diff --git a/notebooks/3.Rain_retrieval.ipynb b/notebooks/3.Rain_retrieval.ipynb new file mode 100644 index 0000000..508adaf --- /dev/null +++ b/notebooks/3.Rain_retrieval.ipynb @@ -0,0 +1,725 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2e631cbf-e2c4-4ece-aade-4e5ff6a1516b", + "metadata": {}, + "source": [ + "# Rainfall retreival" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d977c11d-ea65-42d5-964e-03a691d3595f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-22 07:52:52.126072: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2024-03-22 07:52:52.735414: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import datatree\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.transforms as mtransforms\n", + "from tensorflow import keras\n", + "from tensorflow.keras import layers\n", + "from scipy.special import gamma\n", + "from sklearn.preprocessing import StandardScaler\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "from sklearn.model_selection import train_test_split\n", + "from collections import Counter\n", + "from dask.distributed import Client, LocalCluster\n", + "from matplotlib.colors import ListedColormap" + ] + }, + { + "cell_type": "markdown", + "id": "1789e685-ed1c-4d65-8eac-4df69ebfef0c", + "metadata": {}, + "source": [ + "### Local Cluster\n", + "\n", + "Let's spin up our `Dask` local cluster" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1ea0421d-c5e6-42ed-8100-17dee30adb61", + "metadata": {}, + "outputs": [], + "source": [ + "cluster = LocalCluster() \n", + "# display(cluster)" + ] + }, + { + "cell_type": "markdown", + "id": "11819497-93a7-45c0-9db2-f6b75eddd733", + "metadata": {}, + "source": [ + "## Data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7d2d1f8c-94d2-4144-b664-cb52b1496620", + "metadata": {}, + "outputs": [], + "source": [ + "path_data = '../data/camp2ex_dtree.zarr'\n", + "dt_camp2ex = datatree.open_datatree(path_data, engine='zarr', consolidated=True)\n", + "path_kmeans = '../data/df_cluster.parquet'\n", + "df = pd.read_parquet(path_kmeans)" + ] + }, + { + "cell_type": "markdown", + "id": "b7af9b95-b00c-4ed7-9a9e-b6cfb5963a4b", + "metadata": {}, + "source": [ + "## Deep Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7bbd82d7-0296-4126-bec6-42c96bb30739", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-22 07:52:55.166283: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", + "2024-03-22 07:52:55.197975: W tensorflow/core/common_runtime/gpu/gpu_device.cc:2251] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n", + "Skipping registering GPU devices...\n" + ] + } + ], + "source": [ + "model = tf.keras.models.load_model(f\"../data/dnn_zku_Dfr_temp_ka_16x6.keras\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ab3d401b-ab62-4fe8-817f-e8580993d20b", + "metadata": {}, + "outputs": [], + "source": [ + "X = df[['dbz_t_ku', 'dfr', 'temp', 'Att_ka', 'log10_nw', 'dm', 'mu_unc']]\n", + "Y = df[['dm_class', 'r', 'kmeans', 'time', 'r_dm_gm_mu_3', 'r_gpm_operational', \n", + " 'r_true_nw_mu_dm', 'dm_rt_dfr_nd_mu_3', 'log10nw_dm_gm_mu_3', 'mu_3']]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ca7ff5ec-485e-4de4-a07a-df12e46ec050", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(6321, 7)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaler_x = StandardScaler()\n", + "X_scaled = scaler_x.fit_transform(X)\n", + "scaler_y = StandardScaler()\n", + "Y_scaled = scaler_y.fit_transform(X[['log10_nw', 'dm', 'mu_unc']])\n", + "X_train, X_test, y_train, y_test = train_test_split(X_scaled, Y, test_size=0.2, random_state=40, stratify=df.kmeans)\n", + "X_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "30ead3e0-8652-4349-9445-014feee2c790", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m50/50\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step\n" + ] + } + ], + "source": [ + "yhat = model.predict(X_test[:, :4])\n", + "yhat = scaler_y.inverse_transform(yhat)\n", + "y_test_unscaled = scaler_y.inverse_transform(X_test[:, 4:])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d5c38408-76fe-41ff-8633-cc33487387a0", + "metadata": {}, + "outputs": [], + "source": [ + "def metrics_pd(x, xpred):\n", + " xpred = xpred.astype(float)\n", + " x = x.astype(float)\n", + " x = x[(~np.isnan(xpred)) & (~np.isinf(xpred))]\n", + " xpred = xpred[(~np.isnan(xpred)) & (~np.isinf(xpred))]\n", + " rmse = np.sqrt(np.sum((xpred - x) ** 2 / len(x)))\n", + " mae = np.sum(np.abs(xpred - x)) / len(x)\n", + " corr = np.corrcoef(x, xpred)**2.\n", + " return rmse, mae, corr[0, 1]\n", + "\n", + "# function that computes the Normalized-Gama size distribution\n", + "def norm_gamma(d, nw, mu, dm):\n", + " \"\"\"\n", + " Functions that computes the normalized-gamma size distritubion (Testud et al., 2002)\n", + " Param d: diameter in mm\n", + " Param nw: Normalized intercep parameter\n", + " Param mu: Shape parameter\n", + " Param dm: Mass-weighted mean diameter\n", + " \"\"\"\n", + " f_mu = (6 * (4 + mu) ** (mu + 4)) / (4 ** 4 * gamma(mu + 4) )\n", + " slope = (4 + mu) / dm\n", + " return nw * f_mu * (d / dm) ** mu * np.exp(-slope * d)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f5bd53c7-1fb6-4930-8717-6f6382bb6290", + "metadata": {}, + "outputs": [], + "source": [ + "# defining the Colormap for each cluster identified\n", + "my_cmap6 = ListedColormap(sns.color_palette('deep', 6))\n", + "colors6 = my_cmap6(np.linspace(0,1,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b6912c7f-0407-4858-9610-89f779cbfa76", + "metadata": {}, + "outputs": [], + "source": [ + "n_c = 6" + ] + }, + { + "cell_type": "markdown", + "id": "096cde06-764c-42ed-9bb2-0b5613ee0fce", + "metadata": {}, + "source": [ + "## NGSD parameter retrieval comparison" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "05e56259-69ef-493b-968e-b7ff68a12f1b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplot_mosaic([['a)', 'b)', 'c)'], ['d)', 'e)', 'f)']], figsize=(12,6), dpi=120)\n", + "\n", + "ax = axs['a)']\n", + "ax.scatter(y_test_unscaled[:, 0], yhat[:, 0], s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "ax.set_ylabel(r\"$Log_{10}(Nw) \\ - \\ Est. $\")\n", + "x = np.linspace(*ax.get_xlim())\n", + "ax.plot(x, x, c='k', ls='--', lw=0.8)\n", + "rmse, mae, corr1 = metrics_pd(y_test_unscaled[:, 0], yhat[:, 0])\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax.text(0.05, 0.95, textstr, transform=ax.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "ax.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "ax.set_xlim(0.8, 11.5)\n", + "ax.set_ylim(0.8, 11.5)\n", + "ax.set_xticklabels(\"\")\n", + "\n", + "\n", + "ax1 = axs['b)']\n", + "ax1.scatter(y_test_unscaled[:, 1], yhat[:, 1], s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "# ax1.set_xlabel(r\"$Dm \\ - \\ True $\")\n", + "ax1.set_ylabel(r\"$Dm \\ - \\ Est. $\")\n", + "x = np.linspace(*ax1.get_xlim())\n", + "ax1.plot(x, x, c='k', ls='--', lw=0.8)\n", + "rmse, mae, corr1 = metrics_pd(y_test_unscaled[:, 1], yhat[:, 2])\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax1.text(0.05, 0.95, textstr, transform=ax1.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "# ax1.set_xlim(-0.5, 3)\n", + "# ax1.set_ylim(-0.5, 3)\n", + "ax1.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "ax1.set_xlim(-0.5, 2.9)\n", + "ax1.set_ylim(-0.4, 2.9)\n", + "ax1.set_xticklabels(\"\")\n", + "\n", + "\n", + "ax2 = axs['c)']\n", + "sc2 = ax2.scatter(y_test_unscaled[:, 2], yhat[:, 2], s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "# ax2.set_xlabel(r\"$\\mu \\ - \\ True $\")\n", + "ax2.set_ylabel(r\"$\\mu \\ - \\ Est. $\")\n", + "rmse, mae, corr1 = metrics_pd(y_test_unscaled[:, 2], yhat[:, 2])\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax2.text(0.05, 0.95, textstr, transform=ax2.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "x = np.linspace(*ax2.get_xlim())\n", + "ax2.plot(x, x, c='k', ls='--', lw=0.8)\n", + "ax2.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "ax2.set_xlim(-3.8, 7.5)\n", + "ax2.set_ylim(-3.8, 7.5)\n", + "ax2.set_xticklabels(\"\")\n", + "\n", + "ax3 = axs['d)']\n", + "ax3.scatter(y_test_unscaled[:, 0], y_test.log10nw_dm_gm_mu_3 / 10, s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "ax3.set_xlabel(r\"$Log_{10}(Nw) \\ - \\ True $\")\n", + "ax3.set_ylabel(r\"$Log_{10}(Nw) \\ - \\ Est. $\")\n", + "x = np.linspace(*ax3.get_xlim())\n", + "ax3.plot(x, x, c='k', ls='--', lw=0.8)\n", + "rmse, mae, corr1 = metrics_pd(y_test_unscaled[:, 0], y_test.log10nw_dm_gm_mu_3 / 10)\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax3.text(0.05, 0.95, textstr, transform=ax3.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "ax3.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "ax3.set_xlim(0.8, 11.5)\n", + "ax3.set_ylim(0.8, 11.5)\n", + "\n", + "ax4 = axs['e)']\n", + "ax4.scatter(y_test_unscaled[:, 1], y_test.dm_rt_dfr_nd_mu_3, s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "ax4.set_xlabel(r\"$Dm \\ - \\ True $\")\n", + "ax4.set_ylabel(r\"$Dm \\ - \\ Est. $\")\n", + "x = np.linspace(*ax4.get_xlim())\n", + "ax4.plot(x, x, c='k', ls='--', lw=0.8)\n", + "rmse, mae, corr1 = metrics_pd(y_test_unscaled[:, 1], y_test.dm_rt_dfr_nd_mu_3)\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax4.text(0.05, 0.95, textstr, transform=ax4.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "ax4.set_xlim(-0.5, 2.9)\n", + "ax4.set_ylim(-0.4, 2.9)\n", + "ax4.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "\n", + "ax5 = axs['f)']\n", + "ax5.scatter(y_test_unscaled[:, 2], y_test.mu_3, s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "ax5.set_xlabel(r\"$\\mu \\ - \\ True $\")\n", + "ax5.set_ylabel(r\"$\\mu \\ - \\ Est. $\")\n", + "rmse, mae, corr1 = metrics_pd(y_test_unscaled[:, 2], y_test.mu_3)\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax5.text(0.05, 0.95, textstr, transform=ax5.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "x = np.linspace(*ax5.get_xlim())\n", + "ax5.plot(x, x, c='k', ls='--', lw=0.8)\n", + "ax5.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "ax5.set_xlim(-3.8, 7.5)\n", + "ax5.set_ylim(-2.8, 7.5)\n", + "\n", + "plt.tight_layout()\n", + "plt.subplots_adjust(wspace=None, hspace=0.1)\n", + "\n", + "cbar = fig.colorbar(sc2, ax=[ax, ax1, ax2, ax3, ax4, ax5], aspect=30, pad=0.01, label='Group Number')\n", + "tick_locs = ((np.arange(n_c) + 0.5) * (n_c - 1) / n_c) +1\n", + "cbar.set_ticks(tick_locs)\n", + "cbar.set_ticklabels(np.arange(1, n_c+1))\n", + "sns.despine()\n", + "for label, ax in axs.items():\n", + " # label physical distance in and down:\n", + " trans = mtransforms.ScaledTranslation(-20/72, 8/72, fig.dpi_scale_trans)\n", + " ax.text(0.0, 1.0, label, transform=ax.transAxes + trans,\n", + " fontsize='medium', verticalalignment='top')\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e7c4e5f5-e8f9-4db0-a358-169119a6e0eb", + "metadata": {}, + "outputs": [], + "source": [ + "df_test = pd.DataFrame(data=y_test_unscaled, columns=['log10_nw', 'dm', 'mu'])\n", + "df_est = pd.DataFrame(data=yhat, columns=['log10_nw_hat', 'dm_hat', 'mu_hat'])\n", + "df_dnn = pd.concat([df_test, df_est, y_test['kmeans'].reset_index()], axis=1)\n", + "df_dnn['dm_error'] = 100 * (df_dnn['dm'] - df_dnn['dm_hat']) / df_dnn['dm']\n", + "df_dnn['dm_error_abs'] = df_dnn['dm'] - df_dnn['dm_hat']\n", + "df_dnn['log10_nw_error'] = 100 * (df_dnn['log10_nw'] - df_dnn['log10_nw_hat']) / df_dnn['log10_nw']\n", + "df_dnn['log10_nw_error_abs'] = df_dnn['log10_nw'] - df_dnn['log10_nw_hat']\n", + "df_dnn['mu_error'] = 100 * (df_dnn['mu'] - df_dnn['mu_hat']) / df_dnn['mu']\n", + "df_dnn['mu_error_abs'] = df_dnn['mu'] - df_dnn['mu_hat']" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b41e7faf-d16b-4841-887d-269318e8c348", + "metadata": {}, + "outputs": [], + "source": [ + "df_gpm = pd.concat([df_test, y_test.reset_index()], axis=1)\n", + "\n", + "df_gpm['dm_error'] = 100 * (df_gpm['dm'] - df_gpm['dm_rt_dfr_nd_mu_3']) / df_gpm['dm']\n", + "df_gpm['dm_error_abs'] = df_gpm['dm'] - df_gpm['dm_rt_dfr_nd_mu_3']\n", + "df_gpm['log10_nw_error'] = 100 * (df_gpm['log10_nw'] - df_gpm['log10nw_dm_gm_mu_3']) / df_gpm['log10_nw']\n", + "df_gpm['log10_nw_error_abs'] = (df_gpm['log10_nw'] - df_gpm['log10nw_dm_gm_mu_3'])\n", + "df_gpm['mu_error'] = 100 * (df_gpm['mu'] - df_gpm['mu_3']) / df_gpm['mu']\n", + "df_gpm['mu_error_abs'] = (df_gpm['mu'] - df_gpm['mu_3'])\n", + "df_gpm['dm_q'], bins = pd.cut(df_gpm['dm'], 20, retbins=True)\n", + "df_gpm['dm_q'] = df_gpm['dm_q'].apply(lambda x: x.mid)\n", + "df_gpm['nw_q'], bins = pd.cut(df_gpm['log10_nw'], 20, retbins=True)\n", + "df_gpm['nw_q'] = df_gpm['nw_q'].apply(lambda x: x.mid)\n", + "df_gpm['mu_q'], bins = pd.cut(df_gpm['mu'], 20, retbins=True)\n", + "df_gpm['mu_q'] = df_gpm['mu_q'].apply(lambda x: x.mid)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "63088ad6-7031-4efb-bff7-2a29bd681183", + "metadata": {}, + "outputs": [], + "source": [ + "df_dnn['dm_q'], bins = pd.cut(df_dnn['dm'], 20, retbins=True)\n", + "df_dnn['dm_q'] = df_dnn['dm_q'].apply(lambda x: x.mid)\n", + "df_dnn['nw_q'], bins = pd.cut(df_dnn['log10_nw'], 20, retbins=True)\n", + "df_dnn['nw_q'] = df_dnn['nw_q'].apply(lambda x: x.mid)\n", + "df_dnn['mu_q'], bins = pd.cut(df_dnn['mu'], 20, retbins=True)\n", + "df_dnn['mu_q'] = df_dnn['mu_q'].apply(lambda x: x.mid)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9800e296-864c-4752-adf3-d6d3173154bf", + "metadata": {}, + "outputs": [], + "source": [ + "df_dnn['source'] = \"DNN\"\n", + "df_gpm['source'] = \"GPM-Analytical\"" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "da58f13d-666e-4308-97e4-1140b663a28b", + "metadata": {}, + "outputs": [], + "source": [ + "cols = ['dm_error', 'dm_error_abs', 'log10_nw_error', 'log10_nw_error_abs', 'mu_error', 'mu_error_abs', 'kmeans', 'source']\n", + "df_plot= pd.concat([df_dnn[cols], df_gpm[cols]], axis=0).reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ec9d4151-2313-4d7b-b855-3db50698a06c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplot_mosaic([['a)', 'b)', 'c)']], figsize=(12,4), dpi=150, sharex=True)\n", + "ax = axs['a)']\n", + "g = sns.violinplot(data=df_plot, x='kmeans', y='dm_error_abs', hue='source', \n", + " palette=['cornflowerblue', 'indianred'], saturation=0.8,\n", + " ax=ax, gap=.1, inner=\"quart\", scale='width', legend=True, \n", + " split=True)\n", + "\n", + "\n", + "ax.set_ylabel(r\"$Absolute \\ error \\ [mm]$\")\n", + "ax.set_xlabel('')\n", + "ax.set_title(r\"$D_m$\")\n", + "sns.move_legend(ax, \"lower center\", bbox_to_anchor=(.5, 0.88), ncol=2, title=None, frameon=False)\n", + "\n", + "\n", + "ax1 = axs['b)']\n", + "sns.violinplot(data=df_plot, x='kmeans', y='log10_nw_error_abs', hue='source', palette=['cornflowerblue', 'indianred'], saturation=0.8,\n", + " ax=ax1, gap=.1, inner=\"quart\", scale='width', legend=False, split=True)\n", + "# ax1.set_yscale('symlog')\n", + "ax1.set_ylabel(r\"$Absolute \\ error \\ [Log_{10}(mm^{1}mm^{-3})]$\")\n", + "ax1.set_title(r\"$Log_{10}(N_w)$\")\n", + "ax1.set_xlabel('')\n", + "\n", + "ax2 = axs['c)']\n", + "sns.violinplot(data=df_plot, x='kmeans', y='mu_error_abs', hue='source', palette=['cornflowerblue', 'indianred'], saturation=0.8,\n", + " ax=ax2, gap=.1, inner=\"quart\", scale='width', legend=False, split=True)\n", + "ax1.set_yscale('symlog')\n", + "ax2.set_ylabel(r\"$Absolute \\ error \\ [Unitless]$\")\n", + "ax2.set_title(r\"$\\mu$\")\n", + "ax2.set_xlabel('')\n", + "\n", + "ax.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "ax1.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "ax2.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "fig.supxlabel(r\"$PSD \\ Family$\")\n", + "\n", + "sns.despine()\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "29f3cac0-68e0-4d71-8f52-ba246b5055c8", + "metadata": {}, + "source": [ + "## Rainrall rate estimation" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3a0ff255-0a58-4f56-8d26-23d47377f1c7", + "metadata": {}, + "outputs": [], + "source": [ + "nw = yhat[:, 0]\n", + "dm = yhat[:, 1]\n", + "mu_unc = yhat[:, 2]\n", + "\n", + "ds_sub = xr.Dataset(\n", + " data_vars=dict(\n", + " nw = ([\"time\"], 10 ** nw),\n", + " dm = ([\"time\"], dm),\n", + " mu_unc = ([\"time\"], mu_unc),\n", + " ), \n", + " coords=dict(\n", + " time=([\"time\"], y_test.time.values),\n", + " diameter=(['diameter'], dt_camp2ex['Lear'].ds.diameter.values)\n", + " ),\n", + ")\n", + "\n", + "d_d = dt_camp2ex['Lear'].ds.d_d.isel(time=0).values\n", + "d_d = np.tile(d_d, (ds_sub.nw.shape[0], 1))\n", + "d_d = xr.DataArray(data=d_d,\n", + " dims=['time', \"diameter\"])\n", + "ds_sub['d_d'] = d_d" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5c6ff60c-d10a-45a5-8914-7a39cf7c873a", + "metadata": {}, + "outputs": [], + "source": [ + "def rain_retrieval(nw, mu, dm, d, d_d, vel_m='lerm'):\n", + " lerm_vel: Callable[[float], float] = lambda diam: 9.25 * (1 - np.exp(-0.068 * diam ** 2 - 0.488 * diam)) # d in mm\n", + " ulbr_vel: Callable[[float], float] = lambda diam: 3.78 * diam ** 0.67 # with d in mm\n", + " if vel_m == 'lemr':\n", + " vel = lerm_vel(d)\n", + " else:\n", + " vel = ulbr_vel(d)\n", + " f_mu = (6 * (mu + 4) ** (mu + 4)) / (4 ** 4 * gamma(mu + 4))\n", + " r = 6 * np.pi * 1e-4 * (nw * f_mu * (d / dm) ** mu * np.exp(-(4 + mu) * (d / dm)) * vel * d ** 3 * d_d)\n", + " return r.sum('diameter')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "2a809224-ad83-43bc-a5ab-b9a99c373efe", + "metadata": {}, + "outputs": [], + "source": [ + "ds_sub['nn_gamma_pds'] = norm_gamma(dt_camp2ex['Lear'].ds.diameter/1000, nw=ds_sub.nw, \n", + " mu=ds_sub.mu_unc, dm=ds_sub.dm)\n", + "nn_rain = rain_retrieval(nw=ds_sub.nw, mu=ds_sub.mu_unc, dm=ds_sub.dm, \n", + " d=ds_sub.diameter/1e3, d_d=ds_sub.d_d/1e3, vel_m='das')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "f1ea5872-043d-4e6b-af32-b6303719d51d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4dOkSqlatinXr1sHb21ts/0OHDgEAxo8fX86RkvJUkev3rKwsDB48GF++fIG1tTWuX7+OOnXqSN3f2tqa/14PDw8XqztXrFgBgUCAjh07Ijk5GStXrkSzZs1gbm4OXV1duLi44Pfffxc5b0nevXuHuXPnwt3dHWZmZtDV1YWTkxOmTJmCT58+SU3H1Su9evUCYwyHDh2Cp6cnLC0tIRAIsGrVKgAlq0OLU+/nj6Wwuj80NBTTpk1D3bp1YWxsDCMjIzRr1gxbt26VWkbKdi1FKraOHTvi6dOn+PHHH5GTk4NTp07h3r17sLa2xu+//w5bW1t+35MnTyIjI4PqVFKm8tel3PW4r68vUlJSxPbNP4qi4MgIeeUjC1nrLk5x68iStFtliUWWeq44sb57946Px9/fv9Aymz59Or92F8s3uovqOEIqIEX2lhDpDh06xACwv//+W9GhqLV9+/bxTyPs2bOn1PlxTx2NHDlS6j5Dhw5lAJiRkZHEtPPnz2cPHz5kAFjVqlXF0kdGRjI9PT2mqanJQkJC2MSJExkA5ubmVqrYv379yszMzJi+vj4///aFCxf4Ob1TU1Olpm3Xrh0DwObNm8eGDBnCADBNTU1mZmYmMkfoihUrJKa/c+eOyH66urrMxMRE5LXmzZtLfKq1T58+DAD75ZdfRF6vWbMmA8CWLVsmNe6nT58yTU1NpqGhwR49esQYY+z8+fPMxsaGHxWlo6PDz1XO/Vy8eJExxpiHhwf/FKwkx48fFykDbW1tZmFhITKPesF598uiLGTBrZkDgH3+/FniPkKhkI/l5MmTUvPq0KEDA8AWL15c7DgU5dy5c/z5Hzt2TOp+//77L/+kNFFNQqGQOTs7sypVqlTIp8griopev69YsYI//0uXLsmU5uPHj3yagiNA+vXrxwCwAQMG8OcjEAiYkZGRSP00bNgwqflv2bKF6ejo8PsaGhoybW1t/m8rKyupo0C4+nbq1KmsS5cu/HWGubk5EwgE7MKFC4yxktWhxan388ciqe4XCoVs2bJlTEtLiz+eiYkJEwgE/N9du3ZlWVlZYmmV8VqKEFl06dKFGRgYsNjYWEWHQtQYV/fMnTuXCYVCflTgkSNHxPbl1mGR9ES9vPKRhax1F2MlqyNL0m6VJZai2rgliZWry7Zs2SK1vMLDw/l8/fz8RLZRHUdIxUMdFkpIKBQyNzc35ujoKPELl8hHTk4OP+1CaW/2MyY6FHP9+vUS9xEKhfxFUrt27SSm9fHxYenp6Xxjt+AiYNzCX5MnT2aMMda8eXMGgI0ePbpU8Y8fP54BYAsWLOBfe/fuHR9XYVOTmZqaMiBvaK2dnR07ePAgS0tLY4wx9v79e37xUCMjI4kXe0ePHmUTJkxgly5dYtHR0fw+cXFxbO3atfyioLt37xZLa29vzwCw/fv3i7zOTWfVo0cPqXFzcf34449i20aPHs0AsBEjRkhNz00PdOLECbFt//33H3+Dok+fPuzOnTssJyeHMZY35cfZs2dZ27ZtWXx8fJmXhSz++usvqTfROK9fv+bfDwUXlc2PuyAtrFNDGWRkZLCIiAi2ZcsWZm5uzgAwJycnlpGRITXNq1ev+DJ48eJFOUZL5OXEiRNSP0NEPVT0+j05OZmvn3r27FmstFxsBTtmqlWrxp+HsbEx27x5M0tOTmaMMfb27VvWsWNHfrukqbc2b97MADALCwu2Zs0avmM8NzeX3bx5k9WtW5cBedO7ScKdj5GRETMzM2M7duxgKSkpjLG8BVS530tTh8pS7+ePRVLdP3PmTAbkPaCwbNkyFhMTwxjLq/e3bNnC39CR1KGvjNdShBQlMDCw0BubhMhD/rr06NGjjDHGJk+ezACw77//Xmz/QYMGMQCsQ4cOZZKPrGStu0pbRxan3VpULPn3lVTPlTRWrg6bMGGC1BgHDx4s9dqF6jhCKh7qsFBCJ0+elNrLT+Tn4sWL/AXLzp07S53f1atX+fwKPhHA+eeff/h98lem+dOGh4czxhg/F3b+ufKvXbvGgLz5sb99+8ZycnKYvr4+A8D++uuvEsf++PFjpqGhwWxtbfkbEBzu5vO2bdskpn379i0fu4WFBYuMjBTb58GDB/w+79+/L3Z8o0aNYgDYmDFjRF7/+vUrn++zZ89EtnFlXXAucQ73pLy5uTn7+vWr2PaGDRsyAGzjxo0S00dGRvLHzj+PL2N55amrq8sA6fOUl1RJykIWXAdPr169pO5z9OhR/maKNNzaAABYVFRUkcfdu3evyJMxxf3x9/cv9rly/5uCP61bt5YpZu6JYnk8tU3Kl1AoZA0bNmT169dnubm5ig6HlJGKXr97e3vzx/T19ZU5nVAo5Bv8o0aN4l//9u0bn5+RkRE/IjG/2NhYfr77WbNmiWy7desW09DQYFWqVJHa0fvy5Uv+GAWvI/LXt3p6eiwoKEjmcypIWh3KWNH1fsFYCtb9Bw8eZEDeE6v5R2TkN2XKFAbkjdLL3+mgrNdShBSlb9++zNramiUlJSk6FKLG8telb968YYwx5u/vz4C8p/u5zl0Ot37VjBkzyiQfWchad5W2jmSseO3WourRwuq50sTKreHVtm1bienu37/PBAIB09TUZKGhoVLjk4bqOELUD61hoYT69esHxhgGDRqk6FDUmq+vL/97z549Je7z6tUr2NraSvy5cuWKyL7c3IgA4Obmxv+elZWF0NBQzJw5Ez///DMAwMPDA15eXmJpzc3NUaNGDQAQm+c6NzcX06ZNAwAsX74cFhYWeP78OT9XY0nm1eRMmTIFQqEQK1asgJGRkci2evXqAZC+jsWTJ0/437dv387PuZ2fpaUl/7umpmax4zMxMQEAZGZmirzOlZu+vj5cXFxEtrVu3RpA3lzib968EdmWnJyMX3/9FUDevNyVKlUS2c79zwCgUaNGEmPiztvMzAwODg4i26ZOnYrMzEx06dIFv//+u0znKKuSlIUsuLlGrayspO7DHaOw9xpXLpaWlqhWrVqRx9XX14eNjU2JfyTNJV8UW1tb2NjYwNDQkH+tY8eO2LRpk0wxc+/nwuZbJ8pJIBDgyZMnCAkJgYYGXQKpq4pev58/fx4AYGxsjE6dOsmcLjo6ml9fwcbGRuwcgLw6U1I8lpaWaNWqFYC8NTA4jDFMnz4dQqEQf//9t9T6ydnZGaampgDy5rrOL/91xurVq0u1Xpe0OlSWej9/LAXr/pycHP66YurUqejWrZvE9NzrX758wefPn8XyBZTrWoqQopw6dQoxMTEwNjZWdChEjXHfU2ZmZqhZsyYAoG3btrCyskJqaqrIuktJSUl4+/YtAOnrV5Q2H1nIUnfJo44sTru1sFgK7luwnittrA0aNAAAPtaCZs+eDcYYxo0bh7p160qNTxqq4whRP1qKDoAQRQkKCgIAODg4wM7OTuI+Dx8+RExMjMRtBSu8/ItyFbwBnt/QoUOxfft2kcYmlzb/RUajRo1w8OBB/obGtm3bEBISggYNGuCnn34SSaepqSlyE6U4Dh48iDt37sDV1RVjxowR296gQQPcuXNHaocF97q1tTW/UGRBr1+/BgAYGhqKLNLHSU1NxcGDB3H27FkEBwcjNjYWaWlpYvvZ29uL/M1dgLi6uoo13uvVqwdTU1MkJibi/v37cHJy4rctW7YMnz9/hqurKyZMmCB2nGfPniE7OxsCgYC/sVQQdzFX8MLw7t27uH37NgBg3bp1xV7YqyzKQhZfv34FAJFF2wriztnd3V3qPlwchd3wyW/w4MEYPHiwrGHKRWRkJP/7ly9f8O+///ILyC5cuBDLly8vNL2FhQWioqL4MiOEKJeKXr/n/x4uTn3w4MEDkRgL5mdubi6xzuRIKus7d+7g0aNHAIAff/wRP/74o9T0iYmJAAADAwOR17m6x9TUFBMnTiz0HEpah8pS7+ePpWAdd/78eXz8+BGampp855Mk+csoOzub/11Zr6UIIUQZ5K9LubaVpqYm+vbti127dsHHxwf9+vUDkPedxv5/seaCbRZ55SMLWeouedSRxWm3ylKPSqvnShsr10kSFxeH6OhokXrszJkzuHnzJoyMjLBs2TKJeVIdR0jFQx0WpMLinmyTdjMDAIYNG4Zhw4bxfy9ZsgTLly9HpUqVULVqVZF9ucrQwMCAf8pIIBDAyMgIdnZ2aN68OYYNGybxQoJLm/9iKP8TmHFxcVi8eDEA4M8//+QrWy5dnTp1oK+vL/O5c1JTUzFnzhwAwPr16yU+ccw9DRESEgKhUCi2D3dR06tXL6kXAVxD3NXVVewG/s2bNzF06FB8/PiRf83AwABWVlb8sbibSvXr1xdJK6ncOBoaGmjevDkuX76Me/fu8f/Hly9fYvPmzQCALVu2SIyZO6eaNWvyT4hI26fgxdzp06cB5P3/uLKTVVmVhSwyMjIAALq6ulL34c65sKeMitthoWjW1taYOXMm2rZti5YtW2LFihVo1qwZevXqJTUN91njyowQolwqev0uy/lLcvz4cQB59Wfnzp351/PX83p6elLTf/v2DYDo6IyzZ8/yv0vrICrI0dFR5G/u+D179ix0VF1p6lBZ6v38+xWs47hROe3atZM4OoLD3cQBRDu/lPVaihBClIG076kBAwZg165dOHv2LLKysqCjo8N3ShgZGaF27dplko8sZKm75FlHytJuLaoezb9vwXqutLE2aNAAAoEAjDGEhobyHRa5ubn8/Yg5c+aIXENwqI4jpGKi+RBIhVecGwFcY7FgBZ6UlMRPO7R06VJER0cjOjoanz9/xuvXr3Hz5k2sXbtW4s2M/Gkl3dB49uwZFi1ahLi4OAwYMAAdO3bk95Flip7C/Pbbb3zF37lzZwgEArEfbpqL1NRU/um+/LiLmmbNmkk9jrSb2C9evEC3bt3w8eNHtGvXDqdOnUJsbCxSU1Px5csXREdH49atW/z+BdMXdQHCTQt1//59/rUpU6YgOzsbQ4cORbt27SSmk3ahJmmfgv9T7sneli1bSk0rSVmXRVG4qSbi4+Mlbv/48SO+fPlS5DFkGYWhjJo1a4Y2bdoAAHbs2FHovnFxcQBEp+cghCifily/AyjWCL/o6Gj4+PgAyLtxk3+0HRdLkyZNCs2Dq2vzl2FwcDAAYM2aNWB5a+cV+WNmZiaSL1ev5C+fgkpbh8pS7+ffr+D/mxstU9RoGK48ateuLTItoTJfSxFCiCJJq0sBwNPTE6ampkhKSuI7jrnvtIYNG4o8aCevfGQlS90lzzpSlnZrYbEU3LdgPVfaWI2MjPgppvJPC7Vz5068fPkSVapUwYwZM8TioTqOkIqLRliQCsva2hphYWH48OGDzGm4GxoFK7wnT57wQ0aLatAXlD9t/nwtLS1hb2+PDx8+4J9//oGenh7WrVvHbxcKhVLjkcXbt2+xcePGYqV5+vQpnJ2d+b+/fv3Kz+MvyzRBBfdZtmwZ0tPT0bFjR1y9elXixeDRo0cBiM87mZiYyM+TLe3Y3HzaQUFByMzMxLlz53D16lUYGRnhjz/+KDJeaRd+37594983Bffhnu4o7s3ssi6LonBrV3A34wviysTU1JSfh72gt2/f8p0aso6wOHLkSKHTZxTlxIkT/P+5tKpUqQIAYmueFMSVUWHrfRBCFKei1++VK1fGmzdvEBUVJXOaefPmIT09HRoaGliwYAH/ekpKCv+dWNh0WNevX8eXL18gEAjQo0cP/nWuTizJKFBAtL4trCxKU4cCso0OLKzu5zr7uTm0pTlz5gwAiIxgUfZrKUIIUSRpdSkAaGtro3fv3jhw4ACOHz+Onj178iMjCqvPS5OPLGStu0pbRwLFa7cWdS6ytHFLE6urqysiIiL4DouUlBQsXboUQN6DlAWnuwKojiOkIqMRFqTC4m5yvnr1qsgblEBeY5RbOEpaz71AICh2ZcillTTclHuygTGGWbNmiSx8FRYWhtTUVAAlewJz+vTpyMzMxNixY5GcnFzoDzc9RsF1LLgnMLS1taUu3pV/wbKC5Xbz5k0AefN+S7r4SE5Oxq5duwDkPbWYf5oE7qJTR0dHbOgnp0WLFtDU1ERWVhbu3LmDmTNnAgAWLlzI35wuiDHGP0FS1Dygenp6Yjc9uPMozo0yoOzLoijc4mb5F0vNjztnScN0OUeOHAGQ916uVauWTMdNT09HTExMiX+ysrKKc5qF4s69sIUjk5OTERsbCyBvqhZCiPKp6PV7+/btAQCPHj2SadqGQ4cOwdvbG0Bex0X+UQJPnz6FUCgEgELX7VmzZg0AYODAgSL1K1dXyfJ/kISre4qq30pTh8pS7+ePRVLdb2RkBAAiC2kXdPfuXVy7dg0ARNYMU/ZrKUIIUaTC6lIgb1QgkDctb3x8PD8jgLQFt0ubjyxkrbtKW0cWp90qy/d8YfVcaWMF/reOBddhsXbtWsTExMDNzQ0jR46UmIbqOEIqLuqwIBXWqFGj+Apt6tSpyM3NLXR/rgIHpC/g5ejoWOjcx5JwaRs2bCg2fcOPP/6ImTNnYvbs2Zg7d67EdBoaGoU2sCW5dOkSzp49C11dXSxZsgRGRkaF/nCjKgp2WHB/161bV+raB0+fPgVjDNra2mIXCtxCWdwN4PyEQiHGjBnDL5As7SZSvXr1pM7FaWRkxK8jMXbsWERFRaFWrVqYPn26lJLJu3HF3SiS1qnBvRcaNGgALS3RgWr16tUDkFfGSUlJUo9TUFmXRVG46bG40SgFccf48OGDxLUbIiMjsXbtWgB5F6OyDp0eNWqUzMOKJf106NChyGPk5ubyT1RJ4+fnxy84W1iejx49glAohJaWFj/lGCFEuVTk+h0Av3B3dnY2Zs6cWej33+7duzF69GgAQNeuXfknHTncdz8AXLx4UWIeO3bsgK+vL/T09LB8+XKRbVy9f/DgwUI7PID/rYGRH/e/Kap+K00dKku9nz8WSXU/9765evWqyGLanOjoaIwYMQKMMQwdOlTkfabs11KEEKJI+etSSe2Lrl27wtDQEHFxcdi4cSPfyS6tPi9tPrKQte4qbR1ZnHarLN/zhdVzpY0VEO2w+Pz5M9avXw8AWLdundS2I9VxhFRc1GFBKiwXFxd+gaeLFy+ibdu2uHDhAl8pAnlPf9+5cwcTJ05E//79AeQN93dychLJS9b5nSUpbF7F3r17Y926dfjjjz9E5jrOn87Z2VlsW2Gys7P5KXgmTJggtrioJNwTFtJGWMiyCLOkCwXunDds2MDPPckYw8OHD9GtWzdcuXKFv+lUsHxknY+Su6nMXcj8+eefhV6wmJmZ8UNdfXx8+IvV/AqbK5R7avLz58/o3bs3AgMDkZOTAyBv2Ovly5cxZswYBAQEiKQrj7IoTOvWraGlpYWsrCyx/zPwv3NOS0vDiBEj+KlGUlJScPjwYbRp0wYJCQkA8p4STUxMFFlcVJHev3+PRo0aYfv27QgPDxe5eff+/XusXr0affv2BWMMFhYWhXZocXO0u7u780/UEkKUS0Wt3zlNmzbFlClTAOTdWOjXrx8eP37Mf/clJibi4sWL6N69O8aNG4esrCz06dMHp0+fFrtBwcViZmaGS5cuYdGiRUhOTgaQV8/Nnj0bEydOBABs375d7IlMrvPk27dvaN26Nc6ePcvfXAGAqKgo7Nu3Dx4eHti/f7/Yuci6LlJp6lBZ6v38sUiq+8eNGwcNDQ1ERERg1KhR/EiLzMxMHD16FM2aNcPbt2/h7u6Obdu2ScxXma+lCCFEUYr6ntLX10f37t0BgJ/uWF9fX2wktLzykYWsdVdp68jitFtl+Z4vrJ4rbawA+AcJExISMH78eKSmpqJ79+7o1KmT1JiojiOkAmOEVGBCoZAtXLiQaWhoMAAMANPQ0GDm5ubM1NSUCQQC/nUArF27dszX11ckj5SUFD792rVri3X8/Gm9vb2LlbZdu3YMABs+fHix0q1du5YBYIaGhiw6OlqmNFu2bOHLIH8aFxcXBoD99ddfUtOOGDGCAWBjxowR23b79m2mra3N521gYMAMDAwYAFa5cmV2/vx5fltgYKBI2jp16jAAbOvWrYXGfvDgQT6P3r17y3S+Xl5efBo9PT1mY2PDbGxs2MWLF0XO+59//pGYfuHChSLvGy0tLWZubi7yfoqPjy/3sihK3759GQA2f/58kddjY2NFypD7PX+8zZs3Zy1btuT/FggELCYmplTxyEtERITI/0NHR4dVqlSJGRoairxeo0YN9vjx40Lz4s5x06ZN5RQ9IaQkKmL9nl92djabNm2ayDnq6ekxU1NTkdeMjY3Zxo0bWU5OjsR8XF1d+e+8+vXr89/vJiYmfB6ampqFfieuW7dO5P8gEAiYhYUF09XVFYnFz89PLC1X3xZVv5WmDmWs6Ho/fyzS6v41a9aInI+JiQnT1NTk/+7atSv78uWL1HNU5mspQghRBFnr0v/++0/k+7dFixZlko+sZK27GCtdHcmY7O1WWWIpqp4rbay5ublMX19f5Prh2bNnhcZEdRwhFRd1WBDCGHvx4gWbNm0ac3NzY6ampkxLS4uZmZkxZ2dn9v3337MNGzaw8PBwiWlv377NV5LXrl0r1nHzpw0ODpY5nVAo5G8WbNiwQeZ00dHRfLp58+bJnO7KlSt8nNwNndTUVP6CJSAgQGpa7gbHli1bJG6/c+cO8/T0ZAYGBszIyIi5ubmxZcuWsYSEBObn58ffGM/MzOTTpKam8jcB7t69W2jsJ06cYACYrq4ue/PmjUznm5KSwqZPn84cHByYlpYWf+5RUVEi513Ysa9evcr69+/PKleuzLS1tZmZmRmrU6cOGzlyJDtx4oRCyqIoFy5cYACYg4MDEwqF/Ovc/19PT4+lp6ezhQsXsqpVqzIdHR3m6OjI5s+fz1JTU9nFixeZlZUVs7KyYhMmTChVLPKUmZnJjh49yiZNmsQaN27MKleuzHR0dJi+vj6rVq0a6927N9u1axdLS0srNJ/w8HAGgOnr67O4uLhyip4QUhoVpX6X5vHjx+zHH39kLi4uzMjIiOnp6TEHBwfWqVMntmXLlkI7ljMyMvg68N69eywuLo5NnjyZ//6vUqUKGzFiBAsKCioyjgcPHrCRI0eymjVrMl1dXWZgYMBq1qzJ2rVrx5YuXSqxs1jW+pZTkjqUU1i9X5xYfH19WdeuXZm5uTnT0dFh1apVY/369WPHjx+XuL+qXEsRQogiyFqXJiUlidw0nzRpUpnkI4vi1l2MlayO5Mij3VqcuEsTK2OMNWnShI9x/PjxhRfM/6M6jpCKScBYERN7E0KIisrNzYW7uzuCg4OxcOFCrFixQtEhKTWhUIjatWvj7du3uHHjBr+uxR9//IE5c+agadOm/DoPFdHy5cuxZMkSjB49Gnv27FF0OIQQUqYePnyIZs2aQVNTE8nJyfy0E4QQQgghhBBSlmgNC0KI2tq8eTOCg4Ph4OCAefPmKTocpaehocF36qxevZp/vbD5TCuK1NRUbNmyhV+onhBC1B333e/s7EydFYQQQgghhJByQx0WhBC19N9//2HOnDkQCATYsWMHDAwMFB2SShgyZAiaNWuGixcv8gtMcwuWNWzYUIGRKdZff/2F2NhYTJ06FdWrV1d0OIQQUubou58QQgghhBCiCNRhoST8/PygqakJBwcHRYdCiMo6f/48HBwcYGpqiqFDhyI7OxsLFy5E586dFR2ayhAIBNi+fTuWLFmC2NhYpKSk4M2bNwAq9ggLQ0NDLF26FAsWLFB0KIQQUi64DouK/N1PCCGEEEIIKX9aig6AAJ8+fYKXlxe6dOmCFy9eKDocQlTWnTt3EBUVBQMDAzRq1Ag///wzxo4dq+iwVE7Dhg35J2rv3LkDoVAIDQ0NuLq6KjYwBZo8ebKiQyCEkHKTk5ODkJAQADTCghBCCCGEEFK+aNFtKQIDA3HlyhU8ePAA9+/fx6dPn6Crq4uMjIxC02VkZOD333/Hf//9h3fv3sHCwgLdunXD8uXLYW9vL7Z/bm4uPDw80KtXL6SmpsLb2xuRkZFldFaEEEIIIYQQQgghhBBCiHKiDgsp+vXrh9OnT4u8VlSHRUZGBjw9PREQEAA7Ozu0bdsWkZGRePDgAaysrHD37l04OjqKpJkzZw5CQkJw/vx5LFu2jDosCCGEEEIIIYQQQgghhFRINCWUFC1btoSbmxuaNm2Kpk2bwtbWtsg0q1atQkBAAFq2bInLly/DyMgIALBhwwbMnDkTY8aMwY0bN/j9z58/j4MHD+LJkycQCARldi6EEEIIIYQQQgghhBBCiLKjERYyEggEhY6wyM7OhrW1NRISEvD48WOxBQrd3NwQHByMR48eoXHjxvjw4QPc3d1x9OhRdOjQAQCwdOlSGmFBCCGEEEIIIYQQQgghpELSUHQA6uL27dtISEiAo6OjWGcFAAwcOBAAcPbsWQDAo0eP8PXrV3Tq1AlaWlrQ0tLC8uXLERUVBS0tLezZs6dc4yeEEEIIIYQQQgghhBBCFImmhJKToKAgAIC7u7vE7dzr3H6enp4ICQkR2efvv//G6dOncenSJVSpUqUMoyWEEEIIIYQQQgghhBBClAt1WMjJu3fvAAD29vYSt3Ovc/sZGxujfv36IvtYW1tDW1tb7PXC1KtXT2o8HTt2xJkzZ2TOixBCCCF5qH4lhBBC5IvqVkIIIerG1tYWqampqFatWrHTOjo6Ut0nBXVYyElKSgoAwMDAQOJ2Q0NDkf3KWnZ2NkJCQnD69GmJ283MzNC+fXup6S9evIisrCyJ2xo1aiT1g/jx40c8evRI4jZNTU306tVL6jFv376Nb9++Sdzm5OQk9QI3KSkJ/v7+UvPt3Lmz1P9LUFCQ1DVDbGxs0KJFCzDGEBYWBmdnZ5HF0aWVLQA0b95c6kLt4eHhYqNrOPr6+ujSpYvUfK9du4bk5GSJ2+rWrYtatWpJ3BYbG4s7d+5Izbdnz57Q0pL8dfDw4UN8+vRJ4raqVatKHVWUmZkJX19fqcds27YtLCwsJG57+fIlwsLCJG6j924eWd670tB7V/y9m/9znpWVVeh7t127djA3N5e4raK/d1+9eoUlS5YgLS1N6jFVHdWv/0P1q3LWr/QdRfUrRxneu1S/iivJe/fUqVPw9vaGui4/SXXr/8jj+0lS/UrfT9R25Sjze1cSeu9Kfu9yn3MHBwdcunRJ6jGpbpX+3s3OzsaqVavw5MmTUtWvCQkJyMzMRNwXyf8/aWLjk0p8zIqAFt2WUVGLbo8fPx67du3CwoULsWLFCrHtr1+/Ru3atVG7dm2pXwjyVK9ePSQnJyM8PBwaGpKXKpH2OgAIhUKp2wQCgciNhfwYY4V+0BVxzNLGKxQKcfbsWfTu3Vsk/opSRoUdE5Aer7RjCoVCnD9/Hr169YKmpmaJ4qX3bl7a3NxcnD9/Hj179hSLj8qoeO/d/J9zgUBQpt8p0qjD/+XAgQOYPHkykpLU9+KL6lf5pKX6Vb71K1e39uzZE5qamipVRsr2f6H6tei0VL+W7zFv3ryJjh07ol69enj27JnUfFUZ1a3yScvFK6l+rShlRG1XxR2T6tbyfe9yn/NevXpJzbO08ar7/2Xu3LlYu3Ytxo4di127dknNuyh6enrIzcnGxtkji5Vu5a5TsLCujNDQ0BIfW53RCAs5MTY2BgCkpqZK3M49bWpkZFRuMQF5H/bCPvCFpSuJwr4klPGYqhavOh2zpJVqUdSpjIpKyx23uJ/zilJG9J1S/sccOXIkunXrVqI8VQ3Vr2WXtqKUUVkcU0NDg+rXUh6T6lflPKaqxSvPY7Zv3x7r1q3D0KFDS5SnKqG6tezSVpQyorarch6T6tayPaaqxassx1ywYAHMzMzw66+/lihfUrZK9t8mYrjhTh8+fJC4nXu9JHOaEUIIIcrqxYsX6N69Oz88t1KlSgqOiBBCCFF9N27cQHZ2NgQCAWbOnAkbGxtFh0QIIYSotNzcXH56KFNTU8yfP7/EHSGkbNF/RU7c3NwAAI8fP5a4nXvd1dW13GIihBBCytKbN2/g6emJq1evSq3/CCGEEFI8hw8fhoeHB2bMmKHoUAghhBC1IBQKMX78eHh4eODChQuKDocUgTos5KR169YwNTXF27dv8eTJE7HtPj4+AFDoAjKEEEKIqoiMjISHhwdiYmJw8OBBdO7cWdEhEUIIISrv5MmTGD58OOzs7DB9+nRFh0MIIYSoPMYYfv75Z+zduxfdu3eHp6enokMiRaAOCznR0dHB5MmTAQCTJ08WWctiw4YNCA4ORps2bdC0aVNFhUgIIYTIxYcPH+Dh4YEPHz5g3759GDRokKJDIoQQQlTe+fPnMXjwYFSqVAl+fn6oWbOmokMihBBCVBpjDNOnT8e2bdvQqVMnHD9+HLq6uooOixSBFt2W4vz581ixYoXIa1lZWWjRogX/96JFi9CzZ0/+74ULF+Lq1asICAhArVq10LZtW0RFReH+/fuwtLTE3r17yy1+ANDW1i7xYjbkfwQCARwcHKgs5YTKU36oLOWHyrJ4Zs+ejYiICOzatQvDhw8X2VYRypDqV/mgz538UFnKF5Wn/FBZys7Pzw/9+/eHqakp/Pz84OzsLLJd3cuQ6lb5oc+d/FBZyg+VpXxRecpuwYIF+PPPP9GuXTucOnUK+vr6ItupDJUTdVhI8fXrV9y/f1/kNcaYyGtfv34V2a6npwd/f3/8/vvvOHToEE6dOgVzc3N4eXlhxYoVqFq1arnEnj8e+uCVnkAg4NcoIaVH5Sk/VJbyQ2VZPNu2bcOAAQMwcOBAsW0Vod6h+lU+6HMnP1SW8kXlKT9UlrKrWrUqnJ2dsX//ftSrV09su7rXO1S3yg997uSHylJ+qCzli8pTdg0aNEDbtm1x7tw5GBoaim2nukc5CRhjTNFBEPnjLnJDQ0MVHAkhhBB1EBcXB39/fwwYMEDRoSgU1a+EEELkKSMjA3p6egDyFgTV0Kh4szZT3UoIIUTeyqt+1dPTQ25ONjbOHlmsdCt3nYKFdWWq+6SoeFdDhBBCCCmWxMREdOnSBQMHDsSTJ08UHQ4hhBCiFh4+fAgnJyfcuHEDACpkZwUhhBAibxs3bkSzZs3w5csXAFS/qiL6jxFCCCFEquTkZHTv3h2BgYFYvHgxGjVqpOiQCCGEEJX39OlTdO3aFd++fQNNekAIIYTIxz///IMZM2YgJydH0aGQUqA1LAghhBAiUVpaGnr16oW7d+/i119/xdKlSxUdEiGEEKLyQkND0blzZ6SmpuLs2bPo0KGDokMihBBCVN6ePXswadIk1KpVC35+frC2tlZ0SKSEqMOCEEIIIWIYY+jfvz9u3ryJadOmYfXq1bQgGSGEEFJKr169gqenJxITE3Hy5El06dJF0SERQgghKu/AgQMYN24cHBwccO3aNdjZ2Sk6JFIKNCWUGmOM0fBiOWCMIS0tjcpSTqg85YfKUn6oLMUJBAKMHDkSP//8MzZu3ChzZ0VFKEOqX+WDPnfyQ2UpX1Se8kNlKe748eOIjY3F4cOH0bNnT5nTqXsZUt0qP/S5kx8qS/mhspQvKk9RQqEQO3bsgL29Pfz9/WFvby9zWipD5UQdFmosJSWFPnhywBjDlStXqCzlhMpTfqgs5YfK8n+ys7MRHx8PABg6dCj++uuvYo2sqAhlSPWrfNDnTn6oLOWLylN+qCzFzZ07F0+ePEH//v2LlU7dy5DqVvmhz538UFnKD5WlfFF5itLQ0MD58+dx48YNODg4FCstlaFyog4LQgghhAAAcnNzMWLECHTo0AFxcXGKDocQQghRC58+fcL06dORlZUFgUCABg0aKDokQgghROX5+vpi+/btAABjY2PUqFFDwREReaEOC0IIIYRAKBRizJgxOHLkCGrVqgUTExNFh0QIIYSovJiYGHh6emLTpk3w8/NTdDiEEEKIWrh27Rq+++47LFiwgB62U0PUYUEIIYRUcEKhEBMmTMD+/fvRq1cvHDp0CFpaWooOixBCCFFpsbGx6NSpE16+fInNmzeje/fuig6JEEIIUXm3bt1C7969oauri8uXL8PCwkLRIRE5ow4LQgghpAJjjGHatGnYuXMnunTpgmPHjkFHR0fRYRFCCCEqLT4+Hl27dsWzZ8/wxx9/YMqUKYoOiRBCCFF59+7dQ48ePaChoQFfX1+4u7srOiRSBqjDgpS5R48eYfr06XBzc4OJiQmMjIzQokULHDx4UNGhEUJIhZeeno7AwEB06NABJ0+ehJ6enqJDIoQQQlTe2LFj8fjxYyxfvhyzZ89WdDhERtR2JYQQ5ZWUlIRevXpBKBTiwoULaNGihaJDImWE5nsgZW716tXw9/dH//79MXHiRGRkZOC///7D8OHD8ebNGyxZskTRIRJCSIVlYGCAS5cuQSAQwMDAQNHhEEIIIWph7dq1aN26NWbOnKnoUEgxUNuVEEKUl4mJCbZv3w5zc3O0bdtW0eGQMiRgjDFFB0Hkr169ehAKhXj+/DkEAoFCY7l9+zaaNGki8tRubm4u2rRpg8DAQMTExMDc3FyBERaOMYbk5GQYGxsrvCzVAZWn/FBZyk9FLMuVK1fCwsICEydOlGu+jDG1LkNlql9VXUX83JUVKkv5ovKUn4pWlmlpaXj+/DmaNGki97zVuX5VprpV1duuQMX73JUlKkv5obKUr4pWnmFhYTA3N4e1tbXc8y5t/aqnp4fcnGxsnD2yWOlW7joFC+vKCA0NLfGx1RlNCaXGNDQ0lOKLq02bNmJTjGhqaqJ///7Izs5GWFiYgiKTjUAggImJiVKUpTqg8pQfKkv5qWhluW7dOixcuBA7d+5EVlaWXPOuCGWoyPp179696NixI6ysrGBsbIzGjRur7DQVFe1zV5aoLOWLylN+KlJZZmRkoH///mjXrh2eP38u9/zVvQyp7So/FelzV9aoLOWHylK+KlJ5vnnzBh07dkTnzp2Rk5Mj9/wrQhmqIuqwIArz6dMnAICVlZWCIyGEkIpjy5YtmD17NurXr4/Lly/TAtsqxs/PD3369MGFCxfw5MkTDBkyBCNGjMCRI0cUHRohhFRYWVlZGDRoEC5duoRhw4bBxcVF0SEROaO2KyGElL+IiAh07NgRMTExWLhwIbS0aGWDioI6LIhCfPjwAXv27EHz5s3h6Oio6HDEJCcnY+nSpWjQoAGMjIxgamqKpk2bYv369XJ5Grmk+Xt7e0MgEBT5c/Xq1VLHSAhRPzt37sTUqVPh7OyMq1evolKlSooOiRTTgQMHMH36dDRt2hROTk6YPXs2unXrhqNHjyospoyMDCxZsgS1a9eGnp4eKleujDFjxuDDhw/FzmvDhg3o378/atWqBVNTU+jq6qJ69erw8vKSOlz6+vXrMtWNy5cvL+2pEkKImJycHAwdOhRnz57F8OHDsW3bNmhoUDNbnVT0tuuVK1cwaNAgVK9eHXp6etDX10fNmjUxbNgw3LhxQ2o6Wepm7qdjx46ljpMQol7ev38PT09PfPz4Efv27cP333+v6JBIOaKuKVLu0tPTMWDAAGRlZWHHjh2KDkdMVFQUOnTogMjISAB5C9JmZmbi0aNHePToEQ4ePAg/P78Sz10qj/w1NDQKfbpHV1e3RLERIg9Jiel4HvQZZub6cK5vS0MslURUVBR+/vlnODo6ws/PDzY2NooOichJQkICqlatqpBjZ2RkwNPTEwEBAbCzs0Pfvn0RGRmJvXv34ty5c7h7926xbu6sWrUKqampcHV1RYMGDQAAoaGh2L9/Pw4fPoxTp06he/fuImlsbW3h5eUlMb/c3FwcOHAAAGhhPkKI3AmFQnh5eeH48eMYNGgQ9u7dC01NTUWHReSoIrddGWOYOHEitm/fzr+mp6cHgUCAiIgIRERE4NChQ5g+fTo2bNgglr6oa83s7GzExcUBAJo2bVrs+Agh6is6Ohqenp6IiIjA7t27MXz4cEWHRMoZPfpBylVWVhb69++PwMBAHDp0CK6urooOSURubi569+6NyMhI2NnZ4cqVK0hNTUVaWhoOHz4MY2NjPHnyBMOGDVNo/lWrVkV0dLTUH7opQxQlPS0LuzbexuXTz3HUOxC3rr5RdEjk/1WvXh0+Pj7w8/NDlSpVFB0OkZN9+/bh0aNH+OmnnxRy/FWrViEgIAAtW7bEq1evcOTIEdy/fx/r16/H169fMWbMmGLld/r0acTHx+P+/fs4ceIETpw4gbCwMPz999/IysrCuHHjkJubK5LGxcUF3t7eEn+GDh0KIK/ebN++vdzOmxBCgLwnyB0dHdGvXz8cOHCApqpQMxW97ert7c13VgwcOBCvXr1Ceno60tLS8PLlS/Tt2xcAsHHjRpw8eVIsfWHt1ejoaMyfP5/fd+zYsSWKkRCingwNDVG5cmVs3bq12O0Joh6ow4KUm+zsbAwaNAiXL1+Gt7c3vvvuO0WHJMbb2xshISEAgOPHj6NTp04A8kY0DB48mL9gu3jxIvz8/JQuf0IU7X1kPFKSM/m/XwR9UmA0BAAuXbqEL1++AAD69OmD6tWrKzgiIi+nT5/GTz/9hO3bt8Pd3b3cj5+dnY0tW7YAALZu3QojIyN+24wZM+Dq6oqbN28iMDBQ5jxbt24tttgpAEycOBFOTk749OlTsRY85UZXDBs2jKZoIYTIDWMM2dnZ/HRzPj4+0NbWVnRYRI6o7Qrs378fAODk5IT//vsPtWrV4rc5Ozvj2LFjqFmzJgCUaGrK3bt3A8hb6NzZ2bnY6Qkh6oebxs7Y2Bh+fn6YNGmSgiNSHdHR0Zg+fTpq164NfX19WFhYoHHjxvj1118VHVqJUMtNjWVmZoIxVqbHmDlzJgQCAXr16gXGGA4dOgRPT09YWlpCIBBg1apVAPKe/hg6dChOnz6Nbdu2Ke1wrn379gEAOnbsiJYtWwLIa5CEhoaCMYYhQ4agRo0aAP53AVfa/PMrbf6qIH95ktJRxrK0tjWGpub/poCyq2qmuGCKQRnLUh7Onz+P3r17Y8iQIeV2THUrQ0nKsn6NjIyEQCCAp6cnvn37hl9++QUODg7Q0tLC7Nmz+f0OHz6MwYMHY9u2bRg9enSZxFKU27dvIyEhAY6OjmjUqJHY9oEDBwIAzp49KzF9cT933DQrsi4Un5qaitOnTwOA0l53yIu6focpCpWn/KhjWTLGMH36dPTv3x8ZGRkAUC7TQKlTGUpCbdfik9a25D53gwcPLlXb8vPnzwAANzc3iaOHtLW10bBhQwBASkpKsfIOCAjAixcvAADjxo0rdmzlRR2/wxSFylK+1LE8ExMT0bp1a2zatAlA+dStgHrUr3fv3kWdOnWwadMmaGtro0+fPmjRogW+ffsmcco+VUAdFmosKyurzD94T58+BQA4OjqiW7du/MJbjDEIBAI0atSIn9vVx8cHmzZtwvjx48s0ppJKS0vDnTt3AEBkfmzGGN68ecOfU7du3QAAly9flkv++ZUmf1WRvzxJ6ShjWZpZGGDYj81Rv1FltPZwRLd+9RQdkkyUsSxL68qVKxgwYABMTU35p+DLgzqVoTRlWb9y9aqenh5cXV1x5MgRNGvWDF27dkXz5s0B5C2ePmrUKHh7e2PUqFFlEocsgoKCAEDq6A7udW6/gorzudu/fz/CwsJQu3Zt/mnOopw4cQKpqalo1KgR6tVTje+iklLH7zBFovKUH3UrS8YY5s2bhz///BNJSUliU9SV9bHVGbVdi6ewtiX3uQNQqrYlV98GBQUhJydHbHt2djZfpk2aNClW3tzoChMTE6VeSFfdvsMUicpSvtStPJOTk9G9e3c8evQI8fHx5XpsVS/DT58+oUePHsjMzMSJEycQGhqKI0eO4MKFC4iMjERAQICiQywRmmSTlAp3gbJnzx5oaWlhx44dGDp0KAwNDfHt2zfo6elh9uzZOHjwIFq2bAlLS0t+egZOq1atZL75UJZevHgBoVAIAKhfv77U/bht0dHRiIuLg4WFRbnn//XrVzRu3BhhYWHIzc2FnZ0dWrVqhXHjxqFDhw4yxUNIWXFwqgQHp0qKDqNCu3HjBvr27Qt9fX1cuXJF7W/WqhOuXr1w4QImTpyIjRs3QldXl9++YcMG/Prrr9i6dSs6dOiA6OhoAHlPIFlZWRWad4cOHXDjxo1ixePv7y+1Xnn37h0AwN7eXuJ27nVuv+JYu3YtQkNDkZqaihcvXiA0NBSVK1fGoUOHZJ7aibveGDFiRLGPTwghkixbtgxr1qxBixYtcO7cORgaGio6JFIM1HaVve0K5E3HePHiRbx58wY//PADfv/9dzg5OQEAwsLCMHfuXISHh8PR0RHTp0+XOd+UlBR+CqmhQ4fCwMBA5rSEEPWTlpaGXr164e7du5gzZw6WLl2q6JBUyty5c5GQkIAtW7ZInL6wWbNmCoiq9KjDgpRYVFQU4uLiAAA5OTm4c+eOyEJklpaWAMDPXX337l3cvXtXLJ+9e/fKdNHn7e1dqmkvCrvpAuT1SnIKW5A2/7ZPnz7JfNEnz/zT0tLw+PFjmJubIzU1FREREYiIiMDBgwcxevRo7Nixgxb9I6SCevz4MXr27AktLS1cvnyZH6pPVAM3GqFt27b466+/xG7Ob968Gbm5uZgwYQImTJjAv169enVERkYWmne3bt3g4OBQrHhsbW2lbuOmf5B2o4G7kVfcaSKAvLVX8s+3XbVqVfz7779o3LixTOmjo6Ph5+cHTU1N/PDDD8U+PiGEFLR69WosW7YMjRs3xsWLF2FsbKzokEgxUNu1eG1XAOjduzc2btyIOXPmwMfHBz4+PtDX1wcApKenw8zMDBMnTsRvv/0GExMTmfM9fPgwf22gzNNBEULKXkZGBvr27YubN29i2rRp+P333yEQCIpOSAAA8fHxOHr0KExNTdXu+5TuaJISe/LkCf/76tWrRS748rt+/bpcjqevrw8bG5sSpy9qzuvk5GT+98Ke8si/LX+aosgj/8qVK2PJkiXo378/nJ2doauri9zcXNy/fx9LlizB1atXsXfvXhgaGpbrFDCEEOVRq1YttG/fHvPnz0fTpk0VHQ4pJu7pz3Xr1kkcSVBUp0Rh5s6dW+K0knDDp6U1KkozvPrq1asAgISEBISEhGD58uXo0KEDfvvtNyxYsKDI9IcOHUJubi66detWaKcLIYTIIikpCf/88w9cXV1x+fJlmJmZKTokUkzUdi1e25Xzyy+/oFatWhgzZgy+fPmC9PR0fltmZiaSk5ORmJhYrI6QXbt2AchbG0PWBxEIIerp/v37uH79OiZMmICNGzdSZ0Ux3blzB5mZmejUqRO0tbXh4+OD27dvIzs7Gy4uLhg0aFCp6iJFog4LUmLcRZ+pqSkmTpxY5scbPHgwBg8eXObHUWZdunRBly5dRF7T1NREq1atcOnSJfTv3x+nT5/G33//jalTp6JWrVoKipQQUt7i4+Nhbm4OY2NjnD9/XtHhkBJITExEZGQk7O3tVaKziXu6ODU1VeL2tLQ0AICRkVGJj2FmZoa2bdviwoULaNmyJRYtWoQuXboUWT40HRQhRJ5MTExw8+ZN6OvrF+vGLFEe1HYtvrS0NIwePRpHjx5FkyZNcODAAbi7u4MxhidPnmD+/Pk4cOAAfH194efnJ7UTKL/Q0FDcv38fAI2uIIQA7du3x/3799GwYUPqrCiB0NBQAICNjQ3atm0rNjJw3rx52Lt3r1KvFSQNdViQEuMu+nr27FnkEyCqIP+wbu4miyT5txVnKHhZ56+hoYF169bh9OnTEAqFOHv2LGbMmCFzekKI6goNDUXHjh2xaNEiTJkyRdHhkBLipoNq165dmVywr169Gi9fvixWmrlz58LFxUXitmrVqgEAPnz4IHE79zq3X2loa2tj8ODBCAwMxNmzZwvtsHjx4gWePHkCIyMj9OvXr9THJoRUXN7e3rC3t0enTp1QvXp1RYdDSoHarsVrWwLA7NmzcfToUdSuXZvvsON07twZbdq0QcOGDfHq1Sv8/PPPuHXrVpF5cqMr9PT0MGzYsGLFQwhRDzk5OVi4cCGmTZsGOzs7uLu7KzokhXn79q3U9Sa5zojCcAuU79+/H7q6uti9ezf69OmDlJQUbNmyBRs2bMDw4cPh7OwsU6eyMqEOCzWmqalZpvlzF30dO3Ys0+OUl8qVK/O/f/z4UeKcptw2SWlKk39+Jc0fAJycnFCpUiXExsYiPDy8WGnLU/7yJKVDZSk/qlqWr169gqenJxISElCjRg1Fh1MhlFX9yk0HVVbrjvj6+hZ70e1Ro0ZJ7bBwc3MDkLduiiTc64VdHBfnc1epUiUAwNevXwvd799//wUA9O/fv0It5Kmq32HKispTflS1LA8ePIgxY8bAxcUFwcHBtD5cGaO2a/EU1bbkPnclbVsmJydjx44dAIDJkyeLdFZw9PX1MXnyZEydOhW3b9/Gly9fYG1tLTXPrKwsfgTkgAEDYG5uLnM8iqSq32HKiMpSvlSxPIVCIcaMGYN///0XmZmZ2Lhxo6JDUmm5ubkA8jqBtm7dijFjxgDIazetX78e7969g4+PD/744w/++1dV0FWXGjMwMJA4/7U8fPv2jX9ysrx6Q48cOYJp06aVOP2JEyfQqlUrqdvr1KkDDQ0NCIVCPHv2DN27dweQN3KhTZs2/H7Pnj0DkLcQaXGGhEvLv6CS5q8qCpYnKTkqS/lR1bIMDw+Hh4cHYmNjcfToUfTq1UvRIZVZvaNMyqp+5TosGjVqJPe8AfnNy81p3bo1TE1N8fbtWzx58kQsbh8fHwCQ+r4s7ueO62xxdHSUug9jDIcOHQJQsaaDUtXvMGVF5Sk/qlqWx44dw8iRI2Fvb48LFy4oRWeFutev1HYVVdK2KyD6uStp2/LVq1fIyckBUHi9m38K4oiIiEI7LE6fPo3Y2FgAqjMdlKp+hykjKkv5UsXyFAqFmDBhAv7991/07t0ba9asUXRIABRbvzo6Oso0kkIabuSchoYGvLy8xLaPGTMGPj4+cm8Hlgf1vuohZYZ7QkVHRwf169cvl2Omp6cjJiamxD9ZWVmF5m9gYIDWrVsDyHsKVRLGGC5dugQAYmtJFKWs8wfyhpNxF4H0pDUh6u3du3fw8PDA58+fceDAAfTv31/RIZFS4qaEKqsRFvKmo6ODyZMnA8h7+jL/WhYbNmxAcHAw2rRpI3H6ppEjR8LFxQUnT57kX7t16xaOHDnC3yDhZGdnY8uWLfj333+hr69f6Jzgt27dQlRUFCpXrgwPD4/SniIhpAI6c+YMhg4dChsbG/j5+cHBwUHRIZFSorZr8duW+W/gRUVFSd0vJiaG/72oKae46aCcnJzQvn37YsVDCFFtjDFMmzYNO3fuRNeuXXHs2DG1mJ5P0bhrFFtbW+jq6krd/uXLl3KMSj6ow4KUCHfRV69evXL7khk1ahQYYyX+6dChQ5HH4Hok/f39+cXA8jt27Bg/1dLIkSOLfQ6lyZ8xVmjejDHMnj0bQN4FpjI8aU0IKTvBwcH4/Pkzdu/ejSFDhig6HFJKOTk5CA0NRZUqVfipj1TBwoUL0bx5cwQEBKBWrVoYPHgwWrRogZkzZ8LS0hJ79+6VmO7du3cICwtDYmIi/9rbt28xZMgQ2NnZoVu3bhg2bBi6du2K6tWrY+rUqdDR0YG3tzeqVq0qNR5uqPOwYcPU/mlkQoj8vX79Gt9//z3Mzc3h5+cn8vQ4UV3Udi1+29XFxYWfBmrXrl1iDxMAeVORcNNGmZubw9nZWWp+7969w9WrVwHkPfFLi+sSUrFs27YNf/31Fzp27IiTJ09KvLlOio8b4R4fHy/xnuG3b98AAEZGRuUalzxQS46UCHfRp26L43h5eaFBgwZgjGHAgAHw8/MDkDd07dixYxg/fjwAoHv37vD09BRL7+3tDYFAAIFAIHHIVWnyj4qKQrNmzbB9+3aEh4fzX0ZCoRD37t1D9+7d+SdVf/rpp0IvGAkhqq9Xr1548+YNRo0apehQiBy8fPkSmZmZKjO6gqOnpwd/f38sWrQIBgYGOHXqFCIjI+Hl5YUnT57AyclJ5rzat2+P+fPnw9nZGcHBwTh27Bju3LkDCwsLTJkyBSEhIRg0aJDU9JmZmfw0VMOHDy/1uRFCKp5atWph5cqVuHr1KurUqaPocIicUNu1+G1XfX19ftqmx48fo3fv3ggJCYFQKIRQKERwcDB69OiBgIAAAMAvv/xS6Doke/bsgVAohJaWFl27ElIBjRw5ErNmzcKZM2ckrolDSqZBgwaoUaMG0tPTJXZcc9/tqlj/KX4yTqKS1PWiT0tLC2fOnEHHjh0RGRmJTp06wcDAAEKhEBkZGQDyejAPHjyokPwfPnyIhw8fAgB0dXVhbGyM5ORkZGZm8vuMHj0amzdvLlF8hBDlFhsbi0mTJuHPP/+EnZ1doU+aE9VSv379IkfSKSt9fX0sX74cy5cvlzmNpE79GjVqYOXKlSWOQ1dXF3FxcSVOTwipuIKDg+Hs7AxdXV3MmjVL0eEQOaO2a8narmvWrMHr16/h6+vL/3BPRedvf/7www9YsGCB1HyEQiG8vb0BAD169ICdnV2J4iGEqJ6HDx+iadOmMDQ0xNq1axUdjlqaM2cOJkyYgKlTp+LChQv8aP3AwECsX78eADBhwgRFhlgiNMKCFFtaWhpevXoFQP0u+oC8Od6Cg4OxePFi1K9fHwKBANra2mjcuDHWrVuHe/fuwdzcvNzzt7GxwZYtWzB06FDUrVsXJiYmSEhIgLa2NlxcXDBmzBjcvn0be/bsUYqFAQkh8hUfH48uXbrg2LFjOHfunKLDIYQQQtTC/fv30aZNGxqZpaao7Vrytqu+vj4uXLiAY8eOoW/fvrC3t+cfrqhatSoGDBiAc+fO4dChQ4WOrrh69Sq/DoaqLLZNCCm9devWoVmzZnyHJSkb48ePx/fff4+HDx/C2dkZvXv3RseOHdGqVSskJCRg/PjxGDhwoKLDLDYBU9XH+Uih6tWrBwClWm2eEEKIckhKSkLnzp3x4MEDLF++HIsWLVJ0SBUW1a+EEKI+Hj9+DA8PD2RnZ8PX1xdt27ZVdEgVEtWthBCiXrZs2YKpU6eifv368Pf3V6k1+opLT08PuTnZ2Di7eGsFrdx1ChbWleVS9wmFQmzbtg27du1CWFgYBAIB3NzcMGHCBIwYMaLU+SsCjbBQY8nJyRAKhYoOQ+UJhUKcO3eOylJOqDzlh8pSfpS5LFNSUtCjRw88ePAACxYsUPrOCmUsQ3mj+lU+lPlzp2qoLOWLylN+lLksQ0JC0LlzZ2RmZuLs2bNK31mhjGUoT1S3yo8yf+5UDZWl/FBZypcyl+eOHTswdepUODs74+rVq0rfWaGMZVhcGhoamDRpEh4/fozU1FSkpKTgzp07KttZAdAaFoTIJDc3V9EhqBUqT/mhspQfZS3LZcuW4c6dO5g5cyZWrFih6HAIkStl/dypIipL+aLylB9lLMuXL1/C09MTKSkpOH36NDw8PBQdEiFypYyfO1VFZSk/VJbypYzluX//fkyYMAGOjo7w8/ODjY2NokMiKoo6LAghhBAltnTpUjg4OGDSpEkQCASKDocQQghRefr6+rCwsMCuXbvQrVs3RYdDCCGEqAUzMzPUqlULV65cQZUqVRQdDlFhNCUUIYQQomSysrJw5swZAIChoSF+/vln6qwghBBCSiknJwcAUL16dYSEhKBPnz4KjogQQghRfVz92qdPHzx79gzVqlVTcERE1VGHBSGEEKJEcnJyMGzYMPTt2xfnz59XdDiEEEKIWvjw4QPc3Nxw8eJFAIC2traCIyKEEEJU3/nz59GoUSN8+PABANWvRD6ow4IQQghRErm5ufDy8oKPjw8GDRqErl27KjokogCTJ0+GQCAQ+TE2NoabmxtWrVqF9PT0ItP169dPav6xsbEwNTXl9z1+/LjYPp8/f8aCBQvg7u4OExMT6Orqwt7eHq1atcKCBQsQGhpaZMwFf7S1taXGXlYCAwOxevVq9O/fH1WqVIFAIICenl6haTp06FDoefj6+pZ5DACQkZGBJUuWoHbt2tDT00PlypUxZswYvjFICJHd58+f4eHhgefPn+PTp0+KDocQQghRC1euXMGAAQMQHR2NxMRERYdD1AitYUEIIYQoAaFQiB9//BGHDh1C3759ceDAAWhpUTVdEQUFBQEAevToASsrKwDA+/fvcePGDSxYsADnz5/HrVu3oKGhITEdADx//lxq/suXL0dSUhL/t5ubm8j2c+fOYfjw4UhMTISDgwPatm0LExMTREVFITAwEHfv3kXlypVRr149sWP36tULlpaWEo9rZ2cHfX19WYpAblasWIHTp0+XKO2AAQNgZGQk9npx5+MtSQwZGRnw9PREQEAA7Ozs0LdvX0RGRmLv3r04d+4c7t69C0dHx2LlSUhF9eXLF3h6euL169fYunUrxo4dq+iQCCGEEJV348YN9O3bF/r6+rhy5YpI24CQ0qI7IWpMX1+f5jyXA4FAgCZNmlBZygmVp/xQWcqPMpTlL7/8gj179qB79+44cuSIyg6lrQjvx7KsXxljCA4OBgDs2LFD5Ob41atX0aVLFwQEBODSpUvo3r27WDoNDQ00bNgQQUFByMzMhK6urkj+4eHh2LZtG9zc3BAUFAQjIyORG99Pnz7FgAEDoK+vDx8fH/Tv31/kXBMSEuDt7Y22bdtKjHnXrl2wsbGR6VzL43PXsmVLuLm5oWnTpmjatClsbW1lTrtu3To4ODgoJIZVq1YhICAALVu2xOXLl/mOkw0bNmDmzJkYM2YMbty4we+vDN9h6oTKU34UXZZxcXHo3LkzXrx4gQ0bNmDSpEkKiUMe1P39SG1X+VH0506dUFnKD5WlfCm6PAMCAtCzZ09oa2vj8uXLaNiwoULikAd6Tyon6rBQY1paWvTBkwOBQFDspymJdFSe8kNlKT/KUJadOnXC27dv4ePjI3aTWZVUhHqnLOvXiIgIJCUlwcTEROw92alTJzRr1gz3799HcHCwSIcFl6527dpo0aIFHj9+jLCwMLi6uorkMW/ePGRnZ2PEiBEICgqCq6uryLksW7YMWVlZ2LRpEwYMGCAWn5mZGX755ReJMVtYWMjcWQGUz+duzpw5ZZp/WcSQnZ2NLVu2AAC2bt0qMspjxowZ2LdvH27evInAwEA0btwYgHJ8h6kTKk/5UXRZnjx5EsHBwVi1ahWmT5+usDjkQd3rV2q7yo+iP3fqhMpSfqgs5UvR5blu3ToAwMWLF9G0aVOFxSEPVPcoJ1rDghBCCFEQxhiSk5MBAH369MG5c+fKfcocoly4qZXq1KkjcTs3RZSZmZnEdG5ubmjQoAEA8WmhHj16hGPHjuH777/n11Ao+DSUv78/AKBVq1Zyi5kUz+3bt5GQkABHR0c0atRIbPvAgQMBAGfPni3v0AhROWPHjsXt27cxb948RYdCCCGEqI2DBw/i5s2bxWozEFIc1GFBSq1atWoSF6U0MjKCq6sr5s+fj7i4OJnz0NbWRlZWVqH7P336FJqamnwad3d3ifslJCRg8+bN6N69O6pUqQI9PT0YGxvD0dER7dq1w4IFC3Dt2jUIhUKZz0vSz/Dhw2UvsDLk7e0tU7xXr16VmP7OnTsYMmQIqlatCl1dXVhZWcHDwwP79u0DY6zEcaWlpeHixYv47bff0L9/f1SvXp2PZenSpWV+XoQoq+XLl6NJkyb4+PEjAHq6gxR98z8sLAwAxJ5kkqXDYvbs2dDS0sKqVatE9s8vMzMTAHDr1q1ix1y3bl2Z06iC3bt3Y9KkSZg8eTI2b96Md+/elctxufKUdm3DvZ5/zRJCyP+kpaVhwYIFSE9PBwC0bt1awRERZUJtV/Vpu5bU6tWrRfKX5vHjx1i2bBn69OkDFxcXWFpaQltbG5aWlmjdujVWrlxZ5HuFEHUSGhrKjwLW19eX+l1GiDzQlFCkVL59+4b3798DAMzNzaGjowMAyMrKQnx8PEJCQhASEoKDBw8iICBA4pC1/HkAQE5ODl6+fCk2jUV+U6dOFblQ46ZEyO/YsWOYOHEivn37xr9mYmKC3NxchIeHIzw8HLdu3cLWrVsRHx8v03lJ0759+0K3lzcNDQ3+KVxJJE03s3DhQqxcuZL/28zMDElJSfD394e/vz8OHz6MU6dOlWiqmgcPHqBHjx7FTldQSc6LKE5SYjpuXn6NnBwhWnV0hLWtsaJDUiqrV6/G0qVL4e7uDkNDQ0WHQ5REYTf/jx8/jtevX6NPnz5iDYSiOizOnz+P69evY/LkyXBycuL3LzjColWrVrh27RqmTJmCU6dOoX///ujUqRNq165dophl1aFDB5E1GWTh7++PDh06lPiYRfntt99E/p41axYWLVqERYsWldkxAfAdI/b29hK3c6+XVwcKIaokIyMDffv2xdWrV2Fvb4+JEycqOiSiRKjtmkcd2q4lFRYWhmXLlsm07549e7B161b+bz09Pejr6yMuLg4BAQEICAjApk2bcObMGbRs2VJuMRKijF69egVPT0/ExcWhe/fucHJyUnRIRM1RhwUplcDAQP73Gzdu8DdJgLwLpyVLlmDr1q149+4dFixYAG9v70LzqFGjBiIiIhASEiL1ou/w4cO4desW7O3t8fHjRzDGxC769u3bh9GjR4Mxho4dO2L27Nlo3bo1TExMAACfP3/GjRs3cPjwYaSnp4s9WZE/poCAALi4uMheKEqgatWqiIyMlHn/Xbt28Z0VQ4YMwdq1a2Fvb4+srCz+4tnX1xdTpkzBjh07ShSTubk53N3d+Z/p06cjOjq6WHkU97yIYh3d+wif3icCAMJffcXUBR7Q0tJUcFTKYdOmTZg3bx5cXV1x+fJlsel9SMX19OlTAKIjLOLi4nDixAnMnDkT/fr1w4EDB6Smc3V1hYmJCapVq8Z3WAiFQsydOxfGxsZYvHgxhEIhnj17Bg0NDdSvX18kn+3bt2PgwIEICgqCn58f/Pz8AABOTk4YN24cpk6dKjZtGXfs6dOnS50jfsmSJYWOqOvWrVuxF7guzgLaxdGuXTuMGzcOrVq1gp2dHd6/fw8fHx/89ttvWLx4MUxMTDBt2rQyOTYApKSkAAAMDAwkbuc6OLn9CCF5srKyMGDAAFy9ehUTJkzAhAkTFB0SUTLUdlVO5dXGEwqFGDt2LDIyMtCyZUvcvXu30P2bNWsGBwcHtGnTBi4uLvz1ekpKCo4fP47Zs2fj69ev6NevH169egVTU9MyPwdCFCE8PBweHh6IjY3FsWPHqLOClAvqsCClwl0c6evriz1ZaWlpiS1btuD27dsICgqCr69voXlYW1ujR48e2Lp1K0JCQiTum5aWhl9//RUAMHr0aKxYsQKA6LQJMTExmDx5MhhjGDduHHbu3CmWj52dHYYMGYIhQ4bww8UlxWRsbAxnZ+dCy0DV5ebm8k+Luru749ChQ/xFsI6ODoYNG4bs7GyMHj0au3fvxpQpU0Qu7mXRtm1bseGyc+fOlc8JEKXEGMPnD4n83ylJmUhJyoSZheQbcBXJP//8g+nTp6NOnTq4cuUKLC0tFR0SURJJSUl8g713795i26dNm4ZNmzZJTWdmZoZq1aoByOu4uHTpErKzs/Hvv//i2bNnWLFiBaysrBAWFoa0tDS4uLiI3RR3cnLCkydPcP36dZw8eRJXrlzBy5cv8ebNG8ydOxfHjx9HQEAAtLS0RI6toaGBESNGSD23Xr16FXruylQnLF++XOTv2rVrY/78+WjSpAm6du2KJUuW4Mcffyyz9Wa4KRilTVNRmikaCVFX2dnZGDx4MC5cuIBRo0Zh69atNM0iEUNt14pty5YtuHPnDoYNGwYnJ6ciOyxGjhwp8XUjIyN4eXnBzs4OXbt2xZcvX3Du3DkMGzasLMImRKGioqLg4eGBz58/4+DBg/juu+8UHRKpIGgNCzWWnZ1d5o3ax48fA8ibgkJTU/zJaYFAwM+PXXDoasE83N3d+akppF30rV69Gu/fv4enpyeqV68OANDS0hJ5ouXYsWP8U4eyDPeUdMOBi4l7+uXdu3dqe4Pg0aNH/EiHmTNnSmzceXl5wcbGBkKhEPv27Sv2MfK/NxhjNI2FnHBlqYzvTYFAgLpulfm/K1czg6m58i4mXV5lKRQKceLECTg5OcHPzw/W1tZlejxFUMb3o7yVVf3KTa1kamoKLy8veHl5YeDAgXwnxJ9//olTp05JTZd/PYoGDRogOzsbwcHBWLJkCezs7DBjxgyp++cnEAjQsWNHbN68GS9evEBERAQmTZoEAHj48CGOHTsmdmxHR0d4e3tL/WnSpInYcZT5O0ySLl26oEmTJkhMTMS9e/fK7DjGxnnT56WmpkrcnpaWBiDvhglH1cpS2VF5yk95leWcOXNw6tQp/PDDD9i1axc0NNSvmavu70dqu8qn7SoQCOg7TIKIiAgsWLAAlpaW2Lhxo8zpCivLFi1a8L9/+PBBLnGqM3pfyld5lGdOTg569OiBqKgo7NmzB0OGDCmzYykSvSeVE42wUGMZGRlgjJXp00Xc0xySbkRwuPk0q1atWmgeRV30RUVFYe3atdDU1MSmTZvw999/AwDq1asHPT09fr+XL1/yv1tYWBTjbMRjatKkCRhjePLkCezt7dXySa2oqCj+d2nzjwsEAjg7OyMmJga+vr5Yt25diY/HlScpPWV/b/b7oSFq1bFGTk4u6jWsopQxcsqrLDU0NHDmzBnEx8fDzs6uzI6jSGVd7yiDsqpfuZv/bdu2FZmGIjs7Gz169MDVq1exZcsW9OvXT2K6gh0WAPDzzz/jw4cP2LFjBz+aQtr6FdI4ODhg69atuHHjBkJDQxEaGip27MLm7pYm/+duzZo1IvW3LObOnVvu017UqlULjx49wufPn8vsGFwHlbSbH9zr3H6A8tcHqobKU37KqyxnzJgBgUCANWvWSLwRrQ7UvX6ltqt82q4AfYdJMn78eKSmpuLvv/8udL2Mggory1u3bvG/Ozo6yi1WdUXvS/kqj/LU0tLC+vXr8f79e3h5eZXJMZSButevqoo6LEiJxcfHIyIiAoDkhcMA4Pbt2/wimgMHDiw0D3d3d9SvXx9aWlp4//49EhMTReaBnDlzJjIyMjB58mTUr19f5OmW/PKn+e2337BkyRJoa2uX6LyaNm0qczpl8vXrVzRu3BhhYWHIzc2FnZ0dWrVqhXHjxhW6QGlubm6R28LCwpCVlVXkYm5loaTnRRRDU0sDrk0kLxpb0Rw7dgxRUVGYNWsW9PX1y2wqGaLauLUgCtZr2tra+P3333H16lXcuHEDsbGxqFSpklg6SR0W9+/fR506dTBmzBh+W1EjLKSpUqUKQkNDRaaRknTskvD19S32otujRo0q9w4L7onb/KMb5I0rS+46pyDu9ZJ0EhGiTrj1eFxdXWFvb4/169crOiSixKjtqrzKuo23c+dO+Pn5oVOnTlKneZJVZmYmPn/+jHPnzmHx4sUA8qbTlDSVJyGqKjY2FhkZGbC3t0e3bt0UHQ6poNRvrCwpN/kb0gUv+mJiYvD777+je/fuEAqFqFWrFubPn19oHu7u7tDT0+Pn3Xz27Bm/zd/fH8ePH4elpSWWLVuG3NxcBAcHSzz2d999x8+tvXLlSlSpUgWjR4/Gv//+yz8xI+t5TZw4EZUrV8aoUaNQuXJl2NraivzIegHl7e0NgUBQ4p/r16/LdBxOWloaHj9+DB0dHQiFQkRERODgwYPo2LEjxowZg5ycHH7f/Iuc5i/z/HJychAWFsb//vXr12LFIy/FOS9ClMWZM2cwdOhQbNiwQer0AoQA/+tIKHgzA8h7atLFxQW5ubm4cOGCxHT5Ow2cnZ1ha2sLS0tLsSeOJY2wKGoo9Ldv3/i5nj09PcXyKu3N8+vXr4MxVqyf8u6o/vr1K/80paT/kby0bt0apqamePv2rcQRiT4+PgCKXheEEHXGGMO0adPQpEkTkaecCZGmorRdbW1tpbZf1aHtWlwfP37E7Nmzoa+vj+3bt5c4HwMDAwgEAujp6aFGjRqYMmUK4uPj0bp1a/j5+UFXV7fEeROiTOLj49GlSxe0a9cOSUlJig6HVGDUYUFKLP/FUadOnfgLIRMTE9ja2mL+/PlISUlB586d4e/vDxMTE6l5mJubo0aNGgAgNrQ2NzcX06ZNA5C3EKaFhQWeP3/OLzhW8KKvSZMm+O+///hhvF+/foW3tzdGjhyJatWqwdXVFRs3bpS4YFnB84qLi0NMTAwSEhIQExMj9pN/OobC6Ovrw8bGpsQ/so5mqFy5MpYsWYKgoCBkZGQgLi4OaWlpuHPnDjp16gQA2Lt3L6ZPn86nady4MWxtbQEAa9askXhBuH37dsTGxvJ/l3fFVZLzIkQZ+Pr64vvvv4e5uTn8/Pxgbm6u6JCIksrNzeWnWpJ2M7xv374AgHPnzoml09TURL169fjXtbW18fnzZ8TGxoo89RcXF4cPHz7AyspKZFqyOXPmYNasWRJvjjx9+hQ9evRAcnIy+vfvj+bNm4vFXNoRFsri3r178Pf3F+vAiYyMxHfffYfU1FT06dMH9vaio8dGjhwJFxcXnDx5stQx6OjoYPLkyQCAyZMni6xlsWHDBgQHB6NNmzYq+yQtIaXFGMPs2bPx119/oXXr1lKflickv4rUdpXWflWHtmtx/fTTT0hMTMTSpUtRs2bNEudja2sLGxsbGBoa8q917NgRmzZtkrlcCVF2SUlJ6NatG548eYLRo0dL/B4kpNwwopbq1q3LqlatynJzc8vsGIMHD2YApP5oaGiwNWvWyJSHh4cH/9q6desYADZp0iTGGGN//fUXA8AaNGjAcnJyGGOM7d27lwFgmpqaLC0tTWLe2dnZzNfXl02ZMoXVr1+fCQQCkfjq1avHkpKSpMbk6enJGGMsNzeXnTp1qkzLsjzk5uayvn378v+bV69e8du2bdvGl0uXLl3Yo0ePWGZmJouOjmYbNmxgurq6TFtbm9/n5cuXpYrj1KlTrHr16gwAW7JkSZmdl7pTl/emMiiLsvTz82N6enrMwsKCBQUFyS1fZafu78eyql+fP3/OALBKlSpJ3efOnTsMADM1NWVZWVki6erWrSvTca5du8YAsM6dO4u83rp1a/571NXVlQ0cOJB99913zM3Njf/u79evH0tNTRWLGQDz8vKS+rNr1y6JsZTHd9i5c+dY8+bN+R8ATCAQiLx27tw5fn/u+sLOzo61b9+eDR48mLVu3Zrp6enx1w4xMTFix2nfvj0DwPbu3VvqGBhjLD09nd/Xzs6ODRo0iP/b0tKSvX79WmR/qg/ki8pTfsqiLBcuXMgAsNatW7Pk5GS55avs1Pn9SG1X+bVdGVOP7zB5tPH+/fdfBoA1bNiQZWdni2xbsmQJX7ZFxVGwLGNiYti6deuYubk5EwgEbNGiRcWOrSJSh/elMpF3eSYnJ/Ptgfnz5zOhUCiXfFVBactQV1eXaWlqsC1zRxXrx7aSmcxtuIqIRliQEuOe5vjll1/46RkyMzPx/PlzDB06FEKhEPPmzYOfn1+ReeR/mjT/UypxcXH83JB//vknP6UFl65OnTpS54LX0tJC165dsXnzZoSEhCAmJgY7d+7kF8QKDQ3F8uXLpcakbnNDa2ho8ItlC4VCnD17lt/2008/Ye7cuQCAy5cvo0mTJtDV1YWtrS1mzJgBMzMzkWHRyvSUeGHnRYiiJCUlYeDAgdDV1cXly5fV7vuEyF9h00FxWrRoAWtrayQmJvJToBR3SiZp61fs2LEDf/zxBzw9PZGWloaLFy/iwoULSEhIwODBg3Hx4kWcPHlSZP0KLi8A2Ldvn9SfuLg4mWIrC1+/fsX9+/f5HyDv6ez8r+Wf5rB58+aYOHEi7Ozs8Pz5cxw/fhzPnj1Dw4YNsX79ejx8+BDW1tZlGgMA6Onpwd/fH4sWLYKBgQFOnTqFyMhIeHl54cmTJ3ByciplyRCimn777Tf89ttvaNasGS5cuFCm68kQ9UJtV9VS2jbely9f8Msvv0BTUxM7d+7kp92SB2tra8ycORO+vr4QCARYsWKFyOhXQlRNeno6+vTpgzt37mDmzJn47bffaBFqonC06LYaK8svmKSkJLx58waA6BzYOjo6qFOnDg4cOICwsDAEBgZixYoVIvNdS8pD0kXfs2fPsGjRIsTFxWHAgAHo2LEjvw93YVacIeBWVlYYN24cunbtCkdHR2RnZ4vNeZs/pvwXfYpYYLosODk5oVKlSoiNjUV4eLjItt9//x39+vXDzp078eDBAyQkJMDa2hpdu3bF9OnTsXPnTgB5nRVWVlalikPe5VnYeak7dXlvKgN5lqWJiQkOHjwIc3NzmqpCDZVF/TpkyBAMGTKk0H00NDQQExNT7HT5/fLLL/jll1/EXq9bty7q1q2L2bNny5xXcY8tSVl/h40aNQqjRo2Sef86derg77//LvZxCpuvu7gxcPT19bF8+XKJN6gkofpAvqg85UeeZamjo4NGjRrB19eXpqpQM9R2FVWatit3bqquNG28OXPm4Nu3b5g4cSJcXFyQkpIisj0rK4v/ndumo6MjsdyklWWzZs3Qpk0b3Lx5Ezt27KC1pWSgDu9LZSLP8tTV1cXPP/+MtWvXUmcFUQrUYaHGjIyMoKFRNoNonjx5ws/vnP+ijyMQCDBt2jSMHDkSN27cQEREBD/Pp6Q88l/0WVpawt7eHh8+fMA///wDPT09/ukKIO8Ji6dPn4qlk1XVqlVRtWpVhIeHi8wLXTAm7qJPQ0MD3bt3L/Zx8jty5Ag/l2lJnDhxAq1atSpVDLJo3rw5Pzd5QTdv3gQAtGzZslQVmDzKk+ShspQfeZXl06dPUalSJdjb21fY/01Z1TvKpCzr14qEvsPkh8pSvqg85UdeZSkUCqGhoYFff/0V06ZNq5AL3Kp7vUNtV8mK23YFSv+5U5W2a2EiIiIAAP/88w/++eefQvc1NjYGAEybNg2bNm0S2VZUWVapUgUA+I4jIh3VrfIlj/Lk6lZ9fX2cPn0aWlpaFbKzQt3rV1VFHRakRLinRHR0dFC3bl2J+/Tt2xfa2trIzs6Gj4+P2FObXB5GRkaoXbu2yLaGDRviw4cPYIxh1qxZcHBw4LeFhYXxF2sleXI5LS0N0dHRACAWOxeTlpaWyOKlpZWeni72VGxx5H8CpDTevn3LL55d8CK8MO/evcOVK1cAAF5eXnKJRZ5Kel6EyFNISAg6deoEGxsbBAUFyXXoOSGEEFJR7dixA8eOHcOpU6dgaGhYITsrSOlQ27V4VL3tWp64kR9cpwchqiInJwdDhgxBw4YNsXDhQhr9QpQOdSOREgkMDASQd9Gkra0tcR8TExO0adMGAHDy5EmpeTRs2FCsF/fHH3/EzJkzMXv2bH5thYLpNDQ0RJ6QCQ4OxqdPn4qMffbs2UhLSwMAjBs3TmLetWvXlmtjaNSoUfxcqSX56dChQ5HH4J6uKWw7d+GtoaEh85DV7Oxs/Pjjj8jNzUX9+vXx3XffyZROXsrqvAiRp5cvX6JTp05ITk7G+vXrqbOCEEIIkYN9+/ZhwoQJCA8PR2JioqLDISqK2q7Fo8ptV87169cLjXHJkiUix2KMiYyuyM3NLTJGPz8/PHjwAABkOmdClEVubi68vLxw/PhxhISEQCgUKjokQsRQhwUpEe5pDklDavPr2bMnAODevXv8kyEF85A0NLZ3795Yt24d/vjjDxgaGkpM5+zsLLJt165dcHR0hJeXF79QKCcuLg6nT59GmzZt+LmpJ0+ejM6dO0vMWxUXLYuKikKzZs2wfft2hIeH8xdYQqEQ9+7dQ/fu3fmL759++gnOzs582vDwcCxcuBCPHz9GRkYGgLxK7MaNG/Dw8MClS5dgZGSE/fv3S7zI9/b2hkAggEAgkDqPd3x8PGJjY/kfrlJMS0sTeb3g/KKlOS+ivphQqDQXVm/evIGHhwfi4uJw9OhRdOvWTdEhEUIIISrvyJEjGDNmDKpWrYpr166hcuXKig6JqChquyofebTxZGmDltT79+/RqFEjsfi4batXr0bfvn3BGIOFhQWmT58u1+MTUlaEQiHGjx+PQ4cOoW/fvjhw4ABNiUSUEj0CSootNTUVYWFhAGS76Js1axYYYzh9+jR++uknsTyKO5cn9yRJwSG1T58+RUZGBvbv34/9+/cDyBuaKRQKReb71NfXx+LFi8Wefskf05kzZ2Bra1toHO3bt8eRI0eKFXtZe/jwIR4+fAggb9EkY2NjJCcnIzMzk99n9OjR2Lx5s0i6pKQkrFy5EitXroRAIICZmRmSk5ORk5MDAKhcuTJ8fHzQqFGjEsfWqFEjREVFib2+du1arF27lv/by8sL3t7ecjkvop7ehDzEtRN7IczNRevug9GgpYfCYnn//j08PDwQExODw4cPo2/fvgqLhRBCCFEXJ0+exLBhw2Bra4tr166hevXqig6JqChqu+ZRp7ZreQkKCsKECRMA5E0nZmJigvT0dJH/T40aNXD8+PEiy58QZcAYw+TJk7F37150794dR44ckTrqjBBFow4LUmxPnz7ln2wu6qLPxcUFNWvWRHh4OE6dOsVf9OXPozgXfYwxqYuWXbhwARcuXICfnx8eP36MyMhIJCYmQkNDA7a2tqhXrx46deqEkSNHSnxCK39MaWlp/NBbaWrWrClz3OXBxsYGW7Zswd27d/H06VN8/foV8fHx0NPTQ40aNdCqVSuMGTMGrVu3Fkvr4OCAxYsX4/r163jz5g1iY2NhamqK2rVro1+/fpg0aRKMjIwUcFalOy+i2hLi0nDdNwzZ2blo41kLdvamYIzB/+Q+ZGWkAwBunTuE2g1bQFffQCExVqpUCfXr18eqVavw/fffKyQGQgghRJ3k5ORg8eLFqFSpEq5duwZHR0dFh0RUGLVd86hT27U8VK5cGUePHsX169dx//59fP78GbGxsdDU1ES1atXg5uaGvn37YujQodDX11dIjIQU14sXL7Bnzx506tQJx48fpzWhiFITsKIm5iMqiVt0KzQ0VMGREEJIyezceAufP+TNV21gqINpizyhpSnAjmU/Izsrb+oygUCAMQs2Q9+w7DvUGGPIzcmBlrY20tLSYGBgwL9ecC5jor7Ko36dPHkytm7dCiBvEdBTp05J3C82NhaOjo5ISkoCAPj4+GDAgAES9x0/fjx27doFAIiJiYG1tbVMx5dGS0sLSUlJ5d5Ij46Oxpo1a3D+/Hm8f/8e+vr6qFGjBjw9PfHHH3/InE9gYCCuXLmCBw8e4P79+/j06RN0dXX5aRHlnY4QUjyfP39GfHy81AWSiXqhtishhJSPe/fuoUGDBmLT15GS09PTQ05OLhZPE1//qDB/7ZsEKxtjqvukoInK1FhaWprSzPGuyoRCIW7cuEFlKSdUnvKjqmWZk52N8OeP8TEirNDF7GI+J/G/p6VmISUpAwINDbTpNQQampoQCARo1qmfXDoriirLhNhoHNwwH9sW/4jD/6xG06ZN8dtvvwEAdVYUoGrvx5Io6/o1KCiI//358+dS91u+fDnfWQEAbm5uEvd7/vw59u7dy//97NkzmY7fq1cveHl5SfyZNWtWqTsrivsddvfuXdSpUwebNm2CtrY2+vTpgxYtWuDbt2/YsGFDsY69YsUKzJs3DydPnpRp0dPSpitrqlofKCsqT/kpTlneuHEDZ86cAQDY2dlRZ0UB6v5+pLar/NB3mPxQWcoPlaV8Fac8t2zZwk/P3aJFC+qsKIDek8qJpoRSY7m5uYoOQW3kXwSNlB6Vp/yoWlkKhUKc3r0Wn6NeAwCadOyNFl36S9zX1d0eTx++BwBUdTCHmUXeiIZ6TdujlmszMCGT61RQhZXlA7/TSIiNRmp6JlYv/QMfv8TThV4FVpb1K2MMwcHB0NDQQMOGDREUFITMzEyxIdvh4eHYtm0b3NzcEBQUBCMjI6nTpvz666/Izc2FnZ0dPn/+jJCQEHh4SF77hTs+kLcgqI2NjXxPsABZv8M+ffqEHj16IDMzEydOnMB3330nsv3BgwfFOm7Lli3h5uaGpk2bomnTpjLPPV3SdOVB1eoDZadq5Zmemozrp/Yj/ssnuLi3RqN23cu0Q10oFMq8SKcsZRkQEICePXtCT08P4eHhMDExKWWERNVQ21W+VO07TJlRWcoPlaV8yVKeq1evxrx58+Dv748TJ06UfVCEyAl1WBBCCCk3cTEf+c4KAAh9cF1qh0WvQa6oVdca2dm5qNPATuTGi45u+U5Dw4QM6RlZ+PvIZXz8Eo/pkydg+vTp5RoDqRgiIiKQlJSE2rVro0WLFnj8+DHCwsLg6uoqst+8efOQnZ2NESNGICgoCK6urhJvTl6/fh3nz59HvXr1MH78ePzyyy8ICQkp8vgWFhZl3llRHHPnzkVCQgK2bNki1lkBAM2aNStWfnPmzClRHCVNR0hZu+t7DG+fPQIABPgeg7V9Ddg71pH7ceK/RuPCgS1I+PoZzu6t4dF/tMwdF9I8evQI3bt3BwCcPn2aOisIIYQQOdi0aRPmzZsHV1dX7Ny5U9HhEFIs1GFBCCGk3BiamENTSxu5OdkAAFNL6fPoa2gIUMfVrrxCE/P10zu8eHQLRmYWqO3eFj/PXY530d8wuHcn/LFhs8LiIuqNm47Jzc0NDRo0AJA3pVP+DotHjx7h2LFj+P7776GnpwdA8kKijDHMnj0bALBmzRp+VFBhHRbc8evUkf+NzpKKj4/H0aNHYWpqinHjxik6HEKUUkpSgujfifEifyfFx+JF4G0YGJmgbpN20NSS3gzMyszA3Us+SPj6GS6N28C5YUt+2/0rJxD/JW86tJeBt+FY1x016jYqcdxBQUHo0qULsrKycPHiRYUtsEsIIYSok3/++QfTp09HnTp1cOXKFVhaWio6JEKKhTosFGzv3r3Yv38/nj17hoyMDNSuXRszZszAsGHDFB0aIYTInb6hEXqOmIrAG+ehq2+A1j0GKzokiVKTE3Fi+ypkZ2UCAJhJFXyIicOM6b9g3foNtG4FKTPSOizymz17NrS0tLBq1Sp+oWlJ61ccPnwYjx49QocOHdCzZ098/foVQN6iptKmc+GOr0xzx9+5cweZmZno1KkTtLW14ePjg9u3byM7OxsuLi4YNGiQUo0GIUQRXFt64sObvM+2qaUNatRpyG/LykiHz98rkJaSt+ZN7Of36Pidl9S87voeQ8i9awCA92+ew9zKDtZVHACAf+CAk5ubU+KY4+Li0LlzZ6SmpuLs2bPo0KFDifMihBBCSJ6LFy9i0qRJcHJygp+fH6ytpT8kSIiyog4LBfPz80OfPn3wxx9/wNzcHCdPnsSIESOgpaWFwYOV80YeIYSURrXa9VGtdn2R15IS03HryhtkZ+eiVYeasLZT7HQQXz9G8p0VAGCpDzx9+hTOzs7UWUHKVFEdFufPn8f169cxefJkODk58fsXHGGRlZWFBQsWQCAQYO3atQAAKysrWFlZ4evXr4iIiJC45oU8Oiw6dOiAGzduFCuNv7+/1JuVoaGhAAAbGxu0bdsWd+/eFdk+b9487N27F99//32J4iVEHTi4uGH4rDVI/BYD22pO0Nb537o3sZ/f850VAPDulegoq5j34Xj5+A5MLW3QoKUH4r6ILigf/+UT32HRxKMPot+9RXpqMqo61RPpGCkuCwsLLFy4EDVr1kSXLl1KnA8hhBBC/qdjx46YOHEi5s2bBzs7xc1YQEhpUIdFIQIDA3HlyhU8ePAA9+/fx6dPn6Crq4uMjIxC02VkZOD333/Hf//9h3fv3sHCwgLdunXD8uXLYW9vL7LvgQMHRP6ePXs2/P39cfToUeqwIISoLSYUIikhFobG5tDS1saxfYH4GJUAAAgP+4qpCzygpa2psPhs7GtAU1sPh875o3OLBmjYtj5cXFwUFg+pOJ4+fQoAcHV1hYmJCapVq8Z3WAiFQsydOxfGxsZYvHgxhEIhnj17Bg0NDdSvL9oJ+NdffyEiIgJDhgxBkyZN+Nfr168Pf39/hISESOyw4I4/ffp0qeu0LFmyBEuXLpV6Dt26dYODg0OR58oYw/v371G1atVCF6+Oj8+b2mb//v3Q1dXF7t270adPH6SkpGDLli3YsGEDhg8fDmdnZ7G1PgipSEzMK8HEvJLY6xa2VaCrb4DM9DQAQOUazsjKSIe2ji6SE+NwYsdqfuREWnICqtRwxsfwl3z6zIx0fIp4BdvqTrCxr4FRc9cjPTUFhiZmJerEf/fuHSwtLWFoaIipU6eW8GwJIYQQkt/Lly/h4uICPT09/P3334oOh5BSoQ6LQqxYsQKnT58uVpqMjAx4enoiICAAdnZ26Nu3LyIjI7F3716cO3cOd+/elXiDIL+EhARUrVq1NKEDAHR0dOhJYDkQCAT0VLUcUXnKj6qWZVZmOk7tWosvHyKgb2iCvmNn4fOHRH57SnImkpMyYG5pWG4xCQQC1K5VC9Hv3sDIxBz6xma4EBiF20/C4NzAHa260pPbslK192NJlFX9mpSUhMjISJiZmaFatWoA8jouLl26hOzsbPz777949uwZVqxYASsrK4SFhSEtLQ0uLi4wMDDg80lISMDKlSuho6ODVatWiRyjXr16fIdFv379JB5fQ0MDI0aMkBpnr169Cj2PuXPnynS+jDGEhYUV+T2Wm5sLAMjJycHWrVsxZswYAEClSpWwfv16vHv3Dj4+Pvjjjz/EHgSpKFS1PlBW6laeevqG6P/TfIQ+uA49fSN8jnqNHcsmwdTCGg1aeopM8/Qh/CX0DY1F0t88k/e5qlG3EXoMnwJNLW0YmZrLdOyCZfnu3Tu0a9cONWrUgJ+fX6kX7K5I1OX9KA21XeVH3b7DFInKUn5UuSwTH11EUqAvtM1sUKn7T9AyUfx6EAXL89TJk/j+++/x0+ihWLlmHUwtaBooWanie7IioA6LQrRs2RJubm5o2rQpmjZtWujTf5xVq1YhICAALVu2xOXLl2FkZAQA2LBhA2bOnIkxY8YUOk3Cvn378OjRI/z111+ljl9XV5c+eHIgEAjoyWo5ovKUH1Uty9fBD/DlQwQAID01CY9vXkBd16Z49iRvCorKVU1hZm5QWBZyJxTm4vnNU/gc9RpCIcOlpx9w4bIffvjhB2zf8y80NBU32kPVVIR6p6zq1/zTQXEaNGiAc+fOITg4GEuWLIGdnR1mzJghdX8AWLlyJeLi4jB9+nTUqFFDZFu9evUASF54m8vP0dER3t7e8jmpQsj6HWZsnHfzVENDA15e4vPujxkzBj4+Prh+/bq8Q1QZqlofKCt1KM/cnBxcPboTES+DYFfdEV2GTEC73sPw8vEdPPA7BQBIjPuCT5GvoK2rh+zMvBHkaSlJfB1dUMTzJ0iOj4WJhZVMx38ReAsZ6alwcW8NgUCAT58+wcPDA1FRUVi2bBl1VhSTutev1HaVH3X4DlMWVJbyo6plmRkdjm+XdgEAsmM/4NuVPbAZMFth8TChEE/vXMbnyNdwqOMGgcAFvr6+GDRoEPR0tWGGZPj8vRLDZ/0OXb3ybVOrKqp7lBN1WBRizpw5xdo/OzsbW7ZsAQBs3bqV76wAgBkzZmDfvn24efMmAgMD0bhxY7H0p0+fxk8//YTt27fD3d29dMGXo2rVquH9+/cAAC0tLaSmpkJHR0fq/k+fPkXjxo0hFAoBAI0aNcLjx48LPUZUVBRcXFz46biio6OLXGAzf1xFGTZsmFI8lent7Y3Ro0cXud+VK1fQqVMnmfP99u0bzpw5Az8/Pzx+/BhRUVHIycmBlZUVmjRpAi8vL3z33XdS06elpeHGjRsIDAzE48ePERgYiHfv3gEoemoQQgrS0tYp8Lcu+g5oCCcXa2Rn56J+o8oQaJTvRcPnqDd5nRWM4eCF23jw7C0GDBiA/fv3Q5M6K0g5kdZhAQA///wzPnz4gB07dvCjKSStXxEVFcVfi/j5+aFNmzYix4iLiwNQeIdFaadVWr16NV6+fFn0jvnMnTtXaiOWm17K1tYWurq6Urd/+fKlWMckRF0xoRAnd65G9Lu3APIWzg68cR5tegwR21dbRxffT1yIV0H3oKNngICLR0W26xkYISMtBUBe/a1rINvox+un9uFF4G0AQOj96+g0bBo6de6Ct2/fYvv27RI7HwkpD9R2lZ/yaiPeuXMHW7ZswZ07d/DlyxeYmJigQYMG8PLywsiRIyXebCzODcgOHTrA399fLrES9ZOTHCf6d9I3BUWSJ+S+P+5cOAIACH/+GE+CX2Dcz79AR0cLk4d0gW0lM6SnJiH283tUqeGs0FgJKQ3qsJCj27dvIyEhAY6OjmjUqJHY9oEDByI4OBhnz54V67A4fPgwRo0ahW3btmHUqFHlFHHpffv2TeTCKicnBy9fviz0ZsfUqVP5Cz4AEjtvCpoxY4bI2iFPnz5F165dZYrL3Ny80ItQAGjfvn2RMZQnDQ0NWFlJf3pN0g2bwtja2iInJ4f/W09PD9ra2vj48SM+fvyI06dPo3v37vDx8RGZVoTz4MED9OjRo1jHJEQapwZN8e7VM7wOfgCrytXQzLMvNLU04NrEvujEZcTg/6e/uBX4Eg+evUUT1zo4dOgQtLSomiTlh1s/QlKHxf3791GnTh1+OiRAcgfHggULkJmZt2B8cHCw1GO9fv0aGRkZ0NPTK/T4JeHr61vsRbdHjRoltcOCu6aKj48HY0zsJsS3b3kNx/wPihBSkX0If8l3VnCy/v862qlBM7wOfoCosGCYWlijqUdvmFWyRYsuA5CTnY3HNy7wHRSmFlbwGDAa96+eRnZWJpp36ifz05qRL4P43z9/+ohOnTrhZdgrbN68GT/++KOczpSQ4qG2q3yVRxtx4cKFWLlyJf+3mZkZkpKS4O/vD39/fxw+fBinTp0Sax8X1UGUnZ3NP8TRtGlT+QdO1Ia+QwPoWDsg60skIBDAtFnhU6OWpc+RrxH29C7/95v3Mdi+aRp0dfWwat4UCBM+AAB09Q1gaau4tjUh8kB3YuSIu3EgbXQE9zq3H2fnzp2YMmUKvL29MWSI+JNPyiwwMJD/vUaNGoiIiEBISIjUi77Dhw/j1q1bsLe3x8ePH8EYK/Ki79q1azhx4gTatGmDlJQUPH36tMiLvvxxBQQEqNzQw6pVqyIyMlJu+eXk5KBZs2YYNWoUunbtipo1awIAIiMj8dtvv2H37t24ePEifvrpJ/z7778S8zA3N4e7uzv/M336dERHR8stRqIekp6/QPjO3WC5uag+cjgsmoh/vjU1tdB50Hh0HjReARFKZmFTBe37joCB6QVoG5pg49ZdRTYWCZE3SR0Qzs7OsLW1RXZ2NtasWSMy4qfgCIsnT57g0KFDqFy5Mt68eQN9fX2Jx6levTrevXuHFy9eiDxgIa8RFvKemqlBgwb8Ncb9+/fRokULicdTpdGphJQnDQ1NNGzdGQCgpa2NzoN/hDAnB/qGxhDkm5ZJS1sbfcbMxL3LJ/ApIgyJcV9xbv9mtO01FHFfPiIjLVVip2F+6SlJ0NEzgJ1DLYSH5j2FrqWrDwg0sHbtWkyZMqVsT5aQQlDbVf7Kso24a9cuvrNiyJAhWLt2Lezt7ZGVlYVjx45h4sSJ8PX1xZQpU7Bjxw6RtEXFsH79esyaNQsAMHbsWLnES9SThrYuKo/+HZnvX0LL1AraFnYKieN18ANc+u8fkdeEDDA2NsGZM2fQpLE7ggKuIC05CfWatoOefvmtB0lIWaAOCznihj/a20vuyeRe5/YD8ta2+PXXX7F161Z06NCBr1g1NTULfcKew81FXdDbt2/h6Ogo8jRIQYXNG1tYOoFAwDdUuIsra2tr9OjRA1u3bkVwcDB++OEHsXRpaWn49ddfAQCjR4/GihUrAPzvBoOkY+bk5GDq1KkQCATYsGEDtmzZwl/0cRhjYIyJpHv06BGAvHmva9euLfVcJKXNTx5lVJxjFpZnaY7p5+eHDh06iOVTrVo17NixA5qamtixYwcOHDiAVatWiSz6LhQK0bp1a8TGxorkWdSiqkWVbUnLCCj//4uijqmK8b78Yz2y4+MBAGFrN6DZ/j3Q1NVVSBkV9XmKePEEIXevwcjUHFn6NujRqzcatPDA6P8/prT0qvZ/UbZjqoryrl9zc3MRGhoKTU1NkWNra2vj8+fPfJlz6ePi4vDhwwdYWVnxTxHOnj0bjDEsXbpUpLOi4DGdnZ3x7t07BAUFoWHDhhAIBPzxgf91mCjTd9Ts2bMxadIkTJ06FRcuXEClSpUA5F2HrF+/HgDw008/iaX18vLCw4cPsXLlSgwYMEDqMQs7dmHnWVi6otIW9R0lrYyU6f+iqsdUtXgLO2ZGehpSE+MhFOYi5n047Bxqw7aqI6rXaYioF0+hZ2CE7sN+hoVNFQDArXP/IejOZWjp6KLz9+NRo24jfIv5iJB716CrZwD3dt1RpaYL3r3KmzYuOzMD147v4Y+XmZ6KBi09xeLIzc2B73//IOpFEAyMjNF16CSYW1VGVkYaGrTwwKSl5tDX11er95GyHVMVUNtVvdqurVu35kcpcPK3EUtzzJycHCxatAhAXpkfOHAAAoEAQqEQ2traGDZsGLKzszF69Gjs3r0bU6ZMQYMGDWSuW3fv3g0AaNOmDZydnStUvUF1awmOqaEF3er1+XwV0XZ9HXxf5Dh6pg2waO0K/G5qzl/3N2rbXSw/tf6/yOmYslzrk/JHHRZylJKSN3xa0pQ6AGBoaCiyHwBs3rwZubm5mDBhAiZMmMC/Xr169VI/YZ+ZmYmzZ89K3GZmZlboUNJLly4hKytL4rZGjRqhWrVqAMDP3+nu7s4/4enn5yfxuP/99x/ev38PT09PVK9eHUDevKHcEy0BAQH8tA6cc+fOITQ0FD179kTTpk1Rv35eJZH/oi85OVlszsnz588DyCvHjIwMqf+T4OBgqeVsY2Mj9hRnftLKFgCaN28udZF27kkeSZ4/fy41TyDvKdLk5GSJ2+rWrYtatWpJ3Obq6lpovKNGjeKfSnn06JFIh0VgYCA+ffokliYtLa3QWLOysuDr6yt1e7t27WBubi5xW1hYGMLCwiRuk9d7t6BPnz7xjYWCNDU10auX9KGfkt67HCcnJ6mNM0nv3fw6d+6sMu9dfX19dPLwQE5SEv+aMCMDwsxMaOrqlvi9++3bN9y5c0dqvD179pQ6bZO09y4A2FhXQuDZ3WCM4dzNx7gUEIydO3di3Lhx9N79f6V57/bt21fqNnVQFvXr+/fvkZ6ejrp164pM08Qp+H/mPouVK1fGhQsXoKGhAT8/P9SuXVtsLaSC/2du2oTTp0+jadOmqFevHl69eoX09HQA4Oeczs7OxufPn0Xyqlu3Ljp3zntSuzy/o2xtbdGqVSsEBATA2dkZrVq1QkpKCgICApCVlYXx48ejcePGYmmfPHmCsLAw3L17V6TD4vz58/zNJ05WVhbq1KnD/z1o0CA0adJE5DuqOOmAkn9HVa1aVeqIEfqOylOR6tcuXbpI3Bb97i3uBNyDlv7/pkN7G/0w7xdTB5jaZ8BQm+Fz1GvYVa+FxLivCLpzGQCgqWeMZ28/4NnbvOkjoGGG5Czg8lU/AIBAQxNMmCt2zPdvQpGlYyb5vWvqAAtHDcS9fYzrZw9jz+mbmDRpEt9ZkpmZSe9dUP0qDbVdVa/tWtj3E1Dytuu3b9+wd+9e/mHO9u3b49y5c/x2rm718vLC3LlzERMTg3379mHdunUy1a0BAQF48eIFAGDcuHEAqG7lUN2aR9narlWrVoWxmSUA4NOXeBy4cBvf96yDt6+z0KiFVqFlRO/d0r13ieIIWGHdTESEQCCArq6uyHyU+Y0fPx67du3CwoULxRqzQN580bVr10bt2rWlfinIS7169finJaX1FMqj57JmzZqIiIjA/Pnz8d1336Fp06YSpzOKiopC3bp1kZ2djadPn+Lvv//GP//8Azc3N/4CruAxY2Nj4ezsjMzMTLx8+RLVqlXDxYsX0aNHD2hoaCA5ORkGBgYSe0udnJwQERGBmTNnYu3ataXq3WWMISEhAWZmZiL5lEXvrre3N8aOHSu1w6qsepSfPXvGP1F77NgxDBw4sMhj1qxZE1FRUVIXVJN2TK48zc3NS/z0KPX0g3/SWtJ7U1HxamhoIOrfg/jgcwIAYNO5E5wmTyzTY5b0KZV3r57h3L6N8L0ThPO3nqBmtcq4djOAv7CqsE8PyeGYjDG1Xqi8rOrXw4cPY9iwYRgyZAj+++8/se0Fy/zPP//EjBkzMHPmTKxevRqNGjXCs2fPxL7DJR1z27Zt+Pnnn9G5c2dcunQJAoEAhw8flviEaUFr1qzhp1Ao7fuyuPWrUCjE9u3bsXv3boSFhUEgEMDNzQ0TJkzAiBEjJB7Tw8MDN27cwO7du0XW//D29hbr2Clo9+7dGDVqlMh5FicdUH4jLPKXpYaGhsp8XyjqmKpYv0py4d8tCH/xRGo65MuzVbfv4Vi/Cf5dN4d/zczKDp2+Hw+ff/7XbtHTN8KoeRsQcOEoXj6+jazMdJEs2/T8Aa6tOokdKiosGOf/3QwwICs7G9t9/PAq6jOmTZ2CJUuXwczMjD9XaVTtfUT1q/xQ21V+bVduv4LfYeX1OXBwcODbiIsXLy7xMY8cOcJflwQGBvIdTAXTtm/fHjdv3kS9evXw7NkzmerWsWPHYs+ePTAxMcHnz5+l/l+4WKjtKtsx1aVuLctjSkqbk52LrP9j777j4ybvB45/JN0+7z3ixHZsZ++9ExLC3nuPlkIpLYUf3VBaZil00kJbZimbMJMACdlk7504iZ147337TtLvj0vOudiZnDOf9+vFC0t6JD16cnePpO8zfCoWa+eBjMaaCsqLd9La1Mzsz+by0nvv4vZ4ufnK33LBBcPIznLTZ9hY4pI6D9ycaWV0Ks55tPMejcViIRBQ+e2Dnx7Xfv/47/0kp0aHerkL4UQPiwiKjg5O2up0OjvdfqBF+smaFNLlciFJ0gl98Y5ln6amJvbu3QsEW6n0798fg8FAWVkZbW1txMbGhtL+7Gc/w+Px8MADD9C/f/+w1i2HO+ejjz5Kc3Mzv/nNb0IvEQ+0UtE0jS1btjBq1KgOP0wH52vkyJFH7Np1LF2/dF1nyZIlXHbZZWFpT/QH7UjnPHDMuro6hg0bRmFhIaqqkp6eztixY/n+97/P5IOGdorEOYGwyVEPTPB6aJ4idU5N01i6dCmXXXbZce97LLri3+V0POeBfQ+U5fHkoSvz2+O2W0iaOAFdDWDPyTkp5+yMqmooyuHPmZnbi2Vb9jH72w10S0ng9Zf/ysaNG8nKyjriy76uyi+cPZ/doz0ong26on69+eabufnmmw+736Fl/tBDD/HQQw+Flg/Xgqyzc95///3cf//9YetuvPHGiM6j1RX1qyzL/OhHP+JHP/rRMZ/zcPNp3HnnnaGgwvE40f06E8nv38F163e97zmcs+U36lj3Pd3q184YzZawoMSR1FWWMnTSxYycegVrFs5EQsJoNAE6MfFJtDbWAZDTZxAGg4GJl9+MLTqalXM/CR0jb8AIeg8dh65rKEr4Y2RSRg/QdfwBlVc/WcCukiomDO3NkAxL6Hsu6tfvds6zvX4Vz66ReXaFzuvXM+17cPC+uq4f9liqGuwJVlhYiM/nO+ocdA6Hgw8//BAI3nsdaFUtnl279pxnUt16Ms9ZVFjHjLfW4fUEGDwyi8uuHxi2f11lKTNefhKvL5p9dT15/cNPcHm83HDpL8nLGURUaoAN337JjrWLufWRP3SYt8LncaMYjR3q7BPN78HOpn+Xs71+PVOd2YNgnmYO3JiUl5d3uv3A+sN1jTrTHLhxg+DNm8VioVevXkCwxf4BCxcu5OOPPyYxMZHf//73qKrK5s2bAQ47admGDRt47bXXSEtLCxsHMysrK9RC6+CutYfL1w9/+EPS0tIO+9+xvvyfP38+iqKEfuiO97/jnYDU5XKxfv16TCYTmqaxd+9e3nnnHaZMmcLdd99NIBA4ruMdSXNzM88++ywAEyZMCP0bCsKJsvfoTlRubuimwNHSiM/jPspekeHzBnjnlVU8/fMvefVvS3G0eTtN98qrr/H+7EXk98zlPy8+z45VCwDYsmL+ScmnIAiCIHxXo6dfTWpWTxSDEUkKPtalZGZTMHjM/nXtD+f5g0YCMGzyJZgtVjRNpa6yhDnvvsQ19/6asRdex5Sr72TyVXeE9hk4dhrZvQdhMJrI6TMYgFeffIDXn3qQFXM+YeXcT1jyxTs01FTgdrQQUFVe/2wRO/ZWMmZQPteeP4q2lvA50AThVDmXnl3ffPNNrrzyyhN+fj3eZ9eukJ2dHfr74H+fgwUCgdDIFYFAgLq6uqMe9/333w8N0X1gOChBOFUWfLkTryf4bmfj6jJKisLnhCnevh41EKCyMZE3Z/wOh6uZGy+5mWG9JGKN80LpPC4H9ZUloWVd05j/8ev85/f38+azD1O1b/fJuSBBiCDRwyKCDgypc/BNx8EOrD8w7uWZ7sD1xMfHk7O/JfXgwYPZtm0bW7ZsYdy4caiqyoMPPgjAE088QUJCAlu2bAmNk324m74f//jHaJrGk08+2aFHSr9+/Vi2bNkx3fQdOgnYoY40buHBzGZzaFLTE3G0lh4HZGRk8Pjjj3P11VfTq1cvzGYzqqqyatUqHn/8cebNm8cbb7yB3W7nxRdfPOH8HKBpGrfddhtVVVWYzeaIHFMQDtB1nXkfvkLhxhUYjCam33gvuX07H5M9UjauLqNoZ/BhpbK0meULixg6IoolM9/F7/UwctqV5PQZTEFBAUOGDOHN/7zEwhnvohNsjfLt7PfpNXRsh9YpgiAIgnC68HncrF/yJW6ng/OuvpMFH79BTXkxALUV+5h4+a1Mv+EHVJcVU75nO5m5vUnvkRfa1+Nq7w3uaGnEYoti6KSLO5zHZLZy6R0/BaC8aDufvfo8AF6Pi3WL2sfLLty4nFsefpayBjdb95Qxol9PbrxgDLIkYbXFdFUxCMJxOZeeXa1WK3FxcaE5q47XsT67dqVhw4aRlpZGdXU1zz33HLfcckuHsf///e9/U1/fHhRtbW0lMzPziMd99dVXgeC7m8P9ewrCyXJoo/9vZm3nxrtHoMgytigTyenBxs7frp1Da1sDV1/4Iwb3zsCs7Arb2Wy1kZjW3jC6qnQPO9Z+C4Db2cbyrz/imvt+3fUXJAgRJAIWETRu3DhiY2MpKipiw4YNDBkyJGz7jBkzAI44icyZZN26dQBh1zlkyBDeeeed0NAU//rXv9iyZQsDBgzg3nvvDdtPUZRQkOdg77zzDsuWLWPgwIFh400fMGDAgCPe9B04/tSpU5k3b16naY7X+PHjee65577TuHbHYvr06R1uRBVFYezYscyZM4err76azz//nJdeeomf/OQnh53s6Vg9+OCDoQnMXnrppU7/PQThRNVVllC4cQUAAb+PlXM+7vKAhaqGd+dsqC5j1n/n4mgJPgDOfOtF7v3tiwwdPIZf/ug5vv5wOR71fJAANHRdx+dxiYCFIAiCcNqaN+M1ircF73f3bFmD8ZCXi5IksWn5PJbOfg9d0xhx3uWhgIU1Koae/YdTtDU44WXfEZNQDjMB6AEBv4/mhsP3lPC6XTTXVXPZ5ZfjcbZQ0CMdWZZJzujBtOvvYenKzifXFIST6Vx6dr3hhhuw2WzHPfTO6URRFH73u99x3333sWPHDi655BKeeeYZBgwYQFNTE++++y6/+tWvMBqN+P1+4OjDxWzbto1Vq1YBoneFcHro1T+NyrKW0HJVWQt/+f08JAkuuLIfI8YNYdIVtyEZvmBYLyu9cxxYon1YLRk01VcB0HfkJAaPmYbV3h4slTgkEnJiIzAJwiklAhYRZDKZeOCBB3j66ad54IEHmDt3LnZ78KXXn//8ZzZv3sz48eMZMWLEKc5pZHQ2lueBybC2bNlCY2NjaKKtv/3tb6FJ4g7s16dPH6xWa9gxnU4nv/hFcDLAP/3pT53edByYY2HLli1omtYhzdnWk+UAWZZ54YUX+Pzzz9E0jZkzZ/Lwww+f8PEeeeQR/vGPfwDwl7/8pdMbbEH4LgwGY/iysetbaw0emcXWDZVUlbdglGuoL14aanyybsdeZi1eT1r+YCp3FWGQWrDKChZ5Jy5tKJCORgwWW3SX51MQBEEQTlR1SfvQDl63E6+7vcdEVFwiSRk9+PSV59D3j8m8ZuFMBo07H4st+DLjgpt+SEXxDiRZITO7oMPxnW0tSIAtOpa6ylI+f+15PC5Hp3nRdJ2lm4q4KTqOxNRM+uS0t27uPWQs1aVFwJEn2xaEk0E8u5557r33Xvbt28cf/vAH5s6dy9y5c8O2p6amct999/H73/8eCPaeOZIDvSssFgu33HJL12RaEI7DxtWlh6zRsSrbMcllzPloPt8siKFPmgU90ELvnAwAPG37uPTWR4mKS2T+wsVMvvy2Dr8raT3y6DtiEtvXLMYWFcPYC68/SVckCJEjAhZHMHv2bJ588smwdT6fj9GjR4eWH3vsMS655JLQ8qOPPsq8efNYvnw5+fn5TJgwgZKSElatWkViYiJvvPHGSct/V2ptbWXPnj1A5zd9W7du5bHHHqOxsZFrrrmGKVOmhNIcuCnrrAvmU089RUVFBQDnn3/+EfPgdDrZvXt32JwLB+frbLzpy8vLIykpifr6eoqLi0/4OD//+c/505/+BMDzzz/PT3/60wjlUDjXBfwqTQ0uEpLsJKRmMnLalaxf/CW2qFgmXn5rl5/fajPx/Z+O59uvvmHFQgeOwGhMchk79iznrS+WEBNtZ+uqJaQkBF/aSJKKhIpN2QCkM+b8SzCZLV2eT0EQBEE4Udl9BrN9zRIArPZo3M620DarzY4sSSgGIwG/DwBZVpBlJZRGlmWy8vp1euw18z9n1bzPAOg1ZCyaqnYerJAk8gaM4D/vfs6nXy+Fu2/jVz97iOFTLqOieCcZ2fmsW/wlLmcrWaOuYP3irxhx3tnRy1w484hn1zPXs88+y5VXXskrr7zC6tWraW5uJiUlhQsuuICHHnqIV155BQgGK5KTkw97HJ/Px9tvvw3ANddcc9TghiAcoGsqvuq9GGKTUeyxET22x33o3KR+zPJe2lwBXn5/BlV1NTx484XkdU8LS2U0mbFFHX7IRUmSOO/qO5lw6U0oBuMZ29NKOLeJgMUR1NXVhboMHqDreti6Qyd2slgsLFy4kGeffZZ3332Xzz77jPj4eO644w6efPJJsrKyTkreu9qGDRtCLaUOvulLTEykW7dulJeX8/LLL2OxWHjhhRdC2zVNC3WHPXg/gKKiIv7yl78cVz42btwYdtN3cL4iedO3dOnSULfgE/HJJ58wduzYiOXnu/jZz34W+jf54x//yCOPPHKKcySciXRNZ+mCPezb00BuQRJjp/SkudHNf19aTmuzh/hEG3f8aAwjp17ByKlXnNS8lRdtZ8O3X2OWVTxaPht2G3j/iyXExcbw09suIc7WsaeHJAVboQ6fPPWk5lUQBEEQjtekK24jNSsXj9NB/sBRfPPhf6gq2Y0kyfQfPB50nfOuvou5H/wbNeDHaDJRXVpE94L+Rzyux+1i1bzPQ8uFG5bTo1fn99O6pvHZwnV8OmsOBT3SGV2QwrIvP2D09Gu45r5fs33tElyOltAY25uWzREBC+GUOdeeXT/44APuv//+E57D4nR6dgUYNWoUo0aN6nTbkiXB4O2YMWOQDp0Q4CCff/55aL4LMRyUcKw0v5eq/z2Gt6oISTGSet0vsPUccvQdj9GgEVmsXHxwQ1Qj1Y4p/HfGr6mqq+GySUM7BCvMVjuJad3QtPChkDtjNJ3Yb4AgnA5EwOII7rzzTu68887j3s9qtfLEE0/wxBNPRD5TxyEqKuqIlfZ3caClSVRUFAUF4V3JBw8eTHl5Obqu88gjj5CdnR3aVlhYiNMZ7LZ+aCuVhx56CK/Xy/e+9z3++te/HvH8ffv2paysjI0bN3LDDTd0yJfBYKBfv85bjh0vSZIoKCigpqbmhI/h8/kikpeioqLQjdaByeKOxyOPPBLqWfHHP/6Rn/3sZxHJ1/GQJIkLL7ywyz6b55JTWZYbVpey8KtCAPburicq2kxtdRutzR4AmhpcbFhZxqQLOg410ZVWf7uT1V++gAIgQ9m+mXwwcyFmk40PPpiFp2ot+3ZuCttHkiQmXX4TBUPGic9lBJwLZdiV9eu5RNQHkSPKMrJO9/JUFAP9RkwKLV91zy+o2LmVin+/RvML/2J92qeYb74CNRAc193rdjHrv3/lzl/9+YgtMufPeBUIH7optVsuHpeDusoSzBY7bmcruq4z69vNzF2+gSED+3HLtMGYjMHHym/nLGXrphbw7gweQNepWPslRqMR4bs5XT+PkSKeXSPz7Arg8Xhobm4+4f0j9eza1UpLS/nmm28AuOOOO46Y9sBwUHl5eUyaNOmIaQ92utcHZ5IzsSxdRevxVu0f2lD107zy84gFLNpaPDTWh/dg9PrcvP3J76isKWbamClMH9MjbLs1KoZr7g1Onn0mlufpSpTh6UkELM5ikiR12RfvwORggwcP7nCOH/zgB/Tq1QtZlvnlL3/Z6X6yLIe64ALMmTOHmTNnYjabefzxx4mKiuJIevXqFbrp6+z4BQUFJ9yi5FCSJHHPPfdwzz33ROR4h6Pr+hH/vXRdDwUYZFk+7snbDw5WvPDCC/zf//3fiWf2O5AkKWL/Nue6U1mWtdVtHZZN5vAqxWQ5uVXMtvVbWTrrf5gO6vG6YvMuDAYjt1/7JNndUthdZyQmMQVHUwMAuf2GMfmq28Uk2xF0LtzwdWX9ei4R9UHkiLKMrDOtPGVFge17UEuCQ9O01teyc85HYWk0TaWxphxbVN9Oj+H1uNi7fUOH9ZoW4Lr7HwNg59ZKZv73v6zZ/AVzl28gOyOZ53//KwrXLkRTVQJaHC61P4bq+UhSe+BDC/gYMOGCSF3uOetsr3fEs2vkfnPuuusu7rrrrogd73Tk9/v5wQ9+gKqq9O/fn6uuuuqwaUtLS0MTmt99993H9Tk70+qD09mZWJaKNeaQ5eOf6zDg97H48/9RsbeQHgUDGH/pTTTWu3ntb0vxedX9qfyAkY9mP09Z1U7GDb+GqWPHEdD2IkkymT2SufKen2MwGNm7fQPzPnoFszWKiZfdjDkx5btf6DnubK9fz1QiYCGckM4mLTvgsssu47LLLjvifr169QpNSO73+3nwwQcBuO+++45p2KzevXszb968Djd9Z/KkZSUlJVx//fV873vf4/zzzycnJwdJktA0jdWrV/O73/2OOXPmAMEJyA7uTnzAm2++Gbo5XbhwIZMnTwbgF7/4RShY8ec//5mHHnrouPPX1NSEqqqh5QNdEF0uV6jXBwSHRTvaTbtw5us/JJO1y0vQVB3FINNvcAaJyXYqS5vZV9RAz17JDD+kRUhX8nncLP7kn5hkT9j6my+5nNL6Hkw9vy8LZ/w9NDFpRnYBV9/7q5OWP0EQBEGIBF3X0XW9w3jUsqm9B0NLtAFVV8O2W2xRpGQevneu0WQhKjYBR0tj2Pq1C2fhcrRRW15Ma7MbRTIwpFcPSirruGbaSFSvg4tv/TGz/vtXAnoiBqkpLFgRl5jK6AuvpWe/juP/C8LJIp5du853eUY83LPrAcXFxbz++utcffXV9O3bF4vFgqqqLF26lEcffZSlS5cSFRXFW2+9dcReXK+//jqapmEwGE5oBA3h3GXp3pf4CTfQuuEbjInpJE47ck+ezmxa9g071i0FYMvKBRRv30ByzysPClaAgUZUohk/4hpSk3owffzVWJWlBPQETFIV1aUtVBTvJCm9O1+9+0+0/d+5bzxOrr3vN5G5WEE4zYiAhXDcnE4nhYXBoWA6u+k7kgOtSA7uUvu3v/2NwsJC7HY7v/rVsb1APPCyvrq6mpqaGlJTU8Py9cUXX5CWlnakQzBp0iQ++OCD48p/V1uzZg1r1qwBwGw2Ex0dTVtbG16vN5Tmrrvu4u9///sxH7O0tJQ//vGPQLB10HPPPcdzzz132PSPPPJIp/NaDBkyhJKSkg7rn3/+eZ5//vnQ8h133MGbb755zPkTzkzdesRz7/9NpHxfE91zE0hMDj6A3PT9kackP5VlZWhqMFhRWlXP9uJqpow6D4uxloL0LZRt3RKWvq6y42dZEARBEE5nTbVVzH7777TU19B76DimXH1XKHCRNv18WjZtoWn9BhIyulOut8+zl5bVk/ScfL5440+YzFbyB42i1+AxFG1bx7bVi4lNTGHsRddx6Z0/ZfW8z6jcuytsou3taxYDUNfUSnJ8DEabldsunQBAdq9BZPcexOjp17By/kKa3bnouoIkBV+mDBg7jbz+w09WEQlCB+LZtWt15TNia2srTz/9NE8//TSSJBEXF0dbWxuBQHCi4oyMDGbMmMGQIYcfokfTtNB5L774YtLT048rD8K5TZIk4ideT/zE60/4GM7W5kOWm/DvmgOMASAQ8NPi1smMW0//Hn4GZSchS98gSaBQEdrP53HjbG0KBSsA2prqEYSzlQhYCMdt48aNoZYTx3PTp+t6h0nLampqePLJJwH4yU9+Qmpq6jEdq3fv3mH5ueCCC8Ly5XK5cLlcRzxGbm7uMef9ZEhNTeXFF19kxYoVbNy4kbq6OpqamrBYLOTk5DB27Fjuvvtuxo0bd1zHPXgyJk3TjjoXh8PhOOJ2QTggOTWa5NTj7xYbCR63k/KiHWiqSlbPPqxb2YKqR1FVW8o/P5iLL6BRUHATucm1ne6fN/DUBFYEQRAE4UStmPsxzXXVAOxYt5Se/YeT3XsQAIrVSt/f/gZd05BkmfgVC9i1eSXJ6T2IS05jyRdvh45Tunsrpbu3snvTakCnvGg7mqYy9Zq7ufjWH1O0bR1fvf2PsHN/u34nM75ZxfeumsLgAROwWQPk9ukTOv/wKZcybNLF7NpWzJfvliDrlVitWmi7IJwq4tn1zJWdnc1vf/tbFi1axJ49e6ivryc2NpaCggKuvPJK7r///qP27J83b14ooCIm2xZOhb4jJ7J93RICB80N42oLvnNR1QAfzf4jlTXb+L/briQ2JgZFCjZWNVvtBPw+1ICf1KxcsnsPQjEYSc/Op2rfbgAGjJl68i9IEE4SSdd1/ejJhDPNgUm7tm3bdopzIgiCEFlVJXv47NU/hiYTDTKzpyqVVz/8Ex6fl5uveJT87N7EGhcgSz50HXSM5A8YRM/+w8nrPzw45rcgHCdRvwqCcKrMfPOvlBRuCi1fdOsDKIqB4m3rSOmWQ7+Rkzsdh3nu+/9m16aVYesstqiwXhQpmdnYYuJoqCojp+9QNi//JrRtxabdvPvVMpLjo3nwlouIjbKFtiWmZXHDA4+H6tRvZ73HpmVzQ9tHnHc5o84//NjyggCibhUE4exVU17G52/8E5+rFgi+ftV0A43e8/n4q3+wtfBbhvXN4fZLJyDLMroOB6ry2MQULr71x8SnZIR6VKqBAOXFO7DYokjtdvihHoWTx2KxEAio/PbBT49rv3/8936SU6MjUvdNnjyZxYsXH3b7V199xYUXXvidz3MyiR4WgiAIwhnD7XSwZOY7hwQroLaxljdmvIXb6+PGy39NXvYwjNIuvFoPZNy41QFo2Gh2J9Oz3whkRT7MGQRBEATh9DRy6uXUlBXhcTnoXjAAi8XOp68Gh/ncvvZbNFVl4NhpYfs4Wpso2rauw7HSs/OpqygJzVlhMJnYt2MjAJuXf4OiGFDVAGu3FfPeV8tIiI3ixzddGBasAGioLqOxtoKk9O4AWO3hPS8t9lPTE1MQBEEQTqWA38e3s95j25qlaBqoeixGuXn/Vj9fzP0TWwtX0z9/ILddOviguakkDgQ2HC1NJKZ1CzuuYjDQo2DAyboM4QxzzTXXdNrzLDMz8xTk5rsRAYuzmMfjQdO0DpPyCcdH0zQ2btzI4MGDRVlGgCjPyDnXytLrcfHuX36N29kWtl7VNP49Yz4Ol4cbL7uXvj17YZCKCOgp+NQ4gjd8wWYqu3fUUbitmr6DMsKOca6VZVc6F+odUb9GhvjeRY4oy8g6XcszNSuXu371Z9wuB/boODZ8+3XY9sp9u8ICFjVlxSyd/X6HIL9ijMHpH8y0G2/A2VREbGIq6xd/GX6u3HHM/OID/jfrW2Kjbfz4pguIj7EfVKMGGUxmouOTQsuDxp1PQ3U5FXt30r1gAH2HT2D9+vWHLUtVDbBnyxrUgJ/8gaMwmswnXkBnubO93hF1a+Scrr9hZyJRlpFzppWl5nWjeV0YYhKPe9/CbTWsXfAJTZWr0XUI6JmoWjSy5EPGyQdfr2DD9l3069mNu64YjiSZAA+6LiFJ7YPgWGyHH/LsTCvP09nZVPe88MILZGdnn+psRMTZ8S8idMrv9x89kXBMysrKTnUWziqiPCPnXClLTVX54vU/hYIVui5xYEBDRZa58cKx3H7ZRAYU5BNjmI/dsJEYwwIUqZHwVyt0OlwGnDtlKXx3on6NHPG9ixxRlpF1ssvT5/Uw5/1/8d/nHmHJF++ETap5MMVgJComHr/PgywrSAc9YGuaht8XHPu6ub6Gj//9LFUluzscQ/W3sm/Haj55Zyt5A0dTsmsL1aVFofoxLimNhqZEWl0moux2fnzThSTFBXtKHFqDZuX1w2xp73VhNJm54Kb7uOzuJwkoo1i+aN8Ry3Leh6/yzQf/YcHHb/DF639CjFZ87hJ1a2SJOiFyRFlGzplSls7dayn52/coffEH1H721+Oqmwq3VfPB62uoKa9A0404AmNwBEbj1vrR6p+Ky5eCw63SOyeD7101GZNBA1Ra/ZNwq73DjtVryJgjnutMKU9BOBGih4UgCIJw2lvwyRvUlBWHliVJp6KpALRqUuIk8oMjUaDrW0OtUiRJxySX41YTMBglAn6dPgPTKOh3bBMkCoIgCMLJsn7xl+zetAqAzSvmkZzZgz7Dxnea1ud18+E/nqC5PjgBtywraJpK8bZ1LPrMzMTzr2XhH36HZgwc9nySpNLc6GbRZ++wY+2C0Pqs/H6YbVHs3vQZU4YlMKb/FRiMiQQ0AwE9Aau5Dj3QEkrv93ko3LCc/EGjQ60TPW4/b/5zOW6XHySdQRM6z4Ouaezesjq0XFWyG0dLI9Fxx9+aVRAEQRAipWnRe+j+YAMAx7ZviRlxCZbM/GPad9WSvQComoxTOx8dKwC6rqNjRFJiufOKyQQCEkZDsJ6WJT8WZSeOwAgUzUuUtZ78gUMYff7VXXB1gnBmEAELQRAE4bRXuHE1ATUWj56PX0vB4yri1Y/+gd/v4NffuwaDHJyc7OAutACqHgdAwK9zwZV9GTUh9xTkXhAEQRCOzOVoDV9uazlMSijfsyMUrADQtPbeGJV7C9ny81+RXFtHY44dt1UJbTsw0baq2/GoORilKnasXR527MWLv2X24jV8/6opWC0mLGYjSG4avZcD4PHqJMY143S4MEvFlO/ZTvme7dRVlTL+4hsBqKtxBIMVRyHJMklpWdRXlQJgi47DFhV71P0EQRAEoStJBuMRl49ERwcC+LTsULACYOHydwiofi6eOB2rcQ9GM6ERAyQJTHIN8cZZxCWlc9sjf4vEZQjnoNdee42GhgZkWaagoIArr7yS7t27n+psnRARsBAEQRBOqZbGWir37iKte0/ik9M7T2TuQ6snBzDgdLfw5kf/or6xgmumjcRm0TokD2gxeLVsfFpWaF1DrbOLrkAQBEEQvpsBo6ewZ/NqfF439pj4ww4D4fO62Ve46bDH8XvcbLU6Sbcp5Jc4aYg1UpEefGHSe+g4svsOpapCZ8kX/8MkV4btW1Rey0sfzEWRJRpbHWRaEgBQjNEQbGiKpkrUNcQD8bhIJc44B1nysHfbhlDAIjU9mugYM22t3qNe9yW3/4TV8z9HDfgZNukSFIN4PBUEQRCOn64GaPr2I7xVe7D3HkPMkGlH3+kwEqd/j9pP/4zqaCJ2zBWYU7OPed/kZBMVRQ0E9OTQusWrPmDxqg/ITM3H5b8JuzEKBQdIBiTae0NKEpitlhPOt3DmKSoqol+/fp1u27Zt23Ef76mnngpbfuSRR3jsscd47LHHTih/p5K4IxQEQRBOmfqqMma8/BQBvw9ZMXDVPb8gvUdeaLvH5WDOuy/jbJMAA26Pg/99/FtqG0q4cupYJg8vCKXVdANudQCKVE9AS0E2d0P2y2iqjixL9BuS0UkOBEEQBOHUS87owW0/+yONtRUkZ/TAZLbQsGo1DStWEZ3fk7SLLgRJ4r2/PkZbcwMQ7KGga+FBe4/HBXYDRRaF/rvaMAXaex5uXDqHzSvmM+WqOzErFe07SRJ+UyL/+vAdJAl+eP35ZKYkhDb3HHwFdUvDe4AEGQjosZgkD6nd23swmswG7v7JeDauKcNslqhp3s7rz/yUrLy+TL3mblxtLdSUF5PWPY/ouESmXnN3ZApREARBOGc1r/iM5mUzAHAXb8QQm4Qtd/AJHcuSmU/3B15G1/XDzn+o6zpb1lVQUtRATkEyBoNMc30NxeteQWIIB6YMXrb2ExYse5u05Fxuu+YJTEYTEn50HSQpfOhGg9HE5CtvP6E8C+e2iRMn8v3vf5+xY8eSnp5OWVkZM2bM4KmnnuK3v/0tMTExPPjgg6c6m8dFBCwEQRCELlNb1UpJcSPdcxJIzYihongnCz/7LwGfjzEXXEtjbQUBvw8ATQ2wa+MK0nvkUVK4hW8+egXP/km2zUo0Dm8U7376BFW1VVw0YQJTR/QMO5eEilfLBXKRcKJ7DPzg4fGUlzSTlRNPanrMyb58QRAEQThmVnsUmTm9AGjZtp2dzzwHQN3CReiaRvx5E0PBCqBDsOJgmiJRnWSmIcEUvl4NsOHbr8LWlVXV8+J7b6PpOj+8/nxyMlNC2yZdcTu6MRdF2YSm6VgsKm53cJgpi1WhX/8CYhNGMHTSJWHHjI23Mml6AWsXzQKCDRB2b1qF1R7NttWLUQN+DCYz1/7wNySlZSEIgiAI34WvrjR8ubb0mAMWuq7jq96LZDBiSm6vkw4XrADYuqGSz97bCMCG1WVAgGhlPgbZj0XZg03awuJ1e5i7ZC6piSncde0j2CwSVmUtstSxB2L3ggFMveZu7DFxx5Rn4ezQs2fPE+pJcagnnngibLmgoIBf//rXDB8+nAsuuIDHH3+cH/zgB1it1sMc4fQjAhZnMYPoUh0xGRmiZXYkifKMnNO5LMtLmnjzn8tDPRxuv38MCz58BUdLIwDzP36NCZfdErZPfEoGmqoy679/RdfbX8QoUhvx5hXER5volT2Ai8Z2nItCx3TQ33YAHG1eho/tcUz5PZ3LUji9iPo1csT3LnJEWUbWqS7PhpWrwpZbdxSSevFFSJIcVj8eLCo2IVTHyopCbbK503TRcYm0NtaFGgx8vngD/oDGfddNJS8rFQBJkhkwZir9R03m+cfmoqrBnhputxw6TmJyNBfceNERr8PrcuFqqIf9HT2qS/agBoLzWwR8XnZvWiUCFgIg6tZIO9W/YWcTUZaR05VlGdVvAs7tywEdyWTFXjCi03SuvZtonPcmAAnT7sSWM4i6mf/AsWURAHETridh4g0ABNoa8TQ1sGKjj9oaBwOHdWPA0Ex0XadwW81BR9WxK2swKg4AjFIDrU43Xy5ZQEpCPA/cOIVo+2ZkydthzkWAhJQMLrn9JyjK8f0Ois+mcDTTp09n+PDhrF27lpUrVzJlypRTnaVjJu4KzmJWqxVZlo+eUDgiWZYZMaLzyk44fqI8I+d0L8sdm6vQ9r/g0DSd7Zsq8bpdoe2aqpLdaxC+C6+ldNdWMnJ60X/UFCr37gp7GaOqGrIsoShmrrvkV6gk4lSrsCvrOdDoRdMlWv0TO+ShrsZBXu+UDusPdbqX5ZnkXKh3RP0aGeJ7FzmiLCPrdCjPlk2bw5Zj+vSmfsFC+huS2RVoQDcbGXfxjZjMFkoKN5ORU4Cuw8JP3gBAVoxIkoSiGJh4xW04mhvYvGIBsQnJTLz8FtB1vp31PorBwNf3/IblixegNhTh9/lwO53oOmgEJ8DW9YNfrrS3Nm1pcuP1BIe1sFg7n5C0/6jJFP77WUDHHhNPj96DqK3YF9oem5gakfI6F5zt9Y6oWyPndPgNO1uIsoycrirLQFsTntJtmNJyyLz7ObxVRVhzB2OM6/gMqGsqtZ/+Gc0dDCzUfvJnMr/3fChYAdCy4jPiJ1yPc+cKaj/9C+udQ9nuGQBA0c464hKsrFxczI7NFUCwx6FJLsYkV6LrMqpuxyC3EWO38qMbphMdlYzdHotEK5112Ejvkcdld/3fcQcrxGczcs72uic/P5+1a9dSVVV1qrNyXETAQhAEQegSqRnhQzClZcSSHH85K77+EICCwaOJjktgyPgLiY5LwtXUwL6PPqKkaDv7B/XEH1B55ZMFZCbHc/lFP0b1B1uR+LQcDFIjFmUfALKkYzdswqmOQdODVZvZYqB3f/EiRBAEQTjzqC532LKu6+z5x8sYgL5A9t13kjkiGKjP6TOEZV99wI61S0LpAz5P8DiBAKvnfcYtDz/D8CmXAdDSUEtR0V489kyuvfZamutryO+eRvSg/syb8V/Qgz0gtiz7mN5DR3LhVf35fP+wFwdLy4zh+d/ORdd0plzUm/FT8zqkiU1M4bZH/kBTXRXxyekoigFNDVBetJPuBf3pM3RcBEpLEARBOBf5m2uoeO1naB4nyArpNz5KzNDph02vB/xobmdoWfM4kRQjksGEHgj2OlTssUiSRPPyT0HXaFbjw46xbUMlOzZXE5yjQkeRKrEqu/cHIzS27dpKSmIS6Ul2sjNS9q/vOA9UXGIq1z/wOCbLmTNEj3BmampqAiAqKuoU5+T4iICFIAiCEDG6rrN+ZSl7dtSSlZPA9Cv6sndXPdn5SQwa0Y3Fny8Mpa3at5uA38eiz95i5/plAJi8Kr2LnJh62nEZ4PXPFrGjuIK4aBuONlfYuVQ9Cl03hCYrM8q1EPBgMMZy/mV96NUvlZg4cQMoCIIgnBq+5mYqv5gFmkb6ZZdiTkw4+k77uQu6IdfVAeCxGil7/8Ow7W07dsAVwQDExqVfs2XF/MMeq7WxjrLd28juPYgVcz7mm8/f56/vfEWby8OAvhtZMuPlUA/I/e0FAJAknc0rFjP92mtpbnSyeM5uABKTFC68ehjvv74m1JNy4deFDB/bo9OeFkaTmZTM7NDymAuuPeZyEARBEITDce5YEQxWAGgqbZsXYskegL+xEsUeh2Kxh6WXTRZiRl5C6+rg/EoxIy7GEB1PylUP07joHSTFRNIF3wNAsUUDkGMqotLfDQCrzUhdTdv+o0mY5WLshg2h428qLOH1zxaRnpLBg7d+H6uxpPOMSzLTb7pPBCuELldXV8e3334LwNChQ09xbo6PCFgIgiAIEbNzSzWzZ2wBoHBbDRdfM4Cbvj8ytL14e/sNXVtzAws+/i9b1peik41ZLsdnhh15djLK3fx20zq27iljRL9cbrxgDLpUTKs/Cx0zEMCr9cKr5WGgHouyE5VENKLQ/CrZPRNFsEIQBEE4ZXRdZ/sTz+AsKgKgad16Bv/tz0jHOOzAXqkVT14UZq9KzzI3Kv6w7Y2r19K8cRMBhwPXJ1+T6vZSk2Si0/EmgKqS3WTm9mb+zA958b05NLc6ue2yieBzhA3XeOjuAU9wjO6J0wrI652CJEmkd4tF18FgUFADgdB+R5qcVBAEQRAizZgQPoeDIS6F6veexL13E5LBROq1P8fWc0hYmsRpdxIz6Dx0XceU0gPV2YJijSbzrueQje1zPyVd8H1qZ/6DvJZ6MkZpuBMHkdcnhXf/syKUxizvC/29raicNz5fjN1m4ZqLHsRkOEywAkDX+Py157n87kdI7Zbz3QpBOOetXLkSt9vN5MmTw+7F9u3bx6233orT6eTyyy+nW7dupzCXx08ELARBEISIqa5oPWS5JWw5rXtPiretA0BRDGxY58CrjQLAo/Yk1jgfr0Hi2fUb2bhnLyOHjOXm8/P2jyvZRpzxKzxqDm5t0P4jKgRIxaEmE+yWC5k94khKObO6OwqCIAhnF83nCwUrAFylZQQcDowxMUfYq116j3wKG+uQdJ3OwgC6qlL6wUe0bd+BAhx4ZVNzmIm2o2ITqK2r4x/vz6G+uY2bLhrL2KF9scWmoxiMoYmwD1W8bS17tm5jzqxaGuqcZOclcuPdIzCZDVxy7QBmz9iCpulMv7wvZot4tBQEQRBOHnO33sSMvAxPRSGWzALMGfk0L50BgB7w0bT0ow4BC0mSMKX0AMBTvpOqd59A93sxxKeReeezKLZgPV3ntDG39RL8AZVMdxxNm6pYsaiYhjoXMq1YlUJABWDnvkpe/WQBFrOR+6+/lIyUXcj7RwE4HK/bxfrFX3LRLT+KcKkI55qdO3dy1113kZ6eTkFBAWlpaZSXl7Nu3To8Hg/9+vXjlVdeOdXZPG7irlIQBEH4Top31TP3821ous6wMT1QFAlV1ZEk6DsoPSzt1GvvJj45DbfTQX1lCXV7s0PbNOJwq/1oaV7GupJSevccxT13PE2vvGZWLynGp9mQ8aBITZ3kIhisiIo2c80tQ5Fk0cpTEARBOHVkk4mYvn1o3b4DgKj8PAzR0ce8/+Qrbyc2IRlnaxNRMaU4NmzukObQHg3Jpmhq8HVIUzB4DHkDRzFy1GhqGlq4/cppTBw+kPrWPrzxjy0oykXIWhU2ZQtutS8qCRilCqzKDiQJvvlkNg0tfQHYt6eBLesrGDamB/2HZNJvUAY6IIt6VxAEQTiJXHs3UfPhH9ADPsyZBSRMvhlfbXivBtl05B73LWu+RPd7AQg0VePYvpzY4RcCMOOt9TQ3BnsgtjfK0wGdaONSFCk411RFTSP/mTEfo8HAj26YTrdUO7p+5GDFAQaj6RivVhAOb9SoUfzwhz9k1apVbN++nWXLlmG32xk8eDDXXXcdP/zhD7Faz7zRJ0TA4iyn67ronv0d6bqOqqooiiLKMgJEeUbO6VCWmqbzydvrcTmDL0gWfV3IXT8ZR9neJrKy48nIigulbaguZ/fm1cTFp9DdZ8VkbGY3zagkh9J4tHwSE9r43o2TSYrvTlPFClZXtOFUR3KgypJowyzvwavlciBQEbx5lHC0edm6sbLTiT+P5HQoy7PFuVLvnCvX2ZXE9y5yRFlGViTKU5Ik+jz6K6rnfAOaRuoF5x/XsaSASq+0fGyjumO4KormDZvY+Yc/onmDL1as2T1wDciFwl2wf1imfjfexqDePanYW8iOtd9iMJkYf8lNJGd0B+Chhx6iubmZhx9+mBefnoc3sH9ibtWISndaApmAElynx2KQWzFSRX1rz8PnU5Y67QFygPhsRs65UO+cC9d4MojvXeSIsoycSJdly/JPQxNleyt24dqzDnvvMcSNu4bWtV9hiEsl8fy7jngMxR4bvhwVG8prW4unkz0kJLyhYAVAWlIcI/rlMmZQAVlpiQAE9CiMkuOI507O7MHo6Vcf7TIPS3w2I+dMr3v69OnDSy+9dKqzEXHHNoiqcEZqa2tD1/VTnY0znq7rzJ49W5RlhIjyjJzToSw1VcPtbh9GwusNkJBoZ9SEnLBgRWtTPR+9/BRrF85k/qdvsP6Dt/B+s4xUxx5AR9d1Fq/8gOa2WqZceQXDBiUTa16PgQYMUhMHx9d1orEpW7DK6wCd2HgLHPS6xGRWjvs6ToeyPFucC2Uo6tfIEN+7yBFlGVmRKk+D3U63q6+k27VXYzxM7wpd0yj+z2usuvUOtj76OL6mJjw1Naz/4Y/Z+pvfsu7eH+0fTqotFKwAaG1pYM3mJWzvYaY+N4lej/4Kd3k5jZ/MIjc9l+t+9BiX3/V/LP/mc/7263uY+eZfuPmmG3j44YdR1QCO1vpOchNef6q6Dac6CF03E59oAyAnP4kBQzOPuQzEZzNyzvYyFHVr5IjvXeSIsoycSJSlrvrxt9Si6xqSObzFuHP7MiRJImHyzWQ/8j+6ff8FTElHHrM/fsL12ApGoMQkYe05BH9TDf7WRtatKCUm3tLJHiqy1IJfS6ap1Rm8Fjmam6aPIzujvRGe4ZBghax0bCt+8a0/Jjou8dgv/hDisxk5ogxPT6KHhSAIgnDCDEaFMZNyWb4wOE73yHHZWKzGDumq9u3G1uAgqcmPXzZRYRuBI8WAWdlJrHsbM1avY+maGTS1bCE3MTjOqFkJviyR8WCUqvHraQCY5DJ0ZNzaUEDCZjeRmBxN6d4GCvqmMmRU95N2/YIgCILwXTSuWkPV7C8BaNmyldJ33seUlIi/uRkA1emk8LnniRs2FMlgQN/fm6JR9gEWvGaFMnx88dkrZBc2oKg6u9YuZdijj7Fv324e+s2TqKrGg7d4SEz7krEXXkdbUwMW1hBgJDo26KSPhIQHTbPg03Pp1T+V6+4Yht+nYrZ0rOMFQRAEoav56supeuf3qI5GzOl5RA+7EFfh6tB2197NeGv2YU7NPuZjKtZo0q77JfVzXqV17Ve4izawcdFmvq0f2iFtvKucfrULKEuNZbUjjzc++icjB4zk6vPy0GUJifaX3oc21tfUAAmpmTTWVACQmdubqNiE4ysAQTjHiICFIAiC8J1Mu7QPg0Z0Q9d0ktM6b0EaZ7SRW+be/0okgF+vpTZ6Il49nuWb/srSNRvpnpHHzdP7h+0n4UWSIMqwAp+WgaZbMEj1uPUxHGgJWtAvjUnTC7r0GgVBEAShKwSc4a0wnaWl+NqCY2XrQJtdoaWlFucXs0ieMB6nF+pra6gxVLXvpOu4NB9laRY8FgW/UWbHP57gv1+tYm9FHdNG9cdoUNizZS2ZOb1wO9uIj9PRmzfhCIwNO79RrsckFWKUG1BklatuuY68Pt2QZQmzRXTOFwRBEE6N5hWfozoaAfBW7UFfMztsu+51UfH6z8m4/WksmfnHdezqraspcvchoFtxq1YSlVp0XaJRa+814Zet1CQb2e2p5a0Z/8Pn99M3x4gsBQhodhScHQIVBxs0dhq2qFgCAT85fYac0UMQCcLJIAIWgiAIwneWnHrkiUSNLl9Y+027Lzhx9qJVC5i3dCPdUjN45lffp6liZ9h+um4moJuQJQ+qHoNH6w1IxMRaSE2w0X9YJsNEjwpBEAThDJU4dgyVM2fj2hecKNRRuCu0rTzDSn1csEdDTJufXTVxVGjJYMjHJJcRxWqi2/z4jDLe/YEKv1HGHwjwn4/nU7iviskjBnH55MHomKmptTHzzb/sP7qETlZYXmx2GZN3KbKsAqDr0K1HrJhQWxAEQTjlZEN4Dz9fzd6OiTQV165VxxSwaFnzJa3rvsbb2oDTbaLMl0ejmsQI2wrGWpah6gozWy7FoSWArpPo28kO2c3fP5yLy+vjnqvPo29uJroOHrUnBrkVg1SHQXYCMGzyZTTWlFFdWkROn8H0HjYepZOhoQRB6Jz4tgiCIAhdxtXWwrpFs6nbtoVEGQxacH11dB6FRauZt/QtMpPjeeDGiaFgha4Hu9HqOvj1VNxqHooxjoCmhY7b2uKhtcWDPdrE8DE9TsWlCYIgCMJ3ZrDZGPzn59n629/RunV7aL0O1Me2P6q1Rhtp8tlDyz4tC01fj8OuI2k6imLALMs4VD+vfrooGKwYPZLJY35Na6ANVY/CJm856Mw6Cq2AxoFpDV1OFZTumLQS/HomPfsNwmI7coMEQRAEQTgZ4sZfi7eqCG9VEUpsMmpLbafpTKk5Rz2Wu2QrDXNfA4I1YLLBw6SoBXzecjX55uAzqSKpXBY7k/lNuVidzbgbKnhx3kKcLi93XTGJ/nntQf8o4+YO53C0NHDJ7Q+ewJUKggAiYCEIgiB0oQV/eRr7pmKSVB2PSaI+ykir3UyD1cugOA3v+NEMG9IDu7V9UjO/FotRbkGSwKLsRcKD0z+20+OXFjeerEsRBEEQhC4hKQqB1vChoSTA7NPwmoPDH0o6SKihEbIl3MFlWcJgseD3eWkxgc8ToM3hZtSAPJ575knmfR0gEIhDxoFZKQ47R0BPAoJzYkRFR6G5VmCSymkJXIyOmc2boeHFZVx6/UBS02O6uBQEQRAEIZy3qghPeSHW7AGYkrOIG3s1NR//cX+wQgKCLd0kkxVTcneiB0zC3qfz58bm5Z/QtOwTFHss5rQcArrCXm9PdCRyzEVYZRc6EioG5P11o1/XkI3VtCXI7HXp+PwBbrtsAoN7Hb3BnNvRGsGSEIRzjwhYCIIgCF1CV1ViNhSh7O8YYffqWLw+1vhbybSD0SBxwXmD8Pq8YfuZlJawZbNShVNtbwF6sPw+qV2VfUEQBEEAIOBy07RuPeakRGL69O6ScyRPnkjJW2+Hrcstc1OZasavSLhsBqIMq1A9fVBUHew7kaRg+MJ/UD1qNKXz0PfuY/TEYYyYNI3SsvXs2rwFg1QdNra2jgnJOgQcwUp61MRcNnzzPq5Ab3TMoXQVpc38+4Ul3HzPSPJ6p6BpGhIgyWI+C0EQBKHruPdupuq9J4Ld7hUDmXc8i3PXqoNS7A/h6zq614XqbCZm6HT8jZWobgfm9J5IcjDo72uopHHhOwAEfG4CTdUscZxPpb8bAPt8ueSZ1tLNVIimyyCBR5P41mXHLwXru5xuKfz+nqtJ1hTM9QHqkkyA3um8FZIsM2DM1K4qGkE4J4iAxVnMZrOJiXwiQJIkxo0bJ8oyQkR5Rs7pWpa7d9Qy84NNJFesI1cL3za/vIw/rl/DRePHcvH4fAKHBCugfUioA1QtmrTMODRVx2o3MWl6AWX7GrHajAwZGZn5K07XsjwTnQtlKOrXyBDfu8gRZRlZB5en6vWy+We/wF1eAUD23XeQecXlET9n5tVX4m9tpWXTZmw5OdQtWIjFp5Fb5qYp2sA+mwGD3EJu80ISmv2UpVtoiDcF86hpvPfVcvKyUhnQ50o8nl44/T2RZBmjvo0Y4xIAdF0KBTkMtn5MvSgJhzuBxJRYevZKpmRzBq4KrdP8rVtRwur5s2msWIbJbOb86+8hp8/go16X+GxGztlehqJujRzxvYscUZaRc7xl6dixIvhgCKAGcBauxJxRgGPL4k7T6z4Preu+pv7rVwCwZA8k/ebHkCQZ544VYWkDuhIKVgDUBtKYGNVKrmUV7ibwSFBqMdLg9PLm54u5bvpo0pPiyPJIdKtxUxFTgE8zYVZKw45bMGQMvYeMIy4xhZiEZLqS+GxGjijD05NoGnMWUxRFfPEiQJIkkpKSRFlGiCjPyDldy3LmB5twtHroXrsubP28qmqe2rCW6KgEBvSehF+LD92DHqDr4NWy0PXg3wEtlrbAOGoqW7nlB6O44/4xZOclMmFaPsPHZqMYIlONna5leSY6F8pQ1K+RIb53kSPKMrIOLs+2HTtDwQqAmrnzu+SczRs3UfnZFzj37qNuwULiBg8KbTP6NYxysJ2ZfchAJEmie5WHXqUeMqOS+WTmMlZu3s3GwlK8ajoA61cGX6I0Vmw86Lp0XIFetAXG4XPsZMHHL1O2/UNy8xMBuPjWB+g7IBazuWNjguryGhrKloCu4vO4WPTpf4/pusRnM3LO9jIUdWvkiO9d5IiyjJzjLUtzanbYsikth5hh05GtncytJMnET7qJ5hWfh1Z59m3mL1/8nobqIpoWvxuWXEElTmkKLUfJrZgkHwDOSqgpkljbmMw/3p/D7tJqisqqQZNwqb3YkTKCktRETHKwnk3rnofZYiOn7xAmX3Eb3fP7dXmwAsRnM5JEGZ6eTpseFkuWLAn9PXHixFOYE0EQBOFEVS5ejqepmdEVX2JAo8mSSlVMHjuK1vC3dSuJtlr53vUPYosZSmsA0ls3E4gtRDUGAw+SBEa5jib/5Ujo6JiCB9Zhw+pSJp5fcAqvThAEQTjXWNJSQZZBC/Y8sGZmnPCxVLebis++wN/aSvpFF2Lr3j5hp7MofH4J2WIJnTfKozHSm0DfJx/HbLXhuLyYlh07Wf3lR7z76scs3lvE0LQ0rrz8KXSCc01ER0t8/L81tLSZ2h/4JIWMnqNprZ6P5nWj6xKlxY0UFxbTs08ecUlpXHr7D7lE13E5fWzdUEHh1hriE21sWbeHmIPaCARU9YTLQRAEQRCOJnro+Wh+D57SHdjyhmLvNTr4kv7Ce6j94u+gBogaOIW4sVfj3Lkcf0MFstka2l8DdrRVsW7VR+QdcmxLz6EMLFxPobsPUXIbqi7zddtQouQS0u3NlMo2Xpoxm6q6Zi6fPJzRg8bQpubQGJeDWaslhm/RNZ0YTFxz36/FC29B6AKnTcBi8uTJSJKEJEkEAoFTnR1BEAThOLirq9n08M8JOJ2Mks1YNC8uYwwbMi9gd8km3l0yA6s5iruu+xGxcUMBUKRG3IllyBx6gycDRg7pfEH3nMSTcSmCIAiCEGJJS6P3L39G1awvMSUkkH3XHSd8rN0v/pOGZcFhKeq/Xcawf/8Tg92Ov60Nc1oqGAyw/znI3iOLxpXtY3W7du9B8njBaqPGH82XG018O3cVM/YWMSQxiT8OHUm3S/uwYrubuvJCHA211NUORGIYNmULcfEy519zHd0L+vPRS0upLpVoDUxC1RN559WdTLlQZ/zUPCQ5+DxmjzIzakIuRqOBWR9tBsy4lV5Y5EIkSWbQuCtoaXITG2/t7FIFQRAE4TuRJJm40VfA6CvC1kf1HYc1ZxC634MhJona2S/j2DgvuNFoxJmQirOtnkXxNlqMCrXJaeRJEgd37fcWryfVqOCT/Gx3jMKrN2Az7MGh62yxG/jH7FlU1dYzZczNDBt6E85AE1GGb1GcDeTVFxLl9tEYFYv1opEiWCEIXeS0CVgA6IeODSIIgiCcEbY9+jiq0wmAQnAoiVZzIrqkYDJaiIlK5MZLf0VKooyfAGDApmxGljywP2Ch66Cj4AoEh8GQJIhPsuP1BBg5PpvsPBGwEARBEE6+xFEjSRw18rj20TQNb+UujHFpGKLiAGjdviO0PdDWRv3CzzGl5bHzD39CIoApNoq0i68gOj8HS2oSZTNmYLRClZ5BcfwwdryyloHaTho3bEFramDGnh0MiE/guVFjMRuN5AzqSbN/EaYtCyGQQKk9D5/BhlMdRX5OFt0L+gMw/cYf8NX7n9NU1F6vLvy6kOLdddx672gUpb0rxYpFRaG/3Wp/BoyZTkuzh69nN/L1l/O5+Or+DB+bfQKlKgiCIAgnRrFGgTUKAOe2b9s3+P2kTLyJP5d/y97mMlLsiUwfeCmezesINFSGHcOMSq6hinWahSjjltAcT4s37KCkqp7pYwYyYfT5aAQwyUUosh+3xUzM5ZezulCi1RGFYatMj+01FPRNPWnXLgjnitMmYPHGG2+c6iwIgiAIJ6Bu+XK8dfVAMPRg1ECTQFFrUFQf3TP78uM7/4WiGPADFnk7qpqGQQ8fI7stMIaAngbIWG1GxkzOpVf/NJJTOxmnVBAEQRC+I0/Ai1E2oMjKUdNqmoZP9WExWjps8wV8yJKMQQk+WgXcLkr+fA8SHgBix16Nv6ECc5yEf/+Q2aZYcG74mLJCiEqFqAzQdQfuHV/i39UCukb6sGDagF9nS1s8zion+fuWEq0FGG6FJ0dPok9OLsnpKklTLsMYF4u8dD09qjxAJSlNM1nR41qQ/HTr1l7nxiakMPXqG9n1fPjEpSVFjaxbUYIkSeTkJ5GUEkVUjIWGOmcoTWO9nz07G4MLOiyeu1sELARBEITvzFdfjnvfFsxpuWheF0pUfId5LDqjB3xhy7HxaTzb95c0uVuIs8SAz0NJQyUezUx9IJlupvJQWhlQJJUDDegCWgIjhz2MNXodY3MTcat2NIMBzdsLDzpurR/z18uhzhoBv8aSubtEwEIQusBpE7C4444T714tCIIgnBqt23ew67k/ha3zKxJzLG5enzOPu6/UscdeCkoUoGOQ6lGkVgoa1mPxaxR3s6EpEvY2mUZzOgduFjVNY8GXhSz8qpDr7xxOr/5pJ//iBEEQhLOSruv8Z+07zC9ehozMJb2mctvgq4Fg8GFzzQ7iLLHkJWbj8Dp5dd17rKncjF/1M777CB4YdSeyHOyF8PmOuby/9QsMsoH7RtzCmPSB7PvTPft7EAa1rPgMdI2oRDAag+vMscGehAZrMFgBwWWFJg4dEzHNWMXFMZ/j98vMLilmTGoaMSYT03ITSerTgiSBZ+N7fLFzGalFDaH9rAEXaepXeKwBmmvHAe29RJLTorn4mgF8M3M7fl/7fBRff7oNAINB5ns/Hc9l1w9kxlvrqK5oBWDPzrqwvFksp83jpCAIgnCG8tbso/LNX6IH/GHrEy/4PrHDLzrivrb84bh2rQHAEJOEISYJSdeRVs2mctdadNWPD1jjGk25rztDbWswSfU0+d2Y3X4KlE3U1CWyfudCCobcjW6Oo3+vqUjuGvzW4LCHXmM0Rl8fMMgcOjCMzyfmdBKErtCld5jPPPMMw4cPZ/r06V15GuEwfD4fuq6LMfW+I13X2bNnD3l5eaIsI0CUZ+Sc6rLUAgGKXv5Ph/XrAg7+9slCVE3D7W0kybADpzoCq7IVq7ILgJokM/32OBiwqw1NltidMBrM7dfg9QRv/HQd1q8s7fKAxakuy7PJuVDviPo1MsT3LnJEWR6bVeUb2Fi1nVZvG2sqNgGgoTGz8BvirTFcmDeZxxa8wL6mMnor2RRThU/1oR8UQVhauoYVZetIi0rh+8Nu5N3Nn6Gjo2oqr65+B1vDm8QeFKwAKDPJrIu2MbbFTUpc+IuNmO7heTzcP1+coYW31hbx5IZNTMvsxu+GjcTeTUaSgpOByxLY26pxIKFbZGQNDKqG3+xBkiTSuvfscMzhY3uQlhHN2/9Zhc+rYrEa8biDL4sCAY2dW6qZNL2AURNy+Pz9TaH9oqLNONqCPTZUVcPvUzGaOu+lIj6bkXO21zuibo0c8b2LHFGWkdNZWeqahr+1FefOVR2CFQCta74kdvhF+Jtrqf/q3wTaGokdeQm23CG0rP0SSTGSeME9WHv0p2X1LAItdZS+eB+aPQa5rTF0nPUxFmpbY1ExsNY1mDjjHCRJAatC9727eXvxcpZWV/Frr0z0uP/DZ7CiaOH5sRqgYw5BDWgRLadjJT6bkSPqntNTlwYsHn30UdLT06moqOjK0wiH4fV6xRcvAnRdZ/v27fTs2VOUZQSI8oycU1mWqtvNhp88hLc2vKVlUWsLv1/xLf5AgPuum0ZeVipu1QzoWOTdoXR+k0x5fA8SHY3U2btTGVNw2HMlJNm76jJCxOcycs6FekfUr5EhvneRI8ry6NZXbuFPyzoG2Q+YV7SUvIRs9jaVISEx1NibnZ6SsGDFAaquUdFWzWvrPwhf73OzVHMzWZYoMxtYHmtlkMPDZymxGHSdK+sdHY4lyR1Wder9NXv5/axN5CRG8fhVA0mKBs0qA+0vSprVKJozvHgMZgAMfg1NkbDYo8ntO4ySwi2smPMRsqww4bKbSe+Rz9aNlfi8wSCKx+1HkZqwKxuBALJqAwrI65NCdKyFthYPSKAY2jPd3OimpLiBvN4pneZbfDYj52yvd0TdGjniexc5oiwj59Cy9DU1se3xJ3CVlGJJTyYmDRRj+D6G2GQAaj/7K96KQgDqZ7+MITaFQEstAJ7S7cSOuoxAy/7nUi0QFqwAKHD5sBoL2RIYi0FqRpKC9Z6qabywbBVLq6u4oFt3LsjIYJu7mrroHOLcNbiNMbhNMSS6ypl0zyXM/ngbfp+KprXfG0RFm7uiuI5KfDYjR9Q9p6cu78N7PBNpz507l759+9KtW7cuzJEgCILwXW3+1aMdghUlbW38dPlS3IEAd155HQU9gl1ordo+hu3byN4sC05LFKAi42NP/Bh2JQbTKJoPTQddlpBlE5MvKmDnlhpS06OZfGGvk315giAIwllmR92eI263Ga0k2RJQJBntGJ9fyluruLL3Bcws/AYFSPL5+DbexrfxtmACSWJXVHDOC1UHhyIRpQaPresde1N0ts7vgZk7Snj0iw1kxdn529gJpKdakCQo9nQjydiAgsoub2+KfRZshq2hfQPGYGDB42xjz9Y1LPvyA/zeYO+Pr999iTt/+WfaWsPnk4q3rUPztwCwdfn7JGX2ZN2KKrKy48nOSyIrO57Fc3fR0uTef40Ql2A7pvISBEEQhAOqvvwaV0kpAJ6qOqKy+6Go20LblehEki65j+bln4SCFQccCFYAeEq3ET/xhsOeR9chIaARbynE7YqhLJCJrhjQ8fH2rKWsLS/nvIxMfjV4KMgGkl27kC3byW6uRZUkmmyZmLxtJFRu4WdPXIiuw5pl+1i+sIioGDMXXzsgwiUjCAKcRnNYQHAei7q6OgKBwKnOiiAIgnAY1UuX4dq7r8P6T/cV0+r3cf1lv6ZPnoYkVQGQ3tiGOaCiugbSrPQGXSNGWkd+3QYKU8cCoMqm0HEmXlDA+PPyGX9e/km5HkEQBOHsNzi9H1/s/KbTHhMARsWAhs6VfS7kk+1fHfNxdXT+evHvKdm3nhe2fXrYdJok8d/0OKY3ONCB7XZzhx4XnTXu+3ZvNb/4ZB3pMVbe+d4EjGVWVB/oCuSY9wXnr9AsNAcS8GipmPW9KJKzw3G0hopQsALA1dZCZWkdu7fVhNbFJViRvZ5Qnw014OfTt1cTUIONC3zeAMPH9uDiawagKDItTW5GTsgmKSXqmMtLEARBEAAkObyLoSE6Hprbl9W2Rto2LqBt0/ywdEpsMmpLe8M52RqNLknI1mg0d1vH8+yvW+v8KeyR+oMB/IGpzJ//J9ZuL2ZQ937cPOUGalQX1VG59K9ZjKKo1ETlUpowCF1SiPXUUfb+B2RcejEAoyflMnpSbmQKQhCETkU0YPH666+zcuVKRo8ezYgRI07oGMfTI0MQBEE4MtXVBrqGYo/9TscJuNzsfeVVmjZvwVffwMHvVHwGib1ZNiYWjGWMfCEJWRfSWPZ1aLui6bgNUVRH9w6ukGTcan/SHB+zN3EwPkN4y0yzufNxsAVBEAThRPVLKeDxKT9lU/UOvty1AK/qC9u+o24PD8x6lAk9Rh7mCJ37fOdcvty1kB5xmUdNW2Yx8lpmfGjZKUtcWdeGvZPHH49mZqVzHNXxJkYUNPHMxVlkxtuoqICdtQZyrQGMScG0ix3nURdIBaDNP4EYw1wkScOr9sSj5ZGYIKGu/hIbdlwEe0bous7iz98nEGh/4ZKTn0xq4kWsnvcZABm5g2ncaQ1tr68NBliios1cc9vQ4yonQRAEQThY+iUX07xxE207C4np24f4wbk0L1p6UAqd5qUfYUzJRj0wxJMsEz/xRupnvhhKpUTFUf2/x456Po/aPnSTRhRDek5Ha2rl1wP7UCNBiyWZvIa1mFU3+DPYlj4plD7GW48hKgpd19mxuYr6Wif9BqeTmCwC9oLQVSIasCgrK+PVV1/ltddeC61ramrizjvvZOjQoQwZMoTBgwcTHR3dYV9d12lpacFgOK06fQiCIJyxWtZ8ScM3b4CuETf+OhIm3XjCxyp7/wNqFywCCAtW1LpdvNdcyYT8IUiShAknyev+RapHwWnzU5tgoiouk56OetC10GDdihbAoPtJduyjIq5v2LkOjKUtCIIgCJHUN6WAzJg0Pt3x9WHT7G0sw2q0HNdx/ZqfPY37jjs/W2Ks7Iyy8FBpA/E+LTSfhQYsrMunwdgDTHDxJX/EYJ9DXWUTsstNoiuAsn+0RF2HukD7/BEadpoDVwE+INh7sa4RvuQKZKmeaOOKUFqvqxJoD1ikpEUxcuIV9Ow3jIDfR2Jqd2r/vozaqmCL1cEjs477GgVBEAShM8aYaAY+9wya349sNLLvz3d2mi5uzJU4ti5BdTSiayqNC99BiYpHdTQhmSwY49Px15Ud9jwep8Q+VzZVpmzMvlbqfQFi7LH0jk8i7to/sVpXGVYyE4vuxqx6UJFJclbSo2kzztR8Elv2kh3vJ/9HP2bFomLmzdoBwIpFRfzw55OIibUe9tyCIJy4iEYHpk6dSlFREatWrWL37t1IkoTX6+Wtt97if//7HwCSJJGbm8uQIUNCAYzMzExmzJiBx+MhJycnklkSBEE4JwVv5t4OBgmA5qUziB15KYr1+FuB6KqK86AhoPwGCR1odbh4cPlSypwOuvXKJLdbsHWnGyPprlZiXGBxxLE+czINWSpR+k4cUj6KqpPVvI198QOpjO3d4XwLvy7EbDEwcryoDwRBEITIshgsGGUDfq3zIWiToxK4tt/F1G2s6LAt2mSnzddxuKXjphOK/vtliZ12M6P97lCDgFmFKj9/7w9cMvWHDOk3DYB53jGMb1mITfIg6TqeZjDHwgrnOEySD59+6KSfprAlFROanoimm5ClYO+S3kNG0Nvch907asnKSWDEuGwAEtPa5xO864Fx7N5Rgz3aTHbPRNqaG5jz/r9orK6g99BxTLj0pg7DegiCIAjCsZKN+2fa1rUO22z5I4jqO5bo/hOo/ugPuHatCdseP+kmdL8X167VoXV+wF0K9nTwO6Bpt04sewlYXLxZXMvGrXN45qZbqY6/JHhaScFjicPs8lARnU+yowST7iOvYR09Lu1Lt6t/Hjp24fzlob+9ngAlRY0MGHr0HpaCIBy/iAYsxo8fz/jx44Fgz4rExESioqK47rrr2LBhA9u2bcPv97Nnzx727NnDjBkzwvaXJImrrroqklk6p8ni4SFiOusVJJw4UZ6Rc9iylCQkxYju3z+ZpqIgycc/1FL90mUUvfwfAo7gMBABGXbm2tHrHPzxm2Cw4oEhg8lPS0YFCNhJaaoK7R/vqcGg+QgoZpSYPGhVUBWZ3cmjD39SHeZ+vp3BI7IwmU9erzvxuRSOlahfI0d87yJHlOWxMRtM/N+4H/D2pk/3BwgkylorAegWk8b3ht5InCWWTzYXd9g3JSoJrTWAM+DtsK0zdpeK0xZe90Y1JeOIbx97O7HJT1azD2cDRCfB13s0fv7eVyiKkbTkYODeZ3bQlFjOOt+FmOMcJDvLMNgaUVy1eHVPKFihKCqq2n4+WZHQ1PbxpnTMtPrPIz2tkfHTBlMwaBSSLDNmcs/Dl5fFQP8h7S9jVs79hOqS4ATmm1fMIyu/Hzl9Bh+xHMRnUzgWom6NLPG9ixxRlpFzuLLUdQ3JaAFPsFGAEp1Ixm1PYIhLxV9XRv3X/8FbVdRhv+o5b1NuH8vBs0m43WBLBcUISjxEZYKjAr7YtIilhTvonpZPtX0KB8L8iuojzl2N12ijKHEYyd5K8PmwdutG6tQpYefr1iOOsr3B4alkRSK923cbdvm7Ep9N4WzWZW+C4uOD47NGRUWFhojy+/1s3bqVDRs2sGHDBtavX8/mzZtxOp1YrVauv/56nnzyya7K0jnHbreLG78IkGWZ884771Rn46whyjNyjlSWkiSTfMn91H31L1ADJEy7E9l8fN1VW7fvoPD5P4etUxWJFr+fF79aSEVbG7ePGMyN6bloux002+OId1SFDRnlMMYSkE0YVA8trcc+xIam6Xg9gZMWsBCfy8g5F+odUb9GhvjeRY4oy+MzNGMAQzMGABDQVPY07CXeGktqVHIozXWXXEPPql68vPotHD4XAOf3nEj/gML6WX9hWayNwqhDezWEc5llLB4Vj2V/EEEHf0IrB8/7nV4fwLBWxaHDe5VZ/OXTfyPLCrdd/QTpKT1B1ynqs5z+hSb8cl/8ZjMOcyIKblSPBaNUSbQyD5UkLPFjaKx3h4593oW9WDJvd9hQi9boBIZPGcueoiYCUhVJqdHY7SaiYo6tjvZ5XIcsuw+TMkh8NiPnbK93RN0aOeJ7FzmiLCPnSGUZaK5DbWsILattDfiba9BVlZpP/4S/vrzT/Up92SwyecmQJSxasHLVHGBor86xJsK/FhXyWuEOuidlcfNVv8dsap9DcXDlHEyqm1X5eeztXsgNv3yCdM2EJS0VSQlvdHDeRb2x2U001DoZOKIbSSmnbg4L8dmMHFH3HN4XX3yB0WjkoosuOunn7tI3Qbt27WL37t2hZaPRGBoK6mBNTU3ExcUhSdKhhxAEQRBOkL33KGy9gpOHnsjva+uOnR3WyQGN1z9bREVtE5dOHMpFvXthaPFisILc3ByWtt6WSVH8YBJcleQ1rMVhjmd30kj8SvtLEZvdiMvp73Ce/L4pRMce3xjigiAIgnC8DLJC7+S8DusVWWFE5iDyLvwt6yu3kBmTRu/kPHQ1wKC0PiSWbWWjT2VBQhQq7cNYmGQj0ZYoGpyN6IqE5+CXHRJ4dS+yqqMpEla3xpBCF+iwua2Zv38zB4Bbr/od3dIL9u+kMXCXg+4lqexL8qHKwaGeVIKNEPx6Jka9Dp+eias+PHiw4KtC8vumUFLUgMcdQFYkhozM4vP3NgGwbkUpALIscdUtQ+g3OCNs/+ZGF19/tg2X08e4KT3p1T+NoZMuoaK4EJ/XTUq3HHL7icm3BUEQhBPnLttJ1bu/C18pSVS/+8RR982z7ObbuBZetMUzrNFDSqmP6MYAsYmhqRN5feke/rVjGz1jYvnb8IHsUDQOhN6NATdmbxub+g+kZqzG9b0nkZuefdjzKQaZced1vGcQhLPVVVddxfTp08++gEVeXh55eUf/Mh/ojSEIgiBE1okGgutXrKTsoxkd1ht1ift69WVlViZ3XHYJ3Wt2Yuse3Oaqg5a9wb91JHYmj8VrjMLqayXa10i0rxFZ19iaNhmrzUiv/mmMmZTDWy+vxOkIjqedmh7DhVf3o3t2AmV7G1mzbB9RMRYmTc/HbDGe0LUIgiAIwomKt8Yytef40LK/tQ33kMv4u7EerxYANIZlDCArJp1B6f1oaK1n71//QW65l5oEA7MmxuKyhrfQ1BSJ679uIKlFxbi/88OezG6ogRXcfOVv6Z7ZF3QNg+Yns2Ungda+NNntwWCFrmNUPfgN7b0mXdoAoOOwj5qmU7i1hjETs8nKTSIrO45lCzsOdaVpOt9+s7tDwOKz9zZSWhwc+uKjt9bx4KNTSe+Rx52//BNtLY3EJ6eLVomCIAjCd9Iw51UIHNSAzWgGf/jQizrglsCm00GW6qDQFEX8Rh+JjcH5qRoLg8NCqT6dTUXNpMfH8ueR44gzmRlYNY+ixGHoyOQ0bcSKl6vHjSL94gu78CoF4cyUnJx8yt7Zd3kPi40bNzJy5Eiys7O78lSCIAhCBLhKS6n6Zj7VX8wKW+8JBKj3eOgWFcVISyxjEjMY8cOHKPnr3aE01iRwN0Cx1Is9iSNQ5WCAIcHVPnGp1d8KQH6fFC67fiAAt943mpWLijGaFCacn090jIW2Vg//+/dKAv5gq9W2Fg/X3CZacQqCIAinTu2CRex+8Z+gaZzX3cxX42JAkrCbbNw8KDgP318+e50YGfwGifSGAMO3uVgyPBoloKEa2l/uzx0Ty21fNtIcJbNzYCJXjXoYQ9R07Lb942FLMn1rlrA54/zwTEgSVn8rkq7hM9qRdBVdOjDklAZIcEhjhe3frGGFOZnUjBgmTc9n5eKO12axdWwU0NzQPvyTpuq0NnuIjrFgslhJtIhJRgVBEITvxlW8CX9zTdg6f5sX4yEd7d2yxJM5ScQENB7a1YBl/4iMGkCtRq9WN4ktgVB6X1vwP5D41eBhlFl1MFqgzYfd38rA6oWhtIboaBJGjuiS6xOEM93kyZNZvXo1uq6f9FGRujRg8d///pc//OEP3H777bzxxhsdts+ePZuysjL69+8fmqxbEARBODU8tbVsfOQX6F5f2HqvqvKrNSvZ3dLCa5OmkGq1gSSx4+sVWHQZWQoGFVQUNmZMpirQvX1nXSO7cWNosTapL/ZoM3v3NPD0z7/EbDFw+Q2DuOKmwQBoqsbG1WWUlzSFghUAVeXNXXXZgiAIgnBMSt//ALRg3VRQ6mVbro/SdBPdYzNZW7GZf6x6A1esB8bFEtcaYPqKFuriDeSXeLB4NLb0ah8z22GT+TxLY863W/nomZlkxGWxcNYu9P2tR80BJ23mxE7z0WpNJbduDWnOfbgNNramnYesa2S0FlIZnY/XGNUetNBVMpp30JKaTE1lKy6nj6Gju7N7ew0WmxGXw0d0jBmbsoF//fa/RKeMJKnbSHoNyGD4uGwWfBkcHjKzR9wpn1xUEARBOHv4G6uo/uBp0IJdDXUdPI3BoZwOBCx0wClLfJwagy5JaF5oLQE1JrhtfayZDZlWsiu9GNqna2JueRlbGxv46YBBKJJEd4/CstQryTQUktMUHBYxpn9f0qZOJW7wIEwJYtQX4buRdY2pezq+9z6SN3zNwOk9cfqTTz7JiBEjeOihh/jDH/6AxXLyhu3u0oDF4sXB5ju33357h2033HADM2a0DzcyduxYPv30U5KSkroyS4IgCMJhtG7f0SFY4dc0Hlu7ijV1tVzeI5sUS3AICtXhoPnD13HFpZCdXI1mNLDQdT51gbTwg0oye0begbGqmFbdSqspEdrau/i6XX5mfriZgn6pSJLEV59uDY2pLckS+v7J0/oMTO/CKxcEQRCEozPY7Rw8SMVVi1pw9+nOxKsncO+sX+Pye0LbmmMMzJiagGYIBg5S6n3BtzH7Awm9F1bzt/e/ocXtYfv8pfS++27G+dew1ZeJoqvkNaxDlQzsTRjcPhD3QTymGKwtDhTNv39uKA2/bMZvCH+QzGjdHTZ31PzZO3G7gkNvtLV6yS1Iwu+ppWiPCVkqoHZvKkV7S1i9tIQ7fzSWu38yDpfTR25+ErIs5hsUBEEQjp+nvBBPeSHWnIGYU7MB8NWWhoIVEKweJQnMce37ScDfuyfQagj2JJxa7SBl/xRPqh+yan1kFPmxujUaYxQSW1UWVlbw9Ia1JJot3FnQmwSLBY9ipUfzVhJcFShxMeTedispU88T8+gKwlG89957XHzxxbz44ou8//77TJs2je7du3cauJAkicceeyxi5+7SgEVJSQkAw4YNC1u/bNkyPvroIyA4HlZrayvLli3jiiuuYOnSpeJHQxAE4RSw5+YE7xL3N+8MaBqPr13N8ppqLs7qziMDhwR/n2VI6AXmaBVHdTV1W6Akrhd1SWkdjqkoEm1ucBm7Hfa8fr8a6mJYuLW9S7Cu6YyamENWdjx9BoiAhSAIgnBq9bz/Prb95c/4KmtQ9veEsO4opXnbtrBgBQRfshwIVgDUJpm4ckET5akmTMXN/PHT+TS53Px26AjOGz4Cze/H3dDMsLatYccZVvEV9fYsTH4XxUnDUGUjshYgs7UQn2xmW+qk/XU3VMXkocnhQztVRfdENhph/zuhA8GKA4p31QMykA56ez2u67B3TwMTz8//TmUmCIIgnNtce9YHe1IASBJpNz6GMSEdf1tDMCCvt/eqlwwEx3naP9JhqyLTfZ+HPtYAqX6VqIDKrhgT6V4/0ejEtOr4XMEKObFVZUlNFb9bt5o4k4m/jZ1Awv6XqjbVSfeW7UgWMwN//wx2MWS9IByT3/3ud0iShK7r1NbW8u677x427RkVsKirqyM6OpqYmJiw9W+99RYAl156KZ9//jnV1dVMmzaNlStX8t5773HzzTd3ZbbOGQ6HA03TxGR435GmacybN49p06aJsowAUZ6RE8my1FWVon/+KxSsUHWdJzesZUl1JVMzu/GLwcNQFAkdQIPGHRDdDezp4HdBUks5xQlD0eT2auWy6wcweER3nv/t3COeWw1o/Pn387jypsFk9ogLBS0sVgOTphdgsXb9ZNvicxk550K9I+rXyBDfu8gRZRlZnoYGFixeQq/GZtIuOB/d78eW1Y3o/Dw23jWW2Fdm0b2m/cX/1oYidNpnArUZrVwVPZgPapcTOChooUsSvVbV88CyJVS5XPx47AiuHD2ZHc/+kWbNhsXv4lBxnlriPLUApLhKabGkEOOpwxpwUBWTR6pjL4rup86ehaqYO+yvy0ZUtcPqw5DC/uzRM+FYdzws8dmMnLO93hF1a+SI713kiLL87pw7VwKgI1GYfxV8/EKwe4Tq75DWfNCrwxZF4r2EaG7d0kJUGjQYFF7MT8SpyJg1jXvLmzHp7fNWrKqt4fE1q4g2mvjr2AlkRUV1OH7y+HHYunfvsP5MJD6bkSPqnsPrbHqHk6VLAxZGoxG/v+OP0OzZs5EkiWeffRZJkkhPT+eZZ57hqquuEgGLCNJ1/eiJhGPidrtPdRbOKqI8I+e7lqWu6zSuXkvL5s207SwMW2+QZCalZ/DYkOHYEyRic6B2I6FXMm3lYEsBow3s9S2MLPuC7SnjcdhTuPb2YfTe3yti+uV9mTVjM5oa/ptkMMoE/BqapuNy+Pjy46384OEJLFuwB5fTx4jxOSclWHGA+FwKx0rUr5EjvneRI8oyMnRdZ8czz+GfOI6qWbOpnv0laBrWzAwG/OFpkm0JzB8azUXLWrA7VQonZUO0Gxraj5GfmMOQgnHIzy3l6wKZusRgIOCr8TEUfruKcqeTsbeNp+HSwVR/Uky0WycGFwf/sugEwwcH/g+gqD7MAQfmgJNWexrprXsAyGjbzZLsG/EbrEe5Og27pRGfz49fSwKMoboYICraSEG/VAIBnQFDu9Ejt/M5NI6X+GwKx0LUrZElvneRI8ryuzFn5NG2aT4AflMUus+NRMfvu0eC+Ql2LmpwIgNGr44aAPP+6ZPWx1hwKsGXyl5ZZk2MhQu7OWjaDR6fylOb1mE0G/jLyPFkR8fQapOJcWlh56idt4Ck8eOIHzK4Ky/5pBGfTaGr3XHHHafs3F0asOjevTs7d+6kqqqK9PTgi6vNmzdTWVlJQUEB/fr1C6W96KKLkCSJ9evXd2WWBEEQhP2cJaUU/+dVWrduC6078LBokGV+M2QYqq5jkGWiu4OkENb4EsDngNrWZKIvmUZ+vzxSTYnk9komOqZ9TMPBI7PoPSANv1dlzhfb2L6pCiBsUm0ITrhtsRqZekmfrrlgQRAEQTgKzefDWVQME8ftXxGsq9wVldQtXsIl06awYOMc/nfpgccoF+xbiVkx4VV9SMCm6u1srt7BDZNvJHlZG07jKlwxTfgMEpOvH0Pe1izM5/XCpQfQpANhif3DSCEBEjJaaJ3TEI3fYKU8ujdOSxxWfxsFzm0cLMlZSlVsryNeW5zxK2TNg9kAuq5gSbqMC64eg9+vUVnWzPKFRaxfWY5ikBk2ukdEylMQBEE4t0UPmUbLmtn46iuOmG5JnI2JTS4OtHO3KnBvdQsHYvGxgfDugiUWI+UpBpQWFXOVwp9GjmV9voVF4zJZ79C4clFzp+fRfB0bVQuCcPrp0oDFxIkT2blzJ2+//TY/+9nPAHjttdcAOO+888LSmkwm4uPjaWho6HAcQRAEIbK8DQ1s/vmv0DztY27rus7ftm4moGs8PGAw3owEzNVNKCbQleAQ2bHZ0LI3+P6mNK4/S7198CbaoVDi/ivzyE6201kDuW0bK1m2YA+y0nlXS1mROP+yvl10tYIgCIJwbBSzmdgB/ejsicRgt9P4zUKMjQ5IMYVtC2gBLiuYxsxd8wDQ0dm2uRlZM6HUWyjfUcyNxmSG7fQASbTNaeLDafHY3dohZ9E7tDzdnjKeVlsakq5yXlFwaF3toBYEOhIuU9xRrkxDon3oDElSSYitxmZ1sW3rYqpq4vDuvyVQAxob15SRlfPdh4QSBEEQzm2SJGOITjxqwMInSdgCOgciFpIEhoNGOkx2B0hy+mm0GdAkiUqLkedcfm7e3UqvqFgKYuPIr4WitW30NfnxBYJ1qTWrG976BjS3m7ghg4kfOriLrlQQzl6BQIBZs2axZs0a6uvrGTVqFHfffTcAlZWV1NfX07dvXwyGyIUZujRgcf/99/Pqq6/y+OOP4/f7CQQCvPTSS0iSxDXXXNMhvdPpxGazdWWWBEEQBKCtcFeHYMVL27cyY28RgxOT8GsaG8ekU+3XuaemGSPB6S18DtBtBlbEX4bbHBd2zF3balixqAivJ8CkaT0ZPTEbxWymsd7J7BlbQulsUSZcDl/YvjFxFvoNyejKSxYEQRCEY9LrFz+neP48sm68ntZt23EV7yVh9CiSJk6g7P0P6VfkofKQgEWqPYkBrVaWtAVoiQ4+YlljZRprXXz9z7eorCji+unngSUOgGiXxuSNLgyHBPk7C+vL+wMYJr8LXZKRdA15/6wZdbYsSuMH0GJNRdI1shs3kWFqZa+WTmVsQfiRJTMcFLSIiU/kk38/i8/rxqt2A0aFtsUn2k+s8ARBEAQBUF2t+Gr2YUrLQXW2HDGtU5K4tNGJ2w/W/UEK1Q/IoCiwz2Lk393iw/Zp2lvHkj/MZoOkMGPydEyKggTklfmwF0D8ULD1mUDGdT9F9XoJtLZhSkpEkqQO5xcE4fAWL17MbbfdRkVFBbquI0kSfr8/FLCYP38+d955Jx9++GGn7/pPVJcGLAYMGMDTTz/NL3/5y9BM4bquM3r0aKZOnRqWds+ePXi9Xnr0EN2PBUEQulp0fh6y2Yzm9QLwWuEO3ivazYD4BP44aixmRSG+soUMg4cDs0hIUnC+CmoCpBuLKDYPCx0vs1s0yxbuwe30k9ZWhPrP/7LyZZ0et9yENGJy2LktFiPR0WZqqtraV4phiwVBEITThMEWHH8i6/prO0zCmHr+VPrPnE3i140UZ5qoyo0jISefkXP34tz+GndIEhum52IcMZCLxo3ioqkXU1lRxK133MPQHkmwcf98UZJEz1I3ugSSokDg8DNj5zRuhEHZpPTKx/fXT0J9KyTAFmgjp3Eju5JHkdW8jW6tuwDoQzEeg41GezcAjFIZqdmDqK8zEfDsJrNHNvkDelG4bjYAJrkcky0Na9xAsnISGD0pJ2LlKQiCIJxbPBW7qHr3CXSfG9kajSktN2y7MSMfT3URkqaxJM7Gmjg7oxrb+Co5mliXyth9Lnpt97BuoJXUaJ2dh8xr2FLawJJnZqP6Vc6/czKeNiOKW0PZ/0zpc1lJHDuUpAu/BwR7TyrJZgRBOD5btmzh4osvRlVVHnzwQcaNG8d1110Xluaaa67h/vvv5+OPPz5zAhYAP//5zxk4cCD//ve/KSkpYcCAATz33HMd0n311VcA9O7du6uzJAiCcM4zJycz4Nmn2PXXv/Pved/w5q6d9I6L4/nR47Dt78Y3rKwOU6IE7dNREHAF/2/3NQNgUL0MqFpAVO+LqCgHdJ0oTz0relyNUfXS+sFXnDd1Kj1yEygpbgSCgY+wYAUw5aLgb7973xaaV3yKbLaRcN7tGONSurQcBEEQBOF4WFJTkRSF1EYPqY0B2OKi2/VjKd++GABJ1xk2bx++nR7O+/b3FO/aw5SbLuC1V/+B7AtQ/tHHtO0spHX7jv3pIaqgANeeIjSfr8P5NCTc1ngyu6dRVuYgEFNAVuvO0PYoXzNRNDO4ci7WgDNs3yhfE432TAyUY5JK2blrLCBhtqRy3tUTsNrAYovC43IgSTBwWBwTL5vQdYUnCIIgnJX8zbXIJguKLQZX8SaqP3gatGAgXnO34dm7iYMnQ9SdLfwlvxtOn4sRrW7+b18dT2QnoUsSzXYDX/aLYVOaGV+0whKTAXQdSdfRJYnWiiYWPz0Lv8vHuEcuQBvSg9kNfm6c0xQ6fvY9PyNu8KCTXQyCcNZ54okn8Hq9zJ07t8PUDgfYbDb69OnDhg0bInruLg9YAFx44YVceOGFR0zzxhtvIEkSkyZNOhlZOidYLBbR3S0CJEliwIABoiwjRJRn5HzXsvS3tlKxazfvFu0mJy6WP40eT5Qx2HrFngYxmcEXJ7oOfgd4W8BZE9zXnZxLrLuavIZ1pNgDrKszAcH0e5JGgiThNdjZmTKOabJEQpI9FLBoqAt/oZKUEkW/QemobgfVHz6L7g/2+gi0NpJ55zMndG3HS3wuI+dcKENRv0aG+N5FjijLyDpaeZqTEnE599dlikL5x5+GbdcCAe7/6hOK91TQc3o/Ei/PZtG+FUzPm0T2HbfRtGEj23/3ZCi9Y2chcUMG07xufYdzbcucSq01i53zS7BHmdDj+oQFLCDYSVEnGNw4MHyUKinU27sDEgE9A8Ubi2QIvuzxegLs3FrDmEm5XHf/Y+xcvwx7bDx9h0U+WCE+m5FztpehqFsjR3zvIkeU5ZHpuk7drJdwbF4AskLyJT+kbeP8ULDiUBmVqwAItNTSgziqgOnNTtDA4tbwRLf3ahzl9zCy1MviOCtV9QoNMTJNLg+zXpiJv83DNbdMYaSSiLbVgdsks6ebiexalR4XXXxOBCvEZzNyRBke3uLFixk9evRhgxUHdO/enW+++Sai5z4pAYuj8fl83HvvvWzYsIGLLrroVGfnrGE0GsUXLwIkSSI3N/foCYVjIsozco61LHVVpXnzFiRJInbgACRZRvP72f3XF0mwWHhx7AT2Dk1kVkEM93e7mHjNSKB8IWpTyf7zgKse3HXB46VddAFjf/B9GpavwNuQSvKE8ZR/vY/ahopg4oPPHZOAMSaaQODQSUXb1dc6WPLNbsYOtYSCFQD+xiNPzBZJ4nMZOedCvSPq18gQ37vIEWUZWUcrz4KHH6T436+iuj3YsntQt3BRh/0HDMnFmx3LkDvHI0kSLc3BabybN26i8LkXwg+oaZ0GK3SgztottOx0+MjuFk+pYQrdajag+F34hDRLHgABAABJREFU/TobMi+g1ZKM2e9kSOXX2PytbEyfhssUi6L6GFo5hxhvPR6DnfUZF+A2xZKcGgVAbGIKo86/6sQK6hiIz2bknO31jqhbI0d87yJHlOWR+Rsrg8EKAE2lcdF7mJK7h6WRjGZ0vxcJncTG4LCIjioYv7oZgLYEsCTA8CYX80bHANDD7WOow8tOmwmbqjN6qwOzDzySzta8bhjHdKdfaiZjV7f32vcYJYx+naZ1G8i5+84uv/ZTTXw2I0fUPYfX2tpKZmbmUdN5vV5U9fDDm56IiAYsbr/9diZPnhyaeONYmUwm7r333khmRRAEQdhv11/+Rv23ywBImjge1e3m/S9m0tNmJy82lvzYOFKqdd4cZWRntplr+19C83I/jQuDAQsd8O+/F5TMJjIuuxT3vi0YlDpixg3HlBDPmKydJH09kwAye/tfRXmND0mCKVcEW7eMPa8nxbvrcbZ5yeweR0KyjS3rKkN5XLawiB2bbYyOH0Zs0zoAogdPO3mFJAiCIAjHyJ6dzYBnnwKgdfuOUMAioGm4AgFiTCZuNadhuaUPblkixqES+8L7bOm5EWfxXlS3+5jOIwEp8Qo1TcGgv9nvJGf5DBKGDqS5uBkdcI68nNbGRAC8RjvVPSdx4eW9cDfGUlrciLR5OTHeegAsASf99T0kX3MHeb3FkIuCIAjCdyMbw+eFkE0WEqfdQe1nDfibarD3m4Bj47wO+znaHwPxNII1EQaWexhU4qfQZmJNjJW/ZyVQa1KIbw3gHiMTZzDSZ6+HnBumoMsSqavbCChQnWgkrk0lyh2sK1WPp0uvWRDOJenp6ezYseOo6bZu3RrxOakjGrB4++23mT9//nEHLARBEISuEXA4QsEKgPolS/m6rJSnN6yld1w8/5kwOdjyM1bBpGl4Zi/EkzaK8q824a+RsfdIJvOmH5J6ow1H0V7iBg3EX7OdupkvoukShV9vxp9zHqb5HxHbWo8JKNj5GakX34eiyOT3Cb4QSU2P4cFHz6Oh1sln724IC1YAqAGNuhoHK/Qx3H7NFBSzHUv2gJNZVIIgCIJw3GL69qH3r3/B7n+9whPfzGFPawt/HzuBhFYzd31RT3O0gfjWAAYNWrduO+7j99n1OSZjLpqk0L15GzIazes3hrY7CwsheWxoOWnkMFLGDeB8gkN1zPvDbqhvP16vgd3IHZt94hcsCIIgCPtpXhfISmgIqOhBU1FiEpHMdnS/F8emhWHpdR0CbgXJaEBX9/esl8AUBeV5Bno7AizKtOMwtA8NVaX7WfjCTJL7pFN1zyRiHSqt0QZ2Z5nY0NtKc4wBWdW5fHEz2XUaPW696aRdvyCc7aZPn86rr77Kp59+ylVXdd4j980336SkpIRHHnkkoueWj57k+Oi63un68847j7vuuivSpxMEQRCOQLZYMMbFhZYX1tXwzIa1pFitPDl8FC3RCi29DQzv5ud3xfUMb9lL0cv/omXzVlw1GnWra2jZXkZUz56kTZ+GJTUFx47lAGx2D2adYyibtzSzLnkqTmMsOrAsahLrVpSyeuk+3vrXSnQtWC8YDAqlexs7TLh9MI87QFTvMVhzBoqumYIgCMIZIX7EcF5qa2JuRRmZdjtRRiPxw4aSe+21JDcHgxUdyDJxQ4cg7Z876nCUlnoK6lfTu24FNn8rAJKhvc1ZvKM8+AYIsFiNTJiWH9omSRJT/+8WYocPByAqP49u1179Ha9WEARBEIKcu9aEzVfhq91H1f9+i7dsf4tsvX2brkPTHqjfqqJ5vBiiIb4/WIbLbIg1sbJXFP/pFodTaX8G9La6WfzUTBxVLcT1SEKSJFqjFADK0800xwTrQ02R2HfdKEa8+RopUyZ3+XULwrni17/+NVFRUdx000089thjrF27FgCXy8XWrVt56qmnuP/++0lMTOThhx+O6LlP2hwWO3bsYPHixbzxxhuHTXPTTTfRs2dPnnrqqZOVLUEQhLOabDDQ5ze/pPSd95hfuJPfrV5Jos3GHyZPZNXUdErTTFxT14riCABgskPzvg1hx9C83rBld7UDgLpAamidLsm0WpJxGOPwGu2h9fU1DlxOH36/yroVJTTWh0+4DcFpL3QdkGDi9PwO2wVBEAThdKXrOg888AD/+/hjzp84iZfv+yHJgwYS07cPAMbYWMpnfAro+BqbADCnpjL4z89jiLLjrW9gw0P/h9p6+GA+AJKENSOD3Hu/T11JLSX//R+aJFOYPCY0f1RCsp3oWEvYbrLJRP/HfoWuqkiKEvHrFwRBEM5d5pTssGVDbAqOrUs6TettBm8LKGZQfZBQAIoCFjSGuHwMc/lwyBKz6uxszLPhc3hY/PQsWsubGHTbGPIu6H/EvCTEJmOMiY7QlQmCANCjRw9mz57Nddddx9NPP80zzzyDJEl89NFHfPTRR+i6TnJyMp9++ilpaWkRPfdpMen2AYsWLeLDDz8UAQtBEIQICTiclL3/IWtXreaReV+TlJTEjC8+4l+73sZnDHaym5EaQw9vI0n+YAsYayK46/ZHEWQZV1k5nuoqHBtn4S7ZSvNOJ7IGKfZyaqR0ABTNj9XXxK6kMWHnNxnAaFL4z1++pa0lOJ6oxWrE4/aH0qSkR3P1rUMxmw3ExFlPRrEIgiAIwnem6zoPP/wwL7/8MlOnTuXzmTOxWsPrsfRLLib9kosBaNmyFW9dHfEjhqPYbTSuXoOrvIK+j/4Kd1kFtu5ZVH31NXULFnU4lykhgaEv/R2AOlMNy7Ov65BmxNjDjx0sghWCIAhCpNnyh5F0yQ9xFa7GnFkASvgrxv1t0gCQzZA8BAxKMGBxcLV0IE2UptPL5KNup5933viGlpIG+t8wkoJLBh2UuL0HhrS/J3+3uExuHnBF5C9QEATGjx/Prl27eO2115g3bx779u1DVVW6devGtGnTuPfee4k7aFSPSDmtAhZCZAUCAXRdF8OqfEe6rlNTU0NqaqooywgQ5Rk5x1KWFZ9+RtO69cg9ohg4oTdjL5vMO9VfhYIVALok0WyQQwGLgJvQ8BIxWRpyyyL2/n0JikFDVsBohNYSSGYr/aMcOI1xpDj2EuVvYUDNQpb3uBYkGTSNcVkemhpcoWDFgXwnJNlprHeiGGSmX9GP5NRT2xpGfC4j51yod0T9Ghniexc5oiwj61jL0+PxsGbNGiZMmMDnn3/eIVhxqNgB7a1DK2fOYu+rwZ7nis3GkH/8FXNiIrX7J/A+lL+1NfR3Tl4S6d1iqSpvAWDMpFwGjuhGanrMsV7iSSM+m5Fzttc7om6NHPG9ixxRlkcXM3gatgHnsWhdGWkr/oTtoG0Hl1hDnILdlEa0owLFFFznlCUajQplZgOxqkY/p49Gu4Htko+WRgd9rxpKnyuHHPbckqajGWRGdhtEjOXc6l0hPpuRI+qeo4uOjuanP/0pP/3pT0/aOSM+h4Vw+nC73YedU0Q4drqus2rVKlGWESLKM3KOpSx3F++lxSIxc1IcufdNoDojQJOrEUVtH1A71RughyfY40HXQJeTAbDEgz0VZAOY7RreFqjZAJICWVeOJfee7zFk+mBymzYS5Q++NLEGnMS5q+nRsIFxJR+RlxNFYrKdmLj2ISpyC5K595GJ3HH/GH7ym/PIyUvqiuI5LuJzGTnnQhmK+jUyxPcuckRZRtaxlqfVauXrr79m9uzZ2O32I6Y9VMOKVaG/VZeLls1b9v/t7jR9VG5u6G+DUeHuH4/jjvvH8ONfn8f5l/c9LYMVID6bkXS2l6GoWyNHfO8iR5TlsfnHRxtZ89mHGNqqw9aXmQ18mWhnY5SZGpORkuypHBzGKLcY+WdWArMSo/k0MYodNhNL4mzEZiVw/WNXM23SQNBhfNZIDL7g86shoDNys4O8fW6SmlVMipGLC847mZd7WhCfzcgRZXh6Ej0sBEEQzlIrVqzgquf/wMje3cnyjcdlVUCS0IAsfwCry0dfl498t4910VZsARWPKpN329UYXngFSQmfJVRWAB0cFRIFv7kBU1I3ymd8EpamzRRPszWNJnsKLeMCjJoyHoNR4c4fjWX9ylLMFgMjxmVjNCr06Jl48gpDEARBEE6Qrus0LF+Jc+9eEkeP4uVPP8Eky0xtceCpqiJ52lRsV13x/+zdd3yURf7A8c+zPdn0XgkECL33jvQioFjPDmcXT/1Z7+z9Tj37ncpZsCs2VIogHUF66BBaeu/JZvs+z++PhQ1LEgiwSSDM+/XyZZ7nmWdmdniend39PjND0YpVOCorcVmslKxfj8tiRRcWhrWkGMVsAUlCFxONo6wc5aT1oQ69+Q4Zn36OITrmhMWdjpUPlB/NZNltj5CXMBB9fCJBSjX2XdtQh4YSo6pEay2nJj4Ml+KibfuuZKtUZBy1odNBp27BdB84CrVGQ2VpEQdSNxAQFEqXfsNRqdXILpkdW7KpqrTSs18CYRG1wRdzjZ3UTVmUldRQVWHFP0DHiLEdiYgOaK7mFwRBEM5zxXu2MNt/o2e2JhdQolPzfkIoruPrLDlkJuM9TdR+ow4Uhb41VoYcruKB5amEXtGXjglhXHbYwZ4IFW1KXPwhbWb6+ipCTC78rTJ6h7uPlCVIePB6AvWiTxKEplRYWMi8efP4448/yMvLAyAuLo5hw4Zx8803Exsb6/MyRcCihS1btoy///3v7N27l/DwcGbNmsWzzz6LWswzKwjCOdi6dSuTJk1CURQuC0sgan0VP4wLBUDrkGmTaaOty0Gy3smbSWFUa054zzn0E5cP1tG/zIrLAWotyE6oOfbAjCYkEl1EAhU7d5H5+Zee04qNieyPGg6SCklRUXqoN//9aSGPXH8dIWH+jJnS2ZPWZnVSXFhNVEwgOr3oigRBEITzV+HS3zny3gcAvPHqq7y1awcdQsPoOXQEOrWanK++oWzTZsxHjtY512Iy1W4oCvb8gjppjnOUV+Aor6izXwI0DiuaoiPElZeQWjqewdk/o5EdkAUO3P+xH44m+bMv+wAl8lQU3KMb0w/uoawwmyETr+S7/z6P1eyuU1lRHiMu/Qu//7qfTevSAdi6PpN7HhuNn78ORVH4cu4mz9RTxx3Ylc+cf4whMMh7gW9BEATh4qIoCuXrvmOW3zKv6Z9MahW/hRk9wQqAco17gpe3E8MYXFFDjkHD1iA/utfYmJ5Xyd0/b2RbWgEjwv3pMrMfX44KxaJ2n+NvcaFIEFrt8ipfpUD5twtoN+KSJn+tgnCx+uyzz5gzZw41NTVeo1FSU1NZvHgxL774Im+//TazZs3yabk+nxLKbrdz6NAhX2fbKqWmpnLppZcycuRIUlNTefvtt3n33Xd5/PHHW7pqgiBcwHbu3MmECROw2+08fPkE+voFElfsoEuRFZWscM2ycvpvMxOxw8HuMq13sOKY1CADaq07WAFQpI7DXuP+21FZiSW/gOq0g570xf6JHIwYiENd++OF2qXFsj0Qs8nulXdpsYl3X17Jx2+v592XV1FeWuP7RhAEQRAEHynfth2ABRlH3cGKhATeGDgY3QkPGJnTM5qlLkZHJSGWInew4iQSEFTjxKmWPMEKAIccQ2baLopyMjzBCoDMg7sAOLS/yLPPXGP3BChqTPY6wQoAh0MmJ6PcVy9JEARBOE+VVVk5lF2OS65/ypyqLYuoWPctKtwjJwBkYHmYkSKt2rMoNuBZLLtQr2FBdBBbg/3xt8oklVm5b/5mVqUVcEWfNrw4titJVocnWAFg1avY0DuASmPdnzAljXj4TRCaypIlS5g1axYWi4Wrr76aBQsWsGPHDlJTU/n555+5+uqrsVqt3HrrrSxZssSnZfv8zi4vL6dz584EBgbSr18/+vfvz4ABA3A46n6oPp9t27aN33//nc2bN7Np0yby8vLQ6/VYrdZTnme1Wnn55Zf5+uuvycrKIiwsjEmTJvHcc8+RkJDglfa1116jR48evPHGGwB06dKF3NxcHnvsMZ544gkCAsSwNkEQzsy+ffsYN24cNTU1jP/75USaNFBtQaXAxFVVDO2iJqCy9smUoAIXkqKgHH/6RVFAkgi3ez+9EqELohj30D/ZaqNs4yZ0XXqSFboHyeXgYORA9+IWgIKCdOwZGwkJp9M7r+0bs6g5FsQwVdtI3ZTtNfpCEARBEM4nQd268vn33/Harh0kGI0s/uZbyt6fi7Oq2pPGEBeLNSe3yeti0QRQaYjAJalRK646x03+GtSygoQdBfeqphpVCXFtOxERm4hWb8Bhc3+fiWvbCYCk5DDKStwPD+gNGqLj3Oth+Bt1REQFUFJk8ipDpZKITQhustcoCIIgtLyNe/L512dbcLoUOieF8tLdw9Aee9DtYFY5GflVdNz0qye9BCwOM5IaZKBaoybU5mTmygoOJ+pxobA3pe5aTzaVwkf/W8+6Q3lM65nAS5f3w+GSMdqcaGQFp8r9nTIlqiMBiUbUl3RmQFx/dj/0KNb8AtCoaXvzjc3SHoJwMXrxxReRJImff/6ZKVOmeB3r1asX06ZN48Ybb2TatGm89NJLTJ482Wdl+zRgkZCQQE5ODgBVVVWsWrWK1atXe6WZMGECPXv29PzXrVs3tFqtL6vhE88//zw///zzGZ1jtVoZO3YsGzZsIDY2lhkzZpCRkcEnn3zCwoUL+fPPP2nfvr0n/fr167nxRu8316lTp3Lfffexbds2Ro0a5ZPXIgjCxcFeUUnmwkVIdjuPP/E39qSY2GJ2EV3qIKrcyZE4PWvaB3Dz/lK0x37jiJJd3JJfyaYgP8IcLqwSGIAJpSacuDsJQ2IXnNpuwAHA/fRMmS6SZd9nUBPev049JCT3J1YFBgxvS1CIn/s8RcZekEGAxuyV3t+oa6omEQRBEIRzJvftzb/37CYhPJwlX35Fx2FDsaaksP/Fl7GXlBI+bDBtb7qR/EVLsJeX46w2Ub49FdluRxMYgKOyClzujlcdEIDLbAZZrlOOZNDjFxuLvaQUl93uWedCAWSVBktAFJlxQwiPTaAo8S+oD6ZCQBBRlKN1VlMdHUS0VqJtm05kqp1kZjrQ6RQ6d02k3+iJaHV6Zt7+d/ZtWUNAcBi9hk0AYNLM7oRGGKmutNBncBLGAD3gDkzccMcgNq1Lp6TIhKnKip+/jksmdyIkzL95Gl8QBEFoET+sPITT5R4hcSCznJ2HSujfJZo/dubyr8+2okLm9dASTpj1iRib0z0NlKJQrtewZGgQXTKsZMbr8Up4zJE/D7PlUDYd+rVlzKxhfGDUY1AUApwyM7tMpMxhJioggqkpY9Cqa3837PvfdzBnZaMLC0MbFNjkbSEIF6sdO3YwYsSIOsGKE02ZMoWRI0eyZcsWn5bt04BFVlYWZWVlbNu2jW3btrF9+3a2bdtGenq6J83y5ctZsWJFbQU0GlJSUujZsyfV1dX1ZdsihgwZQq9evRgwYAADBgwgJibmtOe89NJLbNiwgSFDhrBs2TLPCInXX3+dBx98kNmzZ7NmzRpP+vz8/DoLkxwv5/giJoIgCI1hK68g9d77CaquZu7YS5jftgpQEaqSkXqrsTkU7P5qVLgoTdQQXuxEWwMBcRBhttPJbK+T5/HnNqNmPohKH4Bsd2I6dJidgQM5srLMK60suVAp7iduNFoVdz08CrVaVRuskF0UfPsSlqM7iJYkRqZMY3tBHMkpkfQfmtSUTSMIgiAI5ySxTRu+//EHunfvTrt27QAwREbQ581/e6e7+spmrtnlDR6JLsqnYv5cTBWlaLTj0ercQYjIuDaMmuH9wJRWq2b42A715hMU4sf4aV19V2VBEAThghBk1J+0rUOWFb5emgaAgoQTCasKfgsPABRGlpsZW1bDr5HuIILZX01qF/fUT/VJGtkJ2SnTdnQnUvV+uFCwuxwMSezHzJ4zUKnqn8VeUqkwthXfIQWhqRkMBuLi4k6bLjY2FoPBt2ubScqJK2Y0kYqKCrZv3+4JYGzfvp3Dhw97LdYhSRKKoiBJEi5X3eHNLU2SpFNOCeVwOIiKivK81j59+ngd79WrF7t27WLr1q3069cPAL1ezxtvvMHdd9/tSWc2mzEajXz99ddce+21Z13fbt26AbB3796zzkMQhAtDVlYW08eP528x8cTEh5MfoUXtUtjb35878iq8FisqqJRQ0tzvvbIEhgAI6QAqDRwfGOFFkkj6v09RG9xDeCvLLbz1woqTU1EZkk9ZdBahspVHpv2dmPgwr+PW3IPkzfu7Z1sbFkfiXe/44NULQvMS/asgXDyWL19Ojx49iI6ObumqnLGfP3qN7MO171NXz3maqPi2LVchQTgF0bcKwvmnoLSGN79JpbC0hqnDk7lyTEeWbcrknfk7PGkeC/me99v7Yzu+3sSx6YX7VZrparZjUamQFJkDRgO7A9yjLBRFIXvDYRKHtEc6FpDos7+Ge65/Cr/kJMwOC8GGoBZ4xYJwdgwGA7LDwapLLzuj825Y9Tv+iYnndd93xRVXsHPnTg4ePNhgANHlcpGSkkKvXr348ccffVZ2s6xOExISwpgxYxgzZoxnX3V1NampqV5BjLS0NJohftIk/vjjDyoqKmjfvn2dYAXAlVdeya5du/j11189AYvY2Fjy8/O90h3fPnnkhSAIQn3y8vIYO3Yshw8fZkdUCMVTU3BpJDROheHlNZzcpYTICicuk7m6rT9mrYrRWiuJDqd3YpWG8Em3eoIVAAY/DcdG+XqEm7JIMm9kSQd/IpwK0XGhXtmUrfmG6p0rvbP2Fx9CBUEQhPPX0qVLmT59OoMGDWLNmjVI9UxlcT6zWWq8tu1WcwMpBUEQhNYss6CKN7/eTmmllctGdWDmJfWPqDtZTLiRf94z3LNdXG7m13VHAZD0JtBZWRYRgE19wkmShJ9T5opiEyogX6fmncQw5GN9qKIo7PpyIwcX7sRcYqLzjD7obTJ906z4RUehVWsJVp9/U8YLwsXqn//8JwMHDuTWW2/ljTfeIDjYew2zqqoqHnjgAcrLy3n55Zd9WnazBCzqExgYyMiRIxk5cqRnn9lsZseOHS1VpXOyc+dOAPr27Vvv8eP7j6cDGDZsGEuWLOH555/37Fu8eDF+fn6eoIYgCEJDioqKPMGKGf93DeU9g3Bp3B8GnRqJPUEGJlV6/0Bhq6z9e/WAAHZ3cM9BXWLT8bfsMk78vBkyZAbBfcZ7na83aGnXMZKjB4s9+9pW7CbEWkOPPC1XTLnJ60edqh0rqPjju9ptwoiIDSdyyp3n+vIFQRAEoUmsWrWKyy67jICAAN59990LLlgBMGDMdJZ89V9kl5PEDl2JbZvS0lUSBEEQWsB7P+zicI77S+AnC/fSr0sUSTFn9vBYpcnGnf9cgd0po03aiyY6G4B9ct0R+hEOp+ehuQyDzhOsANj73VYOLtxJeEo0HSZ2BwVu2Ax9br8bbZB4oE0QWtpzzz1XZ9+0adOYN28eP/zwAxMmTCApyT0dW2ZmJsuWLcNkMnH99dczf/58nnzySZ/VpcUCFvXx9/dn6NChLV2Ns5KVlQW4Fx6vz/H9x9MBPPjggwwePJgHH3yQW2+9lf379/PUU0/xt7/9zbP+xekcHz57siNHjtC+fXvkehb0O66h4TzAKc+TJKnBL26KopxylExLlHmh1fd8a6NTlQkN11f8u5x7mac6t6SkhHHjxnHgwAFG3jYB/cAw7NR+YFRQKNFr2Ouvo9ux9SkUwBgLdrM71ZG2fu4FsoEivZZ8rYZ4h9OThyYoAgBbSSllm7dgiI8juEd3LpnSkYoyE/biYuJK9xBsK0aRJG4dcQ/RXbyDtpYj24+V7c613B5EUcSNxIXHe9pNXLturenaPVWZFwrRv4p7wRdliveo87PMU527bt06Lr30UnQ6Hb/99hvdu3f3qseF0kZJnXtxy2P/xlJTTVhUXJ2yxbXb+sq8EIi+VdwHvihTvD+dWZk1FofXseoae4PlnlxmXlUBn6TOJ6+0CruzO5LOhiYqB1dRAnJ1GKqgEjSR7llCFNz1yddrKdaqiXS4SLbaUSkKiiSx76ft7P9xG2Htoxjx2FS0Bh0A3V54hqiQWBRFwXIkFaepDGOnQaj9AputjU4mrt1TlwkXz7/LxeaZZ57xLNlwsurqan744Yd6z/viiy+QJKn1BiwuZCaTCXAHXepjNBq90oF71MWvv/7K3//+d959913Cw8O5++67641onQ2bzcavv/5a77GQkBBGjRrV4LlLly7Fbq+7CC9Anz59aNOmTb3H8vLy2Lp1a73H1Go1l156aYNlbtiwgdLS0nqPdejQocEPuNXV1axatarBfMePH9/gv8uuXbvIyMio91h0dDSDBw9uMN+G2hZg0KBBDS7Unp6ezu7du+s95ufnx4QJExrMd/Xq1Q0uTt+1a1c6duxY77HS0lLWr1/fYL5Tp05Fo6n/7WDbtm0NLgKfmJjY4Kgiu93Ob7/91mCZI0eOJDQ0tN5jaWlppKWl1XtMXLtuzz77LLt37+amm25i5tSZXsdyXUWstm+js8lKsKN2TSAJUOuh4Gr3YpsnL9VZ3gn89q8k1FGAqsdglmsdFP7+Hl0+XI3W6sTSpRM1GYMASOwK4AcMoJQBuMwOVn6TS5f9Mlfc0BfVsXlMA3uPxXRgI4c6TMNmCHEXpBzm118Pe8oV165ba7p2Z8yY0eCx1kD0r26ifxXvUce1lmt3586dTJ48GVmW+cc//kFeXp7Xv5G4dt3EtSv616Yg+lY30beK96fjfHXtTh+RzLvf70SWFfp2jqI8/wC/7mnctfvOpnkcKctEUSRCAjtxZR8DMBE81YoDegLwfXoGtpj9OFUS/00IpZvJikmjxiWDY2Uxe77dTLt27Xj+2ee9HtDN2HeUhKGxlK+bT8W6+QBUbPiJhNteR6XVi2uXi/faPVlLvO9eiMrKyujcuTPFxcV06tSJAwcONPrcTz75pAlrdmaaZdHt1uB0i27fdtttfPjhhzzxxBNeUzwdd+jQIVJSUkhJSWnwDcGXjt+oDb1Bg4iWNuZc0UYi0t+SZTZ0rux0IgNvffEfNvvV/34yoaSaSyrMpOvUxDlc6I8V48I92kENmNQSK8KMWFQqhleYaSPpib/tHQrkah77/Z84ZSed0y1M/NP9YU2RJAK6dOUXx4D6K6xIqHBxzewBdOwW59ldtutP1n2/nBJHBLmOBNq0C+Omu4Y0aRuBuHbP1zIvdKJ/9c25oo3Ee1RLltnQuSaTiWuuuYaHH37Ya9ralq7v+dRGpysTxLXbUmVeyETf6ptzRRuJ96eTy1y9LZs3v0nFJSsM7BrN47MGNnjOiWW6ZIWt+wp4e8Nn2AMyAQlXeSS6gj5YFBOKtTbgoIk+iibxMLJdjUpnh+N1VhRUCriQqMopZcenG5h61yXc5FKzrmMnZL2By7tMont0J1QqFVn/vQdneYEn39gbnsUvqbu4do+52K7d5izzXEdYnG+Lbt9yyy189tlnKIpyxgGL84kYYeEjgYHu4Wo1NTX1Hjeb3fPIN3aqJ1852w+1Z3veudzoLVHmhVbfi6XMC62+zVVmdUUFz193PZdq9PhFRhLWOwzFr7bj1blkutXY6F9lIdnqXkC7jcWFKQc0CaCo4WCgP12r3e9HgS6FGcXVnimgDMnd0QUFkbp/I07ZfX5JiAYF9+gMSVEIat+WRGs42ell9dYxXpsNv3zLrn3TiY/RoY+MJbTHYHoZU9iw6gjdDRrGTu3S6Da7EP5dfHVua752WyPRvzbduRdLG4l/l/OnzIqKCkJCQggICGDRokVnVSa07jZq6TIvtPqK/vXsiL616c69WNpI/Lt4+/y3A7hk9/fFzfsKyS4yNWr9ivd/3MVvm46gbW9CZTNiOzAAnHrwtyCF5iHndcT9DVFBCi0CSUYxhyHbnMjWANQhxWg1VoIqaigLNRLcJpxRT07DBHSe9BSjg2PrlKmLSqoNWKi1aMPcD8BdLNeRuHbPzzIvNCtWrODTTz/l9ttvZ+7cuS1dnXPSOh/RaAHHhzvl5OTUe/z4/oaGRTUFi8Vy2iitcHqyLLNx40bRlj4i2vPsWCwWJowexatLFrMiNwd7SQmJ6w4zXurjWYdiRnE11xRV095auw6FSgXBSe7/a4DO1WZ2G93zhbqA5aH+bA/yQxMWS2CvS6ipqkC9pHYYa0moloUjgjmSoEMzcThJN17PdbcOpPOgcMois7AavIfKBqqrUcs2jGnfUbn2S4p+eI2K9T/Qtn041906kJk39CU41K8ZWuzMiOvSdy6GNhT9q2+I+853RFuevQMHDtC5c2fefPNNzz7Rnr4j2tJ3Wnsbir7Vd8R95zsXelv66dRe2wZd/c8s5xWb+GXdEfYedU+3s3xzOvouG9GEluAsaOsOVgAOsx8qrRNdl02owvLQd/0TdWCF+1h+MrYDg3FkdMe2ZyiBv+7lk0e+o+xoMQASEuM1fQk3RtRbh8gpdxHYdwL+KQOIvfZxNIFhPmiB1utCvzbPJ62lDS0WC3feeSddu3bloYceaunqnDMxwsJHevXqBcD27dvrPX58f8+ePZutTk6ns9nKau0KCwtbugqtimjPM2Oz2RgzZRwbd+7isrbtGB+fgMlPxR99Aumvj6Z9mpXDSXoO++voZ7J5nStJsDbYjy3BfsTZnFxeVE28zck/24RjU0H/aisLQv3peTSftzd8yI5AA4EhLgbvsLCrox82o4aqlFj63nAT3WM6AVBlqeRn57c42tlAgUkHY7CY2hCmKaWn3w5PucdV71pF6PArm6u5zpq4LoXGEv2r74j7zndEW565w4cPM2bMGEpLS2nXrp3XMdGeviPaUmgM0bf6lrjvfOdCbst7ruzNG19vp9ps59oJnYgOqztPf26xifv+vRqbwz158IwZBrRd14PfsfVXVS7vE1RO1IEVyNUhyKZQkBRclZEoptp1EnL3bmHh4vX4hRvRB9U+rBaliUKt8g6iHKf2DyRy8h3n/JovJhfytSn43rPPPsuRI0dYvXo1Wq3WZ/nu3buX1157jTVr1pCfn9/g2iWSJPm0LxcBCx8ZNmwYwcHBHDlyhNTUVPr06eN1/Pvvvwc45QIygiAIJ3M4HFx99dVsXL2B5FGduLpDL2wVLpYMDSI/Wk9/4Egb9xMvuwL0XF1UO8UTQJVaYnFEAEgSxToNQU6ZMWUm/i+7FBmJIp2aUKfMEX8dOwINAFQb1RREatHKCmYUSixlpO5bTlJxAX5te5BafACH2h0YibU7GKHehTp4FwAK4FDUaHB5ghbOiiIURUaSxKA+QRAE4fyQmZnJ2LFjKSws5Ouvv27VixkLgiAIFxZFUZAVUKvObRqbLu3CmPuPcQ0eN1sdfLX0wLFgBWhiMliWnwbHYgyyKRhXWTTub3kKqvB81OH5KLKEbAlAHVyKs6gNruJET575hzaSuvh1/EOCGPnEFIyR7unTda3kKXZBOB/t2rWLf//738yaNYuRI0eSkZHhk3zXrFnD5MmTsVqtSJJEeHg4RqPRJ3mfjghY+IhOp2POnDm8+OKLzJkzh2XLlnn+EV9//XV27drF8OHDGTCggcVqBUEQ6nHPPffwyy+/0HfCQJJv6c1Px6MAklQbmJAkjC4Xd+SUu2cSVWpHOOwx6r2GO6T7ack2aEmxOJCMQcSl9Cc+dQWH/N3TRKkdOsILk3A5TFQG5gOQUmNjyOGVFLMSlcFIm5n3e/JLMds58RkZTXQH9svD6Vo8r3anIoPLBRoRsBAEQRBaXk5ODmPGjCE7O5tPP/2Uq6++uqWrJAiCIAgAbN1fyBtfb8dqc3LjlC5cNqpDk5TjcLp4+J11ZBXUTvGrCi72TpPdCZyGY1sSmqhs5IooHPltkXQ2VIHlqMPyifArxGjVkLErm9TF89D5BzLsH1MIiAkGwKDWce/gm8jbUf8U6vVRFAXF5UCl0Z3zaxWE89WRI0fo1q1bvccauxi3LMvcdttthISE8Morr/iyejzyyCNYrVaeeOIJHnroIYKCTr8Gjq+IgEUDFi1axPPPP++1z263M3jwYM/2k08+ydSpUz3bTzzxBMuXL2fDhg107NiRESNGkJmZyaZNmwgPD+eTTz5ptvoLgtA6zJkzB7VaTZcb+vNHztZ600wqrqZHjZUwp/uplROnY+pRY2Ol04VJowZFoVyjop0mgPgH/s0bWz5le8FuQrq0ZU5kPzrWZKD80RaDJQiXyok2qQyHyka/aqtnwSPZWkNEUS73DZnN2oxNJESooHSFp7yQXqOY1GkQWf/5DI49RaOLScZlrsKWfwRtWAy6yOZby0cQBEEQTrZ7925ycnL44IMPuPHGG1u6OufEbnOyYtF+igqq6dkvgT6DRB8rCIJwIfvPdzuoqnFPufLxr3sZ1SeB0CDDac46c4eyK7yCFRqtjH+IBZtyQiLFe4SH4tDhONwLUKHUgMOlQd95K1UxJdTICsriPwjWq+lz0/0EJ9ZOVxTmH0q/xD6NDlg4Kgop+PYlHCU5+KcMJPry/0PS+G6KG0FoTd555x02b97MJ598Qnh4uE/z3rVrF4MHD+a5557zab6NIQIWDSguLmbTpk1e+xRF8dpXXOwdfTYYDKxatYqXX36Zr776igULFhAaGsrNN9/M888/T2JiIoIgCKcjyzKZmZm0a9eOnj178t5773HNt3c3mH5kpQUJxWtfhl5DpVqFSatiZlEVWgWCHDKRThd+8Z1ILdjL9oL9AFQ4zCxSysmrqKCdxR0xV8sakvYOIn6anerKdXDC2hglqctos1PNvSOvIaDzEGoS+lGTthl9XEeC+k1AklTE3fQSlZt+QRMYjuxykPXO7Z7zI6bcSVCf8b5sMkEQBEFotMmTJ3Po0CHatLnwf9xf9VsaW9ZnApB5pIzwyADaJIuFSgVBEC5UTlft9zpFAZesnCL12YsNN6LVqHAce+hN8S/FplgACNAZkazB2ANLwRQMqEBrQXGp3X8fr5+tdn0Kl0oi/LYRLBgzkFdN3VFsFUh693fIwYl9z6hu5eu+x1HiDm6YD27GtH89gT1Gn/2LFYTzVPv27Rs9kqI+2dnZPPHEE4waNYpbbrnFdxU7JiwsjNjYWJ/n2xhifo4G3HLLLe4haKf4r76Lwc/Pj+eee47Dhw9js9koKChg3rx5IlghCEKjKIrCnDlz6NOnD3v27AHgx31LUE4ISGhkBZ0sc0mpqc75MnDET8vX0UHMjwnm18ggPosLJcegJdrpQgXYctMw7tvsdd6O/D3USNXkJ+737GsTE8X+4kP8FqhhXYgfRw1afo4IIK+6EEdxNkUL3sRlqcbYaRBR0+8luP8kzzoVhviORM98kKABk6ne9ptXWZVbFvmotQRBEAShccrKyrj22mvJy8sD8AQrnLKLTTmpbMndiUt2Ubl3H0Vr1rZkVQEwHU2naOUqbKWlnn1lJTXs2JxNaXFt/19S5P1Z4MRjgiAIwoXF6ZK5dkIntBoVkgRXXNKBiBC/0594FkKDDDz918H07xJNtw5ByA4t1r2DcVWFoVdrKd3eC1d+B47/bKhy+uGnMiL5V3ry0ERnUXqwgG0frkV2ybhUKiKuu5N7RkdyX34F04qrubHEyuVRPb3KVhQFe0kOrppK6qWctN6FWP9CEOp19913Y7fbee+995ok/0svvZTNmzc3uNB2UxIjLFoxrVaLJJ3bIk2Ce6X7tm3birb0EdGeDVMUhQcffJD33nuPMWPGkJCUyBPLX+Vg6VFPmiEVZmaUuH+MSDfoKKw54jlWrZZ4IzGMCLuLGLuTNF3tW/z2QAOXlJs92zHaAIa26c+GLPc0U8fDIaUxR1EkF4GRWgLbBFOUWwoqiUUR7sXSwh0yU4+Vj8uJbK1B7RfoyddlraF83XxcpnKC+09BExxZ53Vqgurua2niuvSdi6ENRf/qG+K+8x3RlqdWWVnJpEmT2LJlCyNHjuTuu2tHLb6+4X9szd0JwGVFESQt34ciSRjHjMJlsaIy+jd7fcs2b2H/S/8CRUETYKTXG69Rbtfz8TvrcTll1BoVt9wzhPg2ofQZmMiRA+5R38ZAPR27RDV7fU9FXJu+09rbUPStviPuO99pzrZMz6vkmf9tpKzKSp+USO6/ti/p+ZU8+f4GQgL13HJpV8KDfRu86JUSSc+OEVz/1BIUcwgA9oN90MTsoV18EIezawMKsgLmSj26zpuRKyNR6c04y/NZ9/JiZFmmw8TuqBJCsf+xgJQ893fUuEoAC1XbfiNi8h20bdsWUCj8/hXMB7eASk3U9L8R0G24V71Chl6ONXMPzqoSDEndMXYd5tPX3RqI+9x3LuQ2XLhwISEhIdx1111e+61WKwBZWVmMHj3akzYgIOCM8n/hhRdYvnw5s2bN4r333hNrWAi+YTAYLugb73whSRK9evVq6Wq0GqI966coCo8//jhvvPEGw4YP44YXb+f/fn8Ok8PslW5YpcXzd5jDyYdSGodjAglxyOwO0GPWqBlUYiLJ6iDIJdOn2kaBXsMefz3qwHBc1aWY1Co+qU7jxn53cXv/67jj58ewuY5FzCUwxedR5nKQmVu3niPCO6LJLAHA2HkwmpBo7EWZmI/uwBCfQuWWRdTs/xMA88EthI69uU4eoSOv9VGr+Y64Ln3nYuh3RP/qG+K+8x3Rlg2rrq5mypQpbNmyhSeffNIrWGGy13iCFQD+Ww8CICkKfitWUz10KGH9+zV7nYtWrnbPAwI4TTWUbdrCH6XRuI5N2+Fyyuzelkt8m1C69orjtgeMFBdW0z4lEmOgvtnreyri2vSd1t7viL7Vd8R95zvN2ZZfL0ujrMr9I2PqwWI27ctn7k97cLrc7/1VNXaevX2Iz8stq7JSbXbU7pC1ZG1NQnLlAt4/brqqwnHtHAUuHdU1O9j45fe4nC5GPDaF4MQwkk0OggqOcDK1X6CnLa25h9zBCgDZRfkf39UJWOgiEki857/IFhMq/yDx3lAPcZ/7zoV+fVVUVLBmzZp6j1ksFs8xp9N5xnlHRkayefNmRo0aRdu2benfvz/x8fH1tpkkSXz00UdnXEZDRMBCEAThPPDCCy/w8ssvM2jQIG751z0syVxdb7oKjYoIhwuAYJfMpSXVLAsLxBLgHqqrk2U6WBwEu2SuODYtRLLVQd9KC65Js3h7zwJKdGrsLhP/2/oVr056ghmdJzB/70JPGXaXo27BxxiSuhHXcwaO0jz8Ow3AfCSVwu/+CbK7TmpjiCet4rRTvvprr/MlrR5dRPwZt48gCIIgnCmz2cy0adPYsGEDDz/8MM8++6zXcT+NgVC/YMot7idIzeH+UFHlPqhS4RfXMnP2+iUmwJ+12/6JCRTsLPFKo1LXflGMTQgmNiEYi9nOgd0FhIT5UVluwT9Ah9lkJzTCSFRMIIIgCML5S6Xy/gHQZLZ7ghUAOUXVJ59ySmargy37CokI8aNbct2FeJ0uGY1ahdla90dM2RSGe7Lhk9jdow6rS7P5c/7ryHY7990xiryucciAvTocKK9Nr9bg36EfIUMvr32dBu+Riyp9/SMZJZUatTH4tK9TEC5milL/GjcZGRm0a9eOTp06ceDAgbPOv6qqiquuuor9+/ejKArLly9vMK0IWAiCILQyiqJQUFBA3759+eL7r3hu41snHoQTotc/RAUxo7CGINnJLxFGMvz1oCgEVTsJ1MjMKK4m2FX3w6UBqC44Sp5B69mXU5XPe5s/Z0L7kV4Bi4bEBkYx0hhPwTfPI1trYJHaE6g4TrbXjgDRBEehKDIuW+182hFT7kSlMzSmWQRBEAThnDz//POsWbOGe++9l3/96191ngZTq9T8fcQ9zN+7CJUkMXT4GJw/LcdWXEzM5In4xcW1SL0Tr7oC2W6n5mg6EcOGEtK7F4Hr1lNRXtvHdu3lXbfqKiv/e30dpmpb3QwluOL6vnTr0zKvRxAEQTi96yd25mhuJfklNYzsHc+04e1Zm5pHRr47kD5hUFKj87Lanfzfm2vJPfYA2+xp3bh8dAcADmaW89a3qWQVVtM+Pphnbx9Cn06RpKYVn5SLd5/Zv5+OvY6VOK0aUp/6CoethmeuHYetfzyyJGF0ymAKYo2tMyMNB9GGRBB9xSPoY9p55aMLjyds3M1U/rkAtTGEiEm3n2FLCYLQXB566CFWr15N9+7duf3220lOTsZoNDZL2ZLSUDimiSxbtgyAsWPHolarm7Poi0q3bt0Azmm1eUEQmp6iKEiShKIofLD+c1bm1j5Sqdj1JGVGYdO6KEgsQFK7AxGyzUBbVwVZ/rU//BvsMk9nlHBszWscABJoT3iHj7rqMeaV72VtxiavOiSHtCG7Kh+H3PDIiv5xPfm/YbdT+uu71Ow5/WKkfh37EznlLuyF6RT98jaKzULoqGsJGXLZac8VhPOZ6F8F4cJhNpv56KOPmDNnzgUz3L+8tIaDewuJig2iXccIz/7P/vsnGUfcC3CrVBL3PzWOgBOmf9ryRwZLftrTYL5J7cO4+e6hTVdxQTgHom8VBDdFUXA4ZXRa929lFpuTrfsKCQnU0719OFkF1bz/4y7yS2uYOCiJayd0qrd/255WxNNza79XatQSfTtFoVap+HNPvlfadkkGxo6XcFSEsWRFGUUnBMeP1YrBvcPZqf0aJPeXy/KDTmJ32pkx3MG3sbWjIJJrbIysCWXk9Nswtqm/boLQ2hgMBmSHg1WXXnZG592w6nf8ExObpO/z1QiL6OhoDAYD+/bta7ZAxXHNPsJi0qRJqFQqioqKCAsLa+7iBUEQzhsffPABGzZs4KOPPqLSVu0drJAlbPsHkmZzdwpaeySalJ342aGHpYweVhcfG/Qox4YOG1A8wQpwv7l/GRnAX3UJaMPjCOg6DP/k3sxhAFpJw4r09Z60RyuyTlnPcL8Qru91OdYDG6nZv6FRr81yaCsV638gYuJfiZ/1T6p3rABJheywodKeX/NrC4IgCK2Hw+FgyZIlTJ8+HX9/f+69997TnuM01XD0w48xZ2URNeYS4i6d0gw1rauizMzc19dhOzY9x/RretF7YCIA5WW1a1rJskJZcY1XwCIk/NSLg4eGNe+XTEEQBOHMSZLkCVYAZBdW8+3yNKrNDhKjA9l5qHYUxFfL0ujeIYIe7SPq5FNl8h5t53QpbN5XWG+Z6ZkWvkhdjkot89jse3jqzb3gOuH7muTimimJ/PlNFdZKC2HtowhrY+Q+xcoSg3ffctSo56jRTNHSf3PzX/8Lai2CIFy4LBYLI0eObPZgBbTQlFDNPKhDEAThvDNv3jzuvPNOOnTowJHcdP617X2v44rNH8VW2yk4qiLRAMOqTQyptKBRYMRR2JJgROtUuLK8yut8CXBJEqulGorD9MyKS/Yc6xffwytgcTqllgr+t/VLrt6yGYOr8Qs1VW1djLOyCFv+EVwm91ymtrxDRM98sNF5CIIgCEJjuVwubrrpJr755hsWLFjAjBkzGnVe5hdfUrxqNQDpR45ibJtEcPduTVjT+h1JK/YEKwD27czzBCy694lj/Ur3QqZhEf7EJnrP692hcyTjp3VhT2oeWp0au82JSiXhcilExQQyfnqX5nshgiAIwhkxWRzMW7iX/JIaJg5OYmSfBGRZ4e1vU8kscK9dcXxB7hNVmexe22arg4JSM8EBZ/iAmKSgoLAodQe4TvphUtFw/9OrWfPdYmymGia/+Rco6M2z1WHoO65Cou7ve2sCVNxgqUETEHJm9RAEwSfatm3rk9/e+/TpQ2Zmpg9qdObEGhatmKIonulmhLOnKAoWiwU/Pz/Rlj4g2hO++uorZs+eTdu2bVm5ciW/FazD5DB7J1I73P+53E+lqALLAPgjxJ/l4QGoZQWNLBNXqaXL0VLa+DvgpM+lKWY7i4xWnNnbUEkq7h50M2pJRZWtBp1Ki/0UU0CdbF/xYX4K82NsuZkox4nrVkiAguQXBE4bisP7aR7zoa1e25b0nY0uszmJ69J3LoZ+R/SvviHuO98RbQmyLPPXv/6Vb775hssvv5wpUxo/SsJaWOS1bSkoQJvcrtnbMybeOwgRk1C7PWZKZxKSQjFV2+jaKxbtsSdwzTV2fv12J4X5VXTvE8+t9w8/r64BcW36Tmvvd0Tf6jvivvOd5mrLj3/Zw++b3aPedx0uYcfBYlZty0GW61n4+pgOCcH06xLl2T6aW8kT76+n2uzgzKoqIVdGoA4t4uiuYMB7jUKbuYI/5z+Jqayc3n+ZTGxwRyoLAzBJeKaIAkDBs+xFiFpfJ1ghrkvfEu3pO6LvadiTTz7JpEmTWLBgAZdddlmzlq06fRLhQmUymcRoFh9QFIXff/9dtKWPXOzt+cMPP3DTTTcRHx/PypUrCYoM5s+cbZ7jilONbPEDpwZ1ZDZq/3I0cYfRtd8FgFXtftt2qSTsGg1D48eztF8I6SF1h9seMepxHpsyak/RQW74/m/M+vFB3t/yeaOCFce77ACnix7VVjpYHLgkqFCf2HW4/x0lRa4TrKjNqLbzNyR1P225LeFivy596WJoQ9G/+oa473znYm9LRVG46667+PTTT5k6dSrffPMNWm3jp6GImTTB01fpIyMI7d/P056KolC0cjVH535Exa7dTfUSAIhvE8LVt/Sjc48YRk7oyKjxKZ5jkiTRqXsM/YYk4eev8+xf/VsaaXsLqSiz8MeKwxzaX1Rf1i3mYr82fam1t6HoW31H3He+01xtmV1Y7bX9++YsnC4ZuYFib5jcmdf+NhKDrvYZ5O9WHKTa7P6Od6bVdWV1p33NVEpLvQMkdksVG79/GlNZDr1uHEbHGUmUKTkogVng0uHMa+9OeEKwItk/gvvH1x1RL65L3xLt6TuiDRum0+mYM2cOV199NbNnz+arr75izZo1rF27tt7/fEmMsBAEQWgmFouF++67j8jISJYsXcKC/BXs2L4Xi7N2eK+kcSFp3Aud6docxJHfFm1shlc+MVYHBYbaH2L8ZZkinYZOltoghD65N5WBDqhxz3NaYa0EwOw8eRG1+o1rP5zBCX35Yfk7XJ1dhl9Dn5aPka0mr21NcBTOSvePJkH9JyOptagMRoIHtMy84IIgCELr9dBDDzF37lzGjx/P999/j06nO/1JJwgfNJA+776FJTeP4O5dUfn5eY4V/LaUo+//D4D8xUvo+eo/CezYwaf1P1HnHrF07hHb6PSmau+HBUxVDTw8IAiCIJy3xg9K4kCmewrd0EA95dWnfi9PiAxErVZRUW3jy6UHqKqxcSir/KzLd9l07NnrPbLC6bCy6YdnqC7JpOvEy0iZGuM5phgraKMuoag8nE72Srr5HeXHmCAA7h99LzGBUQiCcOEbPXo0kiShKArz5s3j008/PWV6l8t1yuNnQgQsBEEQmomfnx/Lli0DYEn5Ojbl7DjtOepjU0Ed19Zi54b8Sv7ZNgLXsdETMXYXA0+Y09TYeQjRVzzEiw4re4oOYnZYeHfTvHrzjwmIpMBUXGf/1LwyNDm/MatCRq4vWKFSg+zdGemi2+EylePfsT9hY2/CmrkXlV8AhsQuYoilIAiC0GQuueQS9u3bxw8//IDBYDirPPwT4vFPiAfwmoKjctee2kSKQtXefU0asDhTA0e04/CBIpwOmcBgA7lZ5SiKQt9BbZBUou8VBEG4EEwYlERSTCD5pWb6pETy4S97WL0tB51Ghd1Zd1qonOJqXC6Zlz/dzL70snpyPHdqjZ6whO5Etx9E+z7TUVx/IKnd3//s5bEQl44UW0oacFgJBGBwQl+iAyKbpD6CIDS/m266qcV+yxEBC0EQhCa2evVq/P39GThwIF27dgXg5e/n1kknO7SotCdM1SSDZKxCIyueqZ1SzHYCZIVZeRWsDzGCAa4qrAIU1MGR6CISCZ/4VwAMWgP943siKzK7CvezNmMTfhoDvWK6klddSNuQeDZn76hTj0SXCtvu1dQA+wP96XHScQWQFAUkFSgyIGHsMpio6fchaWpHfhg7DTzrNhMEQRCE06muriYwMJBLL72UqVOnNskXqpA+vSjd8Kd7Q6UiuEfLTW1YWmzCYXcRHRfkea1t24fzt3+M4XBaMQvn7yJ1Uzapm7KxWhwMG3P+BFYEQRCEhpmtDrILq/EzaAnw1/Hgdf24YVJngvx1fLP8ID+uOuyV/vdNWXyzLA2n68ymsgkN0lN+mpF4LocNSa1BpVLTddQsABS7hG3vENRhBcgWI3J5DEV9j3imEHZJEg8Nu4P+8T3Fg2qC0IrMmzevxcoWAQtBEIQmtH79ei699FLCwsI4dOgQer17ZWy9yg+bq/bDonXvIJSaYHrEbCHOmI1dpSLeamd9SAB9KmuIcbmQkMg6NhVUe6uD5IJK9kRAgEsmy1/PyLveRaOu+7auklTMGXQLN/W+EoNGj07tzmNzzg7WZm72SjsyaRCTVy0GYF2oP8vCjDxqthLiqn2yRwJQZPRxHYie+TCa4AhfNpkgCIIgnNZLL73EJ598wsqVK0lMTGyyH0iix49D7eeP6fBhwgcPIqB9coNpc6ryWZ2+kQj/UMa1H4FGpfZZPf5YcZiViw8A0KNvPJdf38dzLCDIQHV5udeIyIwjpSJgIQiCcAFwyQqPv7eewznuKXzHDkikoNTM3qOldEwM4cm/DiI23Mh/vt/pOaewzHzG5WhUEh8/MYGlGzP4ZtkBKkx11zR0OWxsXvACev9gek9+ANUJ/ZhiDcCZV9uvKA49ksbp2f7Ppk/pH9+TuwbcWO93UkEQhDMhFt0WBEFoIps3b2by5MlIksS3337rCVZUm+2UbO2Lqywa2RyIPaMLSk0ooMJQGsbkcjOXlZoIUhSuK6xglMlGJ4uTFIuDseVmLCf9JuMEEqI7nvaDYZA+wBOsAEgObYNaqv0Q2j+uJ3MG30Jgt+EAFGnVKJLET1GBOOvkBra8w9iLMs+maQRBEAThrL3++us8/vjjGI1GjEajz/O3Ot0PFNy/6Bk+Tf2OsGGDaTfrZoK6dG7wnCprNU8uf5VfDizj4+3f8vmOH3xapz9WHPL8vXt7LpXltWtSWWpM7Fn/BVA7VWNJQTW5WRU+rYMgCILge3nFJk+wAmDFlmz2Hi0F4FB2BT+vOUKfTlGo1ecWmFerJf77/U7e/3E3Jkvdb3cup4Otv/6L0uzdaA0BSNKpfy60H+mFUh2E4nB/v7Q4razL3MzqjD/PqZ6CIAggRlgIgiA0idTUVCZOnIjT6eS3335jyJAhyLLMq8u/4M+tNbhscbgO96lzXqKmzDO0tpO57lMvEuB30shfraQiYcwtZ1Q/k72Gz3f+iEup/XFja94uXlj9Ng9PuhVrzkH6VJeyI9BAmlHP623CuT233GukBUDF1sUU/zYXfUwykZfejdov8IzqIQiCIAhn4j//+Q8PPvgg3bp14/fffycsLMznZSxMW44eKDSXsPjQKpJCErgkeegpzzlankWNozaIsKtwv0/rZAzQY7e5n6hVa1ToDbVf44pzM3DZiwnQrMPkHAmoqKyw8uMX27n3H2N8Wg9BEATBtyJC/DD6aamx1P3uB1BcbiEi2MCztw5h4fqj7DpcgtlaG3DQa1XYHHXXuTiZzSHz++YsgDpTSckuJ9sXvUpxxnYSu4+j+5jbTztyUTEHYU3rj77bJqQTpjU2n9AXCoJwYZs9e3aj00qSxEcffeSzskXAohUzGo1i/kAfkCSJSy65RLSlj1wM7ZmTk8P48eOxWCwsXLiQkSNHUm018eB/lpOfFwQEN3iun76SdxNCyddr6FNtZWZR9SmGwil0PPQzhva90ce0O6M6frXrZ/7M3lZn/67C/azM2ESfiHhSDuVzX3YZOXotHcw2Qo5/sFVpQHZ/SLYe3QGAuaqE8nURBHQZivlIKobELvi3rxuQOV9dDNdlc7kY2lD0r74h7jvfuVja8sMPP2TOnDmkpKSwfPlyIiObZmHPCksVW2w7UHD3e+XWytOcAe1CE/HX+nl+qOkR1fBojLNx+fV9WPT9Luw2F+Mu7YLBr3bEZGR8EnqDPy6LmRMH0JuqTz1PeXO4WK7N5tDa21D0rb4j7jvfaY629NNreP6OIfyw6jBHciooKPWe7mntjlxKq6y8cOdQNBoVG/cUeI5FBBu4/y99eOL9uqMawoL0lJ1mvQoAWXaRuuR1Co9sJr7LKHqOu+u0oyvaxgYxsGc4zog0zPYebM/fTbW9hlC/YIYk9K33HHFd+pZoT98RbdiwxqxhIUkSiqKIgIXQeCqVStx4PiBJEkFBQS1djVbjYmjP+Ph4Zs2axSWXXMIlYy7hlXXvsSktC3ve4BNSKaCzIqkdYDChlMcCEn9Gask3uJ+Q2Rrkh94lM7TSQpBTRntSORJgsFUS1KXhpz5N9ho2ZG3FqPNnSEI/VCoVdpeDQlNRg+dYnTbCJ8zGZa0hJvcgMXardwK5vgmioHr3Wqq2LPZsR1/xCMbOgxos53xyMVyXzeVi6HdE/+ob4r7znYuhLWVZ5vvvvyc5OZmVK1cSExPTZGWN7ziS9dlbwQmhhmBGtj19XxZsCOK5MQ+yOmMj4X4hTOwwyqd1UmSF6iobZpOdtD0FdO4eg6Ryvw/5GQO54s5/sG/bOtLSJHJz3IGWoaPb+7QOZ+NiuDabS2vvd0Tf6jvivvOd5mrLjomhPHbTAHKLTTz1wZ8UlXsHLfYeLeWW55YyuFssGrXkGSHRLj6YTm3C6J4cxp6jZV7n3Dq9B//+ehuu0yzMbTOVUZa7n9iUofSa+DekRqy/VFRWww3jRyNJPQH49cByPt/5A+WWSl5d/wEvjnsErdr726u4Ln1LtKfviL6nYatWrap3vyzLZGdns3TpUr799lseeOABpk2b5tOyRcBCEATBR/Ly8oiOjkatVvPqq68CsD1vN1vzdiGbkk5KLaGJyEWbcBgAR0E5uHQUBVuB2g4z3u4iyCWTbtCSYnXgAo5/hNSERBM+/haMKQPrrY9TdvHUin+TU5UPwGeGH7A4rdicdlQNPDUT7pAZFhCPNiSasFHXkv/F041+/YrV5LVdk7bxgglYCIIgCOc3lUrFggULKC0tJT4+vknLaheayDtTnyOrMo/ksDb4a/0adV6bkHhu6n1Fk9Rp5ZIDmE12AHZty6X3wETadojwHA+Ljmf4lGsZNlkhL7sCrVZNVKz4IUMQBOFCEh8ZwO2XdeeFTzbXOVZpsrN0UyZThralqNxCaKCewd1jufaJxbjkukGJV77YCoBKJRERbCA0yEBaZnmddH5BkQz/yyvojaFei2yfitnmQpYVz7oaK9PXe45lVOSQVnKU7tGdGpWXIAjnr1GjTv0Azk033cTkyZOZPXs206dP92nZYtFtQRAEH8jMzGTIkCHcfPPNKErtB0aVpMJVFo2zNA7Jr/rYXgVQcOZ1wLprONY9Q5ErotHGH8Glqg1WtLE46G6yolUg20/L11GBzI8O5L220cTc+AKJd73jCVZUWKv4etfPfLv7V6ps7sBBTmWeJ1gB7iktrE4bCorX2hXHRdgd/F9mCcq23wHQhsbCiQt5H3tKRjIEogmLO22bqAN8P6+4IAiCcHH5+eefeeWVVwAwGAxNHqw4LsgQSPfoTo0OVjQ976f/Fn6/m38/vYz1Kw97p5Ik4tuEimCFIAjCBcrhrPs97US/b84ipU0Ilw5P5o2vt9UbrDiRLCuYLA4SIgM8+xRFYd/aeZTlutdb8guKRKU+s+eZrfbaekYZawPoEhIRRvE9UBAuFjfccAPdunXjmWee8Wm+YoSFIAjCOcrJyWHMmDFkZ2czceJEryGFDpcTtdGEvv0ObLtHHNtbe1yxq1GHViJx0kJpioJJLVGi1RBnd1Kg17AvyIhGpeG2fn/Bv00XT1JZkXlx9dtkVuYCsLNgHy+Oe4SogAiMWj+vRUAbEm53cmteJWpApdUDoAkKJ+aaf1C1ZTEqYwghQ2cimyvRRSRQc2AjxQv/03CGWj3BQy8/bbmCIAiC0JDFixdz1VVXERYWxuzZs4mIiDj9Sa3UuEs7M/+TrVRX2wgI1FNWXAPAikUH6NA5iug4EaAQBEG40DldMp8u3u+1T5LghOfhcDhlvlqaxoI1R7wW3z4Vs9XJ6u3ZwLFgxZpPSN/+CzXleYTFdznN2fW74ekl3HZZD6YMbccd/a/n49RvKTdXMKXTGGICmmaNKUEQzk8dO3bkt99+82mezR6w+OSTTwAIDAxs7qIFQRB8rqCggLFjx3L06FHmzp3LjTfe6DlWZqrmXz8uw+mMQbEYOfnpSAB0TiStnammQnbZ3IEJACSJMp2G76IDaWdxsNuo58YeM5icMgbNSUN1TXazJ1gBcLgsA7vLgb/WjydH38fCtBVUWKvYU5TW4OsYZpMIUdQQl4zhhECDf7teKHYrxYv+S83edYSNuRFDfAqBvcagNoZgK8xAExSOy1yFNScN84GNgELIoOlo/AIaLE8QBEEQTmXFihXMnDmToKAgli9fftEGKxRZQVK5R03c/+Q4nC6ZT95ej+mEhVStFocPy5ORVGIQviAIQkvIyK+qs+i20sAAisYGK45zye5gRdr6L0jf/gth8V3pM+X/Gkx/2cj2+Bk0JMUGIQFvz0/FbHV66uN0Kbz/wy6G9YwlLCCEh4bdcUb1EQShdZBlmV27dqHy8efHZg9Y3Hzzzc1dpCAIQpMoLi5m7NixHDx4kHfeeYfbbrvN6/iLn2zBlpnSwNkKIKFtuwdXfnuCZDv3ZJWxJdjAL1G1T0nm67Xk67XoVBr6xfWoE6wACNQZaReaSHq5+6mZTuHJ6I5N35QclsTfhszm98PrGgxYxAREcdnoWazcPJ9vatKRlz3PVe1HM7P/VYBE8eL3kS3uaaZKl32MLScNl7mSoH6TCR02EwDZaad81ZfHXhdUbPgBZ1UJ/u16EdB9RL3lCoIgCEJ91q5dy7Rp0/Dz8+P333+ne/fuzV4Hs91CekU2ScHxBOiNzV6+oij89tNetv2ZSWi4P1fd0p+omEC0KjUjxnfkhy+2I7sU2neKJLFtqE/KW7/kW3ZtWE5gcDiTrr+HyLg2PnglgiAIQmPFhPnjp9dgsZ0+GOFv0Jxx0OLQxvkc3vwDIbGdGHj5k2i0hnrTGQ0aNu3Np0u7cGaO7oBBr2FozzhsDhdX/X2hJ2ihABv3FDBxcNszqocgCBc+s9nMwYMHefnllzl06BCXXnqpT/MXU0K1YjabDUVRxIr350hRFPbt20fXrl1FW/pAa2rP0tJSysrKeO2115gzZw7peZVs2JVP27ggurUL42BGFfWOqoBj+1040nuCzcjnRFGqBDJIs5fNNgcFei16l8yYsho04XGMnnQ/cUExXjmc2JaPj/obyw6vRSVJTOgw0qttS8xlJATHopbU9a5doZUV3v/lWXYE6HCqVETbnCSs+oH05T8Q1GcCivOEJzcVGdPedQBYMvaQeNc7aENjkJDc45WPk2VMu1Zh2rUKVCoCug47y1ZuHq3pumxpF0O/I/pX3xD3ne+0prY0mUzMnDkTjUbD0qVL6dOnT7PXoaC6iK9WfM8m2278df48P+YhEoJjm7UOGUdK2bI+A4DS4hqWL9zPdbe6163q0jOWB54cR02NncjoAJ/8mxdmH2XHuqUAVJYV8ceir7n8tkfPOd/WdG22tNbe74i+1XfEfec7zd2WAf46nrtjCN+tOMTW/QXIx2YNNho0hAYZyCkyedJazjBYUZK1k4N/fk1wVDKDLn8Sja7hNZpqrE5qrE7yS83sPVpKjcVBh8QQnv7rIDq1CeXACYt3Bxn1jSpfXJe+JdrTd0Tf0zC1uu4DsydTFIXIyEheffVVn5YtAhatmN1uFzeeDyiKwuHDh+nSpYtoSx9oTe3ZuXNn9u3bR2hoKLnFJh56ay1254lrUZzu9anAVvvU5p/OJP5MKMTqHhzBJYEduLrfKPw79EWqZxG0E9sySB/Ald2m1Enz8bZv+e3walSSimmdxuFwOYgPimNHwW625O7CT2Mg21xMpZ8W6diTMlNKTUQ63IGNqm1L0Ea1xVGUUbf6ioz56E6C+8UgabSET/wrpUs/QnE5QaltB2vWvgsiYNFarsuWdjH0O6J/9Q1x3/lOa2rLgIAAvvzySwICAhg4cGCL1GFN+kbaS/FsYg81djPLj6zjlr5XN2sdnA75pG3vBw6MgXqMgY37kahR5Tm9p5VyOX0zzVRrujZbWmvvd0Tf6jvivvOdlmjLzklhTB+ezOa9BZ59gUYdYUF6r4DFqZfaris8sSddR/+VhC6j0BoaP3VvYZl7iqodB4t569sdPHbzAP712VYyC6oY0z+RQd1iTpPDsfqK69KnRHv6juh7GpaYmNhg2+h0OmJjYxk1ahT33HMPUVFRPi1bBCwEQRDOgMlk4uqrr+bxxx9n2LBhhIa6p2HYdaj4pGDFmVMCKrFpa7fXW6qZ3ensf6wpqSnjt8OrAffC3CuPruejy1+juKaUb/b8DIDFaQWgSqNiTFkNf4T6o5W9P/7WG6w4pvS3ubjMVYSNuIqg3uMI7DEKS+ZeCr5+geMfo/3b9z3r1yAIgiBcHHbv3k1ISAiJiYlMnDixResSbAjCRqVnO8QvuNnrkJwSQccuURzaX4TBT8OoiQ1NMekbcW1TSO7Wj6N7t6HVGxg0fmaTlicIgiA0rH1iCMFGHZU1dgD6d4lm79HSetNGhvhhd7qoNNnrPV6ckUp4Yg9Uag3JfaedUT1OXvA7I7+K8GA/XrlXTPkrCBeDjIyMFitbBCwEQRAayWw2M23aNFavXk3fvn0ZNqx21IBLPs0zLpIT9FawHn+aRUEVWoBcHsvx9SwclVHIjiOotO7hvfaqM1u0OqM8m0OlGfSI7kRMYBRatQYJCeVY4KDaXsPsnx4Caw3dqs1YVCp2B+hRJPd0ThEOF08fLfHOVKMDZ/0ffo+rWDefkCEzUGl0SGot/sm9ib3hWSzpOzEkdcO/Xa8zeh2CIAjCxWXfvn2MHTuWsLAwdu/ejVarPf1JPnKg+AhHyzPpE9ud2ED3k2Fj2g1lyf4lRPmH0yWqI1M6XtJs9TlOrVZx7V8HUF1pxc9fh1Z3+iH550KlUjHlhjmYKsvR+/mj1flu9IYgCIJwZgL8tLx230hWbs0mLMjA+IFt2J5WxHMfbfJKFx3mR//O0SzakFFvPtl7VrBz2Tu063Mp3S65tdHl9+wQwVVjO5JdWM3cBXs8+6cMa3dWr0cQBOFMiYCFIAhCI1itVi6//HJWr17Nvffey/PPP+85tj+9jA9+2n3K87XJe5BULuyH+h3bI6FYgkCSQVEBUCMbMR7ogyM+C9nqT1td/0bXb1fBfl5c8w4KCnq1jpfGP0picBzX9byML3f95Elnspl4IKeMaLt7aomNFj82JidTYCqmSqPm5J9DtOHxaIzBWI7uaLhwRcactomAbrVP2vgldcMvqVuj6y8IgiBcnA4dOsTYsWMpLy/no48+atZgxcbs7by+4X8AfL7jR3rHdmVqyhi6RrpHM7w19VlUKlWz1edkkiQRFNLwHONNISD43BfwFgRBEM5dTLiR6yZ2BqCqxs6qbTlEhfpRXGFBUUCvVVNYZmkwWJG7fw07l72LX1AUyf1nNLpclQRXXNKR3ilR9E6JIiE6kLXbcxnWM5b+XRs3/ZMgCMK5EgELQRCE07Db7Vx11VUsW7aM22+/nbfeegtJkjBbHWzYlUfqweLT5iHpa3AWnPREitoBir93OqKwHw5Hr1Vx/V97NLqOf2Rt8YyksLnsbMrZQWJwHJe0G8JXuxZ4jqnAE6wA6GdxsVvnrsOqMH9CnS662kHrsKMyhhA58Vb0CZ3I/u89OCsKPedpwmJxluXXVkAluhNBEAThzKSnpzNmzBiKi4v59ttvmTbtzKaqOFd/Zm/3/O1SXGzL282O/L28OvGJZq3HmVAUBavFgcFPK+ZbFgRBuEg8/PZa8kpqvPbZTlrb6ET5Bzew47e3MASEMeSq5/ELjGwwrSTB367uze4jpWjUKq4a24GY8NqR/n1SouiT4tu56QVBOD/Nnz//nM6/+mrfrfkmfmESBEE4ja+//pqFCxdy8803895772GxOXl3/g7+3JOP03W65c5kNEn7walHLour3a12oA4twOlSgVMPTh1qlYqPn5hISaWVsCADRr/GP2XaJjjea1srqbnzl79TYa2iY3hbjpRloVapkJxOLCoJv2NTWAUldKFvbHeOlGViU6n4KSGKEZOfItwQDJIKSZJwVpWiyN7rcwT2nYApdTmO0lwCuo3AeA5rbQiCIAgXn9zcXMaMGUNubi5ffPEFV1xxRbPXoV1oIn9mb/Pa51JkMitymr0ujWE22fnyf5vIz6kkOlbPJRMiSExuj19AUEtXTRAEQWgipZWWOsGKUyk8upXti/+Nzj+YwVc9h39w9CnTGw1axg1MYtzApHOtqiAIF7hrr732rB+IkSRJBCyExlGrm3au24tJeHh4S1ehVbnQ2vOmm25Cp9Nx9dVXo1Kp+HFVGut25jXybBXqgAqcpbEn7VeQ/EwYemxAksCe054ufoPxM2hJNDQ+UHG8LSd3HI3VaWNf0UFcsszXe35BVtxBhoOl6fzf0NsoNJVQVFOCvUc0kYf3oDIYCR1+FVf4BxJpDCe/uojhSQOI8A/z5F9zYBOFP/0bZO8neIzt+xIycBrILiR16+hKLrTrUmg5on/1HXHf+c6F1pZhYWF069aNp556iuuuu65F6jCt0zhkRWbp4bWUWyoAUEkqUsLaoYTbWqROp7JlQwb5OZWoqMZW8ivLvrajM/hxxR3/IDwmoaWr16AL7doUWoboW31L3He+09JtqdXUf28E+GkxWRx19htDYwmKSKL35AcICI2v50xvXdqFnTaNr7R0W7Y2oj0FX7vpppvOKGBhs9n4+eefsVgsPq+LpCjK6R4PFi5A3bq5547fu3dvC9dEEC5Msizz4YcfMmvWrDrzab80bxN/7i5obE7o+6zEfrAfSk3deaHV4bno4zPoLE9mzmWDiQw9t7mqX177H1Lz99TZ3yu6KzsL9wHgpzHw1tRnCTGc/onM3Hn/wJab5tnWx7YnZPhVGFMGnFM9BeFCJfpXQTg3ZrMZf3/3VISKopwX0xo99NsLZFXmerafHH0fPaI7t2CN6rf294Os/u0gfuq9+KkPePb3GjqeEdNaJugjCL4g+lZBOLUPftrFwj/S6+zv2i6MfellALgcNtRaPdD4/jU0UM8Hfx+Hn751PIAmCC3BYDAgOxysuvSyMzrvhlW/45+YeEH2fQ6Hg//973/885//JCcnxzO64uuvv/ZZGS23ipwgCMJ5SlEU7rrrLu644w5ef/11r2M7DhadQbAC0Nqw7RtwLFhRNz7sKo3nnelP8eysS845WAFwuCyjzr5gQyDF5lLPtsVpJaM8GwB7aS6FC96g8KfXsRdn1zlXbQz22g6fdLsIVgiCIAhnpbS0lMGDB/Pss88CtFiw4tcDy3nwt+d5Y8OHVNtMhPuHeB0P9XP3fWklR3hy+as8sfxV9hcfaoGagrnGzvefbeP9V9cgSRLxSSHIisErjVEslC0IgtCq3XF5T164cyhThrT12p+eV8UjN/anIm8/Kz+6g5Ls3UDj+leDTs2ztw8RwQpBEBrN6XTywQcf0KFDB+69915yc3O58sor2bVrl0+DFSCmhBIEQfCiKAr3338/c+fOZfz48dx3332eY2argy+XHjjF2fVw+AHHAxES7qBF7QfIkAA9EcHGc6rv0fIsbE47nSPaMyi+N8uP/gGAChVGnR+D4/sgSRJ51e5FswN0RpLDklAUmYJvX8JZ7g7A2HLSSLznv0iq2mHHERNmU2y34KgoJKjfJAxxHc66roIgCMLFq6KiggkTJrB7926uv/76FqvH3qKDfL7zBwCyK/Pw1/rx135/4X9bv6LMXM6UlDEkBMUiyzKvrZ9LpbUKgNfWz+WD6f9Eo2reaWtWLNzPvp35ABQtSePmu4cQHdufTcu/J/vQXuKTO9Fr6LhmrZMgCILQ/Hp1jKRz2zA27s2nrMo9baFeq6am5Aibf3oelyyjVjd+amGjn5Z2ccE4XTL/W7CbrfsL6dounHuu7IVBBDEEQTiBy+Xi448/5sUXXyQ72/2g6+WXX84zzzxD9+7dm6RM8S4kCIJwjKIoPProo7z99tuMGjWKBQsWYDC4n2LMLTbx6DvrqKyxnyYXmVMPXpNAawFZQ2CQwnOzR6NSnf0Tpl/v/pkF+5cCMDC+Nzf3vpK9RQcpMBUjI1Ntr2HpkbVc22MGt/a7llJzBaPaDSZIH4Bst3qCFQDOqhJkmwW1X4BnnyY4ktjrnznr+gmCIAhCdXU1kyZNYvv27TzzzDM8+uijLVaXkpoy721zGVHGcB4fda/XfpvT7glWAFTbTNhddjSq2tGQh0szKLNU0DOmCwaNvknqW1nhPSdwVYWFpPbhjJp+Q5OUJwiCIJy/9Fo1D13fj3+8twGAzKP7ufzVp1GpFK67999oQjtSUGpuVF6B/joAVmzJYvGGDACKynMw6NXcc2Xvpqi+ILRaLhW8dV3UGZ1Ttl2DfxPVx1dcLhfz5s3jxRdfJDMzE4AZM2bwzDPP0LNnzyYtWwQsBEEQjnnttdd49dVXGTp0KAsXLvTMsQ3w258ZjQhWgDtY4T2K4mTq4FICOhzkqUvuo11EcIPpGmPRwZWevzfn7kCn1pJvKqqTrtBUzMyBN3rXVGfAv9MgzGmbAPBr39crWCEIgiAI56qmpoapU6eyadMmHnvsMZ566qkWrU+/+B5EB0RSaCpGJamY2GFUvek+Tv3Wa7tjWDvWZmxidNvBGLQGlhxcxSep8wFIDI7j5fGPoTuDJ1sba8CwtqQfLkWRFcIi/OnYNbrBtIqikL4/lbLCXJK79SMsKs7n9REEQRBalkrlfjiuqiSTjd8/jcthZcniRUyYMJ4XPtl02oCFXqsmNsLI367pDUB2YbXX8Q278kXAQhAucrIs8+mnn/LCCy+QkZGBoihMnz6dZ555ht69ezdLHUTAQhAE4ZgZM2awYcMG5s2bR0CA9w/3Bt2ZTAFx6hETY7t145aJNxOoP/fgQIR/KPnV7gCFXq3Dpch10qglNaPaDq73/OjLH6AmbTMoCsZOg+ocd1lMmA9vQxsShSGxyznXVxAEQbi47Nq1iy1btvDAAw/w0ksvtfgi2wE6I69O+AcHSo4SGxhJdEAkAEWmEn5NW45aUjGx42jWZGz0Ou9QWTqHytLZkruDJ0ffz/Ij6zzHsivzOFB8mJ4xvu8nO3WP4Z5HR1NWUkObdmHoTjFNx+6NK1n7yxcAbF29iL/c9xzBYWf2tJ8gCIJwfuuUFIqfXs2hI5tx2i30n/4YUW17ATC4Wwyb9tSOoI+PNGK2Oimvtnn2KSgUlZv5YskBHvhLXxKivL+T6jTNO/WhIAjnD1mW+fzzz3nhhRc4evQoiqJw6aWX8swzz9C3b99mrYsIWAiCcNErKCggJiaGlJQUfvrppzrHFUVh5da6C1KfKX+9hmvGp3DZqA7nNA3UiR4YchvzUudjc9m5pvs0Qv2C2VOURrXNRGJQLFNTxtIlqiOxgfX/YCGptQR0HVbvMdlmJvfjh3FWuAMi4RP+SvCAKT6ptyAIgnBxGDJkCKmpqXTq1KnFgxXHGbQGesd29WzLsszza96m0FQMwL7iQ4T7hVBqqahz7u7CNKxOG9EBkWRXudeWkJCICohosvqGRRgJizj9elfp+1I9fzvtNnKO7BcBC0EQhFbGanNid7joMPBKYjoMJjA8EfnYM2tjB7RBkiQ27smnT6copgxtx65DxTz5wQZkxZ3G7pCxO2S2pxXx5dID7Dta6pX/XyamNPMrEgThfNGlSxcOHz4MwJQpU3jmmWfo169fi9TlVBOtCxe46upqZLnu09bCmZFlmYULF4q29JHzrT3/85//0LFjR9avX99gmise/ZWickud/Qatig6Jp57SSX1CYGL29O7MvKSjz4IVsiyzZ/0Onhp9Py+Pf4zesd1ICkngv5e+yJtTnuHViU8wpv2wBoMVp2PJ3OsJVgBU71rlk3qfj8636/JCdjG0oehffUPcd75zvrWlw+Fgzpw5ZGRkANC5c+cWCVbIiozT5Txtuiq7yROsAMisyGWyNIRe0V3pEdWZCP8wz7E2wfGokNCqNGhVGgJ1Ru4ZdDMxx0dq1JTy9MrXufOXv/PjviW+f1GnENOmvedvSZKITmjXrOXX53y7Ni9krb0NRd/qO+K+853zrS0zMzOZ9dc7cDgcSJJEYHgi/gYNvVLcfZAkSYwd0IbHZw1iylB3H9CzYyRv/t9oOiTU/d5aZbKRU2zy2tcnpeGpB8/F+daWFzrRnr4j2rDWoUOHAPDz8+PIkSPceOONdO3atVH/devWzad18dkIi9mzZ/sqKy/BwcG88cYbTZK3IDSWy+Vq6Sq0KudLe3700UfMmTOHlJQU2rdvX2+aP3fl4XAp9R578a5hPP2/jfUeO+7OmT1wyZAYHUDPDpHnXOeT1deWeo2OuMBz/6CpDY8DSQLF/fp1EQnnnOf57Hy5LgXhYiLuO985X9rS6XRy/fXX891336HT6Xj99ddbpB4HS47y7w1zqbBWMbnjJdzc+8oGgybB+kA6hLXlcFkGAD2jOqNUKTw49DYMOgMlNWX8cuB3JElieufxLExbwZ852wFw2J2UmGsX8p6X+h37i91f9r7Z/QuxgdEMTujTLAGbAWOmo9UbKCvMJaX3ECJi2zR5mY1xvlybgnAxEfed75wvbZmbm8uYMWNIT09n6FXtCE1wTwM1rGccapWEoijMX3GQVVuzSYoN4p4rexNkdC+s3S4umOsndeHZD2u/u2o1Ki4f3YFAo46lG92L6fbuGElEiKHJXsP50pathWhPoSkoioLZbObAgQNndJ6vP+v6LGAxb948JMn9JukrkiQRHR0tAhaCIPjcF198wW233UZycjIrVqwgJibG67iiKGzYnc//ftrdYB7PfbwJk8VxynI6JobSPiHEF1U+pV0F+1mbsYm4oGimdxqPRn3ub++68HiiZz5M1falaIIjCRtzgw9qKgiCILRWLpeLWbNm8d1333HllVfyyiuvtFhdPtvxA+WWSgAWH1zJiKSBtA9LqjetoigE6QMBUCFRYCqhO0n8bfHTPDH6b7QJiWd2v2sAWJS2gm/2/OJ1frWt5oS/vZ9UfWPD/+gWlcI/Rs5B2wSLcp9IpVbTd+TkJi1DEARBaH4FBQWMGTOGo0ePMnfuXIaOnclvGzOICvXnqjEdAdhxsJgvlrh/YMwtriHIqOeeK3t58ujfJZoX7hzKjoPFRIX5MbxXPIH+OlLahDKoWwx2p8zArtHnzfSNgiA0v/T09JaugodP17AwGAxcffXVPsvv008/9VlegiAIx3333XfcfPPNJCYmsnLlShISakcO5BabePHjTWQXmU6Rg1ulyX7K42P6JTRLsCKnMo+X1r6LfGzB7ZKaMm4fcL0ngHwuHzqNnQdh7Fx3MW5BEARBOJEsy9x555188cUXTJ8+na+++gqNpuWWy3Mp3k8duuSGn0JMKz3C9nz3AwoyCkXmEjBApa2aX9J+Z86gW9zHZJmvd//sda5erWdIYu0ihJd1mci/13+A84Ty9hYdZHv+HgYl9DnXlyUIgiBcZEpKShg3bhwHDx7knXfe4bbbbgOgW3K4V7rSSutJ23WnNO7VMZJeHb1H/atUEgO6xtRJKwjCxScpqf6He1qCT79FBAcH88knn/gsPxGwEAShKaSmphITE8OKFSvqvCH/67MtjQpWnE7b2CAeuM53ixOZ7DUsPrgKu8vBpI6jvObTPlqe7QlWAKw4up7E4Dh+2LcYm8vB9T0vY1LH0T6riyAIgiCcbO7cuXz44YdMmjSJ+fPno9U27WgCgCprNRuytxFsCKR9WFu25u4kOiCSvrHdub7nZfx7/VxqHBZGtR1Mh/C2DeajV+tPcUxXuyGBTq3D7qodXWlz2Xj1j/eZ1HE0HcLb0i+uB/+99EXe2PAh+0sON6oMQRAEQWjIrFmz2Lt3L6+99hpz5sxpMN2g7jHELjeSX1qDRq1i3MA2rNyaRZBRT7/OUWLkhCAIF5SWe+xJEAShhbz44os88MADREZ6P13icslk5Fedc/5j+ydy62U9zjmfE72+/n/sKUoDYFNOKm9MfhoV7g+dXaM6olGpPU9zKih8vftnrE4bAJ9sn8/QxH4EGQK98lRkF7bcQ0g6A/rotj6tryAIgnBxmTVrFkVFRTz88MPo9U3/47zdaefx5a9QWFMCgE6t9QQSbup9BZd2GsfcGf/C6rQRqA84ZV7tQhOZ2XUyiw6uJMwQTKDWHywQHxjNFd2meNKpJBV3D7yRuVu/otpmwnXsYYFKWzXf7vkVgNv7X8fY5OHYXLWjMKOMEfSM6ezT1y8IgiBcHN566y0mTpx4ymAFQKC/jrcfGk1aRjlRYf68+MkmMguqAbhyTEduntq1OaorCILgEypfZfS3v/3NMzTtfM5TEISL04oVK7j++uux2+1IklQnWAFQXGHmXJfhmTQ4ifuu7UOAn++eLFUUhb3FBz3bhaZi1qZv5OHfXgDcU01c3mVynXM8f6PgPGlqDEVRKPzhNfI+e5zcDx+kfN18n9VXEARBuDgoisLKlStRFAW9Xs9TTz2Fn59fs5R9tDzbE6wAvEY9/JntXhBbq9aeNlhhcVj5bu9CzHYLL49/lLsG3sjh8iwAcqsLSSs54pW+b2wPZnadTGxgdL35/Zm9nb1FBzl6LA+AopoSPtjyJdvzGl4XSxAEQRCOM5lMbN68GYDk5OTTBiuOM+g09EqJpNps9wQrAFZuzTrFWYIgCOcfn42wePPNN32VVZPmeTHx8/MTw/58QJIk+vfvL9rSR1qiPdeuXcu0adPQ6/UcPXqUzp3rPuVotjp45J0/zqkcg07FPVf1Pqc86iNJEr2iu7CjYJ9n34fbvsapuFinksnaUsjzYx4CFPYUHaRXTBeC9YF8uO0bXIqL6Z0nEOYX4pWns6IQ88HNnu2Kjb8QOsJ3axBdaMR97jsXQxuK/tU3xH3nOy3Vli+88AJPPfUU7733HnfeeWezlh0XGIVerfMayXBccmibRuXhdDn5x/J/kVtVAMAfWVuICYhERmadPRUFhZ35+xiSWDvF4y9pv/PVrgUn1COavOpCz3ZiUCz/Xj+3Tlmr0jewKn0Dz1zyf3SN6tjYl3nBE/e577T2NhR9q++I+853WqItzWYz06ZNY9OmTaSmptKpU6czziM6zB+dVoXd4R4JmBQT5OtqnjFxXfqWaE/fEW14fhJTQrViGo1G3Hg+IEkS8fHxLV2NVqO523Pjxo1MnToVjUbDb7/9Vm+wAuBITiXl1bZzKuvGyb4dZqsoCksPr2F73m7ahyV5BSyOj5jIkt0/kry/5QvemPI0VyoKZocFP62BwYl9ccpOgg11P6Cq/AKRNFoUp/uJVE1QeJ00FxNxn/vOxdDviP7VN8R95zst0ZavvPIKTz31FH379uXaa69t1rIBggyBPDn6PpYcWkWwIYjOEe35M3s7MQGRzOw6+fQZAN/vW+QJVoB7vajDZTVAbf/aNSrFc3xPYRoL01Z45TG54yWE+4eyNnMTCUGxdIvsyOJDqzzHVZLKa52ptJIjF13AQtznvtHa+x3Rt/qOuO98p7nb0mq1cvnll7N69WruvfdeUlJSTn9SPYID9Dxz2xAWrD5CkFHHTVO6AJBTVM3SjZkEB+iZNiIZvVbty+qfkrgufUu0p++Ivuf8JAIWgiC0Wtu2bWPSpEnIsszSpUsZNGiQ13FFUfhq6QF2HyklyKhDkjjjKaE6JATz8A390WnVRIT4dhqMjTnb+Xj7twDsKNhHTEAkBaZiAPy1/pgdZk/aEks5FoeVf677L/uLDxEfFMPjI+8lwhhWb95qg5Goyx+kfO23qHQGwifeWieNs6qUys2/giQRPGg6moBQn74+QRAE4cL01ltv8eijj9KjRw+WLVtGSEhIi9QjJSKZlIhkz/bgxL4Npq2wVvFp6nccKctEQqJjeDvKrRVeaVSShHzCB4FLU8YyImkgAAWmYl5Y85bXca1KS4/oTsQFxdA/vicAVqeNML8QyizuvLtGdmBPkXtaR7WkoldMl3N6zYIgCELrZLfbufLKK1m2bBm33347b7311jn9kNqjfQQ92kd4tmss7hkFqs3ukYm/rD1C385RzLq0G8EBTb/2lCAIwpkQAQtBEFolWZaZPXs2NpuNRYsWMXz48Dpp/u/NNRzOqayz39+gITRAR26Juc6xk7WJCSIu8tTzY5+trIo8r+2U8GSGtumPw+VgUofRvLXxYw6WHgVgbPIw1mRsZH/xIQByqwr4+cAy/tqv4adejSkDMKYMqPeYosjkf/0cjpIcACwZe4if/Yp4+kAQBOEiN3fuXO6//346d+7M8uXLCQ9v+RF6dqedT1K/42DpUQbE9+Tq7tNQSd5L9X247Ws25+zwbOebikgJrw12qJDw1/phsrv7/hBDEDO7Tfb0e1/s+NErWKFTaXlh3MPEBcV4lWPQ6Hlh3MOsSd9IkD6QS5KHsrNgH4dK0+kf15PksCRfv3xBEAThAudyufjLX/7CokWLuPnmm3nvvfd8/r0rs6DKE6wAKK+2sWJLNja7i0dvqv87oSAIQktploDFunXrWLVqFU899VRzFCcIgoBKpeKnn34iPT2dMWPGeB1TFIX5y9PqDVYAmK1OzFbnacvo2i6M2dO6+aS+9XG6vOswtE0/+sb18Gw/fcn97CjYh0Gjp3tUJ5YeXuOVXuLsP+TKFpMnWAFgLziK4rQjacXTN4IgCBezDh060Lt3bxYtWkRUVFRLVweAnw8sY8VR9zpU2ZV5JATFMTzJ+8eXwuries99cvR9rDr6J39kbfYEK3rHdOPOgTcQoDN60pkdFq/zusd0pm1oYr15RviHcUW3KZ7tfnE96HdC/y0IgiAIJ1KpVHTv3h2dTsdHH32ESqU6/UlnqG1sECGBeipOmgY5p8jk87IEQWi9qqurAQgMDGzScnz/LliPtWvX8uyzzzZHUYIgXOQOHTrE2rVrAUhOTmbs2LF10vyw8hBf/JZ2TuXMurQr/5ozosmGz9qcdn47vNpr38mzVWnVWgbE98Ko9Wd91lb6xfag27G5thODYpneZfxZl6/yC0QfVzvHtiGpGyoRrBAEQbho2WzuHzjGjBnDtm3biIuLa+Ea1So2l3ltl5y0DTCu/Yg6+0IMQby/5QuOlGV47Q/1CybMLwS7y8EjS1/k2vn3kFFRG8QP0gdw94Abz7q+rppKCr59iax376RszdcoZzofpSAIgtAqyLKM3W5HkiSeffZZvvzyS9TqpllXwt+g5dV7R3D5qPYEGXWe/RMGiZF/giCc2sKFC5k8eTLBwcGEhIQQEhJCUFAQkydP5tdff22SMsWUUIIgtBrHR1NUVlaSnp5e7zQVsqzw7fKD51yWn0F7znmcyvb83dhcdq99sQGRddKty9jMO5s+ASDcL5RXJv4DtUqNn8ZwTsOIJUki5tonqN6xHFQqgnqPO+u8BEEQhAvbDz/8wMMPP8yyZcvo0KFDkzz5eS7GJQ9nQ9ZW7C4HQfoAhrbpXyfNxI6j6BDeltzKApDc00jN3faV57hGpcEpO9GptYxNHgbAvO3zPYEKk72GNsHxXNltCt2jO3mNvjhTZau/wnx4GwAVf3yPIb4T/h0aXn9DEARBaH0UReHuu+8mJyeH77//HoPB0OT9a0y4kdnTu3PN+E5s3V9IVKg/XdrVv+ahIAiCoijceuutzJs3z/OATUhICIqiUFlZydKlS1m2bBk33ngjn3zyiU+nsjvrgMXs2bMbnXbnzp1nW4xwDhwOB4qiiDnnz5GiKGRnZ5OYmCja0geaqj2zs7MZM2YMubm5fPHFF/UGKxxOF+t35WG1u86prPjIAIb3atonS41af6/tTuHJdebJVhSFHWm176+llnJ25O9jRNuBjS5HcTow7V2H4nIS0G0EKn3twuFqvwBChlx2di/gAiPuc9+5GPod0b/6hrjvfKcp2/LXX3/l2muvJSIiAlmWfZr32cgoz+aDLV9istdwRbcpjG43hJSIZN6a8iyZFTl0DG9HoL7+taXahyXR/tgaEn9kbvE61ikimWmdxpEUkkCYXwhZWVmUmiu80thddgYn9qXKWs3La/9DZkUOw5MGcn3PyzztvjZjE9/tXYS/1sAd/a+vd80KV03lSdsVddKcqLigml/m76Sm2sbQSzrQf+iF8zSsuM99p7X3O6Jv9R1x3/lOU7Wloijcf//9fPDBB4wff/aj4s+W0U/LqL4JzVqmuC59S7Sn74i+p2FvvfUWn3zyCXFxcTz55JNcd911nqmgqqur+eqrr3j++ef5/PPP6d27N/fff7/Pyj7rgMW8efOQJKnRQ5jFP37zs1qt4sbzAUVRSE1NJSEhQbSlDzRFe+bl5TFmzBgyMjL4+OOPue6667yOO5wyW/cX8vEveygoa3gh7fAgHaVV9gaPz7ykA8N6xtEuLgitpmmG6h7XI7oz0zuPZ+XRDUQbw0mJSOa3Q6sZkzwMndo9ukNRFNpYo5CQUI5NGBUbeGbziRcueANz2iYAqnetJu7mFy/K61zc575zMfQ7on/1DXHf+U5TteWyZcu48sorCQkJYcWKFaSkpPgs77P1382feUY9vLf5c3pGdyHMP4Rw/1DC/UMBOFKWyf+2foXFYeXqHpcyrE3dxUR7xXTFqPWnxmFGQmJyx0s860TJskxqaipXD7uUnYV7PYttX9ltKnannSdWvEqByb0mxi8HlpGavwerw8qodoP5cd9vyIo7sPOfTZ/y78l11/ALHjgVS/oOFKcDbXgc/p0GnfI1L/xuF7mZFQAs/mE3ySkRhEWc/QiP5iTuc99p7f2O6Ft9R9x3vtMUbakoCo8++ihvv/02o0aNYsGCBRgMBp/kfT4T16Vvifb0HdH3NGzu3Ln4+/uzbt062rVr53UsMDCQO+64gwkTJtCjRw/mzp17fgQsoqOjGTBgAN99991p07788ss8//zzZ1uUIAhCg6qrqxk7diyHDx/mvffeY9asWV7H80tqeOjttVTVeAci1GoJl6s24Hrp8HYs/CO9wXKiQv25eUpXVKrm6cgkSeKGXjO5sutU7lv8NL+mLQfgQMkR7h/yV6+0Y9sNI9dUyCXthtAhvG2jy1BklydYAWDLTcNVXYYmqO7oFEEQBOHismrVKmbMmIHRaGT58uV07dq1pasEQJWtdnFQBQWTvYYw/xCvNO9unEdudcGxvz+lR3QXgk4adbEpZzs1DrMnn8yKHPrF9eDTHd+zPXcP4+lPbFAU70/7JxtzttMzujNxQTH8sHexJ1hxXHZlHgDf713cYF1P5Ne2B4n3vIezvABdbHtUGl296Y4zn/QZxlxjv2ACFoIgCIK3p59+mldffZWhQ4eycOFC/P39T3/SWao02cgrrqF9QjA6bdM+cCcIQuuTnp7OhAkT6gQrTtSuXTvGjh3LsmXLfFr2WQcs+vfvz/bt29HrT78Iq1bbtHO9C4Jw8QoICODqq68mNDSUO++8s87xX9YdqROsAEhJDGXGqPbsO1rKgK7R7Dla2mAZ3dqFcc9VvZstWHGcLMs8s+p1yq21U0ek5u+pk+7W/n85q/lOJZUaXXQ77IXuQI06KAK1MfjsKywIgiC0Gh9++CE6nY5ly5bRq1evlq6Ox+VdJvHR9m8AGBDfi8TgulM0VtqqPX+7FBdmh6VOwKLSWl3nnDUZm/jt0GokJDDAP37/F5JKYnz7EcQGRvPjviX8tO+3U9ZPp9Jilx3uunad1GA6TUAomoDQU7/YY4aN6cAv83eCAskpEcQlhjTqPIDUTVlsWptOYIiBqVf0ICSs6X4YEwRBEE6toqKCzz77jP79+7N48WICAuqfwtAX9qWX8uT7G7A7ZQL9tbx+/yhiwkWwWxCExouMjESnO/WDNQA6nY6IiAifln3WAYt+/fqxaNEi8vPziY2NPWXa4OBg2rRpc7ZFCYIg1FFVVYXBYECn0/Hss882mE5fz5MkKW1CuHFKF+b+tJuM/Co27snHVs+6FkaDhltn9GDcwJZ5/zpansXR8iyvfV0iOvi0jJir/075H9+juJyEDJmBpD7rbkEQBEFoRebNm8ehQ4fOm5EVx03sOIo+sd2ocVhoG1L/NAiXd5nE5zt/ACDEEMS7G+dxZbcp9I7t5kkzqt1gfj+yjjJLBUadP1HGCObv+dUrn3xTEQoK81K/w+Fy8M3uX+qUZdDosbscnmmgjgcrOke0Z0rKGJ+85t4DE2nXMYIak43Y+GCkRj5AUVJk4tf5uwAoKqhm0Q+7uf62U08/JQiCIDSdkJAQ1q1bh9FoJDi4aR8UW7D2CHanu2+qNjt47sON/PfRsU1apiAIrcvll1/OF198QXl5OaGh9T9oU1ZWxsqVK+tMzX6uzvyR3GMefvhh0tPTGxVBmTNnDunpDU+1IgiCcCaqq6uZOHEiV1xxBU6n85RpLx9d9wf+4b3i+W55Ghn5VQAUlVuorGcUxl8mdm6xYAW4f2SRqP1RItwvlL8Nnu3TMjRB4UROuYOoafegi2jehdcEQRCE80tqaiovvPACiqKg1WrPu2DFcVEBEbQL9V5kstJaxbsb5/HcqjeJDYzkrSnPEhcYTYW1ioOlR3lt/QfU2GvXsYrwD+PNKc/w3JiHeGr0fXyx80fKLBUNlnnydE/HWZ02RiQN5Na+f/HaX22vObcXeZLgUD/iEkMaHawAqK6yem9XWBtIKQiCIDSl999/n99//x2AxMREwsLCmrzMGrP399vcYt/2S4IgtH4vvPACycnJjBkzhpUrV9Y5vnLlSsaPH09ycjIvvfSST8s+60dpjUYjRqMYTiYIQvOqqalh6tSpbNy4kcceewy1+tRzcZZX2+rs23O0hNSDJac877qJnZgxsv051fVcRRjDuLnPlczfsxC1pOLG3jPx1/m1aJ0EQRCE1mnPnj2MHz8ek8nEVVddRadOnVq6Smfkg61fsTV3JwD7iw/x1tTnvKZUtLscVNqqMepqp0QyaPR0jmzPvqJD9eapklS4FPcITJur7oMNx1XbTIxpP4y1mZs4WHoUAKPWn5KaMiKMTf+jVEPatA0jrk0IeVkVAAwa2fD8w4IgCELT+PDDD7nrrrvo2bMn27dvP+3313O1dX8h29OK2Jde5rW/T6fIJi1XEITWZ8aMGeh0OrZt28b48eMJCwsjKSkJgKysLEpL3VOrDx48mBkzZnidK0kSK1asOOuyxdwfrZhY5d53GjNnm9B4Z9ueFouF6dOns27dOu6//35eeumlBq/zSpONNak5ZOVX1zm2eW9hveeEBOiYOLgtfTpF0S35/Fh4+o/MLZgdFgA+2PIlfWK746c1eI6La9N3RFsKjSX6V98R953vnEtbHjhwgLFjx1JVVcWCBQsuuGAFQH5Vbd/uUmQKTcVM7jiaH4+tOdEzuguxAVH1npsS3o5QQ7BXgMMlybw+6Um+3buQDVlbT1m2Tq3F7rTzj5H3cPfCJzA7LBwsPcq/18/l5QmPoSgKpt2rsWTswS+5F4HdR577C24EtUbFrHuGkpVRRmCQgYioppsr/VTEfS40huhbfUvcd75zLm35+eefc/vtt5OcnMzixYubPFixZV8Bz320qc5+lSTx0PX9mrTsxhDXpW+J9hSa2urVqz1/K4pCaWmpJ0hxoj///LPOvnPt130esNi/fz/XX389H374IX379vV19sIZCAgIOKuFeAVvKpWKyZMnt3Q1Wo2zbU+bzcYVV1zBypUrueuuu3j99dcbfAN0OGUeffcPcotN7jIlkJWG85YkeP6OoXRMDMHfoD3jujWlnKp8z98Wp5VySwV+2hhAXJu+JNrSdy6Gfkf0r74h7jvfOZe2PHLkCGPHjqW0tJTvv/+eKVOm+Lh2zeOS5KF8sfNHAOIDY+gUnkz3qE70je2BxWmlW1SnBj83aNQaHh91L/9Y/gp2lx0JMCfBivT19I/rwbbcXXVGWIT7hWCym7G57GzMSUVWFG7sPdPzkAFARnkW9qIs7MWZFP/6LgCm3atRaXQYOw9uknY4mVqjol0H3y6CeCbEfe47rb3fEX2r74j7znfOpS3nz5/PLbfcQmJiIitXriQ+Pt7Htatrx8HievdfPro9Af4t++O2uC59S7Sn74i+p2EtubyDzwMWZrOZHTt2YDKZfJ21IAgXseLiYvbt28fs2bN59913TxmtzSyo8gQrwB2s8NOrsdjqLqwNoNWo6NXx/BwiO7rtEH47vBqAlPBkYgLrfzpUEARBEM6Uy+Vi2rRpFBQU8NVXX3HZZZe1dJXO2vTO40kJb0eZpYLesd3Qadw/zKREJDfq/DYh8bw15Rn2Fh0ksyKHXw4sA0Cr0vDIiLvZlrcLi93KhuxtOGQHpSetd5FWepRIYzgdw9txqNT95a5XlZncT/+OsfMQr7TW3LRmC1gIgiAIzW///v1cd911xMTEsGLFCs8UKk2tR4cIfll31LN989Qu9OwQScfEkGYpXxCE1qW53rvqI6aEEgThgpCQkMCmTZuIiIg4bQQ8LsKIv0GD2Vq7IHdDwQqAsf0SfVZPX7ul71XEB0azJnMT8UHRlNSUERXQck9KCoIgCK2HWq3mgw8+IDMzk2uuuaalq3POOkd2OG0aRVE4UHKYalsNvWK6otfUPnEa7h/KyLaDeGF17XQaDtnJj/sWs7/48CnzHRDXE5Wk4slRf2PJ139HKi+km8mGAqgDT5xmUsK/w6mn5chOL8NUbaN9p0h0et9/XbNZnRw9WExgsIGEpFCf5y8IgnCx69KlC6+99hqTJk2iQ4fT902+Mrh7LP+4ZQC7DpXQKyWSwd1jm61sQRBazuuvv84ff/zB7t27KSoqwmq1EhMTw+jRo3nkkUfo1q1bS1fxjImAhSAI5y2Xy8Vdd93FVVddxfjx44mOjm7Uef4GLc/fMZTH31uP1d5woCI0UMfY/m24+dLz6837YMlRfju0mmBDEIMSevNx6nwUFA6XZbC78ADvTH0etapp5z8VBEEQWq+CggJMJhMdOnRgxIgRjBgxoqWr1Gx+2LeE+Xt+BSA5tA0vjnukTp/aNaojuwr3AyAhnTJY0S60DRM7jGJk20EAqFVqeoQlo8rOcp+v1RPcZxz+yT2xZu5DF5WEpNGhyC6kevryDauOsHyhu+zo2ED+ev9wNBrf9fkOh4uP3/6D4kL3SNSJM7oyaGTjRqEIgiAIp7Z161a6d++OwWDg/vvvb5E6DOkRx5AecS1StiAILeOll16ipqaGnj170qNHDwD27t3LZ599xjfffMOCBQvOagqxrKysM0rfpk2bMy6jISJgIQjCeUmWZe644w4++ugjKisrGT9+/Bmdn9ImlH/NGc59r69pMM2MkR24YkzHc62qT1VZq3l+9VueubK35OxAoXYBjhJzOZW2asL8QlqohoIgCMKFrKSkhHHjxlFeXs6+ffsIDg5u6So1q+VH1nn+PlqeRXp5Nh3C23r2OWUXmeU5nu0T++D65FTm0Se2GyokzHYLT6x4lTxTHkMjg5kY3Z22gy5DExyJJjgS2Wyi8MfXQHahj+tI7I3PodJ4zym+fWOm5+/C/GpyMytIah9+crFnLTu9zBOscJeXJQIWgiAIPrB27VomTZrEtGnT+Pbbb1u6OoIgXER+/vln+vXrh8Fg8Nr/3nvvcffdd3PrrbeSlZWFWn1mD8G0bdu20YtnS5KE0+k8fcJGEgELQRDOO4qicO+99/LRRx8xadIkPvvss7PKJyrMiEolITew4nZSbNC5VLNJ5FYXeC3sWeMwex2P8A8j1HBx/bgkCIIg+EZ5eTnjx49n7969vPbaaxddsAIgNjCKshPWn/h2zy88OuIeNCo1eVUFPLvqTcqtlY3Ozym7uOOXx4gPimFc8nByqvJBkvgjWI81zI9HYmqDARUbF4DsHvlpyzuENWN3nemhwiIDKCtx9/0qlURImP/Zv9h6hIb7I6kklGOfjcIijD7NXxAE4WK0ceNGpk6dikaj4f/+7/9aujqCIFxkhg0bVu/+u+66i9dff53Dhw+TlpZG165dzyjfkSNH1huwkGWZ7OxssrKykGWZIUOGoNPp6snh7ImAhSAI5xVFUXjwwQf573//y5gxY/jxxx/R6/VnlVeAn5Zbp3dn3sK9qFQSU4e3pdrkIK+0hpF9EujfpXFTTDWn5NAkoozhFNWUAjCq7WBMdjOp+XuJC4rmoWF3NDrCLQiCIAjHVVVVMXHiRHbs2MELL7zAgw8+2NJVahH3DLqZv//+LyqtVQDsLNjPzoJ99IvrwU/7lzYYrIjwD6NdaCKZ5bkUmUs8+4+PwMitKuBg6VGvc4L0AV7ban/vANG/tnzORB0MbVMbtJh2VU+W/bIPU7WNwSPbERzqd/Yvth6h4UauvLEvm/9IJyjYj/HTz+yLqyAIguBt27ZtTJo0CVmWWbp0KYMGDWrpKgmCIHgcH1VxNgGF1atXn/J4Wloaf/3rX5EkiSVLlpxN9RokAhatmNlsRpbl0y5QLJyaLMusW7eOESNGiLb0gdO154oVK3jjjTcYPnw4v/zyC35+Z/dF/XBOBfuOltKjQwTfvjQVCVCrz/9/P71Gx4vjHmFD1jaCDUEMTuyDSqq/3uLa9B3Rlr5zMfQ7on/1DXHf+c7p2rKmpoYpU6awZcsWnnjiCR5//PEWqOX5IcI/jPZhSWzP2+3Zp5bcX+SOr2UhITFRN5iVrm3Iigt/rR8p4e0oMBXTL74HNpedHfl7CdAZyarM9eSzu+AAerUOh8vB5GonXTcsZ9HOP4meMJv+Sf0JnzAbl91MYd4BNgQZ2K+ycXTzZ/SP74lOrQUgMNjAFTf2bdI26NIzli49m2chVnGf+05r73dE3+o74r7zndO15e7du5kwYQI2m41FixYxfPjwFqjlhUFcl74l2tN3WnPf89lnn5GWlkZKSgrJyb6fArRTp0789NNPdOrUiaeffpp//etfPsu7df6LXEA++eQTLrnkEiIjIwkMDKRfv358+eWXPsnb5Wp4sWHhzFRUVLR0FVqVU7XnuHHj+Pjjj1m0aBFG49lNU7D7cAkPvrWW//28hwfeXMORnIoLIlhxXLAhiMkplzC0Tb8GgxXHiWvTd0RbCo0l+lffEfed75yqLXU6HXFxcTz00EM899xzzVep89SMzhPw17ofiBiU0IeeMZ1xyi6CdAEYte4pmMJVwUT6heKUXVTZTGzI3sbR8iyWHFpFXlUBQ9v0p01wPH6a2rmCTQ4zNpedbiYLIwpLCa8x0aWokNTF71BhqUQbEkXUX57k1XZRrA11f8axuxy45Nb9niLuc6ExRN/qW+K+851TtWVQUBAxMTH89NNPjBkzpvkqdYES16VvifYUTvbqq69yyy23cNVVV9G9e3duvvlm4uLi+Oqrr5osKBMZGcngwYP55ptvfJpvk4ywENOVNN6KFSuYPn06r7zyCqGhofz000/ceOONaDQarrnmmpauniA0mx9++IGpU6diMBiYNWvWOeW1YVeeZ90Kl0vhz935dEoK80U1BUEQBOGC4XA40Gg0aLVavv76a1Qq1QX7Ob3KZmJD1laC9IGnHH14Kk6Xk/VZW/lx3xLMDgsAB0oO45JdfLd3EQsOLAVAc2zExfHpGU92oOQIB0qONFhOmMP7h9cQh5MySwUhfsFo1Vqu6jaVb3b/AsDMrpPx0xrqy0YQBEE4TzkcDrRaLUlJSezcuRONRkxeIgjCmTty5AjdunWr99jevXvPOL+lS5eyYsUKz3ZiYiKff/45/fr1O8VZvlFYWOjT/JokvKIo9S9w29K2bdvGP//5T2bOnEl8fDySJNVZQb0+VquVp59+mpSUFAwGA3FxccyePZucnJxzrtMXX3zBAw88wIABA+jQoQMPP/wwkyZNYv78+eectyBcKN5++22uvPJKHnnkEZ/klxwffMptQRAEQWjt7HY7M2fO5OGHH0ZRFNRq9QUbrLC7HDyx/BU+3v4tb/75IZ/v+PGs8vnv5s/4z+ZPyTcVefZVWqvZV3yYgyW160+4FBmAAP3ZjfTcFWCgRuVuaydQmJBM25BEz/GZXSfz/rSXeW/aS1zTY9pZlSEIgiC0jPT0dLp27crixYsBRLBCEITzxvLly1EUhfLyctauXUunTp0YPXo0L774YpOVmZqayurVq0lKSvJpvj5/Z+3Zsyfp6enExMT4Outz9vzzz/Pzzz+f0TlWq5WxY8eyYcMGYmNjmTFjBhkZGXzyyScsXLiQP//8k/bt2/u0nhUVFSQmJp4+oSC0Ah988AH33XcfnTt39tmc2uMGtsFid7L7cAl9O0Uxone8T/IVBEEQhAuB0+nkL//P3n3HR1FuDRz/zW422fROCCSh11BDB6mhgyCKooii2PBeFQuvvaCoWPGK7SoW1CtYEEQpUkKVTgq9hJqEkN7bZsu8f0QW1iQQYMOmnO/ng2Zn5pk5e3Zmn2zOzvPccQfLly/Hz88PVVVrbbEC4HR2IikF6dbHOxJjmNp14hXvZ3tSTIXLE3OT6d64M4fS4wGswzzl/D0xd1U4my1MTM3D4ulD0PAHCXILJOdENEU+/jzUsm+52/D93HyuOH4hhBCOlZiYyJAhQzhz5owMxyOEuGYtWrS4qjspLsfHx4f+/fuzcuVK+vTpw0svvcTw4cPp0aPHFe3nUkPJFhQUcOzYMVatWoXJZOKhhx661rBt2L1gcf62uJqoT58+dO7cmR49etCjR48qFVXefPNNtm3bRp8+fVizZg0eHh4AzJ07l6eeeopp06axadMm6/ZZWVlkZWVdcp9eXl40aNCgwnXffvste/bs4eOPP76CZyZE7fTtt98yffp0WrRoQVRUFEFBQXbZr6IojOvfgnH97VtMFEIIIWo6s9nM3XffzZIlS7j99tv5+uuva/1EgsGeDdA7uVBiMgDQzC/sqvbT3CeU+KzT5Za39GtCm4AWBLr7cTYvhZ6NOhO9aTe+em+ySnIq3Jerk55iUwkAWovK9KRsGhnNuDdpSYOQrqT9Pg+ng3/h5xOE6tccAuXLSEIIUZudO3eOIUOGcPr0ab7++msmT57s6JCEEOKSdDodkyZNIjo6mj/++OOKCxazZs1CUZRLjqTk5ubGc889x5NPPnmt4dqo1nvX3nrrLbp27cqAAQNwdXWtzkNVyTPPPHNF2xuNRj766CMAPvnkE2uxAuDJJ5/k22+/ZfPmzURHR1vHA5s3bx6vvvrqJfc7depUFixYUG75smXLeOihh/j888+JiIi4oliFqG2WLFnCtGnTaNKkCevXr6dRo0aODkkIIYSo1SwWCw888ACLFi1iwoQJfPfdd2i1WkeHdc08XTx4adAMVh3bgJeLBxPDx1xR++VHo9h8egcGUyk6jRMq0NAjgEaeDWkT0JzFB1eSXZwDKPi4etE1qAMA7jrXCgsWA5v0YlyBSvahv8j09CKw+2gCXQ/g5O6DT//bKIqPpvDgXwCYclLJ2rSIhhOvbdjL1HXrObfyT/RBDWj+4H04+/rarFctFnat/51Th2JpGNaCG8bcjpPO+ZqOKYQQokxaWhqRkZEcP36czz777JrnXBRCiOslICAAgPT09MtsWd4333xT6TpnZ2eCg4Pp0aMH7u5XN4zqpVRrweL5559Hq9WSlpZWIwoWV+qvv/4iJyeHFi1a0LVr13LrJ06cyL59+/jjjz+sBYuXX36ZF1988ZL7rehbbj/++CP33HMP//3vf7nnnnvsEr+zs3Otvv2/plAUhTZt2kgu7eR8PvV6Pf379+frr78mLOzqvilZ38m5aT+SS/upDzmU/tU+5Lqzn/O5PH78OIsXL2bMmDH8+OOP6HQ6R4dmN638m9GqT7Nyy5PzU4k68Rfeei9GthqEs7bsOcdnnmJrwh4UFFYciyrXLikvhb5h3dlwajtJeeesyxPzknk16wNaqI1JKjlXrt3ULhPxTDyOcecaPACP/Bx8srPwu+mJCxv9PQfGhYdm8uKiKE07g0e7vuhD217Rcy88fYbjH31S9vOJE6BA26dn2mwTv383u6PKhr7NOJeAm6c3PSPHX9FxqoNc5/ZT13Mofav9yHVnP+dz+fvvv3P48GE++OADpk+f7uiwaiU5L+1L8mk/dT2H50cFuprpDKZOnWrvcKqsWgsWfn5+APj+4xtAtcXevXsBKr3b4fzy89tBWTHiSm+7nz9/Po8++igLFizg9ttvv8poy3NxcanzF971oCgKbdte2QdLUbnc3FxrPjdu3OjYYGo5OTftR3JpP/Wh35H+1T7kurOfi3O5detWWrdujbNz3f92fVFpMS9FvUe+oQAom4vi372mkpyXwivr38dkMV+yfVphJmmFGeX3ayxmP8dtlmkVLXd1uZmzeSkYjm8l5KJ1ptw0m23dWnXDrVUPiuJ3o/XwQ+cbTMaKTwHIi/6TkPvexblB1YfQNfzjG3GGtPLfkMvPtn0eeVlX/i266iDXuf3U9X5H+lb7kevOfs7nsm3btnTp0oWePXs6OqRaS85L+5J82k9t73u2bNlCcnIyt9xyC05OF/7MbzQa+e9//8v333+Pq6srkyZNcmCUV65aCxadO3dmy5YtFBcX18o7LBISEgAICQmpcP355ee3uxpz587l6aef5pNPPmHQoEGkpKQAoNVqCQwMvGz78PDwCpefOHGCFi1aYLFYKlwPFd/pcd6l2imKUukFrarqJcc2c8Qxa1u8NS1HlzomVB5vRcdcs2YNt99+OwsXLmTUqFG1Kkc17XWpifHWtBzZ89yt6jFrYo5q2jFrC+lf5VqwxzGvx3uUqqq8/fbb3HTTTbRt25aOHTvWqhxdyzETcs9aixUAB9KOAnAk/QRmiwWFSmJCRYuG/mE98XLx5Pcjay7s96L/nndHh3EMbzkAvU7PE3++SrGHngHZRXhYVFSNFq8uQ23jVbQ0mPg05qJ8NHo3Un99F/X8Xi1mShIP2xQsLpcj744dcA0NoTgxCYDg0SPL5ahFxx7ErF+GwWRCg0rD4nOXnGy9Jpy7V3LMunbu1tf+VfpWuQ7scczr9f6Un5/P7NmzmTVrFu7u7pUWK2pijmra61IT461pOZK+1XHHvFTb2uDEiRPce++9BAQE0K1bN/z9/cnIyGD//v2cO3cOvV7PggULCA29+vnUjEYjS5cutRZHFEUhODiY/v37M2HChGq5q7taCxb33XcfGzZsYNGiRUybNq06D1UtCgrKPgC5ublVuP78GF3nt7sa8+bNw2w2M336dJtbC5s0acLp06ever8ABoOBP/74o8J1Pj4+DBw4sNK2q1evprS0tMJ1Xbt2rXQIn+TkZPbs2VPhOq1Wy9ixYys95rZt28jMzKxwXcuWLSv9BTc/P58NGzZUut9hw4ZV+hru27ev0jwHBQXRu3fvSvdbWW4BevXqVemk7qdOnWL//v0VrnN1dWX48OGV7nfjxo3k5+dXuK59+/a0atWqwnWZmZls3bq10v2OGTPGphJ7sejoaJKTkytcFxoaWukdSKWlpfz555/Wx/v372f27Nk4Oztz7Ngx+vTpU+ndV0ePHuXo0aMVrpNzt4ycu2Wux7n7TwMGDJBz9zLn7vjxjh+GpDpJ/1pG3qNqxnvUokWL+Omnn/j999957rnn6tV7VLPWzfFy8SDv76JFp6B2ADRxa8xk/YhK9/ubYRManYbXN80jyKPsC0IeOndu6zCW08dOEmz2t21w3MDa42tp0KABnYLasTo/jblN/Glr0jB95DPoGzQFLnHu6sNp4pGCV8FZ0GjRh7W3WV2Vc7fz+++Qu/8ALoGBuDe5kOuLz90G3S7M7XECcD50gNbhHSvcb004d/+pPp270r+WJ31rGelba8b7U0lJCa+99hqHDh2ipKSE2bNny/uTnLtAzT93/0n61ms7d2uDgQMH8vzzz7Np0yb27dtHRkYGzs7ONG3alIkTJ/LYY4/RsmXLq97/1q1bmTx5MklJSeUKP59++imhoaEsXLiQvn37XutTsaGolyoz2cGIESPYs2cPmzdvrvTkcRRFUXBxcaGkpKTC9Q888ABffvklL774IrNnzy63Pj4+ntatW9O6detKL3JHOZ/ryt6gQaqlVWkrObJPpX/r1q2MGjUKrVbL2rVr6d69e63LUU17XWpivDUtR/ItlZp5zNpO+lf7tJUc2ec96q233uKFF16ge/furFmzBm9v71qXo6s5ZtTJv9iWEE0T3xAim/VjS8IufPReDGvRH51Wh6qqnMw8w5aE3USd/ItSs7F8XJSPqVNQO7ycPdiaWPEH6ecHPMLJ7AQ2nNqGl4snD3W/k1CfRqTkp7Fw3zIMplJubjeSVgG2c22oqkrhwc0Y0xNwb9sHfePW5dZfa45UVSXp039jyisbGkrj6kGTR79AU8nE244+d6/0mHXl3K3OY9Zm0rfap63kyD7vT8XFxYwfP56oqCgef/xx3nvvPTQaTa3KUU17XWpivDUtR9K3Ou6Y13qHhV6vx2g2csv/Hryidqtn/kSIVzAHDx686mNXt2PHjtG9e3cKCgro1q0bU6ZMoWnTpgCcOXOG//3vf+zZswdPT0/27NlTaTHvalTrHRbjxo2jffv2bN++nZ49e/L2228zffr0SiuKNY2npycAhYWFFa4vKioCwMPD47rFdKWu9pfaq213LRe6I45Z2+KtjcfctWsXY8aUfeNv1apVVRr3s77l6Hq3rS85ktelZh6zrpD+tfra1pccXesxP/jgA1544QU6d+7M6tWrqzRnXF3I0YHUI8yPXgTAwfRjOGt1TO50k3W9xWJhe1I0BYYiJoaPpkdIZ37Yu5Tcknx0Wh3uOldKTAYS88p/izG1IIMC58IKixnnj/fb4dUApBSksz/tCKE+jXh/23zO5JQN13Qs8wSfjZuD3snFpq1Xp8EV7lNVLRQe3Yk5Pxv3dn1x8vC5bF4udnGOGk58mqz136FaLPgNuqPSYgXUvnOhtsUr/evVkb61+trWlxxd6zENBgO33norUVFRPPzww8ydO/eysdS3HF3vtvUlR/K61Mxj1ndvvPEGBQUFfPDBB8yYMaPc+scee4x58+bx+OOP88Ybb7BgwQK7HbtaKwfLly+3nhSqqjJjxgxefvllxowZw+DBg4mIiKBDhw41toBx/hampKSkCtefX17ZrU5CiLIJgEwmE6tWrbL7LWJCCCFEfbRq1SqefPJJwsPDWbt2LX5+fo4O6bo5m5dq8zgpL8Xm8TexP7P6+CYA/ozfyKzBT5BZnE12cS4At3W4kY5BbXjnr//azH8BkFqYDhd9T6mFXxPSCzLJKy2gb2g3NNh+UD5/7OSLYig0FpNTnEtDzwaYC3NB64RW717p88neuIicbUsAyN2xjJCH/oPG+erm/nMJbk7wnbOuqq0QQgiYOXMmq1at4r777uPjjz+WP3IKIeq1qKgounbtWmGx4rzHHnuMb7/9lnXr1tn12NVaKXjiiSfYu3cvcXFxZGVloaoqOTk5LFy4kIULFwLg7OxMeHg4ERER1n9V+Qb29dC5c2cAYmJiKlx/fnmnTp2uW0xXwmw2o6qVT7Ynqub8eevj4yO5vApPPfUUEydOpEmTssklJZ/2I7m0H8ml/dSHfkf6V/uQ6+7qDRs2jGeffZYZM2YQGBhYr3LZvXEnfj7wB/mlhSgoDG7Wx2b99sRo689n81PYmrDHWqwA2JEYw8Tw0Xw+7i22Jezhk53foqLipGgxqWbrdpNbj2Nc5xFYUCkxleDh7E5ibjK/H12DyVK2nfHvoaYGN+vLmhObAWheVIrxxzlkhHUgb89K0GgJGPWgdWLufyo4vM36sykvA0PycVybVjzvRG1Un87N6lbX+x3pW+1Hrrur9+yzz+Lp6cns2bPRaDSSSzuSXNqX5NN+pO+pXHp6+iXnMjmvbdu2dh/aqloHwXz//fdZt24dGRkZnD59mqVLl/Lyyy8zduxYGjdujKqqGAwGYmJi+Oqrr/j3v/9do76B3a9fP7y9vTlx4gSxsbHl1i9evBjgkpPCOFJRUdElx2kTVaOqKps3b5ZcXoGjR49y9913U1xcDGAtVoDk054kl/YjubSf+pBD6V/tQ667KxcdHY2qqjg5OTFnzhzrRJP1KZf+br68N/IlHul1D28Pf45Q70a889d/eXXDB+xNOURz3wt3Prs66ekQ1AYnjda6rJlvKABOGi0Dmvbi7eHPcX+3O2jo2cC6jYKCklBq3c7DuewOicZeDdEoF/a1+fRO8gwFTOs2iX+7t+LOc7ncey4HY1pCWbECwGIma/33lT4fl+AWF47r5IzOP+QaslPz1Kdzs7rV9RxK32o/ct1dGbPZbP17T+PGjXnzzTfRasve6yWX9iO5tC/Jp/1IDivn7+/PsWPHLrvdsWPH7H7H93WbtSssLIzx48cza9Ysli1bRkJCAhkZGaxdu5Z33nmH22+/ndatW19+R9eRs7MzjzzyCACPPPKIzVwWc+fOZd++fdxwww306NHDUSEKUeOcOHGCIUOGsHDhQnbu3OnocIQQQog64ZdffqFnz5689tprjg7F4XxdvRnQtBdNfUP5aPvX7Dm7l4Npx3hny3+5J2ISI1sN4oYmPXl58OOE+TTmhYGP0Te0G+PaDmNaxCSbfTX1DeVE5mmS8s5Zl93RYVyFx1VQcNbqrI81ioKTokWjaOjgGkDHQgM69cLW56kWC/kHNqNWMPl34KiH8O51I+7t+xE8+WWcPC8/F4kQQgj7sFgsTJ8+nV69erF161ZHhyOEEDXK4MGDiYmJYf78+ZVuM3/+fKKjoxkyZIhdj+3QySP8/PyIjIwkMjLSuuz8N7Krw4oVK5g9e7bNstLSUnr37m19/NJLL1knCAZ48cUXWbduHdu2baNVq1b079+fM2fOsHPnTvz9/fnmm2+qLV4hapszZ84wZMgQUlJSWLhwIYMGDXJ0SEIIIUStt2zZMiZPnkxQUBB33nmno8OpUVIK0q0/Gy1GTGajTVGi1FRK24AWhDeo/ItRe1MO2zz2cfMil/Ry2ymKwsM97+K/u/+HyWziri634Pb3fBM+vcdjOHuMksQjuLXqRmlmMqassom9VUMR6cs+pOjoLoJumWmzT43eHf+h91zx8xZCCHFtVFXl0Ucf5csvv2TkyJF0797d0SEJIUSN8uKLL/Lbb78xffp0Fi5cyOTJk2natCmKonDq1Cl++OEHtmzZgpubGy+88IJdj13jZrt2db26SeaqIj09vdw3vlVVtVmWnm774USv17NhwwbmzJnDwoUL+e233/D19WXq1KnMnj2b0NDQaotXiNokKSmJIUOGkJiYyLfffsukSZMu30gIIYQQl7Ry5UpuvfVW/Pz8WL9+PS1btnR0SDXKsJb9WXLoTwDaBrQgxDvYuu6HvUv5/eha3HVuzOgzjc4N29u0VVWVr2N+Iqskx2a5t3PFBQuAHo07071R2fx1F493rHX3ptHdr6OqFvLj1lMU/1m5toVHtqOaTSjaGvcRTAgh6hVVVXnqqaf49NNPGTx4MEuWLMHFxcXRYQkhRI3Srl07fv/9d+688042bdrE5s2bbdarqkpQUBA//PAD7dq1s+uxr9tvy8nJyWi1WoKCgq7XIcu55557uOeee664naurK6+99prcgi/EJTz44IOcPHmSL774grvuusvR4QghhBC1XlRUFDfffDNeXl6sW7eOtm3bOjqkGmdSh3F0btiewtJiOjdsh0YpG/E2OS+FZUfWAFBQWsiCmF/4YPQrZBZls/Twn5gtZpw0Tqw+vslmfxpFoZlvKAmcqPSYiqJQUFrIkkN/km8oYFSrwTT3Oz93hkLW+u8qbKcLDIWL5tMQQgjhGC+++CIffPABN9xwA3/88Ue1fnFWCCFqs8jISE6ePMnPP//Mli1bSE4uu4O4UaNG9O/fn9tuuw03Nze7H7daCxaqqjJnzhzefvttCgoKAHB3d6dTp0507dqViIgIunbtSocOHXBykm8aCVGbzZ8/n/Xr10uxQgghhLATd3d3goOD+fXXX+nYsaOjw6mRFEWhXWCrcsv/OX2iioqqqry95VNO5yRVur9mPmHkGfIve9xPd37HnuR9AOw+u5dPxr6Ou/PfH9b+MXmja/OuaD188O1/q81dGUIIIRzD19eXXr16sWLFCtzd3R0djhBC1EhPPvkkvr6+vPTSS1d9E8DVqtYqwWeffcaLL75os6ygoIBt27axfft26zKdTkd4eDgRERFERETw8MMPV2dYQgg7yc7OZu/evQwaNIjGjRtLsUIIIYSwA7PZjFarpXfv3hw9ehRnZ2dHh1TrNPZqyNjWkaw4th5XnZ67u0zEbDFfslih0+g4kX2G/1vzJpP1Iy65//is09afi4zFnMtPo6V/2Zi+/iPuI2Pl56gWM34D78Cn7wR7PS0hhBDX4Hz/OnPmTB577DHpX4UQ4hI+/vhjxo8f75BjK6qq/vMLSHbTuXNn9u/fT//+/Xn//ffx9/cnPj6euLg4YmJiiImJ4cSJE1wcgqIomM3m6gqp3ggPD0dVVQ4ePCjf5LpGqqpSWlqKs7Oz5PIieXl5DB06lLi4OPbv30+bNm2q1E7yaT+SS/uRXNqPqqp1OofSv9qPXHcVi46O5s477+TXX38lPDy8Sm3qey4LS4tYEPsLibnJDGzam1GtB1vX5RTnsnDfb8ScO4BWo0WLlozirHL7eLjH3Xy2+8JQTi7oQKvg8fddE3onPf2adOfm9qPQKBq+jF7EmuNl4/gGWDS8GXEXPm16W9tbjAZQVTTO+qt6Trm7V5C/bxPODUIJGDYNjf7S3wAuOXuMrA0/AOA3+E70jSufZPx6qu/npj3V5f5V+lb7kuuuYvPmzWPZsmX8/vvvVb6rQnJpP5JL+5J82s+19q96vR6j2cgt/3vwitqtnvkTIV7BHDx48KqPXd2aN29O165d+fXXX6/7sav1DosTJ06gKAqLFi2iUaNGADRr1ozhw4dbt8nPz7cWMKKjo4mLi6vOkOoVRVHkjcsOFEWRCbj+oaCggNGjR7N7925eeOGFKhcrQPJpT5JL+5Fc2k996Hekf7UPue7K27dvH8OHD6eoqIi0tLQqFyzqYy5zSvI4mHaUxp4NWbjvN+JSDgFwMjuBJj4htG9QNkzUqviNbDy947L789V7oXdyocRkAMCAEcxgKC61bvPzgeU08gyib1h37u16G4GH9pCbm0qXghKyz/wHz0c/R+vuDYBG54JqMVN0IhYsFlxbdEGp4vwVxWcOkLnmawBKU06g0ekJGPlApdurFjOpv7yNuTAHgNRf3ibssS+qfLzqVB/PzepS1/sd6VvtR6678j7//HNmzJhB27ZtKSwsrHLBQnJpP5JL+5J82o/0PZWbMGEC3377Lfn5+Xh6el7XY1drwcLb2xsXFxdrsaIinp6e9O/fn/79+1dnKEIIOykqKuLGG29k69atzJw5k9mzZzs6JCGEEKLWO3ToEEOHDqWgoIBly5YxePDgyzeqpzIKs3hmzZvklxZWuD6tMIP2lBUsjmacrNI+s0pyebzPfczfs5DM4pxKt0styABAq9HSJTMbc2ExACpGTAXZ1oIFQPqKzyjYtwEAtza9aDjx6SrFYsxOtX2ck1rJlmVUY6m1WAFgLsxBNZaiuMgkskIIsWDBAqZPn06LFi2IioqiQYMGjg5JCCFqhVmzZrFhwwZGjx7NvHnz6Nq163U7drUWLHr16sXy5csxGAxS+ROiDjCbzdx8881s3LiRRx55hHfeeUeq0UIIIcQ1io+PJzIykuzsbH799VdGjhzp6JBqtJ1JsZUWKwLc/Iho1JG0ggw+3/M/4jNPXXZ/3i5e/LR/GTkll55s29PZHV+9N//35+toNBomduiD/84/AdCHtce5QRh5MWvI3fkHGg9vDAlHrG2Lju7EXJSH1s3rsvG4t+5B9pYAzHkZoGjwirj0fBoaF1c8Og2iYN9GADw6DUIjxQohhGDhwoVMmzaNJk2asH79+kt+mVYIIYSt8ePH4+LiwtatW+nevTvBwcGEhYWh15cf8lRRFKKioux27GotWEyfPp3ffvuN3377jUmTJlXnoYQQ14FWq2Xo0KE0adKEDz/8UIoVQgghhB189tlnpKWl8dNPPzFu3DhHh1PjBXsGVbi8gXsA7wx/ntM5SXwT8xNncs9edl8PdJvMymPrOZufcsntxrcdzoiWA3nqz9kUm0oA+Nw5m4+mvolaUohrs44Ys86RserzsgZZyShOOlSTEQCtuzcaF7dy+7WUFlMUH43WzQuXJuGUnIzDYiyl0b1vUXr2GLqAEJz9G1/2eQSO/TeeHQcBoG9StaHEhBCiLjMajbzxxhs0atSI9evXExYW5uiQhBCiVtm4caP1Z1VVSU5OJjk5ucJt7f33QbsVLEaOHElERIT1X/PmzRk+fDiTJ0/mqaeeol+/foSEhNjrcEKI68hkMmE0GnF1dWXmzJl1etI/IYQQ4np79913mThxIn379nV0KLVC1+BwWvo15XjWaZvlE8NHE3VyK9/vLT8xYIhXMIOb9WHJoT8pNBZZlzfzDaXIWFzhcYI9GuCl96RXSBfGtI4kv7TQWqwAyCst4JybK81DyubyunhYJgCtpx/O/iGoFgu+AyahaG0/eqlmE8nfvkhpWtnzcG7YnNKUsiGs9E06EHznrCr/vqUoGlybdqzStkIIUR/odDqioqLIz8+nefPmjg5HCCFqnVOnLn+ncnWxW8FizZo1rF271vrYy8uLiIgIOnTogMFgICIigi+//FK+NSZELWM2m5k6dSopKSn8/vvvuLu7S7FCCCGEuEbnzp3jq6++4vnnn0er1Uqx4gooisK0iEm8vP49TBazdfmB1KOcyD5TbvuGHg3QKAox5w4wqvUgFh9cCUDHoLY09wtjfNvhLIj7pVy7lIJ0+uYVE350KSmxOwkcPR0nRYtJvXDMTQdWoz+TgOHcCRQXN3R+jTBmJQMKvv0m4tl5iM0+SxIPk7nuW1AteHQabC1WANZiBUDJmQOYctPQ+VR8N4kQQoiKrVmzhuLiYsaPH0/Dhg1p2LCho0MSQohaqUmTJg47tsZeO3ruuecYMWIEDRo0QFVVcnNz2bBhAx9//DFZWVlkZmYyYcIEQkJCePjhh/n666+Ji4vDZDLZKwTxDyUlJVgsFkeHUetZLBZiYmLqZS4tFgsPPPAACxcuxNvbG2dnZ7vss77m094kl/YjubSf+pBD6V/toz5fd2lpaURGRvLSSy+xefPma95fXc5lUlo+uw6lUFRitFne0r8pD3WfYrMsxDuYxl4X/jClUTTc320yaYUZJOQmczDtGHHnDjF7yEymdJrAv3rejcVioZFXEHrthbF4FRR66zqis1jocfIEanYKxSdiyFjzFQ09bSdr7X4ynpKEQ6hGA5aCbIxZ5wia+DSh//q4XLFCtZhJ/fU9DMnxGM6dIGvjQtDqLhzX+UIMGr07Gr0HRSf3UnL2GKqqXn0SHagun5vXW13PofSt9lOfr7uNGzcyfvx4HnzwQQoKCq55f/U5l/YmubQvyaf9SA5rJrvdYfHGG29Yf05OTiYmJsbmX1JSknXdF198wRdffAGAs7Mz4eHhNsNJ9ezZ015h1WtGo/HyG4kqSUxMpEuXLo4O47pSVZV///vffPPNN4wZM4Yff/wRnU53+YZVUB/zWV0kl/YjuRRVJf2r/dTH6y4zM5OhQ4dy+PBhPvjgAwYNGmSX/dbFXG7fn8ycb3ejqhDk58Z/nhiIh9uFL08MaNqLQmMRu8/upZV/M8a2GUpRaRFuOleyinIY2WoQAW6+WNQLH0TTCzN5c/PHFJtKWHxoJcGeQZzKTih37BbaxqSXRNssM+dn8eLoZ3lj80dkFeXQJzQC3/17KbXZSsXJKxCdb/lv9KoWM+aivAuPDUU0uOVp8mPXoHXzwjNiBHm7l6MaS/HudwtpS9+n+OReAHz6TcRv0B1Xl0gHq4vnprA/6Vvtqz5ed1u3bmXs2LE4OzuzYsUKPDw87LLf+pjL6iK5tC/Jp7iedu/eXekQUV26dKF169Z2PV61TLrdqFEjGjVqxNixY63LMjMzyxUxTp48icFgICYmhtjYWL766isURZG7LoRwMFVVeeKJJ/jvf//L0KFDWbx4sV3urhBCCCHqs5ycHEaMGMH+/ft56623ePzxxx0dUo3249pjnL+xIDWriD2HUxnULdRmG1NKE4xHXbA09UMJV/DSe/Kvnndb1xeUFuLn6kNWcc7fj4sw/z2kU4nJUGGx4oawHpAGCXpnkp2daFRqQlUUvHuOxcPNh/dHvnRh/65hpC37ECgLtLhBCM4Nm1b4fDROznh1G0nenrIhqTy7DMWjbS882vaybuMa2haA0sxka7ECIG/PylpbsBBCiOq2a9cuRo0aBcCff/5J9+7dHRyREELUPqqq0rVrV06dOsXGjRvp2rWrdd2nn37Kd999V2G7Dh06EBcXZ9fh46ulYFERf39/hg0bxrBhw6zL8vLyiI2NtRYwoqOjiY+Pv14hCSEqkZuby6pVqxgwYADLli1Dr9dfvpEQQgghLumOO+4gOjqaWbNm8cwzzzg6nBotPaeIU2dzbZY18HOzebxt/znmLzsAwN74DNz1OiYMaklOSdldDD56L/4Xt8RarACsxYqKhHk35sHuk2nuG8aK5SswaRQ+CfWlSbGR+wc+jFuzCFLy0/Bz9cHJbMJUkINzcAviBo8j/uB6cpw0nHI18GJaPB2C2lR4DP/h0/DsOBBVVXFp1LLSWLRuXihOzqimsvs3nLwbVLqtEELUZxkZGYwcORKTycSqVavo06ePo0MSQohaacWKFezbt4/HHnvMplhxnqqqTJ061WbZsWPH2LFjB6tWrWL06NF2i+W6FSwq4uXlxcCBAxk4cKB1WXFxsQMjEkIA+Pj4sHnzZtzc3HBzc7t8AyGEEEJc1uzZs+nXrx8vvPCCo0Op0YpKjLz03+1cPGuDp5uO9s38bbZLTM0v9/jXgyv5+cByAO7oNJ6kvHOXPFZz3yZoFQUPF3fu7XobDT0bWMcy7hMSwbnCNIY0v4GQ0A68uO5djmedxsNJzwOnUwkqMQBwICyIA16u1n0m5Z2rtGChKMolCxXnaV09CLrl/8j+azEaFz3+w6Zdto0QQtRHAQEBvPbaa7Rp08bmb0tCCCGuzJIlS1AUhSeffLLC9Yqi8M0339gsO3PmDC1atOCXX36pOwWLiri6ul5+IyFEtXjnnXdo06YN48ePJygoyNHhCCGEELVecXExSUlJtGrViu7du8swFVWwOfYsZ9NtJ0sdN6BFue16hzfkxzVHMP89RUWTRm4sOrgC9e9Sx0/7/2B822Ecy6x4vF2AUO9ggj0bMKR5P3z0XjbrHuszDY1GA8CGE1vxOn2Y4UYze92NWCwXhrDtkpnNwWAfVMDd2Y3ujToBUJqRRMGBLeh8g/DoOBBFo72iPLi1jMCtZcQVtRFCiPri5MmTBAUF4e7uziOPPOLocIQQotbbuXMn4eHhhIWFVblNkyZN6Nq1K7t27bJrLNVesMjPz+e7777jyJEjGI1GwsLC6NSpExERETRq1Ki6Dy+EqKK5c+fyzDPP0L17d8aOHYtWe2UfqoUQQghhy2AwcMstt7B792727NlDkyZNHB1SraB3tv0dpHu7ICYNLT+R31/7kq3FCoAFyw/h3EWBshoDFrPCwGa9WXL4z3JtvVw8aOTZkE2ndwCw5cwu3h/xkrVA8U9u+7dyW1rZHR0DsotsPkR1KCzl+eB+ZIU0p3PD9vi5+WDKz+bsgmdRDWV3jxuzU2UOCiGEsJMTJ04wYMAAWrduzfr16+06broQQtRXiYmJNlM5XExVVVRVrXBdSEgI69evt2ss1Vqw2L9/P8OHDyctLa3C9YGBgURERNj8a9q0aXWGVK84OdW4G2hqrbpeXPvkk0946qmnaN++PStXrqz2YkVdz+f1JLm0H8mlqCrpX+2nLl93RqORSZMmsWrVKqZNm0ZoaOjlG12DupTLG7o0JuZoGn/tTaZFY28eubVzhX+Mij5i+xnDZNKgnuyArslhAAyn2+OKD3d3mcgPcUswc6G64aRoOZZ5wvr4bF4KGUVZNPAIAMrn0zP1wuTc/3wHcGnUiqa9J6JxvjDnl+HsUWuxAqDgwObLFixMeZmkL/8EY9Y5vCKG4dP35ktuX1vUpXNTVB/pW+2rLl93Z86cYciQIaSkpDB37txqL1bU5Vxeb5JL+5J8CnszGAyVzmG7YMECFixYUOE6V1dXDAaDXWOp1t8K/u///o/U1FQABgwYQOPGjTl16hT79++nsLCQtLQ0/vzzT1avXm1t4+vrS0ZGRnWGVW+4urpW+i0xUXUajYYePXo4Ooxq89VXX/HII4/QunVroqKiCAwMrNbj1fV8Xk+SS/uRXNpPfeh3pH+1j7p83ZlMJu68806WLVvGnXfeyRdffFGt50xdy6WTVsOTk7vx5ORul9yuTZgvxxNzbJb5q81Iiw0GIDTIAy93Z8a2iSTQzZ/3t31u3S6rJBetogUuTMLtpCn7aFRRPt3COmDJKJsPwwyc/2qH4qwn6NZnbIoVAC7BLQAF/h6eypSbjiE9kdKUk+jD2qPzLv/7Vua6BRSf2lsW34Yf0Ie1Rx/S9pI5qOnq2rnpSHW935G+1X7q8nV39uxZIiMjSUxM5Ntvv2XSpEnVery6nMvrTXJpX5JP+5G+5wJ/f3+Sk5OvuF1ycjK+vr52jaVaCxZbt261Tshx9913W5erqkp8fDyxsbHExsYSFxdHbGws6enpZGdnV2dIQoiLHD58mAceeIBmzZoRFRVFw4YNHR2SEEIIUauZzWbuvfdefvnlFyZOnMiCBQtkmMVqcDa9gPUxp8seKBYUFFRVIS27xLrNmH7N0GgUdp/dy3+2f1luHxqUi8oVUGKu/JthTUY8QLyLCylJh7G07Exn3DDnZeDZZShOHuU/oDl5B6LRu2MpOT8Xh8rZ+U/A37fSB974KJ6dBtm0MRfm2j4uyKk0HiGEqG9SUlKIjIzkxIkTfPHFF9x1112ODkkIIeqUjh078tdff1FYWIi7u3uV2hQUFLBr1y769etn11iqtWDh5OSEXq+3KVZA2azirVu3pnXr1jYV8eTkZGJjY6szJCHERdq1a8cXX3zB0KFDCQkJcXQ4QgghRJ3g5OTEuHHjWLhwoQxzUk1WbTtNcfHf4+iqGioaUXfFX6cY0685vx1ejVk126zzdPagpV9TYlMOANDSrykN3W3vejBmnaPgwBacfBvg0WEArYfcS4vifPLjolC0Tnj0vonCw1spSTyEZ+fIcndZ+Pa/lcy13wCgcfXEUpxvXZe9+cdyBQvvXjdSknQELGacg5rh2qLrVWRGCCHqLq1Wy0cffcQDDzzg6FCEEMLKSYW3jlc8HUJl4kpN1RTN1Rs7dixr165lzpw5vP7661Vq8+abb2IwGLjxxhvtGku1foJq164d+/btq/L2jRo1kjHYhLgONm/eTLdu3XB3d+f+++93dDhCCCFErXd+EjqtVstXX32FyWRCp9M5OKq6y9Pt8rnVOZXd4u/hbPsNsQe7T+Zcfhp/HF1nXXY86zR/Ht/I6NZDADAV5HD2m2ewlBQCZcUL3wGTOLfwNUpTTgKQtWkRamnZHR3FJ/fScNLzNsfx7jkWt5YRWEqKyN6+lKIjO6zrNC5u5eJ1b92DsH9/hikvHZfgFihaOX+EEMJisaDRaGjYsCHR0dGVjq8uhBDi2tx///289dZbvPXWW3h7e/N///d/l9z+7bff5u233yYoKMjuheRqLVhMnTqVf/3rX2zZsoX+/ftX56GEEFW0atUqxo8fz7hx41i8eLGjwxFCCCFqPVVVmTlzJgUFBXz22WdoNBqcnZ0dHVadsDEmiZVbT9HQ3437x3fEy70sr+MGtGDl9pNk5ZZat1UU64hLAHRsGcjZvBSM5lJctM6YLCaCPYPoFNSONcc3lzvW4oMr2ZtymMmdxhOQetZarAAoio9G0eqsxQrAWqwAKDoeTcLnj2PKPofGyQXPrkPxG3wnOr+yL2MFjnyQ5LQEjNnn0Lr50ODmJyt8vk5e/jh5+V9dsoQQoo7Jy8tj9OjRzJgxg1tvvVWKFUIIUY1cXV1ZvHgxkZGRPPvss3z22WdMnDiRrl27EhAQgKIoZGRkEBMTw+LFizlz5gzOzs4sXrwYV1dXu8ZSrQWL++67j6+++ooZM2awdetWuwcvhLgyUVFR3HzzzXh6evLKK684OhwhhBCiTnjppZeYO3cuN9xwAyUlJbi5lf/2vKicxaKiAlqNYrP8zLk83v8hGoDDp7OwWGDmlLKJuF1dnLhzRHs++jnOuv2Yvs1YvvUUZRNdq/TpGMzcrZ+QmHfOuk1S3jk+2vENbQNacjonyeZ4BaWFxCXv52xuMh/0n4Hi5IxqKiuIOPkEkr1pkW3gWicw/307v1aHKSOx7PmYTeTuWIbOpwFe3UaWrXb3JvThj64hS0IIUb8UFBQwevRotm7dypAhQ7j11lsdHZIQQtR5ffr0Ydu2bUyZMoVDhw7x/vvvV7idqqq0a9eO77//noiICLvHUe1zWCxdupSRI0fSq1cvfvrpJ9q1a1edhxT/oKoqiqJcfkNRKVVVMZvNaLXaWp3LLVu2MG7cOFxcXFi7di0dO3Z0SBx1JZ81geTSfiSX9lNf+p368jyrU1257l5//XXeeOMNevbsyYoVKxxSrKjNudxx4Bwf/hhLqdHM3WPaM35AC+u6lMxCm22TMwpsHvt4uKB31lJqNDOoWygPTuhItvMxYvI2gcbEkoQEUgrSyx3zdE4SLw56jD+Pb7RZ3q6ghElp+aBmkNswmoZ3zqJg30Z0PoEoOleKju6ybuvkG0SDm56k4MBmFCcdubtXlDuOMetcuWX1TW0+N2ua+tDv1IfneD3UheuuqKiIG2+8ka1btzJz5kxeffVVh8RRF3JZU0gu7UvyaT/S95TXpUsXDhw4wMqVK1m1ahV79+4lIyMDVVUJCAigc+fOjBo1itGjR1db7jTVsteLpKam0qZNGw4cOEDHjh0ZMGAA77//Pps2bSI/P//yOxBXLT8/3zqesrh6qqqyYsWKWp3L3bt3M3r0aDQaDatXr66W6mdV1YV81hSSS/uRXNpPfcih9K/2UReuu3fffZeXXnqJrl278ueff+Ll5eWQOGpzLj9ZvJeCYiOlJgtf/X7ApkjRsWUAwQEX5p8Y0bupTdvPluyjpNSMRYUN0Ylk5xvYW7QRtCZQYH/qEdoFtix3TIO5lKWH/rRZpgCRWUXoLSouKmxNLkXj5k3g6IfQdhtGshOY3Tz/3ljBf+i96Bu1JGD4NPyH3IVnpyG2B9E44dFh4CWfuyk/i5Kzx1At5ktuV5vV5nOzpqnrOZS+1X5q+3VXUlLChAkT2LhxI4888gjvvPOOw/6YWNtzWZNILu1L8mk/ksPKjR49mo8++ojNmzdz6NAhDh8+zJYtW/j4448ZM2ZMtb43V+sdFhs3bmTUqFGUlpbdSm2xWPjrr7/YunUrAIqi0KJFCyIiIujWrRvdunUjIiICb2/v6gxLiHonJCSEdu3a8f7779OrVy9HhyOEEELUeunp6cyZM4eOHTuyZs0afH19HR1SrWQ2W6w/qyo89eFm3p8xgIb+7rjpdfzniYHEHk0nyM+NlqE+l2xrNquUDS51wb7UIwBoFA0W9cL2Sw7bFixU4OMwP0al5zMgt2xuirNfPoXmxoc4uvpzWhWWoAKajgNo1GcCzoFhNu09uw4lf98GMJWCixuN7ngZl+DmlT7vwmO7Sf31XbCYcQluSfDds9E4ybwnQgixZs0a1qxZwwMPPMCHH34o33wWQoh6qFoLFq+88goGgwG9Xs+UKVMICQnh9OnTxMXFcfDgQYxGI/Hx8cTHx/Pzzz8DZUUMk8lUnWEJUW8UFxfj6upKcHAwO3fulF/2hBBCCDsJDAxk48aNBAUFERAQ4Ohwaq37xnVg3k9xWP7+dlteYSlrdyVw16iyYWTd9Dr6dW5k0ya/qJQd+88xpHsov28+gcmicvOglgT6ujK69WCWH40qdxyLakGDgoVLf4suR6e1/qwaDaRvWkSrwrIChgIUn4jFedyMcu3yo1eXFSsADEWUJBxE37hVpcfJ3bEM/r6zwnDuOMUn9+LeusclYxNCiPpg3LhxREVFMWjQIDSaah8URAghRA1UrQWLuLg4FEVh2bJlDBs2zGad0Whk//79xMTEEBsbS0xMDPv27aO4uLg6QxKi3jh8+DDDhg3jP//5DxMnTpRihRBCCGEHCxcuJDw8nM6dO9OpUydHh1PrRfYIIy27iIWrj1qXeXtUfqdBicHEU//ZzLm/h466bWhrbhrYAk+3sja3hY9lR2IsGUVZtg1VsCjlixU+Lp4UmUooNRsB+OfgTMXOLli4MI6u6upORbRuXpd8/E+af27vLneYCyHqL7PZzNtvv82jjz6Kp6cnQ4YMuXwjIYQQdVa1Fix0Oh3u7u7lihXn10VERNiMpW+xWDhy5Eh1hiREvRAfH09kZCTp6enodDpHhyOEEELUCYsWLeKuu+6ic+fOREdHy5cB7OTmwa1Izihk//EMwoI8Sc0sYtehFHq2b4iqqmyMSeJUch59OwVjMJitxQqAldtO4eXuzKg+TXHWaTmaedKmWKFaNKgGZzSuJTbHVFBwd3bl6f4Pk1Wcy8J9v0FeJhH5F7bL0yoktmhPhpc3TU4dRePqSZsJMyt8Dj59J2DMOkfJ2aO4t+6JR8dLz1/hP+weLCWFmLJT8Oo2En3j1leROSGEqP0sFgv3338/CxYsoKioiNdff93RIQkhhHCwai1YdO7cmW3btllnrr8cjUZD+/btqzMkIeq8U6dOMWTIEFJTU/nxxx8ZP368o0MSQgghar0lS5Zw1113ERwczOLFi6VYYUcuOi1PTe5GzNE0XvliO7HH0vl9y0leuLcn6dnFfPHbfgB+33KCWff1xkmrwfT3/BUFRUa+XHaA08l5zLi9K408g9AqGsx/z1dhzm6A8WQn9F02oegMAIR5N+a9kS/axNAzpAsZa74i78RKVMpeWy+zSsTBWNo+/OllX2+NixtBt1RczKiIzrsBjaa8WuXthRCiLlJVlX/9618sWLCAMWPG8PLLLzs6JCGEEDVAtQ4IeN9992EwGFi5cmV1HkYI8bfExEQiIyM5e/Ys3333HbfeequjQxJCCCFqveXLl3P77bcTEBDA+vXrad688smUxdXbeyzd5nHs0TTiLlpmNqucTS/glft70a6pn+22x9IACHT3Z3TrSABUswZLgQ/eDYq5p8NdeDl74KJ1pmNQmwqP7zd4Cl7dR1sf/xjkxQ61AFNR7jU9r4JDW0ldOpecnX+gXjTxtxBC1GeqqvLEE0/w+eefM3ToUBYvXoyzc+VDAgohhKg/qrVgMXnyZMaMGcNjjz1GampqdR5KVMDNzU2+/WcHiqLQr1+/WpHLqKgoTp8+zZdffsmdd97p6HAqVJvyWdNJLu1Hcmk/9SGH0r/aR2257vbt28ctt9yCt7c3UVFRtG5d84buqS25vBxvDxebx8UGE51aXZjQXKtRaN/cny6tGzDrgd54u1/4w1anlhe2G9biBnQaJxStBecmRxg/2otNqavJKy3AYC5lxbH17EyMLXd8jc4F/+HTOBvSlLWlu9jr6cKqAA9WnNlx1c+p6NRe0pbOpfDQVrLWLSBvd/36IlddOTdrgrqeQ+lb7ae2XHf/+c9/+PDDDxkwYADLli1Dr9c7OqRyaksuawPJpX1JPu1HclgzVeuQUDfeeCOtWrVi69atdOnShS+//JIxY8ZU5yHFRbRarVx4dqAoCgEBAZffsAa455576NmzZ40eWq025bOmk1zaj+TSfupDvyP9q33UluuuQ4cOPPbYY9x5552Eh4c7OpwK1ZZcnrcl9iwrt50it7CUAB89Nw9qSZfWDdD846tUpUYL4/o3x13vxMnkPPp1akSzRmWTU7vpdUwe2ZZv/jiIyawSn5jD3IXRZOeVENrQi/u73MXSY8vRO+mJCO7EkoNrbPa9N/UwoZ6hvL32e/IMhYxoNoTb+/VFURRyIwaTdmi5ddsT2QmXfD4Fh7aSvzcKnX9j/AZNRuPsal1nSD5hs63h3Il/Nq/Tatu5WZPV9X5H+lb7qS3X3ZQpUzh06BBz587Fzc3N0eFUqLbksjaQXNqX5NN+pO+pmaq1YLFixQqbF37cuHEEBwczduxYevToQUREBB07dsTJqVrDEKJOy8zM5Pnnn+e9997D09OzRhcrhBBCiNri2LFjtGzZEo1Gw7vvvuvocOqM40k5vPO/PdbHian5HDiRyZcvDKNb2yC+X3mYUlPZsEl9OwWjKApDezYpt5/cAgOfL9mHRS17nJRWQFJaAQBx8Rl4nEzF3LhsOKnZ6z+mNNsHre+F4aUim/Vj1prPyFGTQQe/nllIeKNmdGwWTESTbvx0dDWlZiMAvUK6VPp8DCknSVs6F4Dik3vBYiFg5APW9W4tI8je8jP8vS/3Nr2uNGVCCFGnHD16lDZt2hAYGMj8+fMdHY4QQogaqForBU888QR79+4lLi6OrKwsAJKTk5k/f761Y9LpdISHhxMREWH916uX/CIvRFXk5OQwYsQIoqOj6du3L1OnTnV0SEIIIUStt2vXLoYOHcrdd9/Nxx9/7Ohw6pTE1Pxyy4wmC7+ujyc+MYd+nRoREuRJmzBf3FydmDV/OxqNwt2j29M02MvaJjWryFqsqEhBih+cHQ4aM8bmezGd6ohT0Gk07vkMaTKAFv5NyDNnWgfIVbRmEv54meDOkTQacBtvDX+OmOT9NPMNo2NQ20qPU5qRZPs4PdHmsUtQU0KmvU3RiVhcGrXCtUnNvEtHCCGuh7lz5/L000+zZMkSxo0b5+hwhBBC1FDVWrB4//33rT8nJCQQGxtr8y8pKYnS0lJiY2OJi4vj66+/RlEUTCZTdYYlRJ2Qn5/PqFGjiI6O5pVXXpFihRBCCGEHcXFxjBgxApPJxK233urocOqcrq0b4OPpQk6+wboswEfP71tOAnD4dBaThrUmvIU/985eY93uTEo+Xz4/1Hr3dvPG3vh56cnKK6n4QGZd2f8tGkzHuwEKpuTW6J21jJtQ9uWojl7t2VtQNpdFoxIjrfOzyfvrF5y9AwnpEkmIV/Bln49bs85o3X0wF+YA4NlpULltnBs0wblB+btEhBCiPvnkk0946qmnaN++PX369HF0OEIIIWqw6zYWU1hYGGFhYYwfP966LCsry6aAERMTQ3x8/PUKSYhaq7CwkDFjxrBjxw6effZZXnnlFUeHJIQQQtR6Bw4cYOjQoRQXF7N8+XIGDhzo6JDqHB9PF+Y9NYg9h1IoKDax73gGCSl5NtucTSugsNhoU9RIyyrCZLagc9IC4KTV8NkzQ1i8Pp6M3GJaNPKmRYgPi9fHc+BEJgaj+aI9Kjw5OQKjyULnVoEE+ZWNlf5El8Fs/HkDxRqF9oWlaP/e2piVDIBqMpK18QcMycdxb9sbrx5jyo1zrHX3pvH971N8IgadfyP0IZXfjQFld2BkbfwB1WzCt/8k9I1bXUUWhRCidvnqq6945JFHaNWqFevWrSMwMNDRIQkhhKjBHDp5hJ+fH5GRkURGRlqXFRcXOzAiIWqHmTNnsmXLFh5//HHefPNNmSRICCGEuEZHjx5l6NCh5OXlsXTpUoYOHerokOosX089w3o1ZcmGePYcTrVZp9EoDO0ZhreHC306BrN9/zkAhnQPtRYrznPT67h79IW5uxavjyf6SFq54wV46+nfpTFOWttZvTcVJOBmttC26MLd3apWh0d4fwByti0ld+cfAJQkHsbJtyHurbqX27+Thw+enYdc9nmrqkrq4rcxZpU9J0PyCZo89gWKk+6ybYUQorb6/vvveeCBB2jWrBnr168nOPjyd68JIYSo3zSX3+T6cnV1dXQIdUZpaSmqeonBfUWVqKpKfHx8jcrla6+9xpw5c5g7d26tK1bUxHzWVpJL+5Fc2k99yKH0r/ZR0667kpISNBoNP/30E2PGjHF0OFekpuWyqs5Pkn1ev06N+OipQWTklPDK/O2ENPDg+Xt68sr9vXlsUlcKS4z837zN3PnyKj76Obbc/s7+Y396Zy2tQn14b8aAcsUKgLP5qRx2d+Gss5YYDxcWBXrgNPl5nBs0IT4+HkPWWZvtjZlny+3jiljMGLNSLjwszsNcUnCJBrVfbT03a6K6nkPpW+2npl13RUVFhIWFsX79ekJCQhwdzhWpabmszSSX9iX5tB/JYc1U7QWL/Px8PvnkEx599FGmT5/Om2++yfLly0lOTq7uQ9d7BoNBLjw7UFWVQ4cOOTyXRqORv/76C4DAwECeffbZWlesgJqTz7pAcmk/kkv7qQ85lP7VPmrKdXf++J07dyY+Pp4JEyY4NJ6rUVNyeaWGdA9Fqy37XcbVxYkpo9qSnlPMx7/EEXMkjV+i4klMzad7uyC0GoXXvtzBkTPZ5BWWsmZnAss2nSi/P82F341KSs3EJ+bwzR+HKjz+wCIYkVVI41IzEQUGAt39CQ3tYM2nR8dBoJR9XNLo3XFv2/uanq+idcKz82DrY7eW3XDy8L2mfdZ0tfXcrInqeg6lb7WfmnLdnT/+Qw89xMGDB2natKlD47kaNSWXdYHk0r4kn/YjOayZqnVIqP379zN8+HDS0srfmg1lf3SNiIiw+VcbOzEhqpvJZGLKlCn8+uuvbNiwgf79+zs6JCGEEKLWO3v2LBMmTODTTz+le/fuuLu7OzqkeqHYYOLX9fFk5ZXwf1O6UWq0kJFTzM/rjvHPz4xnzl2Y3+JcRqHNuoOnMhk/sIX1cceWATx6WxeWbDhOQmq+dfnpc7kVxuFbXMTFs2dMCOqMRtFgUS0AFB3bg0d4f1wat8a9TU+cPP2s2xYc3EL+vo1YSktwbd4Znz43oXFyvuxzDxg9Hfe2fVAtZtxadLns9kIIURutWrWKt99+m99++w0fHx/pX4UQQlyRai1Y/N///R+pqWXj0g4YMIDGjRtz6tQp9u/fT2FhIWlpafz555+sXr3a2sbX15eMjIzqDEuIWsVisTBt2jR+/vlnbrnlFvr06ePokIQQQohaLzU1lcjISI4ePcq+ffvo3r383ASienzyy142xSYB8NfeZCaPaMN3Kw9b1zvrNJQaLSgKDOx2YfiQgREh/HbRXRXjBzS32W9SWj4f/RKH2Wxb9RjSPbTCODza9yMvZg1YzKDV4RV+AwCqpWzC7vyY1SioGLOS8e4+0tqu8Nhu0n77j/WxIekIlsJcAkY+cNnnrmi0uLWMuOx2QghRW0VFRXHzzTfj5uZGcnIyPj4+jg5JCCFELVOtBYutW7eiKArffPMNd999t3X5+bHWYmNjiY2NJS4ujtjYWNLT08nOzq7OkISoVSwWCw899BDff/89N954IwsXLsTJqVovWyGEEKLOy8jIYOjQoRw9epSPPvqIadOmOTqkeuXImSzrz8UGE7FH023Wj+jdlCYNPWnR2IeWoT6oqsq2/edwc3HizhFtSc4oYHTfZrRtWnbHQ0pmIZtiksjMLbEpVvh76+napgFueidMZku5eSz0oe0Iue89SpKOoA9rj3NAWXHEXJBjs50hOR7VYkbRaCk8upP0VV+Ue04lZ49dU06EEKIu2LJlC+PGjUOv17N27Vrat2/v6JCEEELUQtX6l08nJyf0er1NsQJAURRat25N69atmTRpknV5cnIysbHlJ9ATor6aMWMGX375JSNHjuSXX37B2fnyQw0IIYQQonLZ2dkMGzaMAwcO8N577/HII484OqR6p1eHhvy++SRQVlQY3D2UmKNlQ8hqNQqDIkJoHXZhbocVW0/x+dL9QNndFx/PHEJwQNnwIrkFBp78zybyi4wAaBQFy9/jSmXmlrBuVwLrdiVwPCmXR27tUi4W5wZhODcIs1mm9bSdV8KtZTcUjZaiU3tJXfxOhc/JvXWPK02DEELUKTt27GD06NFotVr+/PNPIiLkbjIhhBBXp1oLFu3atWPfvn1V3r5Ro0Y0atSoGiMSonYJDw8nMjKSJUuW4OLi4uhwhBBCiFpv/vz5xMXF8frrr/PUU085Opx6adqNHWjR2JvsPAODuoXg7+2Kr6cL0UdS8XJ3xs9Lb7P9roMp1p9LjRb2HU+3FiyOnsm2FisAFEWFCuZO3H0opfzCSih/T7TtN3QqWicdHp3KJsrO3flHuW2dfBviN2gy7u36Vnn/16rUYOJUfAZePq4Eh3hft+MKIURlVFXl2WefxWKxsHr1anr16uXokIQQQtRi1VqwmDp1Kv/617/YsmWLTBLsABqN5vIbiSrx9PS8rsczGAy4uLgwffp0HnzwwTr3Wl7vfNZlkkv7kVyKqqpr78mO5Ijr7v/+7/8IDw9nzJgx1/3Y1ak2vYdpNQpDutve1eDl7syqbacpKTXz09pjvPNof5o1KvtjfPvm/sQeKxs2SqNRbO6+SM8pttmP2VLxMZs09LqiGD09PfHuMch6vefs/J3iE+XvBPfpdSMe7ftd0b6vhdFo5qt5W0lPKZtUfPQtHejet+l1O/7VqE3npnAc6Vvt63pfd4qisGTJEo4cOULfvtevgHs9yHuY/Ugu7UvyKeqyav2t4L777qNbt27MmDGD4uLiyzcQduXu7i6/+NmBRqNhyJAh1y2Xr7/+OoMGDSInJ8d6/LrkeuezLpNc2o/k0n7qQw6lf7WP63ndFRUV8f7772M2m1EUpc4VK+rCe9j6PYmUlJZNdl1Samb9nsS/fzYxoncT7h/fgWE9w3j27u409He3ttu2L7ncvhr6uxHW0PZDfHCAO7kFhirFoqgWBvToiqIo1mV50attt3H1wmfgHXhGjADAUlqCuSivSvs/z2IqxfSP+TIuJ+FklrVYAbBn25kran+91YVzs6ao6zmUvtV+rud1d/jwYX766ScA/Pz86lyxQt7D7EdyaV+ST/uRHNZM1fqqODk5sXTpUoxGI7169eLw4cPVeTghar13332Xl156CYPBgKpWMJ6BEEIIIa5ISUkJEyZMYObMmfzwww+ODkdU4vwQTxc/3nUohbte+ZO7Z60mMTUfL3dn5ny7mztfXsWG6MQK2wF0bhXIyN5NbZat3ZXAlFf+ZN5PsZf8Has0LYGEjx8mYd79nPvhFSzGsiKHzrfhRVspqIYCcjb/SO72pRQc2c6ZD+7lzAf3krH6qyo93+KEgyR8+AAJH95H6pL3UC3mKrXz8XOFC3UUfP3dqtROCCHsLT4+nsjISKZOncrZs2cdHY4QQtRLRUVF/Pbbb9x333106tQJLy8v3N3d6dy5M6+99hoFBQWODvGqVHsZKTU1lTZt2nDgwAE6duzIgAEDeP/999m0aRP5+fmX34EQ9cS8efN4+umn6dixI2vXrsXX1/fyjYQQQghRqdLSUm677TbWrFnDAw88wJQpUxwdkqjEiF5NmDikFS1DfZg4pBUjejVhwfJD1rsuVu84w68bjqOqYDRZ+Or3AwDcM6Y9Q7qH0sDXlQa+bgzpHso9Y8MZ3bcptwxuSctQH7w9nDGaysaKWrsrgRNncyuNI3vbr5gLsgAoOXOQwsPbAQgc8y/c2vTCuXFr0GrBYgFVJWvjIjLXfYtqKgUgb89KSjMv/4e77I2LsJSUfYAsPLydkoRDVcqTf6AHN9/ZlZAmvrTvHMyYWzpWqZ0QQtjTqVOnGDJkCKmpqfzvf/+jcePGjg5JCCHqpYULFzJhwgS+/vprLBYLI0eOpH///pw6dYpXXnmFHj16kJaW5ugwr1i1zmGxceNGRo0aRWlp2S/wFouFv/76i61btwJl4xy2aNGCiIgIunXrRrdu3YiIiMDbWyaPE/XL559/zowZM2jbti1r167F39/f0SEJIYQQtZrJZGLy5Mn88ccf3HXXXfz3v/+VW75rMK1Ww9Qx7Zl60TInrVLp9kXFJmbM3ciEQS154o6ICre5Z2w4AE98sJHcgtKL9qvBkJvOgYUv456TgdlFT+jof+PVtjeKxvbjkaLVlrXx8qfhxKdRLWZOvzvlwrzeimLdxrpIY/u4Ior2Hx/DqtDmvA5dG9Ohq/xxUAjhGImJiURGRnL27Fm+//57Jk6c6OiQhBCi3nJ2dubhhx/miSeeoFWrVtbl586dY8yYMcTGxvL444+zcOFCB0Z55ar1U9srr7xinTz4/vvvZ9asWdxzzz107twZJycnLBYL8fHx/PTTTzzzzDMMHTpU/lAr6h2j0chnn31GixYtiIqKIigoyNEhCSGEELXe448/zq+//sqkSZP4+uuvpVhRCz14U0c8XHU2yzRK2aTdRrOFk2dzmbswmtSsokvu54GbOuLnpUerUZg4pBVNg704uuQdfLPScLZYcC0uIm3p+5iL8/Htfyu6wFAA3Nv1xb1tH5t9WYoLUM0m62Othx+BIx9C6+4NWid8B97xj+GjKuYXeTdO3oGgaPDqNhJ9aLuqpkUIIRzGYDAwbNgwTp06xZdffsmdd97p6JCEEKJeu/vuu/n0009tihUAwcHBfPLJJwAsWbLEejNBbVGtd1jExcWhKArLli1j2LBhNuuMRiP79+8nJiaG2NhYYmJi2Ldvn0zOLeodnU5HVFQURUVFNGrUyNHhCCGEEHXC9OnTKS0t5ZNPPsHJqVp/5RVVcPJsLjsOnKNFY296hje0mdC6Mh1aBDB1THs+WbzXuqxbuyCS0go4l1EIgKpCZm4xQX5uHDmdxZ7DqRhNFlz1TrRo7E18Yg7NGnnzzUvDUNWyOzkAKMi2OZbGYsFcmItzQAihD/4H1WwqfxcEYC7KBdVi81jj5kXYjK9AtVTp7goAl4bNCf33Z1fURgghHM3FxYVnnnmGkpISpk2b5uhwhBBCXELnzp2BsmJzZmYmwcHBDo6o6qr105tOp8Pd3b1cseL8uoiICCIiLtzCbbFYOHLkSHWGJESNsWTJEkpKSpg8eTL+/v5yd5EQQghxjVRV5fTp0zRr1owOHTrwxRdfODokASSk5DFz3mbrPBKP3taF4b2aVKltn47B/BJ1jLTsYrRahbH9mpOcUcDnS/cD0LaJL23CfDl8KotnPtlCZfNp/3tiZ0b2aWp97NNzLKZ131sfl+p0OHk3sD6uqFgBoAsIxbVZZ4pP/V1EMZWSvOBZGt8/F2f/K/viiaIooEixQghR82VlZaHRaPDx8eHee+91dDhCCCGq4OTJk0DZ3+D9/PwcHM2VqdZ74zt37ozRaMRsNlctGI2G9u3bV2dI9UpBQQEWi+XyG4pLslgsrFmzxq65XL58Obfffjv/93//R2Fhod32WxtURz7rK8ml/Ugu7ac+5FD6V/uw93WnqipPPPEEXbp0Ye/evZdvUIfU9PewuPh0a7ECYNfBlHLbFJUYycorKbfc28OFj2YO5pX7e/PfZyKJaNuAsTc056OZg3ntwT48cFNHcgoMRB9NrbRYAbDrUNkxC4pKyS0wENbrJor1bpzTaSlSwNloxJiZhGoxY8hOKZdPc3E+5qI8FEWh4e0v4NKopXWdajJSdCIGU15m2WOLGWNums3QUfVVTT83a5O6nkPpW+3H3tddTk4Ow4cPZ+jQoZSUlH+frsvkPcx+JJf2Jfm0H0fm8MSJE4SHh1f4zx4+/PBDAEaOHImLi4td9nm9VOsdFvfddx8bNmxg5cqV3HjjjdV5KFEB9VKf2sQVsedQZWvWrOGWW27B29ubNWvW4O7ubrd91xYy9Jv9SC7tR3Ipqkr6V/ux13WnqirPPvssH374IQMGDCg3hmt9UJPfw9o28UNRsBYU2jezvat0x4FzvPu/PZQaLQzpHsrjt3e1GTLKTa+jezvbOb4a+rvx+tc7SM0qe969O1x63oi2TfxYue0UXyzdj9mickufQAYYS3H9+4tVGjcvFJ0LSZ8/TmnWOYo73IUpPxtnb39yd68gc+0CUFV8B0zCt/+tuLXuiSH5+N97V8jauJCstd/g2qIrprxMjOkJOHk3IHjKLHQ+9Xt+spp8boqaQ/pW+7LXdZefn8+oUaOIjo5m1qxZ6PV6u+y3NpH3MPuRXNqX5FNcysqVK/nqq6/Q6XTMnj3b0eFcsWotWEyePJlFixbx2GOP0bNnT5lMWNR7Gzdu5KabbsLd3Z1169bZrWoqhBBC1Gevvvoq77zzDn369GH58uW4ubk5OiRxkdZhvsy6vw9/7T1Li8bejOrbzGb9dysPU2os+3bb+j2JjOvfnBYhPpfc56aYs9ZiBcDOgynMvLMbMUfTKDaYOJaQTWbuhW8ChwZ58sGiaMyWsj+KLtmeRoSPBo+/7zf37j2egn0bMWYlA2XFkrzYtfgPuJWs9f+zzluRveUnvHuMxqfPTWic9ZSmnqHk7DGMGYkAFJ+ItR7TlJtG7q4VBAyXcd6FELVPYWEhY8aMYceOHTz77LO8/PLLjg5JCCHqlBYtWnDw4EG77/fw4cNMmTIFVVV59913rXNZ1CbVOiTUjTfeSKtWrcjNzaVLly6sWLGiOg8nRI2Wnp7OuHHj0Ol0rF69ula+YQghhBA1zZw5c3j11Vfp3r07q1atwtPT09EhiQpEtG3AY5O6MuaG5mg0F+6eSM0qIiffdogRZ93l53Vw+cc2qgofLIrh4MlMOrUMwGS2vb3/4KlMnLQX2iiAhgvf6FYNReTFrLFpU5J0GHNRAepFk2wrGifQaFE0Wrx7jCFw7L9w8vCpNE7FSXfZ5yKEEDVNcXEx48ePZ8uWLTz++OO8+eabNne+CSGEqJmSkpIYOXIk2dnZPPnkk8yYMcPRIV2Var3DYsWKFTad2rhx4wgODmbs2LH06NGDiIgIOnbsiJNTtYYhRI0QGBjIvHnzaN26NT169HB0OEIIIUStp6oqycnJdOrUidWrV+Pt7e3okMQVev3rneQXGa2Pbx/WmtCgyxed+ndpxKrtpzh0Ksu6zGxRSc0qsk7IfbFlm07QqWUA+45nAKBXDLj4BkFeMu7t+5Gzban1LorzDGcOcm7Rq3DRXBQ+/W9D42w7JIrf0HtI/fVdTLkZeHUdijE3neLjMehD2+LTe3zVEiGEEDVIcXEx2dnZPPzww8ydO1eKFUIIUQtkZGQwbNgwEhISuPfee3nvvfccHdJVq9ZKwRNPPMHevXuJi4sjK6vsw0RycjLz589n/vz5QNlM5eHh4URERFj/9erVqzrDEuK6OnjwII0bN8bHx4d77rnH0eEIIYQQdYKqqiiKwrx588jPz8fLy8vRIYlK5BeVkpVbQmiQp83dFSazhdPn8my2/edwUeflFhg4npRDSKAHQf7uaLUa3n6kP/GJWTz5ny1ViiO3oBRQaaDkUoieve0f4ZbBLTBmJlN4sOJ9mHLSbB47+zfGmJ2KIeUUbq27odHqcAlqSti/PkFVLShK2Q3sF/8shBC1xfm+1c/Pj40bN+Lu7i7FCiGEqAXOzzl05MgRbr75ZubPn1+r37+rtWDx/vvvW39OSEggNjbW5l9SUhKlpaXExsYSFxfH119/jaIomEymS+xViNrjwIEDDBo0iLZt27Jly5Za/WYhhBBC1BRff/01GzZs4JtvvsHJyUmKFTVYzNE03vhmJ6VGC+2b+fH69L7onMqGZnLSaujbKZht+84BEN7cH19Pl3L72L4/mbe+3c3f009w+7A23DmyLQDZ+YYqxeGkVRjWMwTt+iW0d07GpGpwdg1EUVrh5NsQNE5gKf8ZxLV5F4qObAdA6+5DaUYiqb++A4CicyH035/i5O5T9viiAoUUK4QQtY3JZOLuu+9m+PDh3HPPPTLEohBC1BIGg4Hx48ezZ88eRowYwaJFi9BqLz/Eak123cZiCgsLIywsjPHjL9wWnZWVZVPAiImJIT4+/nqFVOfp9Xr5A7kdKIpCx44drziXx44dY+jQoeTl5fHss8/Ka/G3q82nKE9yaT+SS/upDzmU/tU+rva6+9///sf9999P06ZNyczMJCgoqJoirD1q8nvY4qh464Tah05lEXs0nZ7hDa3rZ97ZjS3hyZjNFvp3aVzhc1i05qi1WAHwc9RRbhvaGp2Thu9XHrHZ1tVFS7HBbH3corEXN3RuTM/whgSWJnHOORkAJ8WC08GV0GcIpsyzNsUKxd2bVt4agu94CddmnSg+EYMxOxX3tr1Jmv+kdTvVaCBn21ICht17bUmqw2ryuVnb1PUcSt9qP1dz3ZnNZqZNm8aiRYswm81MnTpVXg/kPcyeJJf2Jfm0n9qeQ7PZzB133MGGDRvo378/S5YswdnZ2dFhXTOHTh7h5+dHZGQkkZGR1mXFxcUOjKhu0el0tf7CqwkURaF58+ZX1ObkyZMMGTKEjIwMfv75Z8aOHVtN0dU+V5NPUTHJpf1ILu2nPvQ70r/ax9Vcd7/88gtTp04lJCSE9evXS7HibzX5Pczd1fbjhpu+7PGxhGz+3H6aQF83bh7c0jqJdonBxK8bjpOVV8Kovk3JzCkmLdv284FWo+H8Jeiut91/sL87J5MvDDPVvX1DJka2BqA0zd1m29wSlVMfv0aevhGhFhc8NGV3azi7e9N80I0XYm7ZzfqzonOGi8LRuMo3kC+lJp+btU1d73ekb7WfK73uLBYL06dP5/vvv+fGG2/kf//7n7wWf5P3MPuRXNqX5NN+avv73ccff8zSpUsBCAgI4F//+leF27333nsEBARcz9CuSY2b7drV1dXRIQhxTRITExkyZAjnzp3jhx9+4Oabb3Z0SEIIIUStt2zZMiZPnkxQUBBRUVE0bdrU0SGJKrhvXAey8w2cyyhkZJ+mhDf3JzO3mOc/3YrBWHYnREZOMY/e1gWAT3/dy4boJAA2xSRZt7mY0WRhS9xZBncL5ak7u/Hkh5vJyTfQwNeVVx7ozTfLD7HnUCrhzf2ZMLCltZ1zgyb4DZ5C7q4/sDi54pp7msZA49y9rNf2ZZj7YTSuHgSMqfiDHoB3jzFkRX1nfezk4XPtSRJCCAdRVZXHHnuML7/8khEjRvDLL7+g0+kcHZYQQogqys7Otv58vnBRkVmzZknBQoj6zM3NjcDAQF599VVuv/12R4cjhBBC1HolJSU8+uij+Pr6EhUVRatWrRwdkqiihv7uvPfYAJtlp5LzbAoRh09nYfl7zKcjpy986KqoWGFtcyqLgV1DCPR14/tZI23WPTW5WyWtwLvPTXj2Gs/ZNf/DFLPMutytJJ2w5+YDqs38E6pqARTrcktJkc3+DGfjocvQSo8nhBA12a5du/j0008ZPHgwS5YswcWl/DxCQgghaq5Zs2Yxa9YsR4dhd3YrWPz+++/o9XqGDx9ur11Wyz6FqC5GoxGdToe/vz/bt2/HyUnqgUIIIYQ96PV61qxZQ2lpKe3atXN0OOIatWnii7e7M7mFpQAYSk2M/7/fUQC9y4UJAr3cnckvKkVVy+9j1fbTrNp+mh7tg3huak90Tpef5Dpn5x+kr/+BQpOWHUpXhioKGsp2XtownPTln1KwfyO6gBAa3voM+XFR5Oz8HUWjRTWW4tygCT79bwVFA2rZvBxurbpfcz6EEMJRevXqxYoVK+jfvz9ubm6ODkcIIYQAQFHVij4CXDmNRkNwcDBnz561x+6qbZ/1RXh4OAAHDx50cCT1Q0ZGBkOHDuXxxx/nnnvucXQ4Qgghqon0r9fXli1b0Ol09O7d29GhCDtLzSpiU0wSZ87lsTnO9nf9xoHuRPYIY1BEKLmFBtbtSqCoxEhIAw+OJWSz82CqzfYzJnVlaM+wSx7PVJDNmQ8fQPm7QJFldifKfQz9G2Rj8G1O1+ZeZC1917q9vnkXSk7GlduPR8dBeHUbQfHJOPQhbXFt1ukqMyCEOE/61uvvq6++YsKECfj5+Tk6FCGEqNX0ej2qycjhV2+6onYj561FFxAqfV8l7PoVcDvVPqp9n0LYU3Z2NsOHD2fv3r1kZGQ4OhwhhBCiTtixYwejR4/Gy8uLEydOoNfrHR2SsCM/LxdahvqQlVdcbp3ZotKvcyMCfV0J9HWlZYiPdd3KbafKFSyMJnO59odOZqLTaWgU4M6RM9mEepisxYpCizMnTIGoxhJ63XInWjdPcnb+YbuP/KwK4zblpOIcGIq+ceuredpCCOFw7777Lk8//TSbNm3iu+++u3wDIYQQ4jqza8GiuLhYOryrFBUVxfDhwwkNDeX06dN22afJZEJV1Vo/472jqapKamoqQUFB5XKZl5fHyJEjiY2NZfbs2cycOdNBUdYel8qnuDKSS/uRXNpPfeh3pH+1j0tdd9HR0YwcORKLxcKPP/4oxYrLqG3vYSazhWc/+YtjCTkAeHs4k1tQal2fklnE9LeiePHeXvQMb2jTdlBECCu3nuJMSj4ATYO9GBgRYrPN29/tZvv+cwC46LQYjGZ0ThpmdrsJ/dE1vJc7hnzVFadCMxvmvUqPyCFkrVtgba8CmcVmfANCMGckgaJwflyqksTDJH05k8bT3kGrd7dzZuqe2nZu1mR1vd+RvtV+LnXdzZs3j6effpoOHTowd+5cB0VYe8h7mP1ILu1L8mk/0vfUTHYtWOTl5XHvvffac5f1QnJyMlOnTmX48OEcPnzYbvstLi6WC88OVFVl586d3HjjjTa5LCgoYPTo0ezatYsXXniBF1980YFR1h6V5VNcOcml/Ugu7ac+9DvSv9pHZdfdvn37GD58OAaDwTqutri02vYedvRMtrVYAeCu1xHe3J9t+85Zl6kqrNh2qlzBwk2vY95Tg0nJLAQgOMDd5jln5hZbixVwYeJuo8nCDlN7mvbqSv7qEwCY0PJXbmNa7/z9HxEqnGkaiXf8EsIem4/irCflx9cxJB0ta5edQvGJGDzC5dy8nNp2btZkdb3fkb7Vfiq77j7//HNmzJhBmzZtWLduHQEBAQ6MsnaQ9zD7kVzal+TTfqTvqZnsVrAICwurlhe4QYMGdtlPdHQ0a9euZdeuXezcuZPk5GRcXFwoKSm5ZLuSkhLmzJnDokWLSEhIwM/Pj5EjR/Laa68REhJyybZVYTabueOOO5gxYwaFhYV2LViI6rVp0ya2bdvGU089xezZsx0djhBCCFHrJScnM3ToUAoKCli2bBlDhgxxdEjCTnYfSuHQqSy6tW1AgI/rxTct0MDXjbAgL7ZxzqZNenYRr365A40GdFoNDfzcGNazCaFBnjQK9KjwOK7OTuicNBhNlnLrGvi60bChN3DCusxXU4jW0x9Tbnq57bXuXjh5lo3vrvNrbC1YADh5B1b5uatmI/lxUZgKcvDsPASdj30+3wghRFX99ttvTJ8+nRYtWhAVFUVQUJCjQxJCCCEqZbeChb2GMaous2fPZtmyZVfUpqSkhMjISLZt20ZwcDDjx4/n9OnTfPPNNyxfvpzt27fTokWLa4rr+eefx93dnZkzZ/Lqq69e077E9TVmzBh27NhBjx49pBorhBBC2EFwcDDTpk2jb9++jBw50tHhCDvZujeZt77bDcCvG+KZ868beGpyN37bdBxfLz3TJ3TCy8OZ7PwSdh1KwWSykF9kJDG1gMTUApt9rd5xhk+fHoK/t2uFx1q+9ZS1WKEAA7o25kxKPq3DfJkY2QoXnZY7hrZky47DhGkzuK1fCwJ7jSRzzVeUZp4D1YIxu2yOjAa3PmPdr3/k3agmA8aMs3h2iUQf0rbKzz9j9dfkx64BID92LaEPf4TGxa3K7YUQ4loNGjSI2267jXfffZfGjRs7OhwhhBDikuw6JFRN1qdPHzp37kyPHj3o0aMHDRs2vGybN998k23bttGnTx/WrFmDh0fZN7nmzp3LU089xbRp09i0aZN1+6ysLLKyKp6g7zwvLy/rXSMrVqzghx9+IDY2Vv7gXUuUlpby8ssv8/TTT+Pn50fPnj0dHZIQQghR6507d47AwECcnJx46623HB2OsLPoIxcmyVZViD2WxpSR7crNPfHIrV2Asom1P/t1X4X7KioxceRMNv06VVywsDkW0L1dEDOndLfZZvKocCaPCrdZFnTzhXnILBYL+//4A2e/RtZlWjdPgiY8WfmTvITiEzHWn82FORhST+Ma1v6q9iWEEFciKSmJkJAQfHx8+OmnnxwdjhBCCFElGkcHcL0888wzvPrqq4wdO7ZKtz8ajUY++ugjAD755BNrsQLgySefpFOnTmzevJno6Gjr8nnz5tGqVatL/nv66aeBsl8c7r33Xv73v/8RGFj1W8qF45hMJiZPnszbb7/NvHnzHB2OEEIIUSckJibSr18/pkyZgnp+jCBRp3Ro4W/z2NlJw1vf7ub7VYetc0xcrF1TPzSVfJlHo1EI9nNjyYbjvLlgF1G7E/5xrAtjsisK7D2eQVGJEbNF5ZeoY7y5YBcbY5LK7Tcvbh1J858k8YsnyPn7boiUJe+Rv3+jdZuSpKOkLp1LxpqvMRcXlNtHZfRNLhRHNHp3nAPDqtxWCCGu1vLly2nZsiXffvuto0MRQgghrki9ucPiSv3111/k5OTQokULunbtWm79xIkT2bdvH3/88QfdunUD4OWXX77sxMsaTVmNaM+ePaSnpzN06FDrOovFgqqqODk58cUXXzBt2jQ7PiNxLcxmM/fccw+//vorkyZNkgm2hRBCCDvIyspi2LBhnDp1ihdffFHuOK2jBncLRaMoHDqVRViwJ18s3W+dv6LEYOKBmzrabN+skTevP9yXFX+dIiO3bCLe85N0WywqH/wYy+lzeQBs338Obw8Xurcr+0LS5OFt0GoUflp7FIsK63YlYDZbaBrsxXcrD1vb+Hq60LlV2ZeGCo/uImPFZ9bjZ//5JXS4i+Kjuyg5uhOtmzcuDZtzbuGrqEYDAKbcdBpeNGTUpQSMegidf2PMhTl4dR2G1rXi+TeEEMJeYmNjmTNnDl5eXnTv3v3yDYQQQogaRAoWldi7dy8AERERFa4/v/z8dlBWjDhfkLicyMhI9u/fb7Ps008/ZdmyZaxevVrGlaxBLBYLn376KVFRUdx00018//33ODnJpSOEEEJci7S0NF5++WWSkpL49NNP5YsadZiiKAzqFsqgbqFsjEni4htpTpzNrbBNxxYBdPz7bomDJzN59pO/rOtSMgtttj2elGMtWGi1Gto28cOiXrw+F5PZ9u6dE0m51oKFIeXkJeM3pJxC4+xqLVYAlF6mzcU0Ohd8+91S5e2FEOJabNy4kTlz5uDu7s66desIDw+/fCMhhBCiBpG/ulYiIaHs9vKQkJAK159ffn67K+Xp6UmHDh1sljVo0ACdTldu+aVU9svHiRMnrBOCWyyWCre5VHGlsjZQ9qGzsm9Aqqp6yeEcHHHMa433/fffJyoqitGjR/Pjjz+i0+mqNd6alqNLHRMqj/dSx7zxxhsv+S3ampijmva6nG934403VhiD5OjKzl2NRsP48eOv+Zg1MUeOOGZdIP1r9V4LOTk5jBgxgqSkJObOncvDDz9c7fHWtBzZu3893x+oqlqjc9SxuR9e7jryi4wA5BYa2Bufbi0eAJxJyeOHP49gsVi4bWgrdh5IxkWnUGoq209Em0C2709BBXROGtxcnPjXO+spKCqlZ4eGTB7eBl8PHTmFZcdo3tiT1MxCzoeoc1Lo0b6swFF4bDfFJ+Mom6JbRaVsow4Hvi/b2MkZxdWTjM0/g84VjMUAuLfvW205+qfafO5K/2rfY9Z20rdW/3Wwbds2xo0bh16vZ/Xq1XTu3Lla461pOZLPro47pnx2vb7n7vn+VVXVOpUjR70uouaRgkUlCgrKxqV1c3OrcL27u7vNdjWRwWDgjz/+qHCdj48PAwcOrLTt6tWrKS0trXBd165dCQureOzd5ORk9uzZU+E6rVbL2LFjKz3mtm3byMzMrHBdy5YtK/0FNz8/nw0bNlS632HDhlX6Ou7bt4/Tp09XuC4oKIjevXvz0EMPkZaWxhtvvIGLi4t1fWW5BejVq1elE7ufOnWq3N0157m6ujJ8+PBK97tx40by8/MrXNe+fXtatWpV4brMzEy2bt1a6X7HjBlT6V0j0dHRJCcnV7guNDS00ruQSktL+fPPPys95oABA/D19a1w3dGjRzl69GiF6+TcLVOVc7cycu7KuXtedZ275/84VVdJ/1rmWt6j/P39ycjIYM6cOTzxxBM26+U9qu6/R91WNpoqRjN8u7WA177awdcvDsfbwwVVVZn91U5Ss4oY0wkOx6biD9zV5+I9pNDvlsZkGX0JDfLg1S93WO/aWL39DF7OFm6JMF4cBa084IYmZY/adOxJaJAnxuwUUhe/A2rZB2CtZwAJHs3J8m9r+yQSi8CjM56N/GmVfwTfQZNxb9ur3HOVc7fun7vnSf9qf9K3lrnW3//PnDmDk5MTK1eupEePHtb18v4k70/n1dRztzJy7sq5e54jzl3hOIpal7/CcQmKouDi4kJJSUmF6x944AG+/PJLXnzxRWbPnl1ufXx8PK1bt6Z169aVXuCOdP5CrewNGupXtfRK26qqSkxMjM0vedcr3pqWo+r4lsrljlkTc1TTXpeaGG9Ny5GcuzXzmLWd9K/2aavRaMjKysLPz++6xVvTclTf36OmzV5NVn6ptdAw9/EBtAr1xWA0M/HZ5WX7tf7ngikj2jIxspX1mDFH03jli+0220S0CST2WHql8c5/bihB/u4UnYwjZdGF3/O1nv6Y8rOsj11C2+E35G7OffucdZmThy9NZsyvcL9y7pap6+duTT1mbSZ9q33ano+3ov61vuRI3p8cd8zaFm9Ny5Gcu4475qXaVoVer0c1GTn86k1X1G7kvLXoAkI5ePDgVR+7LpM7LCrh6ekJQGFhYYXri4qKAPDwqNmT5l3tL7VX2+5aLnRHHLOytq+++iqzZs3i119/5eabb66wbX3JUU16XapCcnR59SVH8rrUzGPWFdK/XnnbwsJCJk2axNNPP82AAQMqLFZA/clRTXldqupK403PLub7VYcoKjExcUgr3F11LFx9hIJiI5l5JRSWmK3FiuaNvWneyBsAF52WAV0asznuLCrQrokfRxOysVhUXF2c6Nu5kU0s7Zv6EeTnRmpWkXXZ8N5NUVGIPZoGgJ+Xnqy8si8p9WzuirLtG1KK8/GMGIGTb0NM2SkA6MPaU3hkB5jL7s7w6jQI1+BmuAQ1pTT1VFkeXFxJXToXv4G3o/NrZD2majGTu/VXSpKOoPXww5SfjXNgCH4D70DjrKck6Qg5239D4+KG36A7cfLyt7atbedRXT93a+sx6wLpW6+u7YEDB3j88cdZtGgRgYGBFfav9SVHNel1qQrJ0eXVlxzJ61IzjykcRwoWlTh/+1JSUlKF688vr+w2J1F7vfXWW8yaNYtu3boxZMgQR4cjhBBC1HrFxcWMHz+eqKgoOnTowIABAxwdkqhm73y/myNnsgHYdzwdTzdn0rKLy23Xs30QM6d0R6u98CH0yckR9O/aGFVV6dG+IWfTC4hPyKFTqwAa+Nresq93ceI/Tw5iY3Qimbkl9OvciJYhPvy87sId0AajiWendgdVoenBLynYtxeA4lP7aPzAXAzJ8aCqpP/xEeerKK4tuuLVJRKARnfPpvDoTjLXfIMx8yzGzLOUpp4i5KF51g/AeXtWkb35J5vYSk7FgcWC36A7OPfj66iGsudvzE6l8dQ3riW9QggBlA3pMnToULKysti3bx+RkZGODkkIIYS4ZlKwqMT5yaliYmIqXH9+eadOna5bTKL6ffDBBzz33HN06tSJ1atX4+Pj4+iQhBBCiFrNYDAwceJEoqKiePjhh5kzZ46jQxLXwZmUC2M/FxvMFBvKFysAzGrZnRMX02o19O4QbH3cpKEXTRp6VXosD1cdY29obrMsIeXCPHOFxSaaN/IhOMCdM5sSrctVUymW4nw8Owyg8OhOa7ECwFyYZ/1Z4+yKa7POWEou7NOYmQwWM2jLYi9NS6gwttL0BEx5GdZixfllQghxrU6cOMGQIUPIyMjgl19+kWKFEEKIOkMKFpXo168f3t7enDhxgtjYWLp27WqzfvHixQCXnBBG1C6fffYZTz75JO3bt2ft2rX4+/tfvpEQQgghKmU0Grn99ttZuXIl9957Lx9//LHckl1PDOkeyoqtZcMotQ7zwdfThZ0HU8ttV2q0sG53Alm5JaTnFDOsZxgaReHnqGNk5BTTo31DbhnckpijaWzbl0xhsRGD0YybXke/To1o4OtG1J4Egv3dGTegBTonDRtjkgjyc+VsetnQruFNfXA9sZ70nUnow8IpPLgFAF1gGKUZieTHrsO5cWsUFzdUQ9nQUopWS9HJONyadwFA6+6Da/POFJ8suzvDPfwGFO2Fj1IeHfqTv2+DdQLv8zw7DkTn3xiX4BYYzp34e9kg+yVaCFEvnTlzhiFDhpCSksLChQuZMGGCo0MSQggh7MbuBYtz587xwgsv8Oeff5KdnU1oaCi33norzz333CXne0hLS2PZsmX89ttvrFixwt5hXTFnZ2ceeeQR3njjDR555BHWrFmDu7s7AHPnzmXfvn3ccMMNl5yU2dGKi4uxWCx1dnI2e/P09KRdu3asW7eOBg0aWJdbLBZ27dpFz549JZd2IPm0H8ml/Ugu7ac+9DvSv1bdzz//zG+//cbkyZOZP3++Tc7kurOfmpjLB2/qSESbBhSVGOndIZit+5IrLFjsP57B/uMZ1sfr9ySAqlJqKrvbIT4xh+OJ2ew6VL7t9v3n0GoUzJaybXMKDLRt4sf7P0RbtxnXvznjvQ+Qta7sy0YoGvxHPohG54JqNpGx/NOy5XujrG1UFI46hdBk0RuE3DsHl0YtURSFhrc+V3YnhlaLe+ueNrG4Nu1I4/vexZAcjy4wDGNGIs4BIehD2gIQPOU1Co/uROPihlurbleR0dqpJp6btVVd73ekb70yzz33HImJiSxYsIBJkybZrJPrzn4kl/YjubQvyaf9SN9TM9m1YJGdnU2fPn1ITEy0zsB+/Phx3nrrLZYsWcL69esJDr5we/eZM2dYvHgxS5cuZceOHZectf1arVixgtmzZ9ssKy0tpXfv3tbHL730EmPGjLE+fvHFF1m3bh3btm2jVatW9O/fnzNnzrBz5078/f355ptvqi1eezCZTI4OoVYwm81otVqmTJnCbbfdhrOzc7ltUlPLf0gWV0/yaT+SS/uRXIqqkv616iZPnoxGo+HWW29Fq9WWWy/Xnf3UtFxqNAo9wxtaHx9NyK5Su1KjpdyyYwk5lW5/vlgBcPhUFhaL7ecJRVEwJ1+YzwLVgqJ1wrPTIDJWfVHpfvM9QwCVkrPHcGnUsmxfTjo8wm+otI1LUFNcgpoC4BrSxmadxlmPZ8eBlbaty2rauSlqJulbr8x///tfbrvtNm666aYK18t1Zz+SS/uRXNqX5FPUZXYtIb333nskJCSgqiqdO3fm7rvvZvDgwSiKwrFjx5g2bRoAGzZsYMiQITRv3pynn36abdu2YbFYUFWVZsxv/DwAAFbgSURBVM2a2TMkq/T0dHbu3Gn9B6Cqqs2y9PR0mzZ6vZ4NGzbw0ksv4ebmxm+//cbp06eZOnUqsbGxtGzZslpiFdfPL7/8Qq9evayvfUXFCiGEEEJUncViYf78+RiNRhRF4Y477sDJSUYhreuy80tYveMMK7edYvWO02Tk2M5Z0b1dUJX246Z3wsXJdtiwdk190WgqHkrMxflCIaxH+yC6/eM4igInPCOs01MoOhdcm3YAwLVlxKWD0epwbSbz1QkhaoaMjAx+/PFHALy8vCotVgghhBC1nV0/PS5fvhxFUfj3v//NvHnzrMv/+usvRo8ezZo1a3jvvfd47rnnrAUKnU7HDTfcwJgxYxgzZgxt2rS5xBGu3j333MM999xzxe1cXV157bXXeO211+wflHCoZcuWMXnyZAIDA8nLyyMwMNDRIQkhhBC1mqqqPPbYY3zyySekpaXxwgsvODokcR3kFhh4fO5GsvIM1mUerjrmPTWYQF9XAHq2b8hDEzrwxW8HUFXQKHD36PYUl5pIzy5i/Z4kAIoNJv5503X0kTSevKMrn/26j8KSC9/C7tDcn3/f2pktsWcJDnBnQNcQNBqFNx7uS/SRNDbsSeS3TWXzRkzu+TAjgjPxaNcHnU9ZUcO9VXeCJ79CccJBXJt1wpSTjjEnDcXNE86W0ujuN3AOCKnO1AkhRJVkZ2czbNgw4uLiaNOmTbk5NoUQQoi6xK4Fi5MnTwLw6quv2iy/4YYbeO6553jhhRd47rnnMJvNdOvWjRkzZjB+/Hg8PT3tGYYQl7Vq1SpuvfVW/Pz8WL9+PS1atHB0SEIIIUStpqoqM2fO5JNPPmHw4ME8+eSTjg5JXCf74jNsihUABcVG9hxOYVTfC3dPp2YVW4sRFhWy8kt4YHxHHpyzzrpNRSPElposJKYW2BQrAA6czCTIz407RrS1Wd6pZSBGk4UlG45bl/2VoOGOf4zzDuDarNOFuyjC/o7NYoGzf+DSsOnlnroQQlS7vLw8RowYQVxcHLNnz5ZihRBCiDrPrkNCFRYW4uvri6+vb7l19913H1D2AeDOO+9k9+7dTJkyRYoV4rqLiori5ptvxtPTk3Xr1tG2bdvLNxJCCCHEJb300kvMnTuXG264gT/++ANXV1dHhySuk9CGnigVjNgU1tALAJPZQl5hKU3+fnxegLeenHwDoQ08LnuMJg090f1jqKgGvpWfY40DPdBeNIxU038c+1qYSwqxmEoBUM0mzEX5FW6nqhbMhbnVOk+fEKJuKygoYPTo0ezevZsXXniBF1980dEhCSGEENXO7gMKVzYHQIMGDfD09KSgoEA6WeEwqqry5ptv4uLiwtq1a+nYsaOjQxJCCCFqvf/85z+88cYb9OzZkxUrVuDu7u7okMR11DTYi2fv7sHqHWfIKzTg4ebMkO6hhDf350RSDq99tYOsPAM92wcxdUx79sWncy6zkK//OMTXfxwqtz93vVO5uyneXxiNVqMByv74r3PSkJZdzP1vrOXl+3rTIsTHZvuG/u68OK0XK7aeItDXlbtHtbPLc81ct4DcnctRnF3w7T+J3B3LMBfm4N62Nw0mPImiKZtTw5SXwbmFr2HMPItLo1Y0vOMltHq5LoQQVaeqKhMmTGDr1q089dRTzJ4929EhCSGEENfFdZ0B0c3NjYKCAhl+5zrR6XQoFX3drR5TFIWlS5dy8uRJunTpUuU2TZs2lVzaieTTfiSX9iO5tJ/6kEPpX8sbO3YsGzZsYMGCBXh5Ve2b7HLd2U9NyGXfTo3o26lRueWL1hy1Dhe161AqQ3uG0TrMhxc+21bpvv5ZrAAwW8BssVgfG01lP2flGVi05igvTutVrk33dkFVnuz7YpXlszTzLLk7/wBALS0he9Mi1L/vtCg8soPiE3G4teoGQM7OPzBmngXAkBxPflwUPr3HXXEstV1NODfrirqeQ+lby1MUhQceeIDw8HDefffdKudHrjv7kVzaj+TSviSf9iM5rJnsXrAoLS3l0KFDtGvXrtIX3cnputZJ6i29Xi8X3t9iYmKIi4tj2rRpeHl5VblYAWVvXp07d66+4OoZyaf9SC7tR3JpP/Wh35H+9YKUlBQaNmxIy5YtWbZs2RW1levOfmpyLjUa22tFoyho7Hz9/PMY16qyfCqK5p8L/hlIpdsqGruOxFtr1ORzs7ap6/2O9K0XlJaWUlBQgJ+fH7fddhu33XbbFbWX685+JJf2I7m0L8mn/dij7zGhYUbW3VfU5px59/np00QF7P6bc3Z2Nh07dsTT05N+/foxY8YMvvvuOw4ePCjjtwqH2L9/P8OGDeORRx7h7Nmzjg5HCCGEqBO++OILWrZsyZYtWxwdiqihcgsM6J216J3Lhkka2DWE7u2C8PZ0IcBbX2k7X0+XCufEOE9RLsxf4emmY/KINpeNxVxSSGbUt6T98RGGcyfJP7CZ1KVzyd3zZ5U+oxizU8jZ8TvODZuDRoPG1RO/yLtx8g4EwMmnAcWJh7EYy+4m8e49rmxbQOvphyHlFMas5MseRwhRv5lMJiZPnsyAAQPIzMx0dDhCCCGEQ9j1VoeQkBCSkpIAKCoqYvv27ezYsaPcdjNnzqRz58506dKF9u3bo9Vq7RmGEFaHDx8mMjKSgoICli1bRuPGjR0dkhBCCFHrffvtt0yfPp3mzZvTvHlzR4cjaqh3vt/DvuMZAHi5O/PIbZ1RgZc/305Gbkml7bLzDVxcr3DSKpjMF4oKIYEeJKYVAJBfZCQ+IYemwd6XjCX9j48oOrYbgIJD2+D8UE6HtqJoNHhFDK+0rWoxc27RbEzZKWXxBIQScv97aLROuDbvStJ/H8WUk0bu1l+xFOUROHo6Th6+NJ72DklfzcSYepqC/RspSThI6MMfo2jlbnMhRHlms5mpU6fy66+/MmnSJLy9L/2+JoQQQtRVdv1tOSEhgaysLKKjo4mOjiYmJobo6GhOnTpls90HH3xg/dnZ2Zn27dvTpUsX67/+/fvbMyxRTx0/fpzIyEiys7NZvHgxI0eOdHRIQgghRK33448/Mm3aNMLCwli/fr18GUBU6lhCtvXnvMJS0rKKcHXRkZFTfNm2F9/zcHGxAiAlq8jm8dGEbIb1anLJ/RmSj1+0w9Ly6y5RsLCUFFqLFQCmjESwmEHrhDE9oezn8/s6G3/Rk7BgTD19oV1uOubCXJy8/C8ZqxCi/rFYLDzwwAMsXLiQm266ie+//16G0hZCCFFv2b0H9PPzY9iwYQwbNsy6LCcnh5iYGGsBIyYmhuPHj6OqKgaDgdjYWOLi4oCyscNMpvIT7QlxJUpKShg+fDipqan8+OOPjB8/3tEhCSGEELXekiVLmDJlCsHBwURFRREWJiOvisr17dSI9XsSAQhr6ImrXkupyUSrUB/iE3Mu2VbnpLFOrO3ppiO/yGhd16lVALFH07FYygoZPdoHYbGonD6XS3CAB64uth9xig0mnJp3x7xvLQBaD1/MRXnWQoN7m/ITdl9M4+qJPrQdJYmHAXBt3gWNzgUAfUhbNG5eWIryyvbVtre1naLR4taqB0XxZXd2uDRujdbT75LHEkLUP6qq8u9//5tvvvmG0aNH8+OPP6LT6RwdlhBCCOEw16Vk7+Pjw5AhQxgyZIh1WX5+PrGxsTZFjKNHj8o8F8Iu9Ho9b731FqWlpdx6662ODkcIIYSoE+Li4ggICCAqKooWLVo4OhxRw7Vp4sfG6EQsKpiMFqbNXgeAt4eO24e1Jq+oFD9PPX/uOE1GTtkQUc0bezO4Wyhms5nvVh3BYlGJ7BGG2Wwh7lg6fToGM2VUO44lZDPv5zgSUvL5YGEMZotKSakZRYFn7+5B306NANgcm8TXP23lAdddBDuB1t2H4DteRrWYKD65F5eQNriGtb/k81AUhYa3v0DB/k2gaPDoONC6TuvmSci0dyg4vB0nn0Dc2/S2advg5icp2L8J1WzGs+MAmVRYCFFOcXEx+/fvZ+jQofz666+4uLg4OiQhhBDCoRS1BlUIioqKiIuLo2/fvo4OpdYLDw9HVVUOHjxYrz4YnTt3Dp1OR0BAgN32qaoqxcXFuLq61qtcVhfJp/1ILu1Hcmk/qqrW6RzW1/71PFVVSU9Pp0GDBnbZl1x39lETc6mqKpNeWEmxoeI7p4f3asKjt3UhLauI+95Ya7Nu0exRPDgnivyiC0M3ffvKCPy8LkzUHX0klVnzy8+VBxDgreebl0cAMPXV1fQy7mCk6z7rep8bJuI38I5Lxl7T8llbSS7tpy73r/W9bwUoKChAURTc3d2veV9y3dmP5NJ+JJf2Jfm0n2vtX/V6PUaTmdEzFl9Ru43fPkpYkCcHDx686mPXZRpHB3AxNzc3KVbYUUFBQb26YyUtLY3IyEgGDx5MSUnlEzleKVVVWbt2bb3KZXWSfNqP5NJ+JJf2Ux9yWN/6140bN3LHHXdgMBhQFMUuxQqQ686eamounbSVf/jT/r1OW8E2Go1i01ZRQPOPD5JOmso/xmguauukVTCrttsqmkvfZF5T81kbSS7tp67nsL71rQCvvvoqH330EQAeHh52KVaAXHf2JLm0H8mlfUk+7UdyWDPVqIKFEFcrKyuLYcOGcfjwYaZNm4Zer798IyGEEEJc0rZt2xg7diwrVqzg+PHjl28gxN8UReHfE7vg7qrDRaelbZMLczc0buDBbZGtycor5r9L9uHqorWu69+lbN6LCYNaoHNSUBSYFNkaH0/bIVI6tgxgZJ+maBTw9XLG2ansY42TVuGx27pat3v4ls7EaTty2lQ20bXW0w+PiGFcK9ViJmfH76Qs/YDsLYvJi1uHxVB0+YZCCAHMmTOHWbNm8e2331JaWnr5BkIIIUQ9cl3msBCiOuXm5jJ8+HD27dvHnDlzeOKJJxwdkhBCCFHr7dmzh1GjRgGwatUqwsPDHRyRqG36dW5En47BqIBWo2A2W7CoKjonLYXFRu5+9U9KjRbr9s0bebFt3zm2xCXb7OfXjce5JbIVeucLH100GoV/T+zMrUNa8q93NlD69wTdOicNTYO9rNt1bxfE5y+MJOGDH8EM5vwsUn54ldAHP7im55a6+F3rZNrnyxR5u1fR+L53UDTayhsKIeq9//znPzz//PN06tSJ1atX4+zs7OiQhBBCiBpF7rAQtVp+fj6jRo0iOjqaV155hWeffdbRIQkhhBC13t69exk+fDilpaUsX76cfv36OTokUUtpNApazfnhnzTonMr+mH/oVKZNsQLgZHIeZkv52/KNJgt7DqVWuP+98RkYjGbr42KDmf0nMmy2KTkeDWbjhf2lJ1zdk7lI0YmYcstK005jzEi65n0LIequzz77jCeeeIJ27dqxdu1a/P39HR2SEEIIUeNIwULUaqqqotFoeOaZZ3jllVccHY4QQghR66mqyn333UdhYSHLli1j0KBBjg5J1EGhQZ7llrnrK7/5u3UT3wqXN23kVW5Zk4a2y1xCWts81uivfZx4J5/yc7loXNxw8g685n0LIeqmM2fOMGPGDFq2bElUVJTd5oQSQggh6hoZEkrUShaLBY1Gg5eXF+vWrcPFxQVFqXxiRyGEEEJUjaIoLF68mKNHjzJ8+HBHhyNqkczcYj78MZbsfAO3DG7JoG6hNut3HjjH7sOpeLjqyC8qpV+nhuw4kIrZouLppuPtR24g9lg6e49l0LiBB7sOniO/0IizTsObC3bhpNFwLrMQZycNN3RpxN2j29Mq1JenJkewcPVRFAXuGdO+XDFE5x2IV48x5MetQ3F2peHtL9msV1WVgv2bKEk8jEtIWwwZSYAXprxMnH0uFCBy9/xJXvQqdH7BNLjlGTJXfooxJw2tmxc6/8b49LkJjYtbteVXCFG7NWnShN9++42OHTsSHBzs6HCEEEKIGksKFqLWKS0t5ZZbbmHEiBE88sgjMsG2EEIIYQcnTpwgKSmJgQMH0rRpU5o2berokEQtoqoqM+dtJiOnBID3F8bQMMDdOtn23mPpvP7Nrkrb5xcZidqdyD1jwxnXvwUA4/o3Y9rstahARm6Jzfa/bTpJUYmJR2/ryqBuoeWKIxcrSTpK3u6VgIpqNGBIPIS+YVPr+oJ9G0hf/klZHHHrUFGgw12k/Pg6oQ99gKJoKDy2m8zV8wEwZiRhys8iZNo7V5omIUQ9tHLlSrp160ZQUBCjR492dDhCCCFEjSdDQtVh7u7ude6uA6PRyO23387y5cuJiYlBVcuPc2xviqIwePDgOpdLR5F82o/k0n4kl/ZTH3JYF/vXM2fOMGTIEMaMGUNaWtp1OaZcd/ZTE3JpMlusxYrzYo9eOJcOncq87D4OnLDdZv+JTC71m97+45ffJ0BJ0hG4aE8liYds1yce/kcLlVbxyzBmJmEpygeg6Hi0zRbG9MQqHbu+qwnnZl1R13NYF/tWgGXLljF+/HjuuOOO63ZMue7sR3JpP5JL+5J82o/ksGaSgkUdptFo6tSFZzabueuuu1i6dCmTJ09m/vz51+X5KYqCl5dXncqlI0k+7UdyaT+SS/upDzmsa/3r2bNniYyMJCEhgU8++eS6jakt15391IRc6py0NA70sFnWp8OFIU+6tm3A5cLr0T7I5nFEmwZoNJU36tWhYZVic23aCTRa62O3lt1s1v/zsQLoDbnog1ugcSubD8M9vL/NNi6NbefFEBWrCedmXVHXc/j/7d13dFR1/v/x10x6TwiQRgkC0pQqCAiIhKKAsuKCLhaQVX+6NljUXXdFUFhF3dVdFVdFBVzBggoKKkWaDVGKVKnSkZqQPplk5v7+yDeRQBICuZM7M3k+zsk5zNw7N+95zdz5kPueez/+NrZK0hdffKFhw4YpLi5OU6dOrbHfy35nHrI0D1maizzNQ4beiUtCwSe43W6NHj1a77//vm644QbNnDlTAQEB534gAACo0NGjR5WWlqbdu3frtdde08iRI60uCT5i7bajWrJ6nzJznEqpF6khVzbVvx7sqWmfbNbxjHwN73uxUpNjStd3uQx1bFFfBU6XEuLDtWN/htIzHcp1FEmSEuqEq7DILUdBkUJDApWR5dCHy3eqZeNYHTyWq6jwIAXYbTqWka+YyGAN7nGRrv2/S0d9vf6Qfvj5iNo0ideAro3P+sMzJLGJkkc+paw1X6go64SKMo/LXVgge1CIJCmiZVcl3vSYHAd+VmjD1nKe2C+53Ypqn1a6rfDGbZQw7C869f2nstnscuXn6NDMvyu8WScVnjyk4HoNFXP5tbLZ+f8pAGnp0qUaOnSooqKi9OWXX6pVq1ZWlwQAgM+gYQGfsGbNGs2aNUvXXnutZs+ercBA3roAAFRHbm6u+vbtq+3bt+vFF1/UXXfdZXVJ8BG7Dp7SE298r5Irc27+5aR+/PmIpv2tn8bc1PGs9Y+czNVjr36nIpe7dP0zHU3P0/tf7tDJTIcevKmD/jHjB23fl1G6PCvXWfrvgox8Xdq0rgLsNq35+aiefWeNJGnF2oOy223qf3njs7YfEBGtnK3fSq5COfZtlivnlOpe89t7PrxpB4U37fB//25f7vOOuLiLjMICHZv3799qObit9N9up0N1rryp3McCqD3WrFmj6667TiEhIVqyZInatm1rdUkAAPgULgkFn9ClSxctW7ZMc+bMUXBwsNXlAADg88LDwzVs2DA999xzuv/++60uBz5k5/4MnTmNWHpWgY5l5JW7/u5DmaXNinPZvj9dbrehHfszKlzHMKSdB05JkrbtSy+zbNve9HIeITmP7JVchaW3HYd2VKmeMzkOVvy4ggvcJgD/0rJlS/Xr10+LFi1Sx45nN3EBAEDlaFjAaxmGoRdeeEFHjx6VJPXq1UshISEWVwUAgG/Lzs5WQUGBbDabHn/8cT300ENWlwQf0+7iegoJKnvpo0aJUUqKjyh3/dZN6igqPKj0diXTUujyNkmy223q0rri+SlCggLUrnk9SdJlrRLKzHPR9bR5M04X2qCF7GFRpbcjLu5ScRGVCL/4skqWXdg2AfiHkyeLzx6LjIzUvHnzdPnll1tcEQAAvonr6sBrPf7445o8ebI2bNigGTNmWF0OAAA+LycnRwMHDlR0dLTmzZunoKCgcz8I+D8ul1tL1xxQRrZD4/94ubb+clLp2QXa/2umfj2ZqzufWqKYyBCdyi5QSv1IPXTzZYqNClFcVKhuG9haX60/qCKXW0UuQ4nx4dpzKFMHj+fKbpfCggMVHhak/IJC/fejDaoTHaI2F8UrO7dAAQF2uQ1DTqdLUeHB+l3vplq8eq+27zulJilR6tiinvYczlLjxCilZzn03pLturJDA+VnZ+nA8o9Vz3VEyZd2VvLIfyhv+w8KjK2viFbdLyiD8CbtlHTrJGWtWyx7cJjCL+4s59G9Cq7XUOHNK25mAPBvmzZt0lVXXaXHHntMY8aMsbocAAB8Gg0LP1ZQUCDDMHxyxvvJkydr8uTJ6tKli1588UVLazEMQ1u3blXr1q19MktvQ57mIUvzkKV5fHXcOR++Or7m5+fruuuu0zfffKNx48ZZPh8U+515airLaZ9s1mff7pEk1YkO0X//kqYn3vheW/f+dvmm46cckqQTmQ7d/cyXmv3kQC39cb+mfrihzLZKLukkSW63lOsoUq6jSJ99u7fSGn49mafn/rdWJVek2rT7ROmyk5kOrdt+XJI0b8VO3RU8X6mBxcvTl25VwZFflPC7Med8nufKM6xRa4U1al16O6IZl3ypCPu5eXxx3Dkfvjq2StLPP/+stLQ0ZWdnq2XLllaXw35nIrI0D1maizzN46tjj7/jklB+zOl0yjjzAsM+4LnnntP48ePVvn17LVy4UNHR0ZbWYxiGdu3a5ZNZeiPyNA9ZmocszVMbMvTF8bWgoEDXX3+9li9frnvvvVfPPfec5f8xZ78zT01l+ePPR0v/nZ5VoN2HMiucM0KScvOLdCIzv8zjzFCVZ2kU5JU2K0rk7Vpbte3z3jQNWZrH3zP0xbFVknbt2qW0tDRlZGTogw8+0NVXX211Sex3JiJL85ClucjTPGTonWhYwKt88MEHeuSRR9SmTRstWbJEcXFxVpcEAIBPczqdGjZsmBYtWqQ77rhDL774ouXNCvim1k3qlP47PDRQjROj1TAhqsL1g4PsqhMdqtZN4muivDKKAkL1a1HZL72ENrT+m88A/MfevXvVp08fHT16VLNnz9aQIUOsLgkAAL/AJaHgVQYOHKg77rhDkydPVt26da0uBwAAn3fixAlt2rRJt956q1577TXZ7XxfBRfm3hvaKTk+QhnZBbqme6qiI4L155s76b8fbtDuQ6dks0lBgQFyOl2KjQ7Rvb/voMAAu/p0aqDdB08pPcuhPEeRsvOc6tI6QYeO52jngVOy2WwqcBYqOChQDRMiJdlkkxQYaFdufqECAuzKzC5QnqNQjRKjdV2vi7Rw1V4dPJajurFhcrndOpaer+R6kWqdWkdZeU71v7yxso4319qlH6uZ/bBSLumguK7XqeDX3Qqu10i2QN+bv8VZUKQTx3JULzFKQWdMeg6g5m3dulXHjx/X22+/rWHDhlldDgAAfoOGBbzCjh07dPHFFysyMlLTpk2zuhwAAPxGcnKyvv/+e8XHx9OsQLWEhgTqDwN+O0th3srdevPTzaW3bZKchUWSpOMZDk2ctko92yfr2w2/yv1/p9vbVHxJp/nf7Dlr+wWFhdq657f5MEKCA1TgdJVZZ/MvJ5Wd59S+I9mSpGMZ+bLZJMOQ4mPDNLzfxQoNDlRGlkNT3typ4zmXKMLWTA/H7VPuG+NkFOQpMC5RKSOfUkBEjEnJeN7J4zma8fJ3ys1xKjo2VKPvv0LRsWFWlwXUagMHDtTu3buVnJxsdSkAAPgV/mqF5d577z21atVKr7/+utWlAADgF9xut/70pz9p0aJFkqSEhATLJ9mG/3lv8bYyt8u7AvDXPx0ubVZUtE5FzmxWlChpVpRu8/82uuvAKf24tXi+jGVrDuh4TvGCXCNUi3cXz2shSUUZR5Sz5evzqMR6a77bp9wcpyQp65RD61cfsLgioHY6duyYrr/+eh06dEiSaFYAAOABNCxgqblz5+qWW25RUlKS+vbta3U5AAD4PMMwdO+99+q///2vXnvtNavLgR+LDA8+5zr2Gp4uJSq8+FJPZ9YWbnOWuW0PjayxmswQFh5U6W0Anpeenq5+/fpp3rx5WrhwodXlAADgt2hY+LGAAO++tu2CBQt04403qm7dulq2bJkuuugiq0uqUHx8zU8W6c/I0zxkaR6yRFV58/hqGIbGjh2rV199VX379tXs2bOtLqlS7HfmsSLLsX/oqAb1IxUaHKDQ4ADVjQlVSX8iIMCm+nFhevCmDkqMD5ck2WxSYt1wRYUHKcBuk80m1YkOVVLdcAXYbQoJClBUWJDCQgIVHhqo1k3qKCk+QrFRIYoMC5LdblOd6BAN6dVUcVEhCgkKUERooBLqhCs2MkTD0pqrXfN6kqQ+lzXUVZfEKjLAqUvDjmjYNe0U3qyT7OHRiurQT5GX9Kz0uXnbe7Nrr4vU8tJEhUcE69JOKerYrZHVJVWZt2UJ7+TNY6skZWZmqn///tq4caOefvpp/fGPf7S6pEqx35mHLM1DluYiT/gzm2EY53NmNnxEmzZtJElbtmyxuJLyLV68WNdee62io6O1YsWK0noBAPBm3jy+GoahRx99VM8884x69eqlzz//XBEREVaXBT91KrtA7yz8WVm5Tl1/ZTO1alJHkvT95l+1ZPV+pdSP1Ij+LRQaUnwpsiKXW+8v3q6vfjqkoCC76saEKTe/ULmOQhUWudWycR2NGtxacVGh+vTr3dqw84Q6tKinLq0T9e7i7SoscmtYWnNl5zk1/+tfVCc6VLdc00pRp51JsedwpuYs3amgQLtGDGiphDrhZ9XtLnLq1Ndz5Dy2T5FteyuyVfez1yksUMbXH6jwxEFFtb1KES27eihFAJJ3j62SlJ2drQEDBmjVqlWaMGGCJk6caHVJAAAvERoaqsIilwY++OF5PW7FzPvVKCGq2mPf2rVrtWTJEv3www9avXq1Dh8+rJCQEDkcjmpt12pczBiWyMvLU1xcnBYuXEizAgAAE6xcuVLPPPOMunbtqgULFtCsgEe98O46rdt+TJK0fvsxvflYf6VnOfTUjB+K55TYKjkLXbp7aFtJ0sfLd+m9L3eUPn7fr2XnoThyMk/HMvLUt3Mjvflp8R9ua34+qnkrduv4qXxJ0sZdx5WbX6giV/H3rU7lFOjRkV0kSYVFLk14fZUysgskSb8cytRLD111Vt0ZX72vzFXzJEl5u9YqcFQ9haY0L7NO+orZyvphQfE6O9cq5Y/PKiTRe88EBuBZkyZN0qpVq/SXv/xFEyZMsLocAABKTZo0SZ988onVZZiOhgVqlGEYstls+t3vfqd+/fpxMAUAAJP07t1bb731lq6//npFRUVZXQ783J7DmaX/djhdOnIyV7+eyNXp526fvs7p/65sm3t+zSpzX0mzQpIyc5xnrJ9VZllJs0KS9h3JksttKOCMSTScR/eWvX1831kNi7LrGHIe20/DAqjFJk6cqGbNmunOO++UzVbDE/MAAFCJbt26qV27durcubM6d+6sxMREq0syBXNYoMb8+OOP6tq1qw4dOiRJNCsAADDB3LlzS0/5vf322xUbG2ttQagVruzYoPTfDROi1CQ5Ru2a11NMZHC56/TqkFKFbTbUFW2TS5sMAQE2dWhRr3R5q9Q6SjztMk9Xdvht+/ExoWpz0W/Xcu7VvsFZzQpJimzz29wV9tAIhV/UofJ1wqIU1qTdOWsH4F8KCgr08ccfS5LCw8N111130awAAHidv/zlL3riiSc0ePBgJSQkWF2OaTjDAjXip59+0oABA+RwOPTLL78oJeXcf7QCAIDKvfLKK7r33nt1zz336JVXXrG6HNQitw9uozYXxSszp0Dd2yYrKNCu2KgQ/efPvfXDliNKqhuuNk3qlq7f7dJk/fOBnlq16VeFBAcoqW6E0rMK5HQWKjuvSK2b1FHXS5Nlt0nPj+mln/dm6JKL6ii5XqS+33REhS6Xul2SpIJCt1Zv+VV1okPVsUV9uVwuGYYUEGDXxDu76ruNhxVot6t7u+Ry645q21sBMXVVdOKgwptfpsDosyesjO7QV0F1klR44qDCmnVSQGRsudsyDLdsNr7/BfibwsJC3XTTTZo3b57mz5+vwYMHW10SAAC1Cg0LeNyWLVvUr18/5eXlaf78+erZs+e5HwQAACr11ltv6d5771Xz5s01fvx4q8tBLWO327TvSJY+WLJD7y3eroduuUxtLopXfEyYDh7P0SsfbZQkxUaF6LW/pik8NEgtGtdRi8Z1Ktzmpl0n9M9Za5WTX6hLmsbrrflbFBkWpAeGt9dHy/fqhXfXS5Ku6tRA9eLCNOmt1aWXoAoKtOvOIZdo3srdOpqep+37M3THkEvKfCPaeWyfjn70nApPHVN0p6sV1fHsZkWJsMZtZLgKdXj6X+R2OlSn9x8U06X4oKUrP1tHP3pOjn1bFda0vRKGjpM9OKy6kQLwAkVFRbrllls0b948jRgxQtdcc43VJQEAUOvwlSB41I4dO5SWlqbMzEx9+OGH6tevn9UlAQDg82bNmqU77rhDTZo00bJly5SUlGR1SahlDh/P0TtfbJOzyK0TmQ69+nFxgyI3v1CffvVL6Xqnsgs0a+G2Km3zlY82KD3LIWehS+u2HZOz0KX0LIdeeG+dNu0+Ubre8rUH9cGXO8vMl1FY5Nbr8zbp8IlcudyGPv36F23dk15m+yeXvq3C9F8lt0tZP34mx4GtldZz4vNX5co9JaPQoZNLZqgoO0OSlLl6gRz7tkgylL97vbLWLanS8wPg3dxut0aPHq0PPvhAN9xwg2bOnKmAgACrywIA+Kndu3erTZs25f7UdjQs/Fh2drbcbrelNTzxxBM6ceKE3nvvPZ89ldbtdmvBggWWZ+kvyNM8ZGkesjRPbcjQ6vH1008/1W233aYGDRpo2bJlatCgwbkf5IXY78xjRZaFRWV/l7PQJUlyuY2z1nU4i6q0TWdR+fUXuar2vNxn/O6SmkoYRYWV3v5tO/+XZ9HpdRsy3MXrG66yk38bRWVv4zfs5+bx9wytHlsl6f7779f//vc/XXvttZo9e7YCA33zghTsd+YhS/OQpbnI0zxk6J1oWMCjpk2bpkWLFmno0KFWl1ItLpfr3CuhysjTPGRpHrKEr2jfvr169OihpUuXKjU11epyqoX9zjw1nWWjxCj169JIkhQcaNfIQa0lSdERwerSJrF0veBAu0YMaFmlbY4a1FpBgcV/njRMiJJUfKmn0YMvUWL8b5Ntt25Sp9xJvH93ZVNFhBYfYLy8TaLaNqtbZnlcr+GyhxRvJ7x5Z4WlXlphLS6XS3FX3SwFFG8vustgBcXUlyTFXDZQgXHFzzGobgNFd+AM4sqwn8NXDBw4UEOGDNGcOXMUHBxsdTnVwn5nHrI0D1maizx9X9OmTbVly5Zyf2o73/zKALzaoUOH9MUXX+iOO+5QeHi40tLSrC4JAACfd+rUKcXGxqpRo0ZasWJFmWvzAzXFMAzlOYpkGIbuG9ZeN/a7WCHBgYqNDCld59GRnbVjX7p+PZmrDhfXV0hwoAzDKD0rIzgoQAWFLhU4ixQeEqisHKfyC4p0WasE/XvslQqw21QnJkzH0nNVLy5c4aFB6tulkQ4ey9bR9Dxd3ChWMZGhGn1tG2XlFKjA6VbDxCg5C10acmVz5eYXqGFC9G81FxXKMNwKa3yJGj34htz5OQqMjpdRVCi3q0j2oJCznqckRV16paJadJG7qFCBp028HRhTTw3vflFF2ScVGBUvm51LxgC+yjAMZWZmKjY2VoMGDdLAgQMZXwEAsBgNC5jq6NGjSktL0/bt29WpUyd16NDB6pIAAPB5y5Yt09ChQzVr1iwNGjSIgymwRJ6jUE+88X3p3BDR4cFyOIvkNgzdek1rDb2qmb7ffFhTZq4569JQsZHByskvks0mXdaqvr7ffKTMHBQVadk4Ts890Et7j2RpzPMrSh/TqUU9Tbyru+JjwuRyG3rgX8u1/0h26eN6d2qgMTd1VP6273R8wSsyXIWK63WT4q4YKntQiLI3LteJL16X4XapTp9bFXv5teX+fntoRLmnpNvsAaVnXADwXePHj9d7772n5cuXq2HDhoyvAAB4AS4JBdOcOHFCffv21fbt2/Wf//yHZgUAACb45ptvdO21xQdTExMTz7E24DlLfzxQZiLrrDynnEVuFbkMzfxsi7LznHrlw43lzmNxKsepIpdbhUVurdpUtWaFJG3bl6FNu07ohdnryjxm7fbjOpqeJ0laue5AmWaFJK1Ye1Cbdh3XiUVvyCh0SG6XMlbMVlHOKRluV/H9RU7J7VL6sv/J7cg9/0AA+LTJkyfrH//4h+Lj4xUTE2N1OQAA4P/QsIApMjIy1L9/f23evFnPPvusHnjgAatLAgDA561evVoDBw6U3W7XwoUL1alTJ6tLAmoc33cGYLZ//vOfGj9+vNq3b6+FCxcqOjr63A8CAAA1goYFqs0wDA0ZMkTr16/Xk08+qYcfftjqkgAA8Hnr1q3TgAED5HK59Pnnn6tr165Wl4RaLq1zQ7VuUqf0dkxEsIKD7AoMsGnU4DaKCg/Wvb9vpwD72S2GuKhgBQXaFRRoV/dLk1TVq660So3TJc3qauyIjjp9s51a1FdCneIJtK/s2FCNE6PKPO6qTg10abN6qjvgDtmCQiV7gOpcNUKBkbGy2QOK7w8MlgICFZ92m+yhEecfCACf9PLLL+vhhx9WmzZttGTJEsXFxVldEgAAOA1zWPixsLCwGrkGp81m0yOPPKI+ffpo/PjxHv99Nc1ms+myyy7jeqYmIU/zkKV5yNI8tSHDmhpfv/76axUUFGjBggXq2bOnx39fTWO/M09NZRkeGqQp9/ZQnqNIkqGwkCC53G65DSkkqHji6csvSdKHUwYrK7dABQUuhYUGKigwQOGhgeVOuh0RGqTM7ALlFxQpPjZMWXl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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplot_mosaic([['a)', 'b)', 'c)']], figsize=(12,4), dpi=150, sharey=True)\n", + "\n", + "ax = axs['a)']\n", + "sc1 = ax.scatter(y_test.r, y_test.r_dm_gm_mu_3, s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "_min, _max = ax.get_xlim()\n", + "x = np.linspace(_min, _max + 1e4) \n", + "ax.plot(x, x, c='k', ls='--', lw=0.8)\n", + "ax.set_ylim(1e-6, 10000)\n", + "rmse, mae, corr1 = metrics_pd(y_test.r, y_test.r_dm_gm_mu_3)\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax.text(0.05, 0.95, textstr, transform=ax.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "ax.set_xscale('log')\n", + "ax.set_yscale('log')\n", + "# ax.set_ylim(-5, 180)\n", + "ax.set_title(r\"$GPM \\ Analytical \\ (\\mu=3)$\")\n", + "\n", + "ax1 = axs['c)']\n", + "sc1 = ax1.scatter(y_test.r, nn_rain.values, s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "_min, _max = ax1.get_xlim()\n", + "x = np.linspace(_min, _max + 1e4) \n", + "ax1.plot(x, x, c='k', ls='--', lw=0.8)\n", + "rmse, mae, corr1 = metrics_pd(y_test.r, nn_rain.values)\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax1.text(0.05, 0.95, textstr, transform=ax1.transAxes, fontsize=12,\n", + " verticalalignment='top')\n", + "ax1.set_xscale('log')\n", + "ax1.set_yscale('log')\n", + "\n", + "\n", + "ax2 = axs['b)']\n", + "sc1 = ax2.scatter(y_test.r, y_test.r_gpm_operational, s=1, c=y_test.kmeans, cmap=my_cmap6)\n", + "_min, _max = ax2.get_xlim()\n", + "x = np.linspace(_min, _max + 1e4) \n", + "ax2.plot(x, x, c='k', ls='--', lw=0.8)\n", + "\n", + "rmse, mae, corr1 = metrics_pd(y_test.r, y_test.r_gpm_operational)\n", + "textstr = '\\n'.join((\n", + " r'$r^2=%.2f$' % (corr1, ),\n", + " r'$RMSE=%.2f$' % (rmse, ),\n", + " r'$MAE=%.2f$' % (mae, )))\n", + "ax2.text(0.05, 0.95, textstr, transform=ax2.transAxes, \n", + " verticalalignment='top')\n", + "ax2.set_xscale('log')\n", + "ax2.set_yscale('log')\n", + "ax2.set_title(r\"$GPM \\ Operational$\")\n", + "\n", + "fig.supxlabel(r\"$R \\ [mmhr^{-1}]\\ - \\ True $\", fontsize=12)\n", + "fig.supylabel(r\"$R \\ [mmhr^{-1}] \\ - \\ Est. $\", fontsize=12)\n", + "\n", + "ax.set_ylim(1e-6, 1e4)\n", + "ax.set_xlim(1e-6, 1e4)\n", + "ax.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "\n", + "ax1.set_ylim(1e-6, 1e4)\n", + "ax1.set_xlim(1e-6, 1e4)\n", + "ax1.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "\n", + "ax2.set_ylim(1e-6, 1e4)\n", + "ax2.set_xlim(1e-6, 1e4)\n", + "ax2.grid('both', linestyle='--', lw=0.5, dashes=[7,7])\n", + "\n", + "plt.tight_layout()\n", + "\n", + "cbar = fig.colorbar(sc1, ax=[ax,ax1, ax2], aspect=30, pad=0.01, label='Group Number')\n", + "tick_locs = ((np.arange(n_c) + 0.5) * (n_c - 1) / n_c) +1\n", + "cbar.set_ticks(tick_locs)\n", + "cbar.set_ticklabels(np.arange(1, n_c+1))\n", + "sns.despine()\n", + "ax1.set_title(r\"$NN \\ retrieval$\")\n", + "\n", + "for label, ax in axs.items():\n", + " # label physical distance in and down:\n", + " trans = mtransforms.ScaledTranslation(-15/72, 20/72, fig.dpi_scale_trans)\n", + " ax.text(0.0, 1.0, label, transform=ax.transAxes + trans,\n", + " fontsize='medium', verticalalignment='top')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1aae86a8-86da-486f-991e-f1e97b720cc6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "86afe482-c7c9-4e3c-adf6-a23c65e18bdc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}