5U6dOiE/Px9z587FBx98AJVKhccff9xkn/Pnz+PMmTNITU01rrt8+TL27duHr7/+GkOHDgUAdO7cGcePH8fq1avdtrLCDvZERERERG7q/oqKQUxMDLRaLXJyciT3WbFiBRQKBQYMGGBcV1xcDABQq02n3wgMDIQ7z2TCyAoRERERkSVOGLpYo9GYrFapVFCpVDZlsW/fPtSqVQshISGS21euXIn27dsjLCzMuK5hw4Z45pln8OGHH+Khhx5CREQEdu7cifXr12P+/PmOnUsFYGSFiIiIiKiChYeHQ61WG18pKSk27ZeZmYnFixdjzJgxUCrNO8CcOHECv//+OwYOHGi2bf369ahXrx6ioqIQEBCAxMREvP/++xg8eHC5z8dZGFkhIiIiIrLECR3sL126ZDKDvS1RlevXryMxMRFt2rTB+PHjJdMsX74cXl5eeP75503WC4KAoUOH4j//+Q+WL1+OBg0aYM+ePZg4cSKCgoLwyiuvOH5OTsTKiqN45YiIiIjci85J+Tqhg31AQIBJZcWavLw8xMXFwc/PD5s2bYKXl5dZGkEQsGrVKsTFxaFWrVom27Zu3Yq1a9fi+PHjiI6OBgB06NABubm5eOeddzB06FDjUMjuxP1KRERERERERlqtFr169UJ2dja2bduG2rVrS6bbv38/Ll68KNkE7NSpU1AqlYiKijJZ37JlS+Tm5uL27dtOKXt5sbJCRERERGSJp8wvO+h0OvTt2xfHjx/Htm3bEBERUWbaFStWoEaNGujZs6fZtoiICOj1ehw7dsxkfWZmJmrUqIE6derYV7AKwsZMRERERESWuHCelVGjRmHz5s1ITU1FQUEBDh8+bNzWrFkzY1MynU6HdevWISEhAX5+fmb5PPvss4iMjMQLL7yAKVOmoH79+ti9ezfmzZuHd955hzPYExERERGRfbZv3w4AGDdunNm2jIwMdOzY0Zju1q1bkk3AAKBGjRrYtWsXJk6ciAkTJiAnJwcNGzZESkoK3nrrLWcVv9xYWXEUrxwRERGRe3HS/ZngAQgyjQYm2NkJ4/z58zale/bZZ61O7vjggw9i5cqV9hXAxdhnhYiIiIiI3BLjA0REREREFug9S19y5UW24+UiIiIiIrKAlRXX4eVylFyzmBIRERGRPHh/VuWwskJEREREZIFOqYBOKc/QvjqlAMByR3j6H3awJyIiIiIit8TIChERERGRBXpPT+g95Yms6D0FAMWy5FUdsLJCRERERGSBXqmEXqZmYHolKyv2YGWFqLqx5Vuvc2AfR1g7jni7Ixw5X0fzISIi1+JvdZXDt5SIiIiIyIISKKGHPJGVEnautwsrK47ilaOqrKI+39aO4y7lICIiIpfgn2giIiIiIgt0UEInU2RFx8iKXVhZISIiIiKyQA8l9DLN+KFHiSz5VBecZ4WIiIiIiNwSIytERERERBbIG1mRpzlZdcHKiqN45YiIiIjci5Puz1hZcR02AyMiIiIiIrfE+AARERERkQWMrLgOIytEREREROSWGFkhIiIiIrJADyV0jKy4BCsrjlK6ugBEREREZMJJbYb08OQ8Ky7CZmBEREREROSWGFkhIiIiIrJADw/oZWpWo5cll+qDkRUiIiIiInJLjKwQEREREVlQOnQxIyuuwMoKUWUn/hbr7EwvF2vHrSj2Xg8iIiIrdFBCJ1NlhX+W7MNmYERERERE5JYYWXEUrxy5K1d9Nt31O+Gu5SIiIvk56Te/BJ6yNQMr4TwrdmFkhYiIiIiI3BKfORIRERERWcAO9q7DygoRERERkQWsrLhOpWgGlp+fj7CwMCgUCmRmZppsS09PR0xMDHx8fNC4cWN88cUXknmkpaUhMjISPj4+aN26Nfbs2VMBJSciIiIiIkdVisjK+++/D53OfKC3Q4cOoXfv3hg8eDA+/vhjHDhwAKNHj4a3tzeGDx9uTJeWlobk5GTMmDEDsbGxWLBgAeLi4vDTTz8hKirKsUJViitHREREVI046f5M3hnsBVnyqS4UgiC49RU7ffo0Hn30UcyePRuvvfYafv75Zzz66KMAgLi4OOTk5ODIkSPG9CNHjsSWLVtw+fJleHh4oLCwEKGhoRg5ciRSU1MBAHq9HlFRUYiOjsaqVatsLotGo4FarUZeXh4C1qrlPVEiIiIiKhfNPUA9GqX3agEB5c/vv/d+6/Meh3+APDWhvzU6PKc+LFsZqzq3bwaWlJSE1157DQ8//LDJ+sLCQuzevRv9+/c3WT9o0CBcu3YNv/76KwDg4MGDyMvLw4ABA4xplEol+vXrh/T0dLh5XY2IiIiIqrG1a9ciISEB4eHh8Pf3R3R0NObNm4eSkhJjGoVCUebr2rVrJvldunQJgwYNQp06deDn54dHHnkEGzZsqOCzsp1bN2Zat24djh8/jnXr1uHo0aMm286ePYuioiI0bdrUZH2zZs0AAFlZWWjVqhWysrIAAE2aNDFLd/fuXVy5cgVhYWGSxy8sLERhYaFxWaPRlPuciIiIiKhy0cMTeplum+3tYD979mxERERg1qxZCA0NRUZGBpKSknDu3DnMmjULQGnXCLHBgwfD398f9erVM667cuUK2rZti+bNm2PRokWoWbMmTp48Ca1WW55Tciq3rawUFBRg7NixSElJkQyR3blzBwAQGBhosj4oKAgAkJOTY0ynUqng6+tbZrqyKispKSmYNm2adAHlabZIRERERHKpgvdnmzdvRnBwsHG5U6dOyM/Px9y5c/HBBx9ApVLh8ccfN9nn/PnzOHPmjLELhMG7776Lhg0b4ocffoCHR2kDq86dOzv/JMrBbZuBffDBBwgNDcWQIUMsplMopGcBvX+9VBpD86+y9geACRMmIC8vz/i6dOmSDSUnIiIioqqk5L9DF8vxKrGzRnV/RcUgJiYGWq3W+HBebMWKFVAoFCbdIPLy8rBu3Tq8/vrrxopKZeCWkZULFy5g9uzZWL9+vbHpVX5+vvHf/Px8Y2TEEGExMCwbtgcFBUGr1UKr1cLHx8eYLjc31ySdFJVKBZVKJc9JEREREVGlJO88K6UPzMXdC+y579y3bx9q1aqFkJAQye0rV65E+/btTVoPHT16FMXFxfDw8MBTTz2Fw4cPo06dOhgxYgSmTJkCpdI9w1JuWa3666+/UFRUhGeffRZBQUEICgpCz549AZSGvp5++mk0atQI3t7exj4pBqdOnQIAY18Ww79S6WrWrIkGDRo4+3SIiIiIiEyEh4dDrVYbXykpKTbtl5mZicWLF2PMmDGSFYwTJ07g999/x8CBA03WX79+HUDpyLlt27bFv//9b4waNQopKSmYOXOm3eXftWsXJk6ciE6dOuEf//gHgoKC0KBBA7Rs2RIvvfQSFi5caDxmebhlZKVly5bIyMgwWXfs2DGMGTMGX375JVq3bg2VSoXOnTtjzZo1GDNmjDHdypUrUa9ePcTExAAA2rVrB7VajdWrVxvX6fV6rFmzBvHx8RabgRERERER6eABnUyRFR1KR/G6dOmSSb9sW6Iq169fR2JiItq0aYPx48dLplm+fDm8vLzw/PPPm6w3jB7WrVs3Y1+WTp064caNG5g5cyYmTJhgtXlYfn4+5syZgwULFuDixYvGbhU+Pj6oVasW7t27h99//x0nTpzA8uXL4enpiV69emHMmDF44oknrJ6fFLesrAQGBqJjx46S21q1aoXY2FgAwOTJk9G+fXuMGDECgwYNwoEDB7BgwQLMnz/feLFVKhUmTZqE5ORkBAcHIzY2FgsXLsS5c+fsmmOFqMqw5VsvnoNVah/zeVrl56xfKFvOj4iIKp9K9HseEBBg1zwreXl5iIuLg5+fHzZt2gQvLy+zNIIgYNWqVYiLi0OtWrVMthmWxR3qO3fujM8++wwXLlxAw4YNyzz+l19+ialTp+LGjRto0aKFMULz6KOPokaNGiZlOHPmDI4cOYJ///vf2LhxI9avX4/evXtj9uzZFo8hpRK9pebatm2LjRs3Ijk5Gd988w3CwsIwZ84ck9nrAeDtt9+GIAiYM2cOsrOzERUVhfT0dMdnryciIiKiakPeoYvtn+NPq9WiV69eyM7OxqFDh1C7dm3JdPv378fFixfNRgEDYDbdh4EhOmItqjJ69GgMGjQI7777Lpo3b15mOoVCgYceeggPPfQQXnrpJdy7dw8rV65ESkoKvv32W0yePNnicczyc/cZ7N2JyQz2mziDPREREZE70dwD1CPln8F+Ud6z8Aswj2Q4okBTjFfUW20uo06nQ58+ffDjjz/ixx9/RHR0dJlp//nPf2LZsmXIzs6Gn5+f2fZHHnkETZo0wbp164zr3njjDaxYsQK3b9+22D3i7NmzaNSokdXylkWv1+Py5cuIiIiwa79yVRF37dqF3bt34+DBg7h8+TJu3boFPz8/BAcHIyoqCh06dECPHj1Qt27d8hyGiIiIiKhaGjVqFDZv3ozU1FQUFBTg8OHDxm3NmjUzVnh0Oh3WrVuHhIQEyYoKALz//vtITEzE2LFjER8fj/379+PLL7/E7NmzrfbjLk9FBQCUSqXdFRXAgcqKKzrWEBERERG5irxDF5fYlX779u0AgHHjxplty8jIMPbz3r59O27dumU2Ctj9nnvuOSxbtgwffvgh5s6diwYNGmDmzJlISkqyqSx//fWX3X1OJkyYYPNIZ1LsagYm7ljTt29fmzvW/P333w53rHEXbAZGRERE5L6c1Qzsq7xesjYDG6neJFsZK1Ljxo1x4MABhIaG2pQ+OTkZH330EfR6vcPHtGueldGjR6N79+747bff8Ouvv2LChAno2LGjSUUF+F/HmpdeegnffvstsrOzsWDBAvz222/49ttvHS4sEREREVFF00MJnUwvuSI0rnDu3Dl07drVOLm6Jf/6178wc+bMcjcfs6sZ2OnTpx06oK+vL4YNG4aXX34Zly9ftnt/t1Spx1EjIiIiqoKcVA9w9Whg7mLmzJl477338Oyzz2LHjh1l9o2ZMmUKPvzwQzRq1Mhs7kR72RVZcVXHGiIiIiIicq1x48Zh/PjxOHToEPr06QOdznzStWnTpuH9999Hw4YNkZGRgQYNGpTrmLJUEUtKSnD58mVcuXIFxcXFkmnat28vx6GIiIiIiCqUHh4ydrB3vP+GO0hJScGdO3fw1VdfYeDAgVi9erVxJLHp06dj2rRpiIyMREZGBsLCwsp9vHJVVgRBwMyZM/HJJ5/g9u3bFtOWp2MNEREREZGryDsaWOXts2Iwb9485ObmYu3atXj11Vfx1Vdf4f3338fUqVPxwAMPICMjAw888IAsxypXZWXChAlITU1FSEgIhg4dinr16sHTk505iIiIiIiqKoVCgWXLlkGj0WDRokU4deoUDh48iLCwMOzevVvWbh/lqlksWbIEDz/8MH7++WezEcGqPNbJiIiIiNyLk+7PGFkx5+npie+++w5du3bFgQMH0KBBA+zZswcPPvigvMcpz875+fl48cUXq19FhYiIiIiomomPjzdbV1JSAoVCgcDAQLzxxhtm2xUKBbZu3erwMctVWWnZsiWuXr1aniyIiIiIiNyaYZ4VufKqrLZt21bmtpMnT+LkyZNm6w2d7x1VrsrKpEmTkJiYiKNHjyI2NrZcBSEiIiIickfyzrNSIks+rvDXX39V+DHLddW7d++OpUuXIi4uDr169UKLFi0QEBAgmXbw4MHlORRR1SP1YMXaoHmV92EMERGR8/HvpFO5Yr7EclVWCgsLsXHjRty6dQuLFi0CYB7qEQQBCoWClRUiIiIiqpTYwd51ylVZGTt2LJYvX47o6Gg8//zzHLqYiIiIiKgK6tGjB6ZNm4ZWrVrZve+9e/fw+eefw9/fH//85z/t2rdcNYu1a9eiVatWOHToUPWrpLBSTM7AzxUREZHbkXcGew9Z8qloly5dQps2bdCxY0e89NJL6NOnT5ndPwwyMzOxbNkyrFixAvn5+Vi6dKndxy1XDUOr1aJTp07Vr6JCRERERNWGTsbRwOTKp6IdO3YMixcvxvTp0zFs2DAMHz4cTZo0QWxsLEJDQxEUFIR79+4hJycHZ86cQWZmJvLy8uDh4YG+ffviww8/RGRkpN3HLVcto1WrVvjzzz/LkwURERG5Oz6TpMqCn1WnUSgUGDZsGIYMGYKtW7diyZIl2Lt3L5YtW2aW1sPDA9HR0UhISMDw4cNRv359h49brrd0xowZ6NKlC7Zs2YIePXqUJysiIiIiIrck79DF1ob+dG8eHh7o2bMnevbsCQDIysrC5cuXcfv2bfj6+iI4OBjNmzeHWq2W5Xjluuo7duxAx44d0bt3b3Tq1AktW7aUbLumUCjwr3/9qzyHcj+suRMRERFRNde0aVM0bdrUafmX65Z76tSpxv/v3r0bu3fvlkxXJSsrRERERFQtlMg4dHFJJe2z4irlqqxkZGTIVQ4iIiIiIrfEeVZcp1yVlQ4dOshVDiIiInmwmS5R9cXvf5XDt5SIiIiIyALOs+I6rKw4ileOiIiIDNiyxz04qR6ggxLKaj7PiqvY9Zb26NEDv/zyi0MHunfvHtLS0jBv3jyH9iciIiIiourFrvjApUuX0KZNG3Ts2BEvvfQS+vTpIzlU8f0yMzOxbNkyrFixAvn5+Vi6dGm5CkxERPfhAzoiIqeTd54VNs+xh11X69ixY1i8eDGmT5+OYcOGYfjw4WjSpAliY2MRGhqKoKAg3Lt3Dzk5OThz5gwyMzORl5cHDw8P9O3bFx9++CEiIyOddCpERERERFSV2FVZUSgUGDZsGIYMGYKtW7diyZIl2Lt3L5YtW2aW1sPDA9HR0UhISMDw4cNRv3592QpNRERERFRROM9K2U6ePImNGzfi3//+N1q0aIHevXujQ4cOUCrlOU+H4lAeHh7o2bMnevbsCQDIysrC5cuXcfv2bfj6+iI4OBjNmzeHWq2WpZBEVULV+m0icg62jiCi8nDSbwjnWfkfQRCwb98+bNy4ERs3bsRff/0FQRDw0EMP4fDhw5g7dy4CAgLw7LPPonfv3ujevTtq1qzp8PFkeUubNm2Kpk2bypEVERERERG5mfXr12Pjxo3YunUrcnJyoFQq0b59e7z55pvo3bs3HnjgAeTn5yM9PR0bN25Eeno6VqxYAW9vb3Ts2BEJCQkYMGCA3cEMPsNyVOWuFBPR/fhLWLWI30+dle1EVHU46futgxIe1Xzo4sTERNSsWRPdu3dH7969ER8fj8DAQJM0NWrUQN++fdG3b1/o9Xrs2bMHGzduxObNmzFq1CjUr18fvXr1suu4/MkmIiIiIiKL0tPT0aVLF3h5edmUXqlUokuXLujSpQvmzJmD48ePIygoyO7jsrJCRERERGRBaZ8VuYYurpyRle7du5dr/xYtWji0HysrRNUNv/Xug+9FxeB1rlqccZ+nd0Kejqqc97Huw0nXjx3sTel0Oty8eRPe3t6oXbu2U49l1wz2RERERERUcdauXYuEhASEh4fD398f0dHRmDdvHkpKSoxpFApFma9r165J5vvJJ59AoVCgR48eNpclPT0dTz75JHx8fBAWFoaQkBD4+/sjNjYWo0ePRnp6OvR6eWv/5XreNGvWLDz11FN4/PHH5SpP5cEndUTlx++RdZX/ARyR++P3jKxwZWRl9uzZiIiIwKxZsxAaGoqMjAwkJSXh3LlzmDVrFgDg0KFDZvsNHjwY/v7+qFevntm269evY/r06QgJCbG5HKtWrcKgQYMAAM2aNUPt2rWh1Wpx7tw5HDt2DMeOHcMXX3yB0NBQvPfee3jjjTfg4VH+uIhCEATB0Z09PDzg4eGBr7/+GoMHDy53YdydRqOBWq1GXl4eAjI5hwxRubGyYh1vooiIbKb5G1B3Q+m9WkBA+fP7771fv7z/g3eArwwlBIo097Ba/abNZbx58yaCg4NN1o0dOxbz5s1Dbm4uVCqV2T7nz59Hw4YNkZqainfffdds++DBg6FQKHDhwgXUqFEDW7ZssVqOqKgo3Lhxwzj5o8G0adMwffp0bNmyBT/88APWrl2L7OxsPP7449iwYYNdFSIp5b5V8Pb2xiuvvAJPT08MHDjQbPuCBQuwa9curFq1qryHIiI5VPUKQlW/ua/q7x8RUXk46TfSlTPYiysqABATEwOtVoucnBzJyMmKFSugUCgwYMAAs2379+/Hhg0b8Mcff0huL8uff/6J119/vcyO8nFxcYiLi8Ps2bMxf/58TJgwAV26dMFPP/0EX1/HK3rljs2MGTMGXbp0wZAhQ7BmzRqz7VevXsXatWvLexgiIiIiIpfQQSnrq7z27duHWrVqlRm1WLlyJdq3b4+wsDCT9Xq9Hm+88QYmTpwoWcmxJDQ0FBqNxmo6Ly8vvPHGG9ixYwfOnDmDmTNn2nUcsXJXVlQqFTZu3Ij27dvjxRdfxPr168ubJRERERFRlabRaExehYWFNu2XmZmJxYsXY8yYMVAqzSs+J06cwO+//y7Z4umLL75Afn4+xowZY3d5ExISsGbNGpw7d86m9I8//jj69u2LFStW2H2s+8kSLFOpVNi8eTPi4+PRv39/rFu3Dj179pQja/fFphhUnVSmplXWZi+XSlOVVOVzIyKyxolDF3vIPM9KeHi4yfopU6Zg6tSpFve9fv06EhMT0aZNG4wfP14yzfLly+Hl5YXnn3/eZP2NGzcwefJkfPPNN/D29ra73FOmTMG6devw1FNPYcGCBYiPj7e6T926dXH58mW7j3U/2f6s+fr6YuvWrejWrRteeOEFrF+/HnFxcXJlT0RERETkEqWVFXlHA7t06ZJJB3upjvL3y8vLQ1xcHPz8/LBp0ybJmeQFQcCqVasQFxeHWrVqmWybPHkyoqKi8NRTTyE3NxdA6XwpOp0Oubm5qFGjBjw9y64aBAUFYffu3Xj22WfRs2dPtGjRAoMHD8aVK1ck01+5cgWrVq3CAw88YPG8rJH1GZyfnx9++OEHdO3aFYmJidiwYYOc2RORIyoqKuKqJ/rWjstIg3VS10gckeJ1dA6pyB9RdVbe35pK9FsVEBBg84hlWq0WvXr1QnZ2Ng4dOlTmRIz79+/HxYsXkZqaarbt9OnT2LdvH4KCgsy2BQUF4YcffrA6S/1DDz2EY8eOYdq0afj8888xduxYKBQKAEDnzp1Rr149qFQqZGdnY+/evSgoKMC8efNsOseylOstbdasmVkNrEaNGti+fTuefvppPPfcc2jbtm25CkhERERE5ErOiKzYSqfToW/fvjh+/Dh+/PFHRERElJl2xYoVqFGjhmR3jE8//dQYUTF466234Ovri5SUFERHR9tUHn9/f6SmpmLixIlYs2YNtm3bhgMHDmDPnj0m6Ro1aoQJEyZg2LBhNuVblnJVVn7//XfJ9TVr1sS///1vdO7cGbt37zbWuIhkV5n6UrgzOZ5EOeNpViV6Qlbl8NpXDF5nIrJi1KhR2Lx5M1JTU1FQUIDDhw8btzVr1swYndHpdFi3bh0SEhLg5+dnlk/Lli3N1gUGBqJGjRro2LGj3eVSq9UYMWIERowYAQC4c+cOrly5guLiYoSGhqJ+/fp25yml/NNKlkGtVmPnzp145plnHBpbefv27ejQoQOCg4OhUqnw4IMPYuzYscjLyzNJl56ejpiYGPj4+KBx48b44osvJPNLS0tDZGQkfHx80Lp1a7PaHxERERGRFFcOXbx9+3YAwLhx49C2bVuT19GjR03S3bp1S3IUsIoQFBSERx55BDExMbJVVAAnP9MJCgrC9u3bIQiC3fvm5OSgXbt2eOuttxAUFITff/8dU6dOxe+//45///vfAIBDhw6hd+/eGDx4MD7++GMcOHAAo0ePhre3N4YPH27MKy0tDcnJyZgxYwZiY2OxYMECxMXF4aeffkJUVJRs50tEREREVU8JPKGX6ba5xM58zp8/b1O6Z5991u57bnse3jdq1AgJCQno1asXnnrqKXh42Bbz+OOPP7Bx40Zs3LgREyZMQI8ePewqo0JwpCbhIgsWLMDIkSNx5coV1K9fH3FxccjJycGRI0eMaUaOHIktW7bg8uXL8PDwQGFhIUJDQzFy5EhjZyO9Xo+oqChER0dj1apVNh9fo9FArVYjLy8PAb+pZT8/Iquc9XjBkXzlKAub8RERkYw0+YC6benIWbZ2XreY33/v/TrnrYRngHnTKkfoNAXYrR4gWxkrytNPP419+/ZBp9MhKCgIPXr0QO/evdG1a1f4+/ubpD148KCxgnLmzBkIgoBmzZph2bJlks3RLKlUrWUNIx8UFxejsLAQu3fvNpsVc9CgQViwYAF+/fVXtGrVCgcPHkReXh4GDBhgTKNUKtGvXz/Mnj0bgiCwTw0RERERlUkPJRQu6mDvLnbu3Im8vDxs2bIFGzduxPr16/HNN9/Ax8cHXbp0wdNPP43ffvsNW7Zswc2bN6FQKNCuXTuMGDECCQkJaNSokUPHdfvKil6vR3FxMU6dOoXp06ejZ8+eiIiIwKlTp1BUVISmTZuapG/WrBkAICsrC61atUJWVhYAoEmTJmbp7t69iytXriAsLEzy2IWFhSaziWo0GjlPjZzF7T/VTuaMKIkcv6sVFRXiULBEVBH4W0PVkFqtxqBBgzBo0CAUFRVh165d2LBhA7Zs2YKtW7fC19cXTz/9NBISEtCzZ0/UqVOn3Md0+9u6iIgI42Qz3bt3x8qVKwGUjjgAlI5icD/D2NE5OTnGdCqVyqyT//3pyqqspKSkYNq0afKcCBERERFVSnp4yBhZcdr4VhXK29sbcXFxxkngf/vtNzRu3NihgbUscfvKSnp6OvLz83Hy5Em8//776NmzJ3bs2GHcXlYTrvvXS6UxdNWx1ARswoQJGDt2rHFZo9EgPDy8dMHtrxy5vYr6DNlyHGu/v67q0yKlckbPqTrgk/bqhfcB7slJ70vpCF7y/AGydzSwysJZg1a5/VfNMEFNu3btEBsbi0cffRTr1683NvcyRFgMDMuGyElQUBC0Wi20Wi18fHyM6QyT4kjN4mmgUqmgUqlkOxciIiIiIrJdpYpDtWzZEkqlEn/++ScaNWoEb29vY58Ug1OnTgGAsS+L4V+pdDVr1kSDBg0qoOREREREVFnp/zt0sVwvsl2lulqHDh2CXq/Hgw8+CJVKhc6dO2PNmjUYM2aMMc3KlStRr149xMTEACiNyKjVaqxevdq4Tq/XY82aNYiPj+dIYBWpUn3a3JQj19CWaLM4X2cdRw78HLknvasL4Ab42SRyvarZwqpac9uf1j59+uDRRx9FdHQ0fH19cfz4caSmpiI6OhoJCQkAgMmTJ6N9+/YYMWIEBg0ahAMHDmDBggWYP3++caIalUqFSZMmITk5GcHBwYiNjcXChQtx7tw5u+ZYISIiIqLqqQRK2YYcLmGNyi5uW1lp06YNVq9ejZkzZ6KkpASRkZEYOXIk3nnnHXh7ewMA2rZti40bNyI5ORnffPMNwsLCMGfOHJPZ6wHg7bffhiAImDNnDrKzsxEVFYX09PTydQRy2ytHbsMZnxFHft8ciZrIcRxXcZdyyKWydNrm316qTBgJJDvpZexgX1nnWXGVSjWDvauZzGB/hjPYkxWsrJAcKktlhagyYWWlytLcBdSx8s9g3zJvO5QB/tZ3sIFe8zeOqbtVuhnsXYW3F47ilaPyclaFQI4JHt1pqGJ34apKQ1W/rlUJK5aVBx9sV11Oem8ZWXEd/hkkIiIiIrJABw8InBTSJXi1iIiIiIjILTGyQu6DUVHr38iKmo2evwzmqtI1YXMl56hKnxGSB79rVUbp3CjyfMk5z4p9GFkhIiIiIiK3xKqdoxgFIHvJ0Wm9oiZ4rEy/DOInl7aUvbo/7axM768jqvv7S+6jqn/X3JGTrjk72LsOv0ZERERERBaUyFhZ4aSQ9mFlxVG8cmQvRz4z4t8zqTzk6OdSmVXmyBEjAM7hLu8vVW38/hJVCP6kExERERFZoIMSHoysuAQ72BMRERERkVtiZMWVxFffkY7CVHnIMXO8I83ARIQKeqCj0FfMcSq1qv4dZzMZqsqq+ve3snJiB3tBpswZWbEPv2pERERERBaUVlbYDMwVWFlxlDOuHN+Nyq0iJmOU2F5RkRJ7icvFSEs15K6/aYz4EBFVGu76p4SIiIiIyC0wsuI6rKw4ip8zssaRyRmtpLEliqKX4VutdMKTZ6myM9pCLsG/fFRRGMUjKjf+ZBMRERERWaAvUUIokSmyIlM+1QUrK0REREREFuh1SpTo5KlkCDLlU12wsuIoXjmyxoFmYOKmUnI06XKELceVo6kYO+ETUZVWle4V2KSNXKQqfY2IiIiIiGSn13lCoZPntlmQKZ/qgleLyBaOfFNE+8jROd5dO8/LxV2HYQYY9SGiaq6y3DE6a1JInQcUsjUD85Aln+qCV4uIiIiIiNxSZaknux9euerFgffbkf4nFdFHReoYjkRbxPm4c8RGDnJEfRidISKqnPQ6pYyRFTduRuCGGFkhIiIiIiK3xMoKEREREZEFOp0SumKZXnZGVtauXYuEhASEh4fD398f0dHRmDdvHkpKSoxpFApFma9r164BAK5du4Zx48ahZcuWqFmzJurXr48XXngBf/75p6zXSm5szOQoXrlqTapJkByd43VK+Z8feOpLrKapbk26XIVNyYiIKidB7wlBrrbaduYze/ZsREREYNasWQgNDUVGRgaSkpJw7tw5zJo1CwBw6NAhs/0GDx4Mf39/1KtXDwDwyy+/4LvvvsOwYcPQtm1b3LlzBzNmzECbNm1w4sQJhIWFlf/cnIC33EREREREbmrz5s0IDg42Lnfq1An5+fmYO3cuPvjgA6hUKjz++OMm+5w/fx5nzpxBamqqcd2TTz6JP/74A56e/7v9b9++PcLCwrBo0SJMmTLF+SfjAFZWqNqR4+m21EMR8TpHoiR6T8tfSaXOfUMejM5UDHce3pmILGNktBLTKUtfcuVlh/srKgYxMTHQarXIyckxRk7ut2LFCigUCgwYMMC4LjAwUDLvsLAwXL161a4yVSRWVoiIiIiIKphGozFZVqlUUKlUNu27b98+1KpVCyEhIZLbV65caYyaWHLp0iVcuHABTZs2ta3QLsAO9kRERERElhgiK3K9AISHh0OtVhtfKSkpNhUlMzMTixcvxpgxY6BUmkdpTpw4gd9//x0DBw60mldSUhKCgoLw8ssv23c9KhAjKw5iU4yqw5H+clL7iJt9WWvS5QipPK01DROXy5YO90REJD9X3Tuw+ZkM9ApAp5AvL5RGNQICAoyrbYmqXL9+HYmJiWjTpg3Gjx8vmWb58uXw8vLC888/bzGvlJQUbNq0CRs2bEBQUJAdJ1CxWFkhIiIiIqpgAQEBJpUVa/Ly8hAXFwc/Pz9s2rQJXl5eZmkEQcCqVasQFxeHWrVqlZnX0qVLMXHiRMydOxc9e/Z0qPwVhZUVB1XETOPkOo50lhdHPfQSoVl7KfV8HEZEROXjLq1BKnWER/ffl1x52Umr1aJXr17Izs7GoUOHULt2bcl0+/fvx8WLF01GARPbtGkThg8fjgkTJuD111+3vzAVjLfcRERERERuSqfToW/fvjh+/Dh+/PFHRERElJl2xYoVqFGjRpnRkr1796Jfv34YPHgwPvzwQ2cVWVasrFCV50gUzJH+J+JIih6my0rY/0hJnKdUpEVcNnce3piIiKqvSj0xrgsjK6NGjcLmzZuRmpqKgoICHD582LitWbNmxqZkOp0O69atQ0JCAvz8/MzyOX36NHr37o2GDRti2LBhJvkEBASgWbNmjp2Pk7GyQkRERERkiQsrK9u3bwcAjBs3zmxbRkYGOnbsaEx369atMkcBO3z4MPLy8pCXl4cnn3zSZFuHDh2wZ88e+wpWQRSCIAiuLkRlodFooFarkZeXBz+oXV0cslFljqyI2dKHxVpkxZbRwOSY0JGTQhIRkdysRVY0dwF1o9LO6PZ0Xi8zv//e+2FvHlCj/PkBAPI1QAe1bGWs6hhZcRA72FdecnSWF1dEbGHLPnJUaKyROn9xBYaz0RMRkTuy1pRMcNYMgjoAxTLmRTbjLTcRERERkSX6/77kyotsxsqKg2x5Ok/uSY4mXToHIiueNvw6WWs6JjUcsrhpGDvcExERUVXBygoRERERkSUunmelOmNlhaoca5ETWyZrdCSSohd9nZSiXyNxHrZEWoiIiIiqM1ZWiIiIiIgsYWTFZVhZISIiIiKyhJUVl2FlxUG2dNIm17DWzMuWIYTFTbbETbxsKoedzcIANg0jIiIiuh/vuImIiIiILNFDvogIn0vahZUVB9nSSZvcg7XO8rZETVw1oaO1oYyJiIiIqjJWVoiIiIiILGGfFZdx25kN165di4SEBISHh8Pf3x/R0dGYN28eSkpKTNKlp6cjJiYGPj4+aNy4Mb744gvJ/NLS0hAZGQkfHx+0bt0ae/bsqYCzILnpobT7pRO99PAUvazn4UjZzLebHreq03uavoiIiCotncwvspnbVlZmz54NlUqFWbNmYcuWLUhISEBSUhLGjx9vTHPo0CH07t0bsbGx+OGHHzBkyBCMHj0aCxcuNMkrLS0NycnJeOONN5Ceno7GjRsjLi4Ov/32W0WfFhERERER2UghCILg6kJIuXnzJoKDg03WjR07FvPmzUNubi5UKhXi4uKQk5ODI0eOGNOMHDkSW7ZsweXLl+Hh4YHCwkKEhoZi5MiRSE1NBQDo9XpERUUhOjoaq1atsrlMGo0GarUaeXl50AfUledEyS62RjnuZ62PiiN52sJa/xLx6GCA9dHApPJU6q3so7P+CMdTX2Jxu1KGp0By5EFERGSJRgMENgTy8vIQEBAgQ36l9374Og/wK39+AIACDTBMLVsZqzq3bZwhrqgAQExMDLRaLXJyclCrVi3s3r0bM2fONEkzaNAgLFiwAL/++itatWqFgwcPIi8vDwMGDDCmUSqV6NevH2bPng1BEKBQKOwun7NucMk+jswsb8t758j7y87vRERERPJy22ZgUvbt24datWohJCQEZ8+eRVFREZo2bWqSplmzZgCArKwsk3+bNGlilu7u3bu4cuVKmccrLCyERqMxeRERERFRNaOX+UU2c9vIilhmZiYWL16MKVOmQKlU4s6dOwCAwMBAk3RBQUEAgJycHADAnTt3oFKp4OvrW2a6sLAwyWOmpKRg2rRpkttseaJPzufIsMMVFRVzZNhh8eeKk0QSERG5Ac6z4jKVIrJy/fp1JCYmok2bNiYd7AGU2YTr/vVSaQxddSw1AZswYQLy8vKMr0uXLjlSfCIiIiIicoDbR1by8vIQFxcHPz8/bNq0CV5eXgD+FxkxRFgMDMuG7UFBQdBqtdBqtfDx8TGmy83NNUknRaVSQaVSyXYuZD9rkRNH+p/IEVmpbv1TpIYeZod5IiKqNjjPisu4dWRFq9WiV69eyM7OxrZt21C7dm3jtkaNGsHb29vYJ8Xg1KlTAGDsy2L4VypdzZo10aBBA2eeAhERERFVdpxnxWXctrKi0+nQt29fHD9+HNu2bUNERITJdpVKhc6dO2PNmjUm61euXIl69eohJiYGANCuXTuo1WqsXr3amEav12PNmjWIj493aCQwIiIiIiJyPrdtBjZq1Chs3rwZqampKCgowOHDh43bmjVrhoCAAEyePBnt27fHiBEjMGjQIBw4cAALFizA/Pnz4eFRWg9TqVSYNGkSkpOTERwcjNjYWCxcuBDnzp2za44VseowA7k7cqRJl7U0UoMlONKx3ZEO9URERFQJsBmYy7jtHff27dsBAOPGjTPblpGRgY4dO6Jt27bYuHEjkpOT8c033yAsLAxz5szB8OHDTdK//fbbEAQBc+bMQXZ2NqKiopCeno6oqKgKORciIiIiIrKf285g747un8E+N+Afri5OtWRLZMUZw0rbEmkRR1KsL9sws7yVPICKmcFeOl/npiciIrKX02aw/ygP8JFptnmtBhjPGext5baRFSIiIiIit8BmYC7Dygq5jCNDCIv3sSWK4kj/IluiHu5CrxT1lbESaSEiIiKqLFhZISIiIiKypBiQrZV5sUz5VBNuO3QxERERERFVb4ysOEiOWdDJlC3XVNzsq6KGkBYf15GhjYmIiKiS0v/3JVdeZDNWVoiIiIiILGEHe5dhZcVBjKxUDGuRFDneB1dN3igVFapMHfuJiIiInI2VFSIiIiIiS/SQLyLCZmB2YWWFXMaRYYdtmRTSGlsiKeLjMuJBREREVPFYWSEiIiIiskQH+YYu5vNPu3DoYiIiIiIiS4plftlh7dq1SEhIQHh4OPz9/REdHY158+ahpKTEmEahUJT5unbtmkl+aWlpiIyMhI+PD1q3bo09e/bYezUqFCMrDrKlCRNZZsuww0Xwtrhd6n2wd1hhqaZkrup07wx6T1GTNh0f6RAREVUWs2fPRkREBGbNmoXQ0FBkZGQgKSkJ586dw6xZswAAhw4dMttv8ODB8Pf3R7169Yzr0tLSkJycjBkzZiA2NhYLFixAXFwcfvrpJ0RFRVXYOdmDlRUiIiIiIktcOM/K5s2bERwcbFzu1KkT8vPzMXfuXHzwwQdQqVR4/PHHTfY5f/48zpw5g9TUVOO6wsJCfPDBB3jrrbfwzjvvAAA6dOiAqKgofPjhh1i1apXj5+RErKw4qKImI6zKbOks70gEy9oEjuLjVKUoChEREVUt91dUDGJiYqDVapGTk2MSOTFYsWIFFAoFBgwYYFx38OBB5OXlmaxTKpXo168fZs+eDUEQoFAonHMS5cA7biIiIiIiS5wwdLFGozFZrVKpoFKpbMpi3759qFWrFkJCQiS3r1y5Eu3bt0dYWJhxXVZWFgCgSZMmJmmbNWuGu3fv4sqVKybp3QU72JPT6KG066WTeOnhafdLTJwnERERkV10Mr8AhIeHQ61WG18pKSk2FSUzMxOLFy/GmDFjoFSa39ecOHECv//+OwYOHGiy/s6dO1CpVPD19TVZHxQUBADIycmx6fgVjZEVIiIiIqIKdunSJQQEBBiXbYmqXL9+HYmJiWjTpg3Gjx8vmWb58uXw8vLC888/b7ZNqpmXIAhlbnMHrKwQEREREVlSDECue/n/Dl0cEBBgUlmxJi8vD3FxcfDz88OmTZvg5eVllkYQBKxatQpxcXGoVauWybagoCBotVpotVr4+PgY1+fm5hq3uyNWVhzkyMzp1Z34mombZEk14bJ2naU6x3P2eSIiIpKVC0cDAwCtVotevXohOzsbhw4dQu3atSXT7d+/HxcvXjQZBcygadOmAEr7rsTExBjXnzp1CjVr1kSDBg3sL1gFYJ8VIiIiIiI3pdPp0LdvXxw/fhzbtm1DREREmWlXrFiBGjVqoGfPnmbb2rVrB7VajdWrVxvX6fV6rFmzBvHx8WwGVtUwsmI/a5EUR65pZZrQkUMmExERVVI6yPeI384GH6NGjcLmzZuRmpqKgoICHD582LitWbNmxqZkOp0O69atQ0JCAvz8/MzyUalUmDRpEpKTkxEcHIzY2FgsXLgQ586dc9s5VgBWVoiIiIiI3Nb27dsBAOPGjTPblpGRgY4dOxrT3bp1y2wUsPu9/fbbEAQBc+bMQXZ2NqKiopCenu62s9cDgEIwDAFAVmk0GqjVauTl5eFswOPWdyATzoisSBFHLMR9VsSTREpFOOzNQ3ofy5ET6ePaX1azPPRWjqszf6TjqS+xmq95Ps5NT0REZC+NBghsWNoZ3Z7O62XnV3rvh+fzAK/y5wcAKNYA69SylbGqY2SFZGHL/CXWKieOVFbYlEoeOqVpbNuRygsREVGVVeymeVUD7GBPRERERERuiZEVB3EmdOvsjaTYEllhJIWIiIgqnB7yPeLnrYxdGFkhIiIiIiK3xMiKg6QmMCRT4khJEbxdVBIiIiKictBBvhnsOeCMXXjHTURERERkCSsrLsNmYERERERE5JYYWSGH2NIZXpzGkUEJxPOMODa8MR9hEBERUTnIeSvB2xK7MLJCRERERERuiZEVB8k123pVIXU9CkUd6q0NSiAVARFHY6RmjrdeNtPjOpIHERERVWN6yNdnhbchdmFlhYiIiIjIEjYDcxlWVhzEyIopcRQFsD4ppC2c0d9EHK3hRJNERESVg97Knau17VT58C0lIiIiIrKEkRWXYWWFiIiIiMgSHQBBprzYoMMurKyQTaw14ZLqPC/eR7zM5ldERETVG5ttkTX8iBARERERWSLn81U+q7ULKysOqm4d7MWd0sWRlCKJDvYkP6nPHSNURETkDhglIWfgx4qIiIiIyBL2WXEZVlYcJI40VHXWhiF21vVwxtDF5BpST9yUfHuJiNxCZY6K3F92p50HKysu4+HqAhAREREREUmpxPVoIiIiIqIKoANQIlNecuVTTbCyQpLDDpunMW3mJZ6x3pY8HGnSJc7X0wmxU2d1WudQzURE5GyVufkWUPnLT87HjwgRERERkSV6yNdnhZEVu7Cy4iBbIgmVlVSkwVokhUPqEhFRVcYIgHUVcY10SsvdrXVKAfLVKu7PGPL19GZlxS5u28H+zz//xGuvvYaWLVvC09MTjzzyiGS69PR0xMTEwMfHB40bN8YXX3whmS4tLQ2RkZHw8fFB69atsWfPHieWnoiIiIiIysttnxOcPHkSW7duxWOPPYaSkhKUlJhXQw8dOoTevXtj8ODB+Pjjj3HgwAGMHj0a3t7eGD58uDFdWloakpOTMWPGDMTGxmLBggWIi4vDTz/9hKioKIfKV5UnhZQ6N2dMAulI/xPxEMmM3hCRHPjUnKo7d4iKOErv6Xnf/wUAxfIfhJEVl1EIguCEWFn5lZSUwMOj9FMxZMgQZGZm4vfffzdJExcXh5ycHBw5csS4buTIkdiyZQsuX74MDw8PFBYWIjQ0FCNHjkRqaioAQK/XIyoqCtHR0Vi1apXNZdJoNFCr1cjLy8O+gD4ynKV7km4GpjJZtqWyIq5IiJdVKLS4XToP0076KhTZfVxxHlKVJm9RvrbsY63iZK1cth7Har56K+XQWR/owFNv/ZdUjjlSOM8KuQtWVqi6qyqVFY1GQHitYuTl5SEgIKDceRvu/RCaB3iUPz8AQIkGyFbLVsaqzm2bgRkqKmUpLCzE7t270b9/f5P1gwYNwrVr1/Drr78CAA4ePIi8vDwMGDDAmEapVKJfv35IT0+Hm9bViIiIiMhdFMv8IptV2mdJZ8+eRVFREZo2bWqyvlmzZgCArKwstGrVCllZWQCAJk2amKW7e/curly5grCwMMljFBYWorDwf0//NRqNnKfgMtaasImjKIB5JEXcHItNuojIGRjxoOrOXb4DFREVsSm90vI9jF7ppGZgJZCv3z6fk9vFbSMr1ty5cwcAEBgYaLI+KCgIAJCTk2NMp1Kp4OvrazGdlJSUFKjVauMrPDxcruITEREREZEVblJfd5xCobC6XiqNoflXWfsDwIQJEzB27FjjskajMVZYqlIHe1v6o4ijILZsZ6SEqHpzlyfCVR2vM4k5IwpibwREMg8rURHJfey83ypxVthCB6DsW0b7MLJil0r7E2eIjBgiLAaGZcP2oKAgaLVaaLVa+Pj4GNPl5uaapJOiUqmgUpk3iSIiIiKiaoSVFZeptJWVRo0awdvbG1lZWejevbtx/alTpwDA2JfF8G9WVhZiYmJM0tWsWRMNGjRw6PjWIg3uzNowxFJ9VqwRj2JVehz2SSGqKqr70/vqfv5kzll9OOTgqiiIWR423CvZez9lbVLuQpQA+NuuPMm9ue83zQqVSoXOnTtjzZo1JutXrlyJevXqGSsm7dq1g1qtxurVq41p9Ho91qxZg/j4eIvNwIiIiIiIXDka2Nq1a5GQkIDw8HD4+/sjOjoa8+bNM5uD8N69e0hOTkZERARUKhUiIyMxbdo0kzS3bt3Ca6+9hoiICPj5+aFZs2b4v//7P7ceHddtnxUVFBQgPT0dAHDhwgVoNBqsW7cOANChQwcEBwdj8uTJaN++PUaMGIFBgwbhwIEDWLBgAebPn28c+lilUmHSpElITk5GcHAwYmNjsXDhQpw7d86uOVaIiIiIiCra7NmzERERgVmzZiE0NBQZGRlISkrCuXPnMGvWLAClD+J79OiBy5cvY/r06YiMjMTFixdx8eJFk7z69OmDM2fOYMaMGYiIiMCOHTvw1ltvQa/Xm/TTdiduOynk+fPn0bBhQ8ltGRkZ6NixIwAgPT0dycnJyMrKQlhYGMaOHYtRo0aZpBcEAWlpaZg7dy6ys7MRFRWF1NRUdOrUya4y3T8p5M6A/tZ3cAFr4dHSNKYh1wL4WdwuxdpEi4D5cMbWJlq0bYJHTgppNV9OCkl2qsxNnCpz2QH3bkpE9pGj6ZVDx5WhuRZg/W+/I83fHbknsXe7OM1dTQli1VflnxQSeYBCpgkcBQ0A2yeFvHnzJoKDg03WjR07FvPmzUNubi5UKhW++uorjB8/HqdPn0ZoaKhkPpcvX0Z4eDi+/vprDB061Lg+Pj4et2/fNplk3Z247c98ZGSkTSGp+Ph4xMfHW0yjUCjw7rvv4t1335WreERERERUnbjo8b64ogIAMTEx0Gq1yMnJQb169bBo0SL07du3zIoKABQXl7Y/K618/U9gYCBu3bolb6Fl5LaVFXdny9MCd2EtkiI1VLG9pCIrRFTxKlOkwZ3K6q4RDlc9ra/q5IpGVARHpkpwRhTE3giHrdutlVVcLqk87l+XX00G89m3bx9q1aqFkJAQFBUV4ejRo+jZsydeeuklfPfdd/D09ESPHj3w2WefoXbt2gCAhg0b4plnnsGHH36Ihx56CBEREdi5cyfWr1+P+fPnu/iMyuaev85ERERERFWYRqMxeRUWFtq0X2ZmJhYvXowxY8ZAqVTi9u3b0Ol0+Oijj5Cbm4sNGzbgs88+w86dO9G/v2m3hfXr16NevXqIiopCQEAAEhMT8f7772Pw4MHOOEVZ8JGNgyrTpJCFosiJOJLiSB8VMaknMuL+FuZDGessbrfluETVnauiExV1XHeJeLhzhKMyRQnEKtPf0oqassDelhtyRDxsSWPL+dsSBbF2XPFxbMnz/vuavytRSw/DROMGU6ZMwdSpUy3uc/36dSQmJqJNmzYYP348ABhHBQsMDMR3330Hb+/S61GzZk0kJibip59+Qps2bSAIAoYOHYr//Oc/WL58ORo0aIA9e/Zg4sSJCAoKwiuvvCL/ScrAfX99iYiIiIiqqEuXLpl0sLc2EXleXh7i4uLg5+eHTZs2wcvLC8D/Jjh/4oknjBUVAOjcuTMA4OTJk2jTpg22bt2KtWvX4vjx44iOjgZQOsJubm4u3nnnHQwdOtQ4mq47YWWFiIiIiKiCBQQE2DximVarRa9evZCdnY1Dhw4Z+6EAgJ+fHyIiIsrc11ABOXXqFJRKJaKioky2t2zZErm5ubh9+7ZkZ35XY2WlkrMWPgWAe6IO9eJmYeIQqy2d5dk8i8g1Kqr5lTOO44wmXRXVPMtVTa1c1Uyqopo8iblq8BpHrrMc740ceVRU8yxbjmvtOLYc19o9itSgQPcPHFRg74yLlYBOp0Pfvn1x/Phx/Pjjj5IVkx49emDDhg0oLCw0Rmh27twJAGjRogUAICIiAnq9HseOHTNOng6U9oGpUaMG6tSpUwFnYz9WVoiIiIiILHJg6nmLedlu1KhR2Lx5M1JTU1FQUIDDhw8btzVr1gwBAQF49913sWzZMjz33HMYPXo0rl69ivfeew8JCQlo2bIlAODZZ59FZGQkXnjhBUyZMgX169fH7t27MW/ePLzzzjtQKBQynZ+8WFlxkLt0ChQ/2RBHUQDrkz6KoySOdZavWpEWa4MBEDlDZeosL0eURI6oiLMiHs74jXdWtEKOaIS7RAmclaezJjQ0TS9PR3exihqG2N5hh+WKrIjzKYJpvw3xPcw9+JrlcRc1jf/XwrYRtSqT7du3AwDGjRtnts0wUXpERAR27dqFsWPHok+fPvD390diYiLS0tKMaWvUqIFdu3Zh4sSJmDBhAnJyctCwYUOkpKTgrbfeqqjTsRsrK0REREREFun++5IrL9udP3/epnStWrXC3r17LaZ58MEHsXLlSruO72qsrDjIVe15xaw9gShNY9+kj1UtSkLuQcngVKWKnIhZi6Q4EiWRIyriLk+qbcvDfaJA9u7jSL8IOY5rS3pnvZ/OKKst0Qnzfco/WaMt+1gbMtiWPKydn/iepXSd6T2K+D7m/qiJ1LJ4XRHulVHi8nJdM7Dqzv3GJyMiIiIiIgIjK0REREREVriuGVh1x8qKG5MKwYpDrOJwaIFExzN7STUDE4dy2VSMyFRVbuJVehz5m3k5qwmXHM1mXNXhvKI6U1vPU/7mSlL5OjK0rbWyyNXES46mcs5oSmXLMeztLO+s44qXCyWagYk7zN9BoMlyrmhZqhnY/YML6fC3ZHnLTwf5mm+xsmIPNgMjIiIiIiK3xMiKgypi4iqpJx/WOppJ7WMtCmJtWOLSPPgUwF6MPlVeroqSSKmoyIn5ca08EVbK/0S8NB/5oyLO6KTtTk/vzfMsf4TDWnoptnTQtnZcezt525KnVL7medhfVmvppbjzNaqI40gNAnQbtU2Wb8F0YsK7qGGyLNVJ//7jlCDfajkdww72rsLIChERERERuSU3en5IREREROSO2MHeVVhZcVBFzNRbKDE/irjZl71zqABsnmQLXqPqxV2afdlSjopo0iWZxspvnrM6F1vb7kizKDmaZ7nquHLMjyGVjxzvryPNsayVVepvnDOaK0n9vbX3/Bw5XznmZrGlKZn4OsrxfkrlYW3uN3GTLgC4gVDTfQrMm4qZlEMnUfb71gkajcX9HccO9q7CZmBEREREROSW3OR5YvVg7QmKtVlbAfMh/sRPNsSd5W3BYYmrNqXO+hMcT31JBZTEfVSmYYblmDneGZ3h5XhCLEdHaDmGYLU1X3uPKybH02ypoV8dKatUPvaUQ2qdMyI8tjy9lyPCIRXBsTb7uiPHtZaHI2W15Ro5so+1z969EvOpEgryTe9j7uWK7mPyJT4T1v5EiXeRSn//Omf1r2czMJdhZIWIiIiIiNwSIysOkmOSLfFTCnEkRTwRklQejkRBKipywoiN/HgN3Zczoial+ZZ/COGKmFTOkWiN1BCk1o4jx9CvchxHrkiDtb4TthzX2lNza0O92lJWW87XlqiIHP0iHOkrY+26yhFZsSXqJT6OLfuIy24WNSkxL3uhVpRGK8pDK/HdE6VBvsJ0+Z4ovdTci+KAgTjKIdXlw0u0LP6a2BJZuT9NgcR2WXDoYldhZYWIiIiIyCI2A3MVNgMjIiIiIiK3xMiKgxzpSCkO3YqbfYlncbWlU6i4Q73UQMaOdLqvTiqqaRWbcFUt1pp9ydHEC7DezMuRpka2bHdVsyhreTgy5Ky1PKXWOXK+cjThEjcLsuV8K6IztSPNwGxp4iTHcW3Zx9o1kfrM2Nu8zmnNsbSi5lhacXrzLMzWiR/kS+0jbuZVaGUfqTzEx7GltZO4GZiPaNlaszDxPk5rBsahi12FkRUiIiIiInJLjKw4yJGnX/miSModUQf6e7A8ERIAeKPIZFkcNbGlc63900gSVV6OdHyvqM7yjkzG6KqO0I48mZZjEj1rEQBnTUZp7TfekQ7ZtkSBzCMtljtXA+bD3ovzsGXoYns7+ksdx5aO/fbuY0skyazsRRL7iCIYhfdM05RIfekrS4RD6iG9OI04ICDO05Z9xI0DrA0hLEXqqyn+mIhHRBZHWsTLAEzmmhRfP9mwz4qrsLJCRERERGQRRwNzFVZWHFQgqvqLoyLiJ12AeZ8UqTT3U0k8+rD2VJH9IsgZlHwIZEYcSXFG/5PSNPYN0+rIJHNyRBrk6sNh7xCzcg1ta+185ZiIT+o33+qwtDLk4Uh0wpb+J9b620hFn8RRD6sRj0KJPh060bW3NsRuaeFM2RIVEecj/vPqSGTFGceVuu+1FgWRuka2RE7sJf5ZlIqKiNfVsLJs7ThSUSOq1FhZISIiIiKyiM3AXIWVFSIiIiIiizgamKuwsuKgGwg1WRaH2aVmn89FkMmyUvRhFXeWF28vXWetU2sRrLFlNmc5cMhky6TeX3INWzrUW2v25YzO8lL7ONIRWo59Kuq49nbAtqUpmW37WG7CJN7HkeZY4ubD0mnETYpN95HuYG+aRo7Z2cXD8IqH4AVsGIZX3EEdsN5ky1pzLal1tsys7khzLGvHEZfVluZntnSwt7eju1Qe1vaRg9RPnrVhiKWagflbOY69QxfzT2uVw8oKEREREZFFbAbmKqysOOgq6pssi59ciYcllqIyi4KYPoKRflLJaEV5MeJTMVzVKd+RYYfFpIYhthZJcUZneVvyleMpuhzRCVs6YDtjaFtHoiRSURFrEQxrncml8hC/N1KRFWuDs9hy3LtFpj2Q9TrR50zcIV1inVlUJF8cJTHLwnpEI9+GfaxFUqTysBYVcWQfOTrHy9XB3tpvpy1D81r7M2dLVMTab6nE2AdmH3FbWk2JjyPOQ3yNpKIzxWX8n6oEVlaIiIiIiCzi0MWuwsqKg7IRYrIsnvBR6qmqn+hxiPmEjtaH9bSmovqjOAOHXaaKIkf0xRn9T+SYJFHqybu1CQ3lGJbWljysRQ1sO47pstRkutaOIx1ZsS+icU8iSuLINbpXYppPQb5pOe7lmv5tMRu2FzCfrPCuaLvUT6u9T/ylohXiCIA4jS0RDkeiM+J1jkQ4xHnYMrGitWWpPKwNQyxI7FMRFBLrxB8t8Udc/JMmdb7W/oyLozeAeaREfM3EXxtrQzU77VaClRVXsT7lMhERERERkQswskJEREREZBE72LsKKysOuibqYC9uQuCHArN9xM2+vEU9CyUGeSSRqt453pHzU+qr9jWpCLbMRm9taGLHZoWXf/hf6aZV5Z/h3JGmVY40AzMfulfULErUNsWWJl3iju22NB2zto94JnYAuCdqwiXLUL7iZlG2dMgWN3HKldjHWrMoW5pWiZubOTKUryPna+24tjTpsqWpnN1NtKSa9rjqplT8WyJqfyV1btY+R1Id260dVpyn1CViiyiygpUVIiIiIiKLOCmkq7Cy4qCrGtPIirePKEriLX7UY1sH3KrMVR3oq9vki0qd5fP11Jc46bhOybbcbOlMb8sEj9Y71FvvLC/HZIXO6Cxv22SFlof2lYpwWIuCyLHPXdHgJrbkIbVPQZEokiKOkog7uos7tZdmbMqWKIEcHd2tRSdyJfYRr5MjwmHLZIXi8jsy0aJDndTFN5m2PPIXpzFvMWE5fUWR+pET92QXL5t/583Wia+r+P2UOqwtl1VM/H5aW3YZNgNzFXawJyIiIiIit1S9Hu3L6N71INMVde+YLOq97b+0FTXscFUfIrgqnZ/LolFV/KGP1KSP95NnCGHr/UAcmVjRkf4nZv0tbBiG11pEw5Y+K+IIhiOTM4rzEA8Tb0ufFfGkieKoCSARORH3JXGkH4g4jRxD6kod15HIirVhhh2J6IijIlL7WI2CiDOVejRvLY3UD5gckRVreUoR5+HIbZe12RqlxgN2ZHZGK3mI3ztbLrOYHH/SXPYnvhjy3Tazo449GFkhIiIiInJTa9euRUJCAsLDw+Hv74/o6GjMmzcPJSWmzbrv3buH5ORkREREQKVSITIyEtOmTTPL79KlSxg0aBDq1KkDPz8/PPLII9iwYUMFnY39GFkhIiIiIrLIdX1WZs+ejYiICMyaNQuhoaHIyMhAUlISzp07h1mzZgEA9Ho9evTogcuXL2P69OmIjIzExYsXcfHiRZO8rly5grZt26J58+ZYtGgRatasiZMnT0KrlQr9ugdWVhwlFd52A85qNiQeUld8HEc6sdsyTK+1fB05X/Oym+chPq6187clX2t52sKRYYpt6VDvSLMvd2kqJsts9FaGJQasD01srXmW9D7lnxVd3OTJlmZg1obpdWQfOYYDltpH3AxMvCyeAR4A7oqadBWJm33lSnxorDWLuiNaFje1ktonV7RsS4dzR5pjybGPtcEBpDq6mxEnktpJ3Eld/ENiSx4V1aSrIn7kbOkcL04j/szbUk5bmoVZO46bqJgW8xJcNxrY5s2bERwcbFzu1KkT8vPzMXfuXHzwwQdQqVRYtGgRjh49itOnTyM0NLTMvN599100bNgQP/zwAzw8ShtYde7c2bHTqCDVphnYf/7zH3Tv3h3+/v4ICQnBm2++iXv3bPr1JSIiIiJyifsrKgYxMTHQarXIyckBACxatAh9+/a1WFHJy8vDunXr8PrrrxsrKpVBtYis5ObmonPnzoiIiMB3332HGzduYOzYsbh9+zaWLVvmWKZO6BtVUVERa9vlKoe90Rep4zpSNjkiGNYjSbZEVux/KmeWhw2RFPFQxdYiKRUVRVE48DESZHhiJo60SHWmNxuq2MqwxFJpzJetTwpprZO6LR3s7Z000ZZ97sK0A3ppPvJHVsRREamIjlmH+hLRPqIoyT1xx3gAyBd9CHLF2813sRo5saWDvTg6IU5jSzTGWmd5Z0VWzDq+i//IiU8OADSiZUeiIuI01iItUnnY0sHeWh5SrOUjR2d5qeiFHJ3yxftYWy6rLDKT+o0Xr7O27DLyNwPTaEy/QyqVCiqV+d8BKfv27UOtWrUQEhKCoqIiHD16FD179sRLL72E7777Dp6enujRowc+++wz1K5dGwBw9OhRFBcXw8PDA0899RQOHz6MOnXqYMSIEZgyZQqUNrQycIXKU60qh/nz5+POnTvYuHEjunfvjsGDB2POnDlYvnw5srKyXF08IiIiInJrxTK/gPDwcKjVauMrJSXFppJkZmZi8eLFGDNmDJRKJW7fvg2dToePPvoIubm52LBhAz777DPs3LkT/fv3N+53/fp1AMDIkSPRtm1b/Pvf/8aoUaOQkpKCmTNnlvP6OE+1iKykp6fj6aefRp06dYzrEhMTMWzYMKSnp6Np06b2Zyp6AKH0tP5U3fxpvc7KsvWn9yrRWJG27ONtZR9xnqX7FFnMQyXabksa8XapCIj4uLaU1VoUxJFrZkvUxGo0xglRktJ9LC/bwpEoiDOIyyFPpMX8Z07cR8XasMSl6+zrKyIVabCWxpZheB2ZaFEcOTHr92HDsMPifHMRKNpuf5RE3LcEsGEI4VxYXrYljS2RFfE+tkQ4rB1HvB0wD1hYG/5Xcuhfa1EQqckMxWnEEQxrUROpdXJEVsQcGR+3ojrU2TKEsLV+IFLnYkv0xRpxHo5cE3HZpM7PShJry47sI3U5fKyUy01dunQJAQEBxmVboirXr19HYmIi2rRpg/HjxwOAcVSwwMBAfPfdd/D2Lv1bU7NmTSQmJuKnn35CmzZtjOm6deuG1NRUAKX9X27cuIGZM2diwoQJbtk8zP1K5ARZWVlmFRKVSoVGjRoxskJEREREVuhkfgEBAQEmL2uVlby8PMTFxcHPzw+bNm2Cl1dpTS4oqHTuvyeeeMJYUQH+13H+5MmTAIBatWqZrL8/XX5+Pi5cuGDvRakQ1SKycufOHQQGBpqtDwoKMnZMklJYWIjCwv895srLywPw3zaGoqddgsb0KVWJzvyxm170aE4nWi4WPf0qlnjiVCRaVyRqnCxIRDiUokd1CtGyIHp6opDIQy9apxftI14GAJ1ZGtMnO8U29C0pthKtEG+XSqOEaXSiSLQs3i61znzZ/PGmp2idh2hZqbc6GxqUOtM0njZEPGSJrFgP4LiEYMPjFHEfFfFyocr8uuuVpuuKIF42vyDidfdEn7NC0bJW4rNZKPrMa0XLBRLfo3uidfdEUSCt6GdcK9HAu1CUpkj0qLIIougFgGKzfjym9KI89BLnWyLKVzQlAASNxHfirmjd36KyiSMcUkED8U+nuA+H1Khc4oiG+GfQWjcJQOoimZL6nonXiS+J9Z8NicJYi5oA9neWkbpo1iIpUvuIy2ptuNTKFFmR+sF25DZLfH7WPhRSHyzxj6cj4XMrkRWpz6a4KOLD2vJ2ipfF30XzBhWmHyNtaVRQEGz68thB6sAVl5dWq0WvXr2QnZ2NQ4cOGfuhAICfnx8iIiLK3NcQLSmrJZHhWrljVAWoJpUVAFAozP8YC4Igud4gJSVFcjKd8PBws3Xin3WpfpSXrBWSiJxA6sbG3hsmIiIyIfWzKV6XXREFkXb37l2o1epy5+Pt7Y26devi+vVPZCjV/9StW9ckCmKJTqdD3759cfz4cfz444+SFZMePXpgw4YNKCwsNEZodu7cCQBo0aIFACAyMhLNmzfHzp078dprrxn33bVrF4KCgvDAAw+U97ScolpUVoKCgnDnjrhBcukoYZb6q0yYMAFjx441SR8REYGLFy/K8gUoS+vWrfHzzz87Lf+qeJyqdC4ajQbh4eFmbVmdge+Nex6HnzP3PU5VOpeKOA4/Z+59nKp0LobP2sWLF6FQKFC/fn1Z8vXx8cFff/2FoiLzVifl4e3tDR8f2zrbjBo1Cps3b0ZqaioKCgpw+PBh47ZmzZohICAA7777LpYtW4bnnnsOo0ePxtWrV/Hee+8hISEBLVu2NKZ///33kZiYiLFjxyI+Ph779+/Hl19+idmzZ1t8gO9K1aKy0rRpU7O+KYWFhTh79iyGDRtW5n5lDSGnVqud+qOrVCqd/qNe1Y5Tlc7FwNCG1Zn43rjncfg5c9/jVKVzqcjj8HPmnsepSudi4Ix7NB8fH5srFs6wfft2AMC4cePMtmVkZKBjx46IiIjArl27MHbsWPTp0wf+/v5ITExEWlqaSfrnnnsOy5Ytw4cffoi5c+eiQYMGmDlzJpKSkirkXBxRLSor8fHxeP/993H79m1jG7/169ejsLAQ8fHxLi6duVGjRvE4bniMijxOReF7457H4efMfY9Tlc6lIo9TEaraNePnmQzOnz9vU7pWrVph7969VtMNHDgQAwcOLGepKo5CkL8HktvJzc3FI488gsjISPzrX/8yTgrZrVs3uyaF1Gg0UKvVyMvLq7AnBFT98HNGFYGfM6oI/JxRReFnrepyz27/MgsMDMTu3bvh7++PPn36YOzYsRgwYAAWLFhgVz4qlQpTpkyxeXZRIkfwc0YVgZ8zqgj8nFFF4Wet6qoWkRUiIiIiIqp8qkVkhYiIiIiIKh9WVoiIiIiIyC2xskJERERERG6JlRUb/Oc//0H37t3h7++PkJAQvPnmm7h3756ri0VV0KJFi9CiRQv4+PggJCQEvXr1cnWRqBL7888/8dprr6Fly5bw9PTEI488YrJdr9cjNTUVHTp0QHBwMIKCgtC+fXvs2rXLRSWmysja5wwonYH7o48+QpMmTeDn54fIyEi8+eabyM3NrfgCU6W0du1aJCQkIDw8HP7+/oiOjsa8efNQUlIimf6XX36BUqlEjRo1KrikJDdWVqzIzc1F586dcffuXXz33XdIS0vD8uXLMWLECFcXjaqYqVOnYuzYsRg0aBC2b9+O+fPno169eq4uFlViJ0+exNatW9G4cWM0a9bMbPu9e/cwY8YMtGzZEosXL8aqVavQoEEDPPPMM9iyZYsLSkyVkbXPGQBMnz4dkyZNwuDBg7F161aMGzcOS5cuxeDBgyu4tFRZzZ49GyqVCrNmzcKWLVuQkJCApKQkjB8/3iytIAh44403EBwc7IKSktw4GpgVH330EaZPn44LFy6gTp06AIAVK1Zg0KBBOHXqFJo2beriElJVkJWVhaioKKSnp6Nr166uLg5VESUlJfDwKH0mNWTIEGRmZuL33383btfr9dBoNAgKCjKuEwQBjz76KAICApCRkVHhZabKx9rnDAAaN26MJ554AkuXLjWuS01NxYQJE6DRaODv71+hZabK5+bNm2aVj7Fjx2LevHnIzc01GbL466+/RkpKCl544QXMmTMH+fn5FV1ckhEjK1akp6fj6aefNlZUACAxMREqlQrp6ekuLBlVJUuWLMGDDz7IigrJynADWRalUmlSUQEAhUKBli1b4urVq84sGlUh1j5nAFBcXAy1Wm2yLjAwEIIggM9MyRZSUZKYmBhotVrk5OQY1+Xm5uK9997DJ598Am9v74osIjkJKytWZGVlmUVPVCoVGjVqhKysLBeViqqaw4cPIyoqCu+//z5CQkLg7e2NDh064NixY64uGlUzJSUlOHjwIKPGJKtXX30V3377LXbu3In8/HxkZmYiLS0NQ4YMYZ8Ccti+fftQq1YthISEGNdNmjQJrVq1Qo8ePVxYMpKTp6sL4O7u3LmDwMBAs/VBQUEmNXmi8rh+/TqOHj2KkydP4ssvv4S3tzemTZuGZ555BmfOnJH8DBI5w2effYY//vgD8+fPd3VRqApJTk5GcXExunbtaoyk9OnTh58zclhmZiYWL16MKVOmQKlUAgCOHTuGRYsW4ddff3Vx6UhOjKzYQKFQmK0TBEFyPZEjSkpKkJ+fj++++w59+vRBjx49sGnTJty9exdfffWVq4tH1cTevXsxbtw4vPPOO2jfvr2ri0NVyNy5c/HJJ59g9uzZ2Lt3L7766iscOHAAw4cPd3XRqBK6fv06EhMT0aZNG2MHe0On+tdffx1NmjRxcQlJToysWBEUFIQ7d+6Yrc/NzWUzCZJNrVq1EBoaiubNmxvX1atXD02aNMHJkyddWDKqLk6cOIHevXsjISEBH330kauLQ1XI7du38c477yA1NRVJSUkAgPbt2yMkJAQJCQl48803ERsb6+JSUmWRl5eHuLg4+Pn5YdOmTfDy8gIArF69GqdOncLy5cuNQ2JrtVoApfdsPj4+8PHxcVWxqRwYWbGiadOmZn1TCgsLcfbsWVZWSDZlfZYEQbCp8ypReZw9exbdunVDbGwsvv32W0aNSVZnz55FYWEhWrZsabLesHz27NmKLxRVSlqtFr169UJ2dja2bduG2rVrG7edPn0ad+7cQWRkJIKCghAUFISPPvoIf//9N4KCgjB16lTXFZzKhXdBVsTHx2PXrl24ffu2cd369etRWFiI+Ph4F5aMqpIePXogOzvbZLjPK1eu4PTp02jRooULS0ZV3fXr19G1a1fUrVsXGzZs4Og5JLuIiAgApZP03S8zMxMAEBkZWdFFokpIp9Ohb9++OH78OLZt22b8XBkMGTIEGRkZJq+XX34ZPj4+yMjIwMiRI11UciovzrNiRW5uLh555BFERkbiX//6F27cuIGxY8eiW7duWLZsmauLR1WEXq9HmzZtcPfuXXzwwQfw9vbG9OnTcePGDfzxxx+cg4AcUlBQYBxi/fPPP8fZs2fx8ccfAwA6dOiAGjVqoG3btjh79iyWLVuG0NBQk/0ff/zxCi8zVT7WPmfBwcF4/vnnsX37dkyePBmPPvooTp8+jSlTpuAf//gH9u3bxwgyWfXqq6/iq6++QmpqKp566imTbc2aNUNAQIDZPlOnTkVaWhrnWankWFmxwX/+8x+MHj0a+/fvh5+fHwYMGICPPvoIvr6+ri4aVSE3btzAmDFjsHXrVhQXF6NDhw745JNP8PDDD7u6aFRJnT9/Hg0bNpTclpGRgcjIyDK3A+D8F2QTa5+zjh07Gh/EfP/997h8+TLq1q2L7t27Y/r06ZxlnGwSGRmJCxcuSG4zfM7EWFmpGlhZISIiIiIit8S4KxERERERuSVWVoiIiIiIyC2xskJERERERG6JlRUiIiIiInJLrKwQEREREZFbYmWFiIiIiIjcEisrRERERETkllhZISIiIiIit8TKChFVeh07doRCoXB1MYzOnz8PhUKBIUOGVOpjyGnIkCFQKBQ4f/68q4tik5KSErRo0QLx8fEm6+39rC1evBhKpRK//fab3EUkIqoWWFkhIrdTUFCAGTNmIDY2FjVq1ICPjw/CwsLw1FNPYcKECTh79qyri1ghIiMjERkZ6epi2GTJkiVQKBRYsmSJq4siiyVLluDEiROYOnVqufJ56aWX0LBhQ7zzzjvyFIyIqJrxdHUBiIjud/fuXTz55JM4ceIEGjdujBdffBGBgYG4dOkSTp48iZkzZ6JRo0Zo1KiRcZ9vvvkGBQUFLix1xWvQoAGysrKgVqtdXRSbpKSk4L333kODBg1cXRSr9Ho9pk2bhg4dOqBNmzblysvT0xNvvfUWRo8ejf379+PJJ5+UqZRERNUDKytE5FY+/fRTnDhxAq+88goWLFhg1uTmr7/+QmFhocm6Bx544P/bu9uYKss/gOPfA4IdGEdAUQmU0QhEkUUPoINQ4AWiIWzqemCLlFgU1PIF02x4UGyI44U2hFhTa+vRsETAGMZDoAZBq9ZO4MSMg2Q2MSS0psj1f+HOiYcDBzykp3+/z8aLc133+V3Xfd3Ond+5r9997uYU7YKTkxOLFi2619OYNG9vb7y9ve/1NCbl+PHjGI1Gtm/fPi3xnnrqKTZv3sxbb70lyYoQQkyRbAMTQtiVr776CoCsrCyLtQH+/v5jPqRbqiMYvi2poqKCiIgIXFxc8PHxIScnh6GhIQDef/99wsLC0Gq1LFy4kMLCwjFjTlRvkZubi0ajoaGhweq5ffPNN2RlZRESEsKsWbPQarUsXbqU3bt3c/PmTfNxpnqUrq4uurq60Gg05j/TtqSJalaMRiNpaWn4+Pjg7OyMr68vaWlpdHd3jznWtHaDg4Pk5eXh7+/PzJkzCQwMpLi42Oo5mdZn48aNAGzcuHHEfIcfM3oNGxoazOd0+vRpYmJicHNzw8vLi5deeok///wTgOrqaiIjI3F1dWXevHls2bKFW7duWZxLeXk5cXFxeHh4cN999xESEkJhYeG4x1ti+rezbt26cY+ZynrNmTOHmJgYysrKGBgYmPQ8hBBCyJ0VIYSd8fT0BKCzs5OHHnrI5nifffYZNTU1JCcnExkZSVVVFbt27UIphYeHBzt37iQpKYno6GiOHDlCdnY23t7epKSk2Dz2aG+//TYVFRVER0ezevVqrl+/TkNDA6+99hqtra0cOXIEAHd3d/R6PXv37gXg1VdfNcdYuXLlhGOcPXuWqKgofvvtNxITE1myZAkGg4GDBw9SWVnJqVOnCAgIGPO+p59+mpaWFhISEnB0dOTw4cNkZmbi5OREenr6hGMmJyfT19dHeXk5SUlJU75uLS0tFBQUEB8fzwsvvEB9fT0lJSX09/eTlJREamoqa9euJSIigqqqKvbs2YNOp+P1118fEWfbtm3k5+fj6+vLunXr0Ol0NDY2kp2dTUtLC5988onVuSilaGhoYNGiRbi7u4973FTXa/ny5Zw4cYJTp04RHx8/pfURQoj/NCWEEHbk6NGjClA6nU5t2bJF1dbWqitXrkz4nhUrVqjR/50dOnRIAcrJyUl9/fXX5vb+/n41d+5c5eLioubPn6/OnTtn7jMajcrZ2VmFhoaOiJWamqoAdf78+TFj6/V6Baj6+npz2/nz5xWgUlNTRxz7888/q8HBwRFtQ0NDatOmTQpQJ0+eHNHn5+en/Pz8LJ7zeGPExsYqQJWWlo5oLy0tVYCKi4sb0W5au4iICHX16lVze0dHh5oxY4YKCgqyOP5opvU+dOiQxX5La1hfX68ABaijR4+a22/cuKFCQ0OVRqNRc+bMsXj9Zs+erW7evGlur6mpUYBKSEhQ165dM7cPDQ2pjIwMBaiysjKr52EwGBSgUlJSLPbf6XqVl5crQG3fvt3qHIQQQvxNtoEJIexKUlISe/bsYWhoiIKCAuLi4vD09CQgIICsrCzOnj07pXgpKSk89thj5tdubm488cQTXL9+nRdffJEHHnjA3LdgwQKioqIwGAwMDg5O2zmZ+Pn54ejoOKJNo9GQmZkJwBdffGFT/O7uburq6li8ePGYb/fT09MJDg6mtrbW4naw/Px8dDqd+XVQUBCRkZGcOXOGP/74w6Z5WbNy5UqSkpLMr52cnFi/fj1KKRITEy1ev97eXi5cuGBuLyoqAqC0tBQXFxdzu0ajYffu3Wg0Gj788EOrczHFnDdv3oTHTXW9TPGGz1kIIYR1sg1MCGF3srOzycjIoLq6mtOnT9PW1kZLSwv79+/nwIEDfPzxx6xdu3ZSscLCwsa0mQq9LW1X8vb25tatW1y6dGnan1x148YNioqK+Oijj+jo6GBgYACllLn/l19+sSn+t99+C8CKFSvG1PBoNBqio6Npb2/n+++/Z8GCBSP6H3744THxfH19Aejr68PNzc2muU3kTq4RQE9Pj/nRzs3Nzbi6unLgwAGLY2i1Wjo6OqzOpbe3FwAPD48Jj5vqepm2N16+fNnqHIQQQvxNkhUhhF1yc3Njw4YNbNiwAYCrV6+ybds2iouLSUtLo6enB2dnZ6txhn/7bTJjxgyrfcML3qfL+vXrqaioIDAwkCeffJK5c+fi5OREX18f+/btG/OUs6nq7+8Hxr8rMH/+fOD2Wo5m6RHIprWYSnH6nZiOa3TlyhUGBwfZsWPHuONcu3bN6ly0Wi2Aubh/PFNdL1O84Xd9hBBCWCfJihDiX2HWrFkUFRVRVVVFV1cXP/zwA4888shdGdvB4faOWUtbwyx98LektbWViooK4uPjqaqqGrEdrLm5mX379tk8T9MH+0uXLlnsN7VbSgD+7XQ6HRqNxuY7F15eXsDt5Gc6meKZ4gshhJgcqVkRQvxraDSae/LNtGlLUE9Pz5g+09Yra86dOwfAmjVrxtStNDU1WXyPo6PjlO5qmLZMNTY2jtheBrefcmUaZzqesjaa6Zz+6bsw44mIiKC3t3fKNU2jLVmyBAcHB5vjjHbmzBkAli5dOq1xhRDi/50kK0IIu1JaWkpra6vFvk8//ZSOjg7c3d0JCQm5a3N69NFHgdu/vzFcWVkZX3755aRi+Pn5AXDy5MkR7QaDgfz8fIvv8fT05PLly/z111+TGmPhwoXExMSYH1U83MGDBzEYDMTGxo6pV5kOppqMe1VA/sorrwCwadMmc93JcL/++ivt7e1W47i7uxMaGkpbW9uYhM8WLS0twO16IiGEEJMn28CEEHbl888/JyMjg4CAACIjI7n//vsZGBjgu+++o6mpCQcHB4qLi5k5c+Zdm1NycjL+/v688847dHd3ExYWRnt7O3V1daxevZrjx49bjREeHk54eDiHDx/m4sWLLFu2DKPRyLFjx1izZg1lZWVj3hMbG0tbWxuJiYk8/vjjODs7ExUVNeGvoJeUlBAVFUV6ejoVFRUsXryYH3/8kWPHjuHl5UVJSYlNazGe5cuXo9Vq2bt3L/39/ebtTlu3bv1Hxhtt1apV5OTkkJeXR0BAAKtWrcLPz4/e3l46Oztpampi165dBAcHW42VnJxMbm4ura2thIeH2zw3pRS1tbUEBwcTGBhoczwhhPgvkWRFCGFXCgoKiIyM5MSJEzQ2NnLx4kUAfHx8SE1N5eWXX75rtSomWq2W2tpaNm/eTF1dHc3NzSxbtozGxkYqKysnlaw4OjpSWVnJ1q1bqa6uprW1lQcffJDCwkISEhIsJis5OTn8/vvvVFZWUldXx9DQEHq9fsJkJSgoiLa2Nnbs2EF1dTVVVVV4eXnx3HPPodfrzXd4ppunpydlZWXk5uZSUlJiLii/W8kKwM6dO4mOjubNN9+ktraWvr4+Zs+ejb+/P7m5uZP+oc/nn3+evLw83nvvvWlJVhobGzEajeYf+RRCCDF5GjWd97mFEEKI/wPPPPMMNTU1dHV14erqalOsZ599lsrKSn766Sfc3d2nZ4JCCPEfITUrQgghxChvvPEGAwMD7N+/36Y4nZ2dfPDBB+Tk5EiiIoQQd0CSFSGEEGIUf39/3n33XZvvqly4cAG9Xk9mZuY0zUwIIf5bZBuYEEIIIYQQwi7JnRUhhBBCCCGEXZJkRQghhBBCCGGXJFkRQgghhBBC2CVJVoQQQgghhBB2SZIVIYQQQgghhF2SZEUIIYQQQghhlyRZEUIIIYQQQtglSVaEEEIIIYQQdkmSFSGEEEIIIYRd+h+QgL/WgqfGpQAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 10 }, { "cell_type": "markdown", "id": "gbl4th-0030m", "metadata": {}, "source": [ "## Resolved Velocity Variances\n", "\n", "Turbulent activity is confined to the very shallow stable boundary layer." ] }, { "cell_type": "code", "id": "gbl4th-0030", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:25.056912Z", "start_time": "2026-06-24T06:16:24.734099Z" } }, "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 — GABLS4', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 11 }, { "cell_type": "markdown", "id": "gbl4th-0031m", "metadata": {}, "source": [ "## Potential Temperature Variance" ] }, { "cell_type": "code", "id": "gbl4th-0031", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:25.184383Z", "start_time": "2026-06-24T06:16:25.058127Z" } }, "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 — GABLS4\", fontsize=14)\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": "gbl4th-0040m", "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": "gbl4th-0040", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:25.432118Z", "start_time": "2026-06-24T06:16:25.186462Z" } }, "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 — GABLS4', fontsize=15)\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": "gbl4th-0041m", "metadata": {}, "source": [ "## Total Heat Flux (Resolved + SGS)\n", "\n", "$$\\langle w'\\theta' \\rangle_{\\mathrm{tot}} = \\langle w'\\theta' \\rangle + q_z$$\n", "\n", "Persistent downward (negative) heat flux throughout the 24-hour simulation." ] }, { "cell_type": "code", "id": "gbl4th-0041", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:25.768871Z", "start_time": "2026-06-24T06:16:25.433473Z" } }, "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 — GABLS4', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 14 }, { "cell_type": "markdown", "id": "gbl4th-0050m", "metadata": {}, "source": [ "## Surface Time Series\n", "\n", "Evolution of friction velocity and surface sensible heat flux over the 24-hour period." ] }, { "cell_type": "code", "id": "gbl4th-0050", "metadata": { "ExecuteTime": { "end_time": "2026-06-24T06:16:25.923505Z", "start_time": "2026-06-24T06:16:25.770196Z" } }, "source": [ "fig, axs = plt.subplots(1, 2, figsize=(12, 4), constrained_layout=True)\n", "\n", "axs[0].plot(t_hours, ustar, 'k', linewidth=1.5)\n", "axs[0].set_xlabel(r'Simulation time (h)')\n", "axs[0].set_ylabel(r'$u_*$ (m s$^{-1}$)')\n", "axs[0].set_title(r'Friction Velocity')\n", "axs[0].set_xticks(t_ticks)\n", "axs[0].xaxis.set_minor_locator(ticker.MultipleLocator(1))\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'Simulation time (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(t_ticks)\n", "axs[1].xaxis.set_minor_locator(ticker.MultipleLocator(1))\n", "axs[1].grid(True, which='major', alpha=0.4)\n", "\n", "fig.suptitle('Surface Variables — GABLS4', fontsize=15)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 15 } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }