{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### analysis/process_and_save_sims_synapse_noise.ipynb\n", "\n", "For circuits in which weights were varied with added Gaussian noise of the model chosen from the parameter sweep (where ORN columns are scaled by 0.1, eLNs by 0.04, iLNs by 0.02, and PNs by 0.4), \n", "- compares PN firing rate vectors of simulated ALs to PN calcium responses in real flies\n", "- performs PCA to compare loadings to those of PN calcium responses in real flies\n", "- saves PCA loadings for grand PCA analysis in analysis/analyze_all_simulation_PCAs.ipynb" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from itertools import combinations\n", "from scipy.spatial.distance import pdist\n", "from sklearn.decomposition import PCA\n", "from matplotlib import cm\n", "import pickle\n", "import sys\n", "import os\n", "file_path = 'C:/Users/dB/deBivort/projects/ALVariability/'\n", "proj_dir = os.path.join(file_path.split('ALVariability')[0], 'ALVariability')\n", "sys.path.append(proj_dir)\n", "from utils.plot_utils import set_font_sizes\n", "from utils.data_utils import make_df_AL_activity_long, make_orn_upn_frs, make_glomerular_odor_responses\n", "set_font_sizes()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "project_dir = os.path.join(file_path.split('ALVariability')[0], 'ALVariability')\n", "df_neur_ids = pd.read_csv(os.path.join(project_dir, 'connectomics/hemibrain_v1_2/df_neur_ids.csv'), index_col=0)\n", "al_block = pd.read_csv(os.path.join(project_dir, 'connectomics/hemibrain_v1_2/AL_block.csv'), index_col=0)\n", "al_block.columns = al_block.columns.astype(np.int64)\n", "al_block.index = al_block.index.astype(np.int64)\n", "imput_table = pd.read_csv(os.path.join(project_dir, 'odor_imputation/df_odor_door_all_odors_imput_ALS.csv'), index_col=0)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "d_sims_fpath1 = '../run_model/save_sims_synapticNoise_ORNs_LNs_PNs/d_sims_res_df_AL_activities_2021_7_1-13_32_21.p'\n", "d_sims1 = pickle.load(open(d_sims_fpath1, 'rb'))\n", "d_sims_fpath2 = '../run_model/save_sims_synapticNoise_ORNs_LNs_PNs2/d_sims_res_df_AL_activities_2021_7_30-13_15_9.p'\n", "d_sims2 = pickle.load(open(d_sims_fpath2, 'rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "d_sims = {**d_sims1, **d_sims2}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['2021_6_30-4_2_13__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_LN__0.2_4_2_13',\n", " '2021_6_30-3_46_43__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN__0.2_3_46_43',\n", " '2021_6_30-4_33_21__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN_LN_PN__0.2_4_33_21',\n", " '2021_6_30-16_30_44__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN_LN_PN__1.0_16_30_44',\n", " '2021_6_30-3_41_33__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN__0.2_3_41_33']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim_dirs = list(d_sims.keys())\n", "sim_dirs[:5]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4325" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(sim_dirs)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "none_set = [f for f in sim_dirs if 'synNoise_ORN_LN_PN__0.0' in f]\n", "all_02_set = [f for f in sim_dirs if 'synNoise_ORN_LN_PN__0.2' in f]\n", "all_05_set = [f for f in sim_dirs if 'synNoise_ORN_LN_PN__0.5' in f]\n", "all_10_set = [f for f in sim_dirs if 'synNoise_ORN_LN_PN__1.0' in f]\n", "\n", "list_of_sets = [none_set, \n", " all_02_set, all_05_set, all_10_set]\n", "\n", "set_names = ['No synaptic noise', \n", " 'N(0, 20%) noise',\n", " 'N(0, 50%) noise',\n", " 'N(0, 100%) noise']\n", "\n", "\n", "all_sims = np.concatenate(list_of_sets)\n", "all_sims_short_names = np.concatenate([[set_names[i]]*len(list_of_sets[i]) for i in range(len(list_of_sets))])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "master_fig_dir = os.path.join(os.curdir, 'figs')\n", "if not os.path.exists(master_fig_dir):\n", " os.makedirs(master_fig_dir)\n", "resampling_fig_dir = os.path.join(master_fig_dir, 'resample_ORNs_LNs_PNs_plots')\n", "if not os.path.exists(resampling_fig_dir):\n", " os.makedirs(resampling_fig_dir)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sim_info_fields = np.array(['success', 'df_neur_ids', 'df_AL_activity'])\n", "success_pos = np.where(sim_info_fields == 'success')[0][0]\n", "\n", "df_sim_info = []\n", "for i in range(len(all_sims)):\n", " s = all_sims[i]\n", " sim_keys = list(d_sims[s].keys())\n", " present_keys = [f in sim_keys for f in sim_info_fields]\n", " present_keys[success_pos] = d_sims[s]['success']\n", " r = pd.Series(present_keys, name=s).T\n", " df_sim_info.append(r)\n", "df_sim_info = pd.concat(df_sim_info, 1).T\n", "df_sim_info.columns = sim_info_fields\n", "df_sim_info = df_sim_info.astype(int)\n", "\n", "plt.figure()\n", "sns.heatmap(df_sim_info, cmap='Greys')\n", "plt.xticks(rotation=30, ha='right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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successdf_neur_idsdf_AL_activity
2021_7_29-17_2_14__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN_LN_PN__0.0_17_2_14111
2021_7_29-0_40_46__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN_LN_PN__0.0_0_40_46111
2021_7_29-1_4_0__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN_LN_PN__0.0_1_4_0111
2021_7_29-0_15_39__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN_LN_PN__0.0_0_15_39111
2021_7_28-21_25_23__0v12_all0.1_ecol0.4_icol0.2_pcol4_synNoise_ORN_LN_PN__0.0_21_25_23000
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" ], "text/plain": [ " success df_neur_ids \\\n", "2021_7_29-17_2_14__0v12_all0.1_ecol0.4_icol0.2_... 1 1 \n", "2021_7_29-0_40_46__0v12_all0.1_ecol0.4_icol0.2_... 1 1 \n", "2021_7_29-1_4_0__0v12_all0.1_ecol0.4_icol0.2_pc... 1 1 \n", "2021_7_29-0_15_39__0v12_all0.1_ecol0.4_icol0.2_... 1 1 \n", "2021_7_28-21_25_23__0v12_all0.1_ecol0.4_icol0.2... 0 0 \n", "\n", " df_AL_activity \n", "2021_7_29-17_2_14__0v12_all0.1_ecol0.4_icol0.2_... 1 \n", "2021_7_29-0_40_46__0v12_all0.1_ecol0.4_icol0.2_... 1 \n", "2021_7_29-1_4_0__0v12_all0.1_ecol0.4_icol0.2_pc... 1 \n", "2021_7_29-0_15_39__0v12_all0.1_ecol0.4_icol0.2_... 1 \n", "2021_7_28-21_25_23__0v12_all0.1_ecol0.4_icol0.2... 0 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_sim_info.iloc[:5]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "list_of_sets_good_sims = [df_sim_info[(df_sim_info.success == 1) & \n", " (df_sim_info.index.isin(cur_set))].index.values \\\n", " for cur_set in list_of_sets]\n", "all_good_sims = np.concatenate(list_of_sets_good_sims)\n", "all_good_sims_short_names = np.concatenate([[set_names[i]]*len(list_of_sets_good_sims[i])\\\n", " for i in range(len(list_of_sets_good_sims))])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([1020, 983, 937, 993], 3933)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[len(x) for x in list_of_sets_good_sims], len(all_good_sims)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "set_names = [f'{set_names[i]} ({len(list_of_sets_good_sims[i])})' for i in range(len(set_names))]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "#df_char_ids = d_sims[good_orn_set[0]]['df_char_ids']\n", "#hemi_gloms = df_char_ids[df_char_ids['altype'] == 'ORN']['glom'].unique()\n", "hemi_gloms = np.array(['DA1', 'VC5', 'VA1v', 'VA1d', 'VA2', 'VA6', 'DM1', 'DL3', 'DL1',\n", " 'VL2a', 'VM4', 'VM5d', 'DM2', 'VL1', 'DM3', 'DM4', 'DM6', 'DL4',\n", " 'VC3l', 'DC3', 'VM7d', 'V', 'VL2p', 'VM1', 'VC3m', 'DC1', 'DL5',\n", " 'D', 'DP1m', 'VM5v', 'DA3', 'VC4', 'DA2', 'VA7m', 'VA3', 'DP1l',\n", " 'DC4', 'VC2', 'VA4', 'DC2', 'VM7v', 'DM5', 'DL2v', 'VM3', 'VC1',\n", " 'VA5', 'DL2d', 'VA7l', 'DA4l', 'DA4m', 'VM2'])\n", "\n", "thermo_hygro_glomeruli = np.array(['VP1d', 'VP1l', 'VP1m', 'VP2', 'VP3', 'VP4', 'VP5'])\n", "\n", "sim_odors = np.array(['3-octanol',\n", " '1-hexanol',\n", " 'ethyl lactate',\n", " #'citronella',\n", " '2-heptanone',\n", " '1-pentanol',\n", " 'ethanol',\n", " 'geranyl acetate',\n", " 'hexyl acetate',\n", " '4-methylcyclohexanol',\n", " 'pentyl acetate',\n", " '1-butanol'])\n", "\n", "MAC_gloms = ['DC2', 'DL5', 'DM1', 'DM2', 'DM3']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def get_sim_MAC_responses(df_AL_activity, sub_pre=0):\n", " df_orn_frs_onoff, df_upn_frs_onoff = make_orn_upn_frs(df_AL_activity, sim_odors, df_neur_ids.reset_index(),\n", " sub_pre=sub_pre, olf_only=1)\n", " df_orn_glom_onoff, df_upn_glom_onoff = \\\n", " make_glomerular_odor_responses(df_orn_frs_onoff, df_upn_frs_onoff, df_AL_activity)\n", "\n", " return df_upn_glom_onoff.loc[:, sim_odors]#.loc[MAC_gloms, sim_odors]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No synaptic noise (1020)\n", "N(0, 20%) noise (983)\n", "N(0, 50%) noise (937)\n", "N(0, 100%) noise (993)\n" ] } ], "source": [ "list_of_df_responses_resamples_subpre = []\n", "list_of_df_responses_resamples_nosubpre = []\n", "\n", "for i in range(len(list_of_sets_good_sims)):\n", " good_set = list_of_sets_good_sims[i]\n", " print(set_names[i])\n", " good_set_df_sim_MAC_frs_subpre = []\n", " good_set_df_sim_MAC_frs_nosubpre = []\n", " \n", " for k in good_set:\n", " d_ind_sim = d_sims[k]\n", " df_AL_activity = d_ind_sim['df_AL_activity']\n", " \n", " df_sim_MAC_frs_subpre = get_sim_MAC_responses(df_AL_activity, sub_pre=1)\n", " df_sim_MAC_frs_nosubpre = get_sim_MAC_responses(df_AL_activity, sub_pre=0)\n", " \n", " good_set_df_sim_MAC_frs_subpre.append(df_sim_MAC_frs_subpre)\n", " good_set_df_sim_MAC_frs_nosubpre.append(df_sim_MAC_frs_nosubpre)\n", " \n", " df_odor_glom_responses_resampling_set_subpre = pd.concat(\n", " [pd.melt(xx.reset_index(), \n", " id_vars='glom', var_name='odor', value_name='fr')\n", " .set_index(['glom', 'odor']) \\\n", " for xx in good_set_df_sim_MAC_frs_subpre], 1)\n", " \n", " df_odor_glom_responses_resampling_set_nosubpre = pd.concat(\n", " [pd.melt(xx.reset_index(), \n", " id_vars='glom', var_name='odor', value_name='fr')\n", " .set_index(['glom', 'odor']) \\\n", " for xx in good_set_df_sim_MAC_frs_nosubpre], 1)\n", " \n", " df_odor_glom_responses_resampling_set_subpre.columns = [f'simfly{i}' for i in range(df_odor_glom_responses_resampling_set_subpre.shape[1])]\n", " df_odor_glom_responses_resampling_set_nosubpre.columns = [f'simfly{i}' for i in range(df_odor_glom_responses_resampling_set_nosubpre.shape[1])]\n", " \n", " list_of_df_responses_resamples_subpre.append(df_odor_glom_responses_resampling_set_subpre)\n", " list_of_df_responses_resamples_nosubpre.append(df_odor_glom_responses_resampling_set_nosubpre)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Experimental PN calcium responses" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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fly0fly1fly2fly3fly4fly5fly6fly7fly8fly9...fly229fly230fly231fly232fly233fly234fly235fly236fly237fly238
glomodor
DC2air0.2606500.0527260.1296670.0471720.2152760.0123010.2660310.0610570.0879560.067862...0.1888170.1423620.0034410.2990370.0454690.0371950.1951080.0923810.3271690.177671
3-octanol0.1276991.0195781.0195781.0195780.9746721.0195781.0195781.0195781.0195781.019578...1.0552640.8476131.1989780.9785180.5037890.2817351.0107371.1200711.0871351.464418
1-hexanol1.0053980.5171531.9430491.9913261.0608510.0484400.8363380.7875431.2927740.978063...0.5900070.6520000.6081210.4113540.4550940.4035430.6779221.0346331.2788391.193291
ethyl lactate0.210532-0.1479940.2955960.6349410.5443140.1821310.1745710.1378820.2182980.686998...0.0646220.176078-0.0386750.5903310.0901370.0308220.0398110.5097550.2645710.605017
citronella0.4489530.3829750.3538490.3664210.6643430.1402580.7660130.2683881.0988490.844658...0.060916-0.0404740.0104260.1681530.1164900.1439210.0781820.2935020.1148350.698311
.....................................................................
DM3geranyl acetate0.1646660.1646660.1646660.1646660.1646660.1646660.1646660.1646660.1646660.164666...0.2333810.0119130.1519330.057286-0.0613500.1596250.1646660.0693130.1085320.164666
hexyl acetate1.4669450.6665561.4216252.4420971.2396801.3340811.2600131.0493060.7412790.718613...1.2647111.2400961.0328471.4167740.7911221.0797971.2389820.4197321.3382311.238982
4-methylcyclohexanol0.4984580.4219140.4154650.1025170.0728900.0412980.0716710.1208990.1658120.206534...0.166566-0.2447830.0407400.0583470.0506790.2990130.3268550.1620220.1905260.326855
pentyl acetate1.2549100.4796781.7966602.3417110.8579671.1090331.8778111.0062521.3203081.080152...1.0736421.2396410.7552591.2778950.6229870.9086211.2479780.4109131.3387061.247978
1-butanol0.5872310.2236520.6652390.6060570.3843410.2843641.3038590.3295530.3861000.316017...0.1471230.8261890.2439060.1876320.1178990.3254500.6102310.1260160.3295470.610231
\n", "

65 rows × 239 columns

\n", "
" ], "text/plain": [ " fly0 fly1 fly2 fly3 fly4 \\\n", "glom odor \n", "DC2 air 0.260650 0.052726 0.129667 0.047172 0.215276 \n", " 3-octanol 0.127699 1.019578 1.019578 1.019578 0.974672 \n", " 1-hexanol 1.005398 0.517153 1.943049 1.991326 1.060851 \n", " ethyl lactate 0.210532 -0.147994 0.295596 0.634941 0.544314 \n", " citronella 0.448953 0.382975 0.353849 0.366421 0.664343 \n", "... ... ... ... ... ... \n", "DM3 geranyl acetate 0.164666 0.164666 0.164666 0.164666 0.164666 \n", " hexyl acetate 1.466945 0.666556 1.421625 2.442097 1.239680 \n", " 4-methylcyclohexanol 0.498458 0.421914 0.415465 0.102517 0.072890 \n", " pentyl acetate 1.254910 0.479678 1.796660 2.341711 0.857967 \n", " 1-butanol 0.587231 0.223652 0.665239 0.606057 0.384341 \n", "\n", " fly5 fly6 fly7 fly8 fly9 \\\n", "glom odor \n", "DC2 air 0.012301 0.266031 0.061057 0.087956 0.067862 \n", " 3-octanol 1.019578 1.019578 1.019578 1.019578 1.019578 \n", " 1-hexanol 0.048440 0.836338 0.787543 1.292774 0.978063 \n", " ethyl lactate 0.182131 0.174571 0.137882 0.218298 0.686998 \n", " citronella 0.140258 0.766013 0.268388 1.098849 0.844658 \n", "... ... ... ... ... ... \n", "DM3 geranyl acetate 0.164666 0.164666 0.164666 0.164666 0.164666 \n", " hexyl acetate 1.334081 1.260013 1.049306 0.741279 0.718613 \n", " 4-methylcyclohexanol 0.041298 0.071671 0.120899 0.165812 0.206534 \n", " pentyl acetate 1.109033 1.877811 1.006252 1.320308 1.080152 \n", " 1-butanol 0.284364 1.303859 0.329553 0.386100 0.316017 \n", "\n", " ... fly229 fly230 fly231 fly232 \\\n", "glom odor ... \n", "DC2 air ... 0.188817 0.142362 0.003441 0.299037 \n", " 3-octanol ... 1.055264 0.847613 1.198978 0.978518 \n", " 1-hexanol ... 0.590007 0.652000 0.608121 0.411354 \n", " ethyl lactate ... 0.064622 0.176078 -0.038675 0.590331 \n", " citronella ... 0.060916 -0.040474 0.010426 0.168153 \n", "... ... ... ... ... ... \n", "DM3 geranyl acetate ... 0.233381 0.011913 0.151933 0.057286 \n", " hexyl acetate ... 1.264711 1.240096 1.032847 1.416774 \n", " 4-methylcyclohexanol ... 0.166566 -0.244783 0.040740 0.058347 \n", " pentyl acetate ... 1.073642 1.239641 0.755259 1.277895 \n", " 1-butanol ... 0.147123 0.826189 0.243906 0.187632 \n", "\n", " fly233 fly234 fly235 fly236 fly237 \\\n", "glom odor \n", "DC2 air 0.045469 0.037195 0.195108 0.092381 0.327169 \n", " 3-octanol 0.503789 0.281735 1.010737 1.120071 1.087135 \n", " 1-hexanol 0.455094 0.403543 0.677922 1.034633 1.278839 \n", " ethyl lactate 0.090137 0.030822 0.039811 0.509755 0.264571 \n", " citronella 0.116490 0.143921 0.078182 0.293502 0.114835 \n", "... ... ... ... ... ... \n", "DM3 geranyl acetate -0.061350 0.159625 0.164666 0.069313 0.108532 \n", " hexyl acetate 0.791122 1.079797 1.238982 0.419732 1.338231 \n", " 4-methylcyclohexanol 0.050679 0.299013 0.326855 0.162022 0.190526 \n", " pentyl acetate 0.622987 0.908621 1.247978 0.410913 1.338706 \n", " 1-butanol 0.117899 0.325450 0.610231 0.126016 0.329547 \n", "\n", " fly238 \n", "glom odor \n", "DC2 air 0.177671 \n", " 3-octanol 1.464418 \n", " 1-hexanol 1.193291 \n", " ethyl lactate 0.605017 \n", " citronella 0.698311 \n", "... ... \n", "DM3 geranyl acetate 0.164666 \n", " hexyl acetate 1.238982 \n", " 4-methylcyclohexanol 0.326855 \n", " pentyl acetate 1.247978 \n", " 1-butanol 0.610231 \n", "\n", "[65 rows x 239 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load MAC responses\n", "df_MAC_responses = pd.read_csv(os.path.join(project_dir, 'datasets/OLOI/PN_calcium_responsesNoResponseRemoved.csv'), header=None)\n", "gNames = ['DC2', 'DL5', 'DM1', 'DM2', 'DM3']\n", "oNames = np.array(['air', '3-octanol', '1-hexanol','ethyl lactate',\n", " 'citronella','2-heptanone','1-pentanol',\n", " 'ethanol','geranyl acetate','hexyl acetate',\n", " '4-methylcyclohexanol', 'pentyl acetate', '1-butanol'])\n", "df_MAC_responses.columns = [f'fly{c}' for c in df_MAC_responses.columns]\n", "\n", "df_MAC_responses['glom'] = np.repeat(gNames, 13)\n", "df_MAC_responses['odor'] = np.tile(oNames, 5)\n", "\n", "df_MAC_responses = df_MAC_responses.set_index(['glom', 'odor'])\n", "\n", "df_MAC_responses" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(16,10))\n", "sns.heatmap(df_MAC_responses, cmap='bwr', center=0, ax=ax)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "fly_responses_df_MAC = df_MAC_responses.loc[(gNames, oNames), :]\n", "fly_responses_MAC = fly_responses_df_MAC.T.values\n", "\n", "pca_MAC = PCA()\n", "pca_MAC.fit(fly_responses_MAC)\n", "\n", "pca_scores_MAC = pca_MAC.transform(fly_responses_MAC)\n", "pca_loadings_MAC = pca_MAC.components_.T\n", "\n", "pca_var_explained_MAC = pca_MAC.explained_variance_ratio_" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(65, 239)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fly_responses_df_MAC.shape" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "pca_loadings_df_MAC = pd.DataFrame(pca_loadings_MAC, \n", " index=fly_responses_df_MAC.index, \n", " columns=[f'PC{i+1} ({int(100*pca_var_explained_MAC[i])}%)' for i in range(pca_loadings_MAC.shape[1])])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,4))\n", "sns.heatmap(pca_loadings_df_MAC.iloc[:, :3].T, cmap='bwr', center=0, cbar_kws={'label': 'loading'})\n", "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n", "for i in np.arange(13, 65, 13):\n", " plt.axvline(i, ls='--', c='k')\n", "plt.title('MAC PC loadings')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "sns.heatmap(pd.DataFrame(pca_loadings_df_MAC.iloc[:, 1])\n", " .reset_index().pivot('glom', 'odor', 'PC2 (11%)')\n", " .loc[gNames, oNames],\n", " annot=True, fmt='.2f', center=0, cmap='bwr')\n", "plt.yticks(rotation=0); plt.xticks(rotation=40, ha='right')\n", "plt.title('MAC calcium model PN PC2 loadings')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apples to apples comparison using the 11 odors in the simulation:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "fly_responses_df_MAC = df_MAC_responses.loc[(gNames, sim_odors), :]\n", "fly_responses_MAC = fly_responses_df_MAC.T.values\n", "\n", "pca_MAC = PCA()\n", "pca_MAC.fit(fly_responses_MAC)\n", "\n", "pca_scores_MAC = pca_MAC.transform(fly_responses_MAC)\n", "pca_loadings_MAC = pca_MAC.components_.T\n", "\n", "pca_var_explained_MAC = pca_MAC.explained_variance_ratio_" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(55, 239)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fly_responses_df_MAC.shape" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "pca_loadings_df_MAC = pd.DataFrame(pca_loadings_MAC, \n", " index=fly_responses_df_MAC.index, \n", " columns=[f'PC{i+1} ({int(100*pca_var_explained_MAC[i])}%)' for i in range(pca_loadings_MAC.shape[1])])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,4))\n", "sns.heatmap(pca_loadings_df_MAC.iloc[:, :3].T, cmap='bwr', center=0, cbar_kws={'label': 'loading'})\n", "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n", "for i in np.arange(11, 55, 11):\n", " plt.axvline(i, ls='--', c='k')\n", "plt.title('MAC PC loadings')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "sns.heatmap(pd.DataFrame(pca_loadings_df_MAC.iloc[:, 1])\n", " .reset_index().pivot('glom', 'odor', 'PC2 (12%)')\n", " .loc[gNames, sim_odors],\n", " annot=True, fmt='.2f', center=0, cmap='bwr')\n", "plt.yticks(rotation=0); plt.xticks(rotation=40, ha='right')\n", "plt.title('MAC calcium model PN PC2 loadings')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation responses (circuits drawn with synapse noise) " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "df_sim_resample_responses_nosubpre = list_of_df_responses_resamples_nosubpre[-1]\n", "df_sim_resample_responses_subpre = list_of_df_responses_resamples_subpre[-1]" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_df = df_sim_resample_responses_subpre\n", "fly_columns = plot_df.columns\n", "plot_df = plot_df.reset_index().sort_values(['glom', 'odor']).set_index('glom').loc[:, fly_columns]\n", "gloms_sorted = (plot_df.std(1)).groupby('glom').mean().sort_values().index.values\n", "\n", "plt.figure(figsize=(16,12))\n", "sns.heatmap(plot_df.loc[gloms_sorted], cmap='bwr', center=0)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sim_response_means = df_sim_resample_responses_subpre.loc[(gNames, sim_odors), :].mean(1)\n", "MAC_response_means = df_MAC_responses.loc[(gNames, sim_odors), :].mean(1)\n", "\n", "glom_colors = {gNames[i]:f'C{i}' for i in range(len(gNames))}\n", "scatter_colors = [glom_colors[g] for g in MAC_response_means.reset_index()['glom']]\n", "\n", "plt.figure(figsize=(6,6))\n", "plt.scatter(MAC_response_means, sim_response_means, c=scatter_colors)\n", "plt.xlabel('mean glom-odor MAC calcium response')\n", "plt.ylabel('mean glom-odor simulation on-off fr response')\n", "plt.show()\n", "\n", "\n", "sim_response_stds = df_sim_resample_responses_subpre.loc[(gNames[:-1], sim_odors), :].std(1)\n", "MAC_response_stds = df_MAC_responses.loc[(gNames[:-1], sim_odors), :].std(1)\n", "\n", "sim_response_CVs = sim_response_stds / sim_response_means.loc[(gNames[:-1], sim_odors)]\n", "MAC_response_CVs = MAC_response_stds / MAC_response_means.loc[(gNames[:-1], sim_odors)]\n", "scatter_colors = [glom_colors[g] for g in MAC_response_CVs.reset_index()['glom']]\n", "\n", "plt.figure(figsize=(6,6))\n", "plt.scatter(MAC_response_CVs, sim_response_CVs, c=scatter_colors)\n", "plt.xlabel('CV in glom-odor MAC calcium response')\n", "plt.ylabel('CV glom-odor simulation on-off fr response')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 1, figsize=(16,12))\n", "\n", "# plot MAC\n", "plot_df = df_MAC_responses.loc[(gNames, sim_odors), :]\n", "fly_columns = plot_df.columns\n", "plot_df = plot_df.reset_index().sort_values(['glom', 'odor']).set_index('glom').loc[:, fly_columns]\n", "cols_sorted = plot_df.sum(0).sort_values().index.values[::-1]\n", "sns.heatmap(plot_df,#.loc[:, cols_sorted], \n", " xticklabels=5, yticklabels=11, cmap='bwr', center=0, ax=axs[0])\n", "\n", "# plot sim\n", "plot_df = df_sim_resample_responses_subpre.loc[(gNames, sim_odors), :]\n", "fly_columns = plot_df.columns\n", "plot_df = plot_df.reset_index().sort_values(['glom', 'odor']).set_index('glom').loc[:, fly_columns]\n", "cols_sorted = plot_df.sum(0).sort_values().index.values[::-1]\n", "sns.heatmap(plot_df,#.loc[:, cols_sorted], \n", " xticklabels=5, yticklabels=11, cmap='bwr', center=0, ax=axs[1])\n", "\n", "axs[0].set_title('MAC calcium'); axs[0].set_xlabel('real flies')\n", "axs[1].set_title('simulation (N(0, 100%) noise) ON-OFF odor firing rates'); axs[1].set_xlabel('simulated flies')\n", "\n", "for ax in axs:\n", " for i in np.arange(11, 55, 11):\n", " ax.axhline(i, ls='--', c='k') \n", " ax.set_xticks([])\n", "plt.subplots_adjust(hspace=0.2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_df = df_sim_resample_responses_subpre.loc[(gNames, sim_odors), :]\n", "fly_columns = plot_df.columns\n", "plot_df = plot_df.reset_index().sort_values(['glom', 'odor']).set_index('glom').loc[:, fly_columns]\n", "gloms_sorted = (plot_df.std(1)).groupby('glom').mean().sort_values().index.values\n", "\n", "plt.figure(figsize=(16,6))\n", "sns.heatmap(plot_df.loc[gloms_sorted, cols_sorted], cmap='bwr', center=0)\n", "plt.yticks(rotation=0)\n", "for i in np.arange(11, 55, 11):\n", " plt.axhline(i, ls='--', c='k') \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "fly_responses_df_sim_allgloms = df_sim_resample_responses_subpre.loc[(hemi_gloms, sim_odors), :]\n", "fly_responses_sim_allgloms = fly_responses_df_sim_allgloms.T.values\n", "\n", "pca_sim_allgloms = PCA()\n", "pca_sim_allgloms.fit(fly_responses_sim_allgloms)\n", "\n", "pca_scores_sim_allgloms = pca_sim_allgloms.transform(fly_responses_sim_allgloms)\n", "pca_loadings_sim_allgloms = pca_sim_allgloms.components_.T\n", "\n", "pca_var_explained_sim_allgloms = pca_sim_allgloms.explained_variance_ratio_" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "fly_responses_df_sim_macgloms = df_sim_resample_responses_subpre.loc[(gNames, sim_odors), :]\n", "fly_responses_sim_macgloms = fly_responses_df_sim_macgloms.T.values\n", "\n", "pca_sim_macgloms = PCA()\n", "pca_sim_macgloms.fit(fly_responses_sim_macgloms)\n", "\n", "pca_scores_sim_macgloms = pca_sim_macgloms.transform(fly_responses_sim_macgloms)\n", "pca_loadings_sim_macgloms = pca_sim_macgloms.components_.T\n", "\n", "pca_var_explained_sim_macgloms = pca_sim_macgloms.explained_variance_ratio_" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "pca_loadings_df_sim_allgloms = pd.DataFrame(pca_loadings_sim_allgloms, \n", " index=fly_responses_df_sim_allgloms.index, \n", " columns=[f'PC{i+1} ({int(100*pca_var_explained_sim_allgloms[i])}%)' for i in range(pca_loadings_sim_allgloms.shape[1])])\n", "pca_loadings_df_sim_macgloms = pd.DataFrame(pca_loadings_sim_macgloms, \n", " index=fly_responses_df_sim_macgloms.index, \n", " columns=[f'PC{i+1} ({int(100*pca_var_explained_sim_macgloms[i])}%)' for i in range(pca_loadings_sim_macgloms.shape[1])])" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_df = pca_loadings_df_sim_allgloms\n", "pc_columns = plot_df.columns\n", "plot_df = plot_df.reset_index().sort_values(['glom', 'odor']).set_index('glom')[pc_columns]\n", "\n", "plt.figure(figsize=(20,4))\n", "sns.heatmap(plot_df.iloc[:, :3].T, cmap='bwr', xticklabels=11, center=0, cbar_kws={'label': 'loading'})\n", "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n", "for i in np.arange(11, 51*11, 11):\n", " plt.axvline(i, ls='--', c='k')\n", "plt.title('Simulation N(0, 100%) noise PC loadings')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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lttE883SeBjB9tu4/2zf21n8VyAmwwgodJ/HamM7PUQDjx3VPmSFa7vGiuVK7boniYanyWIn1oqmNursdgAkTyqRTgtT5iulmjzzS+g605JJdvy66qDRvZmZmZmZmZmbdyE3YzMzMzMzMzMxKK1Vbt0uMrKUxGyRFqq4WamJVIh2VykuhE2KRKr0lmlgBo8Z13sRkxDU9g3L7bwld1BSuxGrppmZNpXaXIjXjZ3VREaXQPqdpr3WcxmuML5ATGF9ikbrpvFBIiWNgdJnWdGX2u1LbqFATwRJeeqnzNBacOLHzRArpoksaM2eVaT3TTctUokxWar2UMLqbVq69IXVR6czM3ohKBI/MzMzMzMy6zggL+o2spTEzMzMzMzMzs+JcA8nMzMzMzMzMrLQRVgPJASQzMzMzMzMzs9JGWABpZC3NCCNpvKRbJW3VxzRnSvr5nMxXCZIelLT7UOfDzMzMzMzMbFCMGtX6ZxgYHrl8A5I0ATgPWHWo82JmZmZmZmZmb2xuwtaFJK0CnAt+PZWZmZmZmZnZsDRMaha1amQtzcixKXAlsFGL088r6RxJr0h6WNKutRG5Gdzxkp6R9KykX0h6ax73GUnTJK2Uvy+T0/hE/r6RpGslvZqHXyFp8TxuN0nXSfpOTvuJPJ9RlXnvJul2SVMk/VPS5kXWjpmZmZmZmVm3cxM2G2wRcWpEfDUiXm3xJ9sAtwKrAxcAp0taII87nBSI2hrYjLTNL5OkiPgJcB1wYp52EnB1RJwlaV7gt8AfSc3o3gMsC3yzMt8NgFVIAa9vAvsA74UUPAJ+BBwJrEkKiP1O0tvaWBVmZmZmZmZm1gUcQBoZboyIIyLifuB7wDhgZUkTgb2BvSLi+oi4FdiVFBDaJP92T2BTSecA6+XvAHOTgk+HRMQDEfFX4CJ698k0BvhsRNwZEWcA/wbWz+O+CJwUEWdFxN0R8fU8fp9BWQNmZmZmZmZm3cQ1kGyoSLpc0uTapzLqvto/EfFi/ncCqcbQOODaym+eyeNWyNPfCxwG7Ax8MyIey8OfBM4E9pd0lqSbgC8Doyvz/V9lfgAvAWPz/ysD19ctwt/z8L6WcU9JN0m6adKkSX1NamZmZmZmZta9RlgAyZ1oDy+7A3M1GD6zwTDRs303A16sG/9M5f81cxr/B5wMkPs6ugn4F/B74DTgg/TUXAKY1mS+AFMajBtN7wDUbCJiEqkpHRFEX9OamZmZmZmZda3CgSFJ44EfAh8BXgOOjYijmky7JvBj0v3+HaSWSTd2Mv/hEeYyACLisYi4t/Zp4Sf3kQJDC1V+8wxwLLAUgKQPkfpH+iCwjaT/l3/7YeCliPhARJwQEdeSajS1+ma4O4EN64a9A7irxd+bmZmZmZmZWY8fABsDWwGfBb4l6WP1E0maG7gc+AewLnAt8Nvc1/GAOYA0gkXEy6SaQydJ2iK/be1nwBrAPXnn+RFwZET8nrQz/kjSfMCzwOKS3i1pWUkHAtsD41uc/THAFyR9QtIKko4A1sr5MTMzMzMzMxvZCjZhy0GhPYD9IuKfEfEr4ChSv8f1dgSmAwdExB3A/qRWSTt2tDid/NiGhS+RmqBdANxIagL3noiYQuokezrw/TztYfn7kcAvgLPz338CW5J2uhUlNWpG10tEXAR8DTgE+A+pedy7I+K2YktmZmZmZmZm9sawJqlCx3WVYdcB60uq757oHcBfI2IWQEQE8FfSG9oHTCkds+7TTX0gqURWZs3qPI2S6ZQwpvNu1KLlVpF907TXiqQT41qtZNdckf2llBkzyqRTYr8r1Qa8RDqF8jJlauf774QJBTJSyOTJ/U/Tinnm6TyNEXlMT2vUdWB7Xmu5InDfxo+a3nkipY7pqVM7T2PcuM7TAF6bNbb/ifoxflz37C9dVfYotI2efanzbbTg/wr1qLDEEh0nMX3c3AUyAmPHdL7fzZxVpkzWRZdpYlb3rJcSRs8oc20sdTwWIXXPCh4M7QRc+lkXkrYHTo2IhSrDVgZuBxaLiCcqw38D3BURX64M+z6wVkS8t/UF6M01kMzMzMzMzMzMhlD1jeT5s2fdJBNJHWdX1b7XP2FqNm1HT6L8FjYzMzMzMzMzs8LaaW1RfSN5E1OZPQBU+/5qi9PWT9cW10AyMzMzMzMzM+tujwFvllRtg7gIqWbRcw2mXaRu2CLAE3TANZCsa5Xoc6JU/zol0lEX9f9Sar2U0k19BnVTXorsdwX6qeo6BfoFKdEvTindtM/NKtTPQ5FlGon7boHz93gK9F0ExJjO+5HRjDJ5KbKtC+0vowp1G1dEiXJDqX7wSvSXUmgblehjjRcKnV9Kle26RKnFKXEN+OIXu6cMX2q9lDgcR3dT30XWkna6kBs9ut9JbgGmARsDV+dhmwD/jIj6PewfwLckKSJCqX+ljUlvbRuwkXXWM7Nhp5tuns3MzMzMzEqZNav1T38i4lXgZ8DJkjaQtA3wZeBEAEmLVN6Y/ktgHuCHklYBjgXmA87vZHkcQDIzMzMzMzMzK6xkACn7EnAj8Gfgx8AhEXFBHvcEsCNARLwEfJBU6+hm4J3AByLi5U6WZwTWDzczMzMzMzMzG1lyLaRP5k/9ONV9vxFYp+T8HUAyMzMzMzMzMyusnT6QhgM3YRtCknaQtEj+/yBJ1w0wnaslfa/dcW3OY2FJO7Yx/f9JWq3T+ZqZmZmZmZkNR4PQhG1IOYA0RCQtBVxI6thqOPg+8KE2pv8zs7820MzMzMzMzMyGITdhGzrd9R71/g23/JqZmZmZmZkNmeFSs6hVroE0iCQtIelSSa9IeljSkZLG5dEP5L/3SNot/z9W0omSXpT0tKSv5HTeIWlmrblbHraipBmSFm4jP2Ml/UDSo5KmS3pI0ucq4ydKOknSM5Kek3SWpHklHUTqpGsXSQ/maVeSdLmklyVNlXSdpFXzuAdzkn/Iv0XSJpJukDRF0m2Sdm1rZZqZmZmZmZkNI27CZi2RJOAS4HlgXWAXYGvgiDzJBvnvRsAFdcPWAQ4HjpK0ekT8A3gQ2KEyix2BP0XE021k60Bgm5zOisCZwA8lLZbHnwpsCWwH/B+wGnAscDTwC+AiYP28bL8GHgLWIr0acDTwg5zO+vnvR4Gjc+Drd8A5wOrAIXm+7TSJMzMzMzMzMxs2HECyVm0BLAvsHhF3RsS1wBeAvSWNAZ7J0/0vIqbk/58E9ouI+yLieOAFYI087jzgI5X0d8zD2nFrzs8/IuJ+UpBqNLCipPmBjwH7RMS1EfFvYC/g7oiYDEwBpkbEM8BE4HTgyzmvN5OCUasC5GkAns+//QJwVUScEBH3RsQFwHHAfvUZlLSnpJsk3TRp0qQ2F8/MzMzMzMzMBoP7QBo8KwNvAl5MFXaA1I/QOGApYGaD3zwYEdXY44vAhPz/ucDXJS0KLAgsR6rh1LKIuFTSuyUdA6xEqukEKYi0Aml/+Gdl+huAGxqk84qkk4FdJa1XSevZJrNeGXi/pMmVYdUgWjXtScCk2pd2ls/MzMzMzMysWwyXmkWtcgBp8IwB7iE1W6v3CLBYg+GNgkoCiIjbJf2X1LxsYeB3EfFiOxmS9D3gs8AZwNnA50lN4wCmtZHOPMCNwHPApaSaUCsBX2vykzF5mkPrhjdaXjMzMzMzMzPrMg4gDZ67gCWBZyPieUgdSQP7ArsCA6ldcx7wIWAh4PsD+P1epCZq5+X8rJKHC7ifFNBZG/hzHr8VcDIpOFTN7+akZVsjIqbnad9D8ze13QW8KyLurQ2Q9AVSEO2bA1gOMzMzMzMzs642Y8ZQ56As94E0eK4kBWXOkbSmpI1I/QbNioipQK0515q5Rk8rzgM2A5YHLhtAnp4Ftpa0rKR3kmohAYyPiJeBnwIn5Le+rQ0cReqoe1bO71KSFs/pTAS2k7S0pN2BvYHxlXlNBlbNfSudDKwl6QhJy0vaIaf96ACWwczMzMzMzMzmMAeQBklEzCS98Wwm8DfgN8C1wO55/LOkjqfPBT7TYpoPAzcDv650vN2OT5PegnYbcBZwIfAPUq0jgP1JfR5dAfwBuAn4ch53FqnfpX/n3xwM/BD4D/ApUnO4BSW9LU9/HHAk8N2IeIjUlG8rUkfex+ThpwxgGczMzMzMzMy63kh7C5vcT/HwIuk+YO+IuHyo8zLoCuyc0bRV3ZynAbVaHBwjcr1Ma7kbr76NG1cmnQJKbKdu2u+KKbCtY9z4/idqwdSpnacx14Tu2UYvvlTm3DD/fAWWqVBJKkaN7jiNYsdRF9VjjzFjO05DM6YXyAlltnWhc/f0GZ0fA2PHdNH+0k3XxjFles54bVrn22j8o/cVyAmwWKMuTdszfcxcBTJSZr8rVT4scc7cd78yeTn++CLJFFHikC52fukmlTdOjURPPNH6AbHool10k9aE+0AaJiR9ANiS9Ma0K4c4O2ZmZmZmZmbWh+FSs6hVDiANH/uTmp/tkpvHmZmZmZmZmVmXcgDJhkREvHuo82BmZmZmZmZmrXEAyWwYKdVvRZE24aX6vijUh0AJRfq/6KLlge7q/6LI/ttFfa4U29YF0il1bphRYH/pJqNKvVqjRGmpUIlrFp33gTS6i145MnNU530XAYye1UWVmUucp4pdSzrfX4opcUB20zW2UH9MM2Z03ofd+FdfLZATRt6dYRe54oqhzkGPUmWGUaO6p8zgfjZtoLroqmJmZmZmZmZmNjKMtDizA0hmZmZmZmZmZoWNtABSF1XKNjMzMzMzMzOzbuQaSGZmZmZmZmZmhXVTd6QluAZSQZKWk/QbSc9LelTSMZImNJn2TEk/H8S87CBpkcFK38zMzMzMzMzeOFwDqRBJ44DfALcDGwMLA2fk0QfM4bwsBVwILD8n52tmZmZmZmZmiftAsmY2AN4O7BYRd0TENcC3gV2GIC/d845IMzMzMzMzMxv2HEAq5y7gAxExuTIsgPF9/GZeSedIekXSw5J2rY2QNF7S8ZKekfSspF9Iemset7SkkLRLbir3gqSTJI3NP38g/71H0m75NwdKul/SNElPSDqkMq+rJX1b0hWSXpX0X0kfqIx/s6RJkp6S9FLO8wJ53OY5D3vmv89KOlvSXJXfbyvptpz2zZLeN6A1bGZmZmZmZjZMzJrV+mc4cACpkIh4JiL+WPsuaRSwN3BtHz/bBrgVWB24ADi9FpgBDgc2ArYGNiNtq8skVWsXfQfYCdg2f76Xh2+Q/24EXCDp48CXgT2AFYCDgW9L2qCS1teB84F1gTtzXkbncZcAawEfArYEVgTOrvz2rcCOwAeATwPbA7vl9bBmnvbIvJyTgEskrdXHejEzMzMzMzMb1hxAslYdC6xNCsw0c2NEHBER95OCP+OAlSVNJAWf9oqI6yPiVmBXYFVgk8rvvxYR10bE1aTmcrvnwNUzefz/ImIK8BjwqYj4U0Q8GBE/Bp7M6dVcHhFnRsQdwKHAosDiktYgBbA+GRE3RMSNpGZ5H5BU+/0YYL+I+E9E/Aq4Alg/j/sycEZEnB0R9+V5nw/s02iF5JpMN0m6adKkSX2sOjMzMzMzM7PuNdICSO5Eu7BcQ+h44PPADhFxm6TLgU1r00TEPPnf+yrDXsyViyYAy5KCSdf2rnDEBFINokfy979Vxt0ELECqDdRLRFwlaUNJRwArkwJbiwCjK5PdV/n/pfx3bJ7+5RxYqqV3l6Tn87j/Nfl9rTndysDqkj5TGT8WuKE+nzntSaRaShARjaYxMzMzMzMzsznLAaSCcu2fn5Bq6OyYa+MA7A7M1eAnMxslQ8922Qx4sW78M8Cb8/8zKsNrwaDZYpc5eHMCcDpwMalW0FV1k01rkpepDYbX5lcNQNX/vhb5GgMcDfy0bvxrTdI1MzMzMzMzG/aGS82iVjmAVNYxwM7AdhFxWW1gRDzWZjr3kYJLC0XEPwEkzU/qS+hb9NQQWgv4U/5/PeAp4GngbXXpfQ44LCKOyGm9iVRTqZW3td1J6ux75VotJEmrAPOROg5/Uz+/vwtYNiLurQ2QdDDwLHBiC/M3MzMzMzMzG3ZGWgDJfSAVIukdwH7Ad4GbJC1S+7SbVkS8DJwGnCRpC0krAT8D1gDuqUx6nKT1JG1J6hj7R5GafdXeBLempHlIwZotJa0oaV1Sh91j6fsNcbW83AVcBvxM0vqS1s95uS4ibmlhcY4DPiJpf0lvl7QX8E16N3kzMzMzMzMzswFScpikpyU9L+noyoux+vrd2yVNkdRvBSMHkMrZIf89Anii+mllQzTwJeD3pGDPjaQmcO/JnWLXnE8K7pwPnAEcBhARzwJnAucCnwH2BSYC/yK9Ue2/wEWkvpBa8UlS4OpPwJXAbaQ3yPUrIv5BatK3R/7d/qQOvX/b4rzNzMzMzMzMhp053In2/qS3oX8E+DDpje1f6esHkpYkxRQmtDIDuZ/i4UfS0sADwPLVpmEjThftnNFSa7++acb0AjkBxnTe8rTE8kChZSqwPABMa9SNV/umj+q3Yl6/xo7pml0XZszof5o5pdS2LnGFHVXm+cnLkzs/luadp3v2lxLLAzDvxEZd/LWpUElq5qix/U/Uj9GjCm2jAsdjieUBGN2wG8Y2laqXX+L8PaGlcm+/ps/q90Ftv4pdA0qs31LXgBLnzEL7yyszOr9Oz33/fwvkBFh22Y6TmD5u7gIZKbPfFSsf0nleVlypTF7uvLPzNEosD8DMWZ0vU6nrUZF7m0Lrhbq3Ro0011/f+oracMPONoykh4FDIuL0/P3jwBERsWST6bclvcDqCVJrp7ER0eeFw30gmZmZmZmZmZkVNqf6QJK0GLAk8JfK4OuAJSQtGRGPNPjZe0ndy9zD7C/ZasgBJDMzMzMzMzOz4WvR/PfxyrCn8t8lgNkCSBHxOQBJm7c6EweQhqGIeJDW3qBmZmZmZmZmZkOgnRpIkvYE9qwMmhQRkyrjJ5CCQY1MzH9fqwyr/d9529/MASTrWqXaYXeLGFOm34oS1SCLtZ8usEylqnWOLtSnTYlkuqkPgVL7XZH+rrqpP6ZC+0upbp1GmhjVeT8ypa4ARc53pU5UBXaYYm8/KbBI5fpjKtOH3YhT4pxZat8tkZdx4zpPg0KXki66HpXaRN1Ubi6Rl/vvL5CRQrpp3Zbad+UCTFfKwaJJfUyyHnBtk3FfzX/HA9Mr/wO82nnuEu85ZmZmZmZmZmaFlYxXR8R1NHnGlvtAOgpYBKi9aGuR/PeJUnko9iDLzMzMzMzMzMzmrIh4HHgY2KQyeBPg8SYdaA+IayCZmZmZmZmZmRU2p97Clp0CHCHpYWAmcARwQm2kpLcAUyJi8kBn4ACSmZmZmZmZmdnw9gPgLcBFpADST4GjK+NvBM4EDhroDNyErUtIGi/pVklbDWEedpC0SP9TdjyfzSWFJAcwzczMzMzMbESaNav1T6ciYmZEHBARb46IhSLiKxExqzJ+6Yg4qMHvro4IRUS/PTb5Br4L5NfxnQusOoR5WAq4EFh+qPJgZmZmZmZmNlLM4SZsg84BpCEmaRVS8Gio3w851PM3MzMzMzMzGzFGWgDJTdiG3qbAlcBG/U0o6UxJP5L0K0lTJN0iaZPK+PGSjpf0jKRnJf1C0lvzuKVzs7HtJd0r6UVJv5a0UP75A/nvPZJ2y785UNL9kqZJekLSIZV5XS3p25KukPSqpP9K+kBl/JslTZL0lKSXJJ0jaYGO15aZmZmZmZmZzXEOIA2xiDg1Ir4aEa+2+JM9gDuAtYGrgN/VgkTA4aRA1NbAZqTte5mkau2irwO7AB8CNgS+kodvkP9uBFwg6ePAl/P8VgAOBr4taYO6tM4H1gXuBE6XNDqPuwRYK89nS2BF4OwWl9HMzMzMzMxsWJuTfSDNCQ4gDT93RMTXIuJO4ADgf8BOkiYCewN7RcT1EXErsCupX6VNKr8/OI//C3AOsH4e/kz++7+ImAI8BnwqIv4UEQ9GxI+BJ+ndT9PlEXFmRNwBHAosCiwuaQ1SAOuTEXFDRNxIClp9QFKf/TxJ2lPSTZJumjRp0gBXkZmZmZmZmdnQGmkBJPeB1KUkXU5q3gZARMyT//1bZdgsSf8CVgaWBcYB1/aucMQEUg2iR/L3+yrjXgLGNpp/RFwlaUNJR+T01wYWAUZXJqtPi5zeysDLObBUS+8uSc/ncf9rttwRMQmYlP4nmk1nZmZmZmZmZnOOA0jda3dgrgbD61+tNxqYRc+23Ax4sW6aZ4A35/+n1Y1r2Hm2pM8AJwCnAxeTmrNdVTdZfVq19KY2SjPndXSTcWZmZmZmZmYjxnCpWdQqB5C6VEQ81mTUWrV/cn9DawG/J9UGmgksFBH/zOPnJ/U79C16agg1nWXd988Bh0XEETmtNwFvpbW3td0JzCtp5VotpPy2ufmAu4A3tZCGmZmZmZmZ2bA10gJI7gNp+NlE0lckrQgcD8wNnB8RLwOnASdJ2kLSSsDPgDWAe1pId3L+u6akeYBngS0lrShpXeACUvO08f0lFBF3AZcBP5O0vqT1c16ui4hb2lhWMzMzMzMzs2FppPWB1HIASdKEwcyItey3wLuAW4B1gK0i4vk87kuk2kgXADeSmsC9J3eK3aeIeBY4EzgX+AywLzAR+BfpjWr/BS4i9YXUik+SAld/Aq4EbgO2afG3ZmZmZmZmZtZFFNFaP8WS7gC+GREXD26WrBlJZwJjIuLjQ52XOcGdaDdWIjo9elSZVRsttWjsW6lo++hZ04ukM3NUw37l2zKqUN1OFTgESmwjAM0os367xpgyLbinTO18/c41oXtOdS9PLrO/zDNP/9P0R7Nmdp4IlDkgS52oCuSl2DFdYP3OLNSt4eipr3SeyIQyzzmnz+p8mcaOKXRMT2vU1WSbSu27JdIZN67zNIAXX+38Oj3//f8qkBNghRU6TuK1MXMXyEix1ds1Si1PicOolCJl+ELl3VLloCLq3gA10lx0UesF+u23L3SRH0TtlGQWAl4erIyYmZmZmZmZmVl3aif0+H3gOEnfBu4Anq6fICKeK5UxMzMzMzMzM7Phakb9O9SHuXaasD1DentW01pLEeFXtFs5re6cfSVRqqr/CGxN11XNz0o0qeuiJiallNp/R5puOh5H2jYqtW67ab10VVPQLspLCaWatsaYzpskddN5oZt00/5SSombsVI3dHONKXAMdFNTom4qS918c+dpAKyzTpl0SiixfruonFrMCG/CdsEFrV+gdtyx+0/a7ZyxvjxouTCzOaqbCpSl+mMyMzMzMzPrJsPl7WqtajmAFBE/G8yMmJmZmZmZmZlZd2qrDpykVSVdKOlpSVMlPSbpAklrDFYGzczMzMzMzMyGm1mzWv8MBy3XQJK0LvAXUufZPweeAhYBPgz8Q9KmEfHPQcmlmZmZmZmZmdkwMlwCQ61qpwbSUcA/gBUi4ksR8f2I2B9YAfg7cPhgZNDKkbSDpEXy/wdJum6I8jFk8zYzMzMzMzObE0ZaDaR2AkjvAI6NiF6vG4iIacBxwEYlM2ZlSVoKuBCYZ6jzYmZmZmZmZmbDSztvYXsOmK/JuPmAQi/EtEHSPa/dMjMzMzMzMxvhhkvNola1UwPpCuB7klasDszfD83jbYhJWkLSpZJekfSwpCMljQMeyJPcI2m3/P9YSSdKejF3jP6VSjrzSjo9D58m6S5J21fGh6RPSPqPpMmSrpK0XGX8ypKukPSSpMdzs7W2Om03MzMzMzMzG67eyE3YvgbMBG6VdIuk30u6Bbg1j/9y6cxZeyQJuAR4HlgX2AXYGjgC2CBPthFwQf6/NmwdUh9WR0laPQ87DlgZeA+wKqkD9dMkja/M8rvA/sDmpA7VD8/5WAi4Fngc2BD4HPAF4IBiC2tmZmZmZmZmc0zLAaSIeBZYG/gScHf+7V35+5oR8fig5NDasQWwLLB7RNwZEdeSAjd7k4JKAP+LiCn5/yeB/SLivog4HngBWCOPuw7YKyJuiYh7gKOBNwOLVeZ3fET8KSJuAk4B1s/DdwamAp+NiDsi4lfAt4GvFl9iMzMzMzMzsy400mogtdMHEhHxCvDD/LHuszLwJuDFVBkJSH0fjQOiwfQPRkR1V30RmJD/PwvYVtIewEqkGk0AoyvT31f5/yVgbCUfN9d1uP43YKFcO6kpSXsCewKc+uMfs+eee/Y1uZmZmZmZmVlXGi6BoVb1GUCSdGI7iUXEFzvLjnVoDHAPqdlavdENhs1sMKwWeToLeCdwNql20RPA3+umndbkt1P7mH+jfLwuIiYBk2pf+prWzMzMzMzMrFu9oQJIwIfqvi9GqmXyIKn504LAcsBrwL9LZ87adhewJPBsRDwPIGkTYF/a6KNK0nykZmjvjIi/52EfqI1uIYk7gI9IGluphbQR6U1+z7SaDzMzMzMzMzPrDn32gRQRy9Q+wHeAx4B1I2LZiNg4IlYEViEFlC4e9Nxaf64E7gfOkbSmpI2A04FZwOQ8zZqS5uknnSnAK8B2kpaW9B7gpDxufPOfve5cUk2jU/Pb2LYBDgZOqWsyZ2ZmZmZmZjYijbQ+kNp5C9vhwNci4l/VgRFxN6mDZL+FbYhFxExgG1LTtL8BvyG9DW333An6maTgzmf6SWc68HHgw6TaRMcDh5ECiGu3kI/JwPtItdP+BfwIOIEUhDQzMzMzMzOzYUatdjMj6QVSIOKXDcZ9HDghIhYsmz17QyvQB1K01OKuf2rYB/nwVWq9lIiUjx5VaN2WCtuPaieuPrhKbaeRppuOx5G2jUqt225aLyWWqZuuJV21bmdM73+iFsSYsf1P1I9uOi90k27aX0qZMaM70gCYa0yBY2BMW+80GlzdVJa6+ebO0wBYZ50y6ZRQYv12UTm1mMrbn0aiE05o/QK1776dnbSV1uX3gD1IXQ/9BDgwVzRpNP2WwJGkl2A9BhwVET/pax7t7IF/AL4vaf3qQEmbA98HLm0jLTMzMzMzMzMzK2N/YDfgI6TWRDsBX2k0oaTlgcuAS4C1gEOAH0mq7we7l3ZC3nuT+ti5XtJzwP+AhUmvjf8LsF8baZmZmZmZmZmZjVhzuG+j/YDvRsQ1AJIOBI4g1TKqtyNwS0Qcnr/fK2kzYBdSVzgNtRxAioinJK1NekX8J4B5gH8CP42IP7aajpmZmZmZmZmZlSFpMdIb2f9SGXwdsISkJSPikbqf/AK4vG5YABP6mk+7jW53I3WmvXBl2BaSDoqIU9tMy2zY6KY+BEr081AqEl6q/6Ii63fU6M7ToLv6deqm/lKK9C/STX0rFKJpr3WeyLhxnadRyJSpZfaXuSaMrP5ouql/nWJ5mTat8zQK7bt69ZXOE5k4sfM0RqCR2E/V2AJdBo196bnOE4Ey+10X9YEUhcpSRbb1Qgt1ngZlykHFzrtdVH7pqvUyws3BGkiL5r+PV4Y9lf8uAfQKIOWXob1O0luBj5Hent5Uy2csSTuRXgl/fv48BSySZ3KypBcj4vxW0zMzg+4KzpmZmZmZmZVSMoAkaQIpGNRILaJdfbpZ+398P+nODVxMCj79uK9p2wl5fx34cUR8vm74r3KfSF8lBZbMzMzMzMzMzN7Q2gkgSdoT2LMyaFJETKp8Xw+4tsnPv5r/jgemV/4HeLWPec5P6kx7WWCTiGg6LbQXQFoe+FKTcZcCn2ojLTMzMzMzMzMzA3KwaFIf46+Dxs03ch9IR5Faid2bBy+S/z7R5DcLkV6U9lZg84i4r788ttMQ8yFg9Sbj1gCebSMtMzMzMzMzM7MRa9as1j+diIjHgYeBTSqDNwEeb9CBNpLGkWoeLQS8KyLuamU+7QSQzgQOkbS7pDflmb5J0h7AQcDP20jLBkjSbpIeHYL5Lixpxzam/z9Jqw1mnszMzMzMzMy61ZwKIGWnAEdI2kLSZsARwAm1kZLeImme/HV/YF1SS7JXJC2SPwv0NYN2mrAdDaxJqlJ1qqQZ+fcCLgK+00ZaNvx8HxgLXNDi9H8G3g3cOmg5MjMzMzMzMzOAHwBvIcVnZgI/JcVxam4kVQw6CPgIKZ7zx7o0/krvWky9tBxAiogZwE6SDgPeBbwZeA64LiL+22o6Nmz5VVlmZmZmZmZmLSr5Frb+RMRM4ID8aTR+6cr/6w1kHu00YavN6NaIODkiDouIU0ZK8EjSspL+KOlVSf+V9GVJD1bGryrpz5KmSLpX0gGSlMcdJOnXkq6S9Lyk90laVNKF+ftrkv4l6V15+qUlhaTtc1ov5t8vlMffIemrdfn7h6RmnZhXp/tU/v00Sf+TdIqkMZXx+0i6X9LkvDwrVcbtWRl3naT1a8sHfBLYpbZOJK0k6XJJL0uamqdfNY+rrbc/5N8iaRNJN+T1d5ukXdvbQmZmZmZmZmbDxxxuwjbo2g4gjUQ5wHIZ8DLp1XhHAN+tjJ8LuAL4B6nD8H2A/YC9K8l8iFRVbDNSta+zSU2+NgbWBh4Bflw3668Du+Tfbgh8JQ8/D/hoZf5LAesDv+hnOTYBTga+SXpr3l6kNo3b5fGfAQ7L49cCHgV+peRDwKGktpBrA5cDf5a0KKna2y/y8q2fA2e/JnWsvlZextGkKnPkvJKX4WhJiwC/A84hdcR+CPDDPE8zMzMzMzOzEWekBZDa6QNpJNsCWArYOCJeAG6XtDqwUx6/M/BcRHwjf79H0rdI/T79MA97NiJOqiUo6TfAxbUezyX9CLiiVmspOzgirs/jz6En8HIucLCkZSLiAVIg5tqIeLT3z2czBfhMRFycvz8k6QBg1fx9L+DEiDgvz3Mf4NvAfMBXgSMj4ld52sMkbQXsHhGHSpoCjImIZyTNDZwOnBwRk3NaZwLfAMjTADwfEZMlHQhcFRG1DrzuzTWf9gN+09cCmZmZmZmZmdnQcw2kZA3g3hw8qvl75f+VgVVz067JkiaTejhfOr/+DuDBujRPAf5P0o8lXQ38Mg8fXZnmvsr/L5FqLBER95I6uKrVQtqRVCupTxHxT+AWSQdL+qWku0g1m2rzXAX4Z2X6FyPiyxHxYl7Gw+uWcRNghQbzeYVU02lXST+R9Ffg+Lplq1oZeH9d2l9vlHZuRneTpJsmTZrU3yKbmZmZmZmZdSXXQBqZZjB7J9HV72OAq0k1eBr9FmDq6z+URgF/ABYAzifVshkHXFz322l9zPNcUp9DvyAFuH5JPyS9F/gVcBapyd3BpEBPs/lVjSF1tnVl3fDJDeYzDynA9RxwKSm4tRLwtT7SPo/URK5qZv2EETGJ9KY/iIg+8mtmZmZmZmZmc4gDSMltwHKS5s+1cQDWrYy/i9SP0IP5bXRI2gF4b0Ts0aBZ2SqkN9UtFhFP5Ok/n8e1+jazC0h9D+0O/CEinm3hN3sAP4uIz+Z5jgGWA/6Sx99D6t/okjx+blItqK3yMi6Zaz+Rx58CXEMKglWDOZsDSwJrRMT0PO17+li2u4B31aX9BWAxUn9MZmZmZmZmZiPKjBn9TzOcuAlb8idSh9CnS1pZ0vbAvvQETX4OjK+MfzfwI1INnEZeAGYBO0paKgebDs7jxreSoRx4ugb4Ei00X8ueBTaStEZ+I9qZwKKVeZ4AfDG//W15UqfezwK3A8fmcZ+UtJyk7wKfBu7Mv50MLCVp8fybicB2Sm+U253UoXh12SaTmv3NT6oFtZakIyQtn9fHUaROvM3MzMzMzMysyzmABETELFINo0WAW0idY59BbvIVES8D7wOWBm4GfkYKzjSsPRMRjwKfIzUJu53UufQXgemkGkCtqtX8+VV/E2YHAU+Q+m/6Y87/j2rzjIhzgMNJgaR/AQsD20TErIi4gNQE7bukGlkfBraNiFty2meRajP9m/Q2uoNJHYj/h/Smt88DC0p6W57+OOBI4LsR8RCwNamm063AMXn4KW2sCzMzMzMzM7NhY6T1gSR3MwOSFgbWjojfV4Z9BfhgRGw+hPn6DrBqROw4VHkYUgV2zmi5xeDwITo/ZmfOKrNeRo/qPC/dto1KnLxLrJdSSq3fEvtdsSvjqC569jGtr67lWjRuXP/TzCFTppbZX+aa0D3HgDXRTfvuq692nsbEiZ2nMRIVajsRY8Z2nEaR60gpzzVrRNCmEvvdhAmdp1FIV5UZHn648zSAeNtSHafRVftuISW2dbH10s9rxoe7Aw9sfUV9//tddmPUgPtA6vFrSfsDvwWWJ71i/vChyIik1YG1SLWWPjYUeTAzMzMzMzOzgRsuNYta5QASEBFPS/oo6S1hxwJPASfR+w1mc9I6ed6nR8QfhygPZmZmZmZmZjZADiCNUBHxK1rva2hQRcTPSP0smZmZmZmZmdkw5ACS2RzSVW1zu0iJ9TJ61vQCOYEYNcL6RABGd1H3Ol11DHTT1a9Enx5jCl3+uqj/ohK6anFGYp9ZU6d2nkapjVTqGLDBU+IYKLT/F+kfcFYXvcu6RL9bUKT/om7ql7KbHHdx530XAey/38jqr7Pbys32xuPSg5mZmZmZmZlZYd30DLYEB5DMzMzMzMzMzAobaQGkLqrXbWZmZmZmZmZm3cg1kMzMzMzMzMzMCivRdWc3cQ2kAZK0tKSQ9PY5PN8zJf18Ts4zz3ctSZu2OK0k7SXJ+5eZmZmZmZnZCOAbfGvVJcCKLU77LuAUvH+ZmZmZmZnZG9SsWa1/hgPf4Fur2nl/Zfe869LMzMzMzMzMOuYAUue2kXSvpCmSLpO0YG2EpE0k3ZDH3SZp1zx8gqS7JZ1dmfYUSXdIWkrSTEkbVMbNJ2mqpHX6yoiksZJ+IOlRSdMlPSTpc5XxEyWdJOkZSc9JOkvSvHnceEnH53HPSvqFpLfmcVcDSwGnSTozD9ta0s05Xy9KuiDnc2ngqjzL6ZI2z9PvKel+SZMlXSdp/QGvcTMzMzMzM7Mu5xpIVu9TwM7A5sDawNcBJC0C/A44B1gdOAT4oaQPRcRUYE9gF0nvzH0L7Q58KiIeAq4BPlqZx7bAQxFxcz95ORDYBtiB1NzszDzPxfL4U4Etge2A/wNWA47N4w4HNgK2BjYj7RuXSVKe/lHgAGBfScsAFwE/BlYCPgJsAewFPAJsn9NcAvibpA8BhwL753V0OfBnSYv2szxmZmZmZmZmw5IDSFbvwIi4ISKuB34BrJmHfwG4KiJOiIh7I+IC4DhgP4CIuBo4AzgBOA04PiL+kX97LikIVLMjcF4LebkV2D0i/hER95OCQqOBFSXND3wM2Cciro2If5MCPndLmgjsDewVEddHxK3ArsCqwCYR8RwwE3gpIl4kvb1v34iYFBEPRsSVwB+BVSNiJvBczs9TETEN+CpwZET8KiLuiYjDgJtIQbNeck2lmyTdNGnSpBYW2czMzMzMzKz7jLQA0pihzsAIcF/l/xeBCfn/lYH3S5pcGT8GeKby/cvAPcCrwLcrw38J/EjShsDdwLtJtX/6FBGXSnq3pGNINYNqTd5GAyvk+f+zMv0NwA2SVgPGAdemCkevm5B/d23dfO6R9Jqkb5JqMa2aP82CXCsDh0s6tDJsPKlWU/0yTAImpf+J/pbZzMzMzMzMzAafA0idm1n3vRaBGUMKqBxaN746/VLAfPmzIvBvgIh4QdLlpFpItwO3RsSd/WVE0veAz5JqNp0NfB54MI+e1sdPa/vBZqQgWNUzdd+RtCbwV+A3pODSseSaVX2kfwBwZd3wyQ2mNTMzMzMzMxv2hkvNola5CdvguQtYITdfuzci7gXeS262JWkUqenaz4CfA6dLGl35/XnAh4AP0lrzNUhN0r4YEQdGxPnA3Hm4gPtJwau1axNL2krS3cADedxClbw+QwoMLZUnr9YG2hX4a0TsFBEnR8SNwPL0BM/qaw7dBSxZty4OIPUbZWZmZmZmZjbijLQmbA4gDZ6TgbUkHSFpeUk7AEfR02zri8CypE63vwYsB+xb+f2vgcWBDwAXtDjPZ4GtJS0r6Z2kWkgA4yPiZeCnwAmS3iFp7ZyfP+V+jU4DTpK0haSVSIGtNUhN7CDVFlpJ0gJ5PqtJ2jAv2zHA+qRmabVpAdaRNIEUiPqipE9KWk7Sd4FPA/3WqjIzMzMzMzOzoecmbIMkIh6StDVwJPAl4EnguxFxiqS3Ad8D9o+IZwFyf0I/kHRx7ph6iqRfA2+LiIdbnO2ngVOA24DHSUGhaaRaR5eR3oJ2AnAFMAO4mNQPEzmPPyAFqyYAfwPeExFT8viTgKOBZYBP5DT/ALwG/AU4GPh4nva/wO9Jzds+FhEXSFoY+C6wGClwtG1E3NLicpmZmZmZmZkNK8OlZlGrFOF+iruVpD8DF0bEKUOdl6FQohNtjcB+uAP1P1E/NGN6gZxAjBnbcRojcRuVUmRbl1q/3XT1K5GXMX5+0sjMWZ3vcwCjRxXY70rtc6O6qLL11KmdpzFuXOdplFJq3b76audpTJzYeRrdpovOuzMZ3f9E/Rg9q0zZo4gnnyyTzgILdJzEzAlz9z9RC0qcd0uUO6BM2eO448vkZf/9ume9lFCqXNdVZcy6tziNNDvt1PqKOu+8LtrZmnAJugtJ2hzYEFgX2G5IM2NmZmZmZmZmbeuiZwFFdNFjOavYhdQv0ucj4oUhzouZmZmZmZmZdTElh0l6WtLzko6ue1FX/fRbS/qvpCmSbpH0/v7m4RpIXSgi9gD2GOp8mJmZmZmZmdnAzOEaSPsDuwEfIb0h/Rzgf6R+mXuRtArwS1KfyL8jtXy6VNLKEXF/sxk4gGQ2hxRrVz5rZueJFOq3okhfSqX6oil0di7Sz0OJ/l9KmTGjTDrd1GdQF9UFnj6j8+N67Jju6c+g1KodPavAflfoPNVV/TyUWKZSx3Q39Q3VReeXIvtLies0dNX+MmpM59dGCp1fXpnWef+Lc5fa5wqk001lhm7ql3KJJYY6Bz26ab2UOqbVReddK2o/0ou7rgGQdCBwBA0CSMCSwA8j4qT8/WhJ3wDeATiAZGZmZmZmZmY2p5R67tMfSYuRgkJ/qQy+DlhC0pIR8Uh1+oj4PenN6UgaS3rT+njg733NxwEkMzMzMzMzM7Pha9H89/HKsKfy3yWAR2hA0krArcBo4GsR8UBfM3EAyczMzMzMzMyssHa6B5C0J7BnZdCkiJhUGT+BFAxqZGL++1plWO3/8X3M9klgfeCdwDGS7o2Ii5pN7ACSmZmZmZmZmdkQysGiSX1Msh5wbZNxX81/xwPTK/8DvNrHPF8A/gX8S9JqwD5A0wDSkPWgKOl0SVfPwfntIGmR/P9Bkq4bYDpXS/pe2dz1Sv9MST/vhrwMFkkhaauhzoeZmZmZmZnZYJk1q/VPfyLiuohQow/pjWsAi1R+Uvv/ifq0JK0haeO6wbcDC/WVhyEJIEnaEvjMHJzfUsCFwDxzap5mZmZmZmZm9sZVMoDUl4h4HHgY2KQyeBPg8foOtLOPAqfUDVsXuKOv+czxJmyS5iZVy/rrnJztHJyXmZmZmZmZmb3BdRoYatMpwBGSHgZmAkcAJ9RGSnoLMCUiJgNnAPtLOgw4E3g/8DFgo75mMBQ1kA4Drs6fpnJTrmMknS/pVUm3SVpT0mGSXpD0iKTtKtMvIelSSa9IeljSkZLG5dG1nsTvkbRb/n+spBMlvSjpaUlfyem8Q9LMWnO3PGxFSTMkLdwgn/tIul/SZEl/lrSSpMVyGhtUpptP0lRJ6zT7XZP1sLWkmyVNkXSHpI/UTbKopN/ltO+W9N7Kb+eX9LO8jE9KmiRp3jzuUEnPSVoof98oL+PmdfOdmn9/gaT58riD8nY5KY97SNLXK/MdJekrku7L+b5G0ppNN7aZmZmZmZmZdeIHwLmkPowuAs4Djq6MvxH4MkBE3A+8D3gP8B/gs8AOEXFzXzOYowEkSRsBHyFnugV7A9cBawIvkoJOCwLvAK4EJikDLgGeJ1W72gXYmhRxA6gFcjYCLqgbtg5wOHCUpNUj4h/Ag8AOlXzsCPwpIp6uW57PkAJi3wTWAh4FfkVqY3gNqVpYzbbAQxFxc7Pf5eWopr8FcDFwVl4Hk4Bzq4EpYFfSzrEqaYc4W1Jtu55BasO4KfBBYEVSdBHge8DTwOE50HY6cGpEXC1pmZzmj4GVSNtsC2Cvyny3A2bk9XhqTmeVPO47pG28f16/DwBX1IJXZmZmZmZmZiPdnGrCBhARMyPigIh4c0QsFBFfiYhZlfFLR8RBle/XRsT6ETFXRKwaEb/pbx5zLIAkaTzwE2C/iHi+xZ/9OyJOioh7SNGzifn3dwInkYJJC5GCG8sCu0fEnRFxLfAFYG9JY4Bncnr/i4gp+f8nc1r3RcTxwAvAGnnceaSgSc2OeVi9vYATI+K8iLiX1GP5b4D5SJG/+iDUeS38rmpv4JKIOD4i7o6I40iBna9Uprk0In4SEfcBRwFvIdVKWg74MLBrRPwnIv4JfALYTtKSEfEasAfwaVKAaiJwYE5zDLBvREyKiAcj4krgj6QgVc0LwAERcVdEHA48B6yXg2D7AAdFxK8j4o48n+l5/n2StKekmyTdNGlSXx3Qm5mZmZmZmXWvORlAmhPmZB9I3wHuiYgL60dIupxUSwaAiKh1dn1/ZbIpwFMRMbXyHdKr6VYG3gS8WKnEI2AcsBSp/V+9B6vROFINpwn5/3OBr0talBSkWo5Uw6neKqTaS7V8v0iuXSXpl8CPJG0I3A28Gzighd9V018ZOK1unn8D9qx8v69uGcjLsTJpHTxclybACsAjEXGtpDNJHZp/MLeFJCLukfSapG8Cq5ECR6vSO4j2YERU1+vLwFhgYWAB4PrK8k2XdFPOU5+qry6MIPqb3szMzMzMzMwG35wMIO1MqhkzOX8fB4zO31cE5mrwmxl135vF5cYA95CardV7BFiswfBGQSUBRMTtkv5Laqa1MPC7HOSpN61JfoiIF3JgbAfS6/BuzTWn+vxdnakNho3On5pmyzEGeIXURK7eE5D6KiIFiGYC/wf8Lg9fk9TJ+W+Aa4Fjgf3q0mi0DGqS50b5NjMzMzMzMxuxhkvNolbNyT6QNicFK9bKn9OAm4C1IuKxiLi39hlA2ncBSwLPVtJYhNQH0igYUE2W84APkfoOatR8DVLQau3aF0lz586qV+snjf5+V3MHsGHdsI1Iy9ufu4C5gdF16/VYeprK7Q0sA2wP7Ffr4JvUr9JfI2KniDg5Im4ElqeFt9nlQNsT1XxLGkvqm6qVfJuZmZmZmZkNe27CNkAR8VD1u6TnSa+QG0jAqN6VpOZu5+S3gU0kdQr974iYWqn1tKakJ1tM8zzgIFJNm8uaTHMCqZnav0k9l38HeJZU4wjg1zkfbwO+1Mbvao4F/i5pP+C3pEDUdqRX7PUpIu6QdAWpU+19SDWDTiEFlJ6QtCSpI+19IuJXki4ATs8ddD8LrJab3z1H6rNpfeDh/uabHQMcJOkxUvO9A0k1zJoF4szMzMzMzMxGlOESGGrVnGzCNmgiYqakbYATSX0ETSH1WfSlPP7Z3NfPucBXW0zzYUk3A/dXOt6un+YcSYuTAkJvIjX72qbWt1JETJH0a+BtEfFwK7+r9lcUETdJ2hk4BPg+qQbPRyPiDy2tmFST6ARSgC2AP5A6uAb4ESl4dVb+/uWc/pdI63HtPP1rwF+Ag4GPtzjf40i1nE4F5gf+DmwWEU+1+HszMzMzMzMz6yKKcD/FzUi6D9g7Ii7vII0/AxdGxCnlcvbGUKITbXVRP9zRfwvAlmhWo26vhkiJkPqYQnHsQuH9mQW66ho9qsx+V2Kf0YzpBXJCue1Uwoz67vEGoNDyTJ/R+TYaO6Z79pcSqxZgLAX2u1FlWtnHqM6P6WLXkmmtdoE4B5RYv4W2UZEdb9y4ztOg0Hm31HW6xPotdFDHmLEdp1HqevTKtM7zMvdLTxTICbDAAp2nUWjfHWku/GWZcvNHduiee4EiSl2ou6lc1+CNTyPJppu2Xoi49tpCN4yDqIv2nO4h6QPAlqROn68cYBqbk/oBWpfU7MzMzMzMzMzMbFhyAKmx/YHVgV3qXlXfjl1Ib2D7fES8UCpjZmZmZmZmZtb9SlUa6xZuwmbdyzvnoCrVpK5bdFWTARtcJZorFtrORZqwjSqz75ZoqvXqqwUyAszNK50nUqpZR4lq+qV6wCyw35XY56C7mhkydWrnaUyc2HkaFGrC1k1NHkud6+i82ViRfY5CTdgevK1AToCll+44ienj5u48H5RpDl2su4UCx8Bmm5fJyzV/LnCNLXQczZzV+TKV6iahq4zwJmwbbdT6AfH3v3f/DZprIJm9AY204JGZmZmZmVm3GWlvYfOjdjMzMzMzMzMz65NrIJmZmZmZmZmZFTbSaiA5gGRmZmZmZmZmVthICyC5CVuXkLSwpB1bnDYkbTXYeaqbpyTtJamlfaad5TEzMzMzMzMbaWbNav0zHDiA1D2+D3xoqDPRh3cBp9D6PtPty2NmZmZmZmZmLXITtu7R7a/Fajd/3b48ZmZmZmZmZoNmuNQsapVrILVI0tK56dgukh6V9IKkkySNrUyziaQbJE2RdJukXSvjzpR0gqTzJL0i6W5Ju+VxBwGfBHaR9KCkr0m6vW7+e0n6Twv5XEnS5ZJeljRV0nWSVq2MX1vSNZJelXS/pE9Xxq0q6c85//dKOiA3XVsauCpPNl3S5pLGSvpBXhfTJT0k6XONlicPm1/SzyS9KOlJSZMkzdvWRjAzMzMzMzMbJtyEzb4D7ARsmz/fA5C0CPA74BxgdeAQ4IeSqs24Pgf8C1gH+D1wiqQFgKOBXwAXAesD5wErSVqt8tuP5uFNSRLwa+AhYC1gY2A08IM8fiHgT8AdwNrAN3MeNpE0F3AF8A9gDWAfYD9gb+ARYPs8myWAvwEHAtsAOwArAmfm5V2swfIAnAEsBGwKfLDyGzMzMzMzMzPrcm7C1r6vRcS1AJK+DRwt6evAF4CrIuKEPN29klYiBWF+k4f9NyKOyr/9Jik4s1pE/EXSFGBMRDyTx/8N+Ahwq6S3kvog+kw/eZsInA6cHBGTczpnAt/I43cEXga+EBEzgbskLUgKMu0MPBcRtWnvkfQt4DsR8UNJz+XhT0XEDEm3ArtHxD/yfA4nBddWjIirqssjaTngw8BCEfFcnv4TwIOSloyIR/pd62ZmZmZmZmbDyHCpWdQqB5Da97fK/zcBCwBvBVYG3i9pcmX8GOCZyvf7av9ExEupwhBjaexcUi2g75ICSTdGxAN9ZSwiXpF0MrCrpPWAlUi1nZ7Nk6wC3JKDR7XfnASQa0qtWpf/UcB4SeMazOtSSe+WdExlPpCCUfVWJvWJ9HBe5qoVSDWcyPnYE9gT4NQf/5g999yzr0U2MzMzMzMz60oOINmMyv+1YMks0ro8Dzi0bvqZlf+nNUivWWfTvwBOyP0XfYR+mq8BSJoHuBF4Drg0/2Yl4Gt9zL9mDHA1sFeDcTPqB0j6HvBZUtO0s4HPAw/2kfYrpGZ19Z6ofomIScCk2pc+8mtmZmZmZmbWtRxAsrVI/QgBrAc8BTwN3AW8KyLurU0o6QvAYqS+hvrTK1gSEf+T9EdgV+AdpOZn/dkcWBJYIyKm5zy8h54g1T3AhyWNiohZefwZwKM5/9sBD0bEjDxuB+C9EbGHpPpgzl7APhFxXp52ldpiN1ieu4C5gdERcVee/u3AsaQg1CstLJuZmZmZmZmZDRF3ot2+4yStJ2lL4GDgR5FqypwMrCXpCEnL5+DLUaTgTCsmA0tJWrwy7FxgX+DaiHiyhTSeJfWDtF1+a9zupH6Wxufx5wDz5GVYQdJOpL6PrgB+nqc7XdLKkt4N/IhUm6mWP4B1JE3I89pa0rKS3kmqhURlXq8vT0TckedxtqQNJa0JnAW8NSJ61UAyMzMzMzMzGwn8FjY7H7gs/z0DOAwgIh4Ctga2Am4FjgG+GxGntJjuWcBywL/V01HQJaQaPf02X8t5+DspqPVD4D/Ap0hNyxaU9LaIeJH0BrQN8/iDgU9HxN8i4mXgfcDSwM3Az0hvSavVnvov6c1x1wLvBz5NetvcbTnvF5Le4LZ2k+XZlVQD6krgGuAx4P+1uG7MzMzMzMzMbAjJ3cy0RtLSwAPA8tVmaoM8z6WAO4FFI+KFOTHPruKdc9BE0663hi/Nmtn/RK0Y5bh61yvxiKbQdp4+o/NjaeyoMvtujGr0DoP2vPpqgYwAc5domTxutvc3DMyYAq31Sz0WLLDfldjnAMYyvfNESp0vp07tPI2JEztPgzLXR1Go+DKtr64rW1TqXNf0nS+tK7LPAa9M6zwvcz94W4GcAEsv3XES08fN3Xk+gLFjOt/vSpUPSxwDm21eJi/X/LnANbbQcTRzVufLNHrUCLw9avCWpZFkmWVaPyAeeKD7b9LcB1IXkjQ3PbV8LnpDBo/MzMzMzMzMrGs4gNSdAjgNeAjYY4jzYmZmZmZmZmZtGi59G7XKAaQWRcSDMGeqlEXEq8Cb58S8zMzMzMzMzMz64wCSda1u6qenWH8GXaJYf0GllGhbXqh9ejf1f1EkLzPK9DlRoh+ZYn0rdFEfSEUUykuZ/a7QebeLjukiCuXllVc7X7+FuvqhSBGwRB89UKa/qxkzOk8DYEzn/esUU2K9TJ7c/zQtGDNPgfUyrcxj+BLdmrHwwgUSKaNE30WldFP55aSTCmQEuupa0kVZ6ary7kg30mogddFubGZvSN10NTUzMzMzMytk1qzWP51ScpikpyU9L+loSf2+ZUXSOEm3STqov2ldA8nMzMzMzMzMrLA5XANpf2A34COkauXnAP8Djuznd98CVmllBn70b2ZmZmZmZmY2vO0HfDciromIq4EDgS/09QNJawC7A3e2MgMHkMzMzMzMzMzMCptTTdgkLQYsCfylMvg6YAlJSzb5zWjgDFKg6dlW5uMA0jAhabykWyVt1cc0Z0r6eQfzWEvSpgP9fZvzir6WxczMzMzMzGw4m4N9IC2a/z5eGfZU/rtEk998GfhfRJzd6kzcB9IwIGkCcC6w6iDP6hLgMODaQZ6PmZmZmZmZmWWS9gT2rAyaFBGTKuMn0DwYVHtP62uVYbX/xzeY1wrAV4D12smjA0hdTtIqpODRnHin/ZyYh5mZmZmZmdmI107NohwsmtTHJOvRvLLHV/Pf8cD0yv8Ar1YnlCTgJ8BhEfFg6zl0E7bhYFPgSmCjFqefV9LFkqbmJm8b1EZIelDS7pXvm+emZGMkXQ0sBZwm6cw8fmtJN+e0XpR0gaT58riDJJ0v6aQ87iFJX6+kPUrSVyTdJ2mKpGskrdnx2jAzMzMzMzMbBko2YYuI6yJCjT6kN64BLFL5Se3/J+qSehuwCfA9SZMlTSbFG74h6fK+8uAAUpeLiFMj4qsR8Wr/UwOwDXAbsBbwe+CPkt7cwu+2Ax4FDgD2lbQMcBHwY2Al0qsAtwD2qvvNDGAD4FTg8FxjCuA7pDaV+wPrAA8AV0iat8XlMDMzMzMzMxu25lQfSBHxOPAwKTBUswnweEQ8Ujf5Y8DywJqkuMFawL9I9/670wcHkEaemyPi2xFxJ6lN4zPALv39KCKeA2YCL0XEi6TmjftGxKSIeDAirgT+SO9+mF4ADoiIuyLicOA5YL1cJW4f4KCI+HVE3AHsQapK94liS2pmZmZmZmZmAKcAR0jaQtJmwBHACbWRkt4iaZ6ImBER91Y/wFTguYh4rK8ZOIA0TEm6vFbdLFc5q7mx9k9EzAJuAVZuN/2IuAf4naRvSjpP0n+AjwKjK5M9GBEzK99fBsYCCwMLANdX0psO3NRfXiTtKekmSTdNmtRX808zMzMzMzOz7jUH38IG8ANS/8kX5c95wNGV8TeSWgkNmDvRHr52B+ZqMLx+1xsFTMv/R924pts/91f0V+A3pI66jgX2q5tsGrMTKXrZyGh6B6BmU+04LGK2/JqZmZmZmZlZnVy544D8aTR+6T5+u0mzcVUOIA1TfVQtW732j6QxpP6Hah1hTQPmq0y7bH2ylf93Bf4aETtV0lseuKeFvL0o6QlgQ+Dm/NuxwLrAVf393szMzMzMzGy4mzFjqHNQlgNII8/Gkr4NXAh8ERhHT4/sNwJ7SboSWBD4Ut1vJwMrSVoAeBZYTdKGpL6N9gLWJ3XM1YpjgIMkPQbcDRxIqjF13kAXzMzMzMzMzMyGhgNII8+ZwMbAN4FbgQ9GxCt53Lfy+H8Cd+XvF1Z+exKpjeQypM6u1wb+ALwG/AU4GPh4i/k4jlTb6VRgfuDvwGYR8dTAFsvMzMzMzMxs+CjUt1HXUIS7mbHu1E19IKl7slJGN53JRnVXX/6BOk6j1P5SJC8zphfICTCm8+cNJZYHCi1TgeUBmD6j82UaO6Z7zi+vvFpmG809akrniYwb13ka0FXnmBLrd+LEAhmh0HlqWqOuEAegi7ZRjBnbcRpdVWaYPLn/aVoQ88zbcRqa9lqBnMBrjO84jfEvPVMgJ5Q5IEsd1F2kxPX+1lsLZARYfbXuOR5HXBmz1LkuvcF7xBo/vvUV9dprhQrLg8g1kMzMzMzMzMzMCuum5/YlOIBkZmZmZmZmZlaYA0hmZmZmZmZmZtankRZA6p5G52ZmZmZmZmZm1p0iwh9/hu0H2LNb0nFenBfnxXlxXpyXbkjHeXFenBfnxXlxXrohnVJ58ad7Pq6BZMPdnl2UjvMyeGmUSsd5Gbw0SqXjvAxeGqXScV4GL41S6Tgvg5dGqXScl8FLo1Q6zsvgpVEqHedl8NIolU6pvFiXcADJzMzMzMzMzMz65ACSmZmZmZmZmZn1yQEkG+4mdVE6zsvgpVEqHedl8NIolY7zMnhplErHeRm8NEql47wMXhql0nFeBi+NUuk4L4OXRql0nJfBS6NUOqXyYl1CuXMrMzMzMzMzMzOzhlwDyczMzMzMzMzM+uQAkplZF5E0Jv/VUOfF3hhK7XOSviXpk2VyZWZW3ki9to7U5RooSQsOdR7qeRvZSOEAko04kt421HmokbS1pIU6TOMt+TNXh+ksktMZ22E6vgAOEkmfAPaWNDEiosS69vZqbKjXi6QtJC3XYRpq9H+baRTZ53IQahngU5LeMpA0rH9Dvd9a95M0l6S5C6U1ukAayn+L3HN0cI5aR9Lcpa6tOc0hv4+StBRAdFmfJEN5rpL0feCLnZZ3c1oTCqSxFqRt1Ml6KXE8ltYNx4DNed7o1nU6ORlJOg24oMQJv5LmKrU8tXriV7Io8GvgWEkLDHDe3wV+AdwGnCLpwwNM5zDgEuBW4HhJKw4wnTH5Alj03DHcb4ok7Spp0w7TEPB+YCdgl4He0EtaRtJKtcDlANPYQtKa7fymSToLSlqsQDqb1QrJHaSxvKSVJc0PZQrbAzkO8rlhZeA3wBckLd1BFt4saW5Jo/J2bqtwWWqfA4iIGaRlWhxYPqc/xwu7kpaVNH5Oz7eZfB0okc5WkuYpfZM41IX/SnBhKG82t9MgPHgaimWS9A3gPOA/kvaV9KYO0tod2EkdPrwCNgGIiFkD3d8krS5pk3w9GTeA378PuAz4ZKdBJEmLS1pC0uiImDWQNCppdbT/SzoB+HaBbVTNy4DO25JWk7RW7VgayLlK0hoDmXddGscA+wMXRsT0DtPaB9hfHdRmyvvezyTtBQMPIhU8Hjsi6Z35erQldHZc2zAWEf740xUfYEdg8fz/qAH8/ljgf8C6hfIj4E3Aa8DeA0xjA+BF4AzgLW3+9mvAk8AHgT2AHwN/AtZqM53PAk8D7wH2A3Yf4LrYGngEmDjQbVRJb11gK2ApYPwA02hrPfS1bPnv24BFgDe3+fslgLuBG4D1OszDGOBk4Crgc8Bc1fEtpHMYcBPwMnA58JU28zEKmIcUaJwErNTBej0Y+AvwPHAqsOQA0hiV95WXgSMHkkZO56i8TC8DvwI27mC5dgY+Xr/tBpDOx4EHgB8ASw/g998GrgX+TrphHDsU+1yDdH8FXDfA3w5onpV9ZT3g/nzObGt9tJqfds57+Zx7NrB6h/k4CbiFNq8hDdLZAfgmcDzwBWBCp+uoxAd4B7DdANbvB4CPAh8byD5Euq7ND8wCfjbQ80tO66Ok6+vXSQHUAe/LDdIe3eJ03yFd63cDjgBeATbrYL6/AW7P+81cA0xj1bx+968Ma6vsABwO3AM8CDwMfANYuM003gI8l8+ZewPztLu/5Om/m4/Fe0kP9t4xkGWqS3Og+/8xwKvAmgX3tS3I17dW97s87ZGka+yzwB+Ajwxg3ivm7fzhDvJ/DKnMsXKh9XEYqRz+RWChAfx+FWA+4PS8XvasjGt337us0+OxwPo4ErgLuI9U7v3lQJfHn+H9GfIM+ONPRADMTbqBuYhcSG7zQnpEvmisMQh5+1YuSC3exm9EvoEBNgOmkQJcLd0AkJ6wXQx8pjJsI+BRYLc2838sMKlu2HLAmsAi1Tz3k87yuSB4LR0EkYDv5wvPk8C/K4WVltIi3SgunvPS1rpotJ3y3w/nAuEDwE+BDdpM54K8PH8B3tXqOq1Lo7a/rARckdfN7rR4Qw/sm/PwLuD/gIOAvwIfbCMPY/Lf3wNTgBMYQBAJ+ArpRub/kW6sXgQ+32jdt5je7aTC6aHAUm3mZee8XjYC3gd8tNl+0N++QrrZvB34D7B9u8tCauK1UmVb70QKyrYVRAK+mpdpZ+BLwM3A5yrjWz2WOtrn6tZNbd/ZmBTU+mCbaYyq/P82YCFggTa39XhSkPBOUnCh5RugZvsE6fy9H/CJyrBW1+9HSOf+U4G1B5iPY4EXar+v5KHdm4+jgMdINVFvAh4infPeTZs3I5U8jG91XfST3iVUgo4tHo9HA0+QzrkzgOMHMN9R+e8NpOvJz4HFBpDO93NeLsjr+E/Aezvc71bO+96CrawTYCLwOyo37qQb1v3z8d32cuU0ziKd7z7S7n6Sf79kPgZmAd+oX/ct/H63vE7fBSyYj8V7ga3bTGcB4A7S+fsqUgB1/jyu1QDdvqTz9YdI57mzSefhtoJZDdIdyP5/FOlct2J/+1KbeTkKeIY2HuyRrhlPAOsAG5ICHT+qm6bfdZz306mka/3H2sl3/v0mpCDhp6vrIB9La1Apw7ezbkjlmYdoM4hECtbPAN4KLE16KPdn2gwika+t+f+zOzkeq/OkzfM3sCvpHmR1UllmE1KZ+dCB5MOf4f0Z8gz440/E6yf5q0gF5UuBRfPwfk9upFojLwJHV4aNJt1AfA5Yu9ULfKOTOammzL+BzVvNU+W3O5KeHt9NKkCdTi4Q9vO7uUlP0r9XN/wK4IJW8lG5SPwCuKj2G+Bq4J+58PFH+qmRVElnKeDxXFC4G5h7AOtjJ1KBaz1Sge4XwO/rpulvuUbnv0+RCqafaXX+jbYxqbbCVODLpJpefybVoli/hbRqNyDHATcCp5BuaDarW3dNl4neN84fy4WDS/N6vhPYi56AXcPCRj5+JgEHVoYtSSosH9XO+sm//VPeNx6gzZpI+dg7m94BjR+TgiT/B6zW6rbO04wlBbTuIgUmDgOW6Wub1o07gBQAru03ItUM/CCVp5St7sekJ5yP5G20Sxv77eF5ezxAOrbfVtnmLQWRct7Hk84DX6gM/x0pqLQ2MG87x0AH+9z/o0HtBtLT1j8AZ7axz1TzcyTwL9JN4xXAzm2kMz7n/y7gpbyNO6kZ8H7SueEO0k3rL+g55vs6pmvH/Qakc9S/8nG0Vpvz/zbpurFsH9O0cgwdR3rAsmFl2NtJN3ovkmrDtVUTlHQTfSVwJrBDG7+b7UaSdHN1L/CpFtPYKh9Hq5ECJx/Nv39Ts/2qn/QOJAVKnszrpOWaSMCmpOvhOpV98Frgkg72u21JAfxHSDU6+n2gQaot/RiwX/4+IafxL1Itleuo3Lj2kc7rNcErw86hsyDSz/NnMnDIAPbdk+uG/Qq4egD5+B7pfHcU6Xr92Tx8tX5+J9JDvUuAr1bzn88NR7aRh9mWeQD7/xqk2lhfqcvjO0nnrNX7ml/1Nw2GvYV07d+3jePnUODUyvf9gGuAT9M7mNPfNXK+fAxenrdPy+f+/PuFSN1GnFHZPn8gBcwn5zx9to30ag9Y3kx6uP14XrZ+H2wAJwIzgenkGs+koMuptBFEIpVf9qJyXQfO7eR4zGm0ff4m1fw7r/J9Aume5rKB5MGf4f0Z8gz440/tky8YVwC/zReBdoJI25Mi/Zvm738hVTN+lFTQPI1+boLpucF8fz5RrlQZNwn4L/mmqsXlWZ0UENszX9g/QCrET6KFpxikp5o/JQVaanm7APhV/r/Vi/s2+cK3Vb4YXUZ60vNu0s343VRqU/SRzs6kG7PVSQXkO2izJhKptsQ5le8fJhVsv0V6urNEG9v8FlLhYBYDaGJICnSMBc4Hvp6HTSQV2m8jFRj6bJJGz83k5nlbbZJ/dzWp6vKuffx247rvC5IClfuRm5YAP8zHw170USuEVHic7aaFVIj5WxvrVMDCwD/oeZrYVhCJ1CTqRvITSFIhbmo+fqaSasuc0Oo2yn/3JQX3dsvr6GBSYXPLFtL4AXBL5fvfSTUOXgH+BhxXXf4W0juAVHg/m1QA+3jd+EY3CJ8lFYy3yuv1OnoXxD5KOlcdTf9BpAmkYPt+lWGP5fSfy393oUFAgBTAna/TfQ5YLK+Dl3OeN6gbv27Oy9Yt7G/VAOompMDw+0k3Hz8gBWD6LfTn/W4T0nlJpGZ5L9BmEInewazvAPvkfW0H4HrSTWS/QaTKdv87KSDwD9oIIpFuWs4hnfMXqRxLnyPdCO9HC+dLUuDyRfLxS10Ah3Qz8hw5uNTKugLWJ13LziZds++h/wcR9ee7eSvrcV5SbcfTWjkOSQGv16/HwJak89SJpCD+Bypp93VzVpvmwLy/LEyqOXkxMBewHZVauk3S2J50Da0eV1vmdd5S08W6fW5uUjD3c6QHLWeQgqHvbCGdPYAd8//bkc4za5OaUh5BCmA3rZFKg5rglXFtB5HoCaT+nNRs8qOkcto38/CVqdSuaJLG93Oe5q4M+ypweyt5qEvrGOD0/P9JpHLiX0nliNH97CtjSIH6g+uG/4ZKM54+fl9/7h3w/p+nOZkUiHhz/n4t6br2av57Yhvr5U301CAdl7fVlY32zya/Pwv4TW1a0rXsv3l/q9XMbiXwvlU+ljYmBQ7/SYtBpEr6y5JqUB1JCsD/hnTNfTdwCOlc9f/aWDcfJZWff5aX6SVSeaRpawJ6ao2+HbgQ+Fpl3NK0EUQinf9fIpW/56kMH3AQiQGcv/PvfgTcUTdsT9I5s98H4/6MrM+QZ8AffyICUpOkG0htwWuR8XaDSN/LF6wzSYWuZfLwnUlPHr5RnxbwGeDXle+j8wmx1o77R3nYCsAvyTUO+jjZj678vw0pEDGxMmx1Uj9Npze6ANX9flVSAWs0PTfS5wOX1v1mtrbedeksTrrA/yhfzHarjFuSVLg7rkEaO9L7ifU2OY0JpLbq/yA97W85iEQKzP2r8v1Z0g3sDfnzGLBcX+s4j1stz3tZ0o3mTCo1Mpr8ZidS/xRHAG/Pw+YlPfn7XF7PPyYVXLbO6V8CvK8una+SC+mVYRvndOYnXZzPJNXmmJHXV/0N+PGkwtEClWFLkApeW1aGjScVLO/IyzmxLp0dgY3y/3uRCvlL0FNwP5xUyOh1o97PPjw2z6u2jraghSBSXV7eRy74kW6CLiIdQysDnycF//bpI50N64Z9Grgm//9F0o38LaQni7P141KXl1VI1c8/S7rBujSvo5XyOvsvlZpbLezDa5MKgG8nFeKuyPvLV2lS0zFP/4PK90NJ54CdyUFK4L20HkT6CvnJLqla+QWkY+IteX95spJubV/4LinYWn2C3vY+V5nuLaRA1YOkIMnZeVjtfHAaqRA/275XSaN6Lt6HdON+UmXY/KSb+/8BWzX4fa9jMe9jx5Cf1pKuAy/SYhCpsq62IN18/LmynieQbspvoMUgEqmWVq3G6Pakc+ZptNicjXQc/YUUOB1NCgj8hbTf/5V0Y/P2at7rfr9o3ubHUhdQrFv3fyQdT32dc6t9Zm1ArnVBag59cN4Pdq+fPv9/PJXzHemByt9IzWzflIdtRArq9tv0i3Ss/IqeWnyXk47xk/J8riUd260+ZFkK+GPlmHiKdAzdTD/NzklBy7vofa1ck1T7Z60W519bt6uTgva/BZbPw8YCP6FJEIne1/rq9WQsvQMWbyOVYZqe62hSE7wyfkA1kfK+/8P8/66kWhl3k86dE+j7GNqZVO55W2U97UC6aZ2fJn2d1a2X2u/eCfyuMvx2Uh+XhwLjmh1HleknkWrDTqSnTPY94M+1Y6PJ72rn3q/k75sOZP8nXdfeWfl+c87P10jXgLeTrrF7kK5rX2qQxhZ5nX6AVGNnMVIw4TB6asrMT3qQ1te+8lVgp/z/YuQax6SHEqeTjqM3kcqKd1N5cNhHmquRyt1jSOXfE0nH8y79/K62LWpBsC3zMt1G5eFGztN5wEEt5GVUXg/XkB4a1c73XyadK/elQU0k0vVnMrlfqrzvXlk3zdK0GETK23YW6fh/vXl5Hnceqblfv8cjAzx/123n1UkPR1eujN+JdH1udD/TcfNmf7r3M+QZ8Mef2od0MV06/7896cLYMIhEeqL2SVLNlY+RbnqWIV3gn6euqnae7h5mf/q6ZT45n1Q3/G3Ap/IF6HrSk+g/0aDmBLMHoWoXsU1JQYjajWztIrdNnueP6env6b00aHpSf0EhFQB/X/l+cL6AzE8q/DVLZ1vSDcdrzN4XzVGkG5NqgWvrnMff1/Kfhy9T+f/tpBvHu+hpztZnO3fSU/XtKt+/TgpwjcnpXUy6memzphcp8PUDep7Mf4E+gkikG9mHSE+jriPVhNkgj/skKWj5HlKgY/M8/EpSEOjflfW7fl4v06jrJJJU8KkFLS8nFcJvoq4pHOlm7iVyf11UnpSTChQn0bvN+5icj9tJBYjahbu2ja4E1iIdA8uRbhxUWe6b6ua/aQvHYq0wXdtnq0Gk2fpcqMvLenXjRtH7ydm8pKenp/eRzu/JnZPm4SsBf618/wdpXz6VuhoCjdIgFerOydv3a3V5OZoUEOjzSXjlN4vndbEcaZ89nVTYfg54a/25Kn8/Kc+/tq1rTUEfyv+fRnr6/yFS87aTyTfHefq1SLXcPkqDvtioC1yRbv4urnw/sbI/HlY37Z9a3ef6OBY/Q7qZuYdUY2A50tPkp8nNr+gdUPguKRh9JjkATgrYTAUur1+2vDzfqRwnTY9FZq858RNSEGnr+u3SZHneR7r5/0dO/9eVZZhAqjX5t7zeqstU20bb5+UfRbrRXKwyzba0EESqS3f/vG8dSwqILUA6xpci7c9/oVI7o0Fam5KC2wc0WDe1/fGdpE5R39XPutkm5/8hcsAlD1+GdBP+IJUmK3lcr/NdHvYm0vXvj3k/240U7Novr++GQRt6zmvzA+/P/89NuoGqBacmkM5TfyKfxyq/r5YbdqSn1t3iOe+r5e8XkM4v19DPk3VS0PRkUrOi2vpchBQM2Lyf5ah/4DSLdC7p1b8f6dx+OumBS+36NNu1vpJus4cDp5GuTX0dzw1rglfG14JI2zP7A4216DkGlq3kZ2PSObMW2L2GFESqNnuqrbvaNvo2uTNl0r5eXVe7kYJ84yrzeDep3NbXelmKtJ8vSTr/3Ed6CHANKTAwd5Pl+Qg95dC16vJyAvD3uvksT881dLZzL6kcdAqpzNDS/k/v61qtpv2ipED/8+TjIQ+fhxS0Pbsuje+TzgV35PxcQwoi7Uva558jPXRanXTeP4O65pzMfu5t1Kdg/fVvB1JZccHKsPoyfO3Bw5sq06xMH0GkJtt6VP58j3RM1+e/tt7ry9bVwFqt37GFSPvt5+qm3Z90TdmHfM3Pw99OKktUmxC+M6/vdarrhrQvnkoqM+3bx/G4DqlW8FfzOv8svfe/n5KChbMdjw3Savn83WA7fyQPX5DKeZV0Hn2kbru13KTZn+H7GfIM+PPG+1B5Kpa/N3tq0zCIlC9wd5OeMj5OapJVq8a7M6lAvUpdWu8jXTDnqRu+Sb4QTKdJNWRSQeYk0lOFWdRdMGkehFqc1P/A6VQKYaQCyW2km623kp7yz8rD9mP22hej6CmYXEpub5xP+K+R3zrXQjrbk24Ib6HylIt0gT6bypM8Ui2Lu3JaF9K7hkL14lULIt1av25b3BfG1H3/f6SLYb+djdPz5K62bvamQRCJ1BHpffS+qJ+Tl20eeprpnAT8tjLNBaRC5YJ16V1AqiL9FL07Ob+cVJPpRFIhbVfSDfJ/6AkiHkG6OV26yTLtndfnF+gpaMxNqjp/Br1vRmvb6HbSjeQm9duIFDj5b2X4IaQaJ2+lhZpj5Jv1/P8WpOPuXPLT8SZ5+SU9NznNbmQOoEHtoQb7XS2d0aQAxQakQtc9pPPA30kF5SX7yMs6pCePvyPVCKs/Tj+d5zdfs/VQdyyOIt1grZ+HXUy6Qb6OJk1BSR3AfjT/v1bO+1L5+ydIwd3a0+lPko6nhSvH+S2kwNLMvEy1m5OxdfOpbfeDyAEk0g3886Tz0a457TdXpv0y6ZzZ7z7Xwvr5EumJ64t5Of5FummtFjivJBViTyfdpE6l52ntV/I2qj/H/pwGfSrR+1jco247VQNiPyE9Jd2OBvs7PUH/RfP6/nz+XusT7VR6akZOIN3w/ImeJmT12+hCep9Pqw8/ts3Lfwp99LNG7yDSMaRz+6F1wz9A2neX6Ge7bEq6afgSlebT9Bzb8+ZttluzfJCaJT6f8/IX0nnti5Xpls773Uvkprs0ON/R+/oxjnQsXEV6UPNL0nl07bo8zNdovVSGja2mTQrgvApsUZmmvtzwG9INYm35TsvLeGqebitSjdhr6P2yiWpeasfL+LrlWoRUXqjOfw9yx8Dkm8m6dXcx6Zh5B+mc9gSV5jt5XV1AegvZZ+mnzJD/LkDlpQN5GU9otA7z+LfRR03wynQ/I11Htq0Mqz8GfpHXy6i8ni8nBaZ/SLoef50UZKv2XVm/jX5Hg7eikm7c/1f3u0dJ+3df62U8qbz4L9LDvVoNtrPysr65j+W5iAZl1bxOr698r73xcz4an3tr53WRjrtD6Gf/z9PXXxu3yMNrDzrrr8n7kq6ZtfLN9nmdrpXnuzHp3HZcHr8Qqfx1A6l23015+d9Xn5c8fe3c+zS9y0GNjs8P5vVde2Da6Fh8S2W9VM9xtSDSP+jdn1J/5d1l6XmgU20FcBqprFc9J9cH1q6l59x+Nulc/da69G8jXVP2oPexP3d1PZACRQ+Qg0TkMkTleDsnr+83NVnPK5POBfORaiPNIF1/DiYH/En7b6/jsX5dMoDzd4PtXF3/tXPtZ0iB7VoA/+C8XZZptDz+jJzPkGfAnzfWh9SE6fJ8QakW8Ksn4OqJfXvSTcbVpELZl/IFZz16nh4uWzeP+fPft9DzJOFY0g1e/ROmL5Gebrwrn6QvqIwbX/l/btLT/99Sd/NP7yDUhXXj3kkqJP2UFMRalFSoPoWeAMjypAv9raQnI8+RakXM9jYvUiHzQlKzjqnk4FE/6fxfZZr35jSeJhWMazVl1qzL92hS8ONx0k3khVRqrtRto+VIhYMb6H3hb/XNJtW01iAVkpZtJ43K7/fO6+WAyrAtSbWI3lJZj/+PdMFdqjLdN8lvzyEV6h6o39Z5us+QLsAHkZtG5eH7kJ7U3AasUJn3aaSL81vy/nMRlRo+pJuGfei5uTieFBj5OanQeVJOs74Q32gbvatumqPJASQqAUfSE8GzqPSt0s96ra2395IKla3kpbq/LETvffVE0g3GbAGQBunUCsoX0FMrptZs52ukc8NbmqTx07y+VyEFka4k3bzsl6cdRyrw/57eVcP7q0l3XN5fziC/EYgUpLg+r9va09XvkM5hvZpTkGpgVI+Vg0n7fa1QVntS/y1SU5pNSYXNeWnQLIYUEHwzPTfSk0gF0++Sbn7WzMM/mNNbovLbuUg3zX+ln32uxWN4LKla++9IgZ3/0FOo/jjpWKz2Z3IJqUbPOFKNnW+Q+lbaMX+fl3SD9b0G860/FntVwa9b77/I09TysgypyVsteLQE6Unq/6g0/SA1af4z6Tiu1kSqvQa81W1UXUfbkM6Zx5OvM432OXpuNBYj7dNr1Y1fPe83K7SwjZoFkUaTamRcR+/mMdX8rkO6UTqikp8fkc6X+1SmWy5vv7fT//muetO5Wt5n7iLdfFxUGddvmaG231X+X4xUk6a23zctN9Bzbjs1z/se8sOGvDz3kAPUfeSlvsbFKqTjrlbL9dCc9ko5jdfo6ZNqVdJ55N/0NFtblnReeoTcfKRyvlqU1soMo0k3mreRHjydT7qBrL7EYO38WaUy7Hv0URO8Mt2plXXY7zGQ05hMCsjUro97kcoib2lxG9X+7g48kf8/nBQsXL/F9fID0nFQ/5CxGiRsZXlqx+bJ9DRhO5xU3tuQ9OCxz3NvJa2VabL/123PM+m5Nv6Snn7L3pT/Vmv4nEjvhw17MXv3B0cDt9YNW4LUB93FOS9/IwX+6mvs9HXuXZTczxA9QbK/koIg/ZbhG5x/VsrLfBU5gNvHtt6sLp1VSQ98ziCdw1+g9zHQKLD2B3r6cNyTVObYj56A1BhS87HT6XkQNFtTSnr21/1Jgd8VGoxbkib9rNGzj11CPjfntGaR7jmqLwGZRM/xUn8+avv83cp2zuM/ldfp3KTyzitUynr+jNzPkGfAnzfOh/T05yrSDX6tacABddPM1q8EqVbRRfkicjHwiTy8Wc2lCaSbqX+SCumXkSLkazWYdnfS04expJv9p4FfVMbX3+A26m+lPgj1i7rxG5Eung/k/DyST+jfoqe66Imkm9L/y+m9mC84l5AKRgvl6fbJ6+5Vevo4aSWdX5MCB7WbtK1JTyL2p+7mg56b2LeQLqSnkQoil9C7lkt1Gy1L76fMnyE3Lexnn1iAdEOxKKmpyqGkGkhvbjWNBml+OW/vWq209+V1Vs3f0qQnLZtXhm1BuuF5kHTTUP8UvLZexubt/VNSTZrHcj6XyOtr1brfVQMTO+VtsSPpeLiaFHi7lfSU57K87J8gFdxvITXzaJaX/rbR0aQbqe+QA455f7krT/tDep6I9hdEqh2b9c0W+s0LqabEnaSC2G9Ihb01W0znUtKx/wHSTdZqdb9boJ80LiY94VuFFIT+IT2d619LChisXUmj6X5HT6Hvc3mfuoV8I0K6mT+VnrcuVmtILhR9rGPS8Xg9laeXpCeX19BHp7d52nE5v0/mZf4l6UZxdVIfRfX74/WkY//1AAspiPQ50v7fcJ9r4birv8FYmHQjtXxl2G70BItq+9MepGOudrzOTSrEziIdWz/LeaoG9Jsdi48y+yucq0GkWk3Ww+l5I141QPCRvM1+XpfvPUnH43n0NFNtZxuNrv6tHBNL97fPNUhjBVITron0nC/7fStQ/m01iLRwZfghpGNrUSpv4aInuHZh3h7X0POAZnHSg5A/U2kWTe/ASl/nuydIgfJq4OcteR+pBYhbKTMo/25XUoByZVIQ5GHSjdK8tFZu2JR0blijbtnHtJGX2j69CqmmwCr01LRZl95vZqrd/L+dtI+/TO5cOg9fjlQ2uZ9cM4z2ygzzkG5O9yPVGj2C3oGiw0nn5Jfy9vhGk/XSVxCpnWPgGzmN6s37WNK+3Oo2qgVDdiEdpyeRgnEnt7BeamWg+mUYO8Dlqe0XR5FusA+nd43wPs+91f2l2f7f4NivXtcuIl0ba4GF5UnH19/z9n6eyjU27wev0Psc9J483WLU1fypnA+XapKXpude0n7/BOna+k/SeXztAWznal5XJD0oaecYmJ90fB2T19upzF5+6DewRgqe3E4Kwh5COu89RipPNOw2oi69VUjX1P3pfX6sPkSqb5lRHXcO+W26pMDP06TzyCeY/aH4AXmZJlSG/ZI2z9+tbOc8fifS9fsMUm1TB4/eIJ8hz4A/b6wPqZnExaSmBBeSbprvzCf/+ldzVy/s85Iuck9SaevdIP33Asfn/z9JqqnzJXoKpPVPLRem56mfSM3L6oNIs3XGWJdGn0GoPM1CpILt+qSL4BhSjYWrSQGvbUlBoffk6ZciNeeYlU/OV5OaYn2aVMW29vSynXQeJhWAt2T2pnwr07v69ljSTd4BpILHu0k3l5fSJIhUXT+ki/WtOT993RStkPM+Ky/Xw+Qb11bTaJLum+u+H07vYNGypBuB+g6yFybVTKg9aXoPvTtHrd0gbEy6yXwfqUDxNLBNdbrKuni9E8L8/YekC/mRpBvSBUk1UpYl1Wb5aWXaeeh5StfONqpVbX4/PU+r1s2/+WHeDw6lp/+bpkEk6gq7pOOknbysT7rZfR/p6e/n6HkC3Uo6vyMV/jeu5qmSn3bSqNUsWD6P357Zn3L3u9+RAi4X0NNnSu23X6G1p6tvJQVXatXkjyPdhFSr2q9G3VPLBulsTW42RypYH07aH39A7j+kdg7L62w06Ybn9f57mD1I/vo+V/pDuqmaRe/gxXqkgGL15nZi3nbTyDWPSMfibDVk6H0sHky6cflUZbpqoEz0/0a87enpzLz6JPaLpEBktTlyq9tox0p+qzcG7Z4va02BZuV8P077gb5qEGkuUk2JKaSOn+em+Vu4TiIFM3amp4bc4nn4zeR+B2nvfHcn+VpJg2trHt5vmYFUs+HSvF3vItV6q11HWik3vJv0BH+2TvDrtldL5RfSMfRAzsdrpH38WJq/mWkx0s3ttcBeleHLkm4Ya81OW73WP0S6MdycBk1zSeebZ0kPvd5HusG+HXh3/fFVOSZerwlel1Yrx8D/kc77DWs0triN3pf3pYmkmt2zSOeN9dpYLw+S9u8taNCXXJvHdK3GcO2h3ouk88lXaf3cW9236stS7Vxj30EKlnyW1OTqu9S9XCXvS5Po/bBkc9I5drl+zhmtlINq595acGhxUhn8/fTU0ml1O59Ig/58aL/c/GdSC4GGfRPmYfvRPLBWbRq/c87X9aRr/1r034yummatVvvy9Xmhec3GWiDtU6TrUa3frgXzfjCLFESq7kcX0PPWturDyx/Rz/m7ze1cC+ItkfMxhTavRf4M78+QZ8CfN8aHngvmfKRC7yH5+0akG7snSRH9/al02pyn+VY+Sc5LulHfPA+vDwaNzifah5m9mVmjzvYaBoboCSKd12RZBhKEanTh2pYUMKg9QbqQVBitPYm/gFST4cekWiSzSBfPJTpI54acziX0NMGoVa8/i9n7Htmc9IR+NdINxmVUqtP2s83PID0d/zBNbkjz+pqPFNTagLpCXStptLjfjarb3m8jPR2r9lHx1brvtcLBo3kfXIieC+rSpKd8HyMV7A4nXVQ/Wbds1U4IP1YZd1UeXv8EextSbYvF6oYPZBttSHpieQ29qzrvQKptsBHpaee19A4iVdfTwnkZF+4gL7+irmA1wHQurd/v2kzjtzkvHe27NKmqTutPV8fkbXMraR/8A+lGdK0G+X+JnmaG9U+HRTqmb+ljn6t2Ll0LoixBqu3w5frjZE58SDfb1f1xY1JtjTXrppuLVHtjVl7OVo/Fw6g7FuvSPZX23oi3XGXaNw1wG91EXYfO7exzdektl/O6NXW1A9rYBpvmY+NaKk0O6P8tXD8nBUU+Ss/1Y0lSAGIpBna+u7l+PtV1Sf9lhgPouf6+Na+fBWiv3PBp0o3Z8k3WV9vlF9I1dxapJuAx9P9mpqXoeTPTZyvDl6bn3Lwt7ZcZLiEFBmvLcCx1NbJJwYqHmf0FG9VyUa0meH2nxJvT/zEwiVT2qA9Wt1u2u5+eoOGPK+uznfVSKwNdTIPO51tcnh8D/8zfF8r7wGoM4NzbZH8byDW235ofVPq+y9+3IgVKqkHxz1Iph9FeOegw0rHwqbr5DmQ7Nwzgtbmta8fApaTAY6MHwH0G1hrkcSI9TcX7bTJZ99vfks4T1dq0rdRsXC+Pe4BKrTbS+aY+UPg1er+1rfpQ6tyc10bn71rgrZ1r7G55/OHNtpc/I/cz5Bnw5433yReSJ6jU/iAVnF8i3Ug8Trq4r0HvJw4Lki6Uv6Wnw7b6i/u8+URcrQ3S31OCRsGdzUhVRH9aGVYsCFWZ7lfA3/L/HyRdGLchVVl9ip43FM1Dqk482xuwBpDOdqTqwLUC5fl5/dxKunH4KekJXe3px4GkQsqEPPxi0lO0d9TlYQdSvzA/IjUlGJfnf1OeZ61GRvXJy4KkAva4DtNYk3Qh7rdj6Dx+5by/1ZpY1Tr+WzN//xapo82/kgprU0k3T9+jp5nRtqTmiG8n7XcHkZ4271w3r2pHv7X+khYj1Tipr+L+PtIT9Nc72hzgNrqEVChZnsYBj98Cf8j/70U6vk6i50mdSM1ZfkEqzC3WYV7+RM+NVcf7Xam8dLjvLkTe7yrbtJWnq8dWzhG7kgplSzeYdoG8LxwAs71NqlawW5305HsNetcQa9bRe63ge0De5k07cS7xoXGBvf5J+wakY7FWm2sUqbC6ASmIdCUQeV20eyw2enPPSbT/RryGHYK2uY1Wo/c1YiD73Jvztm6rb7gmed8s769r1g2/kdbewrUDPU+yq9fBAZ/v+shrf2WGJ0nnh1XzuIGWGz7UwnprJS+n5G24EgN/M9N+Tebf9rW+8ttarYXada/azOUG4Fv166fu/0ZveB3QMdDBNvpw6fXSwfKsTrqhrvbpNuBzL51d1/5MrqVL6/1PbkMKbNY6sK6Vg2o13DspB+0yWMdiqW1dSa/VwNoSlfXSajO6ar9Ui5KC9vWtLfqq2VhrPbEXPS9yaLp9af2tbdXz97cHuJ2nkfu68ueN9xnyDPgzcj/0FJCPzyfIWoH47aQL4w/y9zNIBbJlSFWqa23za01Lts0ntY1J7W3vJEXLa53pvd5ml9TO+jZ6R+lbekpAXaGJVPW11tSmSBCqknYtzxuT3i6xVf5+bZ7PvdQVthukXySdPP1Jeb1+jXShv5h087A4Kdh0Ej0BgG1JN3jVjniPIj1ZuYR0A/Q4qd30VqTmQ9eTLo7VKrWLkp4M/TVfkDpN4+O02DF03iemkW7iDyRVv60V5sfm5b2KVO34QlLB5BhS4fAxUpX+t+Z94dv5d0uRakzU9ylV3wlhralHrTC4VO17nt/fye3UO9xG59O7Cnb9/nIDPR1U75+X94ekWktz5208mbo3BpXYX0qm02kadL7fHUL7NSRnC0jQ+3z5OVJA9AzS09T1adBvBqm2yl1UOkVuss/Vd3y5NqlPhoNpsf+cdj/09LXQrGlS7WZsc9JNUq0fosvyehxDOhZ/TDqPnUyHx2Ie9y4G/ka8Ituow33ub/TT50Yb26i+dt3baO8tXB9m9rcmDfh8R6EyQ+VY76Tc0Ele7iW/4StP09GbmejwWl+Z7wmk4N9e9N4fv00617+tr98Pwnmq023UcRmow+WZ7W2xFDr3MsDrGm30HUl6KDqVdP48KP9fvBzU6XYuuK07DaytTPvN6K4i1bBfrLZeGxyXzWo2PkU6z36ByktJ+sn7yrT+1rYPd7idv4FrHr1hP0OeAX9G5ofZC8gPkaqIvzuP/wKp6vzVpKj2enW/H1/3/TfAH/P/p5Au7t9m9gLJoXl+CzOApwQ0v9npKAhFeuvXZg3SnS+n9/P8/Z15XR3WJB+l0qk+/d6VVJg/n/Tk+ROk5hHnk57AH0i6aTmr8vvqE7fjSE9rqm2n307qePNhUtX3y/L62zbPa8F8kZpMqp7baRon00bH0KSL34OkplyvNNj/diAVtDciVQO+PO93byNdlK/J6+qXpCc1terAs70liMadbtf2y4VJBaunSYWgJ+npu6PjbdTq/pKH7UcqRJxGulGdTG7mUCIvBZepm/bdDemwhmST8+WjeZ5bkc45t5CaHU2spks6B11BT0G8pY4v8zQ7kwq5ew7C+f/AvI6a9j1RmXYT0jG4Aekm6S4qr2Wnw2ORcm/EK7WNOj5fFtxOa1PgLVyFzndFywx5WNvlhpJ5obM3M32SAtf6Br8/OC/Tlyr5eI6ehwl91W4ocgx0uI0+UWq9lFweOjz3Uu4a23LfkaTaS//L6c7WATIFykGdHIsUKu/maYoE1vL4bRlYtxGzNZmspNmsZuNk6lpm9JHGQN/aVmw7+/PG+Qx5BvwZeR+aF5AvI7X//jipTe31pALkRk3SqX/icCM9EfRTSBf6f5NqB30nn6yfITUrGehTgvo+eDoOQpGq7z+Yl/1o8qt9K+PXJRXgPkDqCPEq0k1o/ZPdUuk0e/q9Jelm4Vp6XsG6Gykgc2deVx+rLiPpaeuL9FR5rq918QvSk9b1SU+t/5vTPJ8coCiQxnq02TF0Hn4xqWDQ8IJM72ZenyddRI8l7VvLkzrVfTKvl1qzpHY6IfxkHrcG6UnOx+m5oJfYRq3uL9tWhu1NKhhVg0dF9pdC6XTVvpun25bOnqI3O1/+Ps9/Z1Lh7q68POuQCnzH5N99ltb3ufq+KT5PXR8KBc7/F5M65L2Q1oK5a5BqID2Tf1cLHlWDsW0fi5VtfDedvxGv0220RiU/He9zhbZTrdbOSwz8LVylzndFygyV7TWgckOpvNDhm5kodK3P09YCEyeRglLjSW9ku4pU2+0FWqjd0Md6aesY6HAbbVVwvXS8PLS3/zc991Lwupb/P4MW+o4kBaYfIZ0DGnaAzADPvZ0ei5Qr77b1ooI8bZ+BtTzNgJrRUa5lRpG3tpXYzv68MT9DngF/RtaH/gvI55I6cNyAFJx5gZ52vaPo/4nDOZVhH8gXnH+Tovyn0vtJ6rZ00LEihYJQedq3kN5A9CCpyv7ZeVjtydZplRP+1jnNLUunQ+tPv/9NboNOqjXxPlLTjqUqv1u0djFh9hpj1ere1wDX5P9/Rk8Hf2uVSCMP24HWO4ZehHSjvyuzdwjaXzOvv5CaAdSChSuQCuNvZ2CdTX6ywTYuuY1a2V+OpPcNzKfpOSaL5KVEOoXXS5H9rjLdQGs69He+vJBU82EDUqHzb6RAwq15nt+mUOfSJT6kDkbPIJ1bv0s6J7YSzL0ir5fXX51OB8di/v4lCrwRr8A2qr35r+g+1+F2Oo4O38JFufNdR2WG/LdIuaFQXvpr7t7qm5k6LjMwe2DiMVKtmq1IQYhHSDURajWmmtXA7vgYKLiNSqyXEsvT7v7f8NxLmWtjtfZSO31Hrku6Ji1fl6dOykFFtnOpbV2Xh44Caw3WS7tNSUvVbPwGBd7a1sl2brbu/HnjfIY8A/6MnA+tF5CvIl34JpKe3P8kD2+7xkQePn/+26i6+ICeElR+vy2F3u6Rp1+SVJX25rzs3ye96WEr0pOXt+eT+rk0eSPMQNOh/afft+V1NbGP9btpXj8HMPtrn2uFqXeSCkJr5u8nkTvMLZVGHlZ9grIXzTuG/mXehrU26f0VeOqbeV1NuqjWbjhHU6CzycHaRi3sL0/T+Ma6SF5KpDMY64UO9zs6r+nQTkDhusr3FUjnq0MosM+V/pAKr3eQalh8klQIbRbMXYV0TG1HzwOELRqk2c6xKAq9Ea/ANpqn5D5XaPscS4dv4aLc+a6jMkMeV6TcUCIveXxLzd0r0/+Wujcz1Y0fUJmB5oGJK/L8diYFka7L+2OtxmR9TZ2Oj4FS26jQeimxPF1zvWfg/an9htTHWW27lygHFd/OHW7rjgNrra4X+u82otnx2G7LjE7f2vaFTrdzo3z588b7DHkG/BlZH1ovID9Eevp5IqkAU7uItVpjYhQ9N2+q/0uHne3V5bujIFQf6X6JVEX2RdKN1r+ASXncXK2k0Wo6DOzp91l5O2xNgyrgddv8oZyPasecte0xb87bHv3sN22n0WBb1z9BuYrGHUPXXls9kGZe+5AKMkeRCk1jKdDZ5GBuoxb2l9OovHGmVF4KpdM1+y4Fn65W5t/K+fJBeoJToyjc0XvpD+mNQJfk/z/P7MHc0aSn+Hfk9TaKMsdibbstRqE34g10G5U+1xXaLrWn0AN+C1fpfa+N9duwzJDHd1xu6DQvFH4zU5Pt11KZgdYCE4/kvBxCCn7vR+60u8k+29ExUGobdbJeSiwP3XW9P44C/alR9tw7aNu5zWOg48BaG+ulv2Z0HddsrJv+CwzgrW0lt7M//gx5BvwZeR9aKyC/lE9+y9P4FdYt1ZiopNnfjV1bHU5SOAhVl3a1cDCW1Jzqd6Rg1G300dFeJ+kwsKffP6O1gm2zbT46b8vr6KnF1e7NfK80Wt3Wedh+NOkYujLNQJp5fZbeTaJ2oEAnhIO8jfraX/4zWPtLiXQGeb20ut8N1tPVVgMKu9X9rsg+V/JDzznzfaRmH7VA7ZdIx+GJpBurpUkF///SUwNEdHgskgrfn6DDN+KV2kad7nPVeXS4XYq9hWsw9r0W12+fZYY8XVvlhlJ5oeCbmZrkqeVrPa0HJq4m17Ah1Zy5g3Rj2mmwvc9joMQ2Gsh6Kbk8dMH1nsL9qVGgHDRY23kAx8BxFHpRQYvrpa9uI4rUbKzbN+djgG9tK72d/XnjfoY8A/6MzA/9F5D/SpMq3Q3S6rPGBOWeEvw/BuGtJ02Wqb5AvjCpKUXTZmsl0ulju3T89Lsu7YUrww8h1cJYtEAaa7W4rbetDJutY+gm8267mVfd74t0QjjI22hI9pcS6XTDvssgPV3tY9lmCygMxj430A/pxuc9DYa/mVSjZVJl2H6kmknnkG5Wq8Gj+hurgTS5rN7EL8gA34hXeht1us8NwjY7mAG+hWsw970W1m/LZYb8u35rWpbMC4PwZqa69Fs+d9NeTaraa9sPo0lgbhCPgQFvo4Gsl5LLU2r/7yMPTa9rDGJ/anRYDhqs7dzqtmaQXlTQz3rps/sJCtSybJCfT9DBW9sGYzv788b6DHkG/Bm5HzosINNGjQk6f0pQ7K0n3f5hEJ9+16U9F+nJ9hTy07MSabS4rZt2DN1iHloq8DBInRAO5jYaqv2lRDrdsu9S+Olqg/n3FcQalH1uAPvF2/OyTyHdFNd3VPsuUgH3vZVhe5OekP6TJsGjgR6Ledpt6eCNeKW20WDscx1sp1o/ICfRwVu45sS+V2L90mZNy5J5YZCauw9wu7camNi9g3SHdBsNwnrqc3kGa//vY1s1va4xB/pTo8PAz5zezsyhFxU0WS99dj/R4vE4Wy1LCr21bTC3sz9vzM+QZ8Cfkf2hwwIy7deY6OQpQdE3PnTzh0F8+p3TvofU1O8VGrwCtUQa/WzrgT4p67fAQ4HOJod6Gw3V/lIinW7bdylY+KL5+XLfObHPDSC/8+Xj4b+kWi2XAMvm4aNI59lv1P1mW3r6ZGgaPGrlWGzyu98wgDfiFdhGa86pfa6NtDt+Cxdz6HxXcv3WLwcDr+Hbb14YxObuBbb/oATcu2kbDcJ66rU8c2r/Z2ABy0GplUvBwM+c3s4MYmCtn/XSb/cTLRyPvWo2UuitbXNiO/vzxvsMeQb8GfkfBrGA3M98235KkMcNOAg1nD7/v727C7WsLAM4/n80Q8XEYCztA+yighAibxLChhA/MitSpIKMiijUm9IJsYsKQYNuDC8qUSyGqZGK6PPKTAs1Mgu66Kb8rPw4OlmNzUw4jk8X7zqw3XP2Pvvs/a691jr7/4OXmbP22ms/e73v+nr2Wu9Li79+Azspt2/PvaytLGNCXc97ET/xhIcld0LYZh111V5qLKcPbbetk68N9pcXLLPNzRnzaZSOY39L+dXzFsqv75c26+N1G7xn0wuradvi+HwsMCJehTpa6Jg2a5vb4jJvYsFRuOio09Xa63fB9XhULCzxcfdK8VdPuPepjlqs594f72kvSdibBN+cddnW4+4LrZdZt0cqjdq2nevZ0m3pPADLahRaOEGe8llVOqlu3j9XEmoopc2TQEZG+GlrGZvUdSu/oLDkTgjbrKOuYqmxnD603bZOvsb3l8tucwvG/mnKYwH/pVxMPUy5+JraUfAcn7PZRfyWRsRbtI6W1eZmXFa1Ubi6anu112+tWBjg4+60lHDvUx3VrueRab0/3tNSknDIhZYSay3EtlE3DVVHbbNY2iidB2BZnULFE+QZPmvRXwmqJaH6XoZ+ErhoXS/wuUvrhLBPdVQrlhrL6dN6aWE9H7W/XGabmyPe8WG7P9ic6O4Hflj5s1oZEa9GHXVdaG8UrqW3vT6t39FYGODj7rSUcO9THbX5ffp+vKdHdyv3pdDjxNqk7XEL+++72WTUNoulzbJ+O5+kMRERObKBRMRrKB3UPZeZf+0usvoi4vjM/F/XcQxVRFxN+TXovZTRVz5HeWb9qsx8odJn9KaOasVSYzl9Wi/LtIw2t6iIOBl4PfCXzDwyvk9dcNmnAudTRo96itLvxdXAgcw8GBG3Un6l/SLlxPvF9c+vGUcfRcQ5wLcpj+/tzsxnR147JjNfioh3URJ8H8rMP0bEDcCtmfnYDMvvfdtbhoh4I6UNXkV5LOZHlD6l3gTspQyv/TClE+0vd33eEBE7KaPBXZCZf+oyliHr6/G+2e5vpySfzqI8xvuHGvEMVbNO9lD6pfomsItyTDi7621g0va4xf335ZSOts8CLsrM/cv8DlpdJpAkaU7rB/Pm/8dRDuSXU+6AWKM8l36gwxC1zQy1zUXEsZl5pIXlTruI/x7lQuGR7Z40Gjd24bQ7M/c109eTaK+ijIh3TWbeNuMyB9n2lmFCUuH3mfmZiDghMw91Gd+6VU241zCE9m+S8Gh9TqxN2h5n3H8/AXyCMojF4VmS/1ItJpAkaQGrdKea+sE2tzHvjHm5KRchx1IeA9wLXJuZ982aYLPtvdwmSYV9lMcrVzKpth0Nof2bJDzaEBNrM+y/7wCuy8zfdBelVpUJJEmSNFhDuDOgK2MXIXsy85lm+vWUfqouzMynOgxx8IaQVJBW3RATa+6/1VcmkCRJ0qB5ET9Zn/sBkSRN5v5bfWQCSZIkaRvrcz8gkqTJ3H+rb0wgSZIkbXND7AdEkuT+W/1iAkmSJGkFDLEfEEmS+2/1hwkkSZIkSZIkTXVM1wFIkiRJkiSp30wgSZIkSZIkaSoTSJIkSZIkSZrKBJIkSZIkSZKmMoEkSZK0JBGREbGr6zgkSZK2ygSSJEmSJEmSpjKBJEmSJEmSpKlMIEmSJFUSEcdHxM0R8UxE7I+I2yLixoh4bML8Z0TE9yNiLSKej4ifRMSbR17/SkQ8GBEfj4iHIuJQRPwyIk6PiM9GxN8i4j8RsSciTlzaF5UkSSvnFV0HIEmStI3cDlwMXAc8DuwCPgY8PT5jRLwBeAB4ArgSCOBLwL0R8Y7MfLKZ9a3AtcAXgBOBW4BfA/9q3ncmcCPwZ+CrbX0xSZK02kwgSZIkVRARbwE+CnwyM7/TTPsV8OiEt3weOAE4LzP3NfPfAzwCXNMUgJOAT2Xm75p5LgY+ApyRmY8DP4+I9wHvbOFrSZIkAT7CJkmSVMvO5t8fr0/IzIPALybM/27g7vXkUTP/PuCukWUBJPDgyN9rwLNN8mjdP4FT5g1ckiRpMyaQJEmS6tgBHM7Mf49NX5sw/6snvLYGnDzy98HMPDI2z8G5IpQkSZqTCSRJkqQ6ngSOi4hTxqafOmH+54DXbjD9NModRZIkSb1hAkmSJKmO+4CXgA+sT4iIVwIXTpj/XuA9EbFjZP4dwLnNsiRJknrDBJIkSVIFmfkQ8F3g5oi4IiIuAn4KnE5JLI27CTgM3BkRl0TEpcCdwAvA15cTtSRJ0mwchU2SJKmeKyj9E91AOc/aC/wAeNv4jJn594g4B/gasBt4EbgH+HBm/mNZAUuSJM0iMrPrGCRJkgavefzsfOBnmfn8yPT7gacz85LOgpMkSVqQdyBJkiTVcQj4BnBZRHyLckfRZcDZwHldBiZJkrQo+0CSJEmqIDMPUO5AOgm4g9L/0duB92fmXV3GJkmStCgfYZMkSZIkSdJU3oEkSZIkSZKkqUwgSZIkSZIkaSoTSJIkSZIkSZrKBJIkSZIkSZKmMoEkSZIkSZKkqUwgSZIkSZIkaar/Ax+imeuc8OIMAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,4))\n", "sns.heatmap(pd.DataFrame(pca_loadings_df_sim_allgloms.iloc[:, 0])\n", " .reset_index().pivot('glom', 'odor', 'PC1 (6%)')\n", " .loc[hemi_gloms, sim_odors].T,\n", " annot=False, fmt='.2f', xticklabels=1, center=0, cmap='bwr')\n", "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n", "plt.title('Simulation PN PC1 loadings')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,4))\n", "sns.heatmap(pd.DataFrame(pca_loadings_df_sim_allgloms.iloc[:, 1])\n", " .reset_index().pivot('glom', 'odor', 'PC2 (4%)')\n", " .loc[hemi_gloms, sim_odors].T,\n", " annot=False, fmt='.2f', xticklabels=1, center=0, cmap='bwr')\n", "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n", "plt.title('Simulation PN PC2 loadings')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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xe6ATl55GV3vYJ4SQ+HX2RBW1Rm3iEnEecBO6ssBtJs/5Od8NgIgsisZp7CJxBLr5xuXA30P9lRTWRv1fS1pqM7jIwrwCVdIWANZL+9laZ6UfuhzjZOAeNB8keeUINO1Hoa4TXYGNQ/ZqM3nZHs37p6H55ko0D24QQvip1ING5vdZvJ+KKrovA3sBBwKzi8gC5te8CboKyGRgfdRa3mhCCLegeeMyNO0/QVcWSUaGBqCK61PofIj30YnDxbgP6C3RsnspHkQ7XHemL4jI6ujIU4NOeAjhLXR1jYH2+2t0c6E30FV4XkX9us9Gy3Gx76xDO8nzoHF2Eurr38AFxu7dBlW0n0KV9LvJtxFTOqxy+RO0nExK+XM7jlMEaf4cIsdxphfML/YjYLWQWq+4xDOnospps10/Whpb3u09YLcMS6HTCrBRimnrnZvryDfANiGEiY0Mqx2q4B5oHchWg7ngrBhCeCA6dzSwRQihT9UEUzkeAUaEEG6sphyOUwu4ZdpxnGmY9fJiMixpacyXdUPgxZaUq4Jsiu6w6Ip062YbYIyIrCi6QdJFqN9yoztsZtE9G13fvTVyl4gcKCILim74M5iC739VsEmX86MjJ47jlMEt047j1MOWkXsK2CReKqvE/R1tCbVWjy3ntn8IoehudE7rQHQTnEvRHQm7om5Sh4UQXm9ieIKuO3+IrfDSajC//tPR1Vy+RN1szq7A0pPNkWk0cHUI4f5qyeA4tYQr047jOI7jOI7TRNzNw3Ecx3Ecx3GaSNHNJpymceyxJdcNBqBdzu7LppuWv2fixHxh1eVcs2CXXfLd91QOr8X3ii0wVYRVVqncOwG6dy9/zz0jdBneiYcW2wAw4p2cS7cukrXMdIopU8rfk5devSoXFsDMM5e/J298/Phj+XsAOpVfTW/t63WxkXvumVjyvm7d8r2yY7t8+098/lX5TSrnnSOnZ0vOQv/z1DwbY+YLrkPOmr1jyT1VCvyeY2PNvn37ADBu3MSS9+WtA/PyW7GtX4qQJ07yyta+Xb4R3V+mlt1DCaisbHnq+7xplZe8bcwfxbaUKUKe+OjcLmf5y1kY/qzLl1Z5mJq1/VGKGbqUr4/6bLABEx95pHLCNQeR/K4MIbQOmf8i3DLtOI7jOI7jOE3ElWnHcRzHcRzHaSLu5uG0OU7YZJNqi+Dk5OijT6i2CE5Ojj/e06pW8LSqHU4YMqTaIhTI6z/WBvGYcdocfZdcstoiODnp06dvtUVwcrLhhp5WtYKnVe3Qt28rSqtKT3iYjvCYcdockz/5hMmfNGtXcecv4uWXJ/Pyy5OrLYaTg8mTJzN58uRqi+HkwNOqdvB0qg3cMu20OQbffjuQYzUPp+ocf/xgoPxqHk71OeqowUDlVohwWg5Pq9ph8BFHMPGRR6othuKW6UxcmXYcx3Ecx3FK48p0Jq5MO47jOI7jOKXxCYiZeDfDcRzHcRzHcZqIdzMcx3Ecx3Gc0ribRyauTDttjrO23LLaIjg5Oemks6otgpOT00/3tKoVPK1qh7POOKPaIhRwZToTV6adNkfvRRaptghOTlZfvXe1RXBysuaanla1gqdV7dC7dytKK1emM/GYcdock957j0nvvVdtMZwcPP30JJ5+elK1xXBy8OSTk3jySU+rWsDTqnaYNMnTqRZwy7TT5hgydizg60zXAqedplvp+jrTrZ8TT9S08rWLWz+eVrXDkBNOaD3rTPtqHpl4zDiO4ziO4zilcTePTFyZdhzHcRzHcUrjynQmHjOO4ziO4ziO00TcMu04juM4juOUxi3Tmbgy7bQ5hm23XbVFcHIydOiwaovg5OT884dVWwQnJ55WtcOwCy+stggFfAJiJh4zTpujV48e1RbBycnyy/eqtghOTnr16lVtEZyceFrVDp5WtYHb7J02x7g332Tcm29WWwwnBxMnjmPixHHVFsPJwfjx4xg/3tOqFvC0qh3GjWtF6dSuXf6jjeGWaafNccYDDwDQd8klqyyJU47zztOtdPv06VtlSZxyDB2qabXhhp5WrR1Pq9rhjLPOou8mm1RbDKUNKsl5cWXacRzHcRzHKY0r05l4zDiO4ziO4zilqaCbh4h0FpERIvK9iHwhIsfkeGY2EflSRAZW4nMqiVumHcdxHMdxnNJU1jJ9HtAb6Av0AK4XkY9CCLeUeGYYMFclhagUrkw7juM4juM4pamQMi0iMwD7Av1CCM8Dz4vIucDBQFFlWkQ2A1YDvq6IEBXGlWmnzXHFgAHVFsHJybBhV1RbBCcnl17qaVUreFrVDldcdlm1RShQOcv0CkBn4PHo3OPAiSLSIYTwR3yziMwEXA7sDtxUKSEqiSvTTptjybnnrrYITk4WX9xXXKkVlvTVcWoGT6vaYTpNq3mB70IIU6NzXwKdgDmBz1P3nwvcH0J4VET+IhEbh09AdNocd7/yCne/8kq1xXBycN99d3PffXdXWwwnB2PH3s3YsZ5WtYCnVe1w992tKJ0aMQFRRAaJyHPRMSgKqRvwayr05Hfn+KSIrAf0A8pOUKwmbpl22hwXTJgAQL/llquyJE45LrnkAgA226xflSVxyjFsmKbVllt6WrV2PK1qhwsuuoh+22xTbTGURrh5hBBGACMyLk8lpTRHv6ckJ0SkK3AVcEgI4Yf8gv71uDLtOI7jOI7jlKZDxVTGT4FZRaRTCOE3OzcPap3+LrpvNWAxdKWP5Fw34HIRWSOEsH+lBGouZbsZIvKBiITo+F1E3hOR44rcu6uIPCki/xORz0XkZhFZNCPc3UTk8WLXUvd1FpEXRWTu1PlkvcHFUufXEZHnReRnEZksIhtH1+YRkcdE5Edb31Cia/1E5OpUWHPau7uUk9NxHMdxHMcpy2TgN3RpvIS1gedTkw+fARYHekXHl8BJdrQa8trsj0QdxucFFgFOBc4Qkd2TG0TkfOBfwEhgJdTHZQbgMRHpGQcmIusDeacTH406nn8ZPT8rcDep9QZFZC47fyuwPDAauFNEFrRbjkWXVVkD2MhkTDgBOCMOL4TwtYXXoOPgOI7jOI7TZqjQpi0hhCnAtcBwEVlNRLYCjkJ1yMTw2TWE8EsI4Z34AP4EvgohfNXCX9so8irTP4YQvrDj4xDCtcA4YHsAEVkbOALYNoRwRQjh7RDCc8AOwP+AIUlAInIycB/wXrmXikg3C3d4dG5t4HlgxiKPrAUQQjg7hPBuCOEs4BdUeQZYClXMXweest+IyLbAKyGEYjINBw4TkWLvcxzHcRzHmf6p4A6IqG73LPAwuuzdaSGEUXbtc6Cm1rBtjgPMHxRmX+4JPBNCeDS+IYTwm4jsCHwfnV4P2BjYAN35phQ7A++FED6OzvVFndrHAG+n7v8WmMXeOQbYGpgJeNmufwSsaG4bfwP+Y64eQ4D+xQQIIXwhIm8Bu5DtTO/UENfvvnv5m5xWwRVXXF9tEZycXHONp1Wt4GlVO1x/7bXVFqFABXdANOv0nnakr2WufxdC6FExISpIo5VpEemIukdsDOxlp1cAni52fwjh5dTvDSycDXK8bjPgodTzp9jzCxW5/zHgEmAUUAe0B/YJIbxh188HxgODgAnAbaj1/MUQwvsl5HjIZHFlejqg56yzVlsEJyc9evQsf5PTKujZ09OqVvC0qh1aVVpVdjvx6Yq8MXOJiPwkIj+hS5pcC1wUQrjRrncHWmLZklWAN8reVWAGYGHU93lV1Ef6nyKyBkAI4W27Pm8IoS/qe3M8cKaI7CAib9sEysVT4b5u4TUgXktx8mTXtWuBUS+8wKgXXqi2GE4Obr99FLffPqr8jU7VGT16FKNHe1rVAp5WtcOo0aOrLUKByrp5TFfktUyfik7qA1WmPw8h/Bld/wZoCXPfXBZ2Xo4GOocQklmeL4rI39DJhVsCmNyJ43p/dLboV6jVeT1gfdQJfrMo3G/RXXkaEK+leOyxhEbI6lSJyx7XRWQGrLRSlSVxyvHvf+tWutttV1Puc22SESM0rfr397Rq7Xha1Q6XXX45A3beudpiKG1QSc5LXmX6a5tFmcWz1F/iZBoisg+wYgjhoMYKh7pqNCb1VgVeTZ17HmiwFqGItENX6dgKWBr4LYTwioj8jnYeYtqbLI7jOI7jOG0PV6YzqVTM3ACsbNs+TsN2rzkK3W+9KXwJzNGI+z9Dl8SLWRp4t8i9uwCTQggfAYFCXHSgYbzMbrI4juM4juM4zjQqsp1NCOFZERkO3CEix6CT++YFTkOXsDu5iUG/QEPluBQjgEkmwxjUZWMvYPP4JhFpj+7znpx/C+gsIlujy+g9lQp3BeC5RkvvOI7jOI4zPeCW6UwquZ34IcB/7e8w4Ed0/cC9QgifNTHM+4AD8t4cQnjGFv8+Hd0d531g1xDCw6lbdwMeDSF8Ys/9LCIHAlcCX9BwfcO1yb/JjOM4juM4zvRF5bYTn+4oGzMhhIXyBBRCCOiydJfkvP8U4JQyt40GzheRxdI+2yGED4AGaxGGEO4F7i3z7mvRFUniczcCN6bvFZGFgSUoTMB0apwxe+9dbRGcnFx33Zhqi+Dk5JZbPK1qBU+r2mFMa1rNw8mkVXczQgg/icjFwH7oSh3VYH/gkhDCT1V6v1Nh5pjRN7OsFWafvTFTJpxqMsccnla1gqdV7dCq0srdPDKphZg5G9hYROb5q18sInOiftVD/+p3Oy3HyKefZuTTRfcYcloZN944khtvHFltMZwcXHfdSK67bmS1xXBy4GlVO4xsbTsg+jrTRWn1XxxC+CWEsEII4YsqvPvrEMJyIYRf/up3Oy2HK9O1w003jeSmm0ZWWwwnB66g1Q6eVrWDK9O1Qat283Acx3Ecx3FaAW1QSc6LK9OO4ziO4zhOaVyZzsSVacdxHMdxHKc0rkxn4sq04ziO4ziOUxpXpjNxZdppc9y7//7VFsHJya23llwy3mlF3HWXp1Wt4GlVO9w7dmy1RXBy4Mq00+bo1qlTtUVwctKtW7dqi+DkxNOqdvC0qh1aVVq5ZToTjxmnzTH8sccY/thj1RbDycFVVw3nqquGV1sMJweXXz6cyy/3tKoFPK1qh+GXXVZtEQp06JD/aGO4Mu20OUa/+CKjX3yx2mI4ObjjjtHccYdvp1sLjBkzmjFjPK1qAU+r2mH0rbdWW4QCvs50Jm3vix3HcRzHcRynQrQ9W7zjOI7jOI7TONqgxTkvrkw7juM4juM4pXFlOhNXph3HcRzHcZzSuDKdiSvTTptj4qGHVlsEJyf33DOx2iI4ORk3bmK1RXBy4mlVO0x8+OFqi1DAlelMXJl2HMdxHMdxSuPKdCYeM06b4/zx4zl//Phqi+Hk4OKLz+fii8+vthhODi688HwuvNDTqhbwtKodzr/ggmqLUMCXxsuk7X2x0+YZ+9prjH3ttWqL4eTg/vvHcv/9vp1uLXDvvWO5915Pq1rA06p2GHvPPdUWoYAr05m0vS92HMdxHMdxnArhPtOO4ziO4zhOadqgxTkvrkw7juM4juM4pengKmMWHjNOm6Nrx47VFsHJSdeuXastgpMTT6vawdOqdvC0qg1cmXbaHPcdcEC1RXByMmbMfdUWwcnJ3Xd7WtUKnla1w32tbQKiUxRXph3HcRzHcZzSuDKdiceM0+Y4/f77Of3++6sthpODc889nXPPPb3aYjg5OPPM0znzTE+rWsDTqnY4/Ywzqi1CAV8aL5O298VOm2f8W28x/q23qi2Gk4NHHhnPI4/4Bju1wIQJ45kwwdOqFvC0qh3Gt7btxF2ZLoq7eTiO4ziO4zilaYNKcl5cma4g58xYwWGzurXL3rJet+fyhTVlSr77ugzMdduS3SeXv6nTq/ne2a5Xrtv6dcvxToAuM5e95Z4Q9J8//ih942+/5XvnV1/lu69bt/L3TJ2aL6y6usrelyePlIuvhB9/zHffzOXTKlmJaZaZQ74wy5KvMZhrrjxB5aw+c+ajGTrkjN88DVrevNulS67bOv72S9l7JNRBu3Z07FA6rf6sk1zvzNtu5/yEXNk37zvzfkOnTvnCa//Hr2XvCR065wuLP8veI2gadeT38gHmWQ4tZz3TmZx5PMc7/yTfqkzt68rHB0D7XHeRK5PM0CFf+fuT8mkayJfX/hJcmc7ElWnHcRzHcRri6wo7Ma5MZ+IlxWlzzJ7HQuy0CmafffZqi+DkZPbZZoP2ue17ThWZffbZIVRqtMdpSbwOrA1cmXbaHLfttVe1RXByctuYMdUWwcnJbTffnN/nwqkqt916a34XMKeq3HrrbdUWoYBbpjNxZdpxHMdxHMcpjbv9ZOLdDKfNcfzYsRw/dmy1xXBycPzxx3P88cdXWwwnB8efdJKnVY1w/JAhHP+Pf1RbDCcHQ4a0ojLlS+Nl4t0Mp83x5IcfVlsEJydPPvVUtUVwcvLk00+3yUa0FvFyVTs89dST1RbByYEr047jOI7jOE5pvLOciceM4ziO4ziOU5oKunmISGcRGSEi34vIFyJyTIl7B4jIqyLys4i8JCL9KvpdFcAt047jOI7jOE5pKmuZPg/oDfQFegDXi8hHIYRb4ptEZB3geuAgYAKwOXC7iKwWQnixkgI1B1emnTZHj1lmqbYITk569OhRbRGcnPSYf35fZ7pG6NGjh68zXSO0qjqwQsq0iMwA7Av0CyE8DzwvIucCBwO3pG7fE7gthHCl/f6XiGwJDABcmXacanHDbrtVWwQnJzdcf321RXBycsPVV/s60zXCDddd5+tM1wjXXXdDtUUoUDnL9ApAZ+Dx6NzjwIki0iGEEO87fzE02Pc+AK2qsnFl2nEcx3EcxylN5ZTpeYHvQghTo3NfAp2AOYHPk5MhhJfiB0Xkb8CGwBWVEqYS+AREp80x+I47GHzHHdUWw8nB4MGDGTx4cLXFcHIw+OijPa1qhMFHHMHgI4+sthhODo44YnC1RSjQiAmIIjJIRJ6LjkFRSN2AX1OhJ787Z71eROYC7gAeA+6s5Kc1F7dMO22OyZ99Vm0RnJxMfuml8jc5rYLJL7/sS2fVCJMnT662CE5OajWtQggjgBEZl6fSUGlOfk8p9oCI9AAeBP4EdgghtCo/JVemHcdxHMdxnNJUbjvxT4FZRaRTCOE3OzcPap3+Ln2ziCwCjEcV7fVDCN9WQggRubrE5TrgJ+BtYFQI4ZtSYbky7TiO4ziO45SmciNPk4Hf0KXxJtq5tYHnU5MPEZHZgIeAH4C+5ZTaRtITWAudzPg+6rc9J7AIqkx/gir5J4nIOiGEt7IC8jE5x3Ecx3Ec5y8hhDAFuBYYLiKrichWwFHAvwBEZB4R6Wq3nwnMAQwEOti1eUSkEmvc3g98A6wSQlg0hNA7hLA4utrIB8AFwFzA68DZpQJyy7TT5lhizjmrLYKTkyUWX7zaIjg5WWKxxXyd6RphiSWW8HWma4Qlllii2iIUqOyciCOAy4CHgR+B00IIo+za58BewEhgR2BmGq4pfSPQ3HVuDweODiG8EJ8MIbwqIv8ALgwhXCIiFwHXlArIlWmnzTGif/9qi+DkZMSIrPkrTmtjxKWX+jrTNcKIyy/3daZrhMsvb0V1YAWVabNO72lH+ppE/89RsZc2ZCbgl4xrfwDd7f8f0GX7MnE3D8dxHMdxHKc0jVgar0aYCJwlIgvHJ0VkQeA04FE7tRGQ6S8Nrkw7bZBBo0czaPToaovh5GDQoEEMGjSo/I1O1Rl00EGeVjXCoP33Z9ABB1RbDCcH++/fisrU9KdMH4ouyfemiLwgIg+IyAvoCh6dgYNEpB8wBDi/VEDu5uG0Od76+utqi+Dk5K233662CE5O3nrnnVpqRNs0b71V0sjmtCJaVVpNZ+U7hPChiCwD7AGsh050nIxOhLwhhPCHiMwArBtCeDw7JFemHcdxHMdxnHJMZ8o0QAjhV+BKO4pdfzVPOK5MO47jOI7jOKWZDpVpEdkE2ByYgYauzyGE8Pc84bgy7TiO4ziO47QpRGQIcAbwLfAZulFLTO71I12Zdtocveabr9oiODnptcIK1RbByUmv5Zf3daZrhF69evk60zVCr169qi1CgcptJ95aOBC4HDgohOYViOkuZhynHMO23bbaIjg5GTZsWLVFcHIy7LzzfJ3pGmHYhRf6OtM1woUXDqu2CAWmPzePWYHRzVWkwZfGcxzHcRzHccox/S2N9yi6ikezccu00+bY7YYbALhht+buROq0NLvtvjsAN1x/fZUlccqx2957Q/v2nlY1wG577AEhcMO111ZbFKcMe+yxGzfeeEO1xZheuRS4WkTmAJ4GpqRvCCHcnicgV6adNscnP/xQbRGcnHzyySfVFsHJySefflpLFqk2jZer2qFVpdX0V77vsr8H2ZEmALkmgrgy7TiO4ziO45Rm+lOmFy5/Sz7KxoyIfCAiITp+F5H3ROS4IvfuKiJPisj/RORzEblZRBZN3XOoiLwtIj/Zvb3LvL+ziLwoInOnzs8mIl+KyGLRuYkpWZPjYbs+j4g8JiI/isgIEZHo2X4icnXqHXPau31WjeM4juM4bZfpzGc6hPBhuSNvWHm/+EhgXjsWAU4FzhCR3ZMbROR8dAvGkcBKQD90EezHRKSn3bMbcDpwPNALmAjcLyLzl3j30cD9IYQvo3fNCtwNzJW6d7tIznmBvsAfwEV2/Vjga2ANYCOTMeEEdL3BaYQQvrb3NOg4OI7jOI7jtBmmA2VaRF4WkWXt/1fsd9bxUt5w87p5/BhC+CL6fa2I7AxsD1wvImsDRwB9QgiPRkLvALwCDAEOAAYCw0MIY+yW40Vke1SpvbzIR3ezcFeIzq0NXAf8L31/COG76D5B/WGuDSHcbaeXAu4IIbwuIk/Z77tEZFvglRDCe0W+fTjwhoicH0L4KTOGnJphzQUXrLYITk7WXGONaovg5GTN1Vf3daZrhDXXWMPXma4R1lhjzWqLUKAVK8mN4Hng5+j/ihSE5vhM/wH8av/vCTwTK9IAIYTfRGRH4Hs7dQLwJfUJQJYbxc7AeyGEj6NzfYERwBjg7RLy7YQqy7H1+SNgRXPb+BvwH1O6hwD9iwUSQvhCRN4CdrH3OjXO0C23rLYITk6GDh1abRGcnAw97TRfZ7pGGHrWWb7OdI1w1lmtqA6cDpTpEMJe0f8DKxVuo5VpEemIKqgbA4lQK6DLijQghPBy9P9TqbA2BZZA1/orxmbAQ6nwTrFnFyoj6hDgstg9BDgfGA8MAiYAtwE7AC+GEN4vEdZDJosr047jOI7jtD2mA2VaRFZqzP0hhBfy3Jc3Zi6xCYM/AVOBa4GLQgg32vXuQKPWGxORJVB3jetKCLsK8EZjwrWw10at0hfH50MIb6OzN+cNIfQF/kT9t88UkR1sYuSTIrJ4KsjXgVUz3jVIRJ4TkedGPPdcY0V1qsD211zD9tdcU20xnBxsv8MObL/DDtUWw8nB9jvv7GlVI2y/445s37/oYKzTythxx+2rLcL0xnPAsxlHsWu5yGuZPhW41f6fCnweQvgzuv4Nui1jLsz5+0Hgv8B+JW6dy8JuLAOAh0MIDRZoNLm/sp/9gWfs9wh0J5z10YmUm0WPfQvMWexFIYQRJBbr0093J7Qa4NspDdZld1op3377bbVFcHLy7XffTReWq7aAl6vaoVWlVYfpYjXl9aP/FwYuQ3W424AvgNmBLdB1pw/MG2jemPk6hPBOievPAkWXuBORfYAVQwgH2e9VgAfQiYlbhhCmlgi3jqZteb4ZcF6pG0SkHbpKx1bA0sBvIYRXROR3tPMQ095kcRzHcRzHaXtMB53lEMIjyf8iciZwTuI+HPGkiPwPXU3u5jzhVipmbgBWFpF6e5yLSFfgKKCT/V4EuB94Adg8x+oYXwJzNEYQ2xZyUeCRMrfuAkwKIXyEToJM4qIDDeNldhpOnHQcx3Ecx3Fqk5WASRnXXgKWzBtQRWz2IYRnRWQ4cIeIHINO7psXOA2YETjZbr0UXZJkP2BmEZnZzv+UoVi/ACzfSHGWBX4H3sq6QUTaA8cAm9upt4DOIrI1ugb1U6lHVkB9aRzHcRzHcdoe04FlOsV/0dXoHoxPmufCQahCnYtKOsAcYoIdAgwDfgQeBvYKIXwmIjMBm9q976aePRNdNi/Nfej61I1hbuCHEEIpt4zdgEcTn+oQws8iciBwJeozMyB1/9rAFY2Uw2mlbLh4en6p01rZcIMNqi2Ck5MN+/SZXnwqp3s23GADX2e6Rthggw2rLUKB6U+ZPgFdInkF1GviG3SuXj9gPnRzv1xIaMUFSkRmRNeGXq2Mz3ZLyrAwurD3AmXdUio5AXHttcvfk3f1kLwT7gYOzHff5Mnl73n11Xxh9epVuXcCzDxz+Xv++CNfWG9lDm7UZ7bZ8t3XrVv5e6aWmkIQkXczk7xryeZZH/ijj/KF9cUX5e+BfGl18MH5wqowf9ZJ2Xvat8tZ3H/7rZnSpMjToOV9Z951oSsYXp64hcq323mKfd6+QKWXaG7/x69l7wmdOucKS+r+LH8T5PuISkdI3ro3x3v/JN8GQe3JGR95qWD5+7NDvjRt3558haaleeWV/DrOcsu1DpnLICJroJ4KvdGFNL5FvSvODCG8njecVm1GCCH8JCIXo24hR1dJjP2BS3z3Q8dxHMdxnOkH2/9ku+aG06qVaeNs4CkRuSC1pXmLIyJzon7Vq/2V73Vals1G6EqG9w0aVGVJnHJstrlOa7jv3nurLIlTjs223hrat/e0qgE222ILAO67++4qS+KUY4stNuP++++rthjK9OfmgYjMDqwOdIZpIwACdAPWDCHkWh6v1SvTIYRf0AmA1Xj318By1Xi303L88vvv1RbByckvv/xSbRGcnPwydep02dhOj3i5qh1aVVpNZ+VbRLYFbgS6oKu6gSrSyf85fT0rtzSe4ziO4ziOM73Srl3+ozY4CV01biXgalSx/hvqVvwbcHjegFq9ZdpxHMdxHMdxKsxSQP8QwmQReRg4PoTwBvCGiMyKrvZxf56AXJl2HMdxHMdxSjP9LX35O/A/+/8tYEkR6RhC+B0YTwtsJ+440w1bLrNMtUVwcrKlTZRyWj9bbrbZ9NjYTpdsucUWvs50jbDFFltWW4QCteO+kZcX0JU8JgJvoP7S66B7pCzQmIC85nPaHEetv361RXByctRRR1VbBCcnRw0enH/daqeqHHXkkZVfLNtpEY48shXVgdOfMj0UuEdE5goh7CQio4GbROR+YCvgobwBTXcx4ziO4ziO4zilCCE8gG7WkvhFDwLuRZdDvhvdUjwXbpl22hx9Lr0UgIkH5S4nTpXoY6MIEydMqLIkTjn6bLIJtGvnaVUD9NlgAwAmjhtXZUmccmywQR8eeWRitcVQpj/LNCGEZ4Bn7P8pwN5NCceVacdxHMdxHKc006EyLSLzAEcC6wEzo9uJPw78M4TwWd5wXJl2HMdxHMdxSjOdKdMishiqOHdFV+/4EpgHOADYW0TWDCG8kycsV6Ydx3Ecx3Gc0kxnyjRwPqpAbxBC+DY5KSJzAA8C5wDb5wnIlWnHcRzHcRynNNOfMr0BMDBWpAFCCN+IyJnAlXkDcmXaaXP079Wr2iI4Oem/447VFsHJSf/ttoOOHasthpOD/jvu6OtM1wg77ti/2iIUmP6U6SlA1hqRdTRCR3Zl2mlzHLjWWtUWwcnJgQfm3oDKqTIH7refrzNdIxx4wAG+znSNcMABragOnP6U6UeBE0XkkRDC98lJEZkNOBF4JG9Arkw7bY4pv/0GQLdOnaosiVOOKVOmANCtW7cqS+KUY8qUKVBX52lVA3ha1Q5TpkxhpplaSTpNf8r00cCzwAciMgH1n54bWB/danzXvAFNdzHjOOXY/Mor2fzK3K5QThXZfIst2Ny3FK8JNt92W0+rGmHzLbdk8622qrYYTg623HLzaotQoF27/EcNEEL4EFgRuAqYD/Whntd+9wohvJE3LLdMO47jOI7jOKWpESW5MYQQPkXXmW4Wrkw7juM4juM40z0ickQjbg8hhIvy3OjKtOM4juM4jlOaClqmRaQzcDGwI/ArcGEI4dyMe1cALgdWAN4A9g8hPNvEV5/fiHsD4Mq04ziO4ziOUwEq6+ZxHtAb6Av0AK4XkY9CCLfEN4nIDMB9wChgb2A/4B4RWTSE8L/GvjSE0CK+Kq5MO22OgauuWm0RnJwM3HPPaovg5GTgbrv5OtM1wsA99/R1pmuEPfccWG0RCnSojMpoCvK+QL8QwvPA8yJyLnAwcEvq9gHoyhpHhhDqRORwYAs7f1VFBKoArkw7bY6Bq61WbRGcnAwcOLDaIjg5Gbj77r7OdI0wcM89fZ3pGqFVKdOVYwWgM/B4dO5xdM3nDiGEP6LzawBPhBDqQJ2YReQJYE1akTI9/U3NdJwyfPPTT3zz00/VFsPJwTfffMM333xTbTGcHHha1Q6eVrVDq0qnyi2NNy/wXQhhanTuS6ATMGeRez9LnfsSdQ1pNbgy7bQ5drj2Wna49tpqi+HkYIcdd2QH31K8Jthh1109rWqEHfr3Z4eddqq2GE4O+vffodoiTCMguQ8RGSQiz0XHoCiobuikw5jkd+fU+ax70/dVFXfzcBzHcRzHcUrSGM+gEMIIYETG5ak0VIaT31Ny3pu+r6q4ZdpxHMdxHMf5q/gUmFVEOkXn5kEtzt8VuXee1Ll5gM9bTrzG48q04ziO4ziOU5I//sh/lGEy8Bu6NF7C2sDzqcmHAE8BvUVEAOxvbzvfanA3jwry8xEnlr0n7zKNnTqVv2fqauvnCywnM3TLt1TSz3MsWP6mvlvnCivPdwL81meLXPflWkxgzBj9e+ihJW/7eWr7XO+coS7nUpd5xshmnjlfWHnJOy43JceIWYVXQfm5wyzlb0rSqFxGmTgx1zuf7rBWrvtWX0PK3nPH7fnKy+OP53Ptu2ClG3Pdx48/lr/nhhtyBfXzg0/kum+GzTctf9PLL/Pncr34eUrpuOvWLdcr8zTIAHTskC8d2rUrn6a//ZbvnZ0buHAWJ3TK6daZY8mxvPEB5est9WmF0KH0Uobyx+/5XlnJhg3y1UddZsgXVt46MO835Akv53e2p3zelfLZ9i+jUgvAhBCmiMi1wHARGYhamo8CBgGIyDzADyGEX4AxwNnAxSIyHF1Sb2YaLqFXVVyZdtocB+y/f7VFcHJyQGU3CXBakAPmnZep+xxQbTGcHAwadADt89kKnCrTmtqrCq+meARwGfAw8CNwWghhlF37HNgLGBlC+FFEtgCuAPYBXgY2b8qGLS2JK9NOm2NA//7VFsHJyQBXpmuGAXPNxc87DKi2GE4O+vcfUKn9N5wWZsCA6bNMhRCmAHvakb4mqd/PAiv9RaI1CW+pnDbHxx9/zMcff1xtMZwcfBwCH/tObTXBx1On8sknXq5qAa8Da4fWlE51dfmPtoYr006bY/c992R336a6Jtj9zz/Z/c8/qy2Gk4Pd33yTffbZvdpiODnYa6/d2WMPT6taYPc99qi2CNOo4ATE6Q5Xph3HcRzHcRynibjXlOM4juM4jlOStui+kRdXph3HcRzHcZySuDKdjSvTjuM4juM4Tklcmc7GlWmnzXHk4YdXWwQnJ0f60ng1w5E9ejD10COrLYaTg8GDj/R1pmuEI484otoiTMOV6WxcmXbaHP369au2CE5O+rkyXTP0m312ft7cy1YtsOWW/Xyd6RqhNbVXrkxn4y2V0+Z48803efPNN6sthpODN0PgTV9nuiZ4c8oU3nrLy1Ut4HVg7dCa0snXmc7G+6ZOm2O/A3TL44kPP1xlSZxy7GdrTE90M1qrZ7+33+bPQ/fj/vsnVlsUpwwHHbQfIjBhwsRqi+KUYb/992fixInVFgNom0pyXtwy7TiO4ziO4zhNxM09juM4juM4TkncMp2NK9OO4ziO4zhOSdriNuF5cWXacRzHcRzHKYlbprNxZdppc5wwZEi1RXBycoIvjVcznLDAAkw99oRqi+Hk4PjjT/B1pmuEE/7xj2qL4OTAlWmnzdG3b99qi+DkpK8r0zVD31ln5ef1vWzVAhtu2NfXma4RWlN75ZbpbLylctockydPZvLkydUWw8nB5BCY7OtM1wSTf/qJl1+eXG0xnBx4HVg7tKZ08nWms/G+qdPmGGzbs/o6062fwb7OdM0w+N13+fOYwb7OdA1w1FGDfZ3pGmHw4Yf7OtM1gLdQjuM4juM4Tklcmc7GlWnHcRzHcRynJK5MZ+PKtOM4juM4jlMSV6azcWXacRzHcRzHKYkr09m4Mu20Oc4644xqi+Dk5CxfDLdmOGuhhfjllLOqLYaTg9NPP8vXma4RzjrzzGqL4OTAlWmnzdG7d+9qi+DkpLdItUVwctJ7lln4eQ0vW7XAmmv29nWma4TW1F65ZTobX2faaXNMmjSJSZMmVVsMJweTQmCSrzNdE0z64QeeesrLVS3w5JNeB9YKrSmd/vgj/9HW8L6p0+YYcoJueezrTLd+hvg60zXDkA8+4M9Thvg60zXAiScO8XWma4Qh//hHq1ln2snGWyjHcRzHcRynJO7mkY0r047jOI7jOE5JXJnOxpVpx3Ecx3EcpySuTGfT7AmIIvKBiITo+F1E3hOR44rcu6uIPCki/xORz0XkZhFZNHXPcSLysYhMEZH7RWTxMu/vLCIvisjc9nshEblPRH4UkTdFZNfo3nYico1dmyAic0XX5haRySLSPhX+oyKyTFPjx3Ecx3Ecp9apq8t/tDUqZZk+ErjJ/u8IbAD8W0Q+DSFcDyAi5wN7AUOAh4FZgJOAx0Rk9RDCxyKyD3AUsBvwLnAaMFZElg4hZCXP0cD9IYQvRaQzMM6eXQtYFLhGRH4OIdwJ9APWA9YAzgKOA46wcI4DLggh/JkK/xRgONCnKRHjtD6GXXhhtUVwcjLMF8OtGYYtuii/nDus2mI4OTj//GG+NF6NMOyii6otwjTaopKcl0oVpx9DCF9Ev68VkZ2B7YHrRWRtVGntE0J4NLlJRHYAXkEV7AOAmYCjQwj32/WhwEvAPMBn6ZeKSDcLdwU7tSUwL7BaCOE74BURWQo4FrgTWAp4KoTwuojcB2xt4cwLrI8q8vUIITwsIpeKyDohhMeaFDtOq6JXr17VFsHJSS9fZ7pm6DXjjPy8fK9qi+HkoFevXq5M1witqb1yZTqbllxn+g/gV/t/T+CZWJEGCCH8BuyIWokJIVwUQrgGQERmAQ4CXgNiRT1mZ+C9EMLH9nsR4E1TpBNeAlYRkY7AR8AyZsFeyX6DKvPnFbFKJ9yFKvvOdMC4ceMYN25ctcVwcjCuro5xXoPXBOO+/54JE7xc1QLjx3sdWCu0pnRyN49sKt43NaW1H7Ax6tYBajl+utj9IYSXi4QxCLgCVcY3KeHisRnwUPT7S2BeEWkfKcYLot85C3AbqhRPQRXpDUWkB7AOcFiJz3oIGCUiEoLvIFHrnHGWbnnct2/fKkvilOMMq5X7tvP9pVo7Z3z0EX+ecwbrr+/lqrUzdOgZiHgdWAucceaZ9N1oo2qL4ZShUi3UJSLyk4j8BEwFrgUuCiHcaNe7Az80IrwHgJWBq4G7RGThjPtWAd6Ift8HdAPOEpEu5uKR+ER3CiH8FkJYF5gPWDSE8B5qlT4HWEJEnheRt0Rky9R7XgdmQ32w6yEig0TkORF57uqrRzTiEx3HcRzHcWoDt0xnUynL9KnArfb/VODzlMvEN8CseQMLIXwIfCgiB6ET//ZEJwKmmcvCTp77WkR2RJX5o1BL9TnAMODH6L4vAURkAWBN4GBUEb8aeBwYLyI9Qwi/2CPfRu97JyXrCGAEwM8/41Zrx3Ecx3GmO9riNuF5qZRl+usQwjt2fFLE9/hZYLViD4rIPiJyqf2/kYgsllwzl4r/AnNkvLeO1DeEEB5ELc89gJ7A28A3IYSfijx/AnC2uZGsCYwPIbyE+nsvEd2XvCPLp9pxHMdxHGe6xS3T2fxVjog3ACuLyHrxSRHpilqQO9mpk4FDo+sdUH/r2JUj5ksiRVtElhKRCUD7EEJiHd8KmJh+0FxHVqVgUQ8U4qMDEC8jkLzjy5Jf6TiO4ziO47Qp/pLFcUIIz4rIcOAOETkGmIAuYXcaMCOqRANcjC6rNwmYjK4h3Ql12yjGC8Dy0e/3gSWBM0XkcnSC4p7A2kWePRE4K5rc+Bywu4g8BbQH3oruXQH4msLqH04Nc8Vll1VbBCcnV/g60zXDFYsvzpR/XVFtMZwcXHrpFb40Xo1wxeWXV1uEabRFi3Ne/sridAjqsnEIBR/mh4G9QgifAYQQRolId+AMYH5gErBxhosGqJ/ztCXrQgi/isg2wCWoH/RbwDYhhOfjh2zXxV7A36PTRwC3AAOBv4cQpkTX1gbuK7GqiFNDLLnkktUWwcnJkr7OdM2wZLdu/LyEl61aYMkll3RlukZoTe2VK9PZNLs4hRAWynlfQJXcS8rcdwW6LF4eRgPni8hiIYR37PlnyPDPjt7xLrrOdHzuJWDp9L0iIsAAdFdGZzrg7rvvBqBfv35VlsQpx91We/fzpfFaPXd/+y1T772bzTf3ctXaGTv2btq39zqwFrj77rvpt9VW1RYDcGW6FDXdQpnF+mJgvxZ8zabAxyGEJ1rwHc5fyAUXXcQFrWiLViebC+rquMBr8Jrggk8+4V//uqDaYjg5GDbsAi680NOqFrjgwgurLcI0fAJiNjWtTBtnAxuLyDwtFP4J6E6MjuM4juM4bRJXprOpea8pWwt6hRYMf62WCttxHMdxHKcWaItKcl6mB8u04ziO4ziO04L8VZZpUc4Uka9E5HsROV9EMpd2EpENReRZ24n7TRH5e9a9LUXNW6Ydx3Ecx3Gc6YbD0ZXVdkT3/LgR3e367PSNIrI4MBY4HdgZWB34t4h8FUK4+68S2JVpp81x/bVZy5Y7rY3rfZ3pmuH6JZdkylXXV1sMJwfXXHO9L41XI1x/3XXVFmEaf+F24oOBk0MIjwCIyLHAUIoo0+hqa5NDCGfZ73dsg8BdAVemHael6NmzZ7VFcHLS09eZrhl6dunCzz28bNUCPXv2dGW6RmhN7dVf4TMtIvMBPYFHo9OPAz1EpGcI4ePUI6PRPUdiAtCl5aRsiPtMO22OUaNHM2r06GqL4eRgVF0do3zWS00w6quvGDNmVLXFcHIwevQoRo3ytKoFajWdRGSQiDwXHYNyPjqv/f0sOvel/e2RvjmE8Fa8MZ+IzA3sRH1lvMXxvqnT5rjMtmcd0L9/lSVxynGZKdIDfNOWVs9ln3/On1ddxg47DKi2KE4ZRoy4DBEYMMDTqrVz2eWXM2CnnaotBtA4y3QIYQQwotg1EelCEcXY6GZ/f43OJf93LvVOEZkBuB1VxP/SfdhdmXYcx3Ecx3FKUsFBwlWAxzKuHWN/OwO/R/8DTMkKUERmQSciLgKsHULIvLclcHOP4ziO4ziOU5JKLY0XQng8hCDFDnTlDoB4I77k/8+LhScicwATUEW6Twjh3WZ9aBNwy7TjOI7jOI5Tkr9i+koI4TMR+QhYG3jHTq8NfFZk8iEi0gm1SM8BrFsNRRpcmXYcx3Ecx3HK8BfOBb8MGGpK9Z/osnj/TC6KyJzALyGEn9A1qVcGNgV+FpHEiv1bCOG7v0pgV6adNscYX8mjZhjj60zXDGOWWYafbxhTbTGcHNxyyxhfGq9GGHPrrdUWYRp/oTJ9HjAncBuqTF8DnB9dfxYYCZyCbuzSARiXCuMJ1KL9l+DFyWlzzDHHHNUWwcnJHL7OdM0wR8eOdPWyVRPMMcccrkzXCK2pvfqrlOkQwp/AkXYUu75Q9P8qf41UpfEJiE6bY+S11zLSd0GsCUbW1THS15muCUZ+8QU33DCy2mI4ObjuupGMHDmy2mI4OfB0qg1cmXbaHK5M1w6uTNcOI7/80pXpGuG660Zy7bUjqy2Gk4PW1FZVajWP6REf6HEcx3Ecx3FK8scf1Zag9eLKtOM4juM4jlOStmhxzou7eTiO4ziO4zhOE3HLtOM4juM4jlMSt0xn48q00+a4d+zYaovg5OReX2e6Zrh32WX5+fZ7qy2Gk4O77rrXl8arEe69555qizANV6az8eLktDm6detWbRGcnHTzdaZrhm7t2xO8bNUE3bp1c2W6RmhN7ZUr09m4z7TT5hh+2WUMv+yyaovh5GB4XR3DvQavCYZ/9hkjRgyvthhODi6/fDjDh3ta1QKtKZ18abxsXJl22hyjb72V0a1oi1Ynm9F1dYxuizVzDTL666+5/fbR1RbDycGYMaO59VZPq1qgNbVVrkxn4wM9juM4juM4TknaopKcF1emHcdxHMdxnJK4Mp2Nu3k4juM4juM4ThNxy7TjOI7jOI5TEt9OvAQhBD9a8AAGtcawWrNsbeU7XbbWEZ7LVv2wXLbWEZ7LVv2wWiI8P1r+cDePlmdQKw2r0uG11rAqHZ7LVv2wKh2ey1b9sCodnstW/bAqHZ7L5rRaXJl2HMdxHMdxnCbiyrTjOI7jOI7jNBFXplueEa00rEqH11rDqnR4Llv1w6p0eC5b9cOqdHguW/XDqnR4LpvTahFzdnccx3Ecx3Ecp5G4ZdpxHMdxHMdxmogr047jOI7jOI7TRFyZdhzHcRzHcZwm4sp0IxGRWastQxYisnS1ZSiHiEgFw2pfoXAWr0Q4LYGIzFhtGf4KWioNKpHfRGTRSshSS1Qo3rrY31bbzlSyPmqNtGTd1ty483LlTE+02kquNSIiBwBPiMgSFQironEvIoOBu0Rk7QqE1UC2ClScOwGEEEIFwjpURHqGEP5sbjyKyObAvSKydXPCaQlEZCDwpojMX4GwisZTU9KiBfJuxdIgLVuwGdZNzXMicgbwoois3FzZLLysdGhSnIrIbiKySPOkmhbWTiKyKzS/nFo4F4vIbCGEutakUIvI8SJyOhTyRzPDq6SBoGJ1b6XrtkqWLS9XzvSGr+bRCERkJuAV4CPg7yGEt5sYTrsQQp39vz0wN9AVeCCE8GoTw9wA2BtYCDguhPB4BWRbF5gV+A54O4TwRRPDXA+YAJweQjjZzklTGjJLgweAxYFeIYRPY5mbEN6qwP7AMsDQEMJdTQnHwir6Tc341tnRb20PbBlC+LSJcsVpujrQHZgCPB1C+K0x8ZcKa3dgPjT/jgZeDiFMaYJ8FUmDlGwDgCXt0iMhhEeaEqaF9QgwD7BLCOH5ZoQTy7cJMCdq0LgzhPBjE8LbHBgO3AxcHkL4sBmyzQTcBfxhYd1m55uad08ENgaeBc4IIXzXzHIqiSLSHAXYlKuDgH8Cx4cQzmlqWEl4UZrODXQEfmxiesZhrYW2CVOB50MIvzQhvErWbRUvW16uXPmarqj2fua1cgAd7O8MwDvAE8DizQzzHOAz4AbgKWAycFgzwusN3AhMAtZupmxnAx/ad76BKnWbNjXugN3RhuG06Lw0MbwewFjgc2B+O9euGd+6Arqu57PAVk0Mo130/9Kosr9UBfLdrJY3Xkm+tRlhnQu8DrwNjLN07d7EsM4BvgAuAe63sE5rajpUIg1S3/khMAa4DKhDO5qNki0p8/b/YxZvK1cgTc+zOuQp4CG0Y9OkcIFDgKetvC7YTLl6Ardbeu4QnW9qOT0c7UQPA2azc43OH6myNROqsHZuRngdgb+jCs7xzYgvif4/DXgE+AoYBfyjGeEOBT6w/PEpcBuwXhPDqli5svCaXba8XDXMP37U/lF1AWrpADra3xmBd4EnaYRCnWoU1gHeB1az3wOA34ANgHkbEaakfq8N3IQq1Os0UbZtUSW/t/0+DvgZWIumK1/tgT3sGyuhUPe0yqnJCnWqMVwZuKq5jQ5wBvCiNRBvWePTvolhtbO/swLPAa/SSIU6+UZgV+DrpHEBBltDuHYiX6m0ACQKaxX7viTvboEqJhsBC8SNZUunQRRHyd/e6MjRqvZ7c/vOzYF5mhBvHaNzT6CNdaMb6Ei+rdBOyAr2e0eTb12gS7l0iMJrH/1/qMVZkxv+SL6ewH9oRsNP/brkKFTJHEYTFOpU/jgGuBut224E/taUb7WwOgP7An/SDIU6kusb1BK/PGrRnAos0oT46o/WvWtEYf8CrArM2MR4a1Ld1hJly8uVK9TT61F1AWrhiCoAAbrZ/zOg1rinKKNQW0W4ZOrc1sCr9v+2wA/okNxSwKXAnDnkiivh2SI5lwRusUZn3TJhLE+hk5AoVYcBY+3/7Uy2vwMrAccDnXLGW7v0b2Ag8Dvq8lEvfpuQLnMCD9IEhTqKqxmjcwsAVze20YmePwhVWNdEXSkusAp98fR7c8rWPkqT7sDjwGuUUaiBRYGlU+eORIcZk/z2o6XFCqjCX1QBtry7VupcH+B9+38byx8HAosA1wIL/RVpgDZQO6bKwdrAJPt/B+B/wCB0OPlB1DWoMeVqpji+LYz3gVVyhLNEuvyhnZq77P8dLR32QYfibySHwkShgY4VpkOA56mcJe0O1LrXqIY/StM4Dg+2vDuMJlqogZNRhXVXtE6ajCqdM+UNr5j8wH5oR3BITjnmo9AGJN96PbCv/b+ppenOwOrAZiXCWgmYwf5P6uDjgNvt/+2B/0OV/t7AUTllbHbd1hJly8tV08uVH63/qLoArf2IKqZNgevQYamzUaW3M2otLKlQW8X6O+rPvL1VbKugVpbDkkrJ7l3Y7t08j1z2/xBgPGq9vM3esww5LNTAKcBk+38d1E9vAGpd2dNk28+ub4ZaXJYuJZvdG1ecf0MV/AXs924WTm6FOkqHZYH1UWtIB2Be1CftC3Iq1FFYm6PDb49ahbusVXhNslCjfphD7f9tge9RhbUP6hfY2Px2M+qOMdzicC5gIiUUarTDdwTaIZvVwumMDkOPR61nPwAH2v3bA2+SoQDb/XXAhujIwt/QvH8P2vD/j4IiMSvwE7BrI76zyWlg3/YY2rAfDayGlquvUBeD74EDonL1PrBNI8rVSRb+Z2gjuLGdv48cDT+wC1oeV7Q83x3tlL5i3/1/UTqsBnyMWftzlqtlLW8lCuqu6KhI7oY/Sofl0Q7+FmjHfCZ0KD93wx+FtQ5wAnBWkn723U/QBIUaNVyMB3ay31ui8zh2RZXM+RrxnWuhHcuTUatlJ2AvtM4dUuo70RHJM4G+9ntR+/siWo+vh5aHg+z8Oaii3TEjvGOAx+z/1e3vfsAVaLmM695NUQt1OcNNReo2Kly28HLV5HLlR20cVRegFg5UifwFVVDOAV5GK/ctUEXlDau0ivrIWmEfjiqQdagSOB/a461DJwwm9y4IvEDOIS/gH8CXVpkcD9xplcmqFCzUj2ENQJHnlwZeskrye5NtXavU/iDy4bbK9DmgZyPibijqEvOByTUEVfZ3AX4lcvnIEdb29q3/tb+vokre4qhC/TnWsFJeod4EdV05FbXM3mLybELBivNkXOGlno8bh3Z23GnpsTLaECaNzQHAM8DseSpNCg3nxSbfa+hQ+faoQv0EWrkXTQfLr5+ijct/USVg8Si/HRzdu66F3yMjrK7AsaiyUQd0AbqhSn4dcFJ079yWd9fLmZ7NTYOuds9naAdhWTt/JTp8f3Z076z2nbn8/lFF5yu0XO0I3IuW8b3t+ji0E9K7RBgroz7D71hYs1v8PWlxd2h0798srZbNKd/ZqKvN92g5uNnSeYDljaHkb/i3Q5XTp4FvUWVrL4vfpOHfLmdYW1uajkLriteA/9i1v6MW6guAOXKGJ+gI1AdoXZUorAfYtStRpb0d5Tvk29izD5scdcDpwGL2vX8Ax5YJ4xbU6nk7cLOdOxAt378l+cPOnw6MKxHW+panPgV+sXMbor6+dcA+0b190PKbZ8SyWeWqJcsWXq6aVK78aP1H1QVozYdV1l2tMjo+Or8g8G+rBBZDLSffo/5QHTPCOsoK+tSoYvqbVVa3oEN5faxyeYYcfraoUjMe2DM619kqvG9RxWs5C/PyEuEkE0n+G53bG1XohqB+3IuhloOJ5Lco7QN8gipsK6A9/G9RC+48FCYlXpQjrGXQBnV3YH6r4O5COzJ90c7JfWijUdLn3NL1WuD86FwH1Oo01dJlAUuX8fauespz9H8nCpOh+qONdR2RdRYd5p5ULk1Nri6oInJidH5GdLWMSahCMQta4T+RDpOCRWQk2uiNsrjuiFrkngEuRBWUpdDRkfsobXHc276pDuhn52ZHG5txaAO5nYXzfM6829w0SNxfBqFl73nLXx3s2VssjvZEO273oY1ZnjSYyeJlj+h8dzTfPkuh/P4XGJUVjv0diipZDwFr2rl+lnb3mKxr2/seIZ+7wkB0JKYPWhfthk4QfgSti/awdB5OGV9W1CXoQ1Q57Wx54gTgPbThnxm4FVVUti4T1mwWP4OjumgdtIwmQ/AHoC4aZxX71qzvt7zyPKpo7hmdvxu4MkecJcaLWEHdAXXLOpOCD3UdcHhWetr/b9h9+9vvXpa+j2MTvy3eHgAuKyPXVRbWC6n0rUOt3ataGo+1d5QdwaMZ5aqlyhZerppcrvyojaPqArT2wyqBp4CTk9/2dwF0gtnZ9nsGYLHoubS/8Nzo8NEIVElNJvf1Qi2ab6IW4vtI+TCXkG1utGe+dfJOk3d2K/Qn2fkVqK8ApmVbxyqil9CGLvEdO9gK+3eolfOJSLY8ldNlwL9S5zZFFd5k+PIAq6zKNRIbopaBuVLfcq/JLajSeCuwRJmwOlr8nBjFWztUkb0TuC5Km3lTz8aN6lHocOPtwHJ27l9WYcZK51jUwpFrKA/tpCWyJfE9A9qAXWy/uxO5ZhRJ00Goxex94HJUmeiKNtAvWh58xdK3XpoWCasbOppwItrI72Ln50KV9mdQi/Qd5M+7TUqDIrItijac/0aVmYEWzuKoBfRztPz+pxGydbU8dXQqXrqgZf5f0b3pzkxavk3REYWHLJ8kytZGaL7/P0uHCel0KCHfWcCw1Lk+9v2Jm9EQVFErV67WRMv8bNG5eVCr6rOo1XFB1FVggTJhzYdaC1ePznVAO7tvUigTh1DEukf9srU7Wr72jb5vssVTouy1RxXCU3KUqflRJW3t+F2oxfFPbF4AqjCl5xsk93ZGy8L9qI/vt5g1Fq1D70bL6GSLu5ejNG3gS26/t7J3PmrpN6OdPxBVxj5FV+BpUE4rWa7+irKFl6smlSs/auOougCt/UB70/dZAepANJyIWoDvJDV5i/rK3o6oH9wG9rsLqoDECvUMqNI1bxR2Zpip8w+glXgyEUdMxgnABekwUrL1tcpicfu9NDpc91IkRw87P00hT8uWvDf+3+LqfuCK5BkKywuebRVdZ6LJjKUqKApWg05JnNnf+dFh1w3zyBadS3wH54rvsTS9N0OGOO6OQ61aI9HKdgrqHzcr6hf6C2rBeh1VXjuW+0a73hUdhh4dnUvi7VJsclIJudZA/QST+NkGbZQvxxpPS5/e6HBpu9Q74rB2Q12HtqUw6eosVKFO/Fc7omWkOxl5t1JpkJJtAGoR3zwqp9daWuwZ3dcZLV9ly1V0zwyosnSrpUe8kslIUtZGCspdHNZGqLU+ifPV0DI5reG38wujEzeLlq2MeBuJ+dqmzl+IKnDtUt9Tqlz1RpXCdVLnV0Tz8GZZaVokrBnRjuQ/UudnQpWlk0o8G8fd2WgH/jV0NOpaO78r2qF/09L6aXR0JI9sy6OjRony2zm69ioFBS9tpY3lmi/1ezRqud3Efi+Aum6cgI7mJGWqWNlaFy2rc0e/n0Rd8hKFenFLhzUbmT+aW7c1u2zh5api5cqP2jiqLkBrOqJC0gv16VrRfq+PWi+Oo/6SPqOAC0uEd74VqE/Qiv84VKHtbAV3qlUMJxD5W9OwFx4rqrui1sU97fc2aCV8EQWFrSPqjnFE6rvicM5FZ8d/i3YWtrbzS6KNy2RUkd4dmDVLtvQ5tLOQvG8waoVexX4nleNxwP0lvjF5fmZgdvt/JnQiyQ2p55ZAFdYVyqTpGmgDt1P0+wlUyZwjuv8KOzpkVZboCMMVwEb2ezbUv/BnbEY76l++l6VP8t1FK3Q0v+1BwbqyiuWNM1P334JZpjPi7WwK+e295LtQ69cH6EjBmmjHZKbouQbWJAp59010mPdcCgr6mZhvop1ftZg8LZUGJttPqDW8DvNzRRvra9BG/wR08tc60XPlytWFQH/7/Td7x3C0g5R0EJ/ARqlKhHUu6mf6KarArWvnV0U7SrcDO5mMc5eQr97qB9H/u9i3b099pXAXtNzPlCFXkg7JJlGd7dueQDtq8aozs6J11lrpcFJhLWFxtUiUNhNJ+eOiQ++DioWVuq8nOpKzEuqKtDWqVI+M6qehlj9OpaCoti8i2wKom1uiBF2OjuQtHd3bAXWf2qOILHH8n2xyPINZKe38KFTx3wjtTKRXbWqw7CQ67+ZztAN+OzbHALVuP4Hm3/nRuqPUiGJL1G3NLlt4uWpyufKjdo+qC9DaDgrL1H2ATkg5AVUQB9jv61DL43C7b5mMcA5CJ8mtjA5HjkGH3I9HFepOVtn9gCqvRYfHaGix+R4drvyQgtV3X1Shfh11I3mSEhYbClbVtVBFbqI9s41dXwK1pv5O5PaREVZcqRyBKnx3og1ZZ3RFkc/Qnnoyee0+4Ooy6bAVOlz3EgV3lW3QdU5vQRXYBdFG7i1K+LBRWArufXt+tJ0fgFo1XkWHLW+2+4quX4tW/CujSvMvwM7RtTkoKNRrFnk2K323tmfepjAhagbU/3oqOoR6kaXrj3F+S8X9cZbfNkMViDftu+aO4vMdtEPyVLE0pdAo/B0dBVjJfo+03+dSGAE5EVUIXsrKZ5VKA+qXgb+jnYWkozuMho3+FWh+fj5LtlTcnY6Ww6csrEssf62BlrdH0OHkRylSrlJhDbZ46YPm9wn2vevY9VVQ69y7lCj3qfCPRhvmG9CVLNqh9cljaMdoTnRk60Hgphzl6iW0rjgHzbcbW94Yjk5S64HWNR9RYv4BqnR8itYlj6GuYrOYbBPQUYyNLY2+xVa/KBHeQFTReh5zYUKVk21N3huiexv4z6fC2s7k/9jieTH7rltR5Xd7dAL5maiCvXAJuc40+Y+hMOH7lOj6aMs/b2JuFCXCGoIaMfqgVsqXUFe1PnZ9bVTZqrNvLuea0Ky6jQqXLbxcNbtc+VGbR9UFaE0H6iN2G7re8yyob98nVoEKatW7CnWtuJGCn+xiNLRIXE5h6LAXWtH+xwrvURSsJctE/5dSWpNNSlZE3UF2sDAvs+tLW6U5Am3EEovNEhQslIIq9ndgE+RMts+tchoHbGHn26OKWeaGHqnK7hi0kboGdeH4FLVC9LC4+M0qm1ftb6bbg8XzN+hqFv9CFdcL0IZ1Q6swP0HdKD7ElL6MeJsFtR7tjfqsbY12FEZH8XYeag0bQWrWd7E0Qd0fvkatDgtF52dHh1LryOhkpcJZBG1I90Mr7gH27Kno6MLSls/+g3ZKkvwWWzo6oxaxh7DJVaiF61PLH59SGO5dKpWm7UyGFVJyXYBZxdH89orF4eOWt5Jh6J4U8m4pX8kmpQHaQM5q/yf55SJghP2/Ojr8OoJoJQb7rnlyyrYu2oAmowKbo43dP1HlYX504uaFqCI0zRJKfQtnJwqN8XF2rjeaV59ALWlJwz8HWu4aDGOnf6PzFr5DLYZPoopHf3v/CNRS+hM6rD+ZIuWK+lbkH1ADwXBUmbketZatj+bF/7P0fh9TqoqVeTSvv4X65ve38F60+JvR3vEaBb/8XqXqj+jc/WgZ6BvFT1e0I/0S8HCOcvU3k+0oVKlO1jBe0r71fEvjV9AVR1aMnq03CkfB9W09O9cPrY++JPKvtXSaZim3c/NT35rZ1eJ4W/u9PKrIT0Zd9RK3v5lR5a5DVjw1t26jhcsWXq4aVa78qP2j6gK0lgOtaG9Fh3kWis4fiipuJ2E7Kdn5ZAUHsUrhIqsE+6I959uxYTbUYnk0WpmORyviO6hf8ZZq8PdBe/JPY8uhoRbeHVGF6d8Zz3VGLZaJkrWsVRbvoK4ic6PK2iGoUv822rgMSYVTbsLW8qi1OPEL74gqgJ9QUAD7okN+O5Ph9mDnFkMbpTOic33RBuwi+90JHVbtTYkNTNDhv49Qy8iq0bNbWAV5R3RvJ1KNFg3XHl2XgtvJtqjF/TSiJepQpfj4Yt+WCns5Cr6NC0Tnd0CViXOS/JXIF90zlEJHrbv9fQ5VHBZErVDHoj6eH6KN4gbF0tTS/nq0g7Y12gBcamHMiXYOhti9o9HG63GiJboo3Qlschqg1qjn7P910LJ2CWrxmg8tX6fZ9eEWb1cQ7TxXRrb10Ub0v9QfDt8OtWj+C+uIZMTdBRQ2wknWHP6PxekCqJ9pEneTKMzu756z3G+N1jtb2+/5UFedRykM6c+HlqlY+SxWrtZBR3HOjc7thHagb8BGdtAO10rFvjt6biN0tOJqoKudWxJVlCYTLfeFTlJtsGEGqaF26m/gcb/F1aoUlLYuJu91ZdJ0RYuz66JznS3MDzB3OrQjOCv1leeZUIUoHhVZGq0X50bryLvRunwgqkA18ANH3Ra6oVbIHezc4mj9/yY6atkDLWP7o8rY15YWh6XDqnS5aumyhZerJpUrP2r7qLoAreWwQjEKdW3YOnXtELRHeRbRJK7o+jaoYjUZHeaZyQrj8qjCN5ZCD/18K7SXZBX4YpUU6opRhw5zJQ1MN1T5epXsiSUXmuwPARPt3Npoo7M12oFIKuO7UOVuVFZFmRFvr6FDiFtF5zuj7h6fAcsXea7BbG0KE1R+JjXRDh0ym0LKZziHfPdavA2IKsVOqKXkaeCJHGGcjfogf4FW3P9GLXPboJbfUymyTnOxyje61httmKcCe6WubYf6mv8LmDnObxQ2YHkOHWp9zc7vjzawu6EduWXRTs3jqIXl/gw5VrX88aZ945xop/BvqJXnQQq+if9ARzCGZuXdSqYB6ob0gMX7H3ZuWcu7vVHLVCLbUNSaNDor76bP2/ddammwb+raNhYvV5O9nvduaMf0v9TfEXJFdNj3Xgrbt9+GloUx5PCTRJW9d5J4i84vgCo6E9MyFytXdq4jBT/3+1LXdkEb/pEUKacZsm2M1pNfUt83dSlUoX4GW2M94/lGbeBBob6LO5RZ/sOnoy4ZH1C/k9s1CrPomsPoijUPWVxcb7LNiI4KLYlaUC9HOwjLoB38OjLmzVhc/Gnv/Y+FtTFatra3dyT5Yxza6b08T/5oTrmqdNkqkha98HLV6HLlR20fVRegah9eqHznpDDEtDCqSL5CagF61I3hVcwyGYdh/99kheomot6nFbbXot9jqb9JS6mhqIWpPzHxKVTp6RXJ3w2dvHZjsYrO7kk2KDg1rhRQRfpu+78Tar3ZNwq72DBsscr0IMyHm/pW1k5WydWR4S+Zfod98xh0hGDH1LW+RFbbEmk6B5EPpMX5Z2gnIm50tkGVw8xNaCxuP0PX2p4HHVIdi1bo3dGG7AO001LKmldvkkr0raPRYcHtUvfvjA5DNtikAR3enWRxMTx17WascbdvvBud8Z7ZCKIdu9/RSWJxvB0BfBj9vhs4NfpdrIFpdhpQv1wlVrHXqD8p6DCimfcW/p45y1UvtFHtjPpwXoqW+T1Tz+yMdkyyypVYnNURWQLt2gXALam425iMspWRPuuhVtF7Uud7mswvYy4DOcrVDGin8A9s9Yno2k6o8nUFxa2YicwdKaymswHa6b0sFbdLoiMuE4BZssqD3XsMOTfwSMtURLZ41PAA1AVsKNHuiKhC/YSlddZ+AFugFt9fsTkRqHGkA+oOsKedW9DyRm9KW0GTiXzH2O+krbmDwrbhHe3bM+teKlS3UeGyhZerJpcrP6avo+oCVOWjCwVvK6vsnka31Z4ZHY67zs5tnHouc1UL1AdrP1Sp/CeF4alNUGvvnWivdzIZvnCpiu50tCH5lmhTEwvrdXSpumINSbx0X7Iu6pWoFeRtk7G7XT8UbSBOQRXppyntI51eVm9AFNZBFpenE1lpTYailsxIzjVQt4RkHdr5KCis26Se6UORnSajsLa2OH6PaJIjah36BLXITLN0YStUlMgr5wCXps5tiXZQTrHfh6ONY7kGfyvUovw66grSHR3ivQW1Em2beq7B7HG0oemOuhVdbvkh3lDoSlQZ2BWd4T5tE5Xou9N/d0IbuDfRTtnyUbo8hVoOJ6GNTKYfZyXSgIblakML70H71sT/f1OssUX9RDNlo365OgsdTUg6fz3RDs6/0PzbYFWHVFzF6dAOHS4fgpatEdH9J6EjAiejCtzL6XTIKFdboqNNyWz/dVGFMz1SszDqE1yqXK2DunkdQmFpw+Fox2nD1DPbU2S92yisTdBh61GRbJtS2KkzjuPFiSzWxcKksht4bIQO/V+OrTGPut49h9Zt8TrlXSjSeY7SdxV7/5NoO5BMxuuGWlTPRl2ixqLKfiJD+5RMndG8PQot37+g9WXie3sSqjAei5aLZ0rkj4rUbUXCbVbZwstVk8uVH9PfUXUBqvbhWon8CpyBzlp+Eq3IZ6KgUD8BbBk9kxSmuJD2t4K/u/3eElVmhqF+cV3s+hXokE+exe1PQ33oBqFKzu/AWdH1Z9Ae/6o0VBxi2bqlrp2DVsSDUCvNEqhlaSLasGXKlqo4z0WHeH9CK9tkjedDUeXtNIq7PRQLd3sL52W0d38+Ohzag4JCvVVWXKXC2hIdWjwP3Z3r/7AVT+x6Mszbh+IWi2IK4hWootsxdf4idLiwc/xssTCi/PYbhS1+X7Fv7W757Ra0cR2QlieVph2idOpmcf0iBR/CGSycZyz+6qVpKqwlUAtb0oiuhE7cuoGCb+nu6OjKpRRZhqySaZCSbU9U0Ug2S1gLVV7i9XO3Q62g56e/M0O2U9HO6ZZoGXjevrUHOnSfKHL7ZzwfyzerpV2nKJ7eo37Dfymaf2/Oko/65ep81F3qbbQOSeqUddH64LYMuYqVqx1Qt6iXUMvjBAoN/2VonbJ+znK1HYWVZcbas2mFehgZeT8jzK40cQOPIvXHr+gIzwdo5y9xTzgKVahPJGNuRZE82N6OTVCXj5spuBTshVrj37N8krnZEQ0V2WEWhwPs9wroyOAE6m/UlWWtbW7d1mJlCy9XTSpXfkxfR9UF+Es+sr5rRnvUAj2Rwra3c1LYJOASVKFeAu2Zj0tXjFFYZ6MWgfGoa0LSwGyP9tAvQf0I904V7njiYbdILkF7xpMpLJXUG61E/0xVnu+QWq4n9Y5jTfZX0SG1xMJyrj07yOJhk/hZyk+cOxJVpNdHrR8voVbLZPLhoagi90+KuCikwlrFKrNkN8SD0cbqHFRR7IFa9J/ANhDICKcd6vowDjjSzs2KDn/WxZUlamV9HXO1iMOI/u8e/f93tDLfiPo+m7va+7pG57IU6ZnRhvkg+90VnVD6FlrRz2z57V7UB3DGYmGi1pAxaKNwKtoIdkGtb89SUEx6UmKjEjt3Gprf30BXc0mWbFzZ5LoZtUwPJuqUUTzvtqNQrpqcBqly9YXJcA8FP9q1USva8xZfm1J/tCiWbUGihhb1cX+UwqYdq6OTKZ9GG/55UUvadcA1RWRK+/k+iDbM11JwB9jN4u5K+70s9UcXSvnQH2bfvDI6MnMz2sncw66vY9cnlggjSe8V7d7d7HeySsxDFFZiucTOrVumjC5i37Sn/V7anptKYZ31TezcuRlhVGwDj9S5RU22gdHvOkvnZIWHI9CVH45Nh5GSay/U2nkFmu87ou4DycpNS9p986KdznqT0lL540hUuX0crXuTeTYXoopYolBvSjT8H4XVIuWqEmULL1cVKVd+TH9H1QVo8Q/UAr8TsJr97ogOwX2O9ky7oJMhLkGVufdQBWdOdPme+TLCXQ21hKxhv+dIXV8PtRR8YhVLMWvBHOjw0BLRuflRK21v1P/wDnQ1j3VQhXooBUtilqXgBCv0+1rF8w1asSdLIZ2HKvsfWeVVykc6Hn7ravIkPo3Lo7OzXzOZ17PzR1ucxhXlXOm4RDsZD0Zx8RDaaHyBKuNdLD5upsQQdPT7CdTqMhPq7nABagH6CR0CTmZWN7CaR2EciTYOozELA6rAvkNhtYzuJustWeGkwpwdbfz6RfntAtS381u0g7OgfWuWBS0ZrdgDbfifQztdXSxuTzEZfwfGZ8WRnTvQ4jgZUbgB7Uwubb9XsTT90N5TTJHpjCn0cV60fNbkNEBXOXmNaCOYVDyujvqY16FuKcXKVRdLxyQ/zokqID+j5WhBS9OD0JGlz1GFaQW0E9euRNz9Ay1P/VC/4XvRVR1mRxWjXdEyX4eOdpX0gY1+X4PtHIiOOL1tefAzCtu390VHkGIlcH4artSyDfCQ/d8ddeG6BXX7mUDB6ncuqa2zi3zvEugw/aIW1q1oXXkeOtKyZlTfZbpf2f+70owNPIqEvQZaX8+I+uiOQa2DEywPJbINovQ60ueg5eFCtPP+DoWlIbdBy/p4Ox+7VBUrFydbWAegS3z+gCq5s9j1Yagl/X1gTDqeaKFyVYmyhZerbahQufJj+juqLkCLf6BWtE9aATrSKqKOaAW6Mdq7HEXBT/Qt1Gr4GKV7vOuQWvrHzq+VVJJWeW0ZVYjFJi/cbhXXaHQ4fT7UerA4auW93P6f1yqbehYgogodbYxmswoxWeJnXbTC3cFkSxTqHa3Sy7WdaVR5PYgOmy6A+mEfYuffRa0aR1PfypT83QF1R2hv8dIDVQwfsorrVOAqu/cQ+85biba8zpBrQ1Q57GSV2Fqob/KN9n8ne28d2lCmLdJxY3+gpf3ZqMX9CQob2Vxp4XxLQZEtuvZoOp3t/D/QIdjt0UmqyQoqr6IV+71Ek4BSz3ZHG/Nke9/1UQvX9qiVbF5L901QP8Oik6ui8K4Czrb/t7FvHmhxmawzviCqIBX1R7Rzw1E/ydMprKva6DRIhbkGms+Xi/M4ail7OirTG5BdrrqiZX68xfV1dn5/dJLUfqilbDE7/waaf2MrX7Hv7YCOHCRrtG+CDh/vbHInoz/LoB3ZPJvZLGB/J6FlZzZUATgOLRcPoMrXKannEsVkBdTCuInF9dyWlk+hCsw/UAWzJ9p5rbNvLboxURT+aqgi3cvicVFUQbwKtU7/zcKqw0b4suoM+79ZG3hkhL8sqrwti9aVI9GyMo+942XgqDJh9ELr8dWjNP0DXY99fju3BWpguZ3siYtJ3TuJQmehr+WP/pY2Xez8rpbWWcveVbxcVaJs4eVqIM0sV35Mv0fVBfhLPlJ7t+9Zhk96qTNZRXIjtiIC2vO+G1Uy40krxSqANdFKd/34HrRn/RWp1SvItiIvglq4/6RQCSe7zI0HTrD/Z7UKbCNSCnQqvM5og9TLZPkfcKBd+w+pyXR2Po9rx0j7fyPUdWULtBOSWPxvszi+iCJWA3So8nHUkv0HBYV6TbQDcT+FYb3+FicjyZi8YWnXGW2Ah9m5ZJWMi1GLQSLHtWjFvGCJb+yHNvDbJmFZ3ngMW2nDvnt7dOmp9DBvstNgkg/WRC1iW6OVb3u08bsJuDZKq7GoAhwvMZZO0zlR15q1LP7/h+bRTibjIVlpSvG8OwJVjJKw9rfzR6OdyZlz5t15KViykhVEki3Hy6ZBhmxLox2VHaifz2dBredrlZItlefeN9n+br87UViVIelMzImOhuxYJN7Tv2e0MPujHY24bF2MjqaknynVIT8cWyMeHUJeC228x1Gwqv4bbcAnZsTXUmg5ecm+NXFv6IuO9oyjsI33hmjdMIbUJlNxmqDKxscU6rbFUQPE3RR2I50fVS7/QXnr9ro0cQOPKIyk47oEqjzPE/2eBe3kH2HnlkVdzYZRZvIXahT5yP7fGlXiDkQ7k7dgFu2ULPVcO6K/M6GjkPOhynhctu4g2uSlVP6gmeWqJcoWXq6aVa78mP6PqgvQ4h+oBT2Z1PIRagFeJbp+kx09UJ+t16i/GkU89NPbCk7iZvFvq5zWiu6ZG/VfzVxbMlUxLYQqbBNQf7dkFnt3C/sSe++9qKV02uzxlGxdKUyGuw+1En+XFHg7fw0ZG7wUkw9tWDtaZZbsqpUokRcDD0TP3IW6HxRTpJNzO1vF9AX1/ZLXQK2zf7Pf51j4s2bJFv0+1eJvhiROUCvNKKsQz7awS22LvDg6VPcb9SecJh2YR9B1Q9OKWxIX26GdoWSi0vao5fg9dGj4emC2KA1GoJa9k1DrTbxhRT3/UupPbrkNHVL9e3TPvVlpmgprMdSKMiMFS8pUzBpk9xyI5sOSE8mi9JwR7cw8hzaGycSvjmjHLTMNUrJtgioyieJyg8XLmtE9C6DloVcOuTqh5flR1EVhHGptSzo6V5l8m6MK4sPRtaKTySiU+SFoOay3Pril6Z154i2Vd19Ovetf2JrxFo/3Y8PRqW+MR3/6U9h+Ot4wpTc6KpX4c55jeahLKTnt3hcoTGpth9ZrX1IYHTkdrWMabMiSCqfJG3igCvbo6NzOaN3xPao8JxuidEet2Ykx4mTUqjhbVnmIzs1tcXwiqkjvG6X599iGV0XiP06zeDWlCRZ3/0fBHa4dqmg1MGRUuly1RNnCy1XFypUf0+9RdQFa7MMKBWJ2q8wWRnuUL6NWgmRYb1erSD5Bh9ZWTIdh/5+DKqcf2b3zWpg3WoU3CG0g7kWHlspuHEFhQ46uFtYdaKOTKNQbo0rZy2gvetqM75Rsx1nFNRHdmW9hVIl70q7HfndD88RbLCvqCvABam1Izv0DVWKH2rsnU9olYE7Ut3cPCo3rgnZtuShdxqLDwUU3VrD710b9yBOL1jNEw6+oVf5ntAP1CantW9PyoRbizVB3m8dS12ZBleFXKD0J8k7LP+tYntgDbRT3Qhud0ajlalsL6z2TbaWMuD/WnnkNdXXZB/VBvJVCAzSDxeWxZdL0TLRBeIuCL/olFkfLoWUk2dSipB84hXI1F1oG5rc4ugb1sU4a/hXRvPsGUbki5QaD+t5+iVqjHqEwkel+yxOnoTP6x6KWr7IbHVF/clIXtJGeQMFHfCs0z75r70yvyhDLdzKquH2JKiXbUBjqTnzMZ0CVn/Ny1k3Jeza2PBev8TsAVSj+ZbI9R+nlCOdGFaadUWVmHAVf0Pb2/IdoY/9/lO7kL0ZhFZfbSW2QZHmnDq2Lvqf4FuEV28DDrk9BXd26Wn74O+o6d5PFebIyw60Wly+grli9suRCfY+PR+uuLmjZraP+Gupzop2FjcrUkcegLgMPoKN1K6Fl7cnUM4/H4Ve6XLVU2cLLVbPLlR9t46i6AC3yUYWKaVtU0foInbDRDbVCvooqbonSugY6NJi1I9MxqEVkI3RY8RVUMZkHtYqcaRXb46hFpOQyR3btCFT5vY7Cyh1LmVxvRBXKUmgjl1QUHVLhHGeyDUJXXkgsR31R/7jnUCvBYyZ3Xh/po6yyPBC1gEyi/mY0M6NDjP8h8iWkeIW8hMV5Miw2g4X3JgXftgGogncN2TuUiaVhUpF9bXH+JzqkuxoFZaA76mM3TyqMuHHYGh2GTIb+NjQ504v5z4pW/mlFYR7qj0rchDZ0r1HorLVDO2wTUCU7se6sSfYkvBPRRuYwdGLh9nb+MFRZGI9amB4tl6aoj+HnqJK/CQXr+Yyo1SdpmF8iww+8SJjboArD62iDOAeaT/+NdrqS/LwI6ns4d+r5pHweZWm4Fqq8PIWW12SFgdMt/KdRZSnP8ndDLK4nRPE2m+WTCfYuQSdZzkJGuYrK/VeoheoAYLPo+++zeBtv8r1CGV91e/YkS7cLUaXuK6BvdL0j6m5zH1o3ZC79hU5QnkJhdYGl7JlxFPxPl0KVxssp4c+J1jG/WV65Dy37z2CTtKP7trQ8tViRMCqygQdarpIO42aoEeNx1CKbuDssjirhE1Altis64jKYaEJ3ERmT1SxuQg0fvVHF8Gm0jjwJLa/3o2WtVF77B1pOD0StoX3Q8r0janV/Fi2nj5PDD5xmlquWLFt4uWpSufKj7RxVF6DFPkwL9w+oRW8ntFJOLMGLoBM3xqPWvxuiwn8JtkKH/e5sBTDx4VobVc5fRSvSHnZ+NkosR0b9XvnBqGXnQrTinIDt9kdBof4Ctd6eFj2XdgGY0b5hUJHvX8cqtVPsPSdTxBexyHPtLOyhqEX2SZOjzuLsYovTxVHrSQNfwiJhLopaBJ7GthlGleIn0NnVS6OK3nKUUOKi8GYwObdARwOmmHzPU1j7usEyXak0OB+1KHyINprJ8O5GqFJ5d8a74+/tjTbwK9uxkMVPHdZARHG6i6XVvRRxX4nunQVt5HZMy436ce6ENuI3oZalkmmKuodcUeT87mg5WBNVaHYm5QeeEd6qFm8HUvDhToY7l0Inan6DWpTiRus8It9uVPkZRWGJqmRlmKfRBnrj6N7ZyC5XcZk4gsKqDLdZOuwWhfG45ZE3iJbpovhISge0bji4SDosh7ryDLB3HRqlQ6ly3xkdsRhhskw2GT+xuDgCtTwum5alRHpcjOb5pJFfAu3kjrc0/jspd4cSYa2NKs9JpzZxBXoKteadjXUSy5Sts2jeBh47AYfZ/wtYHnsbVfTT66RfjSo5u+X4vgarWUTv7GFxOQlVOjMVTJi26cxjFPyG4+/fCB0dHIZ2IoZSvpw2qVy1VNnCy1XFypUfbeOougAt9mFqxbunyPnlMKugFY5xwArR9bdQ5XElVAmaAa1cd0Ir9hvRIcK5UVeKt1GlLh5SKmWR3tIK6lb2e2a04h5PwedvYVT5vZESvXIKVtpkRY1EEZ7R5GrQaFF+KC+9OclcqKXoKbTzcAHqpzeFaJ3rVOVWbNhsEXRG+gsUOiZd0cbrJ9T6tGCR5+I1PrdBZ1Qvk7rnPHR0YC50qPGE9D1F8saXlsbzo5X7pxQU6r4m55NZYUR56RHLHz9TWM5qNGoZiV042qGWs/9Qevmq2Uy2wdG5zqii/jmpSUJ2PWvnv3Zoh+j6Iuk87Xy5/JG6vj+Rr3x0PpnoMydqJXo4+X502Poqy6t7R888iXb25kM7tIeg5eFdtEN0drG8kCHXqqjysrX9ngEtQ3UUXAGSEYYLKNE4R2XrHeD86Fwny2OvJGGWijsajmSk37kwqgzegy7/+AQ6ytJgybTUczOlfp+LrkyQbvjftO9vMEGQQrmaH+3spv1u50I7dfuiFsQbLE0bLH+Xeu5UmrGBh4VxDFoGrrU8szhqDPmeaOc/u3dxtP68k/Lbl2etZrE5NlfAjlnJ6LxFz3VHlced4vvQduFJimw0lc4fzS1Xf0XZwstVo8qVH233qLoAFf+ggqXhn8Az0flOVnGeQWEyXVcKK0DEisZjVmASZWAntCLeGVWGlkcVlfGoEvhQVmWUkm1JdCjqV+pbB+ZCG4RxaMPVYOYyGQov6sLxaOr+ribTEXnjy/4/wCqhG4HTU/cdiHVOTN7F05Vc6v4NreKJrR2LWgU1mch/ElWAFyoR1nZoI3gv6us3ifoW+xPQzkOxpeqWpeCbnTSQIylsgLAS6r88Bm1k9rLzW9p9Wb7vSVh7oRX1i9iMbzt/G8UV6pnj3xlhj0SHdhdKnX+cjKW+Uuk4G4VysBe6ekp6pv45wA1NKF+HoEpEslNaEg+nWzwm1u1OqecWQ0cDnscmdaFDwsuiS3ONouAaM8ryyD+z4ihOB8tX/0MbuEOjazOijfyfFCxpxVZlaLALnv09GVVe1khdHwNcVE6u6P8jUIXmJdTHf/Xo2rHU3655OUqXq5XRumKV1Pnz0Hol8eucHa2nirqu2T3boPXcK6iSdQXQO7r+HPWVni6p5xekght4pMK+ztLzpugdm6Ojjf9O3bsYJSbhRefKrWaxdkYZj8tW/Nx4Upt9oArrNANHS5erlipbeLlqcrnyo20eVRegIh9RvJe5Jmoh2T91/iCrdLoVeSZW/J5Ae9ArROduAC5J7kUnbqxZ7P12T7oy6Yb66b6PLf4eXZsTXfJoMrYrYbFwUEvRcAq73fVAh7PuQBu0pPJ4hBzKdBTumag16ATU3+4HVFGPV+L4kdSmIlkVFGpNqUOtJnG8LoIqmu/HFXQJuRa0exNr9ipWuQ2m0PD0Qocxi23schA6zNqVguU4sdrMgiquR6GjDhNQpf38VBiZ2/OiCslB6ASkOzFFwq7dhlq8VyuVN9Ahwwvs76yoy8u7qJVvEbtnBnR0YK8yYR2PNvKPU1jL+gq0Uexr+awTmnfzri6Qdm15Dx3qjHd/3AzthGbuCIl2wC4gNdSPdhwmRr/vsThtoMyUSI/1Ta5RRD6MaMN/ouXFYpPJ4rg7BLXYn41aoZLO78go78xg+eTonOXqdHSI/Gh0VOVHkzHJu0uhHcGFcparHUymG2k4sfYatC7YjTIrC6AWxx8ojGodgipHO1DwS/4HtgJCOj1poQ080FEYQd0axqBl/3AK6+NvbnE4osS3NXU1ixXKhLU3agxIOuLLo+X01tQzEzF3tpYoVy1VtvBy1exy5UfbPaouQLM/oFApbIBa266zwvU3VGF6joIi1gFVGu9OV05ReGmF+i0KFupz0Ukd+1BYAqnoChapyqQXagFdzn5vivpK3556Zm6rJLIsluejLhF3WSV2HTpMuxrqn/iKfVuuCS9RuD3R3n1iUdoKbWh3prAKQzfU0tqg4rTrxdxHeqN+gNdS35p+POpKM5bIZy8j3F7A65Gc76N+wHOjowxLosN671J8RYDD0WHlp4G37NxS6EjDhqg/fG87PwLthNxdIg2S/DYvOkGou/1eEh1ZuJOoM2S/3yN7Q5bz0U7f06h1+0pUodjR0mQC2smaaL9L+fmda+l2GjpE/zGqQM+KWlimWL54xcLKnGwYfedGqA/taLTTMSNq9fk/dKJPT7vvHMt3M6bCSZeLuNFPrGgHWLxfiI6o5C1XK6LlfnH7vSpaDi4jckdA/Vv3LhN356HWybsorIwzr4V5L5pfH0VHRV4uFVaqXD2D7aSGdgR/R0c9lkVdBWZEy/KAIs93pLjSs4ml7yjqj3wchpbRx0gNWRcJey9gbCTnu+hw/iIURmcGoR3sGYo835UKbuARfWd6RGMImo9jhXozi7PhWfk2StNmrxQTldOfLN5/QyeezWyyvIP6Yl+HthmvZeUPKlSuKl228HIFFShXfrTdo+oCVOQjdMONKVYxjUZ96y5HG4zjUGVlshXa77Blk9Be+0Y07OUXtVBbIb0RrXjvJN/qAkNR5eVtVDG/BlUgt0IVmtsynkv7iW2PKpLJTo0HWmVxNWph7YZalYeinYiykw2jsJcA3rP/N0Mbn/0szFvRyr0bamWOrSkbES1Sb7/Ppf7mJ6tb/F9NYQLo6XaUrZhQf+1n0AkmHwKX2fm5UCvyfvY7Myx0tYDESh6vdXsJ5iKDWvXvI7Io0bCxSirgrdGK/2V0MuqZqHK/DKpQ34HmyZ1QX+cGs+4tnJ1R//NkhY1hqIXlSrQx6IVOwrkWtVJnpinacYmXVVzTvvkjrAOETjDb3uTKM9lwS7RcXYzm94loPp4VVW7+i+bJRy2NV7DnziPaWaxIPMaN/s72rcNRJWcM+ctVosS8bs/Nh66o8AHa8DfYQKHY96JzHj6mUC8ci1ppJ6LK5WwWF+ehVrZcZQsdEn4d7WhthZarg9FO/aNo/dQeraPiOmcv6q/JvQm6GdKN6ETWGS0tH0R9QpONk86wZ+fMUa52Q/P7CpZHroje9Q1aJ8xLCf9+u/99mrGBR6pcbYqW1Yn2N0mPIZamgy3vrWzpvHgJuSq2mgWaRz+isA7+kfbNl6KK2Vyosn0R+SYbNqlc/RVlCy9XzSpXfrTdo+oCNEv4wmSRcdSfHdwb7elehTYKy6FDlvWWdEJ7/J+iM9jLKdT/paAsdKfQAJRbluxrtOfcyWSoQ33cOqBDli+R8rvLCOto4H77fzW0ERiCWjJupMjM4mKVUpa8Ft7tqDKXNIyzoJbMIelw7Rt+QhXSuVFLxhQL426rNP+FNmSro52Yt9FG7UdSkzdQf+KkMu1pz3W3d92GDh/fGn8HanHZvli+sL8do3g/277xbAo+1NuhCvqVqNXk+UiGLNedNU3+w9DK9zhL02Qb7kShfgP4hSJLiEVhnYgNV6MjF8+jnY7HUNeMedKylEi/DS1+Z0MVpIdQ5eU6dIh9Y1KriBTLH9G1LqjlaEh0bnFL33ft25dDFfM9KQyjz452Cp4lcjMiu9F/Eet4pdKuVLnaFR3iTdbePd/SJFnicB2T8WbK7IBn9+8D3GX/r4iW9/NQRWIixSfwpTu7xZSJOSgMZ39H5HKGWnTPS4eBjjQ9g3b+Z0D9fBPF7WE0z0+weF4HVZK+RZXXqTScnBtb4WaIzq+GKiTfAVdG55e284tmxFUSVmfUPeJRmriBRyrcTdEyPhTNqy+gCmViHR2CDrU/jyp6mYoNWuabvVJMdM9x2CgialF9Fu3cfkeGu0mJsJpUrv6KsoWXq9zlyg8/0kfVBWj2B2jl8yqFGbdJhZ3sUrRnkWfioZ3/oEOB5RTqx6xiWTw6V26nuDOAf9n/26MW873sXcmayzuilsesIbekAjwQnTTS0/6ea+f3t0rhPgqL5xez/nRPhbsVamFNnjkY7VjEM57boZ2S/YuFa8+/h/buRwDHR9c2RpW48+z3IuhQ49C4YkIbycOi3/3RCvsTVLFcErXuTkYbyF3RobzE5WahEmk7F/Un/B2INsZno77mM6IrB/yH+hOdinVCknQ4HLjD/l8AHW0YhlbOA+z8gpbGC5bKJ6il5i60M3IZZnFCOyF/oAp5rjVMUYvKBfbuk02mWVF3pzrUqrRPKXlS4c2MKufxDont7DufxPxGM56dH1U2niXygaR4o3++pfVW0fly5eoUbFUH1Gf9B9S1a3UKLl1boY12yQmMdu/OqDI4h8XbmWgnbrDF3a+YglHk2UVTv7dBrWwrRPm5Drgxuqcz6n52WEaYa6GN+fNoPo8n225g+fVe1NViOTRfD6X+KFHaCrelPXMXhZWEDjfZ9kLzcie0bLwBzF5ErizXp06ocvMIOTfwiNPanr8J21AK7cS/b+mwFDZPA7UenkT9+qOYYt4eVZpPoZGrWVC87j0JrbvmRcvmmVH5rbO0WqlY3FSyXLV02cLLVdly5YcfWUfVBWj2B2gF9zbWU0ctMYlCPY7ULl7Rc7G172ryKdSXkz081sB6iFoFL0aHJf8XVUi7odaV2ai/pF5sRUhXjskC/smM9E3s/H5ow3FBVgWHNibjMHcD1A/vJ1TB+oCCknW2hX07as19hCKbgqS+dSt0CPRX4IzUfYlvYzK0Kqln21OYxDIQtRh8gSr2yc5i/0EV6iUpLGH3lsXfisW+18I+E3XD+By1gvS18/uiFe7Z6Gz1bVPPldtY4QDUVWcxtKFKhsf7ocr9Aqn7E5/zYo3+DGijt4TFdZ/oHQ+jFrHYrebwMt/cA1WgX6MwurC6xeHh5HD5SYV3P9rR65w6P4Ey29KjFrzTUMXlyOh8Ol8vbeldtlxF5wajowk7oeUq6ezthVqTeqTub4eNHJSQd1G0LnmKQtnaClU+DyyWL9Dh/jcozKk43+R5n/rlfV90pOY6tNM5jiL+odQvG2uhLgB/Elna7Fs2Ra1862d8S2yFm9Hy15/YCkeoMpHIdgqF3fSeROvBBnksJdtRaFl8CBsRRP1nJ9qRewOPKMybUP/l+UyWK+38uURzSyhidCiWd9B8vzQ5V7NAlamicwjQenp5VMF6nkJ9dihaR11NDuWyEuWqUmUr/Y1ersqXKz/8KHVUXYBmCV/w+zyE1EYZdv4BMpYSs+u7Uxi+uwNVvEoq1PF7o99ZSwCtZ5VQHdGmAqgy/QLRpBJ0SO81Slgb7NyWVmH0QBusu4ATyjyzHGoVvxmdnf28neuFWlc+p6B8bYsOld1pFWvmxgXR/xuivr+jSU0CRC36h5dIgy7oEkeJ//dl0bW+9n13UfBXnBttJGYrIc8uqII/ALWQ349acvaM8ssL6KSSyRQsUCXXyrbz29lz32Mru9j5NS39YmvgQPuuZOJTVmdnZwtzdvt9F/Ur+vboSMtzqEtPevOBWO4l0WH6zSyP/MeeqbeCQKlvje45HO2oDab+BNIbgZOy4gmduPZvtLNwusV1ZqOfp1xRv9O5AdqRmUp9964N0KH8OWPZLA/UW94r4/190E5mMmnuLuCqEvVAoqg9gvr0j0XdJ8S++wMKyuamaGf8NtTKWc6vVtCGP7Huzp66/gpwTolvia1wZ1DfreAii6dEKVkGLSv9Kb7We5wOye5156KjKb+iiuGsqNX1MXJu4JF6xzWoMv8+6uObxM9xlgfTdew5aHlI8mo67yTnR1BmNQtUKX4VVRrruXlRv5zsita9nSms5nRU/I20YLmqVNnCy1WTy5UffmQdVRegrICqSBQdyrO/81rhOM0K9glob/x81J+q1Nay/dHKfzb7fTeqWK6XVZkVCaPYupf3WSXQE7Xw/hd1x0h8t+5Grb/xs3Oi/mQPA8dG59ONyGIUtgn/L1q5l1qVIalclkKH7V40+brY+bkpbEkeT77Ls7OhROFvhiqwpxEtn4c1GmXisAvasPwCPJ+6tpFVvrcRbQ9bIqwt0MYmXh+3HaqoT8bcQlC3iB1o2Hj2pfjM+bjRS4bHN4/yztmo/3v36L7ulg9/o7BlblZn52G0In+OaDQglUd2tLS7iWjjiSLhjUHzfjKkXWz97S7UH3Vpn/o7E2rduxgdwk+WObvC8lHm5h323BTU97C75YnnydHoZ5SrY+39D6NWq67oiMxvqALUC52oer8dxcrBfuiM/8y8iI7+3Glx93JWOqSeWQ9Vgl5CrVpxPjkD9ck/mOIWuJIrPtj/a6LKxENEm5Kgnf8Gy4ilnl0L7Uz9TjSkbdeGoVbqg4lcocqkyeqochq7KKyD1pnD7fes6GjTBTm/L8mbs5k8n6fuvRIt+/V250NdzJ5Gy0NRhdrOHWz5JnM1C7QTcK3dtzfZFupFUUXzeTJWxKEFy1UlyhZerppUrvzwo9xRdQFKCqcFfCSqkG1NQQFMCuKCaC/1WPu9rxW8p62QrBCFVUyJ6WKFdWR07j+olbWBhbrI83EP/1jUYnMRqrj9hlbgG6FLwf2fVQBvoArTNB/C6P9ZUOVrInBM+j3R316oAnxUFBfFKhVJxddSqNL8LfUnYs6NWpw+Ak4uFkaxOKTQQMxnR1/7xtFox2AY2kBkdmiisGaksNbtAalrG1qc3IBW+EVXBEA7K7ehDd64Ive8TpG1laPvuARVuOfMuL4o6lM3E2o9+9rCfML+75WRx8607yqlUG+D+o83WA2A+o3zTmjDdhMNLdRxftwMtRwVC+MY1EJ3P3BWke9cEO3Y7I+6Te2FLs/3HLZpUZly1QHN+/+MwjvNni/pE1okz+2NDu0eiY6sPIItFYbm/8mWxyajylg939xUWLtbOpQaKVne3nl4Oh1SeS0Oty/aQZ5Caq1i1JL2Llo/dE+FMUuGDEk6zI66iK2LKo3voXn0ErR+KbkDGwUr3ATU4jtH6voFaH10YPqbioSzKIUNPI5OXd8Q9fFvMGfD8sLCaN0Tr6TTLvrOhVDr8OqoYv40qtzeaGnboOOIGlk2QsveQ2RbqBdEFdWxFFnNAluKD7X0JpN/py33RqEOTfLTMmgZPZ5U3UsFy1VLlC28XFWkXPnhR7Gj6gJkCqaF5SsrfHegvnyLRNcXRpXCy6ivRMxiFVUD66Jd70d994q1rCLaMDp3G9po9Mop6yro7PWdonMbm8ynR/LuiDYARZclQ33JlgDOQiv1TIU69VwxRbreRJrkm9GJgN+hlvH5onuSNa7/k6rQBhP5QkdyJBXiAuhM+ePt9xaoUv4jakH4W5Zc0bkkPmZEV8mowyZoRvf0oaELSbGwOqNKwsuo+0SX6NrlZPvQX4h2eBIf57RbxIL2Xf+OntkEbSD2JZp1nwp3G9QKfg6qcNRz+Sj2DfF7U+cOt/yzPuofWEyhLvZcPMpwAtqhGoxa098Etouu90A7BpfRcGv5bhTZgc2ubUZ9JXsA2ildIsonp1gc7pyzXCWTc+PZ+uuhDeBYVKFaBG0U1yGjXNm5gfbsnmjDf1jqepYiWcr1ZJbo/6VNriewzXKia/9El1+Ly9XmaGczvQlSki8WRFe3GIyW3zVQt7U6dAJa0dU2in2PPfsQWs/NlbrvLIrsPlosX6Jl8D1UAewZne+EGiV2KfLMmfbe/1n8pBXxBVDXgmRC9eyoUjMSLa+Zqyig1sWtUWXvARpagZO4TBTmzNUsLJxZUcU7S6HOXB2JFipXLVG28HLV5HLlhx9ZR9UFKCqUDvk9RuQDjfq07YIOO82A+nFdGxX0Bj5uRcJdGZ2s+Dm6bM+yVqDuLFIJDC1WeabuEdRH9ScrjINT1/uhCtTaRZ5tsAQQ2jk40cI9D7UWNFCoc8RferLQKFS5PAF1M+mJKtRjqO/jGy8TlfwdZN92UDp81KL0DWqljRW2xK97tujcchnyJenXE1Wk5zWZ67CJkRnfGFe+O6AuNsegFhBBG6170Up+NrTBmkRqFr89n0yCXKTINUEbl0/Qxr1dI9JhEXRYOVnl458UUagbUS4us/AEbfwfoIhCXSKvzmZx0N/OzWS/B2CNCNrQHp1Kz1JrA7dDO4o/oZata7A1v03ee7DdRtGGbB/KlCu7dwG0XNZRf7WXdpa/niPaPjirXNm5OVELV+KPehBFGv5GlqtjLf4noSMmc6PLf41Bh+9Xzoiv5O8RqIJ5Og0nrc6LGhIuo/6IwgZ2LlZkZ8mQNbbCrURh/dwGCnWZsrUi9TfwWA0dDTyTwmo13dCh+x1T4RyGLbWGdgBPQZWize36/KjP9XBS/sZZaRld2xidBzEHquQ/TxGFulQaRue6WHwfidbD16IjYQ0U6pYuVy1dtvBylatc+eFHY4+qC1BUKFWsfgC2tt8zWwF52grDPeSwGpOyANi5ZPmnCahivadVct9RXJnK0/D3Ra0C11HfX7gL2gkotgtTg4kq6ASXB9Al3WZDLawTqT8pMZcvt917CmoNOQm1jL5ilV8vq3y/Q4f40rO0Y9kGoApgHQ1dQHZEK/hpFVr0f2z9XwFtDOqteRrduyCqlCdDl50p+CXvWeYbz0E7R9db3L2DDqN2RkcL3kOHuO9FO2jpGfSzosPJoyis69wOXVHjdFQhmAnteGVaj7LShsImCN1QpfwCi89Ml4+s82hH4QEKqwnsjA4pN5iUmBHmzGhjuUf0nd9a3v0fquhMcw0pEU6n6P9EeZnf8sqrqOvLUNR94BKKb9Ocp6O6DurP+TqR6w068vQRthV2znTYDy0LyTJrB9CIhp/6je8J6KjTgWgZe8h+L2tpdDtav6xZ5JuS+NrC8vfTqGLaM7pnAOryk1YUBFOe7HdjrXC90XLwDvk2dknybryBx7yo8vEBqtxci9YpL1Lfr1VQ/+p4/kdPC+cc+z2TxWWD5eiy0jGVB96nsJzeRqhyHSvUeXxnk7g9zL6vHVpOrkfr3gaTEluqXP0VZQsvV2XLlR9+NOWougCZgumQy3b2/6HoMGIf1Fpwnf1eIePZTaivzB2Irg8a+7EtZWF9jE5y+Q21UDawkNj9xc5NmxxpleVH6Bq/PezcDFYBblviO2NLxXKowpusQT0n6kM9HnMXKRHORhS22xV0WPEx6m9QsBrqwnI32qlIFq4/rUS4Q60C28Xi6IRSchSLL6sIfzF5dkrdN6vF25XUb1S7oBNMSg3zroEqy8mmAruj/nX90AauA6psvIsOZ89g96UV6k1RxWAghTVqH0UbyKdNvkXT31VCrlmj/2dDG4Vkp8ZZ0FGHX8vki6Si70E0TI36oz8c3TcAVZDuo0hnMB0m2gBvb7+PRN161kHXo37I8t98dj3tI79N6vdgVAE5g/rzE45G/U+nWv76ZyPLflwmeqOWtAco7KDZGbVcNdiwJxXOvKnfd6LuPEl8DrI8/Y8SYewX/d/B8tUjRC4NaDm/GV3SbWbU7Ws8Rfzzo2eGWB47FFUCz8QsafaePPmsKVa49VClpKhbUnRfuQ081kTLxdtx/BFNyEPL+x2pcP9ladfA0FGuLBT5fzvU2r4oqghuipbXe8lQpEu842/YiKX9TiYljqfE0o2VKFd/VdnCy1WucuWHH005qi5ApmD1LbwzUn+SQS+rRIv56B2ArnKRKC/HotaZu9CGZyL1Fe3FUKX6CbRhKLUyRtb20uujw2ebohPwxqFWmQYWm9TzR6ENzkBMwUN7+u9jC8WjytiVaGWdZRnZEx0K3Bcb9kWtGZ/ScB3l1dFl3Xa23wuSbcFpZ5XTCWhjtS86c/vErDjJCGdO1Ar+CFp57xxdWwx102h0JYcOS75m/2+DNvaD0KHREaiFvwvqf/kIamWKd4GLG+bDTcYL0cZqNvvmBdEOyKPxs1n5wvLSWAobYwiqyD8U3TOLyfdoKpylUnG7M9pgDqMwND4n2pGMG6M9Te5Ss/gb+GijDVS6YXwNuKDI88kyWEfb7xMtvm9CJ7HdRbTmrMV7P7QMvEE0JyG6p6i7AYVy1RvtAK5r+eZTtDMxCi2rpdYt3sXeexCFFVf2sHwQ1yVHoGWwWHlfF60zhkfnFkAtccnoQBKvc6OTtZL4WaVMehyILQ+G1gNJw79gjnzfZCtckjY53nEK5TfwWJ/CFtOJwjKAgsK9Pzpq0iOS4yzUBUzS8VMsvlJy74nW74mrQ+JGlcjTCTWkvA9cmApnNWCjVPw/Rf0VeQ61c0vZ7xnR/Fuq7m1WuWqJsoWXqyaVKz/8aM5RdQHKCpg9DP4Q0Tqm0fkuqPL5KNqLv4fCGpULWGUxMS740bPPkFpjElXEik3ASyqmbaziS6zom6EWjv9SXzGatplMdG451PowySqozSgsm7RXdN/MFGkUU2Gdh25msi+6ZNKcFubRsdz2/1OkLMxZFShqVV4i+oa9aaRCbd/1hqXDSEu7nfI+n3UPqohPQJX9H4F97fySRJZfdAWQEagSumcqjLixvgBt1E5Pnd8cbQx7lJFxBbQzdBWF9Xe3Qa3db1LfR7FbOi1RBf4T1Mp8Froe+SEWZz+g+XoLVNE5uVialYrL1Dd1Sl1LhrIvI7VFMgWL0/6W9meirlJ97Pxalo/H0nCt954WD4emzh+MKinzFZMRXe+8jkInYg20A/1/1J841b7Yd6MN9olox/EetFPdDm2Y02W8aNlC3RB2tbS7PDr/GKp8JB1gQcvGJKLRr1Lpgfr6LhT9PpxCw5/Ld5MKWeGK3UfODTzQEbG3Uf/WfS3NHkQNHp0pWI2TOD4beC71rgZzSorIk/jnPoOORm2FlqF+aJlJ1qHviNYz6TkpG6CW+i3QcrUqauV8DO2MrGV55qYkz0V1R4MVLCpRrlqibOHlqtnlyg8/mnJUXYBpgmQsuxb97k79Wb43Un94cXUKu9x1QJWn59Chyngm9IJo5T8BU6ijyvJEosXk7dxQq3wOic4llcSOVgHumzq/CWqh/idFhvasglwzun9htOF6Hh0ye4PU8GixOEq+Nfr/QtSlIXETOQD1z905+sYZ7D0Dm5hOHSgo1ENyPrMEcL/9vzzqpvMg9S3Upfwj429cBd01cG60Mb3PZIk7PHNb2veOvrsr2klpMLwd3TMfqrj2Sl1fDq34S61ZviE69JpYa1a3sF43GS9DG4qZU8+lG5pF0ZGUOgquJd0tz4xHh48/RxWatUrIk3cW/RyoRS/JizcD/0rCQN0F+lEYsRmIKle/EClB6AS3xIVo49Q7TrY8F/v7nkthxZe0i8L66DBxekWXtVEr3XMUhqbrrUOPDq2vS8H/fQm0s/U6aj273J5fvEw6TPP9R5Wvdynsyrcz2iE9O7q/g4V/SLn8XCJvJw3/6RRZYaPIs822wlF/0465ov8Tt7XMDTyiONoC7aj2RcvJ65YX4vyRKGcXAK9E509DleG5S8h4qIXXHrVyX2zvexhdIvQyrA7OyuvoSN0/LM/VRefXRevej1AXlA9Qa206P5QzGDSqXNnfipctvFw1u1z54UdTjuq+XCu4HkUqonjixcZW8PawgnYBOunt/4jWg7T7vrK/W6G99mHo0NFxQNfo3gVQhfVVCn60s6A94KdR63ZS6I+2dxWbgLcL9RuaeFJdP6so/k2kwFll9zFqubydaCMStKE6CO0A1FFi90a7v5hyfQraMAyyiuhYVKH+N9pYPIQ2RGWtmul0ic53oLC7XzkZk/iYOTr3NwoK9U7pe6Pft2HbxNvvCy1uvkMtYUuhHZHJqKJ6BNqgP0CR3dGAv6OWts4l5E3uXcLyRDe0En6F+quTTLNW2bGExftC0T0zoiue3IwqGXUUVvLI8gNdAc2zXwIPpGSbDe0g/Bu1VI8itRNkkj7F0i/6th4WV+1Q/85kZ8Uk3GWiZ7ZEO5+bo9bKbdCyOAWbxR/du5alw5MUtm+eD1VWnrO4TGQ4EM2XT1HfRaEd2shulxE/vdHOybs0XA/8bLSsfmr5ZFU73wm1kp6D5rk6CpbWPO5cnUymd4CL7NyhqJX0BbTTPAmtTzoUk7tUuUo9c5jF94mU8fulGVY4tB6Kl8Y82dLoCWxVDssjUymxgUf0N5lgOxJdtu1qdNmydVPvPR9TptFy9SsNV2iY5jphx0HApNQ9a9r5b1EFMVbQs+L9AEv7r7GVN6Jrm6F15VuWL/cs8vzspCy+TS1XLVC2kqVPp/tyVSJPV6Rc+eFHU47qvVgr78kUZouvYeeTXvqCVgGdab83scL1oFUg6fV1e6KTFn/ALA/oENEItIE4gPoK9SLoeqmx9eIUIqskqiSNQRuG7VALaMkJeKkKagdUCZvbfve23+ujS5s9jCrUW6TCWNC+9doS74mtBrugVpfD7PcZ6FBoYqHeGl0/9Q5UoZ62cQH5OzTp6x3Robqls74/LS+RnyQFhfpeijdcHS09/kQt4UuivpBro64UY1Er7RKopXoE2kl51sKMvzFp8B9CK+ZtKK1Qz4E2LHXoZMTPsPWni9wbL/n3X6Ll/FJptILF/eNEW9im7knivAs6OfQjIl/r1Ht3tfwTr70uaAP9MQVLVbpDkazre579nhl1S7kauJQiEz4tbr9DLV7L2Ln9LW2OTd27AdqIx7vLHZoO1955FeoakHZRKLYMV1yu1iM1iQ61mr2GTlJeH+1w/wysUiRtD7c4yBylsP8HYltxo2VyN8uDSdytiFrkrkGVxGmdGPJ1aA7PeO+BxWQrkV8bZYVDy9ILqNIyE1oevrf3PmTPJ37IJ6LzPn4gYwOP1HfNaWFcidadd1Dfynq+hX8SqqivXOK7kuH+FVFlbjEaKmQ9UUX0JRq6rqXvnQ9dJvAkdHSnWL2zINoJuDF1/lTUpeZ7tC5NlNR4vf1GlauWKFtM/+UqT4emIuXKDz8ac1TnpdpL/Bi13vZGlyH6AhtmRC0gn1uBatAYka2wHYIqQF9RmACWLJH2mFVSXYs8l+Uv3NEK80DUGrsPOfyFUxVUYjHYEfXVviK6thza8NyBWSyjawujDchGxWSL7jvHKrD7UWvt+nb+ItTVZN+MSrQDjezQlJGjL8W34U7v5hdXbsugbi23U2RLY0u7Iy1N7yKaVERhm/G7MIUWVQzmoaA8F7O+X412aLYlYyIWTNvxbRdUOV0w476dTLaX0Q7bC6gSs2TG/cuiDXKDZexQX8fb0A5EYvlZBVWoH4zui3eRm0RqUhPasahD83taoZ4XtQReSo4JYFHa7WX54H2LtyTcpNE/JuN7OxQL184di430WBrXa/hz5Ld4M579UaXkqujcHKiV9GdMYYviYSa03G1aIvyz0HpkBOpesxrqIrUbauG6JOubaWSHJiv+i+XL6P9mWeFQy+6DlmevwJZ1s2vDUKU5UajnRxWpdaNv6IB2+OKVazqi1sYjUQV3I9Sv9k4Kq4JsZvnzB0or0odbHF5ox1OoktVgeUqT5WDUClxsh77tUaVzZbT9mNXS93Ng9yL5dR7U4p3s6Hi05YWtgf4m+4HRc3Oh5SBXuWrJssX0Xa4a1aHJW6788KMSx1/7Mq1oOqHKY73NSFC3i2T90b5W+ZX0jypSkSyITixJKspkxYrOqKXkEdS3MNMqWeQdy1BwBck9AY9oGBQdAj0Q9cd7KnXfcmijNobCutrJZMkXSS0ll3p2VauAVrTf9Sa1oY3Ae2jDFrtZCI3r0JRLh0sovQ33gqjrRYO1bVFXjQaWhuh6F5N1CnBP6tpGqHX6dhr6EiaN6g6o1f5StMLuhDa6z6GjDV3i++3/WVHf7gbb3ab+LmZpsDdaub+AKgovWdpda2mQ+D4vjA4x75x634kUdqV8A7W6J/7/q1g6PY12mPZDy8uCaMP1T+q7Fy2IWtI/R4esk7wrqNtJ2XV9aViu5kUVhitQd5VdsE4p2uD+So4OVyrM2ai/qk5jXBTS7kBHon6mL1HfUj8Hat2atqSbnV/A4ueIjPCXsnRYv8i1ZS0f/RcYnfF87g5Nme9cmNLbcDfaCpdK77UobODx99R9w1AF9hBSG8OgCunp9tx1NHSZ6IPWS8uiIzJj0Tp/ddRy/QgZI1oUyu0+aD0+Gh1NqrM0uxu1LO+I1p1Jx39ztP5aNPWN56IuU5+hLgzHYKtDWV77Eq1fzrK4bofW+S+jdWN7tG48IArzcnTCdx+0Q9EBde/olBHP8f8tWraYTssVjezQ5I0vP/yo1PHXv1ArnnuBU1Pn7wbGNCKcuOFYFV2Wrhfay+2KWmY/w5RRVIka3dTCRqGSTybgZa6jmZItma3d3p77H6m1Qa0ieZHCBgSCKlxvEE3oKFLZrYVaNJZKnd8AeNr+vwz1rY2V+0p2aC4k3zbcDWayNyLuZ6SwzfiBqWsboq4TQ4s8dy7q53cHqjx/hk7W6Wt58GlUoY7df+ZFFYxJ2BJcRdJ0MVSRSW9vvhPaOK+JWlFuR10x2lmcb2UyLBY9sw7akCcjCmuiFup7KCjUf0M7W/dRUB56oR2JtLvTLmijvByqzL1BIzYkSH1nX5O5f3TucrTB2ymS5QB0Qm9TylWsgByOWkTPIHt79li+2Id9V7QhP4No1RW04b8TGG+/u6ArGLyPKXRpuS1uv6Oww19S9tdH/d/nRkd8RlOkY0IjOzQZ33km+bbhbrQVjvp1QW/U2vcWqUmAaNl+m2jTqejZW9Dy+Cpa/q9B652kvjsWVaK72Pk7LI8sDg22047jcIbUtc6oxXMUOtJ2CNpp/Q5tMwQd+h+Clr14EuUq6MjVahbvZ6Bl/lj7PQs6AfJTNE8nFs6BaAd2MbS+fxZb2xgty1PR0a3k7xnp+Kl22WL6KldN6tD44cdfeVTnpTrE8wD1JySdQUHxyD1BAHVz+C/qqvAgqpTOj1pWz0OtFQdahbJ0VICLTZCot9Ur1LdERtfiCXgDU9fiSuBIVCkaAaxj5/6OKpfp4flFUs92JmOXMtS6vjKqMH1HwT0jaQxWQq0wi8YyRd9TqQ5NY7bhbvQyXan4mA1V7utoOBt9VRpafC5ChwNXj84tZvnuI1TpHIs2zNugyu7sqNX6JyKfwJRMp6JW+Nfs2w7CfKDt+bfIWOoLVQpiK+NyqHXnpyR/2Plk9v40C3WxPIZ2HAekvnErtMPYBfWNfQotH/UspDnL1QeoQv4hqoQk7idXWZhH2P9blku/rDSO8639f5i9d7+s77b/j7W0fJiCm88+liYnU3+d+lmK5I+ZioS/K2rh7I52SA5PXV8MtX6tQX1lJR12czs0h5FvG+5GGQZS8RfXdWtSmLQ7VxFZsiYiX2L54DjUhe12VHmd3/LeJRTWnN4GVcDTHdA4vxxuzz9o98ajaf1QC6mgxpKZiNxn7Bti6+kmJtsk6ltqz0QVy2MprFc9fypuBJ3Anci+KbanAaqg34bO1VgabVsmk7FrYEuVrbZUrqhgh8YPP1rq+Gteoj3SPujQ3LzRubhC/yfwpP2fKH2LU6KniTZaX0WV3gmosrWOFbju6EzkL1Hlspjf7rKoMhb7isWK9CZWEaQrjY7oklBZPonnooruSLSBeB5TslCF+gPg/CLPtUu/K3W9E2qlvMJ+34hawRaM7umJDlOuGoebCqdZHRoquw33RpY3lkzliaQy7YdW8nOgHYk/Kb4UVnL/WegwYLL5QtpdYzRqQVkVdcV4Be0c3YIqtr0y5DzU8tsGqCJ7vd2/iF2fAVWcTs6Qq9gKCH9HFerTUs/Es/fjodQ4b26J5vcHUvfEE4gWszDepGAhLZe226GNZy/7nfiGx++4HG3gJhULj8LksawO6ubA8cXyJ9pBKLXjXLL811BUIfmAgk/uPmhn6URSvu6ULlftLawx9nsY6kYTL984B6rUrpR6tmIdGoujETRyG+4S4c1PaknHVDr0Ri23a6FK7LMU2fTD4id2mdodrYtuQd2P9rD8eAvqWnas5Y3rojCKbnpk106lsJX0VmhH+HEKCu+6qJ/uCqnn6m31Hf1dF1Xup5KaiInWc0+iinX3OH/YkZSrB2k40a4d9ZXzmYDhpJZUbamyhbr+pCfzTs/lqkU6NH74Uemj5V+gitVkq2D/tEJQrPG9EnNNsN/nokOIDSamRfccCVxm/2+NDonuifq7noKt84k2RtOWW4qevxO1MH5q8q1l55MKelur6BrstJiSI13hrW8V0Sr2O1mu6HlsQiE68eRXUptZFAm72ISava2ynRNVyO5HFfdBaCN3F9oQxd/aiwp3aKjANtzoEPYbqEX3B0vTrtH7t7e429t+d0atNnXYJNNUePPatQtpuG14HB+PAI/Y/9faMz+SoUjbfVdj27pb3vjOvn1DCjt33UJh7d8sK/uiaJ5MOiGDUD/841Lvqzd7v4g8K6JK8mvoCgQbRtfidE0U6lcpMkm0SLgHUFgXvD+2oQPq83pRdN8CFPJn/L7D0A5e1/halKbboGV1j9R7iy7NmIrHdSyvLGu/17a0+xBYLypbf5DyA06FXWxk6m9oPdAHHXK+GR1iH4EqPQ8SLbloz1S0QwMV3YZ7NDpS9znaSV44fjcNN/DojdYlHxJNLLRrWS5TG9q3P0ZhzsdAdC3o/1r4iatdVh0wO9rh2MF+b2F5bicia6XJ1SBNqV+24rXMF7b0ewurh6JrF6NtTrF8kJSr11HDRZ8y8ifL4OXZWbLJZQsdOXza4vRqbOQyum8bpr9yVfEOjR9+tMTRsoGr9eQLK6gLWKbvlbonqQiGAw/b/2ehVojVy4R/HLp19w5EExLQiQzv0XBIMS6syYTE5Uy2a9HGIlm0fm108kWDYbEicqQrqx2Bx+3/XugQ6Bn2zskUettbkn/YfcbU72eBkdHv89EG6Sm0kzBt+Soq3KFJVcKH0/RtuM9GFfBkN7X9Ld2TTs0Klq4HpJ7rgvqUZykk66BuP0fScFJkkt/WQpX9Fez3JUT+x6lvTFxWRqGdlTWpvyvcMRa/gvpCFp24aP+n3UT2RyfP7Evp2fvFJrkWW9d3nWLPoAr8f9Eh7iylIFF290MVsc1T39kLnQjaoHFL/d4QbQifpOEEvA3sWoORhXLfbd+7NqrozGz5YxyqlIxG/Vz72L0bpdMhI/ye0f/d0aH1ZImuBdCOwSS08b+VaMlF+1uRDg2V34b7BrR+Wxd1CXsG6yhH6fAbDV2m+qAuUrHsF5HPZeoloJ9dnwntbD9BiU1k7HvmQkeHZrV0i/PcaGwIH61DS5WtxE1kHFqfz4waVv5j8b5IsWdJlQfKl6s5iFYiQTs6oynR0aGZZQsdBXsGVUw3Qi3usb/1ukyf5ariHRo//GiJo2UC1QpyQbQy36LMvYmV5FxU8TqLIgv5p8O3vyujFpE/qL+5xxpow1N09rJVGI8RWZzt3PsU1mrejGhb2XKy2P9DUSv06lYZzYf6bZ+H+n3tbBVeHfUXzy9ZOaGdgymoBTOZ6NcX7bXHrhyzoq4GsW90i3RoUt99AU3Yhhsdhk37bY/H1tdGh/HWyJN/ipxfB7WqHEF9P+UkbmZCFfVi7iKxr2HH6P+j7Tt/p/6krGOBCakwii1HmHYTuQF1E1kI7YDshyo4p+fId3nX9Y0bzUUosQNYFDcLWdzUAbtG15N10ucv83zSUXkbtXbF1sKZMAtkjm+MZT/D8tdWaMdtAbRjMoyCAlCHjgjtladsoSM8r1jczWHnNkQ70aul7o2/Ic4fze7QUN8K14tmbsONKuHPARuk0v7/MAWMEht4pL6tsS5Tr1kaJZ2o9GTDogonWvc/jY4O7WXnOv1/e+cdJllRtfHf2V1WMgssiMQFCYLkJBIEBAkKEgQEBBH9FFA+JAcFFQwokgyYULKCAhJ2AdmFFclZJAh8IgImQAxkFdj6/njP3am+c7unu6d7esJ5n6eemb6hbt26darOOXUC0pSf3gRtlc1EnkdKjPm8T6ciZr+fyUurdIXmtUcQozcVKRPWGGAst01baK6YTm2a80uRycWeyExnAk2sV6OIrloWaKJE6WbpXsWylX2qPHmVrtmOvi3AIkb085Rsp0r3zNbMOEF9AS0cX0YL0PLIuW56eaLM7l8QbVF+PDs+wY+d0eb7vg9pfost06X8OXfhAgXS+lxJA62qX1fWPK2EbIXvo88b/e1IIPjfqvvoC5/WEYGmavLMvsPitJCGu/iGaLvvu9QmVjkbuKFDY7AeQz3ev8/N9GnBDe0o5B7rRyAN4cX0LQrfQ1q6ldFiP5ePt/ObaE+Vmci+iLkuonkc5t+1auy2Ete3kqEe4HsW32ABpKn6B9JKro3o+Qrcpr7R2AWOQULRMkgb25IDXkWdWyINZxElYClkGvBb3AEYMfBXIjqp5zBXpqtFkIZsJjKF+BwS4I7xcThv+TtQywR3RKChVgs36DTcyNTpYVxL7McmIYboiHpjok49rZpMnefP2Y5aW96VSvfsgTTwH8q+8cNFPdl1N+LJWMrfIqPbemYieyKFy0QUlu0W4IJB0tV6yLRuG6QkOYAGa1wnaAsx04/ittDe3ln+Pn8ni8I0VuiKNgSaKFG6WbpXsRjHF+izC+1HPIgxucd/T3aiLWy2jkAS80mlia6YlPZETMziTqw3+ARzL5pY+2XpKj3/fGSzNZE+pvDHOFNEa7aJH0KT/hWl91vV++DdfuxKf8ZszXFFXfmC8wlkvnEq0rCsgBzWnkbbZr9C2ph62bU6ItDQwTTcpXsO8feYlPXJscC9rX6DBu3KGeo8bNYJSFNV2I/vgjRsx3nbD/J+OAtpWB/3/p+CNMr/8bH2oNdTjLd6Gr5x1DcTOQrZts7l47Hf9jPtxfXdqKIteXz0GudA/7sT0i6ugjJf/tH75RE0xquy3x1LtoOAbGaPhdlp1tuKKOLXboG09TdRG7JrFcREvAcxfVcgzahVPaPUlweiuL5n0hem6zCk2XoWbT3fhGsJS+/aMYGmND7OYZBpuPNnIcXACdQKqtfR58TYFG3RnsnUudTajH8dKQE2yNr/CqKb2XGU0TzzqI+X7yJG7yEaKx4GMhO5hL4kJrOjOQ2Crq6g/m7dfkiruwt99sy5QNESbSEa2tD/fy99tssbI+XR/Gj9+wSaP/au10+jjK7aEmiiROlm6V7Fsp191IlhYulcMVmshhiW1Zx4CuecGYhRuQhtEz9EltgDOaW9SG3Cgrl98lszqz/fNtoWaQEPxmM3ZwRfTBSXABeV2rou/bcqy4LBO30y/Bu1W6cLIGbxJTRh3k8DpqtU51eQDfd5SOh4f3ZuEcSAFbFeD8r7NbtuMwYn0BT90tE03NROwOUF+gvAr0vHPkiFBq6FsZgz1HMhhvlV+kcG+Cxa9I9Hk/am2diajiLCrOjH3o883D9MlhWu6jtk9R/iffM6/c1EZlb1Ufa31bi+P0fa4Q1K9c4i06JTy1B/0Ov+RHZsIfqYiSq6OsjrnErGvFPrIFTYCz9CEw54pb9LIRr6L/0ZzKnAc/5dfk0d2iq94xfRwn48Ylq3yc7Nh4TLm/0bnVeqpyMCTVXb6FAa7uwbzUUpRj1iUk8rXb98ub8GoJ+WTKb8/BS0ezjNx9hNaM5fDO0G/Ye+HZvVEfP2Q9w8rtRP9WjrBmQ+U2UmUn7ncbRPV5chunpnqc7rkXBwNTKPO7LUR3vQAm3RR1fT6G9HPR6ZAhV1z+tjpl90qFFKV3UFmihRelU6V1Ff2KTTkaT4JqRl+T8kSRZEnEujOyGGe5Hs2P4+Keah6h7CsyIhe8Bf4U5p1J9c8+dMQwvRgz7RnVrnnuvI4iwjBnl6g3on0pcufDm0rTWNLAU4Wqy2Q1qXGqYru2a90sS0sr9zsaWV2+3O9sinz7nwcaqdmtoWaCrqOotBpuGmlokuT8xFe74F3J8dn4kW4gG3pQcYn5v4pHwTWSpcP5f3/eeQIPcStQtCwVA/QYUWJPu2+Tvuj2xdz0NC2WKIKfoX0gC1aibSalzfn9Dn3Flox4sIC1PL4xhpyg7KjldtOZcFto3Rons3WkRzO92c6V4eORw9REUs2graWoC+aCBzox2dF/HYt9l12yOtXT/aotYmdTzS4t1NhW2p91/xvIXRfHY1WsA7LdC0ooVrKQ13FW1lz7ifLGEUmt/Oa1RXiX6aNpmqoIslEV3d42XhrF27IQHhpDrP7ieken/sQJ8N+DaI8bupdG9DM5HB0pUf+4i/W6GNPtL7el5/vwlIA5379TSkLfrT1WYDvMNJ1M/IOdroqlKgiRKll6UzlfQPm/Qnn1y2dAK5D03GxTZvQUQnI81BHpz/MLQd9KaMkA/2iXIen5xWaKFtFyONzFI+ecxBhUMcYgSvAc7239ei7a56KWKP8bofR04c6yINzEykJXhPnfaUt8n284nk/fQxlCsgpm2j0rWrIYannIr3duT00RGBxo/nMWX3YnBpuPemwmY2a0/uhHIafdkbr0U2cU1p85sYC5siE5k1Kr5n/h4HozF8Om4GUrQTLQT/ocK5tVTfZ5Ed33lIOHzKj22BzIsGNBOhw3F90dj/PRLAHsVDdGXnJ7XRp+ORne8TPtYuobED3mPAhQP0XcHU3IUE3NUQY/NjxEyuWq8t2f87epu+nB17OxKSiq3zIq7wuojpyhNSTPbvsm/pGYNlvNrRbtdNw126f1xVf/rviYh2j/ffv/Ax0HTGOJo0mar3XbyPbkI+B1uVxuWuiKk7u04d+fj4GtKc3o92mK5EdHUAEvjvoIGZCJ2nq8+TOSCjyDwPIIbvHGDbet9lEHS1LH3mg5P8WVV5C8YEXUWJ0usy+Aoah036A9JS3o8m7m8hh4tdkEPNP4HV/Z5C+3AUmrDzbeIdkMS6TIttWxtNqJWTRHZdwcicg7a4rkKL/hx527Lrj0cmHXujyfcuXJuKmMnrkZ1YQ8e/rL7v+vvt4JPQ8mjLbB8/XyxGyyEGv9BYj0ML76P+zE4JNPViym5J62m470TbcuU+LJ7/Ab9nAf99MJpUf4kYv8pvMIjxOmf+/NK5XPtyOBLgPoebyfjxeZANeyNv9jW8n/LsZcd5HxbhG3dEuxX9zEQG+AZb0EJcX2ptN1dEC9XbkXD1RzKGutU+po9ml0aM3+loEbyM+g54SwzQd59FfgB7ezuf9Pd+M1qIL0RCypoDtG1R5HdxB1mqee+3U0tjdy7kyLV7dqxwUv45HWC8GJwW7pdUp+FeF4VEm5J/k+xZ5QQehRnJZTSY3wbo16ZMpiruK561BJoTplNrFjSH9+dMGjCcaL67D0WwWAApSR5AipDVkZlfIzORjsXLxgUK7+dpaHwugBj9K1B0p3O9rw/sJF2hfAp/RUL6XWTmGGOJrqJEGS5lcDcPHDbpYsQQre+EcyuSYB9ETOtq2bWzbSkRgz4lO7cN2pqvm4q2Tvt29Oc3yrx1AG6/ipw6ZqFJth4jvQCS6osIHZsjZ5pdkOf4gmjCv58sxWmdZ+da75PRorSj/z4S2bPlGpx50UKSm5FsiOwEn2eQAo3f10g4ymPK3svAabhv9L4sspiNK/3dydu9f3bPrv4N7qz3DQY96CU07VhxvFgk10KCyhHejuOojppQFRFjUzS+n6eUVAaZfPyRikRE1Gp/mv0GDeP6ogXrCvpMg+ZDC1PBuL3D6/tFo3cqtXNjaoWL8T4uj0e7LJvQhANe+TmI2Z8XMVOFzes29EVl2BAt5HMipnB6gzZOKL3vbfjCj+zWb0XRBsZl192Mx4j2b78hop1n6HCiEjqThvtqxES94v1RTvizI6UEHohGZ/k7tE1bNDCZakBTxd+5kCb1Lh8nG9ahgSoziP9BTNy9ZPSIzNmeBH40wHjoCF1ltHUl2o00aufQDejLALoY0txPo/E61ApdrYN2HddBoQB3oL4J4ZihqyhRelnav7G1sEk3Z79XdOIubI1PQNtZj6KFf+GKCWEzJO1PyY6dxMDakN38vkl1zo9DDP8t/vutaCErJo3ZWp7snkXpi9tceI5/ij4ziEP8upUZgDHJ6vwwWmRORovjjj4RneR9fCJaeIsFNF90OinQtBpT9gHqpOH2ifKpqnGBForFvO/2K11jaKKe/Q06OuD1/r+hZPdN32K/I3KS2cx/H4sWja9TikpSHhvZ8cMQ0/wNau1L5/axs22D9nUkri/S2P3J6zobj/hCf6a2YKivqaLf0rXTfTxeiu+aZOe2RgzNCkgYmYoYjroOeBVtmQsJYCuhXZA8KsMFwFn+/0L12liqb3vEpByGhNDPZH18G6KnI9Cuzn3U0tXpdI7x6rRZwZlIyFsS7YIc588s7Ku3JEvgQd/Y3gRpIAdNW5RMpvzY0Ugj/DlqlQAFo7cTMjlb0Mfn3T5ONm/ymcsgk7YX6Ms4Wswp2/l3WYpqIbdj8bLpo60XEG0tn79rRd1bIkVJpXkirdHVNMRQb1hRT6WTJqOUrqJEGU5lcDc3HzbpCfom+pzRvs4J5Hi0vf8j3DGlVMcOSJIuYv1ehSTbhosBMov4PdJolBn0ou73ou2yt5AJBZQYaZ/UipA+30XM4stkqVV9Ejin9JyBNH2L+ER3sP8+E03SO/jvfdCie61PfLMzRdEhgcaPdSwNN3JIuRQxD0XoueXRZHsesjFfgIzR9GvKgks3GOmbqe8At6u/Szkr3NcopR4ut9WP5Qvu4UiLtj8uzCHN40PUD63Vybi+E73dzyBG4Tz6GInZ1/nv9REjd3dVu7LrLvH23YWEp/PJIrwgweMCRDtbIBr5FZnWrqr/vO0FPU5DTM0LZIwFYlrKUQDqMf3m7/8X4ITse/wa1+AiRukn/rwzqaWrTjJeHTMr8P/nRBrRfOt8ij+jiCE9HxWJcRBTVTcsZxv0lDuJT0fj/Sz//yZgp+z8BxETlUezWBIxUHWjUJRpC80td3p/rpyd39bHZT/apoN0VUFbF5PRVnZNbuq2gvfNlA7R1eXe1jXGKl1FiTLcyuAraD5s0kdK930JMdI58zwhvzc7/gGksZ2CtF0P50SaXXe0Tw4XIqeQ+XyyexRtiVU54P0vYrAaTbIbI8b/dKRd3AFNpJfQZ5M6D2KKjx6gv6qYsC8Dt2e/i3B6O/rvciSO3LZ2UAJNxbdsNabst6mwSUfai9vRIrqs33MhEoRuQBPyW+v1SccHusbnK2SRONB28xQ8zTDSqB2Yne/n0IUWlHNozkzkaO+DS5DD6mVo4WkUN7cTcX2LdiyJNIFT6Vv0V8reI194N0YCUNX2en7dGUjbdAhi6i7z77mct+t79IVW3BkxHWVNWd6vyyNG4gz/vZz32UOle36JpyNuga62Rwzs25DwdiQyEchjbecM4QQ6K9CcRoe1cN7GR4DvlsbE5VQ4dg5FQTHof42bXvg3vML7xbzvy5FiCi3qojRQOGR9mZuJFHa3VyBnv418jM+oGgedoqsWaGtJ5Gh6GGJ+r/HvWaaDoKs26CpKlOFYOlNJC2GTsnOXkYUKqlPvOv53PWSu8QRijPvZ+yGbsPtQpITL/dr7UTasB/3/d1OrjS3Ckv2gQRuOR0zy096Gk5G92oeRmcNMJInf6L+b0vhQay89AU3MJ2THvouEkN2p1XRVTW5tCTQtfstmY8rmC8QRaEfhLGTOk8c4/bl/p7pxqzs60LUAXA38j/9exSfux5Bw9jOodVaqeB+jdTORo5Bjz6/J4t02GiftfoNSWwsa2QfZxh+MmI3z6IuVXblAUbu4FQLqJf49i5i216IoL5sgTdrDiIF4hIqIDFQz6aegRDZ/QQvtuUjz9R7/Lo/6GLkd0fCAtEV/jeB1uICEnK0K56nvNOi7Tgg0HdXCIe1kEXruCMRM5ck2LgSurerrqr7vMG0dhkfgyY59FGlBCye9SQOMs/G0biZyh4+bGcDFA70vg5jbaJ62lkcMZjF/34iY6XJClqCrNugqSpThWjpXUfOZ5sYj7+E/4450dSaEDyGtzdKI2XzW6+ln74eY9bupjVe9OGKenkAB8+/1CeknaNE61M/ndZY14h9GzOAWPoEcibQGp3qbNkQaxx8jprsfM1anr/bxSXLzrF8+hRbY3AnlImBGG/3flEDTibrKfVY+BnwTTej7l675KBJwFhiywa5F+gFkN3g9Eoy2RuYdd3ppxOS2ayZypN/3OSrigXfiG3g/70//7eaN0GL+dpR1bSYlhrpBG8oC6pP+zd6LFv1bcCdL5J/wVbQQzqJOaMis7t3R7s76yGF3IxQh52yk1V8YMaRfQzbBA9KW99WNuLlDNs7+jm+xo7nnBMS0NXr3wTBenTYrOIi+BB5rorlnUe+nggn5KXB5eTx2mZ4KRnkb/5ZrZuNxM6SVX6Tivqo5ox0zkcWQje5Uuji30RptnUufOeBCiLGuMa0h6KptZU2UKMO1dLayFsImIcbk2/WIGDmbvIwHiPfJuSqE2AxqGeIqB7zHUNikTyH742cQM3UGFcx5du+xwAWlY3uh7bev0xfOLV8gG6YI999bIab+KbS1vivahnuK0gJYvreF/m86Duxg62r0zsjE4yuUGFC0S3BXXnfXBnnt9/mpT9bnUWtitK63p1588MGaiRznY/5rzb5zs9/A656FNFH3o5B7eajDE5EWagJyhptO5pRY59n1BNSr0Jb9HkiwvJ8+E4UJSEA8l4EFykMRM5n30bJoga4XlaFmx6CCrlZBGsF7ULSJPfzYycBn6NMOzk/JfKCJ/m9JqKSDWjj6EnjcQ/94w8U7XYEn4vG+udq/eVe00vRFs1gWaYoPpFYzvy6KRrTCQG1gcGYiS3m/XInvBnWKrtqkresQbZWToBTjLehqkMqaKFGGY+l8hU2ETUIxRb/pxLlmnXrmRpqafUrHc8Iv7MKOoqTxK00mtwLXZ78XrVdn6fjn0SJWtln+HmKsTqZBmmv6e+GvRa2j3rbIXvoVxJxfi7Qzi9d7lyb7vymBphN1eR/sSRPmGkgLPMXLNC9dmyyp1e4Vi+88KBHMVfk1aMF+AjcDqairXTORfByeiIS4yS28QzPfYEEfO39EQtq/kIbv8OyaH+Cp7tGOy714ZriKZzYjoD6Okj6cjbaKd6gY71VRFYr+PgwJLwVjWThbHYho+tuN6inVuZn300L+exJa/GfiWfGQ0Dq+1IYBxx6DEFDpkBaO6gQe5RTQlwJX+v/XIHOIjiQ7qmhPOZrFMhVjfX3gNWqFz7MphYvMxkI7ZiJ5dsXHkaBcmZ21HbrqNG0RdNURuooSZTiW7lTaP9Pc1iie8/vpS9IyGWllZuCaPT9eEORyuNf7AM/a2CegKg1QUde2iOkpwoNV2sRW3LeeTxjHkJkjIDON3/hEcmidOr7qE8P8/vsUZHP9L5/scs3E25Dn8y+BN/C0rLSpVaKFOLCDrcvb/Gsy7/M69ayAtmSLOLe3U7Ij7OD4e3ujid3Pz1U6NhcSuj7QoN62zESoZTKaZqRb+Z5o+/ZWtODvj+wsb/Y2bY6E19Oy67et6ndaE1ALG92fILOtTev1eQVtTUFOtieVzn/Ix9SLwCkV919EZjuKwg8+59dfk38/JLzuhxi/WXj2vzb7vy0BlcGbTDWbGOcCtGN2ObWMdEcj4nideTSLS6iNFDMOaTe3QprpSX78GmSrm+8qDtpMhNrsii3Z1tLkPEkHaIugq47SVZQow610r+K+THNXIcbzKZ+4XsKldhSL+WmfQHbI7l3U76vZrmrwrJwocya1mGCWRU5hDe3Ninvok+onI7vHXyLmeFlkDzkNLSbHIy1EP20IYo5v9TZ9CG3bbYOcQArHjzzN6pwoTN4FwAMd6P8agabTdVG7oP3I32+nqr7wa8b5+22OhJTKJAMdaOtXfLxtygCaEmSPeA3S2lxHKSZq3vbs/3bNRAYlMJS/AbUC6prZeL0NbZFvhbRq5yLmawZa+MpxvasY6mYF1D/guyhoh6WsaWukQVsQ2Yi+jJiRNZy+rnG62sbbsFLp/r39npMR43A/itSzLWI+rgX2KN0zBW1HX0gpVngL/d+2gEqLWjhaS+CxqV+zLwMknOoQfQ0YzcLPb4EYsSne1keoDZPWSTORpuL5N0NX3aQtOkRXA3yXMUNXUaIMp9LdyiW934WCxU9E2ubDkPb1XCf8JXySetgn3FsQE3obLWguqWCoswlmXa93hez6I5CG4SRgwex4cU8RtmpxlHDhem/3A8Bv/Zrl/XduYzcl+/9k5LhxKXBqdnwhZM7xAH3OKnl84DuAd3eg/5va8my1Lmo90Q9HC/1F/q13pk+Qmp3xECXE2ZDaXYG2F8EG7VzEv/UM6jDUSGCagIScm5H5xjmUwi1SrQFry0ykk9+AxgLqJH//G/BslCjl9FFowT+9yWc1K6C+t3TfeGpDZPXbBUJC14NImN7Sn/M777+7/NusinYw8jjlxXbzLkiguQvNI0W9qyNhdDqwW6ldy6N48lsPov/bFlBp3qyg1cQ4l6H5bQkU/aFbyY5ajRSzPDLT+CslTTkdNhPpFF0NBW0xOLraDzHEu5CtcYxhuooSZbiU7lUsu6q7qNbabu8TRhErdT6ksf0CcvrbgzY0l1RogHyyuQItPAVzNwNplC/yif4hMjtlFNf6RTyboR+bC2lV81SxJyMt8+x02cD3cUcZxGB90SeoW6gNL7QQEhjuA5bOjq+B7PP6JV0YDoXGnuhXI0FgZ9yMwvtkNWRmc/EQtXER79uZNNBQo92AGocbX3C6YibSoXdrJKCej3wNFvTx9itq0zW/gxYEGFoUULP7ZgHnZ79zhvqDyNQpj8qwEGIANsxo9ASn0YX9mxxT3IM0Zu9zOvl16dmrez9cQ21yikV9nH6i2fev0ydtC6g0Z67TTgKPm8nSjdN5RrrVSDErI7+Yx/1daxh8OmQmMlJpqx26Qsqc36A59mXgyNJ9ezBG6SpKlOFQulOptBWzyMIVZcRcEP/ufs2eDeppWXOZTVQHIaZqKrWxqQ9Atm65NuIh4Gf+/5I+UR6Qt7d4B2BtxJz/1CevNfP2Ii3202i7dZovDF/yifAoamPDLoQcHM/33xN8MquJGjFcCs17ov8aOc7MiRame5EWvisZrKjell3Y21vDUGf3rAV8hyw7n3+rjpuJdPA9WxFQF0HM/Qy0tVsT07cNemoooGbjfxx9GfymZucmoh2MclSG/P73oDCTM1A4r7Wyc1/3dlzvZRIS2l4BvlFq82o+Jk/L2rWDj8uVmn33Ln3DSi0ctfNMqwk8TqLDfgdZW1qNZjEDaZAXcxqrUYpkNDUoM5GRTlst0tVH0BxaMN5H+reYFwktE5BpyKHZPWOKrqJE6XXpTqWKdPAgsrVaNzteZmjOcgKfs5OLgU9Uv0cL92+p3WI8DNlAvymb6A/2CWEen5z6aduyulf3CehzVROI11EkE8hNO05B2tIjqDUrma88AVPhdNPrQuue6PcjgeY3Pha6YsfJwNuyN6GFcrPSN7wPbX/263s6ZCbS4fdsRUAtwklORgzLNwb57IEE1HzhnsNp74t+zS9KdU1q8JzF0G7PQVQIk8hkapbXXdDuLshc4vTStW8ttWtu2rTr7MK3LCf86VoCjw60tZ1oFveRRbNATFfHzES68I49oa1m6QpFlfpldt/HkXLiejTvbJudq9pJGxN0FSVKL0v3KhZD/VvEZK2dHc8n1QN9kl6gC8/fFGmYi4mp2CY9yiewPBPiDr5ILNPms/J3mgd5Qn8HeWIfnJ07BWk0DiNzXvNzNQvOcCq054l+vt9zb7cWQlrblr0ORQhYA9kM/qa8aGX1DspMpEvfoFUBdV7/PT8dYO5pLKDm9psrIi3q25Gj6R/JGOp6/VP+Bvm7IcF3LmRCdQ4yGTqAvkg5uyBNWlWUgnHDla68fV1L4NHBNrYTzSI37emomUgX3q9ntDUAXRUa6/eiXc7JyHTwOaTBPhHZNj9GFt++PP4rjo16uooSZahLdyuvz1AXk+PHfHLqSkrpbNKYgMfq9P9Po9ZRcBtkh7ZU1f0DPCNnpOb0RaDY7v480qwcnF1zkk9adc1bhmOhPU/0Y7q1ENLetuxtSBs92+TEx0PHzES6/A1aElBLxzvBUJcF1AkomsEVeCQGtNNyFB6bHdmSPkUtQ91MdIKcrspxdr/s3zFf+D+AGMxD2nm3XhS6nMBjEO3qVDSL8XTYTKSL36JntNWArq5EZi5Wmmdyv53FkB30tDKd1HnWqKerKFF6Ubr/gNpJap3s+Bw+AXy/y88/AXnGP+oLwcLliRlpLJ+jlsE+iQG8i0sT6pFoa/YetKW2pk+CxyLP9cIpcTmUibFrtrVd7Mt2PdE7zUi3sy27MNJG31NatDpqJjIE32A4CahFVIbnyTIq0l/TXzDU15S/V6Nn+P9Ho+3sB51+1/HjJyKN3v4oXOVWwDs7Pda6+B27lsBjkO3qaDQLOmQmMkTfpGe0VYeuimgny+d9UTFWtkQmGXXNE/Nn+P+jkq6iROlVGZqH1E5SRdKWq5CmosYxpcPPvc4n/+ORXd6PqI0NXDBgO/gkPzlr2zPNTiBe/3O+EHwUaUx/h7bRFkQM9fNI+31hdt+oYKizhaBuhIcujKd2tmXnzb75BLpkJjIE36DXAmoexrGIyvAzaqMyzA7Z5b/XR8zh3S0851jkrPcxf+dn0Q5DEcrrRCTQ/BHZrc9mSIbye7TRf11N4DGIdnUlmgWDNBMZ4m/TM9qqQ1eFc2bZRCaPDLUC8tOZ0uRzRiVdRYnSyzJ0DxLRPoTC0d1OraNFNxy2vuSTfs48VzLuaCvrFbSl9nPk6NNU29C29kw86QwyGXkBaUbXQ9L9nGjr9PN0KaLFkA6aFjzRuzye2t2WHUcHzUR69A16IqCW+5kGURnoz1BvjHaJBkrCYYhpuwFPFIG2wl9C2SY3LugaRR745FC8c4f7r2sJPNpsT8eiWdBBM5EefZue0VaTdLUkEkgOQ1FPrkFr3ZinqyhRelWG9mGapJ5G23hdZUZQOKlDB7im2NpaD2mWn6CWyR+wbchm7Tm09f9uFM7pk0i7cBZwWMU9I17Cp4UID10eTy1vy9JBM5Eef4MhFVDz/vH/m4nKUMNQl/u7ql7//SbE4K0DbFfQlZ+7jAoNYa+/Rxt92XYCjw63o2PRLBiChEJD9G2GWvnTLF0tj5QD30W7nTciZrqeM/WYo6soUXpRhv6BytTVNacSpBmZjLZE3+PHqjyaP4S27ZZGW/7PUmvD2K9tVfX48R+i7FCvAPtmx6cDP+j1R+7it6zriT6EbWh5W5YOmYn0uv+zdxkqAbXVqAyzGeoB6s01m4Vj1Xhka/sb4B/Ax7NrfkhFaLiRWBjZZlM10SwYwoRCQ/RthoS2WqSrc+nLmrsQ2a5buW1jma6iRBnq0rsHd3niRNuQ3673HGAZZMNcaFo2o0kmH2ljT0VOHBPQduZjyPu6iBoyEcWzPqbXH7nL/bwpJU/0HrSh5W1ZBmkm0ut+L71LVwVUr7fVqAzTyZwSm3zGQcj2+mgkDC3j3+ju/N2QU+jXet3vHezbkW42NZ4eJBQaom/TbeVPq3R1ndPVaqV66gqsY5WuokQZytLzBnTlpTRhfBNtya9Z55q5kVnHPqXjA9lIH42cFW9AttUX+2LyP8gm8G4k4d+CtD3DQoPZ5f7uuYMKbWzLNmAghiQyRhf6oJvZF9uJynAvWVSGAeo/CJkEXIjSSP8Yxax+FzKjuhsJSDchm/VRRVeMPbOpjiQUGsLv0y2zqaCrKFFGQSkmuhENM9sabSn+GXgipXS/mU1Gk86jyLHlcb/WUkrJzJZDi8aRKaXrG9Q9LqU0K/v9VaSFuQGlaf0cCmO0K0o1vjMKbfQk8IWU0utmNj6l9Ean33s4oejXHrdhFfRtngbWSym9ZmYTUkqvD3DPJYgR/2pK6R4/PgeyIfxzSmm/7rd++MPMFkZM3hPIVnMJFI1hIrJ73Ql4I6V0iF+/LYpGMauirtl0ZWZzo9TZ96eUpprZGv6cmYi+XgY+jRIiPQ98ZTTSlZltgpJnTES2rGs0M4Y73IaW6cHv+RnSrJ6aUrrbj9fMCWZ2Fpobd0opvWRm8wMvj6Zv2A6CrgKBUYBec/ODLTR2eFkZMVa34tE2/Piift+vaFLjg2z/zkMT3m5+bCLawrwDLTSFXdqE7L6Q9Id2PLS8LUuPI2MM10LnojI0iil9BNK8PUut/WYRm/rHeDSL0n3Dyhygg30+Fs2mRuW3bNC/QVdRooyy0vMGDKrxjR1ezvUJaQmfpB4GHkHmF0WYs7pbqNTa8R2NtsQuRU4bPwdW9nMTkVd0ETd1xIe+Gw2l1UWBHkTGGM6FLkVlKDFRHwH+7bT6J8RE5vai66HQcNPwGLplJm40FsJsatSWoKsoUUZnGbFmHmY2E8V43iSl9O/Sue2RpvjMlNIBZjYfSsG6EXKE+T3ws5TSG02YAawB7AtMTSldb2Z7o8nqSeCklNIjZjYRJX7ZAoUZ6rf9Fhj+aMdMZDTCzG5GIbT2Qovukmir+SRk17mfn5+G6OmYlNKtfu87kGNTw21iM9sZbWXPTCldZmZTkHPVk8COKaUX/bqNkIC8y1iiqzCbGn0IugoERjF6zc23U2jN4WXPBvXU1Tgib/qVkObgdeAT2bmPoAnqLPoyvk0otyXKyCsMQWSM4VwYgqgMKBzlZcghap/s+FtRVJzrKWUG9PNBV0M/HsJsqjP9GHQVJcooLiNSM92Gw8v2wH9TGxK4mb0HRee4AWlaHvbj+wB7otjSB6eUnhzUSwWGFcaiE46ZnYIcljZJKd3ix8allGZljru7Iy3a3imlH7uj763ANSmlTzf5HEO7RF9C2rmNUkrP+LnlUGzdfwMbpJRe7fBrBtpAq/Tgc/TFKELEFGRyt2qSdntM0VbQVSAw+jEimWnot514YkrpXj8+m6E2swORvdmqKaXnB6ivHLVjPJB8wtsK+BGS+s9IKT3q13wSaa8PaYdRDwSGE7oRlaHi3tmMlJm9EzgeJZ94X7bwr4gYgj3GEtM12hBmU0LQVSAw+jGu1w1oFyml36Ig9m8HjjGztf14MrMJftmryOnw39W1zJ54KLQE2alZfmxzr+NjwI7AAT4pkVL6DtJKzzKzEduXgQDMpqndgDWBo0o0ldPGvcDbgPG+qL+Q5H8wvrjAzDao85gibNeGyFH4eOTUO83MFvXn/V9KabdynYGRBR9P66DMpGOSkYagq0BgLGBEM4AVDPU6fvx1d3jZCXg8pfSfqvvN7DjgfDPb0e9LZjYu23rbEYUqWjelNB34FApn9BkzWyq7x0IzHRgNaFVIzbVjmWZsT+BWM9uyoI8C/nsnFP1msm97fwH4O3CXmS1Yak9o0EYwUkp/Lpi3schIFwi6CgRGN0Y0Mw39JqmjzWx1P3U5csj4FMy2Jyvjdr/mI26zRkpplk9MuyKbv8NSSj/3CWsqMhuZHyWIKdowMm1lAoEKDFZIBf7qf6eb2Y4FfThdbQ78FNg/pXS1H78V+CoKOflCt94r0DsE8xZ0FQiMZoxYm+kyrA2HFzNbE2WcehhtiZ0FXOaT297ApJTSt/xag1rGuWxnHQiMJpT8Er6YlFn0KmTXubbTSb8QbqbMa5ejxX9vYNeU0qV+bm/gxZTS5f676v4x5aAWGFsIugoERh9GDTMNbcdFPRu4AMX4nAycDFwLvDml9JchaHYgMGzRppA6J9puPgPt/Hwe2DqlNMPMVk4eEScQGKsIugoERhdGvJlHjjYdXpYGlgX2R/ZlhyC7tUNB2ucuNjkQGNZwmtoV2AyYk74Ff0KdBX9cUhKla1Gs9i8hZ6hrzew5YDczm1DH7CoQGBMIugoERhdGHaPYrMNL5s38c2C1lNI/ECO9DgopdL/XV47yEQiMKbQipGZmT88Bezlj8G3gL0j79rjfGzQVGNMIugoERg9GHTNdYCDbsOz8U8A6ZvYWtO12HwqWv7uZfdivHT22MIFAG2hBSC0W87uAv/n/VyO/hFOBs8zsQ+FrEAgEXQUCowUTBr5kdMBqg9obshefhZxADNmiPZpSeq8p+9RlwFrAeb1qcyAw3JDR0EDOt/cDy5vZq8jJd2cUC3dO4ADgx1VOUoHAWEQLjoFBV4HAMMSockAsw8xWBeYCHnB7s5qoHKZU4a8Dx6AJ6YPJMyWa2ULAv0LSDwRqYWZvSin9p0JALehqe2BdlNJ4FnBkSumfft3cwKux2AcCtTCzZYG53PyjOBZ0FQiMAIxaZtrMLgdWACYB/wH2TindUtileYD7S1Hcz6nAHCmlV/ze2Vq3CH8XCPTBzD6NYq2/NaX0asFQZ4kjdkTRcfYC7gD+WQiypXpCexYIOMxsKrAosB5wDnBUSulvxfoTdBUIDG+MSptpMzsTOWXsDrwTuAn4mZnN74z0xsBPgANSSj9PKb1WMNJQ4+xBMNKBQA0eBBYDZprZ3Jm9ZzKzdyOH3kNTSpenlP5ateBD+CEEAgXM7HzgzcBHga2BPYHNYbYD/LsIugoEhjVGHTNtZvMDbwO+n1J6IKX0FPC/wH+Bff2y+YAPpJS+36NmBgIjCpkD1L+BP6GY7PcVDLWfuwvYLaX0g160MRAYaTCzeRAj/YWU0kMppRnAVcBKZranma2PHOK3C7oKBIYvRpUDoi/444G5gXmyU6+gDIcrAqSUrhn61gUCIxeueR4HvAv4HdKiXQTcY2brpJReSSm9iDK7BQKB5rEMsAZwtZmtjNKKL4aUQs8CV6aUjuph+wKBwAAYVZrpJPwT+C2wnplNdJuz11EilvkBzGyOXrYzEBgpMLNjzWwDmG3y9Ffglyik5D7A88C97gCVx28PBAJ14HS1YUrpZZTf4FY/tTBwIrAtsBpwGrCVpwsPBALDFKPCAdHMtkWS/ALAVSml35nZMimlJzPHqEuA11NKu2f3rQv8JqX0Wo+aHggMW5jZQcDpaNv5qymlW/z4vCmll/z/5YHzkY/COimll5vMPBoIjElkdHU1Mu+4Ozs3Hu0Y/9fXrXmRQ+ITKaXDe9DcQCDQBEa8mYeZTUM2Z3OhtOBLI0eNJ6HGIWMS8K/svhuBf6eUthrK9gYCIwj3An8A3gIc7CHxZqaUXioY5pTSY641Ow+408w2cHOPQCBQjYKuFgOOMrMzUko3uOLnDWB2zGmntceBKb1paiAQaAYj2szDzC5GjlA7A+sjhvnUiusMeA140X9fCywCbDdUbQ0ERiBuQxlBJyPa+aSZbQLgUXHG+f+PAXsDbwLCSSoQaIwyXR1oZpsUih8zW9Yj42Bmk1DK8ad609RAINAMRqyZh5mtDXwL2C+l9GCD6+ZIKb1mZucge7RxwErAyn48tqQDgRKyeOxLA98BHkO7PgacklK62a/LY7IvATzdQja3QGBMoRm6MrN9gK8iBdAzaAd5/TBHDASGL0ayZnpptE32h3oXmNkBSGsN8GfgfcgkJBjpQKAEM9vYzBaD2Zrn8SgKzj3Aw8gZaiJwuMdqL+LgFhrqPxdxp3vzBoHA8EOLdLUOipKzHWKovwSsW6xXPXmBQCAwIEYyMz0RORxWRubwBf7dwEF+6CykCdggGOlAoBZmNh24ETjDNWOklN5wR8Nbgc8ATwPHovCTh5rZRn5dTWKj0EwHAkKLdDUBOA458t6TUvpOSumKLDFSrFeBwDDFSGam70ZhuXYpS+zZ1vPZwHJm9hbgTymlA10zEIx0IFCLF/zv0mjhP9/MdnSnw2uBM4HPAw+gSAQGfMXMVu9JawOBkYFW6Oo0v/ZEM1sjryQE1EBgeGPEMNNmdrSZnW1mF5rZ54G/Ia/oI4A1igxtuQ0n8Fbg98A/Ukr/KeoKRjoQEAq6SSntAnwX7fQch3Z99gGuNbPlUGzpl4C3pZSuR+HwbkfpxQOBQIZB0NV5iK4e6EW7A4FAexgRDohmNhNYCLgTWBRYE0n8xwBfA2YBBwN3ZvFv5wIuRRrpTwx9qwOB4Q0zOxo5484H3IEW/XP89/nAk8AngHVRZsNdgdtSSvuW6hlXNvUIBMYqgq4CgbGHYc9Mm9nNwJzAtimlv/mxxYEfAqsghvoIlEL8XuS8sTywJbAEsj97vUje0oNXCASGHSoE1LWQ2dTRwKeBeYGvpZSuNLPdgLWBPYElga1TSjN60vBAYBgj6CoQGJsY1sy0mc1AE1LBEI/Pbcc8zvRaKGLHJsD2/vtBlD7802EjHQjUooGAeiawOnAksAdKFPHZlNJU90vYBPgI8NGw4QwEahF0FQiMXQxbZtrTFP8f0jyfUZhv+Lk8tu2twKsppS3896IppWeza8fHBBUICE0KqOsAOwCHAusBnwWuSym9nF0XdBUIOIKuAoGxjWHrgOhZ1d4F7AfsZ2aLZOdmFQ4ewBeBZcxsFf/99+K6LD1rIDDm4QLqFsBPkAZtdpSALFb0rihU18luw3k/Cim5rl9n+X2BwFhH0FUgEBi2zDSAZ1nbB8WK3jtnqDM8grbNlvB73sjuH55q90CgB2hRQF3RzBZPKe2JnKdu9uuCpgKBDEFXgUBgWDPTACmlm4C9kPNGFUO9MPKYfmKImxYIjDi0IKAuhaLmkFL6bGQ2DATqI+gqEBjbGBHpSVNKN5nZXsAFAGZ2QUrpWZf4j0OpWX/fyzYGAiMFFfR0fuEw5SgE1N+V7ost6ECgDoKuAoGxixHBTEO/iep1M7sQpQhfEVjVt9MiLmcg0ARCQA0EOo+gq0BgbGLYRvOoBzPbBNmaTQReBNZIKb0W4e8Cgdbh9HQBcApQFlBfCwE1EGgdQVeBwNjCiGOmAcxsU+AEYMtgpAOBwSEE1ECg8wi6CgTGDkYkMw2zw96lmJgCgcEjBNRAoPMIugoExgZGLDMNfQx1r9sRCIwGhIAaCHQeQVeBwOjHiGamA4FAZxECaiDQeQRdBQKjG8FMBwKBQCAQCAQCbWLYJ20JBAKBQCAQCASGK4KZDgQCgUAgEAgE2kQw04FAIBAIBAKBQJsIZjoQCAQcZpbM7PBet6MVmNkNZjat1+0IBAKBsYpgpgOBQCAQCAQCgTYRzHQgEAgEAoFAINAmgpkOBAJjBmY2p5l908yeNbMXzOyHZvYVM3uizvVTzOxnZvaMmb1oZleY2QrZ+S+Y2d1m9mEze8zMXjWz68zsLWa2n5k9ZWbPm9kFZjb3AG0zM/u4mT3g9fzOzA4uXTOvmZ1pZv8ws+fM7KiKeuY1s6+b2R+8njvNbKvs/GZuzrKfmf3VzP5oZlNa7MpAIBAIOCb0ugGBQCAwhDgL2A44BngSOBzYC3i6fKGZLQncCfwZ+CRgwOeAm81srZTSX/zSlYCjgCOAuYHvA78C/un3rQp8BXgIOLFB277idXwVuBHYDDjZzCanlI71ay4CNvB2/x04HlgFmO5tHgf8Angb8FngKeBjwNVm9r6U0rXZ844DPgFMSik90aBdgUAgEGiAYKYDgcCYgJmtCOwB7JtSOsePzQT+UOeWQ4C5gPeklJ7z628AHgcO8wIwL/DRlNIdfs12wO7AlJTSk8A0M3sf8I4GbVsYOBT4esY4TzczA44ws9OBxYH3AbunlH7q991Zav/7gI2AbTLG+Rozuw0x6zkzfXpKaWq9NgUCgUCgOYSZRyAQGCvY1P9eXhxIKb0CXFXn+ncBvywYab/+OeD6rC6ABNyd/X4G+Jsz0gX+DkwCMLPxZjYhK+OQtnkicHGpDRf58Q0QkwxwTdaevwK3ldr8YkkDXdSztpnNlx37bZ33DgQCgUALCGY6EAiMFUwGXksp/at0/Jk61y9Y59wzwPzZ71dSSm+UrnmlQTuuB17Lyln+rKq2FL/n92teSym9ULomN1Fp1GaAnJl+tkEbA4FAINAkwswjEAiMFfwFmMPMJpUY6kXqXP8P4M0VxxdDmuZ2sR+1TO1zyO4Zf96fS8/Cnzcf1e1fGPhvE20uzgcCgUCggwjNdCAQGCu4BZgFvL84YGYTgW3qXH8zsLmZTc6unwxs4XW1hZTSoymlu7PyBHJ0fA3YtXT5B4HX/fwNfmznrD0LIhOQvM3zmdnWFfXck1L6d7vtDgQCgUA1QjMdCATGBFJKj5nZj4Fvmtk8KJrHQcBb/P8yTgM+Aswwsy+iaB7HIi3w6R1u23Nm9k3kbPg6iubxLhTd45SU0j+Bf5rZBcDpZjYnitRxDDBHVtVVwB3ABWZWRPPYFzk/bt/JNgcCgUBACGY6EAiMJRyA7Jm/jOa/C5HT3yrlC1NKfzSzTYCTgPOQhvgG4IMppT91oW1HAn9DZiBHAk+gEHjfyK75mF9zPHJM/BEyC5nb2/yGmW0DfA294zzAfcB7U0q/6EKbA4FAYMzDUkq9bkMgEAh0HW6isRUwNaX0Ynb8VuDplNLOdW8OBAKBQKAOQjMdCATGCl4FvgPsambfQ5rmXZHN8Xt62bBAIBAIjFyEA2IgEBgTSCm9jDTT86K4y1cCawDbp5Su72XbAoFAIDByEWYegUAgEAgEAoFAmwjNdCAQCAQCgUAg0CaCmQ4EAoFAIBAIBNpEMNOBQCAQCAQCgUCbCGY6EAgEAoFAIBBoE8FMBwKBQCAQCAQCbeL/AZhzEm4QLfetAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,4))\n", "sns.heatmap(-pca_loadings_df_sim_macgloms.iloc[:, :3].T, cmap='bwr', center=0, cbar_kws={'label': 'loading'})\n", "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n", "for i in np.arange(11, 51*11, 11):\n", " plt.axvline(i, ls='--', c='k')\n", "plt.title('Simulation N(0, 100%) noise PC loadings (MAC gloms)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import pearsonr" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['No synaptic noise (1020)',\n", " 'N(0, 20%) noise (983)',\n", " 'N(0, 50%) noise (937)',\n", " 'N(0, 100%) noise (993)']" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set_names" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "which_resample_sets = [0, 1, 2, 3]\n", "nplots = len(which_resample_sets)\n", "\n", "all_pca_loadings = {}\n", "all_pca_vars_explained = {}\n", "all_sim_frs = {}\n", "\n", "fig, axs = plt.subplots(nplots, 1, sharex=True, figsize=(12, nplots*4))\n", "\n", "rs_plots = {}\n", "for i in range(len(which_resample_sets)):\n", " ri = which_resample_sets[i]\n", " ax_i = i\n", " \n", " resample_name = set_names[ri]\n", " cur_title = f'{resample_name}'\n", " \n", " df_sim_resample_responses_subpre = list_of_df_responses_resamples_subpre[ri]\n", " \n", " ## do PCA \n", " fly_responses_df_sim_macgloms = df_sim_resample_responses_subpre.loc[(gNames, sim_odors), :]\n", " fly_responses_sim_macgloms = fly_responses_df_sim_macgloms.T.values\n", "\n", " pca_sim_macgloms = PCA()\n", " pca_sim_macgloms.fit(fly_responses_sim_macgloms)\n", "\n", " pca_scores_sim_macgloms = pca_sim_macgloms.transform(fly_responses_sim_macgloms)\n", " pca_loadings_sim_macgloms = pca_sim_macgloms.components_.T\n", "\n", " pca_var_explained_sim_macgloms = pca_sim_macgloms.explained_variance_ratio_\n", " \n", " \n", " pca_loadings_df_sim_macgloms = pd.DataFrame(pca_loadings_sim_macgloms, \n", " index=fly_responses_df_sim_macgloms.index, \n", " columns=[f'PC{i+1} ({int(100*pca_var_explained_sim_macgloms[i])}%)' for i in range(pca_loadings_sim_macgloms.shape[1])])\n", " \n", " # get rs plots\n", " pcis = 55\n", " rs_mac_sim = []\n", " for pci in range(1, pcis):\n", " cur_r = pearsonr(pca_loadings_df_MAC.iloc[:, pci], \n", " pca_loadings_df_sim_macgloms.iloc[:, pci-1])[0]\n", " rs_mac_sim.append(cur_r)\n", " rs_mac_sim = np.array(rs_mac_sim)\n", " \n", " all_pca_loadings[resample_name] = pca_loadings_df_sim_macgloms\n", " all_pca_vars_explained[resample_name] = pca_var_explained_sim_macgloms\n", " all_sim_frs[resample_name] = fly_responses_df_sim_macgloms\n", " \n", " rs_plots[resample_name] = rs_mac_sim\n", " #plt.figure(figsize=(12,4))\n", " sns.heatmap(#pca_loadings_df_sim_macgloms.reset_index().sort_values(['odor', 'glom']).set_index(['odor', 'glom']).iloc[:, :5].T, \n", " pca_loadings_df_sim_macgloms.iloc[:, :5].T, \n", " cmap='bwr', center=0, cbar_kws={'label': 'loading'},\n", " ax=axs[ax_i])\n", " nskip = 11\n", " for i in np.arange(nskip, 55, nskip):\n", " axs[ax_i].axvline(i, ls='--', c='k')\n", " axs[ax_i].set_title(f'{cur_title}')#' (PN inputs adjusted by glomerular synapses) \\n PC loadings (MAC gloms)')\n", " axs[ax_i].set_xlabel('')\n", " #plt.show()\n", " \n", "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "do_MAC_bootstrap = 1\n", "n_MAC_bootstraps = 10\n", "n_MAC_flies_to_bootstrap = 150\n", "mac_bootstrap_PCAs = []\n", "\n", "if do_MAC_bootstrap:\n", " for fi in range(n_MAC_bootstraps):\n", " fly_sample = np.random.choice(np.arange(len(fly_responses_MAC)), n_MAC_flies_to_bootstrap)#, replace=False)\n", " pca_MAC_bootstrap = PCA()\n", " pca_MAC_bootstrap.fit(fly_responses_MAC[fly_sample])\n", " pca_loadings_MAC_bootstrap = pca_MAC_bootstrap.components_.T\n", " pca_loadings_df_MAC_bootstrap = pd.DataFrame(pca_loadings_MAC_bootstrap, \n", " index=fly_responses_df_MAC.index, \n", " columns=[f'PC{i+1} ({int(100*pca_var_explained_MAC[i])}%)' for i in range(pca_loadings_MAC.shape[1])])\n", " mac_bootstrap_PCAs.append(pca_loadings_df_MAC_bootstrap)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "conds = set_names\n", "nconds = len(conds)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "nplot = 10\n", "\n", "d_cond_grids = {}\n", "d_cond_MAC_bootstrap_grids = {}\n", "\n", "for ic in range(nconds): \n", " # retrieve PCA loadings for this condition\n", " cond = conds[ic]\n", " pca_loadings = all_pca_loadings[cond]\n", " \n", " # fill a grid of simulation vs. MAC loading correlations\n", " \n", " if do_MAC_bootstrap: \n", " rs_grids_bootstrap = [np.zeros((nplot, nplot)) for x in range(n_MAC_bootstraps)]\n", " \n", " rs_grid = np.zeros((nplot, nplot))\n", " for i in range(nplot):\n", " for j in range(nplot):\n", " rs_grid[i, j] = np.abs(pearsonr(pca_loadings.iloc[:, i],\n", " pca_loadings_df_MAC.iloc[:, j])[0])\n", " \n", " if do_MAC_bootstrap:\n", " for k in range(n_MAC_bootstraps):\n", " rs_grids_bootstrap[k][i, j] = np.abs(pearsonr(pca_loadings.iloc[:, i],\n", " mac_bootstrap_PCAs[k].iloc[:, j])[0])\n", " \n", " # make into dataframes \n", " row_labs = [f'sim_PC_{i+1}' for i in range(nplot)]\n", " col_labs = [f'MAC_PC_{i+1}' for i in range(nplot)]\n", " d_cond_grids[cond] = pd.DataFrame(rs_grid, index=row_labs, columns=col_labs)\n", " d_cond_grids[cond+'_var_explained'] = all_pca_vars_explained[cond]\n", " \n", " if do_MAC_bootstrap:\n", " d_cond_MAC_bootstrap_grids[cond] = [pd.DataFrame(rs_grid_b, index=row_labs, columns=col_labs) \\\n", " for rs_grid_b in rs_grids_bootstrap]\n", " \n", "#pickle.dump(d_cond_grids, open('sim_MAC_PCA_resampling_and_cone.p', 'wb'))\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "save_results = 1\n", "saveto_dir = 'PCA_analysis/'\n", "if not os.path.isdir(saveto_dir):\n", " os.makedirs(saveto_dir)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "if save_results:\n", " #pickle.dump(d_cond_MAC_bootstrap_grids, open(os.path.join(saveto_dir, 'sim_MAC_PCA_synNoise_bootstrap.p'), 'wb'))\n", " pickle.dump(d_cond_grids, open(os.path.join(saveto_dir, 'sim_MAC_PCA_synNoise.p'), 'wb'))\n", " pickle.dump(all_pca_loadings, open(os.path.join(saveto_dir, 'sim_PCA_loadings_synNoise.p'), 'wb'))\n", " pickle.dump(all_sim_frs, open(os.path.join(saveto_dir, 'sim_firing_rates_synNoise.p'), 'wb'))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.13" } }, "nbformat": 4, "nbformat_minor": 4 }