diff --git a/docs/bibliography.json b/docs/bibliography.json index 1259d6d02..efc01923a 100644 --- a/docs/bibliography.json +++ b/docs/bibliography.json @@ -946,5 +946,13 @@ ], "title": "A physically constrained classical description of the homogeneous nucleation of ice in water", "label": "Koop and Murray 2016 (J. Chem. Phys. 145)" + }, + "https://doi.org/10.1175/JAS-D-21-0275.1": { + "usages": [ + "examples/PySDM_examples/Hill_et_al_2023/__init__.py", + "examples/PySDM_examples/Hill_et_al_2023/figs_1_2_4.ipynb" + ], + "title": "Toward a Numerical Benchmark for Warm Rain Processes", + "label": "Hill et al. 2023 (JAS 80)" } } diff --git a/examples/PySDM_examples/Hill_et_al_2023/__init__.py b/examples/PySDM_examples/Hill_et_al_2023/__init__.py new file mode 100644 index 000000000..0153dd983 --- /dev/null +++ b/examples/PySDM_examples/Hill_et_al_2023/__init__.py @@ -0,0 +1,8 @@ +# pylint: disable=invalid-name +""" +single-column prescribed-flow constant-temperature example from +[Hill et al., 2023](https://doi.org/10.1175/JAS-D-21-0275.1) + +figs_1_2_4.ipynb +.. include:: ./figs_1_2_4.ipynb.badges.md +""" diff --git a/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py b/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py new file mode 100644 index 000000000..d67e129af --- /dev/null +++ b/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py @@ -0,0 +1,70 @@ +from PySDM.physics import si +import numpy as np + + +def compute_dvol_andsigma_time_series(output, settings, cloud_base): + num_conc = (output["nc"] + output["nr"])[cloud_base] + rho_w = settings.formulae.constants.rho_w + D_vol = (6 * output["LWC"][cloud_base] / (np.pi * num_conc * rho_w)) ** (1 / 3) + + r_bin_edges = settings.r_bins_edges + r_bin_centers = (r_bin_edges[:-1] + r_bin_edges[1:]) / 2 + r_bin_volumes = settings.formulae.trivia.volume(r_bin_centers) + + nc = output["wet spectrum"][cloud_base] + output["dry spectrum"][cloud_base] + mass_bins = (nc * r_bin_volumes[:, np.newaxis]) * rho_w + Dk = r_bin_centers * 2 + Dvolmass = np.sum(mass_bins * Dk[:, np.newaxis], axis=0) / np.sum(mass_bins, axis=0) + Nd = np.sum(nc) + sigma = np.sqrt( + (1 / (Nd - 1)) * np.sum(nc * (Dk[:, np.newaxis] - Dvolmass) ** 2, axis=0) + ) + return D_vol, sigma + + +def compute_dvol_andsigma_vertical(output, settings, zslice, time): + t_idx = np.where(output["t"] == time)[0][0] + num_conc = (output["nc"] + output["nr"])[zslice, t_idx] + rho_w = settings.formulae.constants.rho_w + + D_vol = (6 * output["LWC"][zslice, t_idx] / (np.pi * num_conc * rho_w)) ** (1 / 3) + + r_bin_edges = settings.r_bins_edges + r_bin_centers = (r_bin_edges[:-1] + r_bin_edges[1:]) / 2 + r_bin_volumes = settings.formulae.trivia.volume(r_bin_centers) + nc = ( + output["wet spectrum"][zslice, :, t_idx] + + output["dry spectrum"][zslice, :, t_idx] + ) + mass_bins = (nc * r_bin_volumes) * rho_w + Dk = r_bin_centers * 2 + Dvolmass = np.sum(mass_bins * Dk, axis=1) / np.sum(mass_bins, axis=1) + Nd = np.sum(nc, axis=1) + sigma = np.sqrt( + (1 / (Nd - 1)) * np.sum(nc * (Dk - Dvolmass[:, np.newaxis]) ** 2, axis=1) + ) + return D_vol, sigma + + +def compute_LWP_and_nc_time_series(output, settings, z_slice): + # LWP = np.mean(output["LWC"][z_slice], axis=0) * settings.z_max + LWP = np.sum(output["LWC"][z_slice], axis=0) * settings.dz + num_conc = (output["nc"] + output["nr"])[z_slice] + mask = output["LWC"][z_slice] > 1e-5 + masked = num_conc * mask + masked[masked == 0] = np.nan + mean_num_conc = np.nanmean(masked, axis=0) + mean_num_conc[mean_num_conc == np.nan] = 0 + return LWP, mean_num_conc + + +def compute_LWP_and_nc_vertical(output, z_slice, time): + t_idx = np.where(output["t"] == time)[0][0] + LWC = output["LWC"][z_slice, t_idx] + num_conc = (output["nc"] + output["nr"] + output["na"])[z_slice, t_idx] + mask = output["LWC"][z_slice, t_idx] > 1e-5 + masked = num_conc * mask + masked[masked == 0] = np.nan + mean_num_conc = masked + mean_num_conc[mean_num_conc == np.nan] = 0 + return LWC, num_conc diff --git a/examples/PySDM_examples/Hill_et_al_2023/figs_1_2_4.ipynb b/examples/PySDM_examples/Hill_et_al_2023/figs_1_2_4.ipynb new file mode 100644 index 000000000..b3d5aaf6a --- /dev/null +++ b/examples/PySDM_examples/Hill_et_al_2023/figs_1_2_4.ipynb @@ -0,0 +1,624 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "dd4c955a-4964-49ab-a70c-966c2cd9926e", + "metadata": {}, + "source": [ + "[![preview notebook](https://img.shields.io/static/v1?label=render%20on&logo=github&color=87ce3e&message=GitHub)](https://github.com/open-atmos/PySDM/blob/main/examples/PySDM_examples/Hill_et_al_2023/figs_1_2_4.ipynb)\n", + "[![launch on mybinder.org](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/open-atmos/PySDM.git/main?urlpath=lab/tree/examples/PySDM_examples/Hill_et_al_2023/figs_1_2_4.ipynb)\n", + "[![launch on Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-atmos/PySDM/blob/main/examples/PySDM_examples/Hill_et_al_2023/figs_1_2_4.ipynb)" + ] + }, + { + "cell_type": "markdown", + "id": "b6940f21-b5cf-4a91-8dc1-20c4d6f168a0", + "metadata": {}, + "source": [ + "based on [Hill et al. 2023](https://doi.org/10.1175/JAS-D-21-0275.1)\n", + "\n", + "Things to check before comparing results:\n", + "- Cloud droplet size starts at 2um like in the 2023 paper (the other Shipway + Hill folder starts at 1um)\n", + "- Nd, D_vol and sigma values are computed using only > cloud size\n", + "- However LWC and LWP contain unactivated liquid sizes.. hm this might go into D_vol too" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "2822712b-0c9e-4825-88aa-c23874773cc8", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "if 'google.colab' in sys.modules:\n", + " !pip --quiet install open-atmos-jupyter-utils\n", + " from open_atmos_jupyter_utils import pip_install_on_colab\n", + " pip_install_on_colab('PySDM-examples')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "cf020f9c-9efa-4307-b423-55f6202aa66f", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from PySDM_examples.Shipway_and_Hill_2012 import Settings, Simulation\n", + "from PySDM_examples.Hill_et_al_2023.cross_sections import *\n", + "from PySDM_examples.Shipway_and_Hill_2012.plot import plot\n", + "from PySDM_examples.utils.widgets import display, FloatProgress\n", + "\n", + "from PySDM.physics import si\n", + "from PySDM.exporters import NetCDFExporter_1d\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from open_atmos_jupyter_utils import show_plot" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "057b1367", + "metadata": {}, + "outputs": [], + "source": [ + "CI = 'CI' in os.environ\n", + "\n", + "common_params = {\n", + " \"n_sd_per_gridbox\": 256,\n", + " \"dt\": 1.25 * si.s,\n", + " \"dz\": 25 * si.m,\n", + " \"p0\": 1000 * si.hPa,\n", + " \"kappa\": .9,\n", + " \"rho_times_w_1\": 3 * si.kg / si.m**3,\n", + " 'save_spec_and_attr_times':np.linspace(0, 3600, 2881),\n", + " 'cloud_water_radius_range': (1 * si.um, 50 * si.um),\n", + " 'ignore_moisture_profile_in_density_calc': False,\n", + "}\n", + "if 'CI' in os.environ:\n", + " common_params[\"n_sd_per_gridbox\"] = 16 \n", + "\n", + "precips = (True, False)\n", + "aerosol_concs = (150 / si.cm**3,) if CI else (50 / si.cm**3,)# 150 / si.cm**3, 300 / si.cm**3) \n", + "n_iters = 2#2 if CI else 10" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0dce5268", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5b8aa16ce04042378bc3e7f12b4da8e7", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "FloatProgress(value=0.0)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(progbar := FloatProgress())\n", + "\n", + "output = {}\n", + "settings = {}\n", + "simulation = {}\n", + "for precip in precips:\n", + " for na in aerosol_concs:\n", + " for i in range(n_iters):\n", + " progbar.value += 100 / len(precips) / len(aerosol_concs) / n_iters\n", + " key = f\"na={na}p={precip}_{i}\"\n", + " settings[key] = Settings(\n", + " **common_params,\n", + " particles_per_volume_STP=na,\n", + " precip=precip,\n", + " )\n", + " settings[key].formulae.seed = i\n", + " simulation[key] = Simulation(settings[key])\n", + " output[key] = simulation[key].run().products" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5875cedd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'na=49999999.99999999p=False_1'" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "key" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0ae22cb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "55c70ca923c0416ea9973b3d28d58f7c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value=\"./na=49999999.9999999…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for precip in precips:\n", + " for na in aerosol_concs:\n", + " key = f\"na={na}p={precip}_0\"\n", + " output[key][\"q_cond\"] = output[key][\"cloud water mixing ratio\"] + output[key][\"rain water mixing ratio\"]\n", + "line = {3: ':', 6: '--', 9: '-', 12: '-.'}\n", + "for p in precips:\n", + " for na in aerosol_concs:\n", + " key = f\"na={na}p={p}_0\"\n", + " plot(var='q_cond', qlabel='q_cond', fname=f'{key}.pdf', output=output[key], line=line)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83c15492", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 12.5, 37.5, 62.5, 87.5, 112.5, 137.5, 162.5, 187.5,\n", + " 212.5, 237.5, 262.5, 287.5, 312.5, 337.5, 362.5, 387.5,\n", + " 412.5, 437.5, 462.5, 487.5, 512.5, 537.5, 562.5, 587.5,\n", + " 612.5, 637.5, 662.5, 687.5, 712.5, 737.5, 762.5, 787.5,\n", + " 812.5, 837.5, 862.5, 887.5, 912.5, 937.5, 962.5, 987.5,\n", + " 1012.5, 1037.5, 1062.5, 1087.5, 1112.5, 1137.5, 1162.5, 1187.5,\n", + " 1212.5, 1237.5, 1262.5, 1287.5, 1312.5, 1337.5, 1362.5, 1387.5,\n", + " 1412.5, 1437.5, 1462.5, 1487.5, 1512.5, 1537.5, 1562.5, 1587.5,\n", + " 1612.5, 1637.5, 1662.5, 1687.5, 1712.5, 1737.5, 1762.5, 1787.5,\n", + " 1812.5, 1837.5, 1862.5, 1887.5, 1912.5, 1937.5, 1962.5, 1987.5,\n", + " 2012.5, 2037.5, 2062.5, 2087.5, 2112.5, 2137.5, 2162.5, 2187.5,\n", + " 2212.5, 2237.5, 2262.5, 2287.5, 2312.5, 2337.5, 2362.5, 2387.5,\n", + " 2412.5, 2437.5, 2462.5, 2487.5, 2512.5, 2537.5, 2562.5, 2587.5,\n", + " 2612.5, 2637.5, 2662.5, 2687.5, 2712.5, 2737.5, 2762.5, 2787.5,\n", + " 2812.5, 2837.5, 2862.5, 2887.5, 2912.5, 2937.5, 2962.5, 2987.5])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# output[key][\"z\"][above_ground]\n", + "# cloud_base" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "673a5b95", + "metadata": {}, + "outputs": [], + "source": [ + "above_ground = np.where(output[key][\"z\"] > 0)[0]\n", + "cloud_base = np.where(output[key][\"z\"] == 687.5)[0][0]\n", + "mosaic_row = lambda name: [f\"{name}_{na}\" for na in aerosol_concs]\n", + "\n", + "def plot_mosaic(ax, data, axlabel, unit,logy=False,logx=False,type='time',label=None):\n", + " if type == 'time':\n", + " ax.plot(output[key][\"t\"]*si.s, data,label=label)\n", + " ax.set_ylabel(axlabel + f' [{unit}]')\n", + " ax.set_xlabel('time [s]')\n", + " else:\n", + " ax.plot(data, output[key][\"z\"][above_ground] / si.km, label=label)\n", + " ax.set_xlabel(axlabel + f' [{unit}]')\n", + " ax.set_ylabel('height [km]')\n", + " if logy:\n", + " ax.set_yscale('log')\n", + " if logx:\n", + " ax.set_xscale('log')\n", + "\n", + "def plot_mosaic_fill_between(ax, data,std,axlabel, unit, logy=False, logx=False, type='time'):\n", + " if type == 'time':\n", + " ax.fill_between(output[key][\"t\"]*si.s, data-std, data+std, alpha=0.5)\n", + " ax.set_ylabel(axlabel + f' [{unit}]')\n", + " ax.set_xlabel('time [s]')\n", + " else:\n", + " ax.fill_betweenx(output[key][\"z\"][above_ground] / si.km, data-std, data+std, alpha=0.5)\n", + " ax.set_xlabel(axlabel + f' [{unit}]')\n", + " ax.set_ylabel('height [km]')\n", + " if logy:\n", + " ax.set_yscale('log')\n", + " if logx:\n", + " ax.set_xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc9501db", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/emmaware/PySDM/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py:55: RuntimeWarning: Mean of empty slice\n", + " mean_num_conc = np.nanmean(masked, axis=0)\n", + "/Users/emmaware/PySDM/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py:8: RuntimeWarning: divide by zero encountered in divide\n", + " D_vol = (6 * output[\"LWC\"][cloud_base] / (np.pi * num_conc * rho_w)) ** (1 / 3)\n", + "/Users/emmaware/PySDM/venv/lib/python3.9/site-packages/numpy/_core/_methods.py:185: RuntimeWarning: invalid value encountered in subtract\n", + " x = asanyarray(arr - arrmean)\n" + ] + }, + { + "data": { + "image/png": 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kqk7W7i42t38yrEeghwMAQIsInBBwX28rFJtdZEjPFOnbLSnQwwEAoEUETgi4L7c6punINgEAgh2BEwLuv42B0/EETgCAIEfghIDaW1wl2w5USHSUyLFDsgI9HAAAWkXghKCYphvbv5tkJMUFejgAALSKwAkBRX0TACCUEDghYOx2u3z5Y6G5TX0TACAUEDghYLYVVMiBshrTKfzIgd0CPRwAANpE4ISA+XZ7kbmekNNNEmJjAj0cAADaROCEgFneGDhNGsyivgCA0EDghID5pjFwOprACQAQIgicEBB7iqvMJSY6So4c0D3QwwEAIPQDp88//1zOOecc6du3r0RFRck777zT5nOWLFkiRx55pCQkJMiwYcPkpZdearbPU089JYMGDZLExESZNGmSfPvtt356B2hrmm50vwxJSYgN9HAAAAj9wKmiokLGjRtnAh1vbN++Xc4++2w55ZRTZPXq1TJr1iy57rrr5OOPP3bu88Ybb8js2bPlnnvukVWrVpnjn3nmmZKfn+/Hd4KWpumOGUS2CQAQOqLs2kwnBGjG6e2335bzzz+/xX3uuOMO+eCDD2T9+vXObZdddpkUFxfLwoULzX3NMB199NHy5JNPmvs2m01ycnLkxhtvlDvvvNOrsZSWlkpGRoaUlJRIenp6p99bJDrt4SXy44EKeX7GUXL6qOxADwcAEMFK2/G53qE5kn//+9/tfs7pp58uSUlJ4k/Lli2TKVOmuG3TbJJmnlRtba2sXLlS5syZ43w8OjraPEef25Kamhpzcf0Co+MKymtM0KSOJuMEAAghHQqcWsv6tJQt2rJliwwZMkT8KS8vT7Kz3bMXel8DnaqqKjl48KA0NDR43GfTpk0tHnfevHkyd+5cv4070qzY4ZimG9k7Tbolxwd6OAAA+L/GSYMUneby5pKcnCyhTDNUmr6zLrm5uYEeUni0IRhEGwIAQARknK666qp2Tbv97Gc/65JaoN69e8v+/fvdtul9fW0db0xMjLl42kef2xI9Q08v8I3ljRmnY+jfBACIhIzTiy++KGlpaV7v//TTT0uPHv5fxHXy5MmyaNEit22ffvqp2a7i4+Nl4sSJbvtoRkzvW/vAvypr6+X7fWXm9lHUNwEAQkxQtyMoLy83bQX0YrUb0Nu7du1yTqHNmDHDuf8NN9wg27Ztk9tvv93ULP3lL3+RN998U2655RbnPtqK4Pnnn5eXX35Zvv/+e/n1r39t2h5cc801AXiHkWdNbok02OzSJyNR+mT492QBAAACPlWnRdZFRUXSr18/t+0bNmyQI444wpdjkxUrVpieTK5BjzVVqI0t9+3b5wyi1ODBg007Ag2UHn/8cenfv7/89a9/NWfWWaZPny4HDhyQu+++29RpjR8/3rQqaFowDv9YteuguaZbOAAg7Ps4/etf/zKn9uu0m05xaeZG+yIp7datDSUjAX2cOu66l5fLf77Plz+cfbhcd4J/z7IEAMDXn+vtmqq7//77TR8knS7TOqdrr71WXnvtNfNYiPTRRADp98iqXcXm9pEDyTgBAMJ8qq6urs45paVF1rqW3AUXXCBbt241vZqA1uwqqpSiilqJj4mWI/qSqQMAhJ52ZZx69eola9eudd7PzMw0Z61pkbXrdqC1+qbR/dIlITYm0MMBAMC/gdPf//53Ezy50lP8X3/9dVm6dGn7Xx0RZdXOxmk6CsMBAJEwVadnqXlSXV0tcXFx8v7775uicVfnnntu50aIsMs4TSBwAgBEUudwV3oq/89//nMpLCxs9pjWPenacIA2vtyU52h8eeTAboEeDgAAgWmAeeONN8qll15qeio1XaOOoAkWGl8CAMJBpwMnXedNG1PSQBKtofElACAcdDpwuvjii2XJkiW+GQ3C1nfO+iam6QAAEVzj9OSTT8oll1wiX3zxhYwZM8YUibu66aabOvsSCIPGl9/R+BIAEAY6HThpK4JPPvlEEhMTTebJtRGm3iZwwu6DVVJYUStxMVE0vgQARHbg9Pvf/17mzp0rd955p0RHd3rmD2FozW5HtunwPjS+BACEtk5HOrW1tTJ9+nSCJrRo3e4Scz2mX0aghwIAQKd0Otq56qqr5I033ujsYRABGadx/SkMBwBE+FSd9mp68MEH5eOPP5axY8c2Kw5/5JFHOvsSCGE2m13W7yk1t8fmkHECAIS2TgdO69atkwkTJpjb69evd3vMtVAckWlbQYWU19RLYly0DOuZGujhAAAQ2MBp8eLFnT0Ewtjaxmm60X0zJDaGOjgAQGjr8CfZ3XffLStXrvTtaBB21jYWho+lvgkAEMmB0+7du2XatGnSv39/+fWvfy0fffSROcMO8JRxGtuf+iYAQAQHTi+88ILk5eWZBphpaWkya9Ys6dGjh1x00UXyyiuvSFFRkW9HipBT12CTDXsbC8MJnAAAYaBTRSfau+mEE04wZ9Vt3rxZvvnmG5k0aZI8++yz0rdvXznxxBPloYcekj179vhuxAgZW/aXS029TdISY2VQVkqghwMAQKf5tFr38MMPl9tvv12+/PJL2bVrl+nxpGvYaVYKkTtNp40vo6M5wxIAEPr8dppTr1695Nprr5V3331Xfvvb33b4OE899ZQMGjTIrIWn2axvv/22xX1PPvlk0wKh6eXss8927nP11Vc3e3zq1KkdHh9atobCcABAmOl0O4LZs2d73K4BiQY7w4cPl3PPPVcyMzPbfWztSK7Hf+aZZ0zQ9Nhjj8mZZ55ppgU1MGvqrbfecitQLywslHHjxskll1zitp8GSi+++KLzfkJCQrvHhrat22N1DKe+CQAQHjodOH333XeyatUq00F8xIgRZtsPP/wgMTExMnLkSPnLX/5igp///ve/MmrUqHYdW7uOX3/99XLNNdeY+xpAffDBB6YwXRcVbqppcLZgwQJJTk5uFjhpoNS7d2+vx1FTU2MultJSR8EzWlZd1yCb9pWZ22MInAAAYaLTU3XnnXeeTJkyRfbu3Wv6OulFWxWcfvrpcvnll5vCcC0Sv+WWW9p1XM0c6bH02M7BRkeb+8uWLfPqGH/729/ksssuk5QU98LkJUuWmIyVBnraSkEzU62ZN2+eZGRkOC85OTntei+R6Pt9pVJvs0tWSrz065YU6OEAABAcgdOf//xn+eMf/yjp6enObRpc3HvvveZsO834dKRZZkFBgcliZWdnu23X+9oGoS1aC6VLwFx33XXNpum0XcKiRYvkgQcekKVLl5p+VPpaLZkzZ46UlJQ4L7m5ue16L5Fo3R6rvimDpXcAAGGj01N1Gkjk5+c3m4Y7cOCAc0qrW7duXd4cU7NNY8aMkWOOOcZtu2agLPq4Lkw8dOhQk4U67bTTPB5Lp/aog2qfNbmOwGkMheEAgDDik6m6X/ziF/L222+bKTq96G09o+788893Zn8OO+ywdh1Xm2lqndT+/fvdtuv9tuqTKioqTH2TjqEtQ4YMMa+1devWdo0P3rUioDAcABBOOh04abNLzdRoJmfgwIHmord129NPP2320SLxv/71r+06bnx8vEycONFMqVlsNpu5P3ny5Faf+89//tMUc//sZz9r83U00NMapz59+rRrfGhZRU29bD1Qbm5TGA4ACCednqpLTU2V559/Xh599FHZtm2bM4uj2y3jx4/v0LH1bDxtonnUUUeZKTdtR6DZJOssuxkzZki/fv1M8XbTaTrNdmVlZbltLy8vl7lz55plYTRr9eOPP5qGncOGDTNtDuAb6/eUiN0u0icjUXqlJQZ6OAAABE/gpF3B9ew5DZS0XsjVbbfdZorHO2r69OmmVkqLy7UgXAOwhQsXOgvGtTu5nmnnSns8aeuDTz75pNnxdOpv7dq18vLLL0txcbFZFuaMM84wxe3UMPnOWmfjS7JNAIDwEmW3a26g47TwW4MnPTPNlbYf0Dqjffv2SbjRonc9c1AL413PJoTDja9/J++t2Su3nTlCZp4yLNDDAQDAZ5/rna5xevXVV03GSbM8lhtvvFHefPNNWbx4cWcPjxAuDCfjBAAIN50OnHQdOO0OrsuqaK+m//mf/zFLn2jQpEXhiCzFlbWys7DS3B7bj1YEAIDw0ukaJ3XFFVeYmqHjjz9eevbsaZpKasE1Irfx5cCsZMlIjgv0cAAACHzg1NLCvho0HXnkkSYD5breHCKxMJxsEwAg/MR2dGFfTzTLpAVW1uMstRF5aHwJAAhnHQqcKPpGWxmnMf0InAAA4adDxeHaC0m7eHtrw4YNUl9f35GXQgjJL6uWfSXVEh0lMprACQAQhjoUOE2YMMEsU+ItXSJFm1UivK1rzDYN65UqKQk+Oe8AAICg0qFPN+2Zedddd0lycrJX+9fW1nbkZRBi1jin6SgMBwCEpw4FTieeeKJZ2qQ9GaekpKSOvBRCsTA8h2k6AEB46lDgtGTJEt+PBCFNs5DWVB2tCAAA4arTncMBtae4SgoraiU2OkpG9k4L9HAAAPALAif4tA3ByD5pkhgXE+jhAADgFwRO8Ak6hgMAIgGBE3xaGD6W/k0AgDBG4IROs9koDAcARIYOB07aOfyBBx6Q448/Xo4++mi58847paqqyrejQ0jYUVghZTX1khAbLcOzUwM9HAAAgi9w+t///V/53e9+J6mpqdKvXz95/PHHZebMmb4dHUKqvumIvukSF0MSEwAQvjr8KffKK6/IX/7yF/n444/lnXfekffee09effXVdq1hh/CwxqpvYpoOABDmOhw46dpzZ511lvP+lClTJCoqSvbu3eursSFEHKpvojAcABDeOhw41dfXS2Jiotu2uLg4qaur88W4ECLqG2yyfi+F4QCAyBDdmSU2rr76arnwwgudl+rqarnhhhvctnXWU089JYMGDTJB2qRJk+Tbb79tcd+XXnrJZL1cL02DOx333XffLX369DHr52mmbMuWLZ0eZ6Takl8u1XU2SU2IlSE9UgI9HAAAgjNwmjFjhvTq1UsyMjKcl5/97GfSt29ft22d8cYbb8js2bPlnnvukVWrVsm4cePkzDPPlPz8/Bafk56eLvv27XNedu7c6fb4gw8+KE888YQ888wz8s0330hKSoo5pgZ96Pg03eh+6RIdHRXo4QAAEHyL/FrZHX975JFH5Prrr5drrrnG3Ndg54MPPpAXXnjBtD/wRLNMvXv39viYZpsee+wx+cMf/iDnnXees8g9OzvbFLhfdtllfnw34V0YPo5pOgBABOhwxmn79u3iT7W1tbJy5UozlWaJjo4295ctW9bi88rLy2XgwIGSk5NjgqMNGza4jTkvL8/tmJoV0ynA1o5ZU1MjpaWlbhc4cEYdACCSdDhwGjp0qAwePFh+8YtfyN///nfZvXu3TwdWUFAgDQ0NJhvkSu9r8OPJiBEjTDbq3XfflX/84x+mNcJxxx3nHJv1vPYcU82bN89t+lGDMohU1zXIpn1l5va4HM6oAwCEvw4HTp999plcddVVsm3bNvnlL39psjzDhw+XX/3qV7JgwQLZv3+/dLXJkyeb2qvx48fLSSedJG+99Zb07NlTnn322U4dd86cOVJSUuK85Obm+mzMoWzjvlKpt9klKyVe+nVLCvRwAAAI3hqnk08+2VyUFlZ/9dVXsmTJEnN5+eWXTVuCkSNHuk2VtUePHj0kJiamWQCm91uqYWpK2yNMmDBBtm7dau5bz9Nj6Fl1rsfUYKslCQkJ5gJ3a3Mb65tyupnaMgAAwp1P1sfQU/5PPfVUU3Q9d+5cuemmm8xSLJs2berwMePj42XixImyaNEi5zadetP7mlnyhk71rVu3zhkk6dSiBk+ux9R6JT27zttj4pA1NL4EAESYDmecrALur7/+WhYvXmwyTRqAaP3PiSeeKE8++aSZLusMbUWg04FHHXWUHHPMMeaMuIqKCudZdjotp+vkaQ2Suu++++TYY4+VYcOGSXFxsfz5z3827Qiuu+4687hmRWbNmiX333+/mVbUQOquu+4yLRTOP//8To01os+oy6EwHAAQGTocOGmGSQMlDT40QNLaptdee81tCqyzpk+fLgcOHDANK7V4W6fTFi5c6Czu1mVf9Ew7y8GDB037At23e/fuJmOlU4ijRo1y7nP77beb4EvrsjS4+slPfmKO2bRRJlpXUlUn2w5UmNu0IgAARIoouzY36gCtH9IgSTM1WuukwVNWVpZEAp3e07PrtFBcG25Goi+3FsiVf/1GcjKT5IvbTw30cAAA6JLP9Q7XOGm25rnnnpPk5GR54IEHzHTXmDFj5De/+Y3861//MpkihK/VjYXh9G8CAESSDk/V6VIlU6dONRdVVlYm//3vf029ky5rcuWVV5o6ovXr1/tyvAgSaxoDp/EETgCACOKTs+qsQCozM9NctL4oNjZWvv/+e18dHkFmLWfUAQAiUIczTtoaYMWKFeZsOs0yffnll6boWs9yO+WUU+Spp54y1wg/+0urJa+0WnRN39H9CJwAAJGjw4FTt27dTKCkfZE0QHr00UdNkbguxYLImKYb3itNUhI61dECAICQ0uFPPe2RpAHTYYcd5vFxXR9O+yppATnCy6pdVv8msk0AgMjS4Ron7dvUUtCkCgsL5W9/+1tHD48gtmrnQXN91MDMQA8FAIDQLA5HZKittzk7hh85sHughwMAQJcicEK7bNhbIjX1NumWHCdDe6YEejgAAHQpAie0y8rGabqJA7qbtf8AAIgkHS4Ov/DCC9vsLI7ws2qXI3Bimg4AEIk6HDjpmi5tPT5jxoyOHh5BSJc1XLHDKgwncAIARJ4OB04vvviib0eCoLf7YJXkl9VIbHQUa9QBACISNU5o9zTdEX3TJSk+JtDDAQCgyxE4wWvWNN1E+jcBACIUgRO89vW2QnN99CDqmwAAkYnACV4pKK+RLfnl5vakIVmBHg4AAAFB4IR2ZZtG9k6TzJT4QA8HAICAIHBCuwKnY8k2AQAiGIETvPL1tiJzPXkogRMAIHIROKFN+WXVsjW/XHSFlUmDOaMOABC5CJzQpm8as02H906XbsnUNwEAIlfQB05PPfWUDBo0SBITE2XSpEny7bfftrjv888/LyeccIJ0797dXKZMmdJs/6uvvtosTut6mTp1ahe8k9D11Y8F5pr6JgBApAvqwOmNN96Q2bNnyz333COrVq2ScePGyZlnnin5+fke91+yZIlcfvnlsnjxYlm2bJnk5OTIGWecIXv27HHbTwOlffv2OS+vv/56F72j0FyfbunmA+b2iYf1CPRwAAAIqCi7fjIGKc0wHX300fLkk0+a+zabzQRDN954o9x5551tPr+hocFknvT51oLDmnEqLi6Wd955x+tx1NTUmIultLTUjKOkpETS09MlnG3ZXyanP/q5JMRGy5p7zpDEOJZaAQCEF/1cz8jI8OpzPWgzTrW1tbJy5Uoz3WaJjo429zWb5I3Kykqpq6uTzMzMZpmpXr16yYgRI+TXv/61FBY6TrVvybx588wX1Lpo0BQplv7gyDYdMziToAkAEPGCNnAqKCgwGaPs7Gy37Xo/Ly/Pq2Pccccd0rdvX7fgS6fpXnnlFVm0aJE88MADsnTpUpk2bZp5rZbMmTPHRKHWJTc3VyItcDrpsJ6BHgoAAAEXK2Fq/vz5smDBApNd0sJyy2WXXea8PWbMGBk7dqwMHTrU7Hfaaad5PFZCQoK5RJrqugb5drvjjDoCJwAAgjjj1KNHD4mJiZH9+/e7bdf7vXv3bvW5Dz30kAmcPvnkExMYtWbIkCHmtbZu3eqTcYdbt/Caepv0zUiUYb1SAz0cAAACLmgDp/j4eJk4caKZUrNocbjenzx5covPe/DBB+WPf/yjLFy4UI466qg2X2f37t2mxqlPnz4+G3u4WPS94+zFk0b0Mm0bAACIdEEbOCltRaC9mV5++WX5/vvvTSF3RUWFXHPNNeZxPVNO648sWrN01113yQsvvGB6P2ktlF7Ky8vN43p92223yddffy07duwwQdh5550nw4YNM20OcIjNZpdPNjpqyc44wr3ODACASBXUNU7Tp0+XAwcOyN13320CoPHjx5tMklUwvmvXLnOmneXpp582Z+NdfPHFbsfRPlD33nuvmfpbu3atCcS0JYEWjmufJ81QRWINU2vW7C6W/aU1kpoQK8exPh0AAMHfxykc+j2EqgcWbpKnl/woPx3bR5684shADwcAAL8Jiz5OCKyPN1jTdK0X4gMAEEkInNDMD/vLZNuBComLiZKTR9CGAAAAC4ETmnnnuz3O3k3piXGBHg4AAEGDwAnNzqZ7d/Vec/v8Cf0CPRwAAIIKgRPcrNh5UPYUV5mz6aYcThsCAABcETjBzduN03TTRvdmUV8AAJogcIJTVW2DvL+WaToAAFpC4ASnf6/ZI2XV9TIgM1kmD6HpJQAATRE4wdA+qH//eqe5fcWkARIdzdp0AAA0ReAEY83uElm/p1TiY6Pl0qNyAj0cAACCEoETjL/9d7u5PntMH8lMiQ/0cAAACEoETpAdBRXyQWNR+PUnDAn0cAAACFoETpBnP/9RbHaRU0f2klF9w3PRYgAAfIHAKcJtL6iQf67YbW7/z8lDAz0cAACCGoFThHvgo01Sb7ObbNNRgzIDPRwAAIIagVME+2ZboSzckCfaeWDOtJGBHg4AAEGPwClCVdc1yJ1vrTO3Lz9mgAzPTgv0kAAACHoEThHq0U9/MPVNvdIS5PapZJsAAPAGgVMEWvT9fnn2823m9h/PHy0ZSXGBHhIAACGBwCnCbM4rk1veWG1uXzV5oJx5RO9ADwkAgJBB4BRBtuwvkyv/+rWUVtfLxIHd5fdnjwr0kAAACClBHzg99dRTMmjQIElMTJRJkybJt99+2+r+//znP2XkyJFm/zFjxsiHH37YbDHbu+++W/r06SNJSUkyZcoU2bJli4S7Tzfulwv/8pUUlNfKqD7p8sJVR5t16QAAgPeC+pPzjTfekNmzZ8s999wjq1atknHjxsmZZ54p+fn5Hvf/6quv5PLLL5drr71WvvvuOzn//PPNZf369c59HnzwQXniiSfkmWeekW+++UZSUlLMMaurqyVcs0wzX10l17+yQspq6uWYQZnyj+smSUYydU0AALRXlF1TMEFKM0xHH320PPnkk+a+zWaTnJwcufHGG+XOO+9stv/06dOloqJC3n//fee2Y489VsaPH28CJX2rffv2lVtvvVV++9vfmsdLSkokOztbXnrpJbnsssu8GldpaalkZGSY56an+26JkpKqOqmsrTfLn9j0f/qe7XZz3+5ybW/crv9y1rV1u95mkz3F1fJDXpl8sbVA1uQWm+Nor6ZfHD/YnEFHpgkAgI59rsdKkKqtrZWVK1fKnDlznNuio6PN1NqyZcs8Pke3a4bKlWaT3nnnHXN7+/btkpeXZ45h0S+UBmj63JYCp5qaGnNx/QL7w0Mfb5a/f73Tp8fUgOn0Udly02nD5Yi+GT49NgAAkSZoA6eCggJpaGgw2SBXen/Tpk0en6NBkaf9dbv1uLWtpX08mTdvnsydO1f8LSY6SuJioiQqKkqiTNATZQIfc1+vTfCo2xyPRzkfd+xrPd4nI1EG90gxS6icdFhPyU5P9PvYAQCIBEEbOAUTzXq5ZrI046RThr5277lHmAsAAAhOQVvs0qNHD4mJiZH9+/e7bdf7vXt77j2k21vb37puzzFVQkKCmfN0vQAAgMgTtIFTfHy8TJw4URYtWuTcpsXhen/y5Mken6PbXfdXn376qXP/wYMHmwDJdR/NHunZdS0dEwAAICSm6nR67KqrrpKjjjpKjjnmGHnsscfMWXPXXHONeXzGjBnSr18/U4Okbr75ZjnppJPk4YcflrPPPlsWLFggK1askOeee848rjVBs2bNkvvvv1+GDx9uAqm77rrLnGmnbQsAAABCNnDS9gIHDhwwDSu1eFvbCixcuNBZ3L1r1y5zpp3luOOOk9dee03+8Ic/yO9+9zsTHOkZdaNHj3buc/vtt5vg65e//KUUFxfLT37yE3NMbZgJAAAQsn2cgpW/+jgBAIDg/lwP2honAACAYBPUU3XBykrS+asRJgAA6DrW57k3k3AETh1QVlZmrv3RywkAAATu812n7FpDjVMHaFuEvXv3SlpamjlTz1esxpq5ubkRWTsVye8/kt97pL//SH7vkf7+ee85QfPeNRTSoEnPsnc96cwTMk4doF/U/v37++34kd5kM5LffyS/90h//5H83iP9/fPe0yUYtJVpslAcDgAA4CUCJwAAAC8ROAURXRPvnnvuMdeRKJLffyS/90h//5H83iP9/fPe7wnJ905xOAAAgJfIOAEAAHiJwAkAAMBLBE4AAABeInACAADwEoETgLCxZMkS082/uLi4y19bX1cv3bp1a9dY9XL++ef7fXwAfIPACUBIOvnkk2XWrFlu24477jjZt2+f1x2Afe3FF1+UH374wat9rbFeeumlfh8XAN8hcAIQNuLj46V3794+XUOyPTTb1KtXr3aNNSkpye/jAuA7BE4AQs7VV18tS5culccff9w53bVjx45mU3UvvfSSCWbef/99GTFihCQnJ8vFF18slZWV8vLLL8ugQYOke/fuctNNN0lDQ4Pz+DU1NfLb3/5W+vXrJykpKTJp0iRz7PZas2aNnHLKKWZBcF2Pa+LEibJixQqffi0AdC0W+QUQcjRg0imx0aNHy3333We29ezZ0wRPTWmQ9MQTT8iCBQvM6ucXXnihXHDBBSag+vDDD2Xbtm1y0UUXyfHHHy/Tp083z/nNb34jGzduNM/R1dLffvttmTp1qqxbt06GDx/u9TivvPJKmTBhgjz99NMSExMjq1evlri4OB9+JQB0NQInACFHa5h0qkszSDrd1Zq6ujoTuAwdOtTc14zT3//+d9m/f7+kpqbKqFGjTFZo8eLFJnDatWuXqVXSaw2alGafFi5caLb/6U9/8nqceozbbrtNRo4cae63J+gCEJwInACENQ2urKBJZWdnmyk6DZpct+Xn55vbmlXSabvDDjvM7Tg6fZeVldWu1549e7Zcd911JlCbMmWKXHLJJW5jARB6CJwAhLWmU2NaA+Vpm81mM7fLy8vNtNrKlSvNtSvXYMsb9957r1xxxRXywQcfyEcffWQWNdXpP50qBBCaCJwAhCSdqnMt6PYVrUnS42oG6oQTTuj08TRzpZdbbrlFLr/8cjPdR+AEhC7OqgMQknS67ZtvvjEF4QUFBc6MUWdpkKNF3TNmzJC33npLtm/fLt9++63MmzfPZI68VVVVZYrM9Wy8nTt3ypdffinLly+Xww8/3CfjBBAYBE4AQpIWbOtUmhZ36xl1WojtK5oV0sDp1ltvNW0MtLO3Bj0DBgzw+hg6tsLCQnMcDca00eW0adNk7ty5PhsngK4XZbfb7QF4XQAIK1onpW0L2rt8ivak0r5T77zzjt/GBsB3yDgBgI9oDVP//v292veLL74wxeavvvqq38cFwHfIOAGAD2zdutU5RTd48GCvaqD27NljbmsA1VY/KgDBgcAJAADAS0zVAQAAeInACQAAwEsETgAAAF4icAIAAPASgRMAAICXCJwAAAC8ROAEAADgJQInAAAALxE4AQAAeInACQAAwEsETgAAAF4icAIAAPBSrLc74hCbzSZ79+6VtLQ0iYqKCvRwAABAJ9jtdikrK5O+fftKdHTrOSUCpw7QoCknJyfQwwAAAD6Um5sr/fv3b3UfAqcO0EyT9QVOT08P9HAAAEAnlJaWmoSI9fneGgKnDrCm5zRoInACACA8eFN+Q3E4AACAl8I6cJo/f76JHmfNmuW2fdmyZXLqqadKSkqKyRideOKJUlVVFbBxAgCA0BC2U3XLly+XZ599VsaOHdssaJo6darMmTNH/u///k9iY2NlzZo1bVbRAwAAhGXgVF5eLldeeaU8//zzcv/997s9dsstt8hNN90kd955p3PbiBEjAjBKAAAQasIyzTJz5kw5++yzZcqUKW7b8/Pz5ZtvvpFevXrJcccdJ9nZ2XLSSSfJf//731aPV1NTYyruXS8AACDyhF3gtGDBAlm1apXMmzev2WPbtm0z1/fee69cf/31snDhQjnyyCPltNNOky1btrR4TD1WRkaG80IPJwAAIlNYBU7aV+nmm2+WV199VRITEz12/Fa/+tWv5JprrpEJEybIo48+aqbqXnjhhRaPq/VQJSUlzou+TrCy2eyBHgIAAGErrGqcVq5caabjNItkaWhokM8//1yefPJJ2bx5s9k2atQot+cdfvjhsmvXrhaPm5CQYC6hoM5mk4TomEAPAwCAsBRWgZNOua1bt85tm2aWRo4cKXfccYcMGTLErENjBVCWH374QaZNmybhoL7BLglh9a8KAEDwCKuPWG2VPnr0aLdt2qspKyvLuf22226Te+65R8aNGyfjx4+Xl19+WTZt2iT/+te/JFwCJwAA4B9hFTh5Q5thVldXm7YERUVFJoD69NNPZejQoRIOdKoOAAD4R5TdbidF0U7ajkDPrtNC8WBbqy6vpFp6ZzQvjAcAAJ3/XA+rs+ogUk/GCQAAvyFwCjPkDwEA8B8CpzBjI3ICAMBvCJzCDP0vAQDwHwKnMKO1/tT7AwDgHwROYeT6V1bI1Me+kI/W5wV6KAAAhCUCpzDSYLNLbYNNyqrrAj0UAADCEoFTGElPdPQzLa2qD/RQAAAISwROYSQtMc5ck3ECAMA/CJzCSFyM45+zjlPrAADwCwKnMNIYN4mNwAkAAL8gcAoj0dFRziJxAADgewROYSQmqjFwoo8TAAB+QeAURmIaM05M1QEA4B8ETmEkmowTAAB+ReAUhoETCScAAPyDwCmMcFYdAAD+ReAURjirDgAA/yJwCiOcVQcAgH8ROIURzqoDAMC/CJzC8qy6QI8EAIDwROAUhhmnBpst0EMBACAsETiFEYrDAQDwr7AOnObPny9RUVEya9Ys57aTTz7ZbHO93HDDDRIOHGGTCLXhAAD4R6yEqeXLl8uzzz4rY8eObfbY9ddfL/fdd5/zfnJysoSDxhInAicAAPwkLDNO5eXlcuWVV8rzzz8v3bt3b/a4Bkq9e/d2XtLT01s9Xk1NjZSWlrpdglFUY87JLkROAAD4Q1gGTjNnzpSzzz5bpkyZ4vHxV199VXr06CGjR4+WOXPmSGVlZavHmzdvnmRkZDgvOTk5EtQZp0APBACAMBV2U3ULFiyQVatWmak6T6644goZOHCg9O3bV9auXSt33HGHbN68Wd56660Wj6nB1ezZs533NeMUrMGTYqoOAAD/CKvAKTc3V26++Wb59NNPJTEx0eM+v/zlL523x4wZI3369JHTTjtNfvzxRxk6dKjH5yQkJJhL6BSHEzkBAOAPYTVVt3LlSsnPz5cjjzxSYmNjzWXp0qXyxBNPmNsNDQ3NnjNp0iRzvXXrVgl1TNUBAOBfYZVx0szRunXr3LZdc801MnLkSDMlFxMT0+w5q1evNteaeQobRE4AAPhFWAVOaWlppuDbVUpKimRlZZntOh332muvyVlnnWW2aY3TLbfcIieeeKLHtgWh5tBZdQAAwB/CKnBqS3x8vPznP/+Rxx57TCoqKkyB90UXXSR/+MMfJCw4+zgROgEA4A9hHzgtWbLEeVsDJa15ClfO4vAAjwMAgHAVVsXhcCDhBACAfxA4hRFdd0/RORwAAP8gcAojLPILAIB/ETgBAAB4icApjDgbYJJxAgDALwicwsihzuFETgAA+AOBUxhxNsAkbgIAwC8InAAAALxE4BRGWOQXAAD/InAKQyy5AgCAfxA4hSHiJgAA/IPAKQw7hwMAAP8gcAojLPILAIB/ETiFZQNMQicAAPyBwCkC2WwEVgAAdASBUwQ2wKxtsHXNgAAACDMETmE4VfddbnGr+9Xb7EznAQDQAQROYaS4ss55u66VrFJ9g42WBQAAdECsdKF///vf7X7O6aefLklJSX4ZT7hxDZbySqolJzPZ3K6tt0l87KEYeWdhpQzumSLpiXEBGScAAKGqSwOn888/v919ibZs2SJDhgzx25jCVU39oSCqur7BLXCqrG2Q/SXVBE4AAAT7VF1eXp7YbDavLsnJjowJvONet3TotmacGlzOpLPZ7VJcdWhaDwAABGHgdNVVV7Vr2u1nP/uZpKen+3VMkUADJdfASW8frKgN6JgAAAhFXRo4vfjii5KWlub1/k8//bT06NGjw683f/58M903a9Ysj9mZadOmmcffeecdCQdu+SaXOxooafDkvG+3m+k6AADQPmF7Vt3y5cvl2WeflbFjx3p8/LHHHgu7td1cg6V1e0qct+sbtP2A635205IAAAAEaeB08OBBKSoqMrcPHDggb731lmzYsMEvr1VeXi5XXnmlPP/889K9e/dmj69evVoefvhheeGFFyScuIZCs99c43a2nVvGyUb3cAAAgjZw+utf/yoTJ06Uo446yky/XXDBBbJo0SK57LLLzGO+NnPmTDn77LNlypQpzR6rrKyUK664Qp566inp3bu3V8erqamR0tJSt0so0eySe+BkN9N1AAAgCNsRPPHEEya7VFVVJQMGDJDt27dLz549paSkRE466SS57rrrfPZaCxYskFWrVpmpOk9uueUWOe644+S8887z+pjz5s2TuXPnSrBrqRu4I+Mk7oETGScAAIIzcIqNjTVn0+ll2LBhJmhSGRkZPq0zys3NlZtvvlk+/fRTSUxM9NiA87PPPpPvvvuuXcedM2eOzJ4923lfM045OTkSKhw1TocCpXpt99B4X6fsoqPDq9YLAICQnqqLiYmR6upqc3vp0qVutUi+tHLlSsnPz5cjjzzSBGt60dfTjJfe1oDqxx9/lG7dujkfVxdddJGcfPLJLR43ISHBtEVwvYSSitp6t4zTtgPlsrOwwiy9woK/AAAEWcbpP//5jwk+rCyTa73Rc88957PXOe2002TdunVu26655hoZOXKk3HHHHaa1wa9+9Su3x8eMGSOPPvqonHPOORLqms7UWdmkqtoGZ4aptKpOHl+01dz+blexvHb9sYEYKgAAIalLAifXYMnqHq6F2b169TIXX9EeUaNHj3bblpKSIllZWc7tngrCte5q8ODBEursbufVOfo1iU2kqu5Q4LSvxJH5U6t2FZtrpusAAAjiPk5nnHFGIF427DXNOGkBuJ5RV1Nncz5WVl3XbB/Xde0AAECQLPLb1tlf/rBkyZKgGUtX0yyTvj09q856m6VNAye73TyeGBcddg1BAQAIi4wTH9D+0TQE1GxSeU292W5N1ZVX17vt89bK3VJdR5E4AAARveRKJGpeHC5S3VjfZAVOZU0Cp3vf2yh7iyulriF8M28AAPgKgVMY8VgcbrJNh4Kqihr3wMlsq20wrQkAAEAQBk7a1wn+p1N1JtPUWOukSprUOKnKGkefp5r6hrCu+QIAICQDp/Z27kYHp+oaAyYNirRbuBaBH6xsHjhpjZNO6WmgVeoylaf3D5TVdMXQAQAICUzVhTGrtkkDpqKKWtlfWi0HK2qb7ffOmj3mbDsNslyn8nYfrJQ8l75PAABEuoC0I7DoMixr1641y6TYtJLZxbnnnhuwcYUqT9Nsmm164b/bZW9JtTx40Vj5aH1es30WbzogVx83SNIT40yzTMu2ggpJiY81x7XOhNTbeaXV0icjyb9vBgCAIBSwwGnhwoUyY8YMKSgoaPaYfkg3NBz6AId3msZNjmk6mwma1O3/b22Lz924t9QETrHRh5KQlTUNkhATbabvMpLizLbiyjpZu7uEwAkAEJECNlV34403yiWXXCL79u0z2SbXC0FTx9g93M8v9a5G6YGFm810nmvGSeui9Mw83W7VPBVX1ZnpPF3/DgCASBOwwGn//v0ye/Zsyc7ODtQQwp5OqzXt29Saa19eIdsOlJsASdU3OJZs0YWB1faCctO2QLcVlFM0DgCIPAELnC6++OI2l0NB53y4bp9UtjMzdOdb6+TWN1eb25ptsjV2H5fG7FVJVZ0JrHSxYG1fAABAJAlYjdOTTz5ppuq++OILGTNmjMTFOWpoLDfddFOghhY2NU5/+nCTpCa0/5/4ndV75e5zjnAuElzbuAiwFoWnJMSarJMGUD/klcuY/hm+Gj4AAEEvYIHT66+/Lp988okkJiaazJPr+nV6m8Cp/Y4e1L3ZNitb1F43vf6dnDm6twma4mKiHHVNdQ0m05QcH2MCp4RYulkAACJLwAKn3//+9zJ37ly58847JdrlTC503HHDevjsWP/dWmCCrhHZaXLGEdmyNb9c6uptJpCKj4k2gVS+z14NAIDQELDAqba2VqZPn07QFMRW5xaby7FDsiQmOsq5ELBO30U12KTMw/ItAACEs4BFLVdddZW88cYbgXp5tMMry3aYIvO6xialDWb5FrvZ5mnRYAAAwlXAMk7aq+nBBx+Ujz/+WMaOHdusOPyRRx4J1NDQxOrdxSZI0vYEVsbJbncEUTqFd1h2miTFs3AzACD8BSxwWrdunUyYMMHcXr9+faCGAS9o2b62HrD6O+nZe/V2u5m+K6yokT3FMTKsV1qghwkAQPgGTosXLw7US6Od9CxHK9vkShcQrqrVBYSpdQIARIaA1TjNmzdPXnjhhWbbddsDDzwQkDHBM8007S91rHfnymSebDY5UEYXcQBAZAhY4PTss8/KyJEjm20/4ogj5JlnngnImNCyvyz50eP2mnpdgsXG2nUAgIgQsMApLy9P+vTp02x7z549zcK/CD4aIDVVp2vXNdjlxwPlARkTAAARETjl5OTIl19+2Wy7buvbt29AxoTWPb3kR9mUVyo1dYeyS9oUU6fy9hRXORcWBgAgXAUscLr++utl1qxZ8uKLL8rOnTvNReubbrnlFvOYL8yfP98UNuvrWH71q1/J0KFDJSkpyWS3zjvvPNm0aZNPXi/c6Ul1H2/YL3/973YpbWx+WasZJ5vdTNntLKyQ6rrmWSkAAMJFwM6qu+2226SwsFD+53/+x3QRV7pu3R133CFz5szp9PGXL19u6qi0R5SriRMnypVXXikDBgyQoqIiuffee+WMM86Q7du3S0wMvYi8oYHSwvV5culROWYJlvo4x1IsOwsrJToqymSgBvVICfQwAQDwuSh7gOdWysvL5fvvvzcZoOHDh0tCQoJPjnnkkUfKX/7yF7n//vtl/Pjx8thjj3ncd+3atTJu3DjZunWryUR5UlNTYy6W0tJSM9VYUlIi6enpEkwG3flBl73WjMkDJTMlXtIT40wDzB6pCaar+JCeqTK0Z6rp8wQAQLDTz/WMjAyvPtcDvlBcamqqHH300TJ69GifBE1q5syZcvbZZ8uUKVNa3a+iosJMFQ4ePNgEQq21TtAvqHVpbd9Qde3xg9r9nFeW7XS2JNC6p/oGm+kwrhmnogpHFhEAgHDSpYGTZndsHs7MasmGDRukvr59a6EtWLBAVq1aZYKdlmgmSgM2vXz00Ufy6aefSnx8fIv769ShRqHWJTc3V8JNdAezQ7rkiq5bV23aEtidgZN2GqdQHAAQbro0cNIlVrSuyVuTJ0+WXbt2eb2/BjQ333yzvPrqq6ZeqiVa4/Tdd9/J0qVL5bDDDpNLL71UqqubN3i0aCZMU3eul3CjtUmeTBzYvdXnfbBunyNQqnOcXaf9nPRagyktHAcAIJx0aXG4ZiDuuusuSU5O9mp/q2jcWytXrpT8/HxT3+S6mPDnn38uTz75pKlT0gJwa8pNa6qOPfZY6d69u7z99tty+eWXS6TSeqSXrj5arn5pudv2a44fJMWVtfLjgYoWn6vTchlJcSbjpMFSg93uKBpvsEtCwE4/AADA97r0Y+3EE0+UzZs3tyvjpEXj3jrttNPM4sGurrnmGtOhXM/W83TWnAZzenEt/o4ESXExUuXSj0kzTieP7NVsv7jo6Dan8T5ct08uP2aAKQzXYEkv+0qqJDs9wXxttSUEAADhoEsDpyVLlvj1+GlpaabI3FVKSopkZWWZ7du2bZM33njDtB/QHk67d+82vZ40ODvrrLMkUrx3409keK9UKayolePnf2a2WWfA3TF1hDyw8FBw2zsjUaKl9cAnv6zGrGXXIzXeLPxbWVtv+jppvVNyfKzExxI4AQDCQ0RNpGjd0xdffGFaExw8eFCys7NNFuyrr76SXr2aZ1vC1cDMJEmMi5FuSXHObVZW6Rc/GSw/nzxI9hyskuq6BklNjBVvEkbfbi8yLQhUWXW9xMVEmQCqrsHxGvGxAT+BEwCATgv7wMk1y6VLuXz44YcS6WKjo5sVhGu2SMVERYk9WiQrNd5kjRoa7DK6X4Zsyitr9Zi6rwZaSq9jo2OlvKbBLMWiJ9eN6J3m1/cEAEBXCPvACc1Z2SWNm564fIJ8u71QTm2sb9IpO11aRWub6qJsEhUTJbeefpiUVtVJ7/RE+X+rdktF7aHaKIsGSFoYrsGYtQyLLsGix9NtBE4AgHDA/EkEshJNen3uuL7y+7NGOWuctJA7NjpKYmOiTPYpLiba1Dn9fPJA6Z4SL5cdPUBOG9lLfnXikGbH/b/PtpommHpGnRaeH6yoNe0JNOgCACAcBEXg9OOPPwZ6CBHj9FHZEtVY7G1N1enMneu0XXRj4KTXupSKBlN6Fp7uojVPOnUXH+P5W+epJT9KRY2jOPxgZZ1jus9ul9yiyi56hwAAhPlU3Q033GDWiuvdu7dZlNf1ov2W4DvzLxxzKLvUuE2DJs0uNa2DcmScrOAqShJiY5x1TK0VjH+yYb9ccGQ/c1uzT3qMdXtKJCfTu/5dAAAEq6DIOOmSJ9u3b5dzzjnHNLDcs2ePWZw3MzNThg0bFujhhRXNHlltmawskwZITTuHR1mZp8ZC8u7J8ZIcHyMpCY5eWK31Zlq7p0TySqrMbdMQ02aXgvLI6pMFAAhPQZFxsrz55puyevVq5/1PPvnELJ8C39GgyQp6rCJxc90kDtJdtNbJyk7pVF3/7klyoKxGKmqaF4c3tb2gUg7vk24yThqYRWnFOQAAIS4oMk6ufZY2btzovK+NKtevXx/QMYUbKxBqqulmDa5c99XptjH9MiQh7tC3zPnj+7b4OtoIU5n16+oazFl2AACEuqDKOP3tb3+T6dOny8knnyzjx483y6ewXEdXBU7Nt7sFTrHRkhgVJVkpCaY/U0FZjQzMSpEzj8iWjzfsb/ZczTRZNHjSi55xF9tCUTkAAKEgqD7FjjjiCLNQ7wknnCA7duyQgQMHykcffRToYYUVTwFSSwGVa8G49nXSbuMpCbGSEBMt3ZIdHcG1t5MnruvgKQ2c9hZXd3L0AABEcMZp0aJF5qIF4TbboQyFeuGFFwI2rkjMOHmKp6KbTNXpc7U4XK8zU+KluLJO0hLjzH0NjFwt33HQBFpHDuhu7uvjn23ab5ZzaWkMAAAEu4BlnObOnWtqmDRwKigoMGvHWZfi4uJADSvsNW07YLF6O7XEmmJLjouVPhmJ0rdbkrmvfZ20GeYZo7KbPeeLLQVu97Wvk66BV9fgHiQDABAqApZxeuaZZ+Sll16Sn//854EaQkRyzSK5bfcyCRQTEyWZqfHmjDtduLdHaoLpDq7XnmjX8HSXxYS/3VEkJwzvIdnpiaYnlGalAAAIFQHLONXW1spxxx0XqJeHl7VPTWnApD2dNBiakNNNUuIdgU/PtAQ5a3RvyU53D6CW/nDA7X5xZa2s3V1iisd30U0cABBiAhY4XXfddfLaa68F6uXhZSaqKa1P0uBJM0V9uiVJshaLN7YoGJ6d1qxYvGmRuPaA2ldSJRv3lUpZ9aE17KyO5AAABLOATdVVV1fLc889J//5z3/M0ipxcYemc9QjjzwSqKGFFV2Qd1tBhWwvqPDJ8awu4wmx0eaiGaeslHjnGXNNM1caEGmWKSMpzrSW0P5Ouq2wvEZSE2Ilr6TaHKeoslaG9kz1yRgBAAi7wGnt2rWmV5Nq2uSS3k2+cfkxOXL9CUPkzv+3zneBky7+GxVlFvmNi4k2Z9VZdUq6vek/nRaEv7xsp5wwrIccOdBxhl11nc1coqLq5bNN+aaxpi4qrOx2u1kY2LxGbFB1ywAAIHCB0+LFiwP10hFDgw+92MV3Xbt1ms4RIDmCJ21PoMuxaJCjvZ20QaYnX/1Y6AyctDWBZp0a7HYpqaqT3QcrzbSfZqH2l9ZITb1j2i45PlZG9E7z2dgBAOgs/qQPYzoF5m3Rt7esGidzOybKBE0a4BwzONNkn0b3S/f4PA2SXFXXN0hVbb2ZuiuoqJW9xVWmA7kGUXqW3tb8chNIAQAQTAicwtjPjh1ops6axCydrnGyejppAKVBk5V1Sk+Mld4ZiS0GTxv2ljhva3CkZ9bVN9ilrt5mmmkWVdRIaXW9WdeuoLxW6ljfDgAQZAicwtRZY3qbtgHeni3nLde15jT7pFkt7SKuxd9a7K2BVHQLzTT/832+87ZO1Wktk2acahtsUl5TJ9oXU8/Cq6ytN4/bdIHg2gb575YCzroDAAQFAqcwpZkhbROg1/7K25h6p+goM0WnmSbtIj4gM1kGZCW3+dy6BkfApGrqbFJZ22CCqJq6BmcLA62F+m7XQZOp0iwUAACBRuAUpjSgSYyN8bojeEdYZz/qOnaxjQGUZp6mH5UjY/tleHzO5y4NMevqHcGQBkzWdKJmlqpqbc66qDW7S5xBlQZQK3YUmUwUAACBQOAUpo4a2N0xTWdqnPwbaGg7Ag2idKpOb3dPiZdTRvaSY4dkNtv3u9xi54LAGgx5ykTpVJ2ypuyU3Says7DSrH/XtBs5AABdJawDp/nz55sP9FmzZpn7RUVFcuONN8qIESMkKSlJBgwYIDfddJOUlBwqWg51S357ssyZNlIunphj7utZdbeeMcLcvvq4QX55Te3npLRAXGuetPZJtRSvPbP0RymqqDVn0HkK6rS7uCpvvLaCrNzGJVr0jDsAACKqj5O/LV++XJ599lnTldyyd+9ec3nooYdk1KhRsnPnTrnhhhvMtn/9618SDgb1SJGpo3ub6TMrcJo4sLt8+/vTpFea+3IovqavqRknq3GlFo17ovVKf/96p7l99pg+MqyXe8dwKxNVUePIPKnCilozZef6OAAAXS0sA6fy8nK58sor5fnnn5f777/fuX306NHy//7f/3PeHzp0qPzv//6v/OxnP5P6+nqJjfX85aipqTEXS2lpqQSzKHE0qVSa/NHbKfH+/6fW7J5jGRZHi4LhvVKlYngPUzi+o7BSvt1e1Ow5a3YXNwucLHpGnSW/1LGki6LECQAQKGE5VTdz5kw5++yzZcqUKW3uq9N06enpLQZNat68eZKRkeG85OQ4psGClcZMVhsCDWZMqVMXrWKjr2s13tTXnjCgu/TJSJLJQ7I87r/7YJW8smyHvPXdbqlrPMvOE13LztI04+TvGi4AAMI2cFqwYIGsWrXKBDttKSgokD/+8Y/yy1/+stX95syZYwIs65KbmyuhwhE0aQ6q69b/i3epc3JlTR82pevZ5RZVyea8shaPWVhe2yxQ0qVZ3li+S/69Zq9Pxg0AQEQFThrQ3HzzzfLqq69KYmLr9Tw63aZZKa11uvfee1vdNyEhwWSlXC/BzDW7FN3FGSelGafk+Bjn0iyWXxw/uNXnLdqUb5Ze8UTXtGs6Vffl1gLZW1ztPEsPAAB/C6sap5UrV0p+fr4ceeSRzm0NDQ3y+eefy5NPPmnqlGJiYqSsrEymTp0qaWlp8vbbb0tcXJyEE6u/kuN2Y8apCwMn7S6uXct15m2/S22SFo635Z8rd5ug6+KJ/c0xLK7BkU7VaS+n7/c5MlTETQCArhJWGafTTjtN1q1bJ6tXr3ZejjrqKFMorrc1aNJM0xlnnCHx8fHy73//u83MVChyjZGsIvGunKpTKQmxppN4UzMmD2zzuXr23NLNB6Ss+lCWyZXO1JXV1Ju17hQNMQEAXSWsMk6aQdIz51ylpKRIVlaW2W4FTZWVlfKPf/zD3LfOkOvZs6cJrMKBFSwp62ZXZpxUUnyMJNQ0j8tds0it2VlUKa9/m2sCLU+Zqp2FFc7b2mEcAICuEFaBU1u0aPybb74xt4cNG+b22Pbt22XQIP80iAx0jZPZ1sVj0Ok2XSdP9UiNlwKX4u6+GYmyt+TQFF5LdM26Hw+UyxF9my/fsqlxmk5R4wQA6CphHzgtWbLEefvkk0+OiFPXPU7VdXHKKSU+1nlmXb/uSW6B0/kT+smGvaXy9bZCqWmcbmvJjwcqZNuBChncI0VGu6x/t8eliNzqKl5QfqjXVjjSr2dngkT9XtBnp8THtOs1E1wyflrw782Cy/pPb+2mr6dZQ+0w7+lsSwAIJWEfOEUkt4yT+3VX0XXrrFgtI8l9ek4/QMfndJNx/R2BkAYDeaXV8v9W7Wl2nO0Fjim5bQUVplGmp2m7gxV18v9W7W5xiRcEBw3cYltoSeGpdYXrtK4G/prFVPEx0eY4em11qVfJjU1e9TE9s9NxnEP76PeOZkHNotSNywQBQHsROIUh10LwqABlnHShXyu7oF3ENZAqd1lCxXVM+kHXv3uy9O+WJLtbaEeg/vP9fhMcTRqSKemJcc4giiVYQoP+O9XWe/dvpes8V9S0/L3QGeZMU3EEcRqcNT2JoUdKvKSZ769os0xRWmKss6EsAETZI2Huyse0oFw7iFtdx4NNYXmNZKUmBHoY8s22QimuqpNRfdLNh+ZbHjJKrvRb8cN1ebL1QNuL+PZMTZArJg3w4WiBlnVLjnMuZm3RwD01Ica51JBmwKwTIxxNZ8UEXd2S490ybZp5s4J9XRi76XEBBPfnOhmnMOR6Vl0g6SK/enF8wMSa6bkdhRVS32A3LQd06sU1C6UfNtV1h9ana82BMK9nQnAprvTcGsMXMpLiJCs1XnqmJZjgS7NdLcVSGmTpz5MGXhqaJSe4159Z05UA/IefsjAUJHGT+UDQ4m+tMdG/uI8enGnu6y/4itp6M02ycudBt+cM7ZXabLpOP0xqG9ex++nYPvL+2n1dXrMF+It2xdeLngTRWaaOK1qzXrHmZ8SqC9M/pvSPF82Guc4xmOJ/lzqxKJf9mtKfW32uZsksGrjpjyI1Y4gkBE5hqKvrmVpinY2lv5j1l25UbLRMHNhdKmrqzRlw+vu7d0aiFJTVOM/UGtsvwwRcm/eXOdeus4Im1TcjyVzr7lpUvvtgpWlbMLxXGmdsIeJZGduKGu8yt77SPTnOZMr0V49mvbQ+zJqC1J9LDeh0m/4RZNUmmn3jmn8E6R9Zuo+1ziYQbAicwlCwxA/6l6nWLWngpL8A9ReiBkW6TX/J6uN62Zpf7jx7TotwtfXAjsb7TbkGR59+v98ZXOm0xYjeaV30zgA0XahbL76i8ZL+saW/DxJjNYvm/S81DdBio90zYOlJcY2/hxyZ8Oz0RJONc5z9GyS/MBEyCJzCULD8ItApuroGR9Dkui0xPkaS622SEKe/3OJkdL90qWuwye6Dh6bojhrUXfaWVMmYfhmyePMBsy09MdZt4WAraFJNz9gDELp0SrCuQdPKdqmpa73XW2doawpdHkqnGuOio8xJAFa23ARuUY7HtReZ1dNMb1sBnafjBcvvX/gPgVMYCpaMk3Lts2PRLFNdvE3iYqPNenMZ8fHSt1uSFFbUSlWtY4pBM1JXTnKsa2cFThnJcS2eFq6BFwC0hwZnroX/+7xY0aA1GjjFROsi51rgr7cdBfvWyetWPzKdxuye0nxxee0zZk1lasBmtkU7MvUIHgROYairF/RtjadTrXWbFp/GNP5Fp3UPQ3ummvvLfixs8Vj9uyWb615pCZJf5jirrl+3JNNFfMXOg3LskCw/vhMAaDsQq2tokH0lvq0x04DMlQZgGoxpkKa/D5s2Bnbt3N/WtKaesGOdMGA9z5Fdc/zuzkyOd/s9nqwZNw9ZtRiXxrNmjC7BnydWCUcoInAKQ6HwvahZJ/2h0R/AuFgdcIwMyEw203Wahdpfeugvv3PH9TWL+mphuSp0Wb5F++SorBTvFg8GgFBjpi3dOO5rkLarqFJCUUxjRs5aRsr8QR0X7dZSw7XdhuWkw3qaGYlAInAKQ6EQOFl/aWgNp2MNM7tU10fJ2P4Z5ow718BJi8X1YmlwOZ/6sOw02eRS6wQACH4NNrvb2psNtgZzVmhbJxlMDoKZBQKnMBQsDTC9oWe/WGngqKg6M5dfVHEoo+SJZpe0HkrXurNS2Dp19+zSH913jOrY9GVLX75mmztw/Nb+aVo7grcp7dbH6O0yPY7vIes62rqOjhKbzW7OjrSmWa3lS8y19bzG8bo+T29r/YZO0Zr7Ls/RZ5jStcb9rdPXTRGuyziavpYeL1RT/QBCF4FTGAqlwMl1TlzHrWfc6Qennj5cWVPv7O/k6pxxfU37Aj0bz7Wws7qeAvFIosGWo99PY5CmqX+tmYuNNqeZOzKZjm2a2dQzpxJ0my7yG62XaDNN3C0p3nnWlDNAC6GfIQBdi8ApDIXSr3zXokaTkWhsfDdpcKb8sL9MdhY2n7/XrJQu32Jln44fmmUyGX0am2M21dpyjC094u0KjnbXI9i9PLY3OzU9tpdj88Wx7Y1fM41ZdWkPc7E5tmkzUuczGx937N/4HNft5mxy6/l2EwTrWZO6v/W4PtvxXMfz7Y1nSJZV15vr1gpc9TFdusfX9PtQv8e0cFbXfNTbWhCrAdmhzJeVjXPc18f0jwArY+bItDkyqgDCC4FTGAqlldxdG9tpewK9r3/tD+uVajqMa+CkjS1deza50n2PGpTZhSNGVzMBlQZjTYIszTDqiQSuwZ1ea52E9vWqb6yhsB7ToE+DMV0rsd5mM4/rvqVV9W7d6TXYK6p0TBfv7eTp6XryQnqiLhBsdc+2MluOAE2zYBqgaeCvZy81zXpFu0xlWj8bAAKLwAlBw1oDK6nxA0YDKXXM4EzJLap0Zhccf9V7OtME4SjKqnNqkku1lvTxhfrG7JYGWRp0aWZM14/TExU0QNMgXgOuQxm2xmCuMTNXU9dggq+mGTLNnOnFF/RrEBft+ONCAzHNcllnJum0pGa89Dreuh0bLSnxsWY/x+LBjjXorKlNgjCgYwicEHTZJ6vZm/5Frov+9khNcLQtiIkywdK4nAzTqC6vk9kAwOK6SK01fZzTgeO4TnFqRkvXYdS1FDXTpYG/lSEzZxTZteePdsZukLKaeimprHOZwvR07MZ1GxtEqny0uomjwN5xZqujeaOj9stMO1qZMZcsmOv0pGsApvtb2TQTyDUW+Fvb9YQCPa5eh1INJuAJgROCjrXsgf4CHt/fUcukv2vPHtvXWW/y7uo9AR4l0JwGEXqiZ4xooC+Sk+lo2uqL6UnXqUa91ot1Src+pkFZnd6us0lNgyNI08V+dT9tclhWrYGZ++uY1h52kXpbg8+CsbZo9ssEY9GOwM15lmW0IxjTAE5/zjW7pk0Y9Q8nq9jf9SQAK3hzrSnjTEt0BQInBB2rAZr+/stKdTS21LOgtEu4tYQLvxwRadOTnpYvam8wphmuZoX/Zl04l9qvBkcgpgX9DS61Y1Y2zHqO6wkAWiumgZprIKfBmm7XteZce69ZWbPW7C3ueDZZpyQ16HJrY+FyOyHW0erClAM0Tmvq11Z/x5hrl7Mx9VqnN60yAkAROCFopcTHOlv2d0+Jd/vgsNL9h/dJl5r6Btl2oCJQwwRCJhiLN136u541PWllv1yDMt2u/zlrzKrrzfSmBnCl1XVSWlXnLPZ3Bm0ut5vyVU2ZqyhrgXKdjmzMblnTltbZk1bgpYFYrEtApjFjYmM9mpUt0ylLcwaxFvw3/j5zOyGgcSkq15NnEDwInBC0NFiy9ExLcHtMf5/otjOPyJZF3+cHYHQAvGUCjBhHEXuyj1dHstpdWDVjGmhZQZXdw7UW+2uPOL02gVyd47rO5gjqGhocx7KyZ2YtNxFzrZeupIGTBlA6danTllbhvwZmsS6NYq1WGVZgpsGcs1msSwaz6W3rNazaNuuMTzL6ERw4zZ8/X+bMmSM333yzPPbYY2bbc889J6+99pqsWrVKysrK5ODBg9Ktm6OOBsElzWWBSG1S6Ep/SYzsneaoKeGvMkAiPSjT3xb6K0ProXzJypLVNk49OltcWNOWjQGWqS9r3M8xVemYvrSCLTOt2fhcfby6tsH0PXM9Q7PpiQG6f5WpP/N9v7LWOOvHtClx3KHCfw3WUhJiD9WVeThhwAq+NIjTQM9Rw+YSsLmuTKCtNlymRTXgc9bAuQSCVnAXLMI2cFq+fLk8++yzMnbsWLftlZWVMnXqVHPRoAqh0Y/KqnWy6A/dgKzkkOtbBSC0OM44jBZxT3r7jRVI1WgWrDHw0tYYJhhrbHvhqEdzNJStqD3UKsM1qLOybNJSw1lxZOg8j8FRu6btavX1Sv0w/dleVibtxS+3yz+umyRjG08cCoSwDJzKy8vlyiuvlOeff17uv/9+t8dmzZplrpcsWRKg0aEjujfJ72emxEvP1ATnDxQAhAMrM5MUfagovWmpgi+zaVbmyNSQWbVnjXVkeruy8cxMfdxqq9GggZit+UkGrtOmjpo295MKnCsMuARxjlo3xzY9OcG07NDatyZLJJhjNuiY6wPe0iIsA6eZM2fK2WefLVOmTGkWOHVETU2NuVhKS0s7fUy0T9Mzikb1SXfOw5NwAoD2sxZYd9w2fTSa6d6xjho+YQViOg2qTWo1GNO1SnVliUAKu8BpwYIFpn5Jp+p8Zd68eTJ37lyfHQ+d180lA6Vz34N7pHg8XVv/StJ5+a7S0ut5Ow79RdHev6Y0Xa9/qZm/VBvT7B39g6zpc/WvS2utP+u0dVNA29oicgDgy/o1Degas2/6u951jdNACKvAKTc31xSCf/rpp5KYmOiz42ot1OzZs90yTjk5HekrDF9xLRQ8cmB3t7+c4F+H6igcNRbe0virsq7B/AWpRbYtKa6qM120m6bqm3L0G3I/jgZ6uvZca8cHgM4Iq8Bp5cqVkp+fL0ceeaRzW0NDg3z++efy5JNPmum2mJj2R6oJCQnmguBE0NS1zBkujSczazPB9uguXUMDJ2sRX0/ZMV17TulD2itob3GV2U//wtXsXXFlnTmTSU9VB4CwDZxOO+00Wbdundu2a665RkaOHCl33HFHh4ImAKHHSuV7e2r6kQM8h3QHK2qdzRhbm1atrnffRx/T4CyvtNpMbepta606AKEtrAKntLQ0GT16tNu2lJQUycrKcm7Py8szl61bt5r7Gmjp8wYMGCCZmZkBGTeA4G3C6qssmdU529XByloTcDmmMVs/5duqN6uqdfQTcj2WTm/qqepKAzXNtllLrADwrbAKnLzxzDPPuBV6n3jiieb6xRdflKuvvjqAIwMQzhxN/Nyz3n0ykvz2eho4af8fXYLE9OKpqmsMvg7tY6YyG9ea0wBOa9AsVbX1zn0169ZGyRkQMaLs1ikz8JoWh2dkZEhJSYmkp6cHejgA4Fda0K8fFPpx4e1yHLq+nBWsuZ5QWuFypqbVxFGnPCtr603NmU5r6nP1eXoKuu4DWGZMHihZjT38AvW5HnEZJwBA+xzqzu99nwtdX00vnVFWXScHymokr6Ta0YzRBFO6fpwjM2b92a9Bl06FalBGHRn8jcAJABCU0hLjzGVIz1SvM2NljWdMdoTWiblmuDQYs7JfOp3p2tfM+Zp2RxNerSfTqVFHh2xHENeedh0IHQROAICwyYx1KsvVyQxZU02DLA3CXLfYbSJRTbqpaLBld2k2q9k17Wuma9dp9k236Rp22kaDQpvAIHACAMAPmtaDafasLele7KMcU5Pu2TUNsPREAE90CtP1TExzJmdjRkynOjWoU9q7zFNdmdae6evZCdYInAAACMWzNJsGWd4GXR2lwVp1k678GnxpLZpFYy7XfTwtI6XBnWbNLHYr0+aWj3OornMsLOxoSOs4kSDQCJwAAIBXwVpKk6ayer9nWmStrMFaFQAAAF4icAIAAPASgRMAAICXCJwAAAC8ROAEAADgJQInAAAALxE4AQAAeIk+Tp1oo6+rKQMAgNBmfZ43XSbHEwKnDigrKzPXOTk5gR4KAADw4ed7RkZGq/tE2b0Jr+DGZrPJ3r17JS0trdlaRJ2NeDUYy83NlfT0dIk0kfz+I/m9R/r7j+T3Hunvn/eeEzTvXUMhDZr69u0r0dGtVzGRceoA/aL279/fb8fXb6Jg+EYKlEh+/5H83iP9/Ufye4/09897T5dg0FamyUJxOAAAgJcInAAAALxE4BREEhIS5J577jHXkSiS338kv/dIf/+R/N4j/f3z3u8JyfdOcTgAAICXyDgBAAB4icAJAADASwROAAAAXiJwAgAA8BKBE4CwsWTJEtPNv7i4uMtfW19XL926dWvXWPVy/vnn+318AHyDwAlASDr55JNl1qxZbtuOO+442bdvn9cdgH3txRdflB9++MGrfa2xXnrppX4fFwDfIXACEDbi4+Old+/ePl1Dsj0029SrV692jTUpKcnv4wLgOwROAELO1VdfLUuXLpXHH3/cOd21Y8eOZlN1L730kglm3n//fRkxYoQkJyfLxRdfLJWVlfLyyy/LoEGDpHv37nLTTTdJQ0OD8/g1NTXy29/+Vvr16ycpKSkyadIkc+z2WrNmjZxyyilmQXBdj2vixImyYsUKn34tAHQtFvkFEHI0YNIpsdGjR8t9991ntvXs2dMET01pkPTEE0/IggULzOrnF154oVxwwQUmoPrwww9l27ZtctFFF8nxxx8v06dPN8/5zW9+Ixs3bjTP0dXS3377bZk6daqsW7dOhg8f7vU4r7zySpkwYYI8/fTTEhMTI6tXr5a4uDgffiUAdDUCJwAhR2uYdKpLM0g63dWauro6E7gMHTrU3NeM09///nfZv3+/pKamyqhRo0xWaPHixSZw2rVrl6lV0msNmpRmnxYuXGi2/+lPf/J6nHqM2267TUaOHGnutyfoAhCcCJwAhDUNrqygSWVnZ5spOg2aXLfl5+eb25pV0mm7ww47zO04On2XlZXVrteePXu2XHfddSZQmzJlilxyySVuYwEQegicAIS1plNjWgPlaZvNZjO3y8vLzbTaypUrzbUr12DLG/fee69cccUV8sEHH8hHH31kFjXV6T+dKgQQmgicAIQknapzLej2Fa1J0uNqBuqEE07o9PE0c6WXW265RS6//HIz3UfgBIQuzqoDEJJ0uu2bb74xBeEFBQXOjFFnaZCjRd0zZsyQt956S7Zv3y7ffvutzJs3z2SOvFVVVWWKzPVsvJ07d8qXX34py5cvl8MPP9wn4wQQGAROAEKSFmzrVJoWd+sZdVqI7SuaFdLA6dZbbzVtDLSztwY9AwYM8PoYOrbCwkJzHA3GtNHltGnTZO7cuT4bJ4CuF2W32+0BeF0ACCtaJ6VtC9q7fIr2pNK+U++8847fxgbAd8g4AYCPaA1T//79vdr3iy++MMXmr776qt/HBcB3yDgBgA9s3brVOUU3ePBgr2qg9uzZY25rANVWPyoAwYHACQAAwEtM1QEAAHiJwAkAAMBLBE4AAABeInACAADwEoETAACAlwicAAAAvETgBAAA4CUCJwAAAC8ROAEAAHiJwAkAAMBLBE4AAABeInACAADwUqy3O+IQm80me/fulbS0NImKigr0cAAAQCfY7XYpKyuTvn37SnR06zklAqcO0KApJycn0MMAAAA+lJubK/379291HwKnDtBMk/UFTk9PD/RwAABAJ5SWlpqEiPX53hoCpw6wpuc0aCJwAgAgPHhTfkNxOAAAgJcInAAAALwU1oHT/PnzTdpt1qxZzm3V1dUyc+ZMycrKktTUVLnoootk//79AR0nAAAIDWEbOC1fvlyeffZZGTt2rNv2W265Rd577z355z//KUuXLjVnyF144YUBGycAAAgdYRk4lZeXy5VXXinPP/+8dO/e3bm9pKRE/va3v8kjjzwip556qkycOFFefPFF+eqrr+Trr78O6JgBAEDwC8vASafizj77bJkyZYrb9pUrV0pdXZ3b9pEjR8qAAQNk2bJlLR6vpqbGnKroegEAAJEn7NoRLFiwQFatWmWm6prKy8uT+Ph46datm9v27Oxs81hL5s2bJ3PnzvXLeNHcks35UlheK2cckS1piXFedXytt9mlvkGvbY5tbo9bN1y2Nd5xPoZmoqOjxGbjCwQguKQlxkpsTODyPmEVOGlDyptvvlk+/fRTSUxM9Nlx58yZI7Nnz27WKAu+t3FvqXy3q9jcfue7PXLehH6S3hg8aYC0ZneJfLwhz+y3vaBC8kqqpbbBESwBAMLfuzOPl3E57gmQrhRWgZNOxeXn58uRRx7p3NbQ0CCff/65PPnkk/Lxxx9LbW2tFBcXu2Wd9Ky63r17t3jchIQEc4F/aXbj622FzvsF5bXy3pq9cuaobHln9V75x9c7ZUdhZUDHCACIbGEVOJ122mmybt06t23XXHONqWO64447TJYoLi5OFi1aZNoQqM2bN8uuXbtk8uTJARo1LN/nlUpJVZ3zvs1ul0Ub8+VPH3wvFbUNZltcTJQcOyRLJg7oLkf0y5ChPVPMdF58TLTExUZJdFSUWI1fo+RQB9hD25p3iGWZ5uZ0gq64sla6J8cHeigA4MaL5t5+FVaBk64xM3r0aLdtKSkppmeTtf3aa681026ZmZlmuZQbb7zRBE3HHntsgEYNVddgk2U/FjoDps15ZbJi50Epqqg123qnJ8rMU4fJeeP7Oqfu4F9ZqWRZASCsAydvPProoxIdHW0yTnq23Jlnnil/+ctfAj2siKd1TWXV9ZJbVCmfbzlgpulUQmy0XH7MAPn92YdLXACLAQEAUFF2rbhFu2hxeEZGhukLxSK/nVdd1yAvfLld1u0ukYXr88w0UXxstJmOO2pQd7nptOEETQCAoPhcj7iME4JDbb1NVucWS/fkOFm3p0Q27CmVhRscQdOI7DQ5aURPSYqLMfVMBE0AgGBB4ISA9WrasNfRSPRgRa1pMaC5z8P7pMnph2ebwu3Y6CgZl5MR6KECAODEn/Locnq21vf7ysxtnSle/EO+aWCZ0z1JpjQGTWp0vwxJjie2BwAEDz6V0OXeWJ4rz3+xzdQx9euWJLlFVRITHSWnHZ5t2gkozTYdMzgz0EMFAMANgRO6VHlNnTy1eKuU19SL1Iiz3cCEnG6SkXSozcBPhveQlAS+PQEAwYVPJnSp5z/fJqXV9SbDdFh2qvyQVy59uiXK5KFZ5gy6bknx0iMtXvpkJAV6qAAANEPghC6xfEeRbNlfLu+v3Wfuj+ufIScM7ylTDreb6bnTR2WbmiYAAIIZxeHwu52FFfLfLQWyo7DCLMyrbjx1uFnhWoOmHmkJckRf+mEBAIIfgRP87pttReb6h/1lYrOLKQg/ZWQvU8ekjhmU6TyTDgCAYMZUHfyqoLxG9hRXSYPNLmtyi822qaN7m+uRvdNNk8sBmckBHiUAAN4hcIJf6WK9auWug3Kwss4ESr/4yWDn4wOzUgI4OgAA2oepOvg9cCqtqpNvtzum66aN7m2m6gAACEUETvAb7dFUUlUny3cWmam6/t2T5Kdj+wR6WAAAdBiBE/xmf2m1VNU2OJdXOXZwlgzqwdQcACB0ETjBr4GTnkmn2aaeaQkyMCtJcigEBwCEMAIn+M3e4mrZuK/U3B7VJ12G9kqTuBi+5QAAoYtPMfiMNresqW8wt6vrGmTj3lLJL6uR6Cgxy6to8AQAQCgjcILP/HdrgQmW1O6DlbJq10Fze0jPVMlOT5SBWUzTAQBCG4ETfKKuwSZF5bWyvjFwWrL5gHzfOE03IaebHJadRndwAEDII3CCz1oP2Ox2KSirkffW7JUF3+aKXUSG9kyRvt2SZFiv1EAPEQCATiNwgk/kl9Y4b3+5tUC2Hig3tycPyZLEuBjpnZ4YwNEBAOAbLLkCnyiqrBW7XXNM4uwSPrJ3mmSlJsjgHskSrRXiAACEOAIn+MS63cXy/BfbparOcVadOmZQprlmPToAQLhgqg4+8eG6fW5Bk7Ye6J4SLzHRUZxNBwAIG2Sc0GmF5TWyeb+jpml4r1RJT4qTc8f1NVN3PdISJDmebzMAQHjgEw2d9u7qPWZZlayUeJk2urepZzp/fD9JSYgxZ9YBABAuCJzQaV/9WGiuh/RMMb2a+nVLkozkuEAPCwAAn6PGCZ22dneJue6bkWSuR/ZmaRUAQHgicEKnHCirMevRqT4ZiZKRFCcj+6QFelgAAPgFU3XolM9/OGCus1LjpX9mslwwoZ/ExRCPAwDCE59w6JTFm/PNdU73ZDlrTB9JSSAWBwCELwIndJjNZpdVuw6a26eN7CWZKfGBHhIAAH5F4IQOW7+3RPJKqs1tbT8AAEC4I3BCh32yIU9sdpFuSXHSP9NxRh0AAOGMwAkdUt9gk2WN/ZvGD+hm+jcBABDuCJzQIbsPVjmXWfnpmD6BHg4AAF2CwAkd8sWWA1JeUy/xMdFyNoETACBCEDihQ/7zvaMNwai+6ZJECwIAQIQgcEK7NTTYnG0Ijh+aFejhAADQZQic0G5LfjggZdX1EhsdJSeP7Bno4QAA0GUInNAuFTX18sbyXHN7YFayDO3JunQAgMgRVoHT008/LWPHjpX09HRzmTx5snz00UfOx6urq2XmzJmSlZUlqampctFFF8n+/fsDOuZQsr+0Wp7/Ypt8l1ts7h/RN4Nu4QCAiBJWgVP//v1l/vz5snLlSlmxYoWceuqpct5558mGDRvM47fccou899578s9//lOWLl0qe/fulQsvvDDQww4Z3+8rlaKKWjlQViPatumsMb0DPSQAALpUlN1ut0sYy8zMlD//+c9y8cUXS8+ePeW1114zt9WmTZvk8MMPl2XLlsmxxx7b4jFqamrMxVJaWio5OTlSUlJiMluRYsG3u+Td1Xtl2bZCGZSVLO/fdIKkckYdACDE6ed6RkaGV5/rYZVxctXQ0CALFiyQiooKM2WnWai6ujqZMmWKc5+RI0fKgAEDTODUmnnz5pkvqHXRoCnSaHxdUF4jP+wvM/dPGdGLoAkAEHHCLnBat26dqV9KSEiQG264Qd5++20ZNWqU5OXlSXx8vHTr1s1t/+zsbPNYa+bMmWOiUOuSm+sojo4kZTX1sre4WgoraiUmKkouOap/oIcEAECXC7uUwYgRI2T16tUmwPnXv/4lV111laln6gwNwvQSyUoq62TdnhJze3h2qozsHTlTlAAAhG3gpFmlYcOGmdsTJ06U5cuXy+OPPy7Tp0+X2tpaKS4udss66Vl1vXtT5NwWLQjfnOeYpps2urdER7OoLwAg8oTdVF1TNpvNFHZrEBUXFyeLFi1yPrZ582bZtWuXqYFC6z7fckBqG2ySkRQnZxxBoAkAiExhlXHSWqRp06aZgu+ysjJzBt2SJUvk448/NkXd1157rcyePducaadV8zfeeKMJmlo7ow4OK3YUmeshPVJkQGZyoIcDAEBAhFXglJ+fLzNmzJB9+/aZQEmbYWrQdPrpp5vHH330UYmOjjaNLzULdeaZZ8pf/vKXQA87JM6oW7en1Lmobwpn0wEAIlTA+jgdeeSR7do/KipK/v3vf0u/fv0klPo9hIPdByvlJw8sFi1remz6BDl3fN9ADwkAgIB8rgcsdaBnvt16662mdUBbNLbTjuCuTSjRddbtdpxNl5WaYNanAwAgUgV0zuW2226TXr16ebXvww8/7PfxwLNVuxxr0/VKS5Ds9MRADwcAgMgLnLZv326WQPHWxo0bpW9fpogCYe1uR+DUJyNReqZFdj8rAEBkC1jgNHDgwHbtH4nLnAQDnSbd1Ni/6Yi+GRJD/yYAQAQLmtOjqqurZe3atebMOO295Orcc88N2LgiXV5ptZRU1UlUlMhxQ7MCPRwAAAIqKAKnhQsXmjYCBQUFHs+m0wV7ERgbGtsQZKXEyxH9MgI9HAAAAiooOodrI8pLLrnE9F/SbJPrhaApsDbsLXU2vkylfxMAIMIFReCk68VpR+/s7OxADwVNrGksDD9+eI9ADwUAgIALisDp4osvNkujIHhU1NTLmtxic1HHDKK+CQCAoJh7efLJJ81U3RdffCFjxowxi/G6uummmwI2tki1YudB+WprgRRW1DqXWgEAINIFReD0+uuvyyeffCKJiYkm86QF4Ra9TeDU9XKLKmV/abWzf1NGknswCwBAJAqKwOn3v/+9zJ07V+68806zCC8Cq8Fml8LyWtleUGHu04YAAACHoIhSamtrZfr06QRNQaK4slZq6hucjS9/OpaO7QAAqKCIVK666ip54403Aj0MNDpYWScb95VKTb3N9G868TDvl8YBACCcBcVUnfZqevDBB+Xjjz+WsWPHNisOf+SRRwI2tkhUUlUrm/Y5sk3TRvdmmRUAAIIpcFq3bp1MmDDB3F6/fr3bY66F4ugaOwsqzVIr6qwxfQI9HAAAgkZQBE6LFy8O9BDg4tsdRea6Z1qCjO7PMisAAARVjROCy9b8cnM9tGeKpCfShgAAgKDKOJ1yyimtTsl99tlnXTqeSGaz2WVfiWOabnivtEAPBwCAoBIUgdP48ePd7tfV1cnq1atNvZOecYeubUVQUF5jbtMtHACAIAycHn30UY/b7733Xikvd0wboWv8WFBh2hBoAnB8TrdADwcAgKAS1DVOP/vZz+SFF14I9DAiyvrdJea6W1Kc9O2WFOjhAAAQVII6cFq2bJlZvw5dx+oWrmfUsT4dAABBOFV34YUXut232+2yb98+WbFihdx1110BG1ck+rHAMTWak5kc6KEAABB0giJwyshw7xWka9aNGDFC7rvvPjnjjDMCNq5ItLuoylwP65ka6KEAABB0giJwevHFFwM9BIjIgbIazqgDACBUa5zQtVbuKJJ6m92sTXdEXzqGAwAQNIFTZmamFBQUeL3/gAEDZOfOnX4dU6RbsfOguc5KiZde6QmBHg4AAEEnYFN1xcXF8tFHHzWrb2pJYWGhNDQ0+H1ckdwx/Pu8UucZdSy1AgBAkNU40RU8eBRW1Mr+Ekd906CslEAPBwCAoBSwwMlmswXqpeHB/tJqyT1YaW6Py6G+CQAATygOh/HNtkKz1EpCbLQcOyQr0MMBACAoETjBWLat0FwPzEqWPhkstQIAgCcETjDW73GsUTe0Z6o5qw4AADRH4ATZW1wleaWOwvCjBnaX6OioQA8JAICgROAE+bpxmi4zOV6GZacFejgAAAStgJ1VV1rq6BnkjfR0lv/oimm6Hmnxkk3jSwAAgi9w6tatm0RFtT4lZLfbzT40vvSvXUWONgTdkuKlbzcKwwEACLrAafHixYF6aTSxt7jaXPftnkTHcAAAgjFwOumkkwL10mgiv8wROE0alBnooQAAENSCpjhc1657+OGH5brrrjOXRx99VEpKHLU33po3b54cffTRkpaWJr169ZLzzz9fNm/e7LZPdXW1zJw5U7KysiQ1NVUuuugi2b9/v0QqnQ4tqaoztycNIXACACDoA6cVK1bI0KFDTbBUVFRkLo888ojZtmrVKq+Ps3TpUhMUff311/Lpp59KXV2dnHHGGVJRUeHc55ZbbpH33ntP/vnPf5r99+7dKxdeeKFE8lIrdQ12c7tHGoXhAAC0JsquKYcAO+GEE2TYsGHy/PPPS2ysY/awvr7eZJ62bdsmn3/+eYeOe+DAAZN50gDpxBNPNBmsnj17ymuvvSYXX3yx2WfTpk1y+OGHy7Jly+TYY4/1+ozAjIwMc7xQP+NPWxFc9tzXEhMVJVv/NK3Ngn0AAMJNez7XgybjdMcddziDJqW3b7/9dvNYR1lTfZmZjimolStXmizUlClTnPuMHDlSBgwYYAKnltTU1JgvquslXOQ2nlGXnhRL0AQAQBuCInDS6G7Xrl3Ntufm5pp6pY6w2Wwya9YsOf7442X06NFmW15ensTHx5tWCK6ys7PNY63VTmkkal1ycnIknLqGq4wkzqYDACAkAqfp06fLtddeK2+88YYJlvSyYMECM1V3+eWXd+iYWuu0fv16c5zOmjNnjsleWRcdX7jIK3WcUZfJ+nQAAARvOwJXDz30kJkmmjFjhqltUnFxcfLrX/9a5s+f3+7j/eY3v5H333/f1Eb179/fub13795SW1trzuBzzTrpWXX6WEsSEhLMJRwdKHOsUZeVEp7vDwCAsMs46fTZ448/LgcPHpTVq1ebi55Zp2fZtSdg0Tp3DZrefvtt+eyzz2Tw4MFuj0+cONEEZIsWLXJu03YFOk04efJkiTQVNfVSWuUIVLNSyTgBABASGad//OMfpiVAcnKyjBkzpsPH0ek5PWPu3XffNbVRVt2S1iUlJSWZa50SnD17tikY19qqG2+80QRN3p5RF06KKmqlut6xnE0WU3UAAIRGxkl7K2nbgCuuuEI+/PDDDq9N9/TTT5sapJNPPln69OnjvGjtlEWzWD/96U9N40ttUaBTdG+99ZZEIg2c6upt5nYaxeEAAIRGxmnfvn2ycOFCef311+XSSy81madLLrlErrzySjnuuOO8Po43LakSExPlqaeeMpdIV1hRI7UNjsApNSEovhUAAAhqQZFx0p5NmgV69dVXJT8/32SFduzYIaeccorpHg7/KK6sk9rGjBOBEwAAbQu6T0vNNp155pmmUHznzp3y/fffB3pIYctmFzJOAACEWsZJVVZWmozTWWedJf369ZPHHntMLrjgAtmwYUOghxbWrIxTCoETAABtCopPy8suu8z0XdJsk9Y43XXXXRHZHiAQrAV+0xKD4lsBAICgFhSfljExMfLmm2+aKTq9ja5DxgkAAO8FxaelTtGh69nsdmeNU0oCASsAAEEfOOlivC+99JLppaRn0unSK9rx++KLL5af//zn5j78m21SaQn0cQIAIKiLw7Xv0rnnnmsW892zZ4/pGn7EEUeYs+muvvpqUxwO/6lpDJw0Nk2MC5rzBAAACFoBzThppkkX4tW147Rnkytda+7888+XV155xSz+C9+rqXN0aE+OiyGzBwCAFwKaZtBO4b/73e+aBU3q1FNPlTvvvJP6Jz+qbsw4JcVT3wQAQNAHTmvXrpWpU6e2+Pi0adNkzZo1XTqmSFLTuMBvSnzAS90AAAgJAQ2cioqKJDs7u8XH9THtIA7/qKlzZJySOaMOAIDgD5waGhrMOnUt0Z5O9fX1XTqmiMw40cMJAACvxAb6rDo9ey4hIcHj4zU1NV0+pkhS3ZhxSmWqDgAArwT0E/Oqq65qcx/OqPN/xonlVgAA8E5APzFffPHFQL58xHNmnAicAADwCl0PI1h1Yx+ntES6hgMA4A0CpwhmBU4ZSQROAAB4g8ApglU1TtUROAEA4B0CpwhmZZzSk6hxAgDAGwROEcw5VUeNEwAAXiFwimBVVuCUHB/ooQAAEBIInCLYobPqmKoDAMAbBE4RymazO9eqI3ACAMA7BE4RqqK2XuyNt9OpcQIAwCsEThGqrNqxeHJ0lEhCLN8GAAB4g0/MCPWvlbvNtc0uEhUVFejhAAAQEgicItQjn/4Q6CEAABByCJwAAAC8ROAEAADgJQInAAAALxE4AQAAeInAKcJpOwIAAOAdAqcIFx/DtwAAAN7iUzNC3XDSUHN96dE5gR4KAAAhg0XKItQdU0dIr7QEGZCZHOihAAAQMsg4RSjtFp6eFCcxFDkBAOA1AqcIR+AEAID3CJwiHIETAADeI3CKcAROAAB4j8ApwhE4AQAQwYHT559/Luecc4707dvXFEC/8847bo/b7Xa5++67pU+fPpKUlCRTpkyRLVu2SKSKjiJwAgAgYgOniooKGTdunDz11FMeH3/wwQfliSeekGeeeUa++eYbSUlJkTPPPFOqq6slEsWScQIAIHL7OE2bNs1cPNFs02OPPSZ/+MMf5LzzzjPbXnnlFcnOzjaZqcsuu8zj82pqaszFUlpaKuGCqToAACI449Sa7du3S15enpmes2RkZMikSZNk2bJlLT5v3rx5Zj/rkpMTPt22CZwAAPBeRAVOGjQpzTC50vvWY57MmTNHSkpKnJfc3FwJF0zVAQAQwVN1/pCQkGAu4SiWRX4BAPBaRH1q9u7d21zv37/fbbvetx6LNGScAADwXkQFToMHDzYB0qJFi9wKvfXsusmTJ0skio0hcAIAIGKn6srLy2Xr1q1uBeGrV6+WzMxMGTBggMyaNUvuv/9+GT58uAmk7rrrLtPz6fzzz5dIFBsdUbEzAACdEnaB04oVK+SUU05x3p89e7a5vuqqq+Sll16S22+/3fR6+uUvfynFxcXyk5/8RBYuXCiJiYkSieLIOAEA4LUouzY3Qrvo9J62JdAz7NLT0yVU/Wvlbpk6urekJoRd/AwAgF8+15mniXAUhwMA4D0CpwgXRzsCAAC8xqdmBNOYic7hAAB4j8ApgsXHxAR6CAAAhBQCpwgWH8s/PwAA7cEnZwSjFQEAAO1D4BTB4ikMBwCgXfjkjGBxTNUBANAufHJGMDJOAAC0D5+cEYweTgAAtA+fnBEsPpbicAAA2oPAKYLRxwkAgPYhcIpgcWScAABoFwKnCEaNEwAA7cMnZwSjczgAAO3DJ2cEox0BAADtwydnBCNwAgCgffjkjGDR0RSHAwDQHgROAAAAXiJwAgAA8BKBEwAAgJcInAAAALxE4AQAAOAlAicAAAAvETgBAAB4KdbbHXGI3W4316WlpYEeCgAA6CTr89z6fG8NgVMHlJWVmeucnJxADwUAAPjw8z0jI6PVfaLs3oRXcGOz2WTv3r2SlpYmUVFRPo14NRjLzc2V9PR0iTSR/P4j+b1H+vuP5Pce6e+f954TNO9dQyENmvr27SvR0a1XMZFx6gD9ovbv399vx9dvomD4RgqUSH7/kfzeI/39R/J7j/T3z3tPl2DQVqbJQnE4AACAlwicAAAAvETgFEQSEhLknnvuMdeRKJLffyS/90h//5H83iP9/fPe7wnJ905xOAAAgJfIOAEAAHiJwAkAAMBLBE4AAABeInACAADwEoETgLCxZMkS082/uLi4y19bX1cv3bp1a9dY9XL++ef7fXwAfIPACUBIOvnkk2XWrFlu24477jjZt2+f1x2Afe3FF1+UH374wat9rbFeeumlfh8XAN8hcAIQNuLj46V3794+XUOyPTTb1KtXr3aNNSkpye/jAuA7BE4AQs7VV18tS5culccff9w53bVjx45mU3UvvfSSCWbef/99GTFihCQnJ8vFF18slZWV8vLLL8ugQYOke/fuctNNN0lDQ4Pz+DU1NfLb3/5W+vXrJykpKTJp0iRz7PZas2aNnHLKKWZBcF2Pa+LEibJixQqffi0AdC0W+QUQcjRg0imx0aNHy3333We29ezZ0wRPTWmQ9MQTT8iCBQvM6ucXXnihXHDBBSag+vDDD2Xbtm1y0UUXyfHHHy/Tp083z/nNb34jGzduNM/R1dLffvttmTp1qqxbt06GDx/u9TivvPJKmTBhgjz99NMSExMjq1evlri4OB9+JQB0NQInACFHa5h0qkszSDrd1Zq6ujoTuAwdOtTc14zT3//+d9m/f7+kpqbKqFGjTFZo8eLFJnDatWuXqVXSaw2alGafFi5caLb/6U9/8nqceozbbrtNRo4cae63J+gCEJwInACENQ2urKBJZWdnmyk6DZpct+Xn55vbmlXSabvDDjvM7Tg6fZeVldWu1549e7Zcd911JlCbMmWKXHLJJW5jARB6CJwAhLWmU2NaA+Vpm81mM7fLy8vNtNrKlSvNtSvXYMsb9957r1xxxRXywQcfyEcffWQWNdXpP50qBBCaCJwAhCSdqnMt6PYVrUnS42oG6oQTTuj08TRzpZdbbrlFLr/8cjPdR+AEhC7OqgMQknS67ZtvvjEF4QUFBc6MUWdpkKNF3TNmzJC33npLtm/fLt9++63MmzfPZI68VVVVZYrM9Wy8nTt3ypdffinLly+Xww8/3CfjBBAYBE4AQpIWbOtUmhZ36xl1WojtK5oV0sDp1ltvNW0MtLO3Bj0DBgzw+hg6tsLCQnMcDca00eW0adNk7ty5PhsngK4XZbfb7QF4XQAIK1onpW0L2rt8ivak0r5T77zzjt/GBsB3yDgBgI9oDVP//v292veLL74wxeavvvqq38cFwHfIOAGAD2zdutU5RTd48GCvaqD27NljbmsA1VY/KgDBgcAJAADAS0zVAQAAeInACQAAwEsETgAAAF4icAIAAPASgRMAAICXCJwAAAC8ROAEAADgJQInAAAALxE4AQAAeInACQAAwEsETgAAAF4icAIAAPBSrLc74hCbzSZ79+6VtLQ0iYqKCvRwAABAJ9jtdikrK5O+fftKdHTrOSUCpw7QoCknJyfQwwAAAD6Um5sr/fv3b3UfAqcO0EyT9QVOT08P9HAAAEAnlJaWmoSI9fneGgKnDrCm5zRoInACACA8eFN+Q3E4AACAlwicAAAAvETgBAAA4CUCJwAAAC8ROAEAAHiJwAkAAMBLBE7t8NRTT8moUaPk6KOPlkjUYLMHeggAAARUlF37jKPdjbIyMjKkpKQkovo4VdbWS3I8rb8AAJH7uU7GCV6rqbMFeggAAAQUgRO8dqC8ps19SGACAMIZgRO8tmV/udTWt551Kqmq67LxAADQ1Qic4LWiylqpqW9odZ/ymvouGw8AAF2NwAleq29ou8apuq71wAoAgFBG4ASf0Wm8ugZqnAAA4YvACT5TXFkb6CEAAOBXBE7wWlsnzOWXtX3WHQAAoYzACT5TWEHGCQAQ3gic0C6tJZ3q2mhVAABAqCNwgk+DKvpfAgDCGYETAACAlwic4DWSSQCASEfgBAAA4CUCJwAAAC8ROKFd2ir+tjOhBwAIYwRO8Jq9jaiprccBAAh1BE4AAABeInACAADwEoFTOzz11FMyatQoOfroowM9FAAAEAAETu0wc+ZM2bhxoyxfvjzQQwlalDkBAMIZgRPah8AIABDBCJzgM8RUAIBwR+AEAADgJQInAAAALxE4wWsUfgMAIh2BEwAAgJcInNAurEUHAIhkBE7wyvaCCtl2oLzVfZjKAwCEOwIneOWUh5bI68tzZd3ukkAPBQCAgCFwQrss31EU6CEAABAwBE5ol11Fla0+znQdACCcxfrrwEceeWS79o+KipJ///vf0q9fP38NCT6wr6Q60EMAACD8AqfVq1fLrbfeKqmpqW3ua7fbZf78+VJTU+Ov4cBHKmrqW3mUdBMAILz5LXBSt912m/Tq1curfR9++GF/DgU+UlnbEOghAAAQfjVO27dvl549e3q9/8aNG2XgwIH+Gg68VFDeetaPwAkAEMn8FjhpEKR1S97KycmRmJgYfw0HXjpYUdvq4xW19V41yKxvsPl0XAAAhP1Unavq6mpZu3at5Ofni83m/qF67rnndtUw0Ia2Mkqt1ThpsJRf6igeL6+pl27J8T4fHwAAYR84LVy4UGbMmCEFBQXNHtOsVEMD0z/BYkt+uYzL6dbi4za7o5jfUzbx6aXbZMPeUnnt+kmS0z2ZwAkAEHa6pI/TjTfeKJdccons27fPZJtcLwRNwWV/Y8aoqfTEQzF2Xgv7aNCkPlqXJw02u1TX8W8LAAgvXRI47d+/X2bPni3Z2dld8XLoBJumlDyIizn0rVLVxnReelKsV80yAQAINV0SOF188cWyZMmSrngpdJK9g/u4ZpcykuLMPjsKKnw6NgAAIqLG6cknnzRTdV988YWMGTNG4uLi3B6/6aabumIY8GNAVVJV57ydHO/4tioob/0MPQAAQk2XBE6vv/66fPLJJ5KYmGgyT66FxXqbwCl4dHStua355c7b+s+rBeS19dQ4AQDCS5cETr///e9l7ty5cuedd0p0NOsKBzOrD1Oz7S4RlafgasPeklYfBwAgHHRJFFNbWyvTp08naPJSURtNKAOhrVjoTx9u6qKRAAAQOF0SyVx11VXyxhtvdMVLhTzN7OworJDK2vo2lz/xz+t7tVebj1oXAADCSZdM1WmvpgcffFA+/vhjGTt2bLPi8EceeaQrhhES1u8plc9/OCCb88pkUFaK9EhN6LLXdp2Oa/5Y6889YXgP+WJL8wanAACEky4JnNatWycTJkwwt9evX+/2WHvWswu0p556ylz82bSzuKrWBCl5JdVSb7PLMYMzJSa6a79GLXUGP/R4823dXbuE2+3UOQEAwlKXBE6LFy+WcDBz5kxzKS0tlYyMDL+/XlF5razYUSSThmRJoLWWjTKPe7hN8AQACDdUawcxm91u1o7T5Uu6greBDvEQACBSdUnG6ZRTTml16uezzz7rimGEJC0Qr2uwSUx0TJe9pgZQTf+52gqWmrcrILwCAISfLgmcxo8f73a/rq5OVq9ebeqd9Iw7tCwYp7vITAEAIlWXBE6PPvqox+333nuvlJcf6jiNwLL7KArS7FMwBnwAAIR0jdPPfvYzeeGFFwI5BHhYb87eZvF38z2IkwAAkSCggdOyZcvM+nUIvKraBimq8E3DTQ2i9hVXSX2DzSfHAwAgoqbqLrzwwmZTOfv27ZMVK1bIXXfd1RVDCGldMe21vaBCqupa7k/V1lp1rimnFTsOytz3Nkp2eoL86qShvh4qAADhHTg17Xmka9aNGDFC7rvvPjnjjDO6YggRQ5dqSY5v/z/rAZflXRxBUsebbn6wbp+53l/a9UvGAAAQ8oHTiy++2BUvAxHZVVQpI3und6hnVGuFSm22I3DZIy4mSuoaqHoCAIQfGmCGmfyOZnlM3GT3ydRhSkKXxOMAAIRP4JSZmSkFBd4v+jpgwADZuXOnv4YT0rwNaLbml8nOwgpzuyPdxlsLiNoKllwfT4471KyzupW6KQAAQo3fUgPFxcXy0Ucfeb2mW2FhoV8Xz40EB8pqpaBcFwm2t7vbuAZnVqzVnmk5T5JdMk5/X7ZTrj9xiNfjAAAgmPl1ToWu4F3LOvNNr2obbJLokvnR1gAx0VGtLn3T2kK+bQVLbhmn+EOv++2OIgInAEDY8FvgZLPRw6er2xE0NO6ohd4VNfWSnhjnfKze5sgoxce2Ejh5OYa2xhPtEpxNHNjdq7EDABAKKA4PI65TbU1bAWgwVd9KMKvBUGVNg7y7eo/MeWtdu1/bNSPlGld1pNYKAIBgReAURkxLgcbr8up6t8c0gKmrbzmI0efc8uZq2VFYKf9aubtZwNOu8MclJfXs0h/b80wAAIIagVMIsHegxml/abXbY5psqqxzD6Zc1Tfpu9RavZPn13a57bK9tEkABwBAKCNwCiPW0nAmcCqrluLK2sbtdlP/VFjuuO9J0zipWdjUjhonK/MFAEC4IXAKI1bPJK030gzSnuIqc7+gvMYET631VGp61lx7Yx/X3YmbAADhym9n1ZWWlnq9b3p6+5cIQXPlNY5pMS1P0uClpt6RgqqqbTAZJ2/PmvMYSLkVf7ceGVEPDgAIV34LnLp169ZqzyCrjkb3ofFl67ytN9K6Ju3XVFJVZ+4frHBMzem0nRZpTxyYKUcPyvT8Gs1es71j9Dze7PSE9h0IAIBIDJwWL17sr0PDA20j8Nh/tpjbuw9WyeCeKc6M058XbpYVOw/KZ5sOyMxThnUoOGtPH6f27AsAQCjxW+B00kkn+evQ8OCZpduct99ds1duOnWYM2jRoKktzabq2ioWb36ENns6AQAQ6rpsGXtdu+5vf/ubfP/99+b+EUccIb/4xS+8XssuUmiTyh2FFZJXUi1rd5fI5cfkeBV8DO6RLN/vK/VJcbfjfivLr9jtYrPZJTra81QsGScAQLjqkrPqVqxYIUOHDpVHH31UioqKzOWRRx4x21atWtUVQwgZn27Ml3dX75VvthdJVV2DvPDlDiksd+8C7kn/7snNWgJYwU9Wanybz2/rrDrXqbw6m63VlgPuj9mdbREAAAh1XRI43XLLLXLuuefKjh075K233jKX7du3y09/+lOZNWtWVwwhJGzOK5PXvtnVbPtt/1zb5nM1A+R2v/HMOm/+kQ+U1cgjn/zgtq21RJG2OrDWxWurAabKLXK0RQAAINTFdlXG6fnnn5fY2EMvp7dvv/12Oeqoo7piCCHhhf9u97hda5Rq620SH9tyCNQ8kDl0v62zGx/5dLPkHqxqtVjc9V5dg73VKbimU3XFVWScAADhoUsyTtqnadeu5pmU3NxcSUtL64ohhISTRvSUIT1SPD52sI3prqaBjK459/mWA+Z2G3GTfL2tqPnx2ugXZU3HWWvauTfAPHRP99t2oKL1AQAAECK6JHCaPn26XHvttfLGG2+YYEkvCxYskOuuu04uv/zyrhhCSDhrTB+Ze94RctzQrGaPtVVk3XRR3oUb8uSfK3bL+j0lEt1G5DRhQLc2X8/1fkllnbPJZV6TNfGU61D0eVqrBQBAOOiSqbqHHnrITBfNmDFD6usd3a3j4uLk17/+tcyfP78rhhBSYl3OVtObpl6pzW7dnh8vra5zyzhZTUddRYmHwKqVl6ttaHAGauXV9abppmuWiXYEAIBw1SWBU3x8vDz++OMyb948+fHHH802PaMuOdn9TDA4JMTGNAlqWq8pam2ZEy3kdg2MNOCJjXEPlDwFZa0FajabSGlVnWQkxUldg83UPLXWRdzblgSegjoAACJuqu4f//iHVFZWmkBpzJgx5kLQ1LLDeqfKgMxkmTwkSyMnrzQ9q86i3cNd2y3Ve9rP7v0SKua1TIsBx7IutRo42XSL5+c6Du9d5FTWuNYeAAAS6e0IevXqJVdccYV8+OGHrE3XhtjoaLlgQj85ZvChdeXaCj1amqqrqW9wq3HSjJNmiVx5eqa9jSDNWlC4urbBTNe5Pddt2s47OiZrbT0AACI6cNq3b58pBtdpmEsvvVT69OkjM2fOlK+++qorXj4stLWWXNN2BJbqOptb1qquvnmA4unYbsGPh+VXrMe18FvrqFrq46TbvZmq0wyWtTgxAAARHThpzyZtdvnqq69Kfn6+6SCuzTBPOeUUU+uElkV1YGFdV/d/sNHtfmVdQ7N6qHZnnExX8kNTf01f2zX75e00nQZNBE4AgGDXZWvVWbS26cwzz5SDBw/Kzp07nWvXoXNamqpLTXD/J9ai7vSkOLdtnp7aWidwLQ533c9c3MbS+rE9KamqlYoapnABAMGtSzJOSovDNeN01llnSb9+/eSxxx6TCy64QDZs2NBVQwhrTeuWLIdlp7kFL/tKqpsFWZ4zTi1HPGXV9S7HPLQmnjfr3LVEz/5rbf07AAAiJuN02WWXyfvvv2+yTVrjdNddd8nkyZO74qVDnlXX3VZM8eG6PI/bNRhxnQL7LrdYhvVKbbZPM62cVadLqFjBkrUmnvs+7sXhLZ3x17RGq2kTTwAAIjJwiomJkTfffNNM0elttJ+3tUJNfbGlwC0geWLRFvnpmD5ND+7h9VoZi0vBt3YnT2iyhp5rDFVV2yCP/GeL1NnscusZI1o8pk7/kXECAAS7Lpmqs6boCJraz2NX73bwlMV567vdbTfAbNxUVKHZpaaPOZ6hZ9Mt3pxvlnfJKzm09IqnAOj/Ptva6jj1OZ7G2tIUJAAAYRk42Ww2eeGFF8xZdaNHjzbNL88991x55ZVXvKp9gUNbX6qWFgf2pOnZa55n6hwbN+WVtlA8bpf9LsHSlvxyl+e2nwZOpnWCi4LyGtlzsMrcrma9OwBAuAdO+uGqQZIu5rtnzx4TNB1xxBHmbLqrr77aFIfDO20FI+0JVpoua9LaWXWVHs50M32cROTHAxUej+9NTVNTB0pr5NONeW5B3bur98qB8hpze/fBynYfEwCAkAqcXnrpJfn8889l0aJF8t1338nrr79uGmGuWbNG/vOf/8hnn31mMk+BoMXqI0aMkOHDh8tf//pXCVrO4vCOLfLrSb9uSV6sVedQVlPn+aw5uzi7h7f03PaYv3CTLN58QO5771DfKc0y6VThks35UlXLlB0AIMwDJw2Ufve735lGl02deuqpcuedd5r6p65WX18vs2fPNoGbBnR//vOfpbCwUIKRtxVO7Zr1bNqOoIWpOM3+NF1OxTzW+F9L02cdmYEtbOxm/tmm/W5j+H5fqWzYW9rh4ngAAEImcFq7dq1MnTq1xcenTZtmsk9d7dtvvzVThtpPKjU11Yzjk08+kdCeqvM+sKi1edHHye5Y586xvIrnx1sOnNoX5Px4oNxjMbx19l5tva1DwRgAACEVOBUVFUl2dnaLj+tj2kG8vXT675xzzpG+ffuaep133nmn2T5PPfWUDBo0SBITE2XSpEkmWLLs3bvXBE0Wva01WMGso0uueFJa2XZxuOOBloMmR2DlefrM0+GiW0md/fWLbc7bKQmHzrwkVgIARFTg1NDQYNapa4m2J9Bps/aqqKiQcePGmeDIkzfeeMNMxd1zzz2yatUqs6/2kNJ18kKNS/7FZ4HTnuKqps/2eDzTvLKFA9sbO4h74uk5muRqaS061yVgeqYluI2h5RECABBmDTB1ykbPnktIOPRh6KqmxnHGVHvp1JpeWvLII4/I9ddfL9dcc425/8wzz8gHH3xg2iJoXZVmqlwzTHr7mGOOafF4Ok7XsZaWlkqX8bJzeHumxxpcF5trpR2BWcy3xYyTXYoqPP/7tTSUdbuL5SfDezbbnhh7KMuU4rK2nuv0I60rAABhn3G66qqrpFevXpKRkeHxoo/NmDHDp69ZW1srK1eulClTpji3RUdHm/vLli0z9zVIWr9+vQmYysvL5aOPPjIZqZbMmzfPbdw5OTkSbA0w2xNWaBfvtp77+ZYCZ9ap2dpzjVmlbS20I2gpxvnZ37712OTSdcrPamXw1dYC2bK/3ARM+WXVUs9yLACAcM84vfjii9LVCgoKzBRh09oqvb9p0yZzW6cPH374YXO2nzbovP322yUrK6vFY86ZM8dM/blmnLoyePKqOLwdcUVdk9okT9mcu95ZL6feearHx97+bo+s3HmwQ4XqBytrpUeqewZSi9AtVnx0xV+/MddZqfFSWF4rB8pq5OhBma29LQAAwmOtumCkjTn14g2damxpurGrtBUYtaeP07JtRWYpk7gYR8Kxxdrwxqm6ytrmtUy7iiolKyW+hbG0/Npa59Q8cLK5LfbrSoMm9Z/vQ68+DQAQfrpkrbqu1KNHD1N0vn//oX5ASu/37t1bQlVb7QbaO5G1ZX/Zoee28GTdrgHZJxvdv5ZtrSPXWj3S35ftbLatutYl48SUHAAgiIVd4BQfHy8TJ0403cotOh2n9ydPniyhpsnqKC1qb+10SdWhLFJrT9XHqlwCG1d1DS2fcdeSfSVVzTJYrh3IHQXpno/w+Q8HWjkyAAD+F5KBkxZ0r1692lzU9u3bze1du3aZ+1qP9Pzzz8vLL78s33//vfz61782LQyss+xCkXUmWyt7mP+fM66vuT5uaMs1W6qs+lBrgJaOa2WcWlpapbbFjFPLr6tPKXUJ2pRrvZTGYi09/weXLBkAAIEQkjVOK1ascFvGxSrc1rP4dH286dOny4EDB+Tuu++WvLw8GT9+vCxcuLDVZpzBToOJzfvLZEBmsiTHN/9ns2a4fnPKMDl+WJbsLa6Sr35seRkZb85S06Cpps7WYr8mT2fItUWDtPIaDdoSzX0NyqzlVsxr2hxtEAAAkEgPnDZu3GiyQtoywJW3RdqWk08+uc2+Pr/5zW/MxZe04aZe9Ky9rhLlUuNUWtXQYuG19fXQDt2HZadJXLR7MnF8TjdZnVvssT7J+lKeN66vvLtm76HtjddVde1vUtpqMOZSDN40i6SPt/QeCagAABEROG3btk0uuOACWbdunVkixfqQ19uqKwORzpg5c6a5aDsC7efUJVxqnDTYaSnLY23VL2l8TLQcObCb2+OTBmfKiYf1kCcWbTX3610CJysgiW6yLoo2ytTMVbVLu4DO0ldyfQ9N34+OxXVsbs8lbgIAREKN08033yyDBw82S54kJyfLhg0bzHpzRx11lCxZsqQrhhDyNGjQU/mtoFMXvnV16Gy0KBM8DcxMcT9AlEh2eqIM6ZHSbKrOCkhimwRO76/dJ/9cuVveW7PPZ+9DX9b1teubFJh/v69MthV6bqzJCXcAgIgInLRj93333WdaBWgXb7385Cc/MR25b7rppq4YQsiyOodrwLQ1v9yZoWmaBbJiCo199DlNs0dF5bVme0zjdteAxWp14LrciXrsP1t8/n70fehrW+vWeZp+e3N5rufnNo6zuq7BfC0AAAjLwEmn4tLS0sxtDZ727nXU0QwcOFA2b97cFUMIeVoXpEGTlXXR4MFN43ad/mxS3uRcPFczUVbg5NpKwIpd4mKi5KTDeog/mak4m02+2HLAvAcr+5SScGi9us15h+qezhvfVw7vk+Ycpy6/8tmmfMkrqfbrOAEACFjgNHr0aFmzZo25PWnSJHnwwQflyy+/NFmoIUOGdMUQQp6VmbGurd5KpdWO6btDE3WadWre/EkDEI2ZrMc0eLFYz81MSZCBWY6pvMwWuoJ3lg5fA8CiiloTOFkLDru+nmvx+NCeqTKsZ6q5rf2f3vg21wRWbTUEBQAgZAOnP/zhD6YJpdJgSfsunXDCCfLhhx/KE0880RVDCHnW1Jqevq9F4tZUV0llncnaWAGVxkXWLF2P1EPBSGJcjPtUnVuN06GsjxVzaWDjD1bWrNTUazn6OqmslEPLsHRLinPe1vFYS8NolskaN4XiAICwPavuzDPPdN4eNmyYWWy3qKhIunfv7jyzDp5ZXx4rQ6TBQ0VNvTOw0QBKp+GsQEIzSi19TV2n6tzPqrOeKxLj538PDXw0UNOpQn3ZovIaZ2H6qSN6yWeb86XOJRtmsmSNY6506WBuxU2b8kolv7TGfH30facnxkpVrc3c132S42LM10rrt5LjY8wx9LFuyfFmHBU1DWa79sbaX1Yt/bolma9peXW9JMRFO5uA6uNakK9ZLx17dnqCuV9V1yCpCbHma6vb9X2U1dRLz9QEk1HTr60OXwNXnWZMS4wzQbAGkPGx0eYxe+PCy7qvvnd9ru4bHxNjxqr/ZubfVRexrqiVMf0yzPeA9tdKio8xWTt97YykOLO2n35l9T3pczTo1K+5jssKumOjo83Cyvp4Qmy0GYuOQd9rYpw+ZjPvTcen31v6Ped4fzZJT4xr/D6KloON34PxjcfQcerr6Fis7zU9vo5Rv87adLVXWqKZSjY1d1FR5nl63LTEWJM91fdgfT/q11VfOz0p1hwzJT7W/NtY36J6bH3t6jqbVNTWm/v6fvV9aKxdWu34d3BdRNqRk9WvR7T5XtB/I31eelKc+TrpWPTfR6/169Ove5L5/qlpnFbWf0d9Lf0+038fq5GsDlnHrotR63sa2ivVjHVEdprklVZLYXmNeQ2lY9xzsMp8XfT1dby6mLX5eja+Nz2G9bPSr1uy+TfVf1t9DV0oOyG28Xuj8YuhXwf9GqcmOr7PdRw6Vv1+1X3iYqPN2pL6vazvS4+j37v6PaTP1fv6mhv2lkhO92QzRh2//jGlP1+6j2aF9d9Df5b066PfJ3osfT3r94o+R78H9N9Wn1NUUWO+lzRzrP8e+j3YKy3BXOvz9Hj6863fV3pMx/e6o+RAvzbaR06/B83PbYPNPE+/bvrzmZWaYMas/759uyU5/y30+0G/dvp8fQ29nRDj+PfWY8XGRJmvpR5H/+3166/fe7qvfs30mLqvvjdrPPp9oF8H3aZf00E9UmT3wSrzfvtmHOpJp9+nmSlxknuwyvwu0ZmBssbfJXpbv8/1+1v/XfXY+rX8fl+p9O+eZLbr1876eS+urDP/XuZ7rvHrpb+HymrqzBhdvwcS4hzvpaC8xnz/6r9fr/QE8z2l70WPqeuAapsafT/6faJfb31Mv8b6/aE/b/p8fb2kuBjz72b9u+rPoI5J30u9zfE7RN+D/hvrPnocfX86Bv23c7xPx8yCHqdPRpLj36be8Xr6e05fQ9+Hrl1qfm7sdslMjje/g3QtVN1ufb0r6xrM10Z/f47rnxHwuCFgDTAzM1npvj2sbtv6A6S/OK0pt90HK2VwjxS3qStn7yeXrIwpGI+KkqrG5U5e+3aX/ObU4ea2VXCuj3ua5vMla+Fgtb2gQnYWVTpeW39ZNOY/NYiwREdFOz8cXHt3Wbd3F1XJuj0lnR6Xvm/9Qd+wp6TFpWRcfb+v9eN05LW99WOAC+P1Q0B/+XXk/ekvP2+arwaL73Z5Hq/1c9LSv5v1PbliR5EJaHQ/fe8ZyXFysMLxgeiqu26vPNTNv+mZpk3Pou3M95IO3fVMWj3bVoN9zfTqB9aa3BITyFkLbFv0Q1LH0fQ19L7+/nF9Wa2XdP050vdgae/3QMvv6dAx1+0u6dD3lQkomjzP0/g0qNDASIOhA+U1smFvqfOP1y2JsWZ/q3zCeu8b95aaIKalfw/zh0lqguwprpJtByo6PF41MCvZBHKuj7n+Owfahr2lLX6te2ckmrE3/b7R244/HtyPldM9yQTNYR84VVdXy//93//J4sWLTUsCa9rOsmrVKgkFgWyAWVTp+CHNb/yL1qoJ2l9aY6J96/vRMVXXGGi4HsdkbrT7uONDd2/xoeJqK5ulWQRPheW+ZP7aahyZBn1W13D9ATpUf3Vo2tEat/Vci93HTTGt43gTNHlzHH8/J5DaEzQ1fX+hFDS1Nl5v/81cu+7rsawsQlOajWmJt0GTt+Ny3UXHpB/cTU840XG2NI6mr+HpNVv7OWrv94A376mj31eeghBPx7KWnTINehtrNC1NV1aw3ntb/276x197f/Zb6uOnY276WLD9WmnwMHZH9s3z901nfxeHfOB07bXXyieffCIXX3yxHHPMMQFPs4VUA8xGu4sqJSk+1mScNKWpqXXrB0ZTvTa3rJHjObqvq5aySTq1pTRF6u+pOscivo7bpi1B4y9o/WskpsmUXHRjMwarxsnmIeMUYp/DiHAtffB1ZPkiX3P9oA+G8QQj/bL46kvjy2OF6r+XzW43n2ehpksCp/fff98Ugh9//PFd8XJhqbiqzgROWpdgnZmm6hscc+iuncOt2Mf17DTH9qadwR3z7NZfmho4Nd1nUFay7Ch0TKf5hN3x11txZa18sG6fM6PmGjhtamxH4Mw4OadFXA7TeLutpXcAwFf0Q96XWW5fHSvUMrmhPvYuOauuX79+zj5OaB8tZHRl/ZzpD/C9/94gTy/ZJoUVNYeWsfHQ/NJsj4oyxXie0s9afKe08FCDJ1e6fIsv6S8KnZb4blexaWK5pbFex3WqzuIoiHadwmu+vl4I/swBCFENLSwH1RHWiSe+cGjliMj+moZV4PTwww/LHXfcITt37uyKlwsrGsxYXLMrepbPS1/tMJmopT8ccG53bUfgSqfgtODTU+BkZaYSG8+ucXtek8DNEy1M9ESL+5rSn2/9QdGzJNxexyXjdGhbkwyaS22Nr2ucAKCrsyNNl5zq8HFCOHCqD8Gxd8lUna5JpwXi2uxS16qLi3P/cNbWBPDMqjnS0zXfXLHbnLZ60ZH9zenMlkXf57sHTo0TYLou3baCCjluaJY5g6Npxslx+m6S84dXT28dkOkeBOlpp60Z1itVeqTEy04P03n63LomhfRaGG5O6451P645BbfJS1ln+VnxlKfeUwROAEL1Q95XtUlWI+FQVE/g5Nnll18ue/bskT/96U+SnZ0dssXhXc3qD6SsKS09bVOzTfvLHP2PmtJ+KNpcUv3jukny9nd75IpjckwAooGT62nPVjGo9cOrgVNqYpxMGNDNTKVZU2j3njNK1u4ukcWb85udMq09hfJLmy9/osGaOSW7rnlbhTdX5Ho8a8cqFLdoj5PuKXGyv/H4bu0IrOvQ+5kDEKJ8XYTtq6AhFIMPi2tPwVDRJYHTV199ZRb6HTduXFe8XNgYnp3qDDJdU7paIN5S7ZE2L7Om4LQp3MxThpnb2uBNH7tlymFy9783OI7Z2GDPOqshPi5Komuj5PhhPZyBk/bsOW5YD5kxeZAM+d2HzV5P66M27itttt3qW9OUdepzU1rgbgV8Fp2G1CaDVgW5668GHXJHTucFgEBPrfk6U9QQxKfuh2PQ1yU1TiNHjpSqKs8fmGjZkB6pzrPOXHus6LSYdthuSjsDK+3e6mnKT6fDBmQlO+uYrO7EFj3tX4OdeJfaJA22zHSZp8IpEZk2uo/Hxn1W111vafzTtDhcM2JaHO/c7vbzZTeN6DxlrgDAH3z9h5qvgoZQPKXfEopD75LAaf78+XLrrbfKkiVLpLCw0PRBcr2ECm1+OWrUKDn66KP9/loaK+RkJjmzLZp9sSz54YCpeWqqe7IjcGpay6Ss5TB0Hyue0eUVXHs9acDl2O/Qt0Vagrbab3mcWgCuSwF4Gn9b9VFNfyEdO6R5N3mzfEPjbbvLdJ1eabG4tWYfAERq0BCKwUco65KpuqlTp5rr0047zW27fgia9aq6sBN3qDTANCfit7MWbOuBxlP7PUzjmQxQTJRZo8jK4Nz7743yxQ8Fzn20xkkzPK4ZK60zai1zpIHN7886XH7/zvom4z+0Lp63P/jnT+gnq3YVyzfbD50soO/FGu/q3GJzuXBCPxnROy1km74BAEJXlwROutQKvDOqT7qZHtN1jlR7Qic9w60lVsZJ11pynRJbtCnfLXtk+im5BDx6Nl7TQMxas0rpY+NymgeRGvR5akfQEj3bTpd8GZfTzRk4PXnFBLNYZNP48f21++TUkb1Ccm4cABDauiRwOumkk7riZcKCLl6oF2sKrT1ZpzunjmzxMWvFbQ3KPGWCNMjRgEmn11wDK92uwYurBJfAyQRkHjJcepz2ZpysacZzx/U1q7L/dGxfMyXZ9GtQ22CT37z+ncyZ1vL7BQAgZAOntWvXetyuH4iJiYkyYMAASUgI7GrHwcZan628lcU/m9JpuNZYZ7l5Kj3S17MKul3jHd2W6tKEUw3MTJb1jRkxDZBio5ofUDuQD+6RKj96ueq3xk1WfDS4R4oJ8JTWT7UUfj348Wb5TeNZgwAAhE3gNH78+FYzJ/+/vTMBk6o4+33Nvm8wzDAwwzDsIoqIyCaCgU/AJAY1isvnFhMfXL7EqMQln0HNk5Dtyb2ax/CZ5Lok1xuueoUYFb8kCrgEFTUIgoLIDsM2MMPs67nP/+2u03Wq63SfHnpmunve3/PAdPc5p04tb1W99VbVW3CIuXjxYvHkk0+SIsUElJzDio8keP6uaQicyn3HRSNpXdKv/77DW5h+Zcx02K9UnGgXm6I5+RxT+r7/v9umi9+/tVuUFWQqihOUreB3QfF55NJxNAWnOuh0xfJNS2alp5AbhUN+twWwQKnxhd8o8g8lhKgoyhJ//eQQOfkclJtBrhEa2zrFGWV54rPqelvxQhpK8zPF8YZW8o11sqmNLFw4TBgWNazj8rI7D9mA+OAdoLwwSxRkp5ErhX0ngh2A4l5Yx+hvRxd9lkwfOZCcmNY0tNLviF91XQspnI2tnbbz0vzMVFFelC0Ks9PoiJqj/k0BCBP3yh2Nxbnp4nhDmzh3WCGd3I7P8Oi+61ijaOnopHIaU5pH7iCwqB4uLSRwbaHGTScn3ZdmKotkHB7daect4o2F/dIBKu4ZOSiH/IwVZKaJ3ccb7R0/iIOcXi3NzxBHTrU6pn5RNgNy0snaWtPYRt/xDpTXwJwMuy4gHKQN5Yc8g0VUnlAPOahtbqOT1QflZfgsljj2qTBLtHd12e8ECL+9s8txpiNkuyQvQ3xyoI7+Ir9R7nJWGO/GcygP/QxHmU9Alhv8kL27syY4TzNSKB+xwxVHCTW1djo3jSog/uo1yAZkGW2q3ByBOE4aViR2H2sUJ5oCbYQEsnqozlenENaYkjxxvLGV2hPEFfmO/IQrE8iHuktL7sLFu2BtRn4NKcwUx+vbjHKD3b0oPzU/EGf4oJP3y7YM+Yn6jvqDssa7IJtwTYI8hzypsiplSMq7DPtIfYvAzn40FUiHKmvqc7JMUX54l5RbGWcVtA2QI6/ocUW9gqxA1o82+PLaDdwHmZDyibBwTija5a2HTjnKY3B+JtUXWc4DstPtzzJ9OpMqCmmDEdYVI39QhihrlD3ijPfJtgRxwTW0m8gX1G/UL9QVzIYcc/EhqCLzU9ZBGTesS4WT5T01jfQ+1DfUYZl3KBN1ww++4xnpYgfAF+FVUyocp2r0Nr3y5lWrVtGRK0uXLhXnn38+/fbBBx/QUSzLli0THR0d4v777xf/+Z//KX71q1/1RpRinjSDS4FrpwwTr2ypps7oa2eXidEleY5jVLzurDBNoaEiygXdqqKCdUeSyZUDRN2UdvFPpSOAomWaqkNFKMnPFL+5ZpIY/6P/DhsnKFjoCLDGC41ctV9xgtKGRlqCDhPK1Qe7Tzg6LrgmkEilCaCRAPUtvoXzuoKEhtGrSwO0w7IjAAdqm+mfG7IRVSu9ZMOXzs4UnQqQSgmUJoBz/Ux+shC22kjLTgSL6yVocNV0qt9VQilNFCd/mtX3ybyFLOrxkkq13sCqHZmqwMhpX+STmlfqd3UAgXBUS6ZUmnQ5kO/HW03lZCoXNOL4B2QHpC6lw7vRAam7XCWqbLiVm32vv5y97ArVq7WUDRXE8aO9J13D0NO//Ui9I67454YaR6lkHqoNdnorkQqImh96nKUSgfyUgw7Ik6yvEl3mpAxJeTeFrd6nf5dlijqv1ntdaQKRKE2muKJeQaExKbI6uuwjrM/8h53rqHUBqOGblCbwr/2BdkFFKkstynFWMh5QWPTwvChNan6q98uw1LyWdU3mnV4fTPXj4b9uE2eVF4rJlUUioRWnn/zkJ+Kxxx4T8+fPt38766yzRHl5uXjooYdIicrJySGXBaw4CXvkDKDDQCEaUpBJSgTW/8jdiFBa1AXYUD66qzhBcJM1dwVA19/yMtNodCrJzkgNOohYfQdGBf9j8UTx8qZqsXFPjWjwdxg6SCOeGFeWJ7482uhYEP7Vs8vE0hc325U5nJMD1QKRSJhGxSZUC0lvg2LDKBPlLxtFhmEiR7XYJRJlfivT6WBygZNwitOWLVtEZWVl0O/4DdfkdF51dXVvRCcukNNj9y0YJ/74zz3i38aX2tdIaUqG24AUh68krxYnPOcGTMPqtKpuTYIZd8SgHDFleBE51cTZeWkGRUz96bJJ5eK8ygHist++6644+ZXEwqx0kZTU6LB6Qfm6cXqlePuL42SW/ziEhQj58q2ZVeKxN76wlSh8h5kZU1hyChQmZ+lR/fPqerFhl88ChMv/8ZXRpKC9+NEBe3QHs/kFo4rF/35/H32/ddYIsnzJM/8w3fRf63eJ02HxlArxfzfut79fOblcvPDRAfv7v0+rtNM1d1yJmDC0QPzhnV229UJy04zhpODKeyMBZapOC6hTIuGAtVCVU2lNwiHU0vpy64UjHH7G9DhiSkGOjr83d7Tjmn4v0glTPg67No1MrzqvnM53BPCJdvmkcprO/e+tR2jK6eIzS6n+oKwb2zBtkSaa2zpJBv7rLV9ZwrL73q4aOw9knLqTtzqIP+KuWlMXnTPUcQ/iBvkqzE633zlz1EAxeViReHbDXjvdiBfuhTxX17aIv392xBHOd78yiur1OzuP25YpPOMlHVhH2NrRKX7/9u6ga+oRTqhrqJ+Y5owEDMQumTBYvLql2uFMF25HVm06GLJdu+WCKrI+y+l7Ceo58vcP7wTH2STTyB+clvD2zoB7Fsm/Tx1m13sVDGbPGJLvuhQBz2HdqWxv/9c7u21rzvXTKsWf3nMeeo/ykINiyVPv7rYHgbiO40mwq3iv30qHNmPt50dta45aZxAWnkW5wNosd1AvOHOweH3rYfu+hRMGizWf+r6PGpRLA1XJF0fqxWv+a5IxpblixxGfBf8/LholfrN2p+P61KoB9s5oNT6QIbQvsk/BlLxePmrc0MZBwTJZbvuF4gTP4XCC+bvf/U6kp/usFe3t7fQbrgGcZYdz7Bjn4b5LZmMdU3LQdFJpQSY1AN3xams6CsX0bpMXcukgc8bIYvu3dIMipq9pw3N6B6+CSl6cm0EKiMnr+PwJg6nz8IUdflG96Xesx9FBZ6kulsfRMjK+OG7Gjp+WJtXSByVFPUevu2ANgArWfoTF8FrT1KlX4OursyMQqFQOuwvKU5VTk3NWFdWaGY5wmzZVWYDCL5XwyyY5lROUNeSA4pee4vAPhgbatCYwGmB9iaowXjhmUNA9iJuUe/u3JLOPtxS/xRj/dMXJy+5cKCov/etgkAKLcN2OeFJBp5vZDXlB2BjI6HGE7ISrVigft7rntXPFeqdQ+SMHWSp3zBlp17MJQwrEb9ftDJraQ7mp7RhkSypO+k5liR6PpDB1G+ud3KKOsPL969NUQrVVnmYtrMBH04kSbvVFH7Cb2hZYqyUYlKMubjPYU+TmoYT2HA6P26+88gpNzc2bN4/+4TN+W7FiBd2za9cucfvtt/dGdOICVR5NYojGE4qAWtG8Ts+YOhzVUmCFEHbfYvBAAEku4el1B5VJXwOggndikbZ8Vm8gAv7D3RUndI6wEICJ5T7fUjMVBc8LciEswKheck5Fod3RIb26YmdqeKePGOhZYcKCdlODM2esrzO9cHSxMZ6DCzJdFWMsHg8FFmmqII2zRzs773MrisSEofme0uH1PjcQX1it4EH+m5PLw94vF4dKj/N4FmmQoHPConCK2xDvDmvVokWnLsMcNzjP/t0kgigTbF7wAuQHMiPfpZeFF+VyWpUv3ZCdUJyhxFsfbKmo6yUxZa4q87q8y45flfHivAxRqin/ep1SGe33OyfXquj1BQqgLvc6qDPjhwTLHazDpjqJNJ4/fECQhQTAkq4D64oJL65W9HsuHl9K0+2XnDU46Jrbe3BuKDjb354BHMIureBewVFbso3EpgUV1BFZRthAooJ1qmo2Iu/O8scFio3JAqnKUShM7V1+VirFEQN2DEjVsNT2rF9YnGbMmCF2794tnnvuObFjh28H2JVXXimuvfZakZfnK6jrr79exDpQAPGvNzydq5q8qQGAlQQWCXXx3VhN6N0wVXqMXCTqtIc+MvJN5TmfNcVPPwwz3Okr6iAIoWFnlhuqEiUbSTQsqoVh9phBND0YzkUDGFeaTzuf4GZBpWJAtrh55nDR1WXZo/4lF46g9JrSjHVpWKh5w7RK0dTeSZ2InAJUzeJYAIt7X/z4ACl4c8aW2Ndvmz1SrNt+lN4NJpYX0g4oOTq74tyhNM0gGy04As3LPEmd+sqN+ylnpOK0+LwKWmAK6wHKA9NRuGfCkHxx3vABpAhiUTCO1an377BButCJI3mYZivKSRfDi3PE1OED6TcsspU7XRAeFAt8xvSetNrowJLoxkVjB4m1249RB434Qu6nVpkVTuQrpigwHQRroJTjcYPzRVlBlq3YohNCXKD0w7qEKQHTyNsN5MGcMYMofbA2QFHBIEVVAG6YXin2n2y2dz7tP9FE9RHKP57FTkZsUoAi9cXRelpMjTTiOs6dlCPrm2dW0RQydoiGA/mD3XRSyRpXli/KCrNcrRe+vMkT85RBEdoITEfiOXXdHPJJTokjPYjnt2YOt+UOebJk9giSI5Q33gkLMurX1VlptAsWChruw1/I3Q3+sE42ttmWrGvPHyb+sumgqBqUIy4aWyJmtnTY+QoHvph6w9Q/5AkWJyitcE+CtT5HT7WIt74ITKUhPgBlv+icIWL1pkP0HWmR+Xn7nJG0Qw9xxk7PM4fkU4d9U36mvXtMvh91/JaZVfReWJTxTqwzkuW95UCdbYULZaH6zqwqYxuLeoDpdp3540vpJAQTUGRIrhRFoXJgjrh5xnDbiuoF1AfkLRQSlMk151eI7Yfrqe6grK+eUkEL9tWNOAB5c9P04bSOFXmIdyYlJdH75UAXeY26gCxB+SLtqAMl+d5dDKENx8ALsxk3zqikkTTCgZI374wSW+H77PAp8dWzykip6kt6bT8fFKQlS5aIeKY3j1wJNz0gr+MvGrhzK4uM1gevYd+h+ENCQyfRO0NUOvxTvYeb3xH+nW6gYp6pWQjUx/Wg0LHpU3QIw4vSBHAfFBaTp3M9/RkhTMRofNDgIy6mjhoNgTqiM70T+XrxmYNdTdpoPNQRIzo7KImyI1GP6kFHYI/i05zplPfITkNVCmS+5Sjtnp6X6vRWOKAEYu2CaRru7PJCaryR7nBAicM/E2r80ZE64hmB0iSBB3sJ8kqPO/JWnUIbrZQrlD+Ui7SkQJZ1eZagQ/DaAaJ+63XczZqDjp6UmTKfoqCmBW4LJFedV0HroqRyq6ZJ75ygiKpRlTIBpVKdBof8qjKM9EGxgQUJZYEOXJc/9V4V3OfLa5+1TCpOUNhVaziUCSgDOenY1h8IA3VRTrXBeqLnW9D7FTlX44K4Qwl2252mEuk2ebwzlCJmkg9VpsNNf5vCKcmD241Mx9TXUBfl3VR/8pXfFkwYTGuoIGtypkCtP16gwZC/PPUzTtW6A8uxbO8SUnF6+eWXxcKFC8lHEz6H4tJLL+2paMQt6jojU52SFQ1/0MDBNYFXTPPSmOc3bW8t00Yg6OBgJkVFIxcGWuSwTgJbnW/XHFPqnay6hgKo9ik0inqDlhRCCdMtRd3BS8ftJV+TXdx1Qlm5esqwqL/T66L/nnqnV9xG1H0Zp0RGrnXytgat550PQ7GRRHoGp6lN/PrEwAJmiaoI9ARF/kXsJsUIAwAsuo9k+gzWNFgbPa1lDAEsd1hQLafwepvs9FQxRZv+9Mp1U4eRBd5tQBSr9JjitGjRInH48GFRUlJCn92Ip0N+exPVGbepmVF1H8wDR3IunNoA2b8pAU4bMVD8n/f3iay05KDGF6ZejFwwyoEJXOe6aZU0DaUvxNY7RyyEXXbpeLHoiX8GLVg0TT2oja0ae5iJTYpgrPGNiUMjWvjMMIwTdcCE3bd9gWpZVIFlF21RJEpQtCwnsP7AchiPFPeC0h5XilMX3LgaPjPecFhVTGuclKm6c4d5n6YDpvl3dafd184qI4/WXxlbEjQFJhftQRGi+W5lyzI8W8NzNbxThwLrKnxhpdA28f0nmsV8xbRvWvinZoHqsPF0dpD1BtiSjC3WbmZwhmG8gQESlA3Uf6/T8L0F2lTVqsYkNrElfUxIq5BJccIfKCKRzKub3BGoFh00ULA6weUBFpI6nk2B4pRKFi91dPX9fxtDypZvp1AYC1CSzwKFf6tunynWbKkWV58/LKxLAdMaLK8L4vv60GaGYU4fddckw/QVPTpc37BhA7kcUPnjH/8oqqqqaArv1ltvFa2t3ly49zccBidlHZL0LSR1H9yX6WFti0okVhr49XE71w5bT2U8KT5J3rbqyqNdsJsLptq5Z5Q6lCXTcTNJLscphFo7wzAMwzBxpTg9+uijYuvWrfZ3eAm/5ZZbyI8Tzqb761//KpYvX96TUYhbnDthfH8rirLtaS55zAnui3SNj+7U0gTeSf6UDGH7fNA4d1bQFn2/euNlBx15PvfvBtEVLbNFzP0cKoZhGIZJCMVp06ZNYu7cufb3lStXiqlTp4rf//734u677xaPP/64eP7553syCnGL08mkf+uu/0RvKCZyyyZui3RttNf1UHivSQmSDiCxs071qSTjHG4RNJ6BciQdmumKkslLsXrYcDjHjgzDMAzTU/RoD3Ty5EnHMSrr168nFwWSKVOmiP37A2dzMQFUXQKfsbgYlqKhhdnkpExObZHFKcLtvV52c/j8Abmvh8Lv+jW5LiusV10oXoofFn3HncmCpnpWhjdwnOslvYQzDMMwTEIoTlCa4DEctLW1iY8//lhMmzbNvl5fX09+nhgRcrE2FmFjETSsTHCdD4eCpX6vrPgtUsUJ3oSfvmmK+OElZ7jeA3cDUM7clCA6YFhb/6S6UAiHqnSFWwwOCrPSyMVBTkYKObjDYagjB5mPKWAYhmGYuNxVd8kll9Bapp///Odi9erVIjs7W8yaNcu+vnnzZjFy5MiejEJCAK/gODYCfpMwVQfri9zRhhmsiP3JJQkxa3SxuGB0sfjbtsMO55f6dJibszpYv3LS4fHW+05A5fUOhczLmitYoXCe3tZDdXSKOcMwDMMknOL04x//WFx++eVi9uzZIjc3Vzz77LMiPT2w/uWpp54SF198cU9GISGQrvJxxpXuILI7FidaI+W38vzoa2eKTw4EKyLhvPtid5+ucHk5+JLej4OCtWMgvIDzveChlxUnhmEYJiEVp+LiYvHWW2+Juro6UpxSUpzb5l944QX6PV7ozUN+dXDIY6bfypSj+GyCxSnSxeH6jj3TYu5wShAWa+sKj1cFDhYzfZrPK25nczEMwzBMb9Ar25NwIK6uNIEBAwY4LFCxDg743bZtm9i4cWOvv5sWZMsF4eo0V0pKNyxO6ufgRd76PSbc3BSE4n8uPocWpl8zpaLbx4/gHXy2GcMwDNNXsOfwOAeLpSP14+T0Em6eKgs3febmpiAUXzmjRFw0rkR8Xn1KjCzpvqURa6JwwDDDMAzD9DY8dI9zunNWm6rg+Hw1iYitR6aptnDKFvwz5Wemkmfw0zncUTrOZBiGYZjehhWnfojD4pTUPeuR14XgKnA7gHebHFxGQrF/mi8tJcleKO82XakehhzuWqgpT/1apNOjAI+oz3kJozvvCRWG6bPJS32o14aLE66rt4TKey/hmn4Ply1e8s1rGKHuU32d6enWwwp7FJEmH2pYkHX5mx6OntZQZSj9vpmm2iVqesLh5kcu1LPyVIJo4ZZnod7fE2FHGg8v4eiYLoXLz2i0XbocmuTVC2qb4+V5yLq8pzt9Tk/BU3X9EFX+4P3bJJBhBboblU++53TXKI0uzRN7TzSJq86roGm7zQfqxOTKIvHF0XoxMCdD5GfhEOIksetYoxhVkkuuHLIzUsRHe0+SP6yG1g6Rl5lGzx6sbaajbN7deZw8quMf8qTLsugwYYQBxg/JpzMB61vbhWX5zg3EwS9pycniy2MN9J4Gv8sIcLS+VZQVZIr8zDTxyuZDtCOwKDudTnXv6kIacsWemkbyl9Xc3ikG5WaIzi5LHG9oE3trGmlKc+fRBloMjzjicFMcuJyVnkJxGjHIdxL7kVMt4sipVnKQivhKSx7ih/hU17aIssJM8fHek2LayIHicF0LXcPORKw321vTJIYXZ9O7EBekf/vhenHgZDN9P2eY7737TjRR+aFThT8t7Ko82dhO98B1xbGGVtuvFvIeJ9jLDhjvRB7NHFVMaWxq66T8xW7RY/Wtor6lg67PPaNEtHdalKaBuel0XcohyhD+u9Z8Wi2qinMpP6E0QwnHuw6ebKY8wPd3vjhOU8EleRmitaNL7D/RRPmGTQm494sj9ZRnZw7JF0U56eQe41BtC8lDTWMb3dfU1kHvhrd+/P7erhMkY7gXYWanp4ith06JY/UtYvrIYvHB7hNi5qiBFP+tB+tEZXGO2LSvls5SRJxgoUVS6prbxfH6NpKX1g7fJhOUE/IOeVBemE15i3yCfLV3dFHcJXjn2eUFVB5DC7Oo3MaU5lF+4l91XQvdB9l7a8dxIYQlhg3IIYexsv4hP6qKc0RTeyfFbd32Y2LO2EGU7zjNCD7iUC6YDkddxQHiyGuU2+YDtfT5zCEFJDsIB3kKmYUsgBONbaK2qZ3SjneVFWZRWocPzBHbqk/RfXiutb2LZBuyDBmB7CFMyDzqBsoBdebzw6eoXp9saqN3I41IH3YUI35YLwmZPVrfQjJQ09BGZYU83H6knmQH8X3z86NiYnkB1RG8F3HYfbyRwoQ8oVxQFxEm4oh74GwYcl4+IEvsOFwvxpXlUz5BNrDLGe9DfSzOTaf8QRrqmtqpLFBPTrW002Ye5D3ig3qFe2qb2ug6ZB/5hfIBqGuQ8/bOLnoGeYs8RJ6gHNDuNrZ1ULgleZm07AHuaiBbHZ0WpX2gPy54HnFFOsGOI/UkK8j3I/Ut4lBtM+UFZBFtmsxzPCsHpPiM+yC/iL+s49sP19ORWygHyMqu441UT9BOfVZ9iu5F3qD8fLLpc0ODONIh7ymoa62U75DhU80d1A7h/qOnWumMVGyIguxDJhA/3PvpwTrPu7B7Elac+iGqUlRelEUVI9Q9Jk5H+z9dixMqOhoWucAcHQ0au5z0VMdxMujc8Ht6qu8+uDJAZ4ypPuniAQ0WnHmio03XphChKLW0d5GiiUYOoCFDZZbPAyhBCEM2priGBrGsIIvChM8tNF5oTKTSCOUMz+AeNG5oGDHtikYBjSKuy7ih08F3/JPpkp8rB/oaRXSiaLgQPpQ1+Y6Glg5KE+7D7yca2qjBHZzvUxCh9OAdiLMMC/la738O//B+dEq4D/ejYUdDmpnma2CRbuS9jJOuHKNMkG/yOp6X4DMUBqQfyixAR4c4qgTSnkoNanZaiiOdJ9La7O9QdjAyRtg5GYKUWSiPvviniFGD8siJrPqOqmKfrAz3dzLNbalUDjJMpFOWOcIE6Cx9HVqKGF2SS3Gj+KQjbqmkJKPcjze0khKJzgMdMp5B54bOAFTXNfvLO8chVz7hdn7FO2G5Rb2V5abmNX6nx1JTSCagCKC+qPfgM2Qt318PpTxBFhFX1G3EBcqQlGFAnWFhln3cEmTBV7+SKR4oZ7y3vqVWFOWkUd5B9pGne4430jM4axPplvJc29xGf+WABWFi4APZh+whrZDHigFZdtlCuUVeIx9RzpSWLORDNj2PPJDyMqI4hzp5ONBFx4tBF4ACC/lAvKEsoN4NG5hKaUYaMLhA3kEmUVdwHc/j/s6cDIpHfUs7XR9flk/x2FPTRGluaeukslfrbECOkynekAPkG65DSZf3yb9qO4F3lhcFTk7Au9trfO3fxIpC+xmIjqxb8q/aViBuMk5QQiH/CFteR5x8dSYgg7gGmcDADnkm7y3MTrNlA3UJ96AdwHUMMjEQwfVQDE7JpLKjPO2y7PoJ2YHSXpjtb9/9eYH04r2xYHhixamfQ1NnBgtQ2F113XQnALDG6XSRo1uKiz+yujKnf5edkto5yWNfMJLTFTpfw5bsOI/PdDagDENOeyJP0eDLfEXjgLjIf3b8/HmPxf1SUUUHLT2pS0UiXduR6jZVY5o2kfeiAVW/S6VTfnfECwcwpybbo06kT6YHcZHplGZ0eIwPpUijMVTLSwdWOyi/XmQL4ajme1OeIK7qdV96Au9HunIsZ3z0OkDTHx52kaJs9Wm4dP9vyEN5IDasIx1dPiuCnKLAqFqNe5DSZEDea8utFi81nVDw8c6gI420vJMdE8miIkP6Dlb8Dgud9CcXLDOyHvg+q3Kh/pUKo/q77JBl2SK/ZD3w5RkOMw9MD+ExylflHsiGPm3lU/J9dUyt32p8VAuG7/2BKVgo6fK6Wkcd9dOfRzI7KK4uA0+T1b07g1T5m6rkmFAVNzUcvJMsuopouNVh/Iz6mdLqzKd0JQ1qnaNTJTxoN2rZ+Z4PxE2vv+p72OLE9Al6RdVHRd78OHVfeDOjoDjpjbapw41EuUMDonbegTCCO51Qa3F8DTsaRqWySwXD34Ha8fbHjxQRpSFX1xGo97mlS36nBj8o/s6OS75H/i7jo8YLn2GVU9+DBouO4KEpJ1/ngvvQOfocqobO61A7PxGm2uGrcdGBMiDfa0qnL67OMtLjRoqqCBNfvwJsx9EQf8QDE2ry0Gu9Ewl0qD4lqdPyKQSy4w8Vtht63oTKd+SD6Tgj/Rl1s4W65lF/l1Ra3GTGDiM5kAe2bEq5S04WnYrmFJQe8g/nHJyo70tSFSm1jKGYCr9i6hjoBOqTSTkPqkt+/3Qy7qoM6GnRCQxg3NccmWQ7XN0xPhOijriGo7wHj+ty5xYPNT/c3p8Ky5+hTfYUL7+SrCqoetlKVAWrL2HFqR+iC560RqiE0+pNylZv7opTK6asWOEsTqGg9RKmToYa4gChFgAHRsPODkuOeGFh0i1Oejz1Z2UcQqVLfvftkDRfs61y2jtDWZx0ZYA6Yv+IXLU46YpDpGvicE09dkdXHIMsTppipMffZ/ExX/OKblk0dVRkPVEOvVbjj+jJNMnF2B3+fDJZObwSiYxD7kyKk14Wat5LpdgUtl7WpsGL2hE67lXlrit0etwsDjLfEJZePr6y8OetZiGWCqyaTlMaAu83L+b3srg/kE+hLU6RhNudZ8KF41NUvIWZZNiUkKLdi/DUOuDF4qSGpdZZshq6WMKkNbevYcWpH6ILnlybEQly7UdfWZxMoxvT6DUii5MhXr6GOIC0sJhAoy6VJ6fiFOhw1HjL6DlG60nBhx7rjZBbOhG3oMZQU5T0d8qw9UYPeaG+Bw0W/tnTc/6pDNnJhMvrUJdxTZ6NGO7QZ9wn32vKA/qsmfO7MzpP8mRx8nXWbp2SOoUrO/1U00g/gviFkwUVKLkmJVR/vzrloip1+rt8lhRfGvTren2UVj8Zv4DcIc+sEOkJVpxUGU2yT0sIvseypFIV+F1OmwOTVTO4LgWsRvq1cBtiQk2Zu6XXFAdvz0SuPDis3abp7hCWdL2Op+qKU7JvA4Qavvd4JYm01EB83Mqf3qPc15ew4tQP0eVOPfsuVn1P6ThHuO6jR8/haR2l2iCohGoUA+FoU0f+6RnqFMJYnBAHXYELasBdLU7BZWt3EHI9QZAi5fwrP6MzdSgDqXIdQkA5lGuz9NGoW76Euubo1EJYnGDplJ2rKQ8orn5F1XSt+xan4DDUPAueTgiUo7Q20u2a8kzxi6Aj0KeJQqVNX4fi9ozJEmN6lz3F6CIzEqQPSrYqFzKNuC9V8YIT9A65xkiJtiqjMky6T3t/sn8qVJ+FzYjA4iTDJMtWhAqu7b4ixDFY+rS7J4UsjOx1t83U2zu39Mk2L5RspGrTwpG08QhLXSOl1z29nsWA3sSKU39ErzCnM+3WV+ijJ7fRq1fcOiC9odMrtSkcWt+iWZxI2dA6Tbd4BylOQeswzJ0nKTFaryHjryuXuqUp2OLkXOBJU3XK1JNUBAPrXsIoTmE6eHX9ia6sqlC8DNMMqSHM+d0ZnfsWI4e3OEnUKEtriyxHUpr8U3TJlkHxjWAtXiQy7l1xCt5oYQpbTUOoewOLfZPMcmeFTo+cjjNbnHzXTM91dfnWkuk5ItOn1iuT3IdLf7hykre7DcJMYXoJN3oWJyVtqEMe4yHPQw2VN6kpWpsXocUJLiXdpjpD1e2+ghUnJi5RK7m+ANq+J4LK6zaCC56ucG8UZTh4RB19oSOVjb1p1BaqIzNdDx4Jy1FysFKnd1z6O13XOGEXjdpg0dSd8z3qepRweR1qhIxrGUkpnu5FvKBYBSmImpLntisnEhydd5gpL4fFiXanBe98ozhp1sjTVfBTIshXt2dUpTXUOhYKU9lu6LrGCdYH/w49k9zBr0+49JjCpnVMVkCB05/TByZ6+tR6FWqNk2vcwnTYsl0IN0gI+u00dtWdrpXeixzaa8tC5E0a1rWldn/dnqosURvaZQ4L74gBvYkVJyY+URubqFicPI4Qw4Upp5EcZmv/VJ2+xkm+Uw9TtxJ4XSxuUurCWZjcLE5JScmOPKHF4traEWkd0EejbvniBimVSqMbChmP4GkGtXFNdnTO3RmdU7wisDjpC1hpytXfYet5HDQ9lNRDFifF5YHj9yBFPblbnWv4NU5mOeuyQlguXORR/u3oslwtTh3KZgVT+hy76kK0GVaYeuaGvByqTNw2GfS6xSkCZczUTqUaLE7ONi9ymXZbU6hbvtnixDDdRK1YcqG6Pq8eyTy7W6MRaZhy7U+aEpxvcbivsVeft5UaLUx9qi7IwhRCkXKzOMln7K3m/u/6X/k5xbIcDZlUBtziEdYdQag1TpqPnVCY4qHHBZsPrCisqTPJmNs71TKw/SK55LEeVkSdTATySJZDw1Sd3nm7TbGYwtblxPQZ6ZPlFHCVEZA7KD/h0mMK2/eszyO26bmUTitoHaGaPuf0efB75HfLr3SHqmcm9LplIpwCbiJcOXjFrbzCxQPOPMM9n6bt4IwkfqZ7nRZMbxtHepPYiEWc8MQTT4jx48eLKVOm9HVU+j1qJY/GGq3uTue4haN27rTLKjm4gXB7Z6QLP1X/J7pS4WaB8hqm2/dICTd94TV8L/e5bcOPFNXCFk7G1DKzy8MlzXpY3Vno6wW3fNXLQr0nGs4Fkb5Qcnc6dU2uFXRdi2O4Fq483O4PDr/7g4OQz/VQ+UeKW7q97LpOjgErUG+SZEn1mvHMqVOnREFBgairqxP5+fl9HR0mCnR1WVFpwEzh4CwqeSxFT7xTgmMLwnVK0X6nV0K9t6/ilOjEUr6qcUGX010FDUdxoD6pRytJOnA+Yh9aJNQjevobnR7ankTq19nixDBRHPWZwqG1JoaOItqdmpeGq6860nCLw5noE0v5arLIdYdQri/6uuPuzsHniUJf531vw4oTw/Q0IY5gYBgmOp10X59h1t+mq/ozrDgxTA+Ddp4bVYY5fZJi2LITo9FiegBWnBimhzFtkWYYRnTTMamISXhw1H+IURFkmMTBi4NIhmE8WpxitC7FaLSYHoAVJ4bpYcjZMo9GGea0kUf8xCKxGi8m+rDixDA9DLenDBMdYnkAEku7GJmehRUnhulheCTKMNGDqxPT17DixDA9DCtODBM99AOeGaa3YcWJYXoYtuAzTPTg+sT0Naw4MUw/XpfBMPEGW3CZvoYVJ4ZhGCZuYL2J6WtYcWIYhmHiBrbgMn0NK04MwzAMwzAeYcWJYRiGYRjGI6w4MQzDMAzDeIQVJ4ZhGIZhGI+w4sQwDMMwDOMRVpwYhmEYhmE8wopTBDzxxBNi/PjxYsqUKX0dFYZhGIZh+oAky7KsvnhxPFNXVycKCwvF/v37RX5+fl9Hh2EYhmGY0+DUqVOioqJC1NbWioKCgpD3pp7Oi/or9fX19BeZzDAMwzBM4vTv4RQntjh1g66uLnHo0CGRl5cXVS+2UuPtr5as/pz+/pz2/p7+/pz2/p5+TntFzKQdqhCUpiFDhojk5NCrmNji1A2QqeXl5T0WPoQoFgSpr+jP6e/Pae/v6e/Pae/v6ee054tYIJylScKLwxmGYRiGYTzCihPDMAzDMIxHWHGKITIyMsSyZcvob3+kP6e/P6e9v6e/P6e9v6ef074sLtPOi8MZhmEYhmE8whYnhmEYhmEYj7DixDAMwzAM4xFWnBiGYRiGYTzCihPDMAzDMIxHWHGKsUOEhw8fLjIzM8XUqVPFBx98IOKdhx9+mLyrq//GjRtnX29paRF33HGHGDhwoMjNzRVXXHGFOHLkiCOMffv2ia9+9asiOztblJSUiKVLl4qOjg4Ra7z11lvi61//OnmeRTpXr17tuI59GD/60Y9EWVmZyMrKEvPmzRNffPGF454TJ06I6667jhzC4TzEW265RTQ0NDju2bx5s5g1axbJCTzv/uIXvxDxkP6bbropSBYWLFiQEOlfvnw5Hf6N0wQgo4sWLRLbt2933BMtWV+3bp0499xzaTfSqFGjxDPPPCNiPe1z5swJKvslS5bEfdrBihUrxNlnn207cpw+fbpYs2ZNwpe7l7QnbLljVx3T96xcudJKT0+3nnrqKWvr1q3Wd77zHauwsNA6cuSIFc8sW7bMOvPMM63q6mr737Fjx+zrS5YssSoqKqw33njD+vDDD61p06ZZM2bMsK93dHRYEyZMsObNm2f961//sl577TWruLjYeuCBB6xYA3H74Q9/aL300kvYqWqtWrXKcf1nP/uZVVBQYK1evdr65JNPrEsvvdSqqqqympub7XsWLFhgTZw40Xrvvfest99+2xo1apR1zTXX2Nfr6uqs0tJS67rrrrM+/fRT689//rOVlZVlPfnkk1asp//GG2+k9KmycOLECcc98Zr++fPnW08//TTFadOmTdYll1xiDRs2zGpoaIiqrO/atcvKzs627r77bmvbtm3Wb37zGyslJcV6/fXXrVhO++zZs6lNU8seZRnvaQcvv/yy9eqrr1o7duywtm/fbj344INWWloa5Ucil7uXtCdqubPiFCOcf/751h133GF/7+zstIYMGWItX77cinfFCR2hidraWqpkL7zwgv3bZ599Rp3uhg0b6DsqUnJysnX48GH7nhUrVlj5+flWa2urFavoikNXV5c1ePBg65e//KUj/RkZGdT5AzQKeG7jxo32PWvWrLGSkpKsgwcP0vff/va3VlFRkSPt9913nzV27FgrlnBTnL7xjW+4PpNI6T969CilZf369VGV9R/84Ac0EFFZvHgxKS+xmnbZgX7ve99zfSZR0i6BjP7hD3/oV+Wupz2Ry52n6mKAtrY28dFHH9HUjXoeHr5v2LBBxDuYjsL0zYgRI2gaBqZZgDS3t7c70o1pvGHDhtnpxt+zzjpLlJaW2vfMnz+fDojcunWriBd2794tDh8+7EgrzkXClKyaVkxPnXfeefY9uB+y8P7779v3XHjhhSI9Pd2RH5gaOXnypIh1YHKHOX7s2LHitttuEzU1Nfa1REp/XV0d/R0wYEBUZR33qGHIe2KpndDTLnnuuedEcXGxmDBhgnjggQdEU1OTfS1R0t7Z2SlWrlwpGhsbadqqP5V7p5b2RC53PuQ3Bjh+/DgJnSo8AN8///xzEc9AMcB8NDrK6upq8cgjj9D6lE8//ZQUCXSA6Cz1dOMawF9Tvshr8YKMqyktalqhVKikpqZSB6TeU1VVFRSGvFZUVCRiFaxnuvzyyyn+X375pXjwwQfFwoULqQFMSUlJmPR3dXWJu+66S8ycOZM6Cxm3aMi62z3oaJqbm2ntXKylHVx77bWisrKSBlBYo3bfffeRsvvSSy8lRNq3bNlCygLWM2Ed06pVq8T48ePFpk2bEr7ct7ikPZHLnRUnpkdBxyjBIkIoUqhIzz//fJ838kzvcvXVV9ufMcqEPIwcOZKsUHPnzhWJAhYCY2DwzjvviP6GW9pvvfVWR9ljgwTKHAo0ZCDewcAQShKsbS+++KK48cYbxfr160V/YKxL2qE8JWq581RdDAAzJkbc+k4LfB88eLBIJDDyGjNmjNi5cyelDdOUtbW1runGX1O+yGvxgoxrqDLG36NHjzquY3cJdpolWn4ATN1C9iELiZL+O++8U7zyyiti7dq1ory83P49WrLudg92NPX1QMQt7SYwgAJq2cdz2mFVwm6vyZMn0y7DiRMniscee6xflHu6S9oTudxZcYoBIHgQujfeeMNh8sZ3da44EcDWcow2MPJAmtPS0hzphhkXa6BkuvEXpmC1Q/373/9OlUaag+MBTC+hAVDTClMz1u6oaUUDi3URkjfffJNkQTY4uAfb/rFuQs0PjPpiYZoqEg4cOEBrnCAL8Z5+rIeH4oBpCsRZn06MlqzjHjUMeU9fthPh0m4CFgqgln08pt0NyGxra2tCl3u4tCd0uffZsnQmyB0Bdlg988wztLvo1ltvJXcE6m6DeOSee+6x1q1bZ+3evdt69913adsptpti543cqouty2+++SZt1Z0+fTr907erXnzxxbTVGVtQBw0aFJPuCOrr62lLLf6hav3617+mz3v37rXdEaBM//KXv1ibN2+mHWYmdwSTJk2y3n//feudd96xRo8e7diOj1062I5//fXX05ZfyA226vb1dvxw6ce1e++9l3YSQRb+8Y9/WOeeey6lr6WlJe7Tf9ttt5GrCci6uvW6qanJvicasi63Zi9dupR2Zz3xxBN9vjU7XNp37txpPfroo5RmlD3kf8SIEdaFF14Y92kH999/P+0gRNpQr/EdO0H/9re/JXS5h0t7Ipc7K04xBPxToILBnxPcE8CXTbyDbaNlZWWUpqFDh9J3VCgJlIbbb7+dtrCiclx22WXU6Krs2bPHWrhwIfnrgdIFZay9vd2KNdauXUsKg/4P2/ClS4KHHnqIOn4oyXPnziXfJyo1NTWkKOTm5tKW3JtvvpmUDhX4gLrgggsoDOQpFLJYTz86UTSOaBSxPbuyspL8u+gDg3hNvynd+Af/RtGWdeTzOeecQ3UKHZH6jlhM+759+6izHDBgAJUZfHOhE1T9+cRr2sG3vvUtkmfECfKNei2VpkQu93BpT+RyT8J/fWfvYhiGYRiGiR94jRPDMAzDMIxHWHFiGIZhGIbxCCtODMMwDMMwHmHFiWEYhmEYxiOsODEMwzAMw3iEFSeGYRiGYRiPsOLEMAzDMAzjEVacGIZhGIZhPMKKE8MwCcO6detEUlJS0KGqvQHei384yDqSuOLfokWLejx+DMNEB1acGIaJS+bMmSPuuusux28zZswQ1dXVoqCgoE/i9PTTT4sdO3Z4ulfG9aqrrurxeDEMEz1YcWIYJmFIT08XgwcPJitOXwBrU0lJSURxzcrK6vF4MQwTPVhxYhgm7rjpppvE+vXrxWOPPWZPd+3Zsydoqu6ZZ54hZeaVV14RY8eOFdnZ2eKb3/ymaGpqEs8++6wYPny4KCoqEt/97ndFZ2enHX5ra6u49957xdChQ0VOTo6YOnUqhR0pn3zyibjoootEXl6eyM/PF5MnTxYffvhhVPOCYZjeJbWX38cwDHPaQGHClNiECRPEo48+Sr8NGjSIlCcdKEmPP/64WLlypaivrxeXX365uOyyy0iheu2118SuXbvEFVdcIWbOnCkWL15Mz9x5551i27Zt9MyQIUPEqlWrxIIFC8SWLVvE6NGjPcfzuuuuE5MmTRIrVqwQKSkpYtOmTSItLS2KOcEwTG/DihPDMHEH1jBhqgsWJEx3haK9vZ0Ul5EjR9J3WJz+9Kc/iSNHjojc3Fwxfvx4sgqtXbuWFKd9+/bRWiX8hdIEYH16/fXX6fef/vSnnuOJMJYuXSrGjRtH3yNRuhiGiU1YcWIYJqGBciWVJlBaWkpTdFCa1N+OHj1Kn2FVwrTdmDFjHOFg+m7gwIERvfvuu+8W3/72t0lRmzdvnrjyyisdcWEYJv5gxYlhmIRGnxrDGijTb11dXfS5oaGBptU++ugj+quiKlteePjhh8W1114rXn31VbFmzRqxbNkymv7DVCHDMPEJK04Mw8QlmKpTF3RHC6xJQriwQM2aNeu0w4PlCv++//3vi2uuuYam+1hxYpj4hXfVMQwTl2C67f3336cF4cePH7ctRqcLlBws6r7hhhvESy+9JHbv3i0++OADsXz5crIceaW5uZkWmWM33t69e8W7774rNm7cKM4444yoxJNhmL6BFSeGYeISLNjGVBoWd2NHHRZiRwtYhaA43XPPPeTGAJ69ofQMGzbMcxiIW01NDYUDZQyOLhcuXCgeeeSRqMWTYZjeJ8myLKsP3sswDJNQYJ0U3BZEenwKfFLB79Tq1at7LG4Mw0QPtjgxDMNECaxhKi8v93Tv22+/TYvNn3vuuR6PF8Mw0YMtTgzDMFFg586d9hRdVVWVpzVQBw8epM9QoML5o2IYJjZgxYlhGIZhGMYjPFXHMAzDMAzjEVacGIZhGIZhPMKKE8MwDMMwjEdYcWIYhmEYhvEIK04MwzAMwzAeYcWJYRiGYRjGI6w4MQzDMAzDeIQVJ4ZhGIZhGOGN/w+8UjBPyefvWgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f361473e99114e67a2dde3dcf87389da", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value=\"./Fig1nsd256.pdf
\"), HTML(value=\"…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#fig_1: time series no precip\n", + "time_mosaic = [\n", + " mosaic_row(\"LWP\"),\n", + " mosaic_row(\"nc\"),\n", + " mosaic_row(\"Dvol\"),\n", + " mosaic_row(\"sigma\"),\n", + "]\n", + "\n", + "fig, axes = plt.subplot_mosaic(time_mosaic, figsize=(6, 10),sharex=True, tight_layout=True)\n", + "\n", + "for na in aerosol_concs:\n", + " LWP_iters = []\n", + " mean_num_conc_iters = []\n", + " D_vol_iters = []\n", + " sigma_iters = []\n", + " for i in range(n_iters):\n", + " key = f\"na={na}p=False_{i}\"\n", + "\n", + " LWP_i, mean_num_conc_i = compute_LWP_and_nc_time_series(output[key],settings[key], above_ground)\n", + " mean_num_conc_i = mean_num_conc_i / si.cm**-3\n", + "\n", + " # Computed at max LWC height? the other plot is at cloud base, ~700 m (675 m here bc of indexing)\n", + " max_LWC_height_i = np.where(output[key][\"LWC\"] == np.max(output[key][\"LWC\"]))[0][0]\n", + " D_vol_i, sigma_i = compute_dvol_andsigma_time_series(output[key],settings[key], max_LWC_height_i)\n", + " D_vol_i = D_vol_i / si.um\n", + " sigma_i = sigma_i / si.um\n", + " LWP_iters.append(LWP_i)\n", + " mean_num_conc_iters.append(mean_num_conc_i)\n", + " D_vol_iters.append(D_vol_i)\n", + " sigma_iters.append(sigma_i)\n", + "\n", + " LWP = np.mean(LWP_iters, axis=0)\n", + " mean_num_conc = np.mean(mean_num_conc_iters, axis=0)\n", + " D_vol = np.mean(D_vol_iters, axis=0) \n", + " sigma = np.mean(sigma_iters, axis=0)\n", + " LWP_std = np.std(LWP_iters, axis=0)\n", + " mean_num_conc_std = np.std(mean_num_conc_iters, axis=0)\n", + " D_vol_std = np.std(D_vol_iters, axis=0)\n", + " sigma_std = np.std(sigma_iters, axis=0)\n", + "\n", + " plot_mosaic(axes[f\"LWP_{na}\"], LWP, \"LWP\", \"kg/m$^2$\")\n", + " plot_mosaic(axes[f\"nc_{na}\"], mean_num_conc, \"n$_d$\", \"cm$^{-3}$\")\n", + " plot_mosaic(axes[f\"Dvol_{na}\"], D_vol, \"Dvol\", \"um\")\n", + " plot_mosaic(axes[f\"sigma_{na}\"], sigma, \"Sigma Dvol\", \"um\", logy=True)\n", + " plot_mosaic_fill_between(axes[f\"LWP_{na}\"], LWP,LWP_std, \"LWP\", \"kg/m$^2$\")\n", + " plot_mosaic_fill_between(axes[f\"nc_{na}\"], mean_num_conc,mean_num_conc_std, \"n$_d$\", \"cm$^{-3}$\")\n", + " plot_mosaic_fill_between(axes[f\"Dvol_{na}\"], D_vol,D_vol_std, \"Dvol\", \"um\")\n", + " plot_mosaic_fill_between(axes[f\"sigma_{na}\"], sigma,sigma_std, \"Sigma Dvol\", \"um\", logy=True)\n", + "\n", + " axes[f\"LWP_{na}\"].set_title(f\"na={na} cm$ ^{-3}$\")\n", + "\n", + "show_plot(filename=\"Fig1nsd256.pdf\", inline_format=\"png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "32efb0d1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/emmaware/PySDM/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py:30: RuntimeWarning: divide by zero encountered in divide\n", + " D_vol = (6 * output[\"LWC\"][zslice, t_idx] / (np.pi * num_conc * rho_w)) ** (1 / 3)\n", + "/Users/emmaware/PySDM/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py:30: RuntimeWarning: invalid value encountered in divide\n", + " D_vol = (6 * output[\"LWC\"][zslice, t_idx] / (np.pi * num_conc * rho_w)) ** (1 / 3)\n", + "/Users/emmaware/PySDM/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py:41: RuntimeWarning: invalid value encountered in divide\n", + " Dvolmass = np.sum(mass_bins * Dk, axis=1) / np.sum(mass_bins, axis=1)\n", + "/Users/emmaware/PySDM/venv/lib/python3.9/site-packages/numpy/_core/_methods.py:185: RuntimeWarning: invalid value encountered in subtract\n", + " x = asanyarray(arr - arrmean)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c12380beaede4919944cdd94377a7ff6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value=\"./Fig2nsd=256.pdf
\"), HTML(value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#fig_2: vertical profiles no precip\n", + "t_slice = 600 * si.s \n", + "vertical_mosaic = [\n", + " mosaic_row(\"LWC\"),\n", + " mosaic_row(\"nc\"),\n", + " mosaic_row(\"Dvol\"),\n", + " mosaic_row(\"sigma\"),\n", + "]\n", + "fig, axes = plt.subplot_mosaic(vertical_mosaic, figsize=(6, 10),sharey=True,tight_layout=True)\n", + "\n", + "for na in aerosol_concs:\n", + " LWC_iters = []\n", + " num_conc_vertical_iters = []\n", + " D_vol_iters = []\n", + " sigma_vertical_iters = []\n", + "\n", + " for i in range(n_iters):\n", + " key = f\"na={na}p=False_{i}\"\n", + " LWC_i,num_conc_vertical_i = compute_LWP_and_nc_vertical(output[key], above_ground, t_slice)\n", + " LWC_i = LWC_i / si.g # kg ->g\n", + " num_conc_vertical_i = num_conc_vertical_i / si.cm**-3\n", + " D_vol_vertical_i, sigma_vertical_i = compute_dvol_andsigma_vertical(output[key],settings[key], above_ground, t_slice)\n", + " D_vol_vertical_i = D_vol_vertical_i / si.um\n", + " sigma_vertical_i = sigma_vertical_i / si.um\n", + " LWC_iters.append(LWC_i)\n", + " num_conc_vertical_iters.append(num_conc_vertical_i)\n", + " D_vol_iters.append(D_vol_vertical_i)\n", + " sigma_vertical_iters.append(sigma_vertical_i)\n", + " LWC = np.mean(LWC_iters, axis=0)\n", + " num_conc_vertical = np.mean(num_conc_vertical_iters, axis=0) \n", + " D_vol_vertical = np.mean(D_vol_iters, axis=0) \n", + " sigma_vertical = np.mean(sigma_vertical_iters, axis=0)\n", + " LWC_std = np.std(LWC_iters, axis=0)\n", + " num_conc_vertical_std = np.std(num_conc_vertical_iters, axis=0)\n", + " D_vol_std = np.std(D_vol_iters, axis=0)\n", + " sigma_std = np.std(sigma_vertical_iters, axis=0)\n", + " plot_mosaic(axes[f\"LWC_{na}\"], LWC, \"LWC\", \"g/m$^3$\", type='vertical')\n", + " plot_mosaic(axes[f\"nc_{na}\"], num_conc_vertical, \"n$_{conc}$\", \"cm$^{-3}$\", type='vertical')\n", + " plot_mosaic(axes[f\"Dvol_{na}\"], D_vol_vertical, \"Dvol\", \"um\", logx=True, type='vertical')\n", + " plot_mosaic(axes[f\"sigma_{na}\"], sigma_vertical, \"Sigma Dvol\", \"um\", logx=True, type='vertical')\n", + " plot_mosaic_fill_between(axes[f\"LWC_{na}\"], LWC, LWC_std, \"LWC\", \"g/m$^3$\", type='vertical')\n", + " plot_mosaic_fill_between(axes[f\"nc_{na}\"], num_conc_vertical, num_conc_vertical_std, \"n$_{conc}$\", \"cm$^{-3}$\", type='vertical')\n", + " plot_mosaic_fill_between(axes[f\"Dvol_{na}\"], D_vol_vertical, D_vol_std, \"Dvol\", \"um\", logx=True, type='vertical')\n", + " plot_mosaic_fill_between(axes[f\"sigma_{na}\"], sigma_vertical, sigma_std, \"Sigma Dvol\", \"um\", logx=True, type='vertical')\n", + "\n", + " axes[f\"sigma_{na}\"].set_xlim(.1, 100)\n", + " axes[f\"Dvol_{na}\"].set_xlim(10, 100)\n", + " axes[f\"LWC_{na}\"].set_title(f\"na={na} cm$ ^{-3}$\")\n", + "\n", + "show_plot(filename=f\"Fig2nsd=256.pdf\", inline_format=\"png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91aed11e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/emmaware/PySDM/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py:55: RuntimeWarning: Mean of empty slice\n", + " mean_num_conc = np.nanmean(masked, axis=0)\n", + "/Users/emmaware/PySDM/examples/PySDM_examples/Hill_et_al_2023/cross_sections.py:8: RuntimeWarning: divide by zero encountered in divide\n", + " D_vol = (6 * output[\"LWC\"][cloud_base] / (np.pi * num_conc * rho_w)) ** (1 / 3)\n", + "/Users/emmaware/PySDM/venv/lib/python3.9/site-packages/numpy/_core/_methods.py:185: RuntimeWarning: invalid value encountered in subtract\n", + " x = asanyarray(arr - arrmean)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d1bfd72854704124b9ec94d526b145a0", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value=\"./Fig4nsd=256.pdf
\"), HTML(value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#fig_4: time series precip\n", + "time_mosaic = [\n", + " mosaic_row(\"LWP\"),\n", + " mosaic_row(\"surface_precip\"),\n", + " mosaic_row(\"nc\"),\n", + " mosaic_row(\"Dvol\"),\n", + " mosaic_row(\"sigma\"),\n", + "]\n", + "fig, axes = plt.subplot_mosaic(time_mosaic, figsize=(6, 10),sharex=True,tight_layout=True)\n", + "\n", + "for na in aerosol_concs:\n", + " LWP_iters = []\n", + " mean_num_conc_iters = []\n", + " D_vol_iters = []\n", + " sigma_iters = []\n", + " surface_precip_iters = []\n", + " for i in range(n_iters):\n", + " key = f\"na={na}p=True_{i}\"\n", + " LWP_i, mean_num_conc_i = compute_LWP_and_nc_time_series(output[key],settings[key], above_ground)\n", + " mean_num_conc_i = mean_num_conc_i / si.cm**-3\n", + " surface_precip_i = output[key]['surface precipitation']* si.hour/si.mm\n", + " D_vol_i, sigma_i = compute_dvol_andsigma_time_series(output[key],settings[key], cloud_base)\n", + " D_vol_i = D_vol_i / si.um\n", + " sigma_i = sigma_i / si.um\n", + " LWP_iters.append(LWP_i)\n", + " surface_precip_iters.append(surface_precip_i)\n", + " mean_num_conc_iters.append(mean_num_conc_i)\n", + " D_vol_iters.append(D_vol_i)\n", + " sigma_iters.append(sigma_i)\n", + " LWP = np.mean(LWP_iters, axis=0)\n", + " surface_precip = np.mean(surface_precip_iters, axis=0)\n", + " mean_num_conc = np.mean(mean_num_conc_iters, axis=0) \n", + " D_vol = np.mean(D_vol_iters, axis=0) \n", + " sigma = np.mean(sigma_iters, axis=0)\n", + " #standard deviation\n", + " LWP_std = np.std(LWP_iters, axis=0)\n", + " mean_num_conc_std = np.std(mean_num_conc_iters, axis=0) \n", + " D_vol_std = np.std(D_vol_iters, axis=0)\n", + " sigma_std = np.std(sigma_iters, axis=0)\n", + " surface_precip_std = np.mean(surface_precip_iters, axis=0)\n", + "\n", + " plot_mosaic(axes[f\"LWP_{na}\"], LWP, \"LWP\", \"kg/m$^2$\")\n", + " plot_mosaic(axes[f\"surface_precip_{na}\"], surface_precip, \"Surface Precipitation\", \"mm/h\")\n", + " plot_mosaic(axes[f\"nc_{na}\"], mean_num_conc, \"n$_{comc}$\", \"cm$^{-3}$\")\n", + " plot_mosaic(axes[f\"Dvol_{na}\"], D_vol, \"Dvol\", \"um\")\n", + " plot_mosaic(axes[f\"sigma_{na}\"], sigma, \"Sigma Dvol\", \"um\", logy=True)\n", + " plot_mosaic_fill_between(axes[f\"LWP_{na}\"], LWP,LWP_std, \"LWP\", \"kg/m$^2$\")\n", + " plot_mosaic_fill_between(axes[f\"surface_precip_{na}\"], surface_precip,surface_precip_std, \"Surface Precipitation\", \"mm/h\")\n", + " plot_mosaic_fill_between(axes[f\"nc_{na}\"], mean_num_conc,mean_num_conc_std, \"n$_{conc}$\", \"cm$^{-3}$\")\n", + " plot_mosaic_fill_between(axes[f\"Dvol_{na}\"], D_vol,D_vol_std, \"Dvol\", \"um\")\n", + " plot_mosaic_fill_between(axes[f\"sigma_{na}\"], sigma,sigma_std, \"Sigma Dvol\", \"um\", logy=True)\n", + "\n", + " axes[f\"LWP_{na}\"].set_title(f\"na={na} cm$ ^{-3}$\")\n", + "\n", + "show_plot(filename=\"Fig4nsd=256.pdf\", inline_format=\"png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57095159-5bfb-4239-afe7-895ade2fb7cd", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/PySDM_examples/Shipway_and_Hill_2012/settings.py b/examples/PySDM_examples/Shipway_and_Hill_2012/settings.py index b74374da0..989d9cdcf 100644 --- a/examples/PySDM_examples/Shipway_and_Hill_2012/settings.py +++ b/examples/PySDM_examples/Shipway_and_Hill_2012/settings.py @@ -50,6 +50,9 @@ def __init__( save_spec_and_attr_times=(), collision_kernel=None, old_buggy_density_formula=False, + cloud_water_radius_range=(1 * si.um, 50 * si.um), + rain_water_radius_range=(50 * si.um, np.inf), + ignore_moisture_profile_in_density_calc=False, ): self.formulae = formulae or Formulae() self.n_sd_per_gridbox = n_sd_per_gridbox @@ -112,9 +115,11 @@ def drhod_dz(z_above_reservoir, rhod): water_vapour_mixing_ratio = self.water_vapour_mixing_ratio( z_above_reservoir ) - d_water_vapour_mixing_ratio__dz = Derivative( - self.water_vapour_mixing_ratio - )(z_above_reservoir) + d_water_vapour_mixing_ratio__dz = ( + 0 + if ignore_moisture_profile_in_density_calc + else Derivative(self.water_vapour_mixing_ratio)(z_above_reservoir) + ) T = self.formulae.state_variable_triplet.T( rhod[0], self.thd(z_above_reservoir) ) @@ -164,8 +169,8 @@ def drhod_dz(z_above_reservoir, rhod): self.number_of_bins + 1, endpoint=True, ) - self.cloud_water_radius_range = [1 * si.um, 50 * si.um] - self.rain_water_radius_range = [50 * si.um, np.inf * si.um] + self.cloud_water_radius_range = cloud_water_radius_range + self.rain_water_radius_range = rain_water_radius_range self.save_spec_and_attr_times = save_spec_and_attr_times @property diff --git a/examples/PySDM_examples/Shipway_and_Hill_2012/simulation.py b/examples/PySDM_examples/Shipway_and_Hill_2012/simulation.py index d20c7527a..b48397047 100644 --- a/examples/PySDM_examples/Shipway_and_Hill_2012/simulation.py +++ b/examples/PySDM_examples/Shipway_and_Hill_2012/simulation.py @@ -141,6 +141,7 @@ def zZ_to_z_above_reservoir(zZ): PySDM_products.AmbientWaterVapourMixingRatio( name="water_vapour_mixing_ratio" ), + PySDM_products.LiquidWaterContent(name="LWC"), ] if settings.enable_condensation: self.products.extend(