{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "29ad2c80", "metadata": {}, "source": [ "# Testing Emulator Example Notebook\n", "\n", "This notebook shows code to run several performance metrics on a trained ps_emulator object. For demonstration purposes, all figures here were made using the final optimized emulator in PAPER_LINK_HERE." ] }, { "cell_type": "code", "execution_count": 1, "id": "8a763569-6b3c-48a6-bd0c-aaefc269db7e", "metadata": {}, "outputs": [], "source": [ "import torch\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as colors\n", "from tqdm import tqdm\n", "import itertools\n", "\n", "from mentat_lss.emulator import ps_emulator\n", "from mentat_lss.utils import load_config_file, calc_avg_loss, delta_chi_squared, get_parameter_ranges" ] }, { "cell_type": "code", "execution_count": 2, "id": "54adee84-498e-4d4d-b55c-6ee58cbe5166", "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.facecolor'] = 'white'\n", "plt.rcParams.update({'font.size': 11})\n", "plt.rcParams[\"legend.frameon\"] = False" ] }, { "attachments": {}, "cell_type": "markdown", "id": "126c1f35", "metadata": {}, "source": [ "Here are some plotting routine functions we will use later" ] }, { "cell_type": "code", "execution_count": 3, "id": "5c3e82ac-edee-4f5b-a7f2-1f1c73481368", "metadata": {}, "outputs": [], "source": [ "def make_heatmap(x, y, z, bins, median=True):\n", " x_new = np.linspace(np.amin(x), np.amax(x), bins+1)\n", " y_new = np.linspace(np.amin(y), np.amax(y), bins+1)\n", " z_new = np.zeros((bins,bins))\n", " for i in range(bins):\n", " for j in range(bins):\n", " if median == True: z_new[j,i] = np.median(z[(x >= x_new[i]) & (x < x_new[i+1]) & (y >= y_new[j]) & (y < y_new[j+1])])\n", " else: z_new[j,i] = np.mean(z[(x >= x_new[i]) & (x < x_new[i+1]) & (y >= y_new[j]) & (y < y_new[j+1])])\n", " \n", " return x_new, y_new, z_new\n", "\n", "def make_diagonal(x, y, bins, median=True):\n", " x_new = np.linspace(np.amin(x), np.amax(x), bins+1)\n", " y_new = np.zeros(bins)\n", " for i in range(bins):\n", " if median == True: y_new[i] = np.median(y[(x >= x_new[i]) & (x <= x_new[i+1])])\n", " else: y_new[i] = np.mean(y[(x >= x_new[i]) & (x <= x_new[i+1])])\n", " return x_new[:bins], y_new\n", "\n", "def plot_heatmap(params, data, label, extents, cmap, log_scale, \n", " names, labels, median=False, save_str=\"\"):\n", " \n", " params = params.copy()\n", " fig, axs = plt.subplots(len(names),len(names), figsize=(12,12), sharex=\"col\")\n", " for i in range(len(names)):\n", " for j in range(len(names)):\n", " idx_i = pnames.index(names[i])\n", " idx_j = pnames.index(names[j])\n", " if i < j:\n", " axs[i][j].axis(\"off\")\n", " continue\n", " if i == j:\n", " x, y = make_diagonal(params[:,idx_j], data, 25, median)\n", " axs[i][j].plot(x, y)\n", " else:\n", " X, Y, Z = make_heatmap(params[:,idx_j], params[:,idx_i], data, 25, median)\n", " if log_scale == True: img = axs[i,j].imshow(Z, aspect=\"auto\", extent=(X[0], X[-1], Y[0], Y[-1]), cmap=cmap, \n", " norm=colors.LogNorm(vmin=extents[0], vmax=extents[1]))\n", " else: img = axs[i,j].imshow(Z, aspect=\"auto\", extent=(X[0], X[-1], Y[0], Y[-1]), cmap=cmap, vmin=extents[0], vmax=extents[1])\n", " axs[i,j].set_xlim(X[0] - (X[-1] - X[0]) * 0.05, X[-1] + (X[-1] - X[0]) * 0.05)\n", " axs[i,j].set_ylim(Y[0] - (Y[-1] - Y[0]) * 0.05, Y[-1] + (Y[-1] - Y[0]) * 0.05)\n", " \n", " axs[i,j].xaxis.set_ticks_position('both')\n", " axs[i,j].yaxis.set_ticks_position('both')\n", " \n", " axs[i,j].tick_params(direction=\"in\")\n", " for item in ([axs[i,j].xaxis.label, axs[i,j].yaxis.label]):\n", " item.set_fontsize(15)\n", " \n", " #if i != j: axs[i][j].axhline(params_best[i], linestyle=\"--\", c=\"black\")\n", " #axs[i][j].axvline(params_best[j], linestyle=\"--\", c=\"black\")\n", " if i == len(names) - 1: axs[i][j].set_xlabel(labels[j])\n", " if j == 0 and i != 0: axs[i][j].set_ylabel(labels[i])\n", " #if j == 0 and i != 5: axs[i][j].xaxis.set_ticklabels([])\n", " elif j != 0 and i == len(names)-1: axs[i][j].yaxis.set_ticklabels([])\n", " elif j != 0 and i != len(names)-1:\n", " #axs[i][j].xaxis.set_ticklabels([])\n", " axs[i][j].yaxis.set_ticklabels([])\n", "\n", " #axs[5][3].set_xticks([1,2,3,4])\n", " cbar_ax = fig.add_axes([0.96, 0.14, 0.039, 0.7])\n", " cbar = fig.colorbar(img, cax=cbar_ax)\n", " cbar.set_label(label, size=22)\n", " cbar.ax.tick_params(labelsize=18) \n", " plt.subplots_adjust(wspace=0, hspace=0, right=0.95)\n", "\n", " if save_str!=\"\": plt.savefig(save_str, dpi=300, bbox_inches='tight')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ec12cc28", "metadata": {}, "source": [ "As a first step, we load in our trained emulator and the testing dataset in the following cells." ] }, { "cell_type": "code", "execution_count": 4, "id": "8adb38cb-3db4-4b94-aec9-2cdd0bd05358", "metadata": {}, "outputs": [], "source": [ "# load the network\n", "repo_dir = \"/Users/JoeyA/Research/SPHEREx/mentat-lss/\"\n", "emulator_dir = repo_dir+\"emulators/stacked_transformer_2t_2z_hypersphere/\"\n", "training_dir = repo_dir+\"../../Data/SPHEREx-Data/training_set_eft_2t_2z_hypersphere/\"\n", "cosmo_dir = repo_dir + \"configs/cosmo_pars/cosmo_pars_2t_2z.yaml\"\n", "\n", "\n", "emulator = ps_emulator(emulator_dir, \"eval\")\n", "num_networks = emulator.num_zbins * emulator.num_spectra\n", "\n", "# used in heatmap plotting routine\n", "config_dict = load_config_file(emulator_dir+\"config.yaml\")\n", "cosmo_dict = load_config_file(cosmo_dir)\n", "#cosmo_dict = load_config_file(input_dir+config_dict[\"cosmo_dir\"])\n", "pnames, bounds = get_parameter_ranges(cosmo_dict)" ] }, { "cell_type": "code", "execution_count": 5, "id": "4f477483-902c-45df-bceb-245523f6fc5d", "metadata": {}, "outputs": [], "source": [ "# load the test dataset\n", "test_data = emulator.load_data(\"testing\", 1., False, training_dir)\n", "test_loader = torch.utils.data.DataLoader(test_data, batch_size=config_dict[\"batch_size\"], shuffle=True)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "798f5d90", "metadata": {}, "source": [ "## Loss Function Stats \n", "\n", "The following cell displays loss function stats saved during training, and calculates the average loss value for the testing dataset. " ] }, { "cell_type": "code", "execution_count": 6, "id": "8d3a5055-01d0-4910-a109-aa15fd817d07", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Net [0, 0], Total # of epochs = 500\n", "Net [0, 0], Best training loss = 0.0000\n", "Net [0, 0], Best validation loss = 0.0000\n", "Net [0, 0], Average test loss = 0.0068\n", "\n", "Net [0, 1], Total # of epochs = 500\n", "Net [0, 1], Best training loss = 0.0000\n", "Net [0, 1], Best validation loss = 0.0000\n", "Net [0, 1], Average test loss = 0.0081\n", "\n", "Net [1, 0], Total # of epochs = 500\n", "Net [1, 0], Best training loss = 0.0000\n", "Net [1, 0], Best validation loss = 0.0000\n", "Net [1, 0], Average test loss = 0.0088\n", "\n", "Net [1, 1], Total # of epochs = 500\n", "Net [1, 1], Best training loss = 0.0000\n", "Net [1, 1], Best validation loss = 0.0000\n", "Net [1, 1], Average test loss = 0.0108\n", "\n", "Net [2, 0], Total # of epochs = 500\n", "Net [2, 0], Best training loss = 0.0000\n", "Net [2, 0], Best validation loss = 0.0000\n", "Net [2, 0], Average test loss = 0.0096\n", "\n", "Net [2, 1], Total # of epochs = 500\n", "Net [2, 1], Best training loss = 0.0000\n", "Net [2, 1], Best validation loss = 0.0000\n", "Net [2, 1], Average test loss = 0.0090\n", "\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make plots showing training / validation loss during training\n", "test_loss = calc_avg_loss(emulator, test_loader, emulator.loss_function)\n", "\n", "for (ps, z) in itertools.product(range(emulator.num_spectra), range(emulator.num_zbins)):\n", " training_data = torch.load(emulator_dir+\"training_statistics/train_data_\"+str(ps)+\"_\"+str(z)+\".dat\")\n", "\n", " #epochs = range(min(np.where(training_data[0] == 0)[0][0], training_data.shape[1]))\n", " epochs = range(training_data.shape[1])\n", " num_epochs = epochs[-1]+1\n", " train_loss = training_data[0,:num_epochs]\n", " valid_loss = training_data[1,:num_epochs]\n", " learning_rate = training_data[2,:num_epochs]\n", " print(\"Net [{:d}, {:d}], Total # of epochs = {:0.0f}\".format(ps, z, len(train_loss)))\n", " print(\"Net [{:d}, {:d}], Best training loss = {:0.4f}\".format(ps, z, torch.amin(train_loss)))\n", " print(\"Net [{:d}, {:d}], Best validation loss = {:0.4f}\".format(ps, z, torch.amin(valid_loss)))\n", " print(\"Net [{:d}, {:d}], Average test loss = {:0.4f}\\n\".format(ps, z, test_loss[ps][z]))\n", " \n", " plt.figure()\n", " plt.plot(epochs, train_loss, c=\"blue\", label=\"training set loss\")\n", " plt.plot(epochs, valid_loss, c=\"red\", ls=\"--\", label=\"validation set loss\")\n", " plt.xlabel(\"epoch\")\n", " plt.ylabel(\"avg loss\")\n", " plt.yscale(\"log\")\n", " plt.legend()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "2e1775fc", "metadata": {}, "source": [ "## Delta chi2 stats\n", "\n", "These cells calculate the main performance statistic we use for emulator performance, mainly $\\Delta \\chi^2$ given by the folloiwng equation,\n", "\n", "$$\\Delta \\chi^2 = \\left( P^\\text{emu} - P^\\text{true}\\right)^T C^{-1} \\left( P^\\text{emu} - P^\\text{true}\\right) $$\n", "\n", "Since we have multiple sub-networks, we can calculate this quantity for each individual bin, or the full output." ] }, { "cell_type": "code", "execution_count": 7, "id": "82e9f56a-aeba-4e4c-9317-95f0db8d7f7f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 401/401 [01:21<00:00, 4.94it/s]\n" ] } ], "source": [ "from mentat_lss.utils import is_in_hypersphere\n", "\n", "pk_error = []\n", "error_per_bin = np.zeros((emulator.num_spectra, emulator.num_zbins, emulator.num_ells, emulator.num_kbins))\n", "delta_chi2 = np.zeros((emulator.num_spectra, emulator.num_zbins, len(test_data)))\n", "delta_chi2_combined = np.zeros(len(test_data))\n", "save_idx = 0\n", "\n", "# calculating delta chi2 in batches is much faster (~100x) than doing so individually\n", "for (i, batch) in enumerate(tqdm(test_loader)):\n", "\n", " params = batch[0].to(\"cpu\").detach().numpy()\n", " pk_idx = batch[2].to(torch.int)\n", " #params = test_data[i][0].to(\"cpu\").detach().numpy()\n", " pk_raw = test_data.get_normalized_galaxy_power_spectra(pk_idx)\n", " pk_true = test_data.get_true_galaxy_power_spectra(pk_idx, emulator.ps_fid, emulator.sqrt_eigvals, \n", " emulator.Q, emulator.Q_inv).to(\"cpu\").detach()\n", "\n", " pk_pred_raw = emulator.get_power_spectra(params, False, True)\n", " pk_pred = emulator.get_power_spectra(params, False, False)\n", "\n", " for j in range(len(pk_idx)):\n", " #loop thru networks\n", " for (ps, z) in itertools.product(range(emulator.num_spectra), range(emulator.num_zbins)):\n", " \n", " prediction = pk_pred_raw[j, ps, z].unsqueeze(0)\n", " target = pk_raw[j, ps, z].unsqueeze(0)\n", "\n", " chi2 = delta_chi_squared(prediction, target, emulator.invcov_full, True)\n", " delta_chi2[ps, z, save_idx] = chi2.item()\n", "\n", " delta_chi2_combined[save_idx] = delta_chi_squared(pk_pred[j], pk_true[j], emulator.invcov_full, False)\n", " pk_error.append((pk_pred[j] - pk_true[j].numpy()) / pk_true[j])\n", "\n", " save_idx += 1\n", "\n", "pk_error = np.array(pk_error)" ] }, { "cell_type": "code", "execution_count": 8, "id": "8684533a-ecd2-4fa4-b145-5c9cb8f2e7e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "net [0, 0], mean chi2 error = 0.031\n", "net [0, 0], median chi2 error = 0.007\n", "net [0, 1], mean chi2 error = 0.042\n", "net [0, 1], median chi2 error = 0.012\n", "net [1, 0], mean chi2 error = 0.049\n", "net [1, 0], median chi2 error = 0.013\n", "net [1, 1], mean chi2 error = 0.071\n", "net [1, 1], median chi2 error = 0.019\n", "net [2, 0], mean chi2 error = 0.060\n", "net [2, 0], median chi2 error = 0.019\n", "net [2, 1], mean chi2 error = 0.051\n", "net [2, 1], median chi2 error = 0.013\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot chi2 histograms for each individual network\n", "labels=[r\"$P_l$(tracer1, tracer1)\", r\"$P_l$(tracer1, tracer4)\", r\"$P_l$(tracer4, tracer4)\"]\n", "cmap = [\"red\", \"green\", \"blue\"]\n", "style = [\"//\", \"\\\\\"]\n", "\n", "fig, axs = plt.subplots(2, 1, figsize=(8,8), sharex=True)\n", "for (ps, z) in itertools.product(range(emulator.num_spectra), range(emulator.num_zbins)):\n", " print(\"net [{:d}, {:d}], mean chi2 error = {:0.3f}\".format(ps, z, np.mean((delta_chi2)[ps, z])))\n", " print(\"net [{:d}, {:d}], median chi2 error = {:0.3f}\".format(ps, z, np.median(delta_chi2[ps, z])))\n", " axs[z].hist(delta_chi2[ps, z], bins=np.geomspace(np.amin(delta_chi2[ps, z]), np.amax(delta_chi2[ps, z]), 50), alpha=0.6,\n", " facecolor=cmap[ps], hatch=style[z], label=labels[ps])\n", " \n", "axs[0].legend(loc=\"upper center\", ncol=3, bbox_to_anchor=(0.5, 1.15))\n", "axs[0].set_ylabel(\"zbin 1\")\n", "axs[1].set_ylabel(\"zbin 2\")\n", "plt.xscale(\"log\")\n", "plt.xlabel(r\"$\\Delta \\chi^2$\")\n", "plt.subplots_adjust(hspace=0)\n", "#plt.savefig(\"../plots/delta_chi2_histogram.png\", dpi=300, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 9, "id": "4e764326-eda2-4d67-ada8-c166fcc7933d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean combined chi2 error = 0.352\n", "median combined chi2 error = 0.167\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide\n", " ret = ret.dtype.type(ret / rcount)\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide\n", " ret = ret.dtype.type(ret / rcount)\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide\n", " ret = ret.dtype.type(ret / rcount)\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide\n", " ret = ret.dtype.type(ret / rcount)\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide\n", " ret = ret.dtype.type(ret / rcount)\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide\n", " ret = ret.dtype.type(ret / rcount)\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/JoeyA/miniconda3/envs/mentat_lss/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide\n", " ret = ret.dtype.type(ret / rcount)\n" ] }, { "data": { "image/png": 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", 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c9ptTYiKI3wMAAAAA0JYIzgGoo8TRby4iLERCQyze3g4AAAAAAAGNtBgAdZQ6MufoNwcAAAAgYKhJrX42rdXv9osWI3MOgMuy1phwgnMAAAAAALQ1gnMAXAbnGAYBAAAAAEDbIzgHoI7SSnvqNMMgAAAAAABoe7z7BlAHmXMAAAAAAo3NVqUPf+Lc7+jRoyU0NFRuuukmfSDwEJwD4LrnHME5AAAAAPC6NWvWSEJCgre3gTZEWSuAOpjWCgAAAACA55A5B8B1WWs4vx4AAAAABAhrlYi1UvxuzwgKZM4BqKO0wjkQgsw5AAAAAADaGsE5AHXQcw4AAAAAAM+hbg1AHSWVTGsFAAAAEIjTWv3rPY6/TZdFy5E5B6AOBkIAAAAAAOA5BOcA1FHi6DkXHUFiLQAAAAAAbY133wBc95wLJ3MOAAAAQIDQ01r97D0O01qDBplzAOqgrBUAAAAAAM8hOAfAZeYcAyEAAAAAAGh7BOcA1FHmmNYaQ885AAAAAADaHO++AbjuOUfmHAAAAIBAQc85+DAy5wAYprX62T9cAAAAAAD4IYJzAOoodZS1RjOtFQAAAACANkdZK4AaldVWqay26cuUtQIAAAAIHNUiNn8rE7UnTiDwkTkHoEG/OYWyVgAAAAAA2h7BOQA1Sh3BudAQi0SE8usBAAAAAIC2RlkrgAbDIGLCQ8VisXh7OwAAAADQKizWKrFYQ/xuzwgO/vXKBOCRslZKWgEAAAAA8AyCcwAaTGplGAQAAAAAAJ4RFMG5nTt3yvXXXy/Dhw+XsLAwGTx4cJPOs9ls8vDDD0u3bt0kOjpaxo4dK6tWrWrz/QLez5yj4h0AAABAAFElov54ICgERXBu69at8vHHH0ufPn1k4MCBTT7vkUcekVmzZsltt90mH330kXTu3FkmT54su3btatP9At5S6uw5R+YcAAAAAAAeERTBuXPPPVcyMjLk3XfflRNPPLFJ55SVlcmcOXNk+vTpOjg3adIkefvtt6Vdu3Yyd+7cNt8z4M3MOYJzAAAAAAB4RlAE50JCmv8wV65cKQUFBXLJJZfUXBcRESHTpk2TRYsWtfIOAR8raw0nOAcAAAAAgCfQWMpg27Zt+mP//v3rXD9gwADZt2+flJaW6j50QCApJXMOAAAAQCDSPdz8LD+JnnNBg+CcQW5urkRGRkpUVFSd65OTk/WgCLVuCs6pjLva1P2oA/B1DIQAAAAAAMCz/Cxs7B/S09MlMTGx5lC96wB/UFLJQAgAAAAAADyJ9BgDlSFXXl6uB0PUzp5TGXMWi0Wvm6jhEwkJCTWfkzUHf0FZKwAAAIBAZLFVicUW4nd7RnDwr1emBzl7zW3fvr1BL7pu3bq57TenAnO1D4Jz8L+yVoJzAAAAAAB4AsE5g3HjxunA2oIFC2quq6yslIULF8rUqVO9ujegzTPnmNYKAAAAAIBHBEVZa0lJiSxatEhf3rt3rx7Y8O677+rPTz/9dElJSZFJkybptZ07d+rrVSnrjBkzZPbs2Xp9yJAhMm/ePMnJyZE77rjDq48HaCslFc6ec0HxqwEAAABAsLBaRaz2ZAS/2jOCQlC8Az9y5IhcfPHFda5zfv7FF1/I+PHjpbq6Wqqq6tZz33333Xoy69y5cyUrK0uGDx8un376qfTq1cuj+wc8hbJWAAAAAPAto0ePltDQULnpppv0gcATFMG5Hj166CCbO8uXL29wnRr8oLLn1AEEg9JKBkIAAAAAgC9Zs2ZNnaGTCDz0nANQg8w5AAAAAAA8Kygy5wA0cyAEPecAAAAABBCLtUosVov4254RHMicA+BiIASZcwAAAAAAeALBOQANy1rDCc4BAAAAAOAJ1K4B0KqtNimvso/qJnMOAAAAQECxVotYQ/xvzwgKfvbKBNDWk1oVes4BAAAAAOAZBOcA1Ok3Z7GIRIXzqwEAAAAAAE8gPQaAVlZhrek3Z1EROgAAAAAIFGryqZ9Na9V7RlAgPQaAVlLJpFYAAAAAADyN4ByAupNaCc4BAAAAAOAxlLUC0EodwbmYcH4tAAAAAAgsFmu1WPxsWqvaM4KDf70yAbR55lwUmXMAAAAAAHgMwTkAdaa1xoQTnAMAAAAAwFMIzgGoW9ZK5hwAAAAAAB5DcykAGgMhAAAAAAQsW7WIn/Wc03tGUPCzVyaAtlJaSeYcAAAAAACeRnAOQN2ecxEk1AIAAAAA4Cm8CwegUdYKAAAAIFBZrFaxWKv9bs8IDmTOAag7EIJprQAAAAAAeAzBOQAamXMAAAAAAHgeZa0A6gTn6DkHAAAAIOCoklarRfyKn5XhouXInAOglVY6B0KQOQcAAAAAgKcQnAOgUdYKAAAAAIDnEZwDUHcgBME5AAAAAAA8huZSAOr1nCM4BwAAACCwWKzVYvGznnNqzwgOZM4BqFvWGk7MHgAAAAAATyE4B0ArrWAgBAAAAAAAnkaKDACx2WxSUklZKwAAAIAApUpE/aysVe8ZQYHMOQBSXmUVm81+mWmtAAAAAAB4DsE5ADX95pSYCBJqAQAAAADwFN6FA5ASR7+5iLAQCQ3xs1RvAAAAAGgE01rhy4Iic27btm1y5plnSmxsrKSmpspdd90lFRUVjZ7Xo0cPsVgsDY6ysjKP7BvwlFJH5hz95gAAAAAA8KyAz5zLzc2ViRMnSt++fWXhwoVy4MABuf3226WkpESeffbZRs+/6KKLZPr06XWui4yMbMMdA94ra40JJzgHAAAAAIAnBXxwbv78+VJQUCDvvfeetGvXTl9XVVUlN954o8ycOVPS0tLcnt+pUycZM2aMh3YLeDc4xzAIAAAAAAGJaa3wYQFf1rp48WI544wzagJzyiWXXCJWq1WWLFni1b0BvqK00t5zjmEQAAAAAAB4Vkgw9Jvr379/neuSkpKkc+fOeq0xb7zxhi5jjYuLk6lTp8rmzZvbcLeAd5A5BwAAAAC+afTo0TJw4EB57rnnvL0VtJGg6DmngnH1JScny9GjR92ee95558nJJ58s3bp1k127dsmDDz4op5xyiqxfv1569eplPE+V0damgnv0qYNf9JwjOAcAAAAAPmXNmjWSkJDg7W2gDQV8cO54PP300zWXTz31VJk8ebLOwps7d67MmzfPeF56enqdz2fNmiWzZ89u070Cx6OskuAcAAAAgMBlsdrEYrWKv+0ZwSHgg3MqQy4/P99lRl3tPnRNoUphVebcunXr3N4uIyOjTlSbrDn4TVlreMD/SgAAAAAAwKcE/DtxlelWv7ecCtYdOnSoQS+61qICc6Scwp9Q1goAAAAAgHcE/ECIKVOmyNKlSyUvL6/mugULFkhISIguU22OgwcPytdff62bMQKBpLTCOa2V4BwAAACAAGSt9s8DQSHgg3PXX3+9xMfHy/nnny9LliyRV155Re688059fVpaWs3tJk2aJH369Kn5/K233pIrrrhCT2v94osv5KWXXpLTTjtNQkNDZfr06V56NAh2izYfktW7ctoscy4qnOAcAAAAAACeFBQ955YtWyY333yzDtCpQN21116rJ6/WVl1dLVVV9uwhpWfPnjpT7s9//rPOulMTXydOnCj333+/XkPL/HCwQG7/zwY5a1Cq3HZmP29vx6+8u26/3LFgo0SGhchXd02QTglRrXbfpZS1AgAAAADgFQEfnFMGDBigS1vdWb58eZ3Px4wZozPm0HrySirkj/9eKxlHS2VbZqGkxEfKlWO6e3tbfmFbZoHc+/5mfbm8yirzv/xZZp07qNXun55zAAAAAAKaTZWJiv/tGUEh4Mta4RuqrTa59e0NOjAX6wgAzf7fVvn259Yv0Qw0ReVVcuMb30tZpVV6p8Tq695cvU+OFJS12tcoqXRMa40Iing9AAAAAAA+g+AcPOKppT/Jlz9lSVR4iCy4fpz8aniaVFltcuMb62RfTom3t+ezbDab3PPfTbIrq1g6J0bp525k92RH9tyuVvs6DIQAAAAAAMA7CM6hzS394bA8/flOffnhaUNlYFqCPHLhUBnWNVFySyrlD6+v1dlh3pJdVC5V1b6Z3/yvVXvlo02HJCzEIs9efqK0i42QP5/RV6+9sXpvq2XPOctaownOAQAAAADgUQTn/Kgs9FB+qfib3dnFcts7G/Tla8b1kPNHdKmZCvrCb0ZJx/hI2X64UP789gaxWm0e3VtJRZUurR31wFI5+6kVsm5vrviSjRl58vePftCX75nSX2fMKaf06dDq2XM1AyGY1goAAAAgAFlsVr88EBwIzvmB8qpq+c1Lq2XsnM9lxsJNOqjkD9Q+r//XOiksr5JR3ZNl5tQBddZTE6PkxatGSURYiCz98bDMXbLdY3tbs+eoTH1qhby6co/+fOeRIrlo/kq578OtUuzFLL7awzNUn7nKapucPShVfn/KsQnBFotFbp1UK3uusKwVB0LQcw4AAAAAAE/inbgf9Byb8d/NstIxOOGt7zJk9a6j8o/LhsvQrkniy/u++7+bdVacmso674oTdRCuvuHpSfLohUPlz+9skHnLf5YTUuPlV8Pt2XVOZZXVOnj20+FCOVJYLlabTWfZqUQ7lVGovla1zSbR4aFySt8UGdolUUJCLC73pe5r7qfb5aVvdovNJrqP29/OGSjLth2Rd9ftl1e+2SOf/XBY5kwbIqf2TXF5HyoY9unWw/LJlkOSV1Ipo3u0k1/06SAn92onCVHhbp+TfUdLZENGnu4h16NDjP4e9mwfW2e/6rFN/89GOZBXKt3bx8ijFw/VAbnaTu3bQU7sliTf78uTF77cJX89Z6AcD2fAl7JWAAAAAAA8i+Ccj/vH0h2ycP0BCQ2xyB2TT5DXVu6RXdnFMm3eSpk++QS57rRees3XvPzNHvlw40HdK00F5jomRBlvq0pdt2UWyvwvf5a73t0khWVVklVYroNx2zMLZU9OsQ7ENcXcJT/pYOAZAzrKGQM66aCZKqFVvt+XK3f8Z6N+/pRLRnWVe88ZqANqU4Z0lnOHpcnMhZtlf26p/Oal7+TikV3l3l8OlMSYcHtAbkumfLz5kKzefVQH9py2HizQGXjq2zCka5L8ond7Gde7g/TpGCc/HiqQ9Rl5ukR14/48HcyrLz4yTAZ3SZShXdWRJNsyC3SwUAUz1XPnKuCngnV/PqOfXPXyd/LvVXvlj6f3ko7xUcaA5H0f/iArf87W9zcoLbHBbUod01oZCAEAAAAgIFmrRax+uGcEBYtNpfOgVRQUFEhiYqLk5+dLQkLCcd+fyuS6Y8FGffnhaUPkspO66XLHGQs3y+Itmfr6Mb3ayROXDJe0pGhpbYVllboXWVJMhMusNyf1EjqYXyY/ZRbqINv2zAL5cNMhndU269yB8ttfHCvJNFG3ve71tToo5UpSTLic0CleuiRF62CkOlSAKjREJMRi0YcKoH31U3ad4RJqOuwpfVKkY0KkvP3dPh3k65QQqQdTTOjfscHXUSWtj326XV77do8OwKlAX68OsfLdnroBuWHpSfLLIan6ef/25xx9OIN+7kSEhsiAtATpkxKng45bD+ZLWaXrfyFU9t6vT+rm9nmf9vxKWb8vT5e9usqeUwMjrvvXOp2t58xUXHjDuDqZepXVVun7l8X68oa/nam/3778cwEAAAAAzX0/kv3pCZIQ61/JCAXF1dLhrO28lwoCBOd8NAihspyufvk73XPshvG95e6z+9esqW/ZgnX79TAD1SssISpM/n7+YOmdEieHC8oks6BMDheUy+H8MjlcWKaz0GIjwnSAKjUhSjolRNW5XFxRJXuyS3SwSA1w2KOOnGLJLqqo+ZrxUWF6UmhyTIS0Vx9jI3RW3A5VbppZqPvK1XfBiC7yxCXDGpRkugsG3vLWejlaXKHLW/t1itcfVVBOBcmacj8VVVZZvTtHT4hd+uMRXRpa27QTu8iscwbpbDh31u09qrP4fs4qbhCQmzK4s6S3i2lwzsG8Ul1+rL53K3fm6O9D75RYfZ4Kig3rmiT9O8dLZNixfxDUlFj1HG7anyeb9ufrQ5UCq6y+v/9qcKOP+cufsvTrRAUhv7prQp3sOXWfahKuei0kRofrIJx6vTx+8TC5cGTXmtvll1bKsPuW6MvbHzi7zv5aA8E5AAAAAN5CcA7+gOCcDwYhdh4plAvmrdTlnecM7SxPXzbCZQ81FUS79Z0NumSyrajYUFNeISpQp4KD/XQwLU6XTp7eL8XY+80T1Ev7x0OFetiEKpFVvezOHNipyeerclCVvaimop41qJN0TY5p1teuqLa2KNClzm1qQLN29ty1p/TUZbrKBxsO6OCi2rsqr/3nVaN0tuUjn2zTgc4v7hgvcZH2qvbM/DIZM2eZzkbc+eCUJn/tpiI4BwAAAMDrwbnFff0zODdlB++lggA953yMynK75pU1OjA3snuyzL14mDHA1aNDrLx7/Vh5etkO3YsuMjzUkQ0XqTPi1KE+V8EYlR2ngjBqoILOrnNcVh9V1pW6LzWYQH3UR/sY/TEuIkwKyiolp7hCcosr6nxUWWq9O8bpzLaeHWLdlr56gwoyDUxL0EdLqF51V47p3uKv3dIMtOYEx5y951T23L9X75U/nNZLvxbUcA1lYv+O8tRlwyU+Klx+d0oPeWfNPtmTUyLPfL5DZkwZUGcYREx4aKsH5gAAAAAAgHsE53yI6u927etr9UACNaXz/64aVTPMwCQ8NEQPhlBHW1E9yHQfMtfDS+Flp/XtoMtmVV+5Xz69oqYcWZVDqyEizoEhKlio+tL9/rW18vLXu+XSUenSKyVOl7oqTGoFAAAAAMDzfCvVKYipDLbr/rVWl6iq4QevXDNa93gDmpY911dfVoG5yLAQnS2n+hTWn+SrMulUubHqZfjAxz/q65jUCgAAACDgWa3+eSAoEJzzMjWl9NVvdssZT3wpK3Zk69LQF38zSmc0AU2lAm7nDUuT/qnx8p8/jtX99UyBvL+dO1D3CPx82xH5YtuRWplzJNICAAAAAOBpvBv3oq0H82Xmws2ycX++/nxEtyR56IIhMqAzjR7RPCro9vSvRzTptmpwx29/0UP+b8Vuuf+jH+S2M/vp68mcAwAAAADA8wjOeUFxeZX8Y+lP8vI3e3TmXHxkmNw1pb9ccVI3r043RfC4ZVJfeW/9QdmdXSwvfGkfHkFwDgAAAAAAzyM452HLfjwsf/tgqxzIK9Wf/3JoZ5l1zkDpmBDl7a0hiKjprXedfYLc9e4m2XqwQF8X3cjwEQAAAADwVxarVSxW/9szggPBOQ/6fNthPSlT6ZIULQ+cP1gm9O/o7W0hSF10Yld5Y9XemrJqMucAAAAAAPA8BkJ40On9OsqJ3ZLkj6f1ks9uP43AHLxKlVDPPm9QzecMhAAAAAAAwPN4N+5BoSEWPUkzLJSYKHzDiG7JctHIrvLuuv3SJYnSagAAAAABSpWI+luVKGWtQYPgnIcRmIOvUROCzxjQSU7t28HbWwEAAAAAIOgQnAOCXERYiJw9ONXb2wAAAAAAICgRnAMAAAAAAIGNslb4MGoscdzKy8tl9uzZ+iPaFs81AAAAAACBheAcjpsKFN13330EjDyA5xoAAAAAgMBCcA4AAAAAAADwEnrOAQAAAACAwEbPOfgwgnOtqLq6Wn/cv3+/JCQkSLAoLCzUHw8cOCAFBQXe3k5A88fnOi8vT388evSot7cC+AybzaZ/ntPS0iQkhCR2AAAAIJgRnGtFO3fu1B8HDRokwWjgwIHe3kLQ8MfnumfPnt7eAuBzMjIypGvXrt7eBgAAAAAvIjjXivr06VPzZiuYMudUBld6enrQPW5v8MfnWmWSqoC1P+0Z8NTPcnx8vLe3AgAAEBxs1SJWm/gVG2WtwYLgXCsKDQ3VH1UAIhiDEMH6uL3Bn55r5z79ac+Ap1gsFm9vAQAAAICX0egGAAAAAAAA8BIy5wAAAAAAQECzWK1isfrfnhEcyJzDcYuMjJRZs2bpj2hbPNcAAAAAAAQWgnM4bipQNHv2bAJGHsBzDQAAAADBZfTo0TJw4EB57rnnvL0VBFtwbtu2bXLmmWdKbGyspKamyl133SUVFRWNnmez2eThhx+Wbt26SXR0tIwdO1ZWrVpV5zZLly6Vyy67THr06CExMTH6Rf7YY49JZWWl8X7XrVunBz7ExcW1yuMD0DT/WPqT/PFfa6Xa3yYrAQAAAPAdqkTUHw8RWbNmjfzwww9y0003eftZRDD1nMvNzZWJEydK3759ZeHChXLgwAG5/fbbpaSkRJ599lm35z7yyCO67E8F6IYOHaojy5MnT5YNGzZIr1699G1eeOEFfV/333+/DuKp4J06R73YX3nlFZcBvz/96U+SkpIiRUVFbfa4YZd/W3fj2lPvnWtcezP7kNv7ndE9ybi2tzjauPa3Pe5fc2hbL63YLYXlVfLT4UIZ0JlprwAAAACAwOKTwbn58+dLQUGBvPfee9KuXTt9XVVVldx4440yc+ZMSUtLc3leWVmZzJkzR6ZPny633Xabvu7UU0+Vfv36ydy5c2XevHn6uueff146dOhQc9748ePFarXKvffeqzPoaq8pKmCXnZ0tv/vd7+Tpp59uw0cOoH5gvKiiSl8uKDVntgIAAAAA4K98sqx18eLFcsYZZ9QE5pRLLrlEB9CWLFliPG/lypU6qKdu6xQRESHTpk2TRYsW1VxXP/imjBgxQgcCDh2qm32Vl5cn99xzjzz55JP6vgB4Tmlltdgc1az5BOcAAAAAAAEoxFf7zfXv37/OdUlJSdK5c2e95u48pf65AwYMkH379klpaanx3K+//lo32e/Zs2ed61U23ciRI+Wcc85p4aMB0FJF5fasOaWg7NhlAAAAAGgWP+45h8Dnsz3nVDCuvuTkZDl69Kjb81SALSoqqsF5KitOrashEfXt2LFDnnrqKbn++uvrDHxQfepeeuklWb9+fbP2r7L3alN7YromgkV5ebk+nAoLC1t8X8Xl1TWXKWsFAAAAAAQin8yc8yQVSFNlrypj7sEHH6y5XgXz1CQU1eeufiZeY9LT0yUxMbHmUH3wgGChXu+1X/9qGnJLFdfKnKOsFQAAAAAQiHwyc05luuXn5ze4XmW+1e5D5+o8lbGjBkPUzp5T51ksFr1eW0VFhVxwwQV6/dtvv5XY2NiatXfeeUd+/PFHefPNN3XfOUXdr6I+V/dfP0PPKSMjQxISjk2VJGsOwWTGjBl6urKTmrbc0gBd7eBcQRnBOQAAAAAtZLX5X5mo2jOCgk8G51SmWv3ecipYp4Y1uMtic65t375dhg0bVnO9uq9u3brVKWlVwyWuuOIKWbdunaxYsUJnu9WmzlFBux49ejT4OirId/fdd8vDDz/sch8qMFc7OOfPCqZ3M66V5cW7PzenYWmyU2jYsXLF+o5kDTGundV9j3Ftxh2fud3PzsVjjWuXn7XKuFZtM5/3+ZgPjGu7CxLd7ue6H/9PAlH9Mu76Zd7NUeyY1Krvp5SecwAAAACAwOOTwbkpU6bIQw89pDPUnL3nFixYICEhITJ58mTjeePGjdNBMXVbZ3CusrJSFi5cKFOnTq1zW1Wy+uGHH8qnn34qQ4Y0DAZdc801Mn78+DrXvfrqqzqjTk2TVcE+AG2rqFbPOcpaAQAAAACByCeDc2owwzPPPCPnn3++zJw5U5fF3Xnnnfr6tLS0mttNmjRJ9u7dKzt37tSfqzJTVVI3e/ZsSUlJ0UG3efPmSU5Ojtxxxx0156nA3/z58/V9qgyfVauOZU2p8jsV4FMZc/Wz5pYvXy6hoaENgnYA2kYJZa0AAAAAWq2sVfwLZa1BwyeDc6psdNmyZXLzzTfrAF18fLxce+21dQY2KNXV1VJVVbfUTZWbqmEOc+fOlaysLBk+fLjOjuvVq1fNbZYsWaI/PvbYY/qo7YsvviD4BviIotrBOTLnAAAAAAAByCeDc8qAAQNk6dKlbm+jMtnqU4MfVPacOppzXlOojDx1APCM4lplrQTnAAAAAACByGeDcwBQZyBEGQMhAAAAALSQmtRqtYhfoaw1aBCcCxJhoe2NazO7XG5cm9rz2NTb+nr3s/f6M+l60hbj2vefnG5cK68MN651bp9tXFv88kVu93PS0E3GtaMb+hjXLNc+ZFwrrhxhXPvNZQvd7mfpmDzj2sObO5jPK35egkVxrbJWVeJaVW2VsNAQr+4JAAAAAIDWxLtcAH4RnFMKyZ4DAAAAAAQYgnMAfFZRrZ5zChNbAQAAAACBhrJWAH6TOZfPUAgAAAAALUHPOfgwMucA+KySWgMhlIJSyloBAAAAAIGF4BwAn6WGQCghjj9wUdYKAAAAAAg0lLUC8FnFjp5zKfGRcrignLJWAAAAAC0vEbWKf6GsNWgQnAsSn4yeaFwrqThqXGuflGtcKyuMdfs1j6wYaVxrl5BvXIuIrDCuhYebgzOd4s33qZQWmfcbFV1qXIuMM6+d0Hm/cS37x55u91NSEWFce/wXO41rz5/wR+PaDdtfkEBS7ChrTUuK1sG5AoJzAAAAAIAAQ1krAJ9ks9lqBkKkJUbrj2TOAQAAAAACDZlzAHxSWaW1Jou7c2KU/kjPOQAAAAAtYrOK2PxsWquNstZgQeYcAJ8eBqGkOoNzTGsFAAAAAAQYgnMAfFKJo99cbESoJEaH68uUtQIAAAAAAg3BOQA+nTkXGxkmCY7gHGWtAAAAAIBAQ885AD6puLxaf4yLDKvJnGNaKwAAAIAW92+zin+h51zQIDjnR6qWdHe7bv3xiHGtU9I441rXvnuMa9n7OhvXioti3e7nhGvWGtd+em2kcS02sdC4VpSbYFzr0O6o2/3EJecb16rKIoxr+3b2NK71HrHFuLbp21Fu99MxvsC4VlBifm4fPbjfuHaDBA7npNaYyFBJiHKWtdJzDgAAAAAQWAjOAfCIgoK6wcjIyEh9mBTX9JxTZa32X1WUtQIAAAAAAg095wB4RHp6uiQmJtYcc+bMaVLmXO2y1ooqq5RV2stdAQAAAKDJrDb/PBAUyJwD4BEZGRmSkHCsLNld1pxS5Og5pwZCxEaESYjF/m+T6jsXFR7a1tsFAAAAAMAjCM4B8AgVmKsdnGuMM3MuNjJUQkIsEh8VLvmllbq0tWNCVBvuFAAAAAAAzyE4B8An1e45p6jSVhWcYygEAAAAgGbTZaLiXyhrDRr0nAPgk45lztmDczVDIUoZCgEAAAAACBxkzvmYdROnGNdGfr7X7bmH3x5sXMstNJcTlmwaYP6aN35lXMv5tJvb/WQv7m5ci4ouM66FRZiDL5WV9sEArsTFF7ndT+HRJOOazWoxrrVvn2Ncy/rZ/By0T8xzu5/0YduMa9ZK84/m56npxrUdvzrFuPbXL090u5+3854WX1Ls6DmnBkIozqEQTGwFAAAAAAQSgnMAfFKRI3MuJtI+/CEhyh6cU6WtAAAAANAcNqv98Cf+tl+0HGWtAHxSiaPnnDNzzhmco6wVAAAAABBICM4B8ElFjrLWWOdAiBhnWSsDIQAAAAAAgYPgHAD/GAgRZf+YX0LmHAAAAAAgcNBzDoCPB+ccPecYCAEAAACgpaw2Easf7hlBgeCcj7lvTW/j2h9GXu723G7tOxvXRk38xri287uhxrXM9/sa19r33+N2PwV7zfsJDzcHWErz44xrKV0zjWtVFeZJro1Neo1NLjSuWSvtwSFXKsojjGuJye6ntYYlFRvXFr91vnHtnL8uNq7lfGh+zh+atEb8OXOOaa0AAAAAgEBEWSsAn2Oz2aS4otrlQAimtQIAAAAAAgmZcwB8TnmVVaodKdwxEfXKWksZCAEAAACgmVRJq9+VtXp7A/AUMucA+JwiR0mrEuuc1hpt/0hZKwAAAAAgkPhscG7btm1y5plnSmxsrKSmpspdd90lFRUVTSqHe/jhh6Vbt24SHR0tY8eOlVWrVtW5zdKlS+Wyyy6THj16SExMjAwcOFAee+wxqays+6ZfXTdixAhJSkrS+xgyZIg8++yz+msAaDsl5dU1WXMhIZY6Za0FpZVipTEqAAAAACBA+GRZa25urkycOFH69u0rCxculAMHDsjtt98uJSUlOjjmziOPPCKzZs3SAbqhQ4fKc889J5MnT5YNGzZIr1699G1eeOEFfV/333+/DuKp4J0654cffpBXXnml5r7y8vLk0ksvlcGDB0tUVJQsW7ZMbrnlFikoKJCZM2e2+fMABHvmnHMYRO2yVhWXK66oknhHsA4AAAAAGkVZK3yYTwbn5s+frwNg7733nrRr105fV1VVJTfeeKMOiqWlpbk8r6ysTObMmSPTp0+X2267TV936qmnSr9+/WTu3Lkyb948fd3zzz8vHTp0qDlv/PjxYrVa5d5779XZcs61Bx98sM79n3HGGbJv3z559dVXCc4BbUgF35RYR785JSo8VCLCQqSiyqqHQhCcAwAAAAAEAp8Mzi1evFgHwpyBOeWSSy6R66+/XpYsWSLXXHONy/NWrlypg3rqtk4REREybdo0nYHnVDsw56TKV1W56qFDh1yuO7Vv375J5bUtdWG3UuPaxLOXuT03JNLci+vA9wOMa6EhLQvHH1jf3+16bGKhca26+ljQpb7IGPNzcPRQinEtIqrc7X4iIs3fN2uleT/VVS37MYmILXO7XnbA/Dob0n2Xce2H+SOMaxaLudxzwBUrxZ8z55ylrdlF5fahEMle2hwAAAAAAIHec071m+vfv27gR/V969y5s15zd55S/9wBAwbojLfSUnPQ5+uvv5bIyEjp2bNngzWVtVdYWCgff/yxvP7663Lrrbe24FEBaG7PufrBOYZCAAAAAAACjc/2nFPBuPqSk5Pl6NGjbs9TATbVH67+eSorTq2rIRH17dixQ5566imdmRcXF1dnbefOnbr3nZMqfXWWzJqo7L3a1J7UAQSD8vJyfTipwHZzFTsy5+LqZ845+s6pslYAAAAAaDJVZORvc+Uc+x09erSEhobKTTfdpA8EHp8MznmSCqSpsleVMVe/x5ySnp4ua9askaKiIlmxYoUeNBESEiL33Xef8T7VObWpYROzZ89uk/0Dvkb1fXT389GcslY1rbW22hNbAQAAACAYqJhEQkKCt7eBYAvOqUy3/Pz8BterzLfafehcnacydtRgiNrZc+o8i8Wi12tTveMuuOACvf7tt99KbGxsg/tUGW+jRo2qGRyhfiDUwIkbbrhBUlNTXe4jIyOjzg8OWXMIJjNmzNDTlZ3UtOWBAwe2SuZcoiNzrqDMvg4AAAAAgL/zyeCc6hlXv7ecCtapYQ31+8nVP0/Zvn27DBs2rOZ6dV/dunWrU9KqprNeccUVsm7dOp0RVz/bzWTkyJFSXV0te/bsMQbnVGCOqDaCVf0y7vpl3k1RXOG651yCo+ccZa0AAAAAmsNmtejDn9haNrsRfsgnB0JMmTJFli5dKnl5eTXXLViwQJeTTp482XjeuHHjdFBM3dapsrJST2qdOnVqnduqOu0PP/xQPvjgAxkyZEiT96YGR6gsPFeDIwC0DmfmXMOBEJS1AgAAAAACi09mzqnBDM8884ycf/75MnPmTF0Wd+edd+rr09LSam43adIk2bt3rx7aoKhSVlVSp/q7paSk6KDbvHnzJCcnR+64446a8x566CGZP3++vk+V4bNq1aqaNVV+pwJ8KlNPBfSuvPJK6dOnjw7yLV++XA+O+OMf/yidOnVq8eO7u+stxrXLB+4zrn344RS39zsoLcO4FhpiDrlXVdft61VbWWnd4Rq1tety2O1+inMaDvVwCgtrWVlibHyxca26yvw4lCo362FufhJiOxwLEtcXWtCwFNqpvCjG7X7crXfoftC41uPJhr0RnT4euci4VvCiObCtlDx7iXHtzNX/Ea8E50w955jWCgAAAAAIED4ZnFO94ZYtWyY333yzDtDFx8fLtdde22BggyovraqqG+S5++679WTWuXPnSlZWlgwfPlw+/fRT6dWrV81tlixZoj8+9thj+qjtiy++0L3lVKCvX79+8sQTT+jgoCqJVUE6FdS76qqr2vTxA8HOORCiYVkrmXMAAAAAWkDlq/hbmai/7ReBFZxTBgwYoEtb3VGZbPWpklOVPaeO5pxXn8qoe+WVV5q4WwCtqcTRc844EKKUgRAAAAAAgMDgkz3nAAQ3Y+YcZa0AAAAAgADjs5lzAIKXsecc01oBAAAAtITNIuJn01rF5u0NwFPInAPgc5jWCgAAAAAIFmTOecEpnbKNa0+uG2hce/aPjUzMdPNXgL0b+xvXBl30lXGtYH1341ruwY5utxMTZ56smvzKTca17N+8YFwLi6wwriX1POB2Pzk7uhnXyssijWsFu9KNawlJBca1yNgSt/upqrAHmlyprjT/aO4490Xj2uCe5ucnMeWo2/20n7/duDYlzvz9Wlz0nLS2YkfPOVNZq1qvrLZKeCh/XwAAAAAA+Dfe2QLwKWrasjNzrv5AiPioY58XljEUAgAAAADg/8icA+BTyqusUmW1N1eIiazbcy4sNEQH7NTACFXa2i42wku7BAAAAOBPbFaLPvyJzertHcBTyJwD4FOcWXNKbETDvx8kOLLnGAoBAAAAAAgEBOcA+JQSR7+56PBQCQ1p+JetBOdQiDKCcwAAAAAA/0dZKwCfokpWXQ2DaBCcK6XnHAAAAIAmUiWtflbWKpS1Bg0y5wD4ZFlrbL1+c/UntlLWCgAAAAAIBGTOecGgHruNa1Nu/8C4Vrqhndv73belr3EtOqbUuLb749HGNYvF3pi/Jaoq7UEUV0K/etT8NUMSjGvJA/YY10r2d5SWiowqN65FRFQY16Lii41rFcVRbr9mTIc841pprvk5KCmNNq5VVpl/pD/cNNztfsacfo5xbXHRR+LxzDkX/eaURMpaAQAAAAABhOAcAJ/sOaemsrqSEG2/Xk1rBQAAAIAmsVnshz9pea4M/AzBOQAeUVBQUOfzyMhIfZgy52IoawUAAAAABAF6zgHwiPT0dElMTKw55syZ00jPucbKWgNrIMS+nBKpqKLjKwAAAAAEGzLnAHhERkaGJCQc66XnKmuudnAuLsL9tNZAypxbs+eoXDz/WxnVPVne+MPJEhnmOmsQAAAAABB4Wi04t3XrVvn4448lOztbOnfuLBMmTJDhw903oAcQPFRgrnZwzqTY0XPOlDmXEBV4Pef+u26//rh2b678/aMf5IHzh3h7SwAAAEBAsVkt+vAnNgprgkarlLW+/PLLMmzYMHn00Udl+fLl8vTTT8uJJ54op512mmzbtq01vgSAIHGsrDU0KKa1VlVbZckPh2s+//eqfbJgbYYEooyjJfLOmn1itTavs21JRZXMfG+zfPVTVpvtDQAAAAD8OnPu/vvvl8svv1xeeuklCQ+3v3HesGGDPPjgg3LSSSfJV199RRZdLSm99xnXcpb1NK6t3jDM7f327XzAuGax2Fq0FhNXYlwrK42Slip+3/wngJAwcy8xa1mEca3gSDu3XzMqttS4VloYa1yLiKwwrpUXxRjX4tOOuN1PRUGceT9F5v1ERpj3Expqzzpz5fo3Vrvdz0fXDTKunSye4xwIYcyccwbnAiRz7rvdR+VocYUkx4TLb8Z0l6c/3yl/eX+LDOicIIO7JEoguWPBRlm9+6iEhoTIRSO7Niuz8M3V++TzH4/IN/dMlNAQ//qLJwAAAAC0eeZcfn6+/Pa3v60JzCkqGLdgwQK56KKL5M9//nNrfBkAQaDJAyFKq8Rm8//Z4ou3ZOqPZw7sJH8+o59M6t9RD4b447/WSW6xORDbGkHBM574UpZvdx9Ebi3qsajeesoXzfyaX+3I1h8zC8rk6532ywAAAECzWEP880BQaJXv9MUXXyxr1qxxuXbllVfKd9991xpfBkAQKHH0nIszlLU6M+cqqq1S7ufTTVV556db7cG5KYM7S0iIRZ64dLh0bx8jB/JK5Za310t1M0tAm+qFL3+WnUeK5C/vbZGySnPGZWv58qcscT6Ub3ZmN/lxVVZb5dufc2o+b82S38KyStm8P7/V7g8AAAAAPBqcU0Mfpk6dKjNnzpSRI0fKiy++qHvPVVfXfZO3fv166devX0u/DIAg4yxrjTFMa42NCK0pa/T3ia3f78uVI4XlEh8ZJuP6tK/JDHzhNyMlOjxUVuzIlic+294mz/EKRwaaCgL+69u90tY+33YsWy6vpFK2HGhaUGxjRp7eb0So/Z8r1Z8vv6R1vu8qMHnus1/LZ7V6/gEAAACA3wTnZs+eLb169ZKvv/5a7rnnHtm1a5dce+210qNHD50tp4J2l156qcyfP19ef/311t01gIAva40zlLVaLJaAmdjqLGmdNKCjRIYdyxTsn5ogD19on9j63Bc/12TXtRY1WEGVzoY5gpzPfrGz1QJepqEXzvLZLknR+uOKHVnNKmk9c1An6Z8ar/f9v00Hj3tPKnPvC0fAMFAHcAAAAKAWNanVHw8EhRYH5/74xz/Ks88+q4c95Obmyp49e+R///uf3HDDDVJVVSXvv/++LFy4UH7++Wc588wzW3fXAAJWcXm1255zdYZC+PHEVtUv7xNHcO7swZ0brP9qeBf57S966MvT/7NRfs4qarWv7Qz2XT2uh/TtGKczEOd9uVPayvf78qSgrEqSYsLl+tN71Qm6NeZrRxDvtL4daoZIvNsKwbQfDhZIoSMQvHx7ll+/lgAAAAD4t1brLtitWzc555xzdMbc22+/LT/88IMUFRXJ2rVr5ZFHHmmtLwMgwBVXVLntOackRIX7fVnr5gP5uqRUla+e3i/F5W1mTh0gJ/Vop8s6b/j3OimvOv7ecCrzzFliOnVIqtx9dn99+ZVv9sjBPPNE4+OxbJu9bHR8vxQZf0JHffn7vbm655s76vu7ISNPXz6lb4pcMKKLzvbbuD9ffjpceFx7Wr37WB871b/ws62UtgIAAADwDnNqihsHDx6UzMxMsVqt0qlTJ0lPT3d5u8jISDnxxBP1gWPe+XCqcc1iMTdJn3LiOrf3W14WaVxLTLFPSXTlwO70Fp1XXWUOniiRseY3+kVZyca10DB7cMaVw1v6tHg/oYnmN/Ohoeagh81mTiW2Vpvj24UH7UEI49eMMAcmKisijGvtOpozjorz441rBx8136dyuDRGfKms1dRzrv7EVn8vaZ3QP0WiI1y/dsNDQ+TZK0bI1KdWyE+Hi+SZZTvljrNOOK6vu2pXjhSWVUmHuEgZkZ4sFovoAOB3e47Kk5/9JI9dPExam7N8dEL/jpLeLkZ6tI+RPTklsmrXUT2l1kQNglBzI3qlxNaUw07s31H3nVOlqH/55cAW70l9baVjfKTu+/fhpoNyoSMzDwAAAIFHva9z997OF9naZjYc/D1zbsqUKZKUlKSDcaNHj5aTTz5Z95jr2LGj/PrXv5aPP/647XYKIOCpzLDKalsTylrD/DpzrnZJq5rS6k7H+Cj5+68G68vPf/mzbD2Y3yolrSoopqbDqh5+90y1Z8/99/v9sj3z+DLS6ss4WqIDi6q9nTND8NS+KU3qO+dcP7VPh5rrnKWt760/qCe5tnRK7po99uDcDMdj/3pHtuQWV7To/gAAAADAY8G5Tz/9VAoKCiQsLEw6dOgg7dq109dnZ2fLO++8I+edd56cdNJJsmPHjuPaFIDg7jfnnMraeOacfwbnth8ulN3ZxRIRFqKzyRozZUhnmTI4VQ8xuOvdTccVlHJOJj1r0LGMtRO7JcvZg1J1ltqjn2yT1vSFYxDEqO7tJCnGnr15al97sE1No3Xna8dEWWcwT1HPV4e4CMkuKpcvtzdtqER92zILdWBXvcbOHZomAzsnSJXVJp+08uANAAAAAGj14Jwa8rBv3z4pKyuTw4cPS1ZWlpSWlsqaNWvkwQcflL59++oec6eddppkZDD9DkDLSlqjwkMkLDSk0Z5z/trEf/FmexDotL4pxqm09d33q0E6KLn1YIG8+NWuFn3dDfvzdAlnfGSYjOt9LBtNufPsEyQ0xCLLth2R1buO9WM7Xst+PFbS6jS2d3v9tVSAUmXWubIvp0T25pToHnNjerevU+p7/vAu+vKCdRnH1W9uZI92+nV27rA0/flHrTAFFgAAAADaNDinMuO6du2qy6CcIiIiZOTIkTJjxgw9BOJvf/ubDtzNmjWr2ZsBENycwyBi3fSbqz2t1V/LWo+VtKY2+RxV3jrrXHuPtaeW7pCdRwpbXNI6vn9HnbVXW++UOLlstL3/5JzF23Tp7fEqqaiSbx2BvkkDjgXn4qPC5cRuSW6z51bszKrJ6qsfwLxoVNeawF9OUXmz97Xa0W/u5J727O9zhnau6XGXVdj8+wMAAIAfsIb454Gg0Krf6ZCQEJk9e7aMHTtWFi1a1Jp3DSCIMufc9ZurHZzzx4EQP2cV6bJWlRF2xgDzMARX1LTS8Sek6OmiqrxVlbk2lQq2LdnasKS1tlvP6Kunx6oJqc4A4vH4ZmeOng6rhjn07RhXZ62xvnMrfrIH7U5xlMDW1j81QYZ0SdSlqO9vaF62m3oe1PALZUwve3BODakYlp6ky3oXbznUrPsDAAAAAK9Ma22MGhpRXFzcFncdEBYfjDKu/aZ3rnGt/Z/df7syHzNPHC3OTTCuxccXGdfys+xvXl0JCXXf98pSYg4cJPfab1wr2N+8gIVTVEyZ2/XKUvM026R/nmdcK7z+vRbtp7HpsRaL+fmLjDZPuq0qN09dzctPNK4dKrBnKpkM7mAvP/SmIkfPuUaDc1FhflvW6gx6jevTQRJj7EHGplJZyw9dMEQmP/mVfL8vT15buUd+d0rPJp2780iRvc9daIiMP6GjMTvvD6f2lKc/3ymPfrpdzhjYSZeRttTnjimtKmuudsa1clq/FHnis5/km53ZUlVtrVPGrD5f+bOz31zD4Jxy8aiusvlAvry7br/8vonPgbLjSJEcLa7QpdNDuhz7mTh3aGfZmJEnH248KFeN7dHsxwoAAAAAXsmc27Rpk1x00UW6pPXJJ5+UuXPn6s8XL16sJ7kej23btsmZZ54psbGxkpqaKnfddZdUVFQ0KSvi4Ycflm7dukl0dLTO4lu1alWd2yxdulQuu+wyPWk2JiZGBg4cKI899phUVh57o19dXS2PPvqo7p/nHH4xYcIEWbFixXE9LgBmJY7MubjI0IAta3VmZjWnpLW2tKRouWeKfcLoY59u173ZmlPS+os+7d32ubvu9N7SPjZCB/LeXL1PWkr9Lv7CEZxzNfRCZb6pHnoFZVWy6UDdCbTqc3W9CsIO7eo6qHzesDQdaPzxUIFsqXe+O85+eiO7J9cp7f2lo7R1zZ5cOZhnDo4DAADAP9ms6rD42eHtZw1+EZxTwyAWLlwojzzyiNxxxx1y9913y88//yxXXnmlvPzyyy2+39zcXJk4caIOxqn7f+ihh+TFF1+U22+/vdFz1V5Uv7vbbrtNPvroI+ncubNMnjxZdu061kD9hRdekMLCQrn//vt1+e1VV12lz7nuuuvqPLY5c+bofnqvvfaavPnmm5KcnKwDdJ9//nmLHxsAsyJHcC6mkZ5zNdNa/SxzTg0/2HKgQEIsIpMHtixDVLn8pG66JLO0slpmvLepSf3hltRMaXUfFFSBu1sm9dWX//7RD/JJC8s8fzhUIJkFZbpMdmyvYwMdnNRAiFP6dKhTwur0taMP3S/6dNC3c0VNfj3TUZ6rsueaatVuZ7+5unvqnBgtJ/WwZwov2kxpKwAAAAA/Cc6p7Ljs7Gz54IMP5Nprr5XExETJy8uTc889V2eutdT8+fOloKBA3nvvPTnrrLPkd7/7nc5iU9cfPGjuL6SmyKqA2vTp03VwbtKkSfL222/rrDeV1ef0/PPPy8cff6yDcuPHj5d77rlH7r33Xh2EU49HUVl3KqCnMgJ/+ctfytlnny0LFizQE2nVdQDarudcYxNMa6a1+lnPOWdJ60k920n7OHOZdWNCQizyyIVDdWmm6uv2zhr3U0tVJtim/fmiKktVqWpjrhzTXWemqZ5uN725Xpd6Npcza05l6kWFu86EdJas1u875/zcVb+52i4eaR8M8f6GA1JeZS7rd1JBzPrDIGo7Z5g9e64ljxcAAAAAvDYQQgW+VDBOZaPt27dPpkyZoktG33333RbfpyqLPeOMM/R9O11yySVitVplyZIlxvNWrlypg3rqtrWnyU6bNq3OgApVplrfiBEj9Bu3Q4fsGROhoaE6U642dd3QoUPdBggBtFxxhbPnXGNlrcd6zlmbMRTBd0pa7UGg49G9fazcMfkEffnBj390W9q5xFHSOqp7snRoQlBQZas9eelwmTaiix46cevb6+X99Qeatb9ljuDcxP7mYKAz+LY+I68mC7KwrFL301NOcwyNMFFDJTolREpeSaWe3NqYXdnFkl1UrstZ1QCI+tT3RSXqbdyf3+RyYQAAAPgJm0XE6meH2jOCQrOCc6rE85tvvjGux8XFybx583SftwceeOC4+s3172/vqVR7yIQqUVVr7s5T6p87YMAAHThUpaomX3/9tURGRkrPnubG4lVVVbp/nbo/AF6c1urInFPVnEUVns2e++lwoazcWbcMsyky88tqgk6NlZY21W9/0VOXYhaWV8nl/7dK1u/LPa6S1voBuscuHiaXjOqqp5je9p8NTS4fzSkq1xNflQn9zQG2rskx0islVgcAv/3Z3gtu1a6j+vPu7WP0FNXG9jjtRHv23IK17rMHFWfW3Ij0JJfZfCnxkTK2t73c9cNN/BEGAAAAgA8G59avX68HJKgSz88++8x4u/j4eNmxY8dx9ZxTwbj6VCbb0aNH3Z6nAmxRUVENzlNZcWrdFbXXp556Sq6//nodYDRRpbUHDhzQJbPuqOy92kd5ebnb2wOBRL3ea7/+VX/HZgfnGuk5pwIrkY5m/gUeHAqx8Pv98sunV8jl/1wtL3+9u1nnvvbtnppBBKmJ5onNzaGCUy9dM0pnxKkBCr956TtZs6fu78jc4gpZ7eizNnlgarPv/+FpQ+Xyk7vpQOid726Ut79rfEjE8u1Z+vYDOyfoXm7uOLPjvvopq05Jq2lKq6m0dflPWbIts8DtbVfvtgcAT3bRA8/p3KFp+uNHm+g7BwAAAMAz3L8DdlE2qgJYqrRUBedUJpsqPz3xxBOla9euesKpGpbw6aef6kmo/kAFD1TZq8qYe/DBB423U49XDY3429/+pjMI3UlPT6/zuTpv9uzZNZ//prfrIKGSGGnO7st8zO2XFWu1m1LA0Mb7Mblic5NGGx3T8rKvvD1djGtxHe1voJvLWuX+5VxREWFcy//DB8a1EDdPa6dbzIHXjMfi3e4nPMp8bnJXe6aTK8VH6pZb11ZRbX4OQizuyz/zy8xBlGrbG8a1UMsVdT5XfR/vu+8+aYmicmdZa+O/mtRQiCOF5Xpia1fzU9IqVHD/mc93yhOf/VRz3f0f/SDxUWFy8ai6P++u/N9Xu+T55T/XDHNoTfFR4fLa706S37+2RmedXfXSdzpgN663Pbj1+bYjOhOtf2q8dGvvPhPN1N/uwfMHS3iIRV77dq/cs3CzVFpt8psx3Y3nfL7dWdLacEprfSoI9+rKPbLCMQTCOQzilD7uS1qdeqXE6UmrH286JHM/3S7/vHp0o/3mxrjoN+d09uBUuff9LXoK7M4jRdKno/kPNgAAAADg8cy5MWPG6Oy5119/XQYOHKh7r6nLKpPs4osv1r3mVO855eabb27xplSmW35+w/5JKvOtdh86V+eprB01GKL+eRaLpUEPOTUN9oILLtDrqiddbGysy/v9/vvv5cILL5TLL79cB+cak5GRoffvPGbMmNHoOUCgUK/32q//H374oQUDIdz3nFMSoj0zFKKy2ip3/3dTTWDuj6f3kmtPsZe/q+sbm2aqMuweXPSjvnzbGf3kQkemV2tSwcxXrjlJB7rUBNffvrJGvnRkon3q6Dd3PKW06vfn7PMGye8dj/uv72/RgTBVquvq+fpqu/1rTxzQeHBuTK/2Eh5qkX1HS3S5sOoLpzL2nOWlTTH9zH76nKU/HpG19TIHndT9q+mx6muN6GaO5qopsM6svY8obQUAAAgYKvHEHw8Eh5CWvEm78sorZfPmzbr/msqQOf/883X23JAhQ+Scc86Rt956q9HST3dUz7j6veXUm3w1rKF+P7n65ynbt2+vc726LzU9Vk1gdVLDJa644gpZt26dHkBRP9vNaefOnXrIxbhx4+Sf//xnk/afkJBQ51CltkCwUK/32q9/VebeVMWO/nExjZS1KglR9tuozLnmqqq2yr9X7dXTU8sqzVmlajjB715dI/9Zu18PCnjg/MEyY8oA+csvB9T0YrvlrQ012V71vf7tHp1hp9wysY/cekZfaSvREaHyf1eNkkn9O0p5lVX+8NpaHVz6ylEmerx97tTv/nt/OUCuP723/vzZL3bK2IeXyaUvfKufy6PFFfr6tXtydQ+8drERMqxrw/YErgKLJzqCZXMW23/vD+uaqDMjm0plzznLWx/9ZLvOkqvPmTWn9qSeK3fOcZS2qqmtru4LAAAAALxW1lrfSSedpI/WpoJhDz30kOTl5dX0nluwYIGEhITI5MmTjeepAJoKBqjbDhs2TF9XWVkpCxculKlTp9a57U033SQffvihLsFVQUVXVDBQfT0V2FPTZ8PDm/5mEUDbDYRQnMEb55TP5lAlpo87MuFiIkJ1+eXUIZ1l/AkpNYHBQ/mlOgNtW2ahvs2zl4+omTyqAlVzpg2VwrIqWbwlU67711r51+9P1v3knN5cvU/+9sFWffmG8b3ltjP7SVtTvfiev3Kk3PLWevlka6b86c31+vquydEyoHPTg6Qm6nHfffYJ0rdjnLy9Zp+s2ZOr+9mpY9b/tsopfTqIM5Q1vl+KzmZritP6pej72OyYOKumsDaXCnwuXH9AvttzVPefm3BC3ay9VTX95szZ105nDuokEe+FyM9Zxfr7P6BzQrP3AwAAAAAeCc61FdXX7plnntEZeTNnztRDGO688059fVqaPaNBmTRpkuzdu1dntylqEIQqqVP93VJSUnTQTU2PzcnJkTvuuKPmPBX4mz9/vr5PleWjMgCdVLmuCvCpya4qSJidna2HRWzZsqXmNuqcESNGeOz5AIJFsaPnXFwTgnPHylqbF5zLOFqis76UDnERkl1UoZv/qyMqPEQHdX7Rp4M8+/lOXQapJni+fPVoGdI1sc79qMDTPy4bLkWvrdX90n77ynfyzh/H6kDOf9ZkyMz3NuvbXXdaL7nrrBN0YMsTIsJCdCDx9v9slP9tPFiTNddaX1/djyrNVceBvFL5aONBPdl0y4GCmlLappa0Oqky0sc+PZbx3NRhELWpwRNXj+0u/7ditzz2yXY5vW+K7pdXP3Pu5J6Nl8uqacAquKim3KrsSoJzAAAAAcAaYj/8idXbG0BQB+dUb7hly5bpvnUqQKfK4q699toGAxvUAIqqqrr9pu6++25dhjR37lzJysqS4cOH6+y4Xr161dxGDbRQHnvsMX3U9sUXX8j48ePl8OHDsnHjRn3deeedV+c23bt3lz177JMXAbQeZ1lrbFN6zkW1LDj3949+0GWfJ/dsJ2/9YYzO1lq0+ZAs2nJIMo6W6kw4dSgqQ+yV346WrsmuBylEhoXKC78Zqaekrtubqz/+9hc9ZO4Se6BJXZ4xpb/HAnNOYaEh8uSlwyUhOkwWb86Uy0Y3PrSiJbokRcsfT++tj5+zinQZqBrMoMpG62euuTMoLVGSY8Ilt6RS4iPDZFh64+Wwrtw4vo+8/V2G/HCoQD7efEjOHWb/Y87+3BIdSFQB1drZje6c2D1ZB+f25hS3aC8AAAAA4NfBOWXAgAGydOlSt7dZvnx5g+vUm2CVPeduCIOr8+pT02bpNQT4Q1lr0wdCfLHtiA64qCDN388frDOrVCBIHfdM6S9bDxboQN1nPxyW7u1j5PFLhjfa+0yVwarMuktf/FaXQDozwK4a213+ds5AjwfmnNRjfOD8IfL3Xw32yB56p8TJn8/op4+W7FVlK6rsxTG91YCIlv1FMzk2Qv5wWi89vOPxJdv15FV1X86suSFdEpv02lJSE6L0x8MF5qnKAAAAABDQwblAlhDRcMKhU8ekXONaaIj7nNbYxELjWly3w8a1nB/tExhdiYwy77WiIsLtftztNzza/Ia3osh1lpJirWr5S7aqwhxkiXTz3FlCzEHaA0/EGddi4txn3EQlmNdDws0Bp0MHOxvXOiTlGdcGf3CC2/3c3s/e0N+Vcy1XiCfLWpsSQFFZYc3JnFODH2Z/aO8B97tf9JB+ner2YFMBrMFdEvVx19nmwTOuJMaE655zF89fKXtySuSKk7vJfecN8lpgrjZf2ENTqEETh/LLdH++46Emyr62co/+PixYu18uP7mbrG5GvzmnTjXBOfPvQAAAAPgPm9WiD3/ib/tFyxGcA+ATKqqsUlFtD+jGNWlaa3izprX+31e7ZG9OiXSMj5RbW5Dd1RjVm+5/N58i2w4VyqjuyX4TFPMVKij63xvGHff9qMDunyb2kfs+/EGeWvaTTDuxix42oYxpQr85p04J9inbBOcAAAAAtDU/64YIIFCVOPrNKTFN6DnXnGmttYdA/OWXA5o0cKIlVMDwpJ7t6gwigOepbDnVD0+VpD7yyTYdlFXfklE9mtZvrnbmXHFFtRS2YCIwAAAAADQVwTkAPqHI0W9OTRttSs+xY9Naq5o8BGJMr3ZynmNIAAKXGtRx25n27MhXvtlTM3Qi3pFt2dQMPDWcQqHvHAAAgP+z2Sx+eSA4EJwD4BOc/eaamtXmzJxrrKzVOQQiLMQi93toOAK874IRXfS0XSc1nbe5OiXSdw4AAABA2yM4B8CnMudim1DSWrvnnLuy1tpDIH7rYggEApeaAHvHWceGoJzcq+n95ur3ncvMJzgHAAAAoO0wEAKAT/Wci23CMIja01pLKqqlstrqshTWOQRCBVnaYggEfNvkgZ1kyuBUPbl1XO+WBOccmXOFBOcAAAAAtB2Cc14wcdW7xrWKJ6ONa5v+N8Ht/XayHTGu5a7pYFwLDbOXE7oSl1RgXCvPT3S7n7Bwc0ZTZFyJca2sMLZFe7VWu08ETUyxT2x0pbTgWPlbcx6HxWIz78fqPgPsyJ6uxrXI6FLjWlGZ+TUSF2t+Xh8Y4r5v1tuFnxrX/iltr7gmc65pv5Zq9w8rKK2U9nH2LCenrQfza4ZAzJzadkMg4LtUCfPzV45s8fk1wTky5wAAAPyfNcR++BOrtzcAT+HdKgCPKCioG+iNjIzUh1ORo+dcU4NzqmxRNewvLK+SgrIqHZyz2WyyevdRefGrXfL5NnuwmiEQaKlUZ3COgRAAAAAA2hDBOQAekZ6eXufzWbNmyezZsxtkzsU1seecc2KrCs4dLa6QHw4WyItf/Swb9+frNTX3QZU13nceQyBwfJlzmQyEAAAAANCGCM4B8IiMjAxJSEio+bx21pxS3Myec87g3IG8Urnmle+ksMx+fkRYiFw0sqtce0pP6ZViLlcGmjoQ4gjBOQAAAL9ns1r04U/8bb9oOYJzADxCBeZqB+eOt+eckugYCqECc0kx4XLVmO5y1bge0qFe/zmgJVIT7ZlzRwrLxWq1SUgI/zkCAACA540ePVpCQ0Plpptu0gcCD8E5AD6huKbnXNPLWn99Ujcpr7LKBSO66Gy5mGZk3QGNUUFeVRFdZbVJTnGFpMQT9AUAAIDnrVmzxm2iA/wf72R9zHPzrjGunTNws9tzv9wy1Lg2sNPBFk34rK4Ia9FEUSW562HjWlWJPSOludNR3X69v3dxu57710Mtut/w6PIWTWTNO5rk9n7bdcxu0RTYrqmZxrUuY8yvkUf/95Xb/Twq3lXUgsy5Xw3vog+gLYSHhugAXVZhuRwuKCM4BwAA4MdsNos+/Im/7Rct52dzhAEEqhJHz7m4ZgTnAE/1ncvMp+8cAAAAgLZBcA6ATyhylLVSmgpfkuqY2Hq4kOAcAAAAgLbBu2AAPsE5ECKuGT3ngLbWyRmcI3MOAADAv1lD7Ic/sXp7A/AUP3tlAghULZnWCngsOFdg7j0JAAAAAMeD4BwAn1Ds6DlHcA6+WNaaWUDmHAAAAIC2QXAOgE8odvSci6XnHHxIR8dACDWtFQAAAADaAu+CfcxtO543rj1/wh/dnjvphB+Na6Vl9jeYrpSVRxjXyrM6GNe69t3jdj/F2UnGtZBQc/F8WWl0y0ZJ/32f2/1UVMQa18LDK41rpQVxxrWwyArjWruO2W73I1bzYzl4MM28nwrz93L2w783rv3qjd+43c6FG/4l3lRUU9ZKzzn4jtREZ1krwTkAAAB/ZrNa9OFP/G2/aDky5wB4XWW1VSqq7AHbOMpa4UM6xduDc7kllVJeZc/uBAAAAIDWRHAOgNeVOEpalRjKWuFDkmLCJSLM/k/lEYZCAAAAAGgDvAsG4HVFjmEQEaEhNYEQwBdYLBbplBApGUdLdWlrersYb28JAAAALaBaJLltk+SD/G2/aDneBQPwumL6zcGHMbEVAAAAQFsiOAfA644NgyCZF76nkzM4l09wDgAAAEDr450wAJ/pORdLvzn4cHDuSCE95wAAAPyWLUTE6mf5STZvbwCewjthP3Llui5u11dNyjWuRYZVGtdCQ+xTMl1Jji8wrsV0PeJ2P4dXnGhcS/vXSca1/KtXG9e6jdloXCva09ntfsIizM9BWWGsca0gP8G4Fh1TKi2VmZViXMsrMfe1+j6ng3FtVHtz8ODCDf8S38+co6wVPlzWSuYcAAAAgDbgZ2FjAIHdc46/F8D3dEyI1B/VQAgAAAAAaG0E5wB4XbFjWmscwTn4cOYcwTkAAAAAbYF3wgC8rtjRcy6GnnPw4Z5zhwvKxWazicXCSHsAAAB/Y7Na9OFP/G2/aDky5wD4TFlrHD3n4INSE+3BudLKaikos79WAQAAACDgg3Pbtm2TM888U2JjYyU1NVXuuusuqaioaPQ8ldXw8MMPS7du3SQ6OlrGjh0rq1atqnObpUuXymWXXSY9evSQmJgYGThwoDz22GNSWVl3YMBnn30ml19+ufTu3VtnSvzpT39q9ccJoPZACDLn4HuiwkMlMTpcXz5CaSsAAACAVuaT74Rzc3Nl4sSJ0rdvX1m4cKEcOHBAbr/9dikpKZFnn33W7bmPPPKIzJo1Swfohg4dKs8995xMnjxZNmzYIL169dK3eeGFF/R93X///TqIp4J36pwffvhBXnnllZr7+uSTT2Tjxo1y+umny9GjR8Xb4uP+5na9oPw3xrWzJnxtXIsaYH5sBxYNMa5tXHya2/30H7nZuFZwY5FxLTzC/ibYleJ9qca1pJN2u93PoaXmx1JZaf6a4eHmTJnCwjjjWn6xeU2vl0Ub1w6XmKfH7is2Z5e9eMT9z4evYiAEfF2nhEjJL62UzIIy6dsp3tvbAQAAQDPZbOqw+N2eERx88p3w/PnzpaCgQN577z1p166dvq6qqkpuvPFGmTlzpqSlpbk8r6ysTObMmSPTp0+X2267TV936qmnSr9+/WTu3Lkyb948fd3zzz8vHTp0qDlv/PjxYrVa5d5779UZdM41dfnxxx/Xlz///PM2f9xAsCqpsPeci42grBW+23fup8NFuu8cAAAAAAR8WevixYvljDPOqAnMKZdccokOoC1ZssR43sqVK3VQT93WKSIiQqZNmyaLFi2qua52YM5pxIgRuiT20KFDNdeFhPjk0wMEHMpa4T9DIShrBQAAANC6Qny131z//v3rXJeUlCSdO3fWa+7OU+qfO2DAANm3b5+UlpYaz/36668lMjJSevbsedz7B9DSgRAE5+CbUh3Bucx8gnMAAAB+yTGt1Z8OtWcEB5/tOaeCcfUlJye77f2mzlMBtqioqAbnqaw4ta6GRNS3Y8cOeeqpp+T666+XuDj3fcKaQmXv1ab2pA4gGJSXl+vDqbCwsNFzyJyDP/ScU8icAwAAABAUmXOepAJpquxVZcw9+OCDrXKf6enpkpiYWHOoPnhAsFCv99qvfzUNuck95yLpOQffRFkrAAAAgLbik2kqKtMtPz+/wfUq8612HzpX56mMHTUYonb2nDrPYrHo9doqKirkggsu0OvffvutxMaaJ2Q2R0ZGhiQkJNR8TtYcgsmMGTP0dGUnNW25sQAd01rhP8E5BkIAAAD4I5stRB/+RFUAIjj45Dth1TOufm85FaxTwxrq95Orf56yfft2GTZsWM316r66detWp6RVDZe44oorZN26dbJixQqd7dZaVGCudnDOUy7c8C/j2sErRxjXPlo02bg2YdRa45q1kV9sZXnxxrW9+7sa1zq1zzauhUWbs1aOLHcfANqdYf4ep6UcMa61SzWvffbtGOPaLye7n/D7zw/OMa796eZXjGvX3mrunegL6pdx1y/zdlvWGuGTv5IASU20B+eyisql2mqT0BD6fwAAAABoHT4ZNp4yZYosXbpU8vLyaq5bsGCBnp46ebI5kDRu3DgdFFO3daqsrJSFCxfK1KlT69z2pptukg8//FA++OADGTJkSBs9EgCNqaq2SnmVVV9mIAR8VYe4SFHxOBWYyykiew4AAABA6/HJd8JqMMMzzzwj559/vsycOVOXxd155536+rS0tJrbTZo0Sfbu3Ss7d+7Un6tSVlVSN3v2bElJSdFBt3nz5klOTo7ccccdNec99NBDMn/+fH2fKsNn1apVNWuq/M6Z9abue82aNfpySUmJ/Pzzz/Luu+/qzy+66CKPPR9AICt29JtTYug5Bx+lMuVS4iN1WWtmQZl0dJS5AgAAAEBABudUb7hly5bJzTffrAN08fHxcu211zYY2FBdXS1VVfZyOKe7775b12XPnTtXsrKyZPjw4fLpp59Kr169am6zZMkS/fGxxx7TR21ffPGFjB8/vubyb3/725q1Tz75RB8Ktd9A63D2mwsPtUhkGME5+K7UhCgdnKPvHAAAgB+yWuyHP/G3/SKwgnPKgAEDdGmrO8uXL29wnRr8oLLn1NGc81y55ppr9AGg7agywV4dYunhBZ9nz5bL15lzAAAAABDwwTkAwSG9XYx8foc9WxXw9cw55QjBOQAAAACtiOAcAABN0CnBPoU4M5/gHAAAgL+x2Sz68Cf+tl+0HMG5IJH27/XGtcvcnPf2UHNZ70V3H5uK68qse35vXPvbTa8a17Ys+YVxrVuPI8a13Vv6u93PqInfGNes1eZeZz+tHmZcO2fKZ8a1qMn2N/Im05940bh2+611eykC8L5Ojsw5yloBAAAAtCaCcwA8oqCgoM7nalKyOgB/kZroLGtlIAQAAACA1hPSivcFAEbp6emSmJhYc8yZM8fbWwKahcw5AAAA/2WzWvzyQHAgcw6AR2RkZEhCQkLN52TNwV+Dc/mllVJWWS1R4eZyeAAAAABoKoJzADxCBeZqB+cAf5MQFSZR4SFSVmmVwwVl0r19rLe3BAAAACAAUNYKAEATWCwWSXVkzx2m7xwAAACAVkLmHAAATdQxIUr25JTQdw4AAMDP2Gwh+vAnNpvN21uAhxCcg1uXbXrVzaq7NZFJz1xkXLv5id8a124cts24tuCflxnXzhr7rdv9bPrqZOPa6OXm+/1Xl++Ma3OX/sa4Fmq5wu1++D0L+B9n5twRgnMAAAAAWol/hY0BAPCiTgn2QSaZ+QTnAAAAALQOMucAAGjmxNbDhfScAwAA8Cc2q0Uf/sTf9ouWI3MOAIAmSk10BOfInAMAAADQSgjOAQDQzMw5BkIAAAAAaC2UtQIA0MyBEIcLyvT0LIuFUgMAAAB/YLNZ9OFP/G2/aDmCc2gzE1e9a15zc97T/a43rt3y0/wW7+dNN/e7qPsq49qTB59p8dcEEFhS4u0DIcqrrJJfWilJMRHe3hIAAAAAP0dZKwAATRQVHirJMeH68uEChkIAAAAAOH5kzgEA0My+c7kllbrv3Amp8d7eDgAAAJqAslb4MjLnAABowVAI1XcOAAAAAI4XwTkAAFoyFCKf4BwAAACA40dwDgCAZuiUYB8KcbiQ4BwAAACA40fPOQAAmqFToj1zLjOfgRAAAAB+1XPO6l893Og5FzwIzsHn3PLTfL+6XwDBpVO8PTh3hMw5AAAAAK2A4BwAAM0wsnuyvPmHk6VLUrS3twIAAAAgABCcAwCgGZJjI2Rc7w7e3gYAAACawWYL0Yc/sdls3t4CPMS/XpkAAAAAAABAACE4h+NWXl4us2fP1h/RtniuUR+vCe/i+QcAAABwvCw28iRbTUFBgSQmJkp+fr4kJCRIsAjWx+0N/vhc79+/X9LT0/1qz/7EH18TgaSlzz/fNwAAAM9w/r9r67QREh8eKv6ksLJaBi1cz/8ZgwCZcwAAAAAAAICXEJwDAAAAAAAAvIRpra2ourq6powvmFJOCwsL9ccDBw7olGG0HX98rjMyMvTHffv2SVJSkre3E3D88TURSFr6/Ofl5emPR48ebbO9Af5GdVpRP1NpaWkSEsLfjwEAQPCg51wrWrNmjZx00kne3gYAAIDfUn/U6dq1q7e3AQAIsJ5zWy440S97zg1+73t6zgUBMudaUZ8+fWr+UxlMPzjql51q+B9sj9sb/PG5VpmkgwYN8qs9+xN/fE0EkpY+//xcAOafp/j4eG9vBQAAwKMIzrWi0FB7FF690QrGN1vB+ri9wZ+ea+c+/WnP/ojn17+ef34uADOLxeLtLQAAAHgUwTkAAAAAABDQbDaLPvyJv+0XLUe3XQAAAAAAAMBLCM7huEVGRsqsWbP0R7QtnmvUx2vCu3j+AQAAABwvprW2wRQYJqkAdRvfqwbf/FwA/v1zUW21SYiFfmBoO/w/CgDQlv++bDpvpMSH+1dnr8LKKhn6v3X82xgEyJwDAABulVVWy6THl8s1r6zx9lYAAACAgONfYWP4lEuSbnG7/p+8p41r6yZOMa5N+HaPcS0tdKBx7bcdU93u5+5dzxnXXhp4rXFt4T5zudo/L1xhXOv82ia3+0FwWjthqnHt4929jGuz9jxrXLsp9Vbj2rKi/W73c11qJ+Pa7ANfGNfuTZtgXLvr53luvyb8z+7sYtmTU6IPFaiLCrdPJwcAAAAQ5Jlz27ZtkzPPPFNiY2MlNTVV7rrrLqmoqGj0vHnz5sk555wjKSkpujzn3XffNd72448/lnHjxumvkZycLBMmTNDlSAAABIvsovKaywfySr26FwAAgOOZ1upvB4KD3wbncnNzZeLEiToYt3DhQnnooYfkxRdflNtvv73Rc19//XXJzs6WqVPNGSzKv//9b5k2bZqMHz9ePvroI3nttddk1KhRUlZW1oqPBAAA35ZVeCw4tz+X4BwAAADQmvy2rHX+/Pm6seN7770n7dq109dVVVXJjTfeKDNnzpS0tDTjuStXrpSQkBDZs2ePDtS5cvToUbnpppvkH//4h9xwww0115933nlt8GgAAPCPzLn9uSVe3Usw2Z5ZKI9+sk1uO7OfDO6S6O3tAAAAoI34bebc4sWL5YwzzqgJzCmXXHKJWK1WWbJkidtzVWCuMf/5z3+kurpafv/737fKfgEA8FfZRcdaRpA55znvrMmQZduOyFvf7fP2VgAAANCGQvy531z//v3rXJeUlCSdO3fWa8dr1apV+v5VKWv37t0lLCxMhg8froOCAAAEk2zKWr0is8D+XB8uoJ0GAADHy2YL8csDwSHMn3vOqWBcfWpogypJPV6ZmZmyfft2+etf/yqPPvqoDvo999xzuqx1w4YNMmjQIOO5qty2tsjISH0AwaC8vFwfToWFhfojPxcIZqafC3+RVXsgBGWtHpOZbw/KZRKcAwAACGh+G5xra6o8tqioSN54442aPnNqMES/fv3kkUceMfaqU9LT0+t8PmvWLJk9e7b4o38O+INxbXhyhNtzV5xyvnHtcGGKcW3D1Dzj2r5DNuNa357fut3PzxeMM65V28zB1juGZBrXDuzralyb0/lWt/t5+tBTEojmzJkj9913X0D/XByP1NTDxrW/3LnRuLb69D3GtVM7djCu3XHKAbf7WbU93rj2t7QJxrWLR60xrj3R50bj2u0750kwMv1c+AsGQnjH4YLyOh8BAAAQmPw2OKcy5PLz811m1NXuQ3c896+oibBO4eHhctppp8mWLVvcnpuRkSEJCQk1n5MdhGAyY8aMOlOTDxw4IAMHDuTnAkHN9HPhjz3njhSWS1lltUSFh3p1T4HOarXVlLOqgRyV1VYJD6W0BQCAlrLaLPrwJ879jh49WkJDQ/XQSnUg8PhtcE71g6vfW04F6w4dOtSgF11LuCtbLStzX16iAhC1gxBAMKlfruosZ+XnAsHM9HPhD6qtNjlabM/cslhUvxaRg3ml0islzttbC2jZxeVSZbVni6vnXAXoOidGe3tbAADAC9asWcN7qQDnt3+CnTJliixdulTy8o6VQC5YsEBPYp08efJx3/8555yjP6qv4VRRUSFffvmljBw58rjvHwAAf5BbUiEqRqQCcz07xOrrKG1te4fzy132nwMAAEDg8dvMueuvv16eeeYZOf/882XmzJm6ROjOO+/U16elpdXcbtKkSbJ3717ZuXNnzXVr166VPXv2SFZWVs1kViUlJUVOP/10ffnEE0+UCy+8UK677jo9YMI5EOLw4cP66wAAEAyc/ebaxURIj/axsiurmOCcBxzKr/scM7EVAIDjZLWIzWrxuz0jOPhtcE71hFu2bJncfPPNOkAXHx8v1157rTz44IN1blddXS1VVVV1rnv22Wfltddeq/n88ccf1x9VYG758uU116vbqD5B99xzjy5BUhlzKpNuyJAhbf74AADwBaqcUukQFyldk+1llfuZ2Nrm6gfjGAoBAAAQuPw2OKcMGDCgTtmpK7WDbU6vvvqqPhoTGxsrTz/9tD78Xen95iEZv33iSuPaFb2LjWsXn73E7deMe+Ih49rmyeZpt5lZ5kmuqe1ypKUO55gnWp6cbp6EGR5WN7hb25E8++AQV07rmOt2P+WPmfs1Rd5Z5PZctL27ut5iXBuWXGhciwypdnu/HWK7G9c+mX6icW1sj5+Nayen1O2/WVv6pT+63U/i8mzj2s6tJ0hL/P7cj41rG848y+253+7rYVy76mPz5NnYPh81cXdocXAuPqJWcI7MubaWWS84V/9zAAAABA6/7TkHAADaXnZhRa3MuRh9mcy5tpfp6DmXEGX/O+phes4BAAAELL/OnAMAAG0ry5E5l1KnrJXMubaWWWB/joelJ8mKHdlyuJDgHAAAx8Nms+jDn/jbftFyZM4BAACjbMdAiA7xxzLnjhSWS3mV+xJuHB/ndNZhXZPqfA4AAIDAQ3AOAAA0mjmnylqTY8IlJiJUf34wj2BRW3IOgFCZc7U/BwAAQOAhOAcAAIyyi5w95yLEYrEwsdUDCssqpajcPoxoWHqi/qg+d14HAABaXtbqbweCA8E5AADQ+LTWuEj98dhQCPrOtZXDjsms8VFh0jE+SuIiHUMhmNgKAAAQkBgIESTefHuace3VO/5lXKsssL8Jc2Xf5hPcfs3uM+40rpWUjzKu9ev/k3HtyP7OxrWc7HZu99OtywHjWlikPTPElZLCOONal/AjxrWdue3d7mfdhxONa5GLpxjXvsroYVy7bcfzbr9mMPr0pEuNa7f9YDWubfrX58a1nS8NNq6Fh1e63U/79EzjWt8ce/maKyFh5oyZwlzzeRvm/cLtfhITCoxrXbseNK6VFJl/N2xZO9y4NnTsWrf7sVjM35Nbxw40rv0zy+3dooWqrTbJcQTnOsbbg3Ndksic89Sk1tSEKP2xY0KkFGVV6eBc7xTzv0kAAADwT2TOAQAAl3JLKsRqU0FTkXaxEfo6f5jY+tf3t8ilL3wrZZX+ObQi05Ehl5oYVSdIR+YcAAAt5+3yVMpa4Q7BOQAA4LakNTkmQsJCQ/yirFX1Zfv36r2yevdR+X5frvijzPzSOkG5To6Pzow6AAAABBaCcwAAwKXswmPDIJx8fSDE5v35YrPZL287VCiBkDnnDM6ROQcAABCY6DkHAABcyiqyB4NSHP3magfnDheUS3lVtUSGhYov2bg/r+byj4fMPRV9mTNDzhmUS02wP/8E5wAAaDmrLUQf/sTf9ouW4zsNAAAayZw7FpxTveeiw+0BuUN5vhcs2phxLDi3LdM/M+ecQbgGZa0E5wAAAAISwTkAAOC251zt4JzFYvHpoRC1g3PbDxdKVbV5ArCvOpRfr6zV8fFIAT3nAAAAAhFlrX7k1s63ul0/qYO5fGdXYbxxbc0npxvXDhcmGNeG9djldj/V5eHGte7p+41rxfnmvSYkmh9jSXGs2/1UVpr3k5PTzriW3nuv+U5DzG/6eh1OdbufAcO2GtfWrTnRuBbl5msmxww3ruWWbJBgdOpZXxjXvhjc0XxiVZVxqdc92ca1LbPS3e6nfOexIEdzXt+RMeaMmazMY/3A6ouIsGc+mUTHmIMrmYc6Gde6dDf/DFdVmf9pOfxTD7f7ad/+qHHtukE7jWufnXyJcS27xD7AwJVfb37V7X6CXZaL4JyignM7jhT5XN+5IwVlcjC/TE+XjQwLkbJKq+zOLpa+ncz/rviaymqr5BSXG6e1Wq02CQlhchsAAEAgITgHAICXFBTUDchGRkbqw1dkFZY36DnnyxNbN+7P1x/7dYyX2MhQ+X5fnvyYWehXwbkjheV6oEV4qEXaxUTUPP8q4FhltUlOcUWD7wcAAGiczWYRm9Xid3tGcKCsFQAAL0lPT5fExMSaY86cOeJLsosaTmv15YmtzpLWYemJ0r9zgl8Ohch0lLSqPnPODLnw0BBpH8tQCAAAgEBF5hwAAF6SkZEhCQnH2gf4Utacqeec0sVHe845J7UO7ZokNsd12/w0OOcsZXVKTYzU3w8VnBvcJdFLuwMAAEBbIDgHAICXqMBc7eCcL1G9zY4WV/hNWavarzNzbnh6kpRXVevLPx7yr4mtzomsziEQTp3io2SLFMhhhkIAANDyslY/KxP1t/2i5QjOAQCABnJLKqTaatO9ztrFui5rPVxYpoNgkWGh4m17coqloKxKIsJC5ITUeCmvstYEu3KLKyS53mPwVc6y1fqZc85gnTN4BwAAgMBBzzkAAGCc1JocE6F7ntXWPjZCosJD9OCCQ3m+ESza5BgGMTgtQe83LjJMurWzZ/j9mOk/pa2HHGWtnetlztVMbHWsAwAAIHCQOedjzon/k3Htql7uS3Om3fWuce2jxy8wrlVbzTHasYO3GNf2709zux/ZZV7q9f4NxrWCW/5mXCvNNZd/VVe7jzVHhtpLnFzpkJJjXCsvsmeIuGIJtWdmuDLghJ/c7iem22HjWpddWca17JJY49qFsacb10bHXON2P2tKXhV/dGrMdW7XHx451rg2dOxa41rWR92NaxHR5rKy6Cj3b5zj4ouMa53fvL1FPxft2uW26OdbsYQ4O3M11Cn1iHEtJzPFuBYeXmlcKy9331OtoNA8VfPnHPPXPHPsKuNaVDtzYGZy7I1u97OkeJ4Eq+xC18MgFIvFoktbdx4pkgN5pdKjg/n3kqdsqBkGkVRz3YDO8bLvaIkubR3Xu4P4g8O1BkLU1inBMRCikOAcAAAtQVkrfBmZcwAAoMnDIHx1YqtzGITqN+fUPzXB74ZCOMtWU+v3nHME65wDIwAAABA4CM4BAABjcK7+MIiGwTnvD4WoqLLK1oP2ANywrrUz5xL8qqzVZrMdC841yJxzlLV6sefckcIy+cfSnwgQAgAAtDLKWgEAQANZhY1lzvnOxNbtmYU6QJcYHS7d29v35SxrVX46XCRV1VYJq9c7z9fkllTqx6F0dJSxOjmDdeo23hrC8co3e+T55T9LaWW1zJgywONfHwCA42G1WfThT/xtv2g53/5fKgAA8OpACH8oa92w/1i/OdUPzyk9OUZiI0J1wGt3drH4OmdGmhq4UT/4lhQTrifRKkcKzH0v29LPR+w9M7O89PUBAAACFcE5AADQQHaReSCE0iWpaWWt76zZJ7969ms5mNd2GXYbncMguibWuT4kxCL9HaWtP/hB3zlnyWr9YRCKCjo6h0I4S189bW+OPRCbX2oe+gIAAIAgK2vdtm2b3HzzzbJy5UqJj4+Xq666Sh544AGJiHD9RsJp3rx5smjRIlm9erVkZ2fLggUL5KKLLjLe3mq1yujRo+X7779v9LbHa/Yo84jTvbnt3Z676PHzjWvn3P0/49qyx6cY14oL44xrqanmaaNKYifzBNSqR8zTWqvKuhjXohLdT6x1JzrZ/Mas4Eg741p4uHmaZeHRum8Ea7Na3acgH1x8qnFt4OnfGdd2Zpqn5N5x8gbjWkVluPirPRefbFx7+wL3bxK/39bfuFZdZp4cunt3D+PakJPXG9c69djvdj/5h80TI3P/+HfjmiUkrEVTnBI6HpWWKs4+1rurvvTB5mnE+RmpxrXCIvPvFKXvyM3GtZR92ca15atPMq5luJlw3C3Gf38u2lq2s6zV2HMupiZQpDLTnFldtZVVVstDi7bpYM47azLktjP7tXFwruFrtn9qvKzbm6sntv5quPjlMIjapa0ZR0u90nfOarXJ3qP27MM8gnMAAACtym8z53Jzc2XixIlSUVEhCxculIceekhefPFFuf322xs99/XXX9dBualTpzbpa73wwgty4MCBVtg1AAD+VdaaYihrVRl1kWEhYrOJHMp3nRX38aZDNVlWK3Zktck+C8sqZWeWvdxyaHrDP5g4h0Js84OhEIfy3QfnvDmx9UhhuZRV2vvh5ZXYsyoBAPAn6g/a/nggOPht5tz8+fOloKBA3nvvPWnXzp71VFVVJTfeeKPMnDlT0tLM2UUq0y4kJET27NmjA3XuqCDevffeK3PnzpXf/e53rf44AADwNSpL6mhxhdtprarMUvWd+zmrWJe2dm/fMEPx36v31lzekJEn+SWVktjK2YqbD+TrAKEqs+0Y3zCo5RwK8aM/lLU6g3Muylq9PbF1b86xnn2UtQIAALQuv82cW7x4sZxxxhk1gTnlkksu0SWoS5YscXuuCsw11YwZM2TChAn6AAAgGOSWVEi11V7S3y7W3Cri2MTWhkMhth7Ml/X78iQsxCJpiVGi7u6bn82lyS21aX++/jjMRdacckKqPXPucEF5TcDR58taDcE55/XqsXir35ySV1IpNhURBQAAQHAH51S/uf796/aSSkpKks6dO+u11vDdd9/Jm2++qbPmAAAItmEQyTHhEh5q/q+Cc2LrARdDId5YvU9/PGtwqpw9uLO+/NVPWR7tN6fERYZJ9/b2IOI2H8+ey2ysrNVxvTcGQuyplTlXZbVJcUW1x/cAAMDx8HZ5KmWtCMiyVtVzTgXj6ktOTpajR1veAN1JZeDddNNNMn36dOnRo4cugW0qVW5bW2RkpD6AYFBeXq4Pp8JC+xAPfi4QzEw/F74q29lvzlDS2jBzrrRBH7j319t7tV5xcjc9MOLlb3br4JzKuFIlsa0enEs3DzBRQyFU5pea2Dquj3koi68PhOjk+H4c8UpZa93sSNV3TgU+AQAAEMSZc23tn//8p2RmZso999zT7HPT09MlMTGx5pgzZ06b7BHwRer1Xvv1P3DgQH09PxcIZqafC1+V5ZzUahgGUT9zrn5w7v0NB6Wkolp6pcTK2F7t5eSe7fU014P5ZfKzY3hDa1BBKnWfIRaRIV3M07OPDYXw3aCommzr7OXm7C1XnzNop4J4ni4rdU5qrV3aCgAAgNbht3/yVBly+fn2PjP1M+pq96FriaKiIj1U4sEHH9TTYNXhzPopKSnRlxMS7P/RdyUjI6POenOyg0Z8foVxbfj//uz23NVzxxnXtvxzrHEtJb7h8+hUXW2O30bHNewxVFtFsf1Nmyvhf55t/prXv2JcK84zP++NpfyGFNozPFyJinU9aVApyDFnY8TGm99kRsSY71NJKHX95kvZ890Q41onN9+vd7eazztUGup2P89J61B9GmtPTVaTjlUgorGfi6f63mC8z0HtuxnX+vfc5XY/0eHmN5BHD3QyrnVsl2NcO7zDvJ+oaPcZLRGR5p5XkU9eZVwrv808vCY0rOXlZUf3m5+DsAjzc5ezu6txzWo1/97oO3Kz2/1kbu9pXLPZzPc7tLs5u3nqMHOrgy0rRosnmH4ufD1zrunBuWP/Hqig0Rur7IMgrji5u86Si44IlZN7tpMVO7Lly5+ypU9H+5CG47XR0W+ub8d4iXWTxdXf0XfOl4dCOEtao8NDJSHK9WNxBu3U1NSC0qpWH65hor6ne7Pt3+OI0BCpqLYyFAIA4HesNos+/Im/7RdBmDmn+s3V7y2ngnWHDh1q0IuuudSE1pycHLn++ut1EFAdw4YN02tXX3219OvXz+35KgBR+6B0D8FEvd5rv/7j4+1vwvm5QDAz/Vz4qqwmB+diajK5VOmq8v2+XJ2hFhkWIhedeCyIe2pfeznpih1ZbVDSas6aUwY6Mud2HC6Sqmr7Pn3NIUdwrnNilLHsNyo8VBKj7QG5w4WeK21VgzQKy6tEbcs5/ZbgHAAAQOvx2+DclClTZOnSpZKXZ/+PubJgwQI9iXXy5MnHdd+pqanyxRdf1DneeustvTZ79mxZuHDhce8fAABflV1Y0aSecx3iInQQTk1idWZ+/XuVfRDEucPS6mR2ndYvRX9ctStHl3C2ho377f8HGGoYBlE7w0/1R1MZX7uy65Zn+orDjj5yppLW+hNbnc+3J+xx9JvrnBAlHR1fn7JWAACA1uO3Za0qq+2ZZ56R888/X5egqhKhO++8U1+flpZWc7tJkybJ3r17ZefOnTXXrV27Vg94yMqy//V+1apV+mNKSoqcfvrpEhUVJePHj6/z9ZwDIQYNGiTjxpnLRwEA8HfHMuci3N5OZXh1SY6WXVnFurQ1LipMPt58SK9dOaZ7ndue0CleOiVEyuGCclm7J1dOcWTStZTVaqvJnBvuZhiEEhJikRNS42Xd3lxd2tqvU7zfDYOoPbF1++FCj05s3euY1NqtfYwkOTL38krNJfoAAAAIkuCcKjVdtmyZ3HzzzTpAp0qErr32Wt0nrrbq6mqpqqqqc92zzz4rr732Ws3njz/+uP6oAnPLly/30CMAAMA3ZTsHQjSSOecsbbUH50ply8F8Xd46KC1BhnVNbBDIO7Vviry7br98tSPruINze3KKpaCsSg+aUIG3xqhyTHtwrlB+NVx8jjMTrrHMOW9MbHVOau3RPlbiHf3w8smcAwD4GTVLqbE+5b7Gw/Of4EV+G5xTBgwYoEtb3XEVbHv11Vf10Rw9evTw+GQ0AAC8ORAipZGec7WHQmTklsiHGw/WZM256pumSlt1cO6nLJk5dUCrlLQOTkuQ8NDGu3T4+lCIzFo959ypPbHV05lz3dvHitXxfyHKWgEAAFqP3/acAwAArU+Vi+YUN63nXO3g3MLvD+jeZKq323nDjrWXqO2UPh30UAE1MMLZY62lNmbYJ7UOa6Sk1WmAYyjEtkwfDc41seecs+dbZr49gOrJnnM92sfUDKSgrBUAAKD1+HXmnL+6Le1W49rYlGMDLupLjTvF7f3GRJj/o56QYH4zkpx2xLh2dH8n41plmfs3bZGx9v/MuxLy6APGtbLivsa1sLC6Jcq1hbpZs9+vfaqgKzEJRca1iCjz81pWYn4TZbG4z7QsyLO/UXSlU4/9xrX2bp73W0dvMq5tXzvE7X4yrzGvp766WdrarTueN679saP5Z+bZa/7n9n4LC8zlbqUl9qCCK7Fx5qbxHQfuMq7l73IdlHCqqDD38Cq47l3jms0aKy2Rd8jehN8kxs3jLC8zv76j483nVZaaX6NH97p/fsIjzNk46f+5xbi263zz6+foznTj2sAx693uJxjlllRItZrwICLtYt33nKs9sfVAXqn+OO3ELhIb6fq/F+r+hnRJlE3782XFjmy5aOSxaa4tzZxrrN+cU39H6avqeaemjzblsXnS4Sb2nHMOhDhS6J2ec1WO1waZcwAAf6NKWv2vrNW/9ouWI3MOAADUyC6yZ0Qlx4Q3qVzUmTnndMXJdQdB1HdaX3vAWJW2tpTqa7f1oP2PTsMamdTqpAKG3dvH+GRpqwqGHnH0+Wu0rNXD01rzSysl1xGIU2WtSY4JvOp6AAAAtA6CcwAAoEG/uQ5N6DdXPzg3ukdyo8MZVN855eud2bqEtiU+33ZYB+jUNFlnwK0pBvho3zn1nKsAXWiIpdHnXU28dZ5TVW1t873tc5S0qn2pkuWkaHvGIZlzAAAArYfgHAAAaHFwTg2NiAwLaVLWnDKiW5IO8qjSUjXdtSVeW7lXf7xkVLrLwRMm/TvbA4dqYqsvcWbBqedSBejcae+4jYprOrMc25KaiuvsN6eQOQcA8FeqRNTqZwdlrcGD4BwAAKiR5SivbMowCEUFx+486wS5bHS6TB3SudHbq1LZcb3bt7i0dXtmoXy7K0dUDEtNhW0OXx0KUTMMopGSVkUF5jo6vjeemNhae1KrkugIzpVWVktZZXWbf30AAIBgQHAOAADUyGpm5pxy7am95OELh0qEI4OuMc7S1q9+ym72/l7/do/+OHlgqqQlmYe6uDLQEZzbcbhIKmuVhKosvrV7jsp/1mTIc1/slBzHc9BUNptN3vpun3y06aAcT+Zc50Ymtdaf2GqaeKse28z3Nsszy3ZIa01qdZYPx0eG1WT3FZA9BwAA0CqY1uoF4SHmHjuj+243rqVPdT9VcOvbpxnXCgvjjGuWQ+b9WK3mN1pVVaFu9xMdau6Fc2Rrb/N+QsznWdw8d9VV7l/O7ia9FrmZnBrpZlpriJuJrBEx9smFxvVS85uw0HDzXjetH2pciwo3v1EauMD9VMSjN+WINw2Mu9i4dm6SORvnh4Xm131jBv16hXGteGOqce3QJvNE4agY95ksYWHmTBNrtfnnLcTNz5O7qcGxie7L98rdvA7d/cyUFsa26Ge4Me5S97N++7BxLTzC3Hfs6NFk49rBQ+bvs9Lp0tHGte7vrJFAlF1oL5XsEN9200ydQyG+35crhWWVEh9lz8ZqjCqlXPj9AX356nE9mv11uyRF65LaovIqueWt9XoIw89ZRQ36p63bmysvX2P+3tf36dbDMmOhfar12j258tdzBjZanlpbZhMntTqlJkTKRjfBuXfWZMibq/fpy+NP6ChDuibK8faccwbnVKZkYnS4DmjmlVbWBAoBAPB1TGuFL/N45lxWVpasXr1atm/fLtXVlEMAAODPPedaolv7GN3DrMpqk29/bvofBt5dt1+XU57QKV7G9GrX7K8bEmKpyZ5bvCVTB+GcgTkVuDulTwcJC7HI59uOyIodTSu5VYMpHl78Y83nr67cIze+sU5KK5r+f5zDjsy5Tk0MdLmb2KoCj/9Y+lPN509/vqOVes4dC8gnRduDqQyFAAAA8MPMuaeeekruvPNOqaqq0n95DQ8Pl/79+8vQoUNlyJAh+uNZZ53lyS0BAAAXwbmm9pxrKVXauufbvfLVjiyZPMh9BqOiJrv+y1HSetW47s0aBFHbjKn9dWZZ58Ro6ZUSq4+eHWIlJsL+X6LZ/9uqA2wPfvyjfHxLh0Yz4P61aq8u/VTBzDvP6id/fX+rzqS7/J+r5J9XjdIDHJqeORfZzLLWhpnd//fVLj0oQgXwDheWyWc/HNbTaZ399pqjpKJKZxfWD84l1ATn2n4gBQAAQDDwaObcAw88IL/+9a9l7969snXrVnnzzTflggsukNLSUnnppZfknHPO8eR2AACAaSBEG2bO1S5tbWrfuS93ZOkgWHxUmJw/vEuLv+6Ibsm6P96tZ/SVc4elyaC0xJrAnHLrpL6SEBUm2zILZcHaDLf3pYJTTzv6uk2f3E8uHd1N/n3tybrsc/2+PJn2/ErZnW3PPHPHmQGXmhDdrMy5+mWtRwrK5P9W7NKX/3buQPmlY0DHs5/vlJbY6yhpVY/HOQii9sRWVdYKAAAAPwvOqUy5q666StLT03XG3LRp02TWrFmyYMEC2bZtmxQVFXlyOwAAoF52Wk6xo+dcGwfnxvZuL+GhFtl3tET2NCGA9dpKe9bcJaPSJTay7RL/k2Mj5JZJ9r6Sc5f8pMtETZ75fKfug6fKbNW+lJN6tpP/3jBOuiZH6+DWtHnf6PJZd8Mkmt1zznG7+tNa/7Fsh5RUVMvw9CSZMjhV/jSxj75+0ZZDsvOI+/6T7oJzqgS5NmdZaz5lrQAAP+w5528HgoNHg3O/+93v5KOPPjKuR0a27RsBAABgpjKhqq32QTft49puIISiAmwju9uHdXy8+ZDb26rg3fLtWaIqWX8zpru0tavG9tABKVXi+/zyncY9OSfHzvzlgDrlr306xsl7N/5ChnZNlNySSrn8/1bJYsNjLCyv0gG12hlxjemUENkgc04F31S5rt7P1AG67Ld/aoKcPShVbLaWZc/tdfSb616rpFVJirG/NlRgEgAAwJdUV1fLihUr5J133pEvv/xSKivd/3/lgw8+kPvvv1+CKjg3e/ZsyczMlL/85S+Sm2v+KzIAAPBev7nkmHAJD237/yJMdZRdzl2yXQ97MHn927364/h+KdKjg3lScGuJCAuRGVMH6Mv/t2K37M+1Z5DV9vDibVJZbZPT+6Xooz7Vs+/t68bIpP4dpbzKKje88b3c9+FWKausdjkMQpWORke4n4Lu5BwcUVimAnv2zL5HPtmuA6tnDuyks/ecnNlz/9t4sEkltrWpMmJXmXNqr0peKT3nAACA71i9erX07dtXxo8fL5dffrlMnDhRunXrJi+//LLxnPfff1/uu+8+CaqBEIsWLZKlS5dKTk6OPPbYYzVDIGofKSkN/4MbaO6/8TXjWsbqIca1vR+OdHu/3fv/bFwrzY8zroWEWt2smafNVZa6/wt/eZG5d06Ixdai/XQ659gEuvoOvG9/I2VSXWV+uUdFl5n3E2YuaRI51oOnvrwj7d3up316pnHNZjW/KR4+aoNx7ciersa1mI8/c7ufKz+51rj2nu0N41qo5QppDT8ULTCuVTxpfi29/+olbu+3d/sjxrUf3/mFcS0uzvwmNqFD2/xxoaLE/DgTuhw2rrWLKzWuZf/Qy+3XDA0x/7yFRpj/yhQWaX5THhFr3k9htj1Tyni/bn7eSgrNv8dC3ZyXmJRvXEtLdF/q98ynZxrXvP9PeNv1m2vrklanK0/urnu7vbl6n9z57kZdVnvJaHt5qFNxeZUsWGfPCLtqXA/xlMkDO8nJPdvJ6t1H5bFPt8tTl42oWftu91H5ZGumqGS5v/zS/G+P6mX3wm9GyoOLfpRXvtmjj5U7c+SpXw/XWW3KoZp+c03LmlPiIsMkJiJUZ9ypoRBZhQV68IPK3rv77P51bju4S6IOEC7bdkSe+2KnzL14WCtkzjGtFQDgf6w2iz78ib/t15v27dunB4wWFBRIYmKi9OvXT/bs2SOHDx+WP/zhD/LZZ5/J66+/rtut+SKPZs7ddNNNOiD38ccfyxtvvCFTp07VGXTPPPOMTJ48WVJTG5/WBgAA3AfYvth+RPcya2nmnKeCcyEhFnngV4N1qara7l3/3SRvfbevzm3eW39AZ4ip7K3THUMkPEGVhf71nIG6lPaDDQdl/T57UF4FEB/8+Ad9WQ2A6Ncp3u39hIWGyKxzB8nL14ySDnERsv1woZz37Dfy8te79X05+8Z1amK/OefenMG8Q/ml8tCiHx37SdcltfXd7Oihp57LjKMNswAb6znXvX7POUdwjrJWAADgKx599FEdmPvtb38rhw4d0ll06qPKmktOTpb//Oc/egipGkgqwR6cUwMf7r33XpkyZYpcfPHF8ve//12nEO7atUvy8/Plm2++8eR2AAAIOH/7YIv89pU18uJX9qmdLcqci/dcD1gVoLv/V4PkGkdW3IyFm+Xfq+xlrCrA6Ozr9puxPfRtPUllnV14oj0j+YGPf9T7+XDTQdm4P19iI0Ll9jP7Nfm+JvbvJItvPU0m9u8oFVVWuf+jH+TqV76TzfvtmZ2pjj5yTeUsbX31mz2yISNPZ9L9+Qx7EK4+NSDi1L4ddNnrvOXmLPvayquq5WB+qevMuWh7zzky5wAAgK/49NNPpUuXLvL8889LVJT9/0khISFyzTXXyNq1a2Xw4ME6e+7MM8/U8aegDs5deOGFsmbNGpdrcXFxMmbMGE9uBwCAgLN+X57++I+lO1z2SnMnu8herpziocy52plgs84dKL/7RU/9+b3vb9FBuW935chPh4t04Omikeay/bZ0x+QTJDo8VE9c/e/3B+SRxdv09TdO6KP7yjWHuv1LV4+Sv58/WCLDQmTFjmz5lyMQmZpoLmt3NxRiyQ/2kvc/nNpLOsabs++cE2jfXZchB/Ia/4txxtFSnc2ogpAq46+2RGdZKz3nAAB+xNtTV5nW2rb2798vJ510kkRENBxq1qNHD/n666/ltNNOk5UrV+pedKrdWtAG59QToVIKFyww95YCAAAtk19SWVMmWVpZLfd9aC+/bH7mXNtOajWXkQ6Q606z90n82wdb5c4Fm/TlC0Z0qRlC4GmpiVHyx9Pte7r7v5vkYH6ZpCVGye9PsQcSW/I4VRnvx7ecIoPSEo59nWb0nKtfBqvKkP/geN5MRvdoJ2N6tdNDLF748udm9ZtTe3Y5EILMOQAA4CNCQ90P1oqPj9fZdaqSc/369To+pcpegzI4d+2118qOHTvksssuk969e8vvf/97+cc//iHLli2TrKwsT24FAICAo/qZKfFRYRIWYtFDApZsNQ+f8XbPufpUEGjGlP5y/em99efODK+rPTgIwhUVMFSZaqosVLnr7P4SFd60yaomfTrGy3s3/kJumtBbRnRLkgn9m9dPr3YwT5WzqiERjblloj177u01GXLEEcRtbFJr/X5zSpIjOKd6AVZVm4fKAAAAeErv3r1l3bp1bm8TGRkpH3zwgW6z9uOPP8qpp56qB0kEXXCuuLhYNmzYIP/617/kkksukSNHjujgnKr5VcMgGAgBAMDxB+dGdU+uyaSa/b+teuJpc4Jzni5rrR+gu/vsE+RPE/roz0/vl9Lo0IW2pqau3jOlf03/tvOGpbXK/UaEhcidZ/XXQbrOzSxr7Z1iH/zQKyVWD4JoirG92+vXhup590IjPQn3GSa1KrWzGAvKmvbaAgAAaEunn366ZGRkyHfffef2dmFhYfL222/rwRFq/sHy5cvFFzT+Z9bj9OWXX8rQoUP1dAw1slZdVkdthYWFsnnzZtm6dasEgxnPXmNcu2PCCuNap3N+cnu/+xcOMq5ZreY4bHmZ+U1YfIL9jZ4rYZHue82UFTf8a7tTdLz9P/2uRCUUGdcOvD/AuNblPPflW0cWmxt3xz1/rnGt4LqPjWvh0fY3sq7EhlS73U91ublEKz+rnXGtx8KbjGsbfvFf45rl/VFu93NlL/P3OtRyhbS1e7vdbFy78TT7m2JXhnS192tq7ddweam5xMxabc6YKSloOCmxttQhO4xrOdvcZAfZzD/DRRmdjGtVVe5/zac8aS6FK5m90bhmCTFny5TlmwMpHR7q4nY/+bPM38+4lFzz1yxoGEBwCgk17/WHrebfKcqgpALxJz9l2l/v/VLjdZbUhxsPyv7cUnl62Q6ZMdX9Y/WFzLnaAbo7zjpBpg7pLOntmhe0aisXjOgq3drFSJ+UeI8PpnBFDXh4+tcjZHSPZAkPDWny86omt1798nfyxuq9OkPR1DfPmTmnpuS6mkAbHxkmheVVemJru1jPl0EDANBcVptFH/7E3/brTeeee648++yz8vjjj8s777zT6P+JXnrpJUlMTNQJY/VbeARkcG7ChAn6gaalpdUE5pxH//79dV2wqv0dN26cPgAAwPFlzp3QKV6iI0LlvvMGye9fWyv//Hq3XHBiF+mfeqzHWX1Wq01ynAMhPDit1Z2BtXqy+YKR3c1/OPE09X+rlmTwnda3g87+UxNen1/+s/zt3IGN9pxzRQ2FUMG5vBL1mjEHxwEAADxhwoQJehqrmtDaVE888YSMHz9ecnPNSQABE5xTD1KVsjqPN954Qx555BH9n0o1RUMF6JzBumHDhskZZ5zR1lsCACDg2Gw2+ckRnHOWgU4a0EnOGtRJPt16WO59b4v8549jjVlfeaWVUuXoqda+3nROBA71/6/bz+wnV738nfx79V7dT08NvahN9ZFTGZdKjw6us+CTYsL1bdTrBgAAwNvCwsJk0qRJzT7vvPPOk6DoOafSBFXt76233iq//OUv9RM2f/58Wbp0qU4j7NOnj7z55psyc+ZMOfvss9t6OwAABCQ1aVVNz1Sxtz4dj5VXzzp3kMREhMravbmyYF1GoyWtKujS1DJJ+CdVEntSj3a699yzXzQstT+YV6YDtaonXqd41yX+SdERNROCAQDwBzax+OWB4ODR/31Pnz5dHn30Ubnuuut0yuHll18uCxYskI0bN0p6err8+9//9uR2AAAIuJLWHu1j60wSTUuK1plSypzF2yTHEYSrnXG343Ch/GdNhk/0m4OHsucm218T76zJkIyj9v5yTnucJa3tYoyZlqqsVbGXtQIAAPi+3/3ud3rmgQR7cC4vL0+iohr+BXbgwIFy33336cBdc2zbtk1Peo2NjdWTXu+66y6pqGj8P4nz5s2Tc845R1JSUvR/UN99990Gt1GZfZdddpn06NFDYmJi9B4fe+wxqazkL8QAAN+z3TkMwsVk02vG9ZABnRN0Zp0K0Kkm/os3H5J7/rtJxj38uZz55Fe6L53SqwP9w4LBmF7t5ZQ+HaSy2ibPfL6jWf3mak9spawVAAD4i1dffVW3VPv8888lqINzqpb3oYcekrKysgZr7du318G25vSymzhxog7GLVy4UN/viy++KLfffnuj577++uuSnZ0tU6dONd7mhRde0BHV+++/XxYtWiRXXXWVzJo1S2f9AQDga5z95k5IjXc5XfOB8wfry++u2y8n/v0zueGN7+XtNRlyKL9Mly+e1i9F7v3lAHn0oroT1RG4nNlz//3+gOzOLm7SpFanJGdwjrJWAICfsNksfnmgde3bt08mT54sN998s5SW2nvs+oI2HwhR25NPPqkDagMGDNA96FSwrmPHjrJ9+3a59957pXfv3k2+L9W3rqCgQN577z1p184+Pa2qqkpuvPFG3b9OTYc1WblypZ7gsWfPHh2oc+X555+XDh061HyuJnhYrVa9T5VBV3utuQYl1i0fqW35pmHGtRMOprq93/btjxrXwsPN/3mOSyowrhXlmSfllZe5L30KDas2riUP2mVcO7J2gHEtJqHIuHZ40Qlu9xMSVmVcy7pqqXEtOtYqLRHTIc/telWp6z4+Slyy+Xty8NdPGtdO6GvOHM3Ldj9lcFCauReVJ5zXy/ya6PSvO4xr28a+5/Z+kzqYfy4iYs2/jEsKj/Xsqs9abf67RmP/gGZu7mtcS0wx77UkJ9G4FhJq/lmLjjv2htsV29MrjGsVJR2Na6Fufp4qys3DBAruN3+flbJSc6ZOgZvfR70nrzauffO2+Q8xw0dtcLufyI2uJ1kqV7S7xbj2xtGnxdO2Hy4yBueUkd2T5fKTu8mbq/dJtdUmvVNi5fR+HeW0fh3k5J7t9XRXBJcTuyXLxP4d5fNtR+SppT/JPy4bUS9zzk1wzlHWqrIwAQAA/MF1112nk7pUWxdVUblkyRKdTTd27NjgypxTAa3Vq1fLr3/9a52R1rdvXz0wYvTo0bJ//3795DTV4sWL9WRXZ2BOueSSS3QATT3B7jRltK6r4NuIESP0N/HQoUNN3icAAG3NarX3jTOVtTrdd94gefmaUbLirgmybPp4+du5A2X8CR0JzAUxZz/CDzYerHkN7XVkzrkra3UOhKDnHAAA8Bfz58/XlZEqmUv3Xd6xQ0477TS55557jquFmUruOuWUU+RPf/pTi+/D4+PYoqOjdQlqVlaWfPfdd/LBBx/I119/rbPYTj311CbfjyqB7d+/f53rkpKSpHPnzs0qj20Otc/IyEjp2bNnm9w/AAAtcSCvVEoqqiUiNMRtKaKawjqxfydJb2e+DYLL4C6JcvagVLHZRJ5c+pMO9O51DIhQw0VMnAMhyJwDAPgLq83ilwda19lnny2bN2/WyV1KdXW1ro4cOXKkbNjgvqrGZPfu3bpCU7VH84uy1r///e9SVFQkjzzyiISGhuoH31Kq55wKxtWXnJwsR4+aS8NaSkVUn3rqKbn++uslLs5c7qaoctvaVEBPHUAwKC8v14eTcxoOPxcIZqafi9YeBtG7Y5zuLwc0x21n9pNPf8iURZsz5fMRR6SiyiphIRZJS4pqvOccwTkAAOBnkpOT5e2335bzzz9fZ7upGNKWLVvk5JNPlr/85S/6UDGrplDzDN566y19WQ0dbSmP/g/+5Zdflm7durlce/bZZ3Wk0RepoMK0adN0xtyDDz7Y6O3T09N1ua7zmDNnjkf2CfgC9Xqv/fpXk44Vfi4QzEw/F+rfl9pH7QBec2x3DoPo5P6PR4Arqk/huUPtvXrvfX+L/qiyK90FepNi7GWt+QyEAAAAfuqyyy7TWXRnnXWW/lyVtt533326B52pIrOkpERXgb700kty0003yZAhQ+TgwYNisVhk+PDh/pE5p3q1Od+QuHqAd911ly4dbWqkMz8/32VGXe0+dMdLTYO94IIL9P1+++23EhtrLvFwysjIkISEY43LyQ76f/buAzzKKusD+JmWmfTeC6GFXpUqKMUCiA17Z111XXt3ddeyrsrqZ1kba++uBbsCggVQBFSadEgoIb33yWTq99x3MiEJOTfJkGTa/8fzPhPmZGbuTN53yplz74FAcu+997bpmlxQUKAc9zguIJBxx4VIWrcmuoI/9NBDbndqzWKaQQB05taTB9M32wqpuNak/D+jk6nProYQonJOrNki3pACAAAA+Jrk5GSlp4FYj+6uu+6ihoYG2rhxI40fP15J1InGpdu2bVOSeOJUTGEV731aE/8XlXZ33HGHbyTn+vXrR7t376aZM2ceFRNTXLtSleYi1ptrn8kUyTqRAGy/Fp27RHOJSy+9lDZt2kQ///zzUR+iOCIB0ToJ0d6CGWvY2LKfp/Hj6WS+eUxaMRtrKI/mYzXhbnVylXWsFBySeNlm/m+kCeK/hbeanR8GOmIy8tNvhNBIfhpZkN7s1v2Mv4TvvFv4aoLb46mr5Dtz2u18ea1G0iXT2BgsHc9/tzsXBe9IQdgNbGx5/YvS6aqu6aydHReDRuxlY7/P+JCNRYXKqzaMtWFuxWRdV00N/IdWQ7Dzg607GiXjkXVHDg4xurW/CPWl/HND0qk72VjpD3xXZSm7/HlMrea7I2eM283Gcn/kl0kYPcZZCdSRlWvka52eMHI7GzurOpa6ijsueipp7ZrWOkTSDAJAZkB8GC0Yn0afbMpX/i9bu1CIbJ7WKjr/1jdZKdzAvz4DAAB4A/H+XvYe3xv52nh9VX5+vpKvEpV0oiJOfOloMpmURhGttU/KCQaDgSZPnqwk5mbPnu0bybnLLruMHnnkEWVer+iO0ZqY4xsUxCcW2ps7d67SWKK6urpl7bklS5YonVhPPfXUHhmvKFH8+uuvacWKFUqpIgAAQE/qLGndFRabnQ6UNXTaqRWgM7fMHkxfbCkgq90h7dQqGHQa0mvV1GS1U7XRguQcAAAA+ASTyUSff/45/fLLL0o1nNhaz8psPRugdTJOnD948GAlNyS2kSNHKqeDBg1S8lDHqk+TcyLruGbNGmUerpjic+aZZ1JiYqJSASeaRYh5vV0lGjM8//zzSqLvvvvuU6YIiRJEcX7rxJ/IXObm5lJOTk7LeaJEUXSHFR1jhQ0bNrQs3nfSSScpP4vEn6usUVQyuH5HEFORjvXDFAAAQE/IrWggs81OoUEaSo2SV8gCyIh15kSC7u31uTRzqLz62zW1taS2SenY2rW5BQAAAACeU1xcrOR8WueHOqqGS0tLo9GjRyuzXETyzpWwE4k40S8hKSmpx8fWp8k5nU6nVKGJ6asiGXfnnXe2PBhZWVn0zDPPdPm6xJpzP/zwA910001Kgi48PJyuvvrqo6bGira4Vqu1zXniwXz77bdb/v/UU08pp+KPtHr1auXnlStXKqeipa7YWlu1ahXNmDGj2/cfAACgp+0trldOByeGk1qNqQ9wbG6aPVjZuiIqOEhJzonKOQAAAG9nJ1WnS0V545ihZ5u0ZWdnt/w/LCyspRJOJONcp6KBm6tBhFgP+oknnlCWPfv222+V+Isvvkjnn3++7ybnBLFI3gMPPKC0pt2yZYuSuRRZxzFjxijJu+4YNmwYff/999LfcSXbWnvrrbeUrbuXAwAA8DZHOrViSiv0rcjmphCicg4AAADA2y1btkw5Fbmnl19+WVl6Tavl02Li90QBmJj1eeWVV9K+ffuovLxcWZvuiy++UJJ0rmXWjtWxT4yVEO1kN2/erEwjFeWA7ZN0xx9/PM2fP1857W5iDgAAAIj2NTeDQKdW6GtRzU0hqhv5pkoAAAAA3qKwsFCZonreeefRwoULpYm51iZNmkRbt25VZm6Ky4vZnx9++KFSaffdd995b3JONGsQ2UPR3XTChAnKHcnMzKSEhAS6+OKL6ZtvvumNmwUAAAg4+1A5Bx4i1pwTMK0VAAB8qVurr23Qc8TUVJFYc6fhp+jK+uyzzyrLq4nOruJ6RO+DOXPmKM1EGxsbvW9aq1hXThDVcCJJJx4A0Y1VlP999NFH9PHHH9Nxxx1H77//vtLtItAUHOSXTZ40cB8bq62Tf/Dav30oG0tOKWJjsgPeZtWwMbNJLx2PTmflb9PO36apIYSNBen5b+e1QfIPBw4bn4tWqY5eBNJFF9zExrKf7sfGQkKN0vHoQvmDNySMv2xVRTQbq60LI3e9VvYsedILS+ewsXOH7WJjiemF0uutr3KuF9ARu13y/YSdDwWHOTtjdqShRn6cBkv+7mq1jY3pdPz+bTbzna7tNv4YVm5TcoznLR1L7jBI9v3wVGcjHk5TdgYbK9oxiI2lHc/vI/kbh7OxWZN+lY5nyRpnk6CO/HXvy+RpJouNDlU0d2pNcv/4B3BHVIjzuQfTWgEAAMAXNDQ0KFNTRaLNXaL/gGgSceutt9Ibb7yhJOlEM1Gx5JrobTB58mTvqZwTc28PHz6stKgtKSlRuqKKLOLvv/+uzNcVCTkx1fXEE088arorAAAAdE1OaT3ZHUTRITqKD5N/YQLQ0yJd01qNmNYKAAAA3k+tVtPQoUOVmZ3HQjSSeO211+jrr7+m5ORkJUEnGk2IHJfbY6NeIBbLE61nXe1mhaCgIKVa7t5776Vdu3YpTSFE4u7BBx/sjSEAAAAEzJTWrMTwNq+5AH2bnEPlHAAAAPi/2tpapUrO5fTTT6cdO3bQBRdcoPzfZuNnQnm0IQR7o2q10o52ypQpLd0yAAAAoHv2NjeDGIJmEODJNecwrRUAAHyAnVQ+uYHnrV69mi6//HKlSk6sL9dadHS00hxCbDExMd615lxXifXoxJxfAAAA6L69rSrnAPpaVHDzmnOonAMAAAA/U1BQQG+99Ra9+eabdPDgQeU8MX2Vm60iqudOOolfr9orknPbtm2jhx9+WFlrTnRsFaV+GzZsoOXLl9OsWbP6YggAAAB+Zx8q58ArKuew5hwAAAD4PqvVqvRQEI0evvvuO6W5qSsp1xWJiYnenZwTzSA+++wz5WdXlnH06NF02WWX0SOPPNIXQwAAAPArtSYLFdaYlJ+zEpCcA8+tOYdurQAA4BMcKnI4fGyaqK+N10ft2LGDXn/9dXr//fepoqLiqITciBEjlJmfv/zyS6+NoU+Sc5MmTaLy8nLljnzzzTe0ZMkSqq6upjPOOIMyMjIo0Hy0azgbOzU9n41NvXq59HqLV45gY1GD+a64qgOpbExn4L8NN9aGScdjCG3kb9OiYWP6MCMbs1n4XTYmK1c6nsp9/diY2eycmtMRTRD/oUOtdmbSO6I3OD80s9cbzD+2TSa+66LF6vww1F11pmBp/LiQK9jYJuM71NtuPP1bNmZp5FtdFxxKl15vsKGJj4Xw+5pWJ/m7a2R/d/72BJWGXyQ0ZrizXLojlbv6szGdnt+XGjs5Tu2SF3xDMH8M26z8sdhk5Pc1e26ydDxJ4/awMVNxLBvb9v1UNpacVMLGwgfzz7nCtS+733Gpt2U3T2lNijBQZHMFE4AnKudMFjuZLDYy6PjXdgAAAABvUldXR//73/+UKrmNGzcelZATsz4vvvhiuuKKK2jcuHH06KOP+n5yThAL44lknNieeuopuvvuu+miiy5SKunOO++8vhoGAACAX9hbXK+cZmFKK3hImF5LGrWKbHaHUj2H5BwAAAB4uzVr1ihVcmJ2p5jl2TopZzAY6Mwzz1QScqeddhppNH333qZXknPHHXccPffcc3TCCSd0GA8LC6PFixcra9GJaa1IzgEAAHTPvubKuSGJ8upIgN4ivmCNCtZRRYOZqo0WSozgq5wBAAA8TcwYkc0a8Ua+Nl5vVVhY2NLc4cCBA20ScuL9zLRp05SEnGjqEBER4ZEx9kpybsuWLXTiiSfSKaecQnfccYdy2pHw8HDldwEAAKB79jY3g0CnVvD0unPO5ByaQgAAAIB3+fTTT5VpqytXrjyqucOgQYOUPgiXX3459e/PLyHk08m5devW0XXXXac8AKLDRXJyMp188sk0fvx4SktLU7q1/vjjj7RixQrKzMzsjSEAAAAERuUcprWCB7nWO6xGUwgAAADwMueff75SGedKyEVHRyvVcaJKbsqUKeRNeiU5N3nyZKUiTnS6ePzxx2nnzp30zjvv0LvvvtvyO64H56abbuqNIQAAAPit8vompVpJNEAflIBpreA5YlqrUGNEcg4AALybwwe7tfraeL2VVqul+++/n/72t7+RTuedjdR6rSGEyE6KEkGx/fbbb0qV3NatW+nw4cNksViULq2XXnopXXjhhb01BAAAAL+0r3lKa0ZMCIUE9VlvJ4CjRIU4u51XN2JaKwAAAHgnMXvzoYceoq+//lqZxiq6sMbFxZE36ZN39BMnTlQ2cJqRUszG7t+SwMZ+aH4DzCkv53eugyvT2djAzFw25rDz34SbzfLxNNaFsjG9wSS9LDsem5qN1RxMkV5WrbaxseCwBjamUh1pp9xeZHQ1GzNEOTspcop3DWBjVit/aBr0/GNnIn4x7sO1UdLxbDK+Tp4U82IOGyteOIqNjbh9j/R6TT9Z2Vj+tiw2ljZ6n1t/O72hSToetca51kFHanPSyB2NtWFu3Z4Sl8QcDj6qDzOyMZ2N72rksMu//cv+6Xg2lpjKP3c2NPH7vrmJf67S3vmydDyzQn9iY2uMl5Kn7G2e0or15sAb1pwTREMIAAAAAG/y+OOPK00g9uxxfmbctGmTst15551KN1aRqDvrrLMoKEie2+gLss9lAAAA4NWdWpGcA8+Kal5zrgZrzgEAAICXueuuu2jXrl20du1aWrhwIYWEhChLrInZnEuXLqWLLrqIkpKSlJ4J4nc8Cck5AAAAX+3UimYQ4CVrzqEhBAAAeDu7j25w7KZOnap0bS0qKqJXXnlF6ZMgknRiq66upldffZVOOukkGjhwoDL9df/+/dTXkJwDAADwMdmlzmnzWYloBgHeseYcGkIAAACAtwsLC6Orr76a1q1bpzQuve222yg+Pr4lUXfo0CH617/+RVlZWXTCCSfQyy+/rCTv+gKScwAAAD5EJEHqTNaWhhAAXrHmHBpCAAAAgA8ZNmwYPfXUU1RQUECffPIJzZs3j9RqdUuibsOGDXT99ddTcnIynXfeebRx48ZeHQ9avAEAAPiQvCpnM464sCB0agWPi2xecw4NIQAAwNs5HCpl8yW+Nl5fpNVqacGCBcpWWFioNJAQ24EDB5R4U1MTff75570/jl6/BThKv8QiNmYkvsPpGw9dKL3e80/+kY0V7c9gY+VlsWwsNETSkVEnfyOuC+LjpsZgNhYs6S7ZaOSrROySTq7KePT8t/pBQXzMQfwToj6skb+9cP6xE6ISKvjY8QfZ2MGlE9hYVT0/xa3AyHez9HanLhnJxr6oOyS9bHV1JB9r4B+vhCr+OI2Mr2Rjlkb541xZwndVDpF0DZYJknSIdUg6p3bWyTQkgu84bJR0iNVq+c7IhnD5fdRq+MtqdHzn3ZjwWjaWV5LExvp9cr10PK+ePIa8TX5zci4tGlVz4D1rzmFaKwAAAPi6lJQU+vvf/65sq1evptdee40+++wzMplMvX7bmNYKAADgQ/IqnV8KpEXzX3IA9PWac3VNVrLYsGw1AAAA+IcZM2bQe++9pzSReOGFF2j8+PG9enuonAMAAPDBaa3pWG8OvECE4chbydpGC8WG6T06HgAAAI7dITaVz40ZPCsyMlJZe05sW7duVbq+9gZUzgEAAPiQ/Cpn5Vw6prWCF9Bq1BTenKCracTUVgAAAPBfY8eOpeeee65Xrtunk3N79uyhU045hUJDQykpKYnuvvtuMps77xa2ePFimj9/vtIyV6VSKZ05OiIWAzz33HMpPDycYmJilJa7tbX8ukYAAAC9La/SteYcprWCd4hyNYVAcg4AAAAgsJJzVVVVNGvWLCUZJxboe+yxx+iVV16h22+/vdPLvvPOO1ReXq60yuVYLBY67bTTaN++ffS///2P/vvf/9KKFSvokksu6eF7AgAA0DWirXtL5RymtYKXiAp2rjuHphAAAAAAAbbm3EsvvaRUsYmWtqKqTbBarco84Pvuu0/pssFZt24dqdVqOnTokJKo64ioptu5cyft3r2bhgwZopwXHR2tJOx+++03mjhxYi/dMwAAgI5VNJip0WIjlYooJcp3OzCDv1bOdT57AQAAwFMcpFI2X+Jr4wX3+Wxybvny5XTyySe3JOaECy64gK677jpauXIlLVy4kL2sSMx15fpHjx7dkpgTxBRacXvLli07puTc4C/XsrGnTjiHja0qSJVer9bAvymOSShnY9XlRx7D9sKi+Wm8Gq1VOp7q0lg21v/z69lY+Z8XsTG1mu8EFxFbJR1PVUkcG9Pp+Ptis2rYmL2Wj+XsHiwdj9XOX9a6cxgbi4usZmPTr1vKxmZe2fvtn3vLtoYP2Nie+SdJL3uwIp6N1Vuc1R4dScrlj7fwiDo2ptXLP5zGpxazMbORn6aY+O6dbKz4sqfYmEYnr2SxNfC3qdbY2FhjA1+1FZdSwsbqKqKk4wkK4h+/0rxkNjbkxI1sTBPhrDTriPZ8+XGRdT555ZTWxHAD6bX8cwhAX4oIbk7OoXIOAACgV0yYMIE0Gg3dcMMNygb+R+vL681dddVVbc6Lioqi5ORkJdYT1z906NA254n16cR5PXH9AAAA3XVkSivWmwPvEYXkHAAAQK/6/fffKSIiwtPDgF6k9eU150Qyrj0x9bSystKj19++aYRer1c2gEDQ1NSkbC51dc4qMxwXEMi446K78qpczSCw3hx437RWdGsFAABvZneolM2X+Np4IQAbQniz9PR0ioyMbNkWLeKnaQL4G7G/t97/hw8frpyP4wICGXdcdFdeZXPlHDq1ghc2hKg2Ys05AAAAgICqnBMVbDU1NR1WvLVeh643rl8kGWTy8vLalJyiOggCyb333tuma3JBQYGSiMBxAYGMOy66K99VOYdOreBFIlsaQqByDgAAACCgknMdrf0mkmlFRUVHrRXn7vVv3769zXkOh4P27t2rNIaQEQkIzAeHQNV+uqprOiuOCwhk3HHh7ppzaaicAy9ccw7TWgEAwJvZHc7Nl/jaeCEAp7XOnTuXvv/+e6quPtK5csmSJUon1lNPPbVHrv+PP/6g7OzslvN++OEHqqiooHnz5h3z9QMAAHSH3e6gAldDCKw5B14kKsQ5rbUGDSEAAAAAAqty7rrrrqPnn3+ezj77bLrvvvuUKUJ33XWXcn5KSkrL782ePZtyc3MpJyen5byNGzfSoUOHqKysTPn/hg0blNP4+Hg66aSTlJ/PO+88euyxx+jcc89VTo1GI9155510+umn08SJE3vtfi3N5afM6tTytHnezkFsrKAino0ZdPwaMVqtlY1ZLM5vyt1RfNlTbMxh56c71tWFsTFDqHO6Fyc2pZTcYW7kx1NccGRfay8xUX57ScfvZmNL3r6AjaUmlPBXGsQf0h+OXigdz0Xb3iJf9N9NY6Xx+89Ywca+XTeVjQ2es56N/bbkNDZms8u/88gafOS5qL3QuCo2tvf019iYTscnaoIMR5oQdEStsbMxm5Xfn/pNbFtZ3FrB5mFsLCqhQjqeXzePY2OlxlA29vmuEWxsfFw5G5tzM/mM0romMtvspFGrKDnS4OnhABzVEALTWgEAAAACLDkn1oQTlWw33XSTkqALDw+nq6++mh599NE2v2ez2chqbZtgeuGFF+jtt99u+f9TTzkTRSIxt3r1auVnnU5H3377Ld1888108cUXk1arpQULFtAzzzzTJ/cPAACgo06tIjGn1fhs4Tv4ocjmaa2iIYSo8FSr0VkOAAC8j4NUyuZLfG28EIDJOWHYsGHK1FYZV7KttbfeekvZOpOamkqffvrpMY0RAACgJ7iaQWBKK3hrck6si1NvtlKEwf3KegAAAIBAhK/eAQAAfEBeJZpBgHcy6DRk0DnfUmLdOQAAAIDuQ3IOAADAB+RVNlfOxaByDrxPVLCzKUQ1knMAAAAAgTWtFQAAIFDkuzq1xqByDryzKURxrYmqG/kmUwAAAJ5kd6iUzZf42njBfUjOeZnH859z+7I3Jt3Cxkw2/nL/PPVnNpabl8bGBg46IB2PIbKOjZUd5K+338kb2Vjwjkw2VniIv04hJpbvhGkIb2Bj2iC+CiA8jL+PGjXfBVPIXzeajU0auI+NvfL78Wzs8c/XsbGLLia/9GzRs9L4Axk3sbE7zv2KjZX/PoSNZQ3l/z7lhYnS8TTWh7q1rwWHOBMzHUk7eQsbO7R8gnQ8sWnFbKyxOoKNbf9xChvrNyCXjdVWREvHc9odX7Oxm279Mxv7uZ6/Hzedxx8XvtgQIg1rzoFXN4VA5RwAAABAd2FaKwAAgJez2uxUVGNSfkZDCPDWyjmhphHJOQAAAIDuQuUcAACAlxOJOZvdQUEaNSWE6z09HAB2zTkk5wAAwFs5HM7Nl/jaeMF9qJwDAADwkSmtqdHBpFZj7RHwPpHNlXPVRqw5BwAAANBdSM4BAAD4SDOItGg0gwDvhDXnAAAAANyHaa0AAABeLr/SWTmXHoP15sC715yrxrRWAADwUg5SkZ1UPjdmCAyonAMAAPByeaicA19Zcw6VcwAAAADdhso5P/Kn4fvY2HE/Lmdjzw7+KxsbElXJxv5vxSzpeK6f/Dsb25efzsbSG7axMWN1OBuzWJzf2nNKihPY2OjZq9hY+U9ZbCxx2EE29uXXc6TjCdfx6/KYbRo29nj+c9LrhbYePvw8G3shi/8QWWHmnx7PGpzNxgx6Z0dNjsPBf/tVUxbDxux2/rsUezXfICAuo0g6ntVrp7CxYal5bGzg0Bw2VlcRxcbUart0PDvf5MdzWdYhNvbfn78kf5bfvOYcOrWCtxqUEEaXT+6nnAIAAABA9yA5BwAA4CG1tbVt/q/X65WtvbxKVM6BdxuSFE7/Onukp4cBAAAg/ZJc9kW5N/K18YL7MK0VAADAQ9LT0ykyMrJlW7Ro0VG/02S1UUmdsyITa84BAAAAAPgfVM4BAAB4SF5eHkVERLT8v6OqucJqEzkcRME6DcWGOtf1AgAAAAAA/4HkHAAAgIeIxFzr5FxH8po7tYoprSoVpjYAAAAAAPgbJOcAAAC8WH5zp1ZMaQUAAABwn92hUjZf4mvjBfdhzTkAAAAvltfSqRXNIAAAAAAA/BEq5/zIcT8ud+tyt2T/l41tO+1kNjbTIc/tmpv4tZEGp+azMVWQlY1t3DuUjU0asVM6nqqKaDZ2eOl4NrZu7zA2VthoYGPhWpt0PGabho39addr0stCz7hx30s9fp3b58yWxvPLE9hYsM7MxsJDGtiYOoS/XE1xnHQ8YwbsZ2OHClLZWFRcJRt7eu1kNjYxtk46nkoz/7xxcy/8vXzBkWmtqJwDAAAAAPBHSM4BAAD4xLRWVM4BAAAAuMvRvPkSXxsvuA/TWgEAALxYfvO0VlTOAQAAAAD4JyTnAAAAvJTRbKXyeue05XQk5wAAAAAA/BKmtQIAAHipguYpreEGLUWG6Dw9HAAAAACfhW6t4M1QOQcAAODlnVoxpRUAAAAAwH8hOQcAAODtzSCi0QwCAAAAAMBfYVorSI1e8T0f6+Syd6bezMbmpBexsR3vnMvG1pbEsLHxWfLdud/iaDbmWJzNxg5sOo6NnT9iBxsbtnS1dDzgn0Z9+4M0vnnEn9nYJX99j43V7U5nY6oB/L5t/FZecTVg2mY2tnjDBP42VXzvqOeKniV3hRmGsDH+GcV/5VU6K+fSY1A5BwAAAADgr5CcAwAA8FJ5lc7KuTRUzgEAAAAcE3vz5kt8bbwQoNNa9+zZQ6eccgqFhoZSUlIS3X333WQ2O7vayTgcDvr3v/9NGRkZFBwcTFOmTKENGzYc9Xtr166lmTNnUnR0NMXFxdHcuXNp69atvXRvAAAA2sqvbq6cw5pzAAAAAAB+y2eTc1VVVTRr1iwlGffZZ5/RY489Rq+88grdfvvtnV728ccfpwcffJBuu+02+uabbyg5OZlOPfVUOnDgQMvv7N27VzlPJP4++OADev3116myspJmz55NxcXFvXzvAAAAjlTOYVorAAAAAID/8tlprS+99BLV1tbS559/TjExznXIrFYrXX/99XTfffdRSkpKh5czmUy0aNEiuuOOO5TknDB9+nTKysqiJ598khYvXqycJ65XVNgtWbJEqa4TRo8eTQMGDKDvvvuOLr/88j67rwAAEHhqTRaqabQoP2NaKwAAAMCxcThUyuZLfG28EICVc8uXL6eTTz65JTEnXHDBBWS322nlypXs5datW6ck9cTvugQFBdGCBQto2bJlLedZLBbS6/VkMBhazouMjFRORdKuMzk5OXTdddfR2LFjSavV0siRI6kvvfnmmzR06FDlPgwaNIief/75Pr19AAA4NvnNVXMxoUEUqvfZ79IAAAAAAKATWl9eb+6qq65qc15UVJQyRVXEZJcTROKqtWHDhtHhw4epsbFRqZS76KKLlOmv//jHP5Spsk1NTXTvvfdSeno6nXXWWZ2Ob+fOnbR06VKaNGmSkjAUW1/5+OOPlcfmlltuodNPP51+/vlnpUpQpVLRjTfe2GfjeLLguR6/zrJh17Cxp3+aKh/P0pfY2AtftN2XWnvg0AtdHB1A567c+bokysf4PsVElhf0bGz4slXS8Swe8hf+eu38N3Uz139KvaHetLdXrtcX5VW51ptD1RwAAAAAgD/T+vKacyIZ155o3iDWhpNdrn1FnOtyoiJOxEVybvDgwfTDDz8oiTixnp2QmZlJ33//fUsFHUdU5p100klKgk644YYbaMuWLdRXHnjgAaUS8D//+Y/yf9E0Q9yvhx56iP7yl7+QTqfrs7FA4BGJbLG51NXVtRwXrYnjUGwAgXxcyORXuTq1Yr05AAAAgGNld6iUzZf42nghAKe19rZ9+/bRueeeqzSFEGvMff3119SvXz+lY2tJSYn0sqK6TiT7RBJPbNu3b+/w90QyUKxzJ9a7E0kKsZ7dM888c0zjNhqNytjFuFs77bTTqKKigtavX39M1w/QGbGmo2vfF9vw4cNbjovW54vfAwj040Imr9JZOZcWg8o5AAAAAAB/5rPJOZH8qqmpOep8USHWeh26ji4nqhdEY4j2lxPTPkVcEE0lkpKS6J133lHWtps/f77S2VX83rPPPisdW15enjI21zZq1KgOf09MOxVVbldeeaUyBXbhwoV0zz33KM0u3CXum0j6ta9Icv1/9+7dbl83QFeI6d+t9/9du3Z1eFyI3wMI9ONCJr95Wisq5wAAAAAA/JvPTmsVa8a1X1tOfOApKio6aj259pcT9u7dS2PGjGk5X1xXRkZGS2dW8cFpypQpbS4bFhamNFfYv3+/dGwRERHK5qLRaI76HXEdL7zwgpKIu/baa5XzRBJQVL7985//VM5Tq7ufOxXJxdjYWPrtt9+UZJ/Lhg0blFPZlF+AntB+uqprOmv74wIgkHDHRVemtWLNOQAAAIBjJ9o6dt7a0bv42nghAJNzYnqpWAuuurq6Ze25JUuWKAmt9lM6W5s6daqSIBC/60rOic6sn332Gc2bN6/l98QUVrFOnKhCExV1rg9T2dnZNHPmzGMev1i7ThBTZ61Wa8v5IkEnGlGIKiMxBpGsE40qOiOmDIaGhio/X3/99fR///d/NG3aNOVx+uWXX1qq/Vz3BQAAvJd47XFNa02PQeUcAAAAAIA/89nk3HXXXUfPP/88nX322coU1IKCArrrrruU81NSUlp+b/bs2ZSbm0s5OTnK/0UjCDG9SDRHiI+PV6acLl68WFmP7c4772xz/eK6L730UrriiiuUabBPPfWUMm306quvPubxl5eXKx++4uLiOoy7knPr1q1TGjp0Zvny5TRnzhzlZ3H/RGXeZZddptyGSNqJhJ/o1Cq62QIAgHerMlqowWxTfk6NQuUcAAAAAIA/89nknJi+Kbqp3nTTTUoSLTw8XEmaPfroo21+z2aztalME8S6bq5mDGVlZTR27FhasWKF0pDBRXRp/fjjj5UKtAsvvJCCgoJo3LhxtGrVKqWT67ES6+KJKra1a9cq193ekCFDWirpxFi7Q0zNff/995VurcXFxcr9cq1vNHnyZPJl1+5+9Rguza8VeNuNx3C1AB6mu/FIF9Duun7vyz06FugZJbUm0mlUFB0SRAbd0UsjAAAAAACA//DZ5JwwbNiwlumhnNWrVx91nkiKieqyzhakP//885WtN4iKPkFU7J1xxhm9chuiMlBsgljfbvr06S1JPwAA8F7DkiNo77/mUpXR7OmhAAAAAPgFu0OlbL7E18YLAZqc82Zirbhly5YpP4tptWK9uk8++UT5/0knnURZWVl0ww030OWXX65Mx500aZKy9t2+ffuU6rwvvvjC7dsWU1zFNN4RI0YoDSBEFZ24TrH2HAAA+Aa1WkWxYW07bwMAAAAAgP/pfjtQ6JLS0tKWyjtRvSfWkHP9f+fOncrvPPfcc/TII4/Qhx9+SKeffrqyRtxHH32kJO+OhVarpddff12pyBNTfcW02PXr1yvJut4g1uETa/iJU+hdeKyhPewT/vH4+9vfEffHu/nb/QEAAADwdSpHdxc0A5aojouMjKSamhqlI2ygCNT77Qm++Fjn5+cr3YR9acy+xBf3CX/i7uPf/rjwt78j7o9389b7463jAgAA3+Z6fXli4J8oWHP0eu/erNFmprv3v4nXxgCAyjkAAAAAAAAAAAAPQXIOAAAAAAAAAADAQ9AQogfZbLaW6UqBVHJaV1ennBYUFCglw9B7fPGxFustCocPH6aoqChPD8fv+OI+4U/cffzbHxf+9nfE/fFu3np/qqurlVPRzAoAnMQKROKYTUlJIbUadRUAx8LhUCmbL/G18YL7sOZcD/r9999p4sSJnh4GAAAAAAD4EfGlTlpamqeHAeDTa849PuAqn1xz7p4Db2DNuQCAyrkeNGjQoJYXz0A6cMSTnVjYPNDutyf44mMtKklFp2BfGrMv8cV9wp+4+/i3Py787e+I++PdvPX+4PUCgD9ew8PDPT0UAADoRUjO9SCNRqOcijeUgfimMlDvtyf40mPtGqcvjdkX4fH1rcefOy787e+I++PdvO3+4PUCgKdSYWobAIA/Q3IOAAAAAAAAAPyaWM/LTr4Fa5AFDqwqCgAAAAAAAAAA4CFIzsEx0+v19OCDDyqn0LvwWEN72Cf84/H3t78j7o9387f7AwAAAODr0K21F7rAoJMKQNsFvsVCxjguAI7AcQFwNBwXAEfD5wuAnjuOFg34MxnUvtWt1WQ3070HXsdzQABA5RwAAAAA+DWz1U4Hyuo9PQwAAACADqEhBEg9PuAGNva3gy9LL5sWNoONPZyeycYO1gezsSGR/BvrXdXyFvP/fOQVNnbf369lY4cl7+U/rH5OepsA7c0N44+pU5L4QubxCcVs7D87UtlYo80mHc+Sg/xtLplhYWPlJn463Iz0XDY2ac030vEAtLfhpDPY2Bu7B7Axu2RewF9H7ZPeZnhYAxu7c9VoNjY2mu+m+PDh59nY68Ovlo7nz7tek8ahcw9+tYM++C2PPv7LFJrYP8bTwwEAAABoA8k5AAAAAPBrOaXOb9r2l9UjOQcAEKDEF3eyL++8ka+NF9yHaa0AAAAA4Nfqm5xVxA1NVk8PBQAAAOAoSM4BAAAAgF8zmp1JuXok5wAAAMALYVorAAAAAPg1V8UcKucAAAKXmCHqa7NEfW284D5UzgEAAACAX2tontbqmt4KAAAA4E2QnAMAAAAAv2WzO6jRgjXnAAAAwHthWitQza2ZbOyeA4fYWGiW/Nvna676Hxv75P10NnbZ2D/YmM3G55PPnLNfOp68r8eysRlJpWysXzwfq7mtHxt7bMlZ0vE8nv+cNA6+qbbyNmn88/veY2OrP5/Dxgb1y2Vjb0/axMa2/HqcdDxvTUtgY5OSi9lY1ujdbOzT72exsaLxl0nHc/Zm/vEB71b51yw2tnP7cOllI0OdnTQ7Mv7sX9hYTsXFbCwuuIGNGfRN0vHEppSwsc+eeZWN5X07jo3tmjeTjV32Dn//oefWmxOQnAMAAABvhOQcAAAAAPgto/nIl4loCAEAELjsDpWy+RJfGy+4D9NaAQAAAMBvtU7INbSqogMAAADwFkjOAQAAAIDfMrZqAuFqDAEAAADgTTCtFQAAAAAConIO01oBAAKXvXnzJb42XnAfKucAAAAAwG+hIQQAAAB4OyTnAAAAAMBvta6WE80h7HaHR8cDAAAA0B6mtQI9/PGZbCzhqxvYWJ1VJ73e9V+dzMYu2sbHvhjHf6s9NLmAjZUfTJWOZ/ehTDZ2ylWfs7FvXz+XjVXURrKxh296Uzoem2MSG/tl2ids7MRf+LFC9xw4dwob+3nPcDbWP6qSjY1/T/6dR9HmYWxMJWnGVFycyMYKCpPZ2LhJm6Tjmf70Y2zsx8lfsrHs7UPZWJjOwsYMGj4mGPecysY+Oy+NjV224w3p9ULPMD8bzMZ+XHc+GwsLapJeb//0PDb27bsL2NiYtFw2Zmzkxzp02Z+l49l+6jtsbOd2/rlhyqM72diPd49jY0OOu1o6nrdH8OO9cufr0stC226trqYQ4Qb5exgAAPA/DodK2XyJr40X3IfKOQAAAADwW+2nsqIpBAAAAHgbJOcAAAAAwG+1T8ahKQQAAAB4GyTnAAAAACAgGkIIaAoBAAAA3gZrzgEAAACA32pfKYfkHABAYLI3b77E18YL7kPlHAAAAAAETEMITGsFAAAAb4PKuQCx7PiL2NjV44rZWFCQmY0VliVIb7POZGBja6bwHUfnX7yCjdnq+e57u385TjqemWeuZGOWIr7r6tjB+9jY1uwsNmYqipWOZ8VYfjxDEuvZWOmfR7CxhNf5ToFwtIQhh9jY8cZgt7r0HriuRnqbw2/iu0s2vaR3q/PkoFF7+MuVR0nHU3LWy2wsKZrvZpiUXsjGRt3SwMZ0u7dIx7Pz5olsLC2imo2VXcN3wY1/dbf0NqGtO1NvZmPHxVzIxs77YyYbU638h/Q2Ny0aw8bGZe1lY4cL+C7dky7/lo0dWsB3XBbiE0xsLLQ+hI1lP8GPJz6cf26oufFB6XguvpbvVG5+9n9s7ONXL2ZjgdTh+KjKuXbTXAEAAAA8Dck5AAAAAAiYNefqTUjOAQAEIofDufkSXxsvuA/JOQAAAADwGrW1tW3+r9frlc1d9c3dWqNCdFRttLT8HwAAAMBbYM05AAAAAPAa6enpFBkZ2bItWrTomK7P2DytNSHcmeBDQwgAAADwNqicAwAAAACvkZeXRxERES3/P5aqudYNIRIjDLSvpB4NIQAAApSdVMrmS3xtvOA+JOcAAAAAwGuIxFzr5NyxciXj4lE5BwAAAF4K01oBAAAAwO8bQojKOQHdWgEAAMDboHLOh8SFTpDG3x8xgI1FBpvYWOrQA2xs7ZqpbGxwar50PIOi2i7o3JrNrGNj+RtGsTFDCH8/EhNLpeMp2T6YjUXEVbGx2hr+2/tTzl3Kxmpy0qXjyUoo5m/TGMrGbIf4602Q3mJgOjfyJjY2MXYBG7tk4q9sLCyijo3lF6ZIx1P8Ph+PTqhgY+FNQWyspiSWjQUZmqTjSRxwmI3l7h7ExoJja9jYxuuGsDG9dpp0PA4HX7pvNPOPwQ+/TmJjF0lvMTDtPn0GG7tpWgMbi3s0kY1tmvkJG8saKZ+WqFHb2ZjNpmFjsZHVbGzXp9Pduj0hrl8hG1Or3WsmoAvmj8XGanmVWNNG/jUh4Z272ZjtlR/Z2Gmh17OxFQ2LyV80WW1ksTnarDmHhhAAAIHJ7nBuvsTXxgvuQ+UcAAAAAPglY6tEXEJ4c+UcprUCAACAl0FyDgAAAAD8kmu9OYNOTRHBzgkjSM4BAACAt0FyDgAAAAD8kqtTa2iQlkL1zuQcurUCAACAt8GacwAAAADgl1zNH0L0GgprTs6hcg4AIEA5xPrG5Ft8bbzgNlTOAQAAAIBfciXiQltVzjWgIQQAAAB4GSTnAAAAAMAvuRJxIjEXFuRMzpltdjJb5R17AQAAAPqS309rXbJkCb333nu0adMmqqqqosGDB9PNN99Mf/rTn0ilUrGXy8zMpNzc3KPOb2xsJIPB2e2rr10XO1kan/7OXja28c+hbCx7ywg2lhRZzcYcDnlut8kYzMZUav5NsUrN1+6qtfxUFGNtmHQ80SmlbKyqMIGNBQWZ2Zitgd8XrE1B0vFERtawseoG/u/1a34/NlZw3CVsbN7G06Xj0aguJX90anITG5uUfvQx7mJ38M8PMf0K2Zilk7+72czHHZLbrK6OZGNaDV8FEiXZ74WS/fz+FJ9QxsbMdSFsLD25iI0ZG/jLKZcdkcPGNq6dyMaOH7OdjZ0dcRMb+6L2eQpEX+3mn/cnJhazsZTvv2FjGenD2dihPYOk40lKKmFjumD+GNZKXhPq6/jXhMjYKul46sti2JhGZ2FjFpOejRnr+ef16hr++BYGjuRf31dN+YKNpYbz1zkjkX/d88vKOb2onNO0OT9IK3++BgAA/2InlbL5El8bL7jP75NzTz/9tJJoe+qppyg+Pp6+++47uuaaaygvL48efPBB6WXPO+88uuOOO9qcp9fzb7wBAAAAwHsYm9ecCw3SkFajJr1WTU1Wu9IUIjoUyTkAAADwDn6fnPv6668pLi6u5f+zZs2iiooKJWl3//33k1rNV38lJibS5MnyajUAAAAA8E71raa1CqIpRJPV3NIoAgAAAMAb+P2ac60Tcy7jxo2j2tpaamho8MiYAAAAAKBvK+eUU3RsBQAIWKJTqy9uEBj8PjnXkbVr11JqaiqFh0sWYyGi999/X5nGGhYWRvPmzaPt2/k1jQAAAADAu4jpq0JIc1LOlZxzVdQBAAAAeAO/n9baUWLuww8/VNagkznzzDNp0qRJlJGRQQcOHKBHH32Upk2bRlu2bKEBAwZILyuq8loTCT6sVQeBoqmpSdlc6urqlFMcFxDIcFwAdP246EnG5iScmM7qPHVW0KFyDgAAALxJQFXO5efn04UXXkgzZ85UOrbKPPfcc3TppZfS9OnT6corr6Q1a9Yo5z/55JOd3k56ejpFRka2bIsWLeqx+wDg7cT+3nr/Hz7c2cERxwUEMhwXAF0/LnqSa225kHbTWl0VdQAAAADeIGAq56qrq2nu3LkUGxtLn376qbQRREeSk5OVyrlNmzZ1+ruiE2xERETL/3uqCiIj1CSN77+Vn6Ixciw/JdfcEMzGTA0hbMxmdb7R5cRkFLGxysPJ7l2vnW8lHR5TIx2PpdHAxoJDG90aT/GugWwsKrFCOp7I9GI2ln7WH2ys6IkL2diQ1Hw2Zl8l706smXUp9YR7772Xbr/99pb/FxQUKB+4juW4yAyfw8b+Es//DYTJkr/DoAnb2FhT5ZGxtqdPrWRjkVX85YSKogQ2FhxiZGMRkbX85cL4y9UWxUvHExLKr71pt/P7vsPGxzQa/rkoNqlMOp6C3XxlclxkNRuLmc8fTy/ZVpOn9cZx8ZeEW9jYP2b9Ir3srdfuY2PrvzqZjR1aPoGNxfcrZGOa0qPXf20tIoXfL0zV/BIUesm+b7Xyb3E0WvmUxoYa/jbDoixsLCSKr/zSNvCvQXa7/D3Jvm3D2Jia+MVo1Go7G8s38o9P48Mx0vEEP8A/B/bEcdGTXBVyrqQc1pwDAAhc4lWRf2X0Tr42XnBfQCTnGhsbaf78+VRTU0Pr169Xvp3tTeKDVusPWwCBpP20PNe0PRwXEMhwXAB0/bjoSQ3m5m6tQc3TWptPkZwDAAAAb+L301qtVitdcMEFtHv3bvr222+VRhDuKCwsVNarmzCBrxoAAAAAAO9xpHKu/bRWNIQAAAAA7+H3lXPXX389ffPNN0oDCPGN7IYNG1pi48aNU76xnT17NuXm5lJOTo5y/gcffKBcRnRoTUlJURpCiHVRNBoN3XHHHR68NwAAAADQVUZX5RwaQgAABDy7w7n5El8bL7jP75NzK1euVE47SqodPHiQMjMzyWazKRV2Lv3791cq5W699VZlrbqoqCiaNWsWPfzww0oMAAAAALyfq/FDaPN0Vqw5BwAAAN7I75Nzhw4d6vR3Vq9uu1j45MmTadWqVb04KgAAAADobUZ2WiuScwAAAOA9/D45542iQkazsRnak9jYtVl8Fzihup7vLpcg6VTaWB/KxmLS+A6IJQcypOMp3Z/uVqc8WUzWPTIm64B0PEUb3esAZ27iuycG6ZvYWEVhovR60xL5bnfb3uL3g7kzf3Kr8+4nt0yTjuecd09gY4ax8s6PvS37cT5Znv0N/zcQBkzdysb++I6/z9GS7qh6SUdGqylIOh69gR9v/Mw9bOzQV8fzt2nWsTFDiLzLs0VyWauFf4loMund6nDcWZdM2eOjNvN1/QUf8l1ey8v4TqHfj7xKOp7LdrxBnrRp1lw21mTLYmM798u7GJub+P00StLBV6VyuLXvp/TjO0kLxdmZ5I4myf6rlXQN7qzbuFrD90Zz2PjleiPP5rvHFrzJN/7QBfEdYIXkpBI2FjMwj43tWT+ejY2P4f/OxkJ5l2f+lca72O2OloYQIa6GEK7KOTOScwAAgUa8i/G1WaK+Nl5wn983hAAAAACAwNNoOZKgdSXl0BACAAAAvBGScwAAAADgd1zVcWoVkUGnbjO9FWvOAQAAgDfBtFYAAAAA8DsNzdVxoUFaUqlUbae1IjkHABCg3Vqdrwe+At1aAwcq5wAAAADA77gScCHN1XICGkIAAACAN0JyDgAAAAD8NjnnSsgJ4a0q5xwOlCMAAACAd0ByDgAAAAD8jrG5U2toc6dW5efm5JyYJmSy8F15AQAAAPoS1pzzgNJHs9nYp2+MZ2MnTNvg9m3Wl8WwMZv1yHSP9soOpbKxiJgq6W3arfzuFfkQf72Fd1SzMYtZx8bKtmZJx+OQrC+g01n4WJDFrfGERdRJx1OycyAb6z+c30eKD6SzseBQIxurMuul4zGM/YW81f9evIyNFRgN0sv+KbaSjWk1fLc+U1MQG6sriGdj+rBG6XjqaiLZmGXyNDYW/AN/vDns/L7dZJL/3YOCzOQO2XFhlTynhCVWSK/XJHnOUan4D9K5+WlsbH9VLBubN1n+vFp+7VA2FvfKHuptL+/gn9fmpNawMb1WPmUvrl8hGzPtHcDGzGb+uKgqiWNjA774q3Q8dee9wMZUKr66KTiEf86zWPjnZ0OwSToes+T4l8l/PYWNNRqD2VhIWIP0em02/pjau2EcG6tsCHfrNbHgIP86I/wz+RY2NjKK/5tcu/tV6kuuqashQUceP/GzWH5OFM2JeHCrGAAA+Dfx3O9rRdO+Nl5wHyrnAAAAAMDvGJu7tbqaQAiiMURocyUdmkIAAACAt0ByDgAAAAD8Tn1zt9aQVsk5IbS5QQSaQgAAAIC3wLRWAAAAAPA7xubkW1irbq1H1p1rQuUcAECAEQuk+Npqo742XnAfKucAAAAAwO80NDeECGnVEKL1NNeG5mmvAAAAAJ6GyjkAAAAA8Bq1tbVt/q/X65Wtu1yVca4OrS6hzck617RXAAAAAE9D5RwAAAAAeI309HSKjIxs2RYtWuTW9bgq40LbdWR1JevqTaicAwAIxG6tvrZBYEDlnAfU70tnY2d+Xs7G9Pss0uutXRrMxgzhDWwsLKGCjdWXxrIxi0n+LbZWb2ZjGmMNGwuP5mM2i46NmYwG6XjCYyTXa5YcCmr+GVGv5r91N9aHSscTlcg/7rWlMfxtGprYmNXMPz6Z4fz993YWO/89wg1nLZVetjA7k42NuehHNla8aiQb0wTxH+jqKiOl4wkNr2dj1Yv4/SnutiA2Vvksf6yRmb+cYLXy+35IBD9Ws+R4Cw4zsrHS/fzznxAleT7SR9XxtxnSyMZS4kvZWN7BDOl4Ps0ZxMbcSxd0z0/GfDY2T8s/5wdp5UmHHZvGsLGwYP7vp5Ncr1rNr4pSuvBx6XgiYvl92NLY/YopQaN1vypKJbkvNskxEyx5rQ2NalsN1prVJD9OE965m42FXP0YG0t1qNjYjPHZbGzzklOk4zknk98vZ67/lI5VXl4eRUREtPzfnao5WeWcaw06rDkHAAAA3gLJOQAAAADwGiIx1zo55y5j85pzru6sR1XOITkHAAAAXgLJOQAAAADwO67kG9sQAsk5AICAgm6t4M2w5hwAAAAA+B1jc8MHVzKufeUcurUCAACAt0ByDgAAAAD8jiv5FsI1hEC3VgAAAPASSM4BAAAAgN9xTVttXzmHhhAAAADgbbDmHAAAAAD4nYbmhhAhzLRWNIQAAAgsDgeR3UE+N2YIDEjOecBjX81hY8UfqdjYbWPl0y9CghvZWGxSGRurLkllY2oNvwRlcFgDuavqqRo2ptNb2JipIYSNxQ/Il99mfiIbU6vce9arreG7ycXEVUgvq9a596EgY8lNbKx04eNsrN6il15vztknsLFBX/xCve2K2FvY2H1T9rGxT1aeLL3eUQlFbKxkzQg2ZmwIZWPBkfVszGrWSccTn5XLxipz0tlY4zuS/UkdxofU8mVkQ6Nq2ZjVFMTG9GFGNmaqkzx2ofzzlFBXGcXGGmrC2VhBUTIbC9Lwx1qTVf73mtfvMBt7Lus6NnbzvpeoJ9ycGsfGIoL4fSIjtUB6vVYr//KfOOwAG6vIzmBjccMOsrH8zcOk4wmLqGNjxnp+f9IbmthY/Fj+eePwujHS8UTGVbExs9FA7pAdFzrJ/RAqr32EjRXlpbGx2NhKNrb76+lsTNPJ88b0W78jb2ex2clsdd6PsCBmzTkk5wAAAMBLYForAAAAAPhlMwghuN2ac+jWCgAAAN4GlXMAAAAA4Ffqm5tBBGnUFKRt+110aHMlHRpCAAAEFjFXytdmifraeMF9qJwDAAAAAL9ibK6KC21u/tAaKucAAADA2yA5BwAAAAB+xdXsIaTdenOtE3aNFhvZfG1lcAAAAPBLmNYKAAAAAH7F2Nyp1VUl11FDCKHBbKUIg7wxDAAA+AfxfYyvfSfja+MFP0rOZWdnU2hoKKWkpHh6KL0mp44/whYO4jurabXy6RcWSfe9mvJoNqbRurfmisMmL7xsMvEd7SIknfBs1qOnoLjEDcxjY3UF8dLxyLrPORwqtx6fyCi+66xK0ulWMNXynfuaGoPZ2P6zXmZjWh1/nf2i5N1jb/p+LBtbTr3v6qF8V8x+E3awsbBwvnNqZx11qyWdQVMHH2JjjTV8d1S7XX5clO3rx8YMkk6m2jA+ppN0VTWb5F1666si3XrOke3fhnC+k7PNIn/ZCdbx3ZqtTfz9jIuqZmMqFT/Wfidulo7nqRf/xMYarb1ffP63wz+xsV8HSTpQd/L8o3bwz2v5fwxlY+HR/OPskDx364L4v6tgk7x+hUXzHYXDkvlO5JW7+rOxGMnlhFrJa6Zd8trXJDneQiP5jrR1kuNQCJN0VY6M5GNJZ2fzt/nOeDY2/KrfpONpWB/Dxh64le+8/WzRs9RXXFNWQzqY1qrXqkmrVpHV7lB+D8k5AAAA8DSvm9Z6zTXX0L/+9a+W/xcVFdG1115LV111Fa1fv96jYwMAAAAA7ycq4rjKOZVK1VI9h3XnAAAAwBt4XXJu+/btNHfu3Jb/33rrrfTpp59Sfn4+zZgxAwk6AAAAAJBqaO7EGhLUcUWnK2mHjq0AAADgDbwuOWexWCgqyjnVrLq6mr788kt69dVXaeXKlXTDDTfQ/fff7+khAgAAAIAXc1XEhXbQEEI5v3m6KyrnAAACh8PhmxsEBq9Lzg0bNow2btyo/LxkyRIyGAx05plnKv+fP38+bdmyxcMjBAAAAABv1tDcEKJ184fWXOe7uroCAAAAeJLXNYS455576IorrqDdu3fT559/ThdccAFptc5h1tTUkN0uX+QaAAAAAAKbrCFE62mtqJwDAAAAb+B1ybkFCxYo1XIffPCB8vMTTzzREluzZg0NHjzYo+MDAAAAAO9mdDWE4Ka1Np+P5BwAQOAQZT6+Vurja+MFP0rOCfPmzVO29oxGI1100UXk6y7KrGNjCWG1bEylkk8412n5N5ih4Q389Wr4xZCbjMFsTBMkf0Ors1vYWFA0/xjU5CazMatZ5/Z4mkwGcofO0MTG7LYgPmaVH14Gyd/E2mRkYxYL/xjsye3HxpIiq6XjyQz17NNBfFQVGyvZMYiNxQ0+LL1e445QNma3q9hYQ0UUfzkbvyKALojf74Wo5DI2ZrPwf4OqA6lszCrZ13Q6+Xjsto6rSjqj1tjduk59OL9vC9VF8Wws4fEkNhby9A42VpHPX06dIl/dISOUH29Fk5562xjVdDYWFr6ZjSXO3ye93uKvhrAxrWSfsTbxz3kluwe4/foVk8UfxzWH+NeE8pwMNmYIbXTrGBb00ud9/rIayeuwRieJaeVNCRrr+eexiFj+ubP064FsrMnM77/FX8i/CH113VQ29mzRs+QNXI0eQjqd1oqGEAAAAOB5Xpmc47zyyiueHgIAAAAAeDljc0VcGDutFQ0hAAAAwHt4ZXKuoaGBduzYQdu3b2/ZfvzxR08PCwAAAAB8QEPztNYQtlsrGkIAAAQau8O5+RJfGy/4aHJONHfIzs6mbdu2tUnEHTp0iBzNPYPFqUrFTz0DAAAAAGitoXm6qqvxA5ecQ+UcAAAABFRyrri4uCX55krGiY6sTU1H1nVxJeSEgQMH0tChQ1s2AAAAAIDuVc510q21+fcAAAAAAiI5l5KS0lIB1zoJl56eTiNHjqQRI0Yo25NPPkm7du1SKuoAAAAAALrLVRHnqpBrDw0hAAACj8hC+NosUV8bL/jQtNbk5GR64IEHaMyYMTR8+HAKDw9vE3/ttdf6ekgAAAAA4EeMzUk3LjnXUjmHaa0AAAAQSMm56667Tkm8FRUV0TPPPENPPPEETZo0iQJR/+hyNqbT8m8Sh531s/R6y9fz038ry2PZWKPJwMayxu9gY8XZmdLx6IMb2VhdXgIbCwrhLxfer5iNVezuLx2PIdRI7nA4+DUP9WH8dWqCLNLrNTcEs7HECbvYWO5P49nY4NR8NpZ2HH+dwqmVcWzM5nifjWlUl1JPGLZ0NRszP8s/Vtu+mCm93sTEUjZms3U83UnQ6s38eIz8MaM3mKTjMVZEsjG7nR9PcEQ9GwvLLGJjdQdTpOPRmHX8eKz8S4TFpHfrsTNW8vdf0BuOLHXQXuPje9iYRs9/r5g2fjcbO/zJKOl4FmyewMaCdddTb/vHyBo2Zmrk98Pcj0e7/TjbbWo2ZrYHsbGYtBI2ZqoOk46nYm8/Nmax8Pto2tQ/2Fj1Lv41wS459jvbh+urI9hYaDD/uGoN/HWGhPPHd2evQzbJcarS8FVhiUn86+m2vfLlRIZG1LGxZwb/lY3dlv1f6gtihoZrumpoZ9NakZwDAAAAL8C/A+9hixcvVtaZO+OMM2jv3r109tln04wZM2jjxo19NQQAAAAA8HMmi72lux0/rdWZtEO3VgAAAAio5JwwZMgQ+uKLL2jNmjU0YcIE+umnn5TquUsuuYRyc3N75TaXLFlCZ511FqWlpVFoaCiNHTuW3njjjTbr3nVExP/9739TRkYGBQcH05QpU2jDhg29MkYAAAAA6BmtmzwE61A5BwAATuKLG1/cIDD0aXLOZfr06Uqi68MPP6TMzEzlVHRkveOOO6iujp8q4Y6nn36aQkJC6KmnnqKvv/6a5s6dS9dccw09/PDD0ss9/vjj9OCDD9Jtt91G33zzjbJW3qmnnkoHDhzo0fEBAAAAQC80gwjSkFrd8ZRgV0VdAxpCAAAAQCA2hGjtggsuoHPOOYdefPFFevTRR+k///lPS8xkMpHBwK+n01UiIRcXd2QtrVmzZlFFRYWStLv//vtJrT46Pylue9GiRUqyUCTnXAnFrKwspZusmKILAAAAAN7HlXALYaa0tk7OmW12MlvtFKT1yPfVAAAAAAqPvxPR6XR066230v79++nOO+8kvV6vTCkdNGgQvfLKK2S324/p+lsn5lzGjRtHtbW11NDQ0OFl1q1bp8RF8tAlKCiIFixYQMuWLTum8QAAAABA7+msGUT7GKa2AgAEBrGylS9uEBg8npxziYiIUKaSimYRl156qdLV9a9//SuNGDGCPvvssx69rbVr11JqaiqFh4d3GN+zx9kRUEy1bW3YsGF0+PBhamzku4kCAAAAgBdMa5VUzmk1ajLonG+D0RQCAAAAAnpaa0fS09Pp3Xffpdtvv53uuusu+vHHH5UKNqvV2mOJObHGnViDjlNVVaVU8LWfVhsdHa1U9Ym4aBLBEVV3rYnrEptLakoRe9mCwmQ2poo9ch0dqamKYmPRsVVsLMLKf7NcWxjPxoJDjNLxaLT8Oi7xC/LZWPmXKWysaOsQNpY6/Q/peGp2ZLIxs5H/e6rV/P2oKYthY8Gh8iSuxaxjY7k/jWdjIWH8495k4veRfWuPk45nX00kG9OoLpVets0YmpqUzcW1jmRnx8UVsbew1/lm+WtsLGnD09LxaLTuPXeYGvh9IjyOP56MlfzjKNjs/HciqZfzx0Xx+/xxUb+l7RcJrQWHd1wh3MKu4kM2fqxWK//yYW4KYmOxL02QDqfull/YWFXJ0ZXQLioV/7VihJFfIiEyvlI6Hlr0Dz72wPXU28fFc7v4+/zK4Gw2VlbKP3cLxeV8fOTxW9lY2NOPsbHyPy9iY00m+TIVsv1UY+afgw//PI6N9ZvDd4PP/56/nKA3HPlbtafTWdiYNoiPmSXPKWqNfJZAbQX/+u5w8MdwWFTb/au1g7n92FhxQ5h0PLNH8/tI2gebqLePi65Oaw0Nkr/NFU0hTBZzmwYSAAAAAAFdOdfR1NPvv/+eli5dSsOHD++R68zPz6cLL7yQZs6cSTfffDP1ZoIxMjKyZRPr1wEECrG/t97/XccvjgsIZDguAPruuGiZ1qrnv3x0xtGxFQAgkNh9dIPA4HWVc+2J7qpz5sw55uuprq5Wris2NpY+/fTTDhtBtK6QE9/ktm9KISrmVCqVEpfJy8tTpum6dOfbXgBfd++99yqVry4FBQXKBy4cFxDIcFwA9N1x4Uq2yRpCCKHNlXX16NgKAAAAHub1yTlBJMSOhVgjbv78+VRTU0Pr169XvoWVca01J9a/GzNmTJu16DIyMqRTWgXxhrL1m0qAQNJ++pFrehKOCwhkOC4A+u64MDZPhQ7rwrRWAZVzAAAA4GleO621p4i16sSadbt376Zvv/1WaQTRmalTpypvCpcsWdJynsViURpTzJs3r5dHDAAAAADuOlI519m0Vme83oTkHAAAAHiWT1TOHYvrr7+evvnmG6UBhPhGdsOGDW3WtRPf2M6ePZtyc3MpJydHOV9MZRVTLR566CGKj4+nUaNG0eLFi6miooLuvPNOD94bAAAAAOhKcs5VGdfZmnPo1goAEBiUNdz4HmJeCWvOBQ6/T86tXLlSOb3jjjuOih08eJAyMzPJZrMd1Q32nnvuUTqzPvnkk1RWVkZjx46lFStW0IABA455TDtyBrGxPyr4znzhb8u7baaP3MfGyvZnuNWVTtb90yHp8iiE6OvZWO3KWDYWHFXnVle6vNXy7nuGEJNbHVnVOj6W/CS//qD1Rb7zphJv5LsXWiWdXGVdRPfnp7OxSUsTpeO5J+55NjY37AY2trz+ReoJ71Q8y8Z2zp3FxgorB0qvd2TWXrf2b7udr7iwl/AxtUa+dlGwpNtuyQd8t2aNpAtkSEyNWx0iO9u/k67kj8X8lxLIHbU3rZPGbZLH3WLhj4v41GI2tmEz/9ww58rPpOP54d2z+Ms+QL1uqeT4Wj11ARsbOXKX9HobasLZWFE239naNu91NqbR8M/rkdHV0vEYa8Pc6o4anVTOxpoO8920QyL41ychduZ+Nla6gu+OXF8V4dbzelRihXQ8McllbOzAnkFudU0fe9KRLyvbOy6Uf70UtPf8l41ZXuCfV3U38u83elJD87TWEExrBQAAAB/h98m5Q4cOdfo7q1ev7nCdO1E9JzYAAAAA8A2uZFtXu7XWN3d3BQAAAPAUv0/OAQAAAEDgcFXOhXZSOedKzqFyDgAgMIgZrT42q9Xnxgvu8/uGEAAAAAAQOLpaORfWHG9oki9HAAAAANDbkJwDAAAAAD9MzqEhBAAAAPgGTGsFAAAAAL/R0LyGHBpCAABAaw6H73U/FWOGwIDKOQAAAADwG8bmaaqu5BsntDl5h+QcAAAAeBoq5zxgYEoBGxuayXeXTZm6TXq95ZuGsjG1mv+OwGrl12SpqwtjYyHBjeSuJqOBH09VBBvTh/K3GRLWIL3NRmMIG9No+TfmOgcfMz6+n43VlqdKx5M4hP9bm/KS+Out4R8fu0PFxkJjJ0vHs/WU09jY8voV5EkbD/dnYwtO/1Z62UPb+OMiTLLPxCSWsLGqwgQ2FtzJftjUEOzW348kx6ndyj+Vq9XytZQcknDJ69FsLEhvZmN1NeFsLDSyTjoeu43/zkgjeR4LuyWRjcVeX8/Gvn17gXQ8Z2z6H3mrnKpYNlb66yTpZU+bdXSXcpeqHfwxk5BYyt9mCX9chEn2UUEreQ5Wqd37yrjqAP8cHBpdK71s8bLhbEwTZGFjjdX887Mh2MTGKgr5/VcIDef34SET/mBje38fw8Zyv5/OxrKrY6TjufZvl7IxzY18rO8r57rYrRXJOZ9S02ih9zbk0sUTMygmNMjTwwEAAOgRSM4BAAAAgF+w2uxksti7tObckWmtaAjhSxavzqGX1xygsromeujMEZ4eDgD42BRRX5slimmtgQPTWgEAAADALxgtRxJtnXVrdcUxrdW3bDlcrZz+ke88BQAA8AdIzgEAAACAX3Al2rRqFQVp1F2rnDNbyYHSBJ9gtztoV6FzWvruolqlUhIAAMAfIDkHAAAAAH7BNUVVTGlVqSTreLaa9mp3EDW2qrgD73WwoqFljUAxfflAuXydVwAAAF+B5BwAAAAA+FXlXGgnzSBcDSNc+Ts0hfANOwpq2vx/Z2Hb/wMAyNh9dIPAgOQcAAAAAPgFV6fWzppBCKKyLjQITSF8OTm3o0DeeRkAAMBXoFurB7y6aTwbW5Q3iY1tP/Ud6fUWVkWzsekzf2Fjh3cMZmNJaUVszGGXTxexW/ndy2LhYzod/+21zcxfzia5PcEQbGJjxvoQNhYSUc/GVCp+jZrg0EbpeAp3DWJjcemFbCxWcpvlNVFs7IGMX6XjeTRvBXmrUUkFbGzpt6dIL3tc/xw2ln5VHhsrfjeJjZlMBnJXWDT/QcJs5K9X38n+xGlqCJbGLRYdGwsO46cL2cz85bRayTFslVezOGx8XB9mZGOH7glnY8edvoqNaQb47ndU0Xr+Oa2iSb6Pfv3dbDY2Ji2Xjekkz6MZWfvZWJPkOVZoqOH/fjq9mY2Z6kLZWKjkWGuSHGuCzc7vFzaTno2FR9aRO/QhnRzfktfbQ9uGsrHBY3axsWU/zGBjjZ28nt6SfAsbe7boWfIkV5ItpAvJOVdTCFE1h6YQvmF7c3JuYv8Y+u1g5VHJOgAAAF+F5BwAAAAA+AWjuevTWpXfU5J4TZjW6iPNIHY2V8pdPDFdSc6J5hDifLVa/oUxAIBrjVE7OXxuzBAYfLdkAAAAAACAaQjRFS0dW5Gc83q5lUaqa7KSXqumuSOTKUirVv6fV8VXVQMAAPgKJOcAAAAAIOAaQjh/z5mcQ+Wc70xpHZYcQQadhoYmOafDY905AADfV19fTw899BDNnz+fkpKSlHVhFy5cSIEEyTkAAAAACLiGEK1/Dw0hvN/O5uTcyNQI5XRESqRyugMdWwGgixw+ugWC8vJy+uc//0mbN2+m448/ngIR1pwDAAAAAP+qnOvytFZnhR2mtfpO5dyoVGdSbkSKM0m3sxCVcwAAvi45OZny8/MpNTWVTCYTBQfLm9r5I1TOAQAAAIBfaDDb2kxX7YwriYdprd7N4XC0dGYd2Zycc52KijoRBwAA36XX65XEXCBD5ZwHPJH/nFuX21e6Uho/eep6Npa9eQQbGzhqDxtTB1nYWPXhZOl4IlNL2Vil5LI2K79OTGRqBRuryk+Ujsdq5Xf3/p9fz8YOn/88G6uvD2VjoaHyBYqtkvuZvWMoGzPom9jYC7tS2FhaiO92Mntp+xA2NiLSLL3sbwcGs7Gwj/hv2wuLkthYSnIxGzOEN0jHYzXr2JhK5d6HC9kxY3fI/+79PrmRjdXffh8ba6xyVix0JEryGBzenykdT1md88NWRwYkF7CxnGJ+34/Yxv+d934+QDqeWeeT1/roUDQb+8Hyi/Syf5xJbu3Dpjr+OU+r549FjVY+ZVBv4J/XGo0hbCwksYyNRS5+kI2V/enf0vGEx/DT5GrKYtiYLL0THlfFxhoqoqTjkT0GUVH8WPUJ/G1esO0UNvbMIPn+82zRs+T9lXNdW3MODSF8w+FKI9WarBSkUVNWonOtObHmnEatoooGMxXXmig5MvCqLAAAwH+gcg4AAAAAArtba/NadeDdU1qHJoeTTuP8+CKaQgxOCFN+RlMIAOgKu8M3t+4yGo20fPlyeuSRR2jBggXUr18/pcGC2ETTha6oq6tTfnfUqFEUFhZGkZGRNGHCBHrqqafIbJYXR4B7UDkHAAAAAH7B2JxkC+lqt9aWaa1oCOHNXMk311RWl+EpEbSnuI52FtbQKcPlMygAAALFb7/9RvPmzXP78rm5uTRjxgw6dOiQ8v+QkBBqamqijRs3Ktv7779PP/zwA0VHHz2LQywzIH63K9RqNQUFBbk9Tn+DyjkAAAAA8Ast01q7uOYcprX6hh3tmkG4jHR1bEXlHABAGyJxNnv2bLrrrrvogw8+oKQkfsme1qxWK51xxhlKYk40afjuu++ooaFBqcb78MMPKTw8nLZs2UKXXXYZm9gTzRy6so0fP76H77VvQ+UcAAAAAPhXQ4guTmtFQwjvJ6ow2ndqdWlpClHIr70IAODiaP7nS9wZ7/Tp06mysrLNeX/729+6dNm3336btm/frvz86aef0pQpU1qq3C688EKy2+10ySWX0LJly5TqOZEAbC0uLo7efPPNLt1WR5V3gQzJOQAAAADwC91tCOH6PVTOea/8qkaqabSQTqOiwYnONeZaT2sVimpMVFHfRLFheg+NEgDAe2g0XXsN5JJzwsyZM1sSc61ddNFF9Pe//50OHjxI77zzzlHJObE+3cKFC92+/UCG5JwPueAP54HCuTvtZjb24JUfsbGyfXz3xOSJO9lYw65B0vHESLrv2e38jGqNhl/3xWFXudUFszPFlz3Fxmpq4t26zrAo+RSL4jL+enOr+G6AEZJurcHNiyR35LniF6XjeZa8t/veK6X82H6Zfpb0srJupQcP8vt+XFQ1uaPosLwFeGxc22+xWotM4zsclx1Ic6vLq8UsX8eh6JKn+etVx7Kx0Fj+8SmXdGNOSi6RjidM0uW4/5+z+VjjNjamvZA/Fn25YfvH1e51/haqb+a71Not/FuDxJN2sLGmw/zz1sHNw6XjcUiOU9n+bZOMNe8C/vHRauXHhVbSqVyn42Ohce4dF1qdPDFkauLHm34c/zr90fvnsbGzS//OxrLr5M+rvpGcw7RWf+GqmhuSFE56reaov1//uFA6WN5AOwtr6cQs996zAQCAs5HEL784O7bPnTu3w98RTSXmzJlD//3vf2nlypV9PEL/huQcAAAAAPjF9MeWaa1dXHMODSF8d705lxEpEUpybkdhDZJzACCldD8l3+JOt1Z37d69W5m2KowcOZL9PVesuLhYmT4bE8N/QdsdL7zwAlVXVyvr3gnbtm1TOs4KJ554orL5MyTnAAAAAMDnNVntZGv+FNPVaa2onPOdyrn2nVpdxPnfbCuinWgKAQBwTAoLC1t+Tk3l55e0jonL9FRy7sknn1QaSriIxhNiEx588EEk5wAAAAAAvF3rBFtINyvnGi02JbGnUfNTrMEz1ZCdVc65OraiKQQA+LPa2rZfQOj1emXrSXV1dS0/h4SEsL/XOtb6Msfq0KFDFMj4BaoAAAAAADzwAaT11tTEr7XamrF5SqtBp+5ykq11hV2DGdVz3qagupGqjBbSqlWUlRjOTmsVDlUYqdbErwkJAGD30U1IT0+nyMjIlm3RokUefjShpyE5BwAAAABew90PIK7kmmuqaleIBgOiC6hyeUxt9TquqjmRmDPoOp6qHB0aRKlRwcrPuwq9a2prUU0jzX32Z3r+h2ylChAAwF15eXlUU1PTst177709fhvh4eFtmkNwWsdaXwaODaa1AgAAAIBXfQCJiHBWQwldnbbjSq51dUpr66mt1UYLknNeaEfzOnLclNbW1XOiyk4k8yYP4DuN97VvdxTT7qJaCg3S0E2zB3t6OADgw8TrYuvXxt6QkpLS8nNBQQGNHj26w98TsY4uA8cGyTkfkhQ2TRr/4rhoNmYs5RdpPJifxsZy8jLYWFy4/NtJ2W3qdPy0A3NTELkjLFo+HkNEPRtrKOcfu4ys/WysPI9/MqqRXKcw/sf5bGzv6N/Y2Ef7+G8nvqh9lo29R3zMl53w85fS+PCw89nY9rqz2Zhjxd/YWO3X/AfFuFE50vHs/H4qG6up4j989Bu/i42V7unPxkLD+f1esJh1bsWiB+WxMVVeEhuLyCiWjqd6axQbW/XoSWwsLa6UjQ27UHqTAenz72exscvveo+NZX8yhY2pVHxVSExslXQ8ai2fFNFo+S6akYP5/dBSHcbGqnOTpeM5vD+TjQ0cvZuNVebx11tTy7+hTkoqkY6nqIpPNpQsm83Gvsjj14u58j/8ui4v/4d88gNIQ3PHVdc6cl0VGuRMzqFjqxc3g0jrLDkXSSt3lXhd5dzyHc7XvLmj5M85AADeYNiwYaRWq5WOrTt27KC5c+d2+HsiJiQlJfVYMwjAtFYAAAAA8AOuyjdRpdQd6Njq/c0gRjavK8cZmeqM7/CiphCldSb6/VCl8vOckfyXVgDQt88rvrj1FdHo4YQTTlB+/vbbb9nHcMWKFcrPp556ap+NLRAgOQcAAAAAPq/B7GblXHNTiHofSM7Z7Q7KqzSSxeZaItyzRIdbkYDamldNVQ3mHv0QWVRjoooGs9LcY1hyZ8k5Z2VdTmk9NTbvB562cmcJiYdjTHpUy5p4AADe7sorr1ROV61aRb/++utR8SVLltCBAweUn6+44oo+H58/w7RWAAAAAPCfyrlWHVi7wpXMqzd5X3JOJLtEwmn9gQpal1NBGw5WKFNw+8WG0BPnjqZJHlpfTSTiPtqYR++uz1XWenMJ12spPSaEMsQWG6L8fOLgOOoXG+r2lNbBCWFsMwiXhHA9xYXpqby+iXYX19L4DPnSIn1h+Y4i5XQequYAwAOqqqrIZjvyZYWYqupq5lBeXt5yvsFgoLCwsDbJuWeffZa2b99O5557Lr399ts0e/Zs5fKffvopXXPNNcrviSmv4nzoOUjOAQAAAIDPc3VrDe1mQ4iWaa3Nl/c0Ufn11R8F9EtOBa3bX6EknNrLrTDSha9soIVTM+nuOUO63QTDXWKa6dvrDtFXfxRSk9X5QS/CoKXgIA2V1DZRXZOVdhXVKpuLQaemFy4eTycPT+zWbe1sTs511gxCUKlUSlOINfvKaGeh55NzlQ1m2nDAOaV17kisNwfgLcSzlnfUHXedu+MdN24c5ebmHnX+//3f/ylb62TcW2+91fJ/rVZLX331Fc2cOZMOHTpEJ598sjLdVSTnTCZTy3W///77bo4MOEjOAQAAAIAfVc51v1urt0xr3ZRbRXcu+YMOlje0nKfXqmlCZgxNGRirbP1jQ+nxb/fQh7/n0VvrDtGPe0rpifNG91qXUpEsXLmrWEnKbT5c3XK+SIZdOTWTzhyTolS2mSw2yq8y0uFKo5I8FKfi/mzLr6Fr391I/zp7JF06qV/3m0F0ITnn/L3m5Fzz5Tzpu13FypRf8RiJCkIAAF+SmZlJ27ZtoyeffJI+++wzOnjwIOl0OhoxYgRdfPHFdNNNN1FQkHtNHIGH5BwAAAAA+DxXt9YQNxtC5FU2KtNIRRVWX2uy2ug/32fTy2v2k91BlBRhoAsmpNPUgbE0LiOK9Nq29+nf546meaOS6W+fblOSYBe9soGunNKP7p4ztNvJyY7Umiz04+5S+nZHMa3eV0omi7N2Q6dRKbd7xZRMGp8R1eaxEgm6QQnhyuYi1sa777PttGRTPv398x1UUmOi207J6vQxFn+H7QW13UvOpUR6TVOIZdubu7RiSisAeIioejsW4eHh9M9//lPZoG8gOedDiuvXun3Z/IuPY2NTz/qOjZkr+DdE5QdTpbepCz56GoaLRssv1hts4/uUOGz8G+7aiijpePIPpbOxuPgj8+7bi0ktY2NhNUfegLaXcHq2dDzvjh7KxiZl7mdjf9q1Snq90Nau+iVszPwMv0DzB69dwsYuuuJjNrbiozOl4zlx2no2lrevPxsr3cPHdEEWNtZk0kvHE5NawsZy9wxkY/t/Hc3Ghl34Cxt744nLpeO54tJP2NiQv7/Axsr/vEh6vdDWmSf+zMa0f3JOWehI1kJ+CkPeBc+xsYIC+bQutYpfRD41I5+N7Vs9gY2FhR2pPGqvru7I2iodycxyLnTckZAhzg/dHQk9sZ6NFT49jY3l5qdJx5OVcfS0FJet+wexscemb6dAYnRNa+1mciolyqCcfvDbYaXy659njqAB8fJ9pCftLKyhOz7+g/YU1yn/XzAulR48cwRFBuuklzsxK55W3HYiPbZsjzL2t9fn0o97S+nPJ/SnMIOOgnUaZUqpoflUJPjEz6IST2xBzZs4XzRdqKhvou92ldC3O4vpl5xystiOHJdp0cF0wfHpdNHEdEoIdz5eXaHTqJWqvuSoYHruh2x67sccpdHDYwtGKTGOmCIrpvOqVUTDO2kG4eJK4u0rriez1a7ct9ayS+ro/V8POxtq2B1ktdnJanOQWZzanT+LtfLEY38sDRxqjBZat9/5vnLuKExpBfAmSvdT6rvupz2hL7u1gmchOQcAAAAAflM5F9rNyrmFU/uT0Wyjxav308/Z5TTnPz/TtScOoBtmDlLWUnOXmNYoEoaiMq+jSjGRHPrv6v307A/ZZLU7KDY0iB49ZxTN6Ua1VbhBR4sWjKLTRyXTPZ9uU6r/Hvp6V7fHKpJzdvGhtdVnwEEJYTRnRJIyHjE9092KQnG520/JouRIA/39c2cVXWldEy2+dDybSD3SDCK8y38DkUAU69/VmqyUXVpHI1IilQ+1P2WX0+trD9JP+/gvW11EglR0n/3PRePopKx4csf3u0uUxGZWYhgN7MMkLwAA+DYk5wAAAADAfxpCdLNyTlRY3XpyFp0jKta+2kmr95bRC6ty6IutBfTQGSO61chAJOR+PVBBX28rom93FFGV0aJcf1xoEMWG6Sk2LEjpKipON+yvoD/ynUkokQR79JyRyu+4Y9rgOKWK7qXV+2lfSR2ZrHZlDbgmi02Zkmqy2pS140QTB1FVJqbRiumzrcftWrdNNDA4bURim+mpPeHiiRlKV9Ub/rdZWRtOTMV9Y+EEig7RUYPZpqwZKJKZ9U02+mF3SbemtB5pChGpdLYVa91tz69RknLZpc6KVpFbPHV4Is0YkkBBGjVpNSqlek+rVpFOVNk5iJ7+bp+SGFz45m906+wsumnWIFKL8r1uWL7DNaUVVXMAANB1SM4BAAAAQMA2hHDpFxtKby6cQCt2ltDDX++k/KpGuvqdjXTysAQ6//h0ZR24xAgDxYUFkbbVlEy73UEbc6vom22Fylpj7burimRYYY1J2doTlV4PnzWSzhqbcsxr3YkKvTtPG9Ll3xeVe2JKZ5PFeSqSVO4mB7tq9rBE+uCayfTntzcqSbBJj33fJknYnkgWdof4fZGce+DLnS3niUpKsX7fn6Om9cwAAIffSURBVKb277Q5g2i48c+vdynThJ/5fh9tPlxF/7lwLEWHdm3hc9FU5KdsZ4Xe3FFYbw4AALouIJJzOTk5SqeRDRs20I4dO2jo0KHKaVe6lHTUfrixsZEMhq6vtwEAAAAAfTSt9RgaIogEmZjGeWJWHD33Qw699vMB+n53qbK5iEKq+HC9kqwTpzsKaqm49kjiLSpEp1TCzR+dojRzqDKaqaLerCTtxGlZ86mo3LrqhP6UFOmZ95QiwSi2kD5uuDcuI5o+/etU+vNbv9OBVl1pRbMJ8bcLDdJSqF5DKVHBSifY7hiTfmT9YbFu3J9OyFQScxEG+fp9LmJNPjFN+Lh+0coUXFHhN//5tcoU3NbXzRGdc0UydkBcKA1J7NnKQwA4duK7AGd7G9+BFecCR0Ak53bu3ElLly6lSZMmkd1uV7auOu+88+iOO+5oc55e37vfKgIAAACAm9Naj2GdOJeQIC39be5QOu+4VFq8aj/tL2+g0lqTslaamAIqGhaIzSVcr6VTRUJuTDJNGxTXptmBSDilRcsrtgJN/7hQ+u72k6ioprE5Gac9qoGDO8RU0gfmNykJTzGFtXWFY3ecd1yass7eX9/bRIcqjHT+S+vpgTOG06WTMqQVjsu3FymnIsHria6/AADguwIiOXfGGWfQWWedpfy8cOFC2rhxY5cvm5iYSJMnT+7F0QEAAADAsao3WVsSaz1FrLv29IVjW/4vEnOiq6lIzIlquZJak1JBNz0rTul6Ct1rQtHTSUtxnVdN47ubd8ew5Aj66qZpdOfHf9DKXSX0jy92KBWPt5w8uMPfF+vlrdrrrLCchy6tAADQTQGRnFOrj/2bOF+X9sEmNnZP2s1s7Kbpv7AxY4P8DVX6yAI2tvH9U9nY0DFH1glpTxti4mM655tyTpWR75hVkxvKxswmvlJyWy7/BnBUrXw6Q62Fn2Jx+s/8Y3tQeq3QHUG3NbIx08vXsrEty2awsbCgtmsNtXdgZxYbS+2Xz8Y0Wn7/3r1rKBsbd+Kv0vHYGvn5TJGRtWxs58EBbKzs5flsLFRyPwTd319gY4fPf56N9f+k86UK4IjYl/a6dTmN6lI2VlHxHhuraeSfYwWt2jkdsSORGc7F1TuyN3sQGyupjmFjiVGV0vEY4qrZ2OEVx7GxDTn8el9zT/yZjUW+8E9yV/zf72RjYY85q3gCwe6iWqpoMCsL/afFBPfa7YjkT0KEQdlGUdebFYBvEtNhX778OHpxVQ49uXKfsg5duEHbYQJwzd4ypfmG6Borqu4AwPuIrtR2H5soKsYMgQFZq068//77yjTWsLAwmjdvHm3fvt3TQwIAAACAVj7f4vxCcNbQhC6vLwbQFWJ66o2zBtPtpzi/XHv4m1308e95R/3esuYuraJqDlNaAQCguwKics5dZ555prJOXUZGBh04cIAeffRRmjZtGm3ZsoUGDOCrRmpr21abiOQe1qmDQNHU1KRsLnV1dcopjgsIZDguALp+XHSXmGr65VZncu6c8ak9Nj6A1m6aNYjqTBZ69eeD9LfPtinr5J0+2jl91WSx0Y+7S1rWmwMAAOguVM5JPPfcc3TppZfS9OnT6corr6Q1a9Yo54vOrzLp6ekUGRnZsi1atKiPRgzgeWJ/b73/Dx8+XDkfxwUEMhwXAF0/Lrpr3f5yZQ040SV15pCEHh8ngCCq4e6bN4wunphOdgfRrR9todXNa8z9nF1ODWYbJUcaaGxa511dAcAzHD76DwIDKue6ITk5Wamc27SJX79NyMvLo4iII2tNoAoCAsm9995Lt99+e8v/CwoKlA9cOC4gkOG4AOj6cdFdn292Vs3NH53cIx0/AWQJukfOHkV1Jit9s62IrntvE71z1SRavsO5vuNpI5JIrcaUVgAA6D4k53qB+KDV+sMWQCBpPy3PNW0PxwUEMhwXAF0/LrqjoclKy5vX+jpnXFqPjg+AawryzIVjyWi20Y97Sumqt35viaFLKwAAuAvJuW4oLCyktWvX0uWXX07+5PH859jYjUm3sLEzJB30hKwB/LovaSmFbKyyIJGNVVXxUwVsdvm35ZtK+akucQa+w+aaIv6N1v0vf8HGtHOOXiy4tbLpZ7Gxg9lL2diKiReysdN++0h6m9B1f9nziluXWzTgBmn8vFH8cfPAN7PZ2LM3v8PG9PsGsrE3PuH3M0Gr4kvlxybynR5nL1jGxl5+8xI2dtnsH6Xj0ajeZGP9P+E7hYLn1TbyXabfypavwfTk6c5lIzqi0vKdXKeev5yNvfPKZWysUdItW6j4ge/CaTTzHY5jDUY2FnFyFRu7Jfk36XheKH6WjYU9FtjHxYqdxdRosVFmbAiNz8B0QugbOo2aFl86nha++RttOODs/hwfrqfj+kV7emgAIGFv3nyJr40X3BcQyTmj0UjLljk/SObm5irfzH7yySf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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot delta chi2 heatmap\n", "# @Grace these plots are the main ones we're using to quantify network performance\n", "\n", "print(\"mean combined chi2 error = {:0.3f}\".format(np.mean(delta_chi2_combined)))\n", "print(\"median combined chi2 error = {:0.3f}\".format(np.median(delta_chi2_combined)))\n", "\n", "names = ['h', \"ombh2\", \"omch2\", \"As\", \"ns\"]\n", "labels = [r\"h\", r\"$\\omega_{b}$\", r\"$\\omega_{cdm}$\", r\"$A_s$\", r\"$n_s$\"]\n", "\n", "plt.hist(delta_chi2_combined, bins=np.geomspace(np.amin(delta_chi2_combined), np.amax(delta_chi2_combined), 50), alpha=0.6,\n", " facecolor=\"blue\", hatch=\"\", label=r\"$\\Delta \\chi^2$ from full output\")\n", "plt.xscale(\"log\")\n", "plt.xlabel(r\"$\\Delta \\chi^2$\")\n", "plt.legend()\n", "#plt.savefig(\"../plots/chi2-histogram-combined.png\", dpi=300)\n", "\n", "cmap=\"inferno\"\n", "#extents = [2e6, 1e10]\n", "extents = [5e-2, 1e0]\n", "save_str = \"../plots/delta_chi2_heatmap.png\"\n", "plot_heatmap(test_data.params.to(\"cpu\").detach().numpy(), delta_chi2_combined, r\"$\\Delta \\chi^2$\", \n", " extents, cmap, True, names, labels, median=False, save_str=\"\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "6d9e8306-dd4a-43a7-b155-ee86ab0c52e3", "metadata": {}, "source": [ "## Test individual power spectra\n", "\n", "Finally, it can be helpful to take a look at individual outputs to see how the emulator is doing on a single run-through." ] }, { "cell_type": "code", "execution_count": 13, "id": "df25b82e-91e0-4033-9152-b15043167a33", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stats for index 186082\n", "input parameters: tensor([ 7.7051e-01, 2.1514e-02, 9.8107e-02, 2.0968e-09, 9.5865e-01,\n", " 1.3389e+00, 1.7207e+00, 1.7048e+00, 1.2258e+00, -1.2775e+00,\n", " -1.9652e+00, -8.1640e-01, -1.3647e+00, -2.6730e-01, -7.8944e-01,\n", " -4.9422e-01, -5.5165e-01])\n", "Combined Delta chi2 = 1.011\n", "Net [0, 0], Delta chi2 = 0.012\n", "Net [0, 1], Delta chi2 = 0.018\n", "Net [1, 0], Delta chi2 = 0.105\n", "Net [1, 1], Delta chi2 = 0.035\n", "Net [2, 0], Delta chi2 = 0.328\n", "Net [2, 1], Delta chi2 = 0.019\n", "Sum of Delta chi2 = 0.518\n", "Average error per bin = 0.03%\n" ] }, { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx = np.random.randint(len(test_data))\n", "print(\"Stats for index {:d}\".format(idx))\n", "\n", "params = test_data[idx][0].to(\"cpu\")\n", "pk_emu = emulator.get_power_spectra(params.detach().numpy(), False, False)\n", "pk_emu_raw = emulator.get_power_spectra(params.detach().numpy(), False, True)[0]\n", "pk_raw = test_data.get_normalized_galaxy_power_spectra(idx)\n", "pk_true = test_data.get_true_galaxy_power_spectra(idx, emulator.ps_fid, \n", " emulator.sqrt_eigvals, \n", " emulator.Q, \n", " emulator.Q_inv).detach().numpy()\n", "print(\"input parameters:\", params)\n", "error = 100 * (pk_emu - pk_true) / pk_true\n", "\n", "chi2_full = delta_chi_squared(pk_emu, pk_true, emulator.invcov_full, False)\n", "print(\"Combined Delta chi2 = {:0.3f}\".format(chi2_full))\n", "\n", "#Calculate delta chi2 for each network seperately\n", "d_chi2_sum = 0\n", "for (ps, z) in itertools.product(range(emulator.num_spectra), range(emulator.num_zbins)):\n", " d_chi2 = delta_chi_squared(pk_emu_raw[ps, z].unsqueeze(0), pk_raw[ps, z].unsqueeze(0), emulator.invcov_blocks, True)\n", " d_chi2_sum += d_chi2\n", " print(\"Net [{:d}, {:d}], Delta chi2 = {:0.3f}\".format(ps, z, d_chi2))\n", "print(\"Sum of Delta chi2 = {:0.3f}\".format(d_chi2_sum))\n", "\n", "print(\"Average error per bin = {:0.2f}%\".format(np.mean(abs(error))))\n", "\n", "plt.figure()\n", "plt.title(\"normalized output (sample idx = \"+str(idx)+\")\")\n", "plt.plot(pk_raw.flatten(), c=\"black\", label=\"from ps_1loop\")\n", "plt.plot(pk_emu_raw.flatten(), c=\"red\", ls=\"--\", label=\"from emulator\")\n", "plt.legend() \n", "\n", "plt.figure()\n", "plt.title(\"normalized output (sample idx = \"+str(idx)+\")\")\n", "plt.plot(abs(pk_raw - pk_emu_raw).flatten(), label=\"|predict - true|\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "\n", "fig, axs = plt.subplots(2, 1, figsize=(8, 8), sharex=True, gridspec_kw={'height_ratios': [3, 1]})\n", "\n", "axs[0].plot(pk_true.flatten(), c=\"black\", label=\"from ps_1loop\")\n", "#axs[0].plot(pk_true[:,0].flatten(), c=\"green\", ls=\"--\")\n", "axs[0].plot(pk_emu.flatten(), c=\"red\", ls=\"--\", label=\"from emulator\")\n", "axs[1].axhline(0, c=\"black\")\n", "axs[1].plot(error.flatten(), c=\"red\")\n", "axs[1].plot(error.flatten(), c=\"red\", ls=\"--\")\n", "\n", "axs[1].set_xlabel(\"k\")\n", "axs[0].set_ylabel(\"P(k)\")\n", "axs[1].set_ylabel(\"error (%)\")\n", "axs[0].legend()\n", "fig.subplots_adjust(hspace=0)" ] }, { "cell_type": "code", "execution_count": 11, "id": "526caf7a-c228-491b-b891-2ff69f16d9a6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sanity Check: make sure two different samples to see if the network outputs different results\n", "idx_1 = np.random.randint(len(test_data))\n", "idx_2 = np.random.randint(len(test_data))\n", "\n", "params = test_data[idx_1][0].to(\"cpu\")\n", "pk_emu_1 = emulator.get_power_spectra(params.detach().numpy())\n", "params = test_data[idx_2][0].to(\"cpu\")\n", "pk_emu_2 = emulator.get_power_spectra(params.detach().numpy())\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(7, 6), sharex=True)\n", "\n", "axs.plot(pk_emu_1.flatten(), c=\"red\", label=\"idx = \" + str(idx_1))\n", "axs.plot(pk_emu_2.flatten(), c=\"blue\", ls=\"--\", label=\"idx = \" + str(idx_2))\n", "#axs[0].plot(k, data_vector[25:], c=\"blue\", ls=\"--\")\n", "\n", "axs.set_ylabel(\"P(k)\")\n", "axs.legend()\n", "fig.subplots_adjust(hspace=0)" ] } ], "metadata": { "kernelspec": { "display_name": "mentat_lss", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }