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LLEPE/docs/_Examples/.ipynb_checkpoints/4_Pitzer_fit_method-checkpo...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"LLEPE: Liquid-Liquid Equilibrium Parameter Estimator\n",
"\n",
"Copyright © 2020, UChicago Argonne, LLC. All rights reserved.\n",
"\n",
"Released under the modified BSD license. See LICENSE for more details."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This script performs the Pitzer fit method and shows the parity plots for each of the species. This code requires that the elementz.xml file in the data folder has been copied into Cantera's data folder. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fitting Pitzer and linear parameters to single component data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from llepe import LLEPE, lmse_perturbed_obj, ind_lmse_perturbed_obj\n",
"import numpy as np\n",
"import itertools\n",
"import pandas as pd\n",
"import matplotlib\n",
"from scipy.optimize import curve_fit\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import json\n",
"\n",
"font = {'family': 'sans serif',\n",
" 'size': 24}\n",
"matplotlib.rc('font', **font)\n",
"plt.rc('xtick', labelsize=18)\n",
"plt.rc('ytick', labelsize=18)\n",
"plt.rcParams['lines.linewidth'] = 4\n",
"matplotlib.rcParams['lines.markersize'] = 10"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nd\n",
"Pr\n",
"Ce\n",
"La\n",
"Dy\n",
"Sm\n",
"Y\n"
]
}
],
"source": [
"def linear(x, a, b):\n",
" return a * x + b\n",
"lp_dict = {'species': [],\n",
" 'slope': [],\n",
" 'intercept': []}\n",
"species_list = 'Nd,Pr,Ce,La,Dy,Sm,Y'.split(',')\n",
"pitzer_params = pd.read_csv(\"../../data/csvs/may_pitzer_params.csv\")\n",
"x_guesses = [[-5178500.0, -1459500.0],\n",
" [-5178342.857142857, -1460300.0],\n",
" [-5178342.857142857, -1459500.0],\n",
" [-5178342.857142857, -1458300.0],\n",
" [-5178185.714285715, -1459900.0],\n",
" [-5178185.714285715, -1459500.0],\n",
" [-5178185.714285715, -1459100.0],\n",
" [-5178185.714285715, -1458300.0],\n",
" [-5178028.571428572, -1459900.0],\n",
" [-5178028.571428572, -1459100.0],\n",
" [-5178028.571428572, -1458300.0],\n",
" [-5177557.142857143, -1459900.0],\n",
" [-5177400.0, -1460300.0]]\n",
"optimizer = 'scipy_minimize'\n",
"opt_dfs = {}\n",
"pitzer_params_dict = {}\n",
"for species in species_list:\n",
" print(species)\n",
" lower_species = species.lower()\n",
"\n",
" labeled_data = pd.read_csv(\"../../data/csvs/labeled_zeroes_removed_{0}.csv\".format(lower_species))\n",
" exp_data = labeled_data.drop(labeled_data.columns[0], axis=1)\n",
" xml_file = '../../data/xmls/PC88A_HCL_{0}_w_pitzer.xml'.format(species)\n",
" opt_values = {\n",
" '(HA)2(org)_h0': [],\n",
" '{0}(H(A)2)3(org)_h0'.format(species): [],\n",
" 'beta0': [],\n",
" 'beta1': [],\n",
" 'Cphi': [],\n",
" 'obj_value': [],\n",
" 'guess': []}\n",
" new_x_guesses = []\n",
" for x_guess in x_guesses:\n",
" opt_dict = {'(HA)2(org)_h0': {'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': '(HA)2(org)',\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'input_value': x_guess[1]},\n",
" '{0}(H(A)2)3(org)_h0'.format(species): {\n",
" 'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': '{0}(H(A)2)3(org)'.format(\n",
" species),\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'input_value': x_guess[0]},\n",
" }\n",
" pitzer_param_list = ['beta0', 'beta1', 'Cphi']\n",
" for pitzer_param in pitzer_param_list:\n",
" inner_dict = {'upper_element_name': 'binarySaltParameters',\n",
" 'upper_attrib_name': 'cation',\n",
" 'upper_attrib_value': '{0}+++'.format(species),\n",
" 'lower_element_name': pitzer_param,\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None}\n",
" pitzer_row = pitzer_params[\n",
" pitzer_params['species'] == species]\n",
"\n",
" inner_dict2 = {'input_format': ' {0}, 0.0, 0.0, 0.0, 0.0 ',\n",
" 'input_value': pitzer_row[pitzer_param].values[\n",
" 0]}\n",
" inner_dict.update(inner_dict2)\n",
" opt_dict['{0}_{1}'.format(species, pitzer_param)] = inner_dict\n",
"\n",
" reeps_params = {\n",
" 'exp_data': exp_data,\n",
" 'phases_xml_filename': xml_file,\n",
" 'opt_dict': opt_dict,\n",
" 'phase_names': ['HCl_electrolyte', 'PC88A_liquid'],\n",
" 'aq_solvent_name': 'H2O(L)',\n",
" 'extractant_name': '(HA)2(org)',\n",
" 'diluant_name': 'dodecane',\n",
" 'complex_names': ['{0}(H(A)2)3(org)'.format(species)],\n",
" 'extracted_species_ion_names': ['{0}+++'.format(species)],\n",
" 'aq_solvent_rho': 1000.0,\n",
" 'extractant_rho': 960.0,\n",
" 'diluant_rho': 750.0,\n",
" 'objective_function': lmse_perturbed_obj,\n",
" 'optimizer': optimizer\n",
" }\n",
" estimator = LLEPE(**reeps_params)\n",
" estimator.update_xml(reeps_params['opt_dict'])\n",
" exp_df = estimator.get_exp_df()\n",
" pred_dict = estimator.get_predicted_dict()\n",
" init_obj_value = lmse_perturbed_obj(pred_dict, exp_df, [species], 1e-100)\n",
" \n",
" obj_kwargs = {'species_list': [species], 'epsilon': 1e-100}\n",
" bounds = [(1e-1, 1e1)] * len(opt_dict)\n",
" optimizer_kwargs = {\"method\": 'l-bfgs-b',\n",
" \"bounds\": bounds}\n",
" opt_dict, obj_value = estimator.fit(\n",
" objective_kwargs=obj_kwargs,\n",
" optimizer_kwargs=optimizer_kwargs)\n",
" keys = list(opt_dict.keys())\n",
" info1 = [opt_dict[key]['input_value'] for key in keys]\n",
" info1.append(obj_value)\n",
" info1.append(x_guess)\n",
" if obj_value > init_obj_value*0.95:\n",
" continue\n",
" \n",
" opt_values_keys = opt_values.keys()\n",
" for ind, key in enumerate(opt_values_keys):\n",
" opt_values[key].append(info1[ind])\n",
" new_x_guesses.append(x_guess)\n",
" x_guesses = new_x_guesses\n",
" opt_df = pd.DataFrame(opt_values)\n",
" opt_dfs[species] = opt_df\n",
" \n",
" p_opt, p_cov = curve_fit(linear,\n",
" opt_df['(HA)2(org)_h0'].values,\n",
" opt_df['{0}(H(A)2)3(org)_h0'.format(\n",
" species)].values)\n",
" slope, intercept = p_opt\n",
" lp_dict['species'].append(species)\n",
" lp_dict['slope'].append(slope)\n",
" lp_dict['intercept'].append(intercept)\n",
" min_h0_row = opt_df[opt_df['(HA)2(org)_h0'] == opt_df['(HA)2(org)_h0'].min()]\n",
" for pitzer_param in pitzer_param_list:\n",
" value = min_h0_row[pitzer_param].values[0]\n",
" inner_dict = {'upper_element_name': 'binarySaltParameters',\n",
" 'upper_attrib_name': 'cation',\n",
" 'upper_attrib_value': '{0}+++'.format(species),\n",
" 'lower_element_name': pitzer_param,\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': ' {0}, 0.0, 0.0, 0.0, 0.0 ',\n",
" 'input_value': value}\n",
" pitzer_params_dict['{0}_{1}'.format(species, pitzer_param)] = inner_dict\n",
"lp_df = pd.DataFrame(lp_dict)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fitting extractant enthalpy to combined single and multicomponent dataset"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\tq220\\documents\\tits things\\anl research\\gitlab\\parameter-estimation\\llepe\\llepe.py:988: RuntimeWarning: invalid value encountered in true_divide\n",
" d_array = extracted_species_org_array / extracted_species_aq_array\n"
]
}
],
"source": [
"def ext_to_complex(h0, custom_objects_dict, species):\n",
" linear_params = custom_objects_dict['lp_df']\n",
" row = linear_params[linear_params['species'] == species]\n",
" return row['slope'].values[0] * h0[0] + row['intercept'].values[0]\n",
"\n",
"labeled_data = pd.read_csv(\"../../data/csvs/zeroes_removed_PC88A_HCL_NdPrCeLaDySmY.csv\")\n",
"exp_data = labeled_data.drop(labeled_data.columns[0], axis=1)\n",
"xml_file = '../../data/xmls/PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml'\n",
"complex_names = ['{0}(H(A)2)3(org)'.format(species)\n",
" for species in species_list]\n",
"dependant_params_dict = {}\n",
"for species, complex_name in zip(species_list, complex_names):\n",
" inner_dict = {'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': complex_name,\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'function': ext_to_complex,\n",
" 'kwargs': {\"species\": species},\n",
" 'independent_params': '(HA)2(org)_h0'}\n",
" dependant_params_dict['{0}_h0'.format(complex_name)] = inner_dict\n",
"extractant_guess = -1.37e6\n",
"info_dict = {'(HA)2(org)_h0': {'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': '(HA)2(org)',\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'input_value': extractant_guess},\n",
" }\n",
"reeps_params = {\n",
" 'exp_data': exp_data,\n",
" 'phases_xml_filename': xml_file,\n",
" 'opt_dict': info_dict,\n",
" 'phase_names': ['HCl_electrolyte', 'PC88A_liquid'],\n",
" 'aq_solvent_name': 'H2O(L)',\n",
" 'extractant_name': '(HA)2(org)',\n",
" 'diluant_name': 'dodecane',\n",
" 'complex_names': ['{0}(H(A)2)3(org)'.format(species)\n",
" for species in species_list],\n",
" 'extracted_species_ion_names': ['{0}+++'.format(species)\n",
" for species in species_list],\n",
" 'aq_solvent_rho': 1000.0,\n",
" 'extractant_rho': 960.0,\n",
" 'diluant_rho': 750.0,\n",
" 'objective_function': lmse_perturbed_obj,\n",
" 'custom_objects_dict': {'lp_df': lp_df}\n",
"}\n",
"estimator = LLEPE(**reeps_params)\n",
"estimator.set_dependant_params_dict(dependant_params_dict)\n",
"estimator.update_xml(pitzer_params_dict)\n",
"estimator.update_xml(reeps_params['opt_dict'],\n",
" dependant_params_dict=dependant_params_dict)\n",
"obj_kwargs = {'species_list': species_list,\n",
" 'epsilon': 1e-100}\n",
"optimizer_kwargs = {\"method\": 'l-bfgs-b',\n",
" \"bounds\": [(1e-1, 1e1)] * len(info_dict)}\n",
"opt_dict, obj_value = estimator.fit(\n",
" objective_kwargs=obj_kwargs,\n",
" optimizer_kwargs=optimizer_kwargs)\n",
"estimator.update_xml(opt_dict,\n",
" dependant_params_dict=dependant_params_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting organic phase parity plots for complete unfiltered dataset "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\tq220\\documents\\tits things\\anl research\\gitlab\\parameter-estimation\\llepe\\llepe.py:988: RuntimeWarning: invalid value encountered in true_divide\n",
" d_array = extracted_species_org_array / extracted_species_aq_array\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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JcubuNYRJPQB6mlnyKBZLRe/RBtHLfxXjxrOozMRNresShrUrpzejx07UfVeWBfG/MydnSRvf/mLaVKklujn8SJiUpBT6xp6/mTaVSJEo8G3moqGdDiMMtA5wq5ldaGZt0uWx4DfAOzRsbb0qVtaNZpZp+C/MrJuZpQ0wsrgi9vwxM/tFhv2sbmatE6+j4070QV4FuCtVi4+Z7UCYfAFCS9WDjaxrsVxoZpsnrzSzFQmzYSXcmk+hUYAyKHrZEhhuZhmHVzOzXma2b4r1qxKGv2pBaEk8KtaX/AzqRgi41sy2yqeesfrOIYwLDWEEixHRfjPVd7cUgeAz1LV0/p+ZNbiaEH037ieMB5xR0kgSjXUbdX0hrzCzvdIlNLP2Ka4C3Bx7fk+qqwTRD4X4yBqDG1vZHFxL3U1NfzezrdMlNLPOZtYpxfopsXPbowl1iQeYfdOmKjF3f5e6IQJ3N7MBqdKZ2TmEGRsBXnT3D/PcVaLh4pkm3t+Rj8R5duBfJdqnyFLq4yu4+wQzO5TQ/7IKuJzQavYYYXD076OkXQmX3fpTN8Zrclmfm9kJwFDC5eLnzWwEYbzOzwk303UhXEbekzDG6FtkGI82Q71fNrPrCVPergu8Z2Z3EcZX/Y5wx/7GhEvfBxL6ysVvprg6OpYtCMF/DzO7hTC7VSfCeKMDCGN9OnCiuxdqvONC+Ixwl/wbZnYDoWVvIeFmsfMIQ0dBmKTh1dRFpOfuD5rZjoSW+w0I5/d+wn9W3xD+fqwe7e9AwmxUVwLPJcqILmU/QN0wdyfGxwl19/lmdgRh7Ne2wD/MrFcjz/NVhHF59yL85/qRmd1NCCC+j8pfizBb3EHRMZ0ILB3b1t2XmNlJhICoNfCCmd1KCIjnAD0JXYI2j+ocH0atKNx9ppn9DhhOGH3gOTN7nPCdmkJo+e8B7Ez4HJ9IbFgqdx9jZn8ntAxuDEwys+uoG45tO8LnJfEe3ezuuQx91tjj+djMziYE9KsA/zGzBwjn+GvCeV+fcM/BIYQxmot109VYwqgIaxBa8O8p0n4a40TClakqQoPEDoQfkNMI/aOPBX4TpZ1F/StTWUU/gBLdJPLp5lBlZsflmPYRd1+UtC5xpWSsu3+bnEGk6Mo9g4aWZWch/Kcen2402zIC2CBNWQdSNzNatuXZJtb7IurPopVuWTFF3lUJgU+mfPOBYzLsf0qUbkyWeo4hh5mPiM2QlW1/hCDv5yzvUds05QyKpeuRJo1F53dRhn3El3OT8v8ptu3ODMc8IJZuSBM+C22A26mbDjbTUgscnqac32c55juB42Kvd05TztI8Bfh+7ke46pDtuPqnyNsqqnO2vDcDLRrzuUxz3GnfS0If73k51CnVlNxTYttTfnbzOK9/jcpZQOYZHMdQgO9vnt+/PtTNMphu+SrVOcr2XhC68iSOu2Me72k+y4pJZfSMbTuhqd8JLVoas6irgyzl7pPdfVdCK8C1hP5X0witiAsIrTEvEgKh9d29v7t/lqaspwmtUKcTWgC/icpZRGh9+zdwA7AbYX77ptT7ckJL1vWElqFZ0X6+jo7hGmBrD/2Ck/NOJ8wAdyTwdHS8iwg3g02KzsMG7p5ppqqycfcXCS2udxL65FYTBuN/hdCloL+7L8xQRLbyPTq/6xKuBLxB+EGzhPCZmEr4TFwIbObu1yXyRv2ur45eTgbOzrCf2wjnH+B3ZnZUI+u7yN1PI/wHez0wgRAs1hCCrP8S+pj+ifAZTjmDnrvfT5gk5QHC5yjxuX0eOMjd82pdKwR3f5bwPpxHaMWeTvjB9wPhs3oP4YfQMynyLonq3I8QmH1BeP/mE67E3Ads4+5nevbxiwvC3e8lHM9lhNbnHwnH8y3hfbuFcBm/2DeUJn4otaOuBXWZ4GFGyg0IV7VeJ4y9viR6fJXwndrYGzcMWaKbwyh3n1eA6ubit9HjTODhEu1TpB5z93LXQUTyYGZTCLNqveruO5e3Ns1XdLn3/ujlLu4+pny1kaYws6GEoGycuxd9tI5yi0YHmUHojnZC9COk2PtsS7iReg3g4ugHtZRBdD/LmYTuTz0IP6IfJ7wvGX8EmdlGwMXA1oSh9FoTrjo8B1znKbqvRHmuBXYiXJWbSLjBeXSBDikvavEVEZHmbhChtXmbVDdoVqC9CEFvLfWnji+mUwhB7wyKe/OkZHcTcCPwIeGq7BOEG41H5jCs31qE93E4cD5wFuG+mpOAt82s3vjm0ZB5Ywn3EvyVcLN4FfCime1eqAPKh25uExGRZs3dvzCzmwldCi4ldoNmhZpHOM7p7p7L1OdNYmbtgYHRy794GIVFyiAamvJ0YJi7HxJb/yWhe9ERhBvdU3L3l0kx06aZvUZoNT6OEOAmXE2YtKhXoktOdIVlMnC7mW3sJe56oMBXREQkBIJzCYORdHX377NlWF65+78o7VBiPQjD5S1g2Ro5ozk6knDTcnKr+92E+2GOIUPgm0FitJ7ErHyYWUfCje5j4v3QPcwaew+hf38fwgg5JaPAV0REmj0PQ+hdWu56VCJ3/4i6ccGlvPoQurjUCzbdvdrMJkXbszKzdoQuC+0Ik79cG22KXy3ZnDCMZKrhEROTlyjwbY66dOniPXr0KHc1ZDnRpk0bFi1aRFVV1U69e/fW3all0r17d6ZODY0cG2644Su9e+c7eaCIlNvbb789w90zTnZTaHvt0tFn/lhT8HLffm/hZMLIPgl3uftdScnWBGakGe3nG6CfmbXxhuMvJzuB+hMjTSEM+xmfAXDNWLmp9gVhTOqSUuC7DOjRowcTJkwodzVERESaFTObmj1VYc38sYZxL65T8HJbrvFZtbtn+wXegbrZVZNVx9JkC3xHECZ7qiIM/XggYVz85H2RZn/VSWlKRoGviIiISPMwH1gtzbZ2sTQZufvXhDHOIUwR/09gvJm1d/fE+O2Jcto2ZV+FpuHMREREREokTBtZ+H85mgZ0icZVTtaN0A0iW2tvw2Nyfw94Bzg1aV+JclPtC1J3gygqBb4iIiIiJePUeG3BlxyNJ8R+28RXRjerbUmYNbGx2gMrx16/T+jmsF2KtH2jx5L381TgKyIiItI8PEZodD4raf2JhP62S6eSNrP1zGzjeCIzWz1VoWa2C7ApdaM1JEZKGQnsbGZbxNJWEW6O+4wSj+gA6uMrIiIiUjKhq0N5BuRx9/fN7HZggJkNIww/9kvCzG2vUn8M35eB7oRxfxPuMLM1gNGEsXvbAb0IE1/MAf6UtMvzgd2Af5nZTcDPhCC7G7BfqSevAAW+IiIiIs3JWYThx04C9iNMI30rcLF71j4TjwK/A35LGMXBCQHw34Hr3P2reGJ3/9zMtidMjjEQaANMBPZ295cKdUD5UOArIiIiUkJ53IxWcO5eA9wQLZnS9Uix7nHC1MT57O8j4Nf55Ckm9fEVERERkWZBLb4iIiIiJeI4NaXv2ioRBb4iIiIiJVSum9tEXR1EREREpJlQi6+IiIhIiThQoxbfslGLr4iIiIg0C2rxFRERESkh9fEtHwW+IiIiIiXioFEdykhdHURERESkWVCLr4iIiEgJlW/eNlGLr4iIiIg0C2rxFRERESkRxzWcWRmpxVdEREREmgW1+IqIiIiUikONGnzLRoGviIiISIk4urmtnNTVQURERESaBbX4ioiIiJSMUYOVuxLNllp8RURERKRZUIuviIiISIk4UKub28pGga+IiIhICamrQ/moq4OIiIiINAtq8RUREREpEUctvuWkFl8RERERaRbU4isiIiJSQrWuFt9yUYuviIiIiDQLavEVERERKRH18S0vBb4iIiIiJeIYNbrgXjY68yIiIiLSLKjFV0RERKSEdHNb+ajFV0RERESaBbX4ioiIiJSIbm4rLwW+IiIiIiVj1LguuJeLzryIiIiINAtq8RUREREpEQdq1e5YNjrzIiIiItIsVFyLr5m1AM4ETgZ6ANOBx4GL3X1eIfOb2RhgpzRF9XH3CY06CBEREalYurktNTO7vxDluPvv022ruMAXuAk4AxgO3AD8Mnq9lZnt7u61Bc4/Azg7RTlfNP4QRERERJqdY6EgvwqaR+BrZj2B04Fh7n5IbP2XwC3AEcAjBc4/z90fKthBiIiISMVy16gOGYwhe+C7E7AEeCPFtn5Am0yZKyrwBY4knLDBSevvBq4BjiFD4NvY/FH3iCpgjrt7o2ouIiIizUKtujqk5O67ZUtjZjXAj+6+a4pt04DVM+WvtJ8cfYBaYFx8pbtXA5Oi7YXO3w2YC8wG5prZMDPbuFG1FxEREZGiqbQW3zWBGe6+MMW2b4B+ZtbG3RcVKP+XhKb294AaYFtgALCbme3g7u835WBERESksoSZ2yqt3XH5UWmBbwcgVdAKUB1Lky7wzSt/irsGnzSzpwl9VG4E9khXUTM7CTgJYJ111kmXTEREREQKpNJ+cswH2qbZ1i6Wplj5cffXgdeAXcysfYZ0d7l7b3fvveqqq2YqUkRERCpGuLmt0IvkptLO1DSgi5mlCl67EboxpGvtLUT+hClAS2ClHNKKiIhIM5GYua3Qi+Sm0s7UeMIxbRNfaWbtgC2BbBNKNDV/wgaEoTZ+zDG9iIiIiGQ3AnguzbasI2tVWuD7GOGgz0pafyKhb+7DiRVmtl6K0Rfyyd/ZzFomV8DM9gO2B0ZFo0GIiIiILFXjVvCluXD3Q9z9D2k2X0zDGK6eirq5zd3fN7PbgQFmNozwiyAx89qr1B+D92WgO7GBkvPMvwtwo5mNJMzStoTQUnwMYTa3jCdeRERERArH3e/NlqaiAt/IWYQ+ticB+xGC0FuBi3OYrjif/J8AbwP7A12B1sDXwJ3AVe7+TQGORURERCqIYxrOrIwqLvB19xrghmjJlK5HE/N/BBzauFqKiIiISDpm1gU4HNiO0MBYC3wLjAWecPefGlNuxQW+IiIiIsuyWg0/lpGZnQVcQbi/CsL9V4muqccSuppe4u4ZGylT0ZkXERERKZHEzG2FXiqFmV1EmASsPTAPeAa4jnDq5gOjCEPGXmdm1+dbfuWcKRERERFZbpnZZsAl0cu7gbXc/UB3Hxitm+PuexG6P3wP/NHMdsxnHwp8RURERErEKfxQZhU0nNkAQpeGf7j7Ke4+O1Uid58EXERoBT4tnx0o8BURERGRZcHOhMD3ihzSPh499stnB7q5TURERKSENMVwWt2A+e7+YbaE7v6zmc0BVs1nBwp8RURERErEHWo0qkM6LQk3sGVlZm2BKmBWPjvQmRcRERGRZcF0oHMU1GZzIKFbxMR8dqDAV0RERKRkjNoiLBXiPUJs2idTIjPbDhhMCHzvyWcHCnxFREREZFkwgjBSw9Fptq9sZl8CbwCrAw+5++Np0qakwFdERESkRJzQx7fQS4UYDnwGbG9mK6bY3gpYB5gBnOfux+a7A93cJiIiIiJl5+4zgY3TbP4t4ca3/wHvuHttY/ahwFdERESkhCppiuFScfdHClGOAl8RERGREnGM2sqZaW25o58cIiIiIrJMMbP9zOwJM/vazBaZWbWZTTGzR81s78aWqxZfERERkRJSV4f0zKwj8BDw62iVR48tgbWj5XAzexY42t1/zqd8nXkRERERWVY8TAh6HRgLnAvsF22bDVxIGPlhP2CEmeXVb0QtviIiIiIl4kBt5Qw/VlBmth9wALAEONbd/xHbBrDQ3a82s9uAV4CdCaM9DM11HzrzIiIiIiVj1BRhqRC/J8zGdkU86E3m7nOA8wm/I/Iay1eBr4iIiIgsC7aNHv+eQ9rXCIHvFvnsQF0dREREREpEXR0y6gLMcvfvsyV094VmNgdYIZ8d6MyLiIiIyLKghhxjUzPrTAh6p+ezA7X4ioiIiJRQBfXJLbSvgQ3NbCV3/ylL2lOjx9fz2YFafEVERERkWTAuetwpXQIz625mA4FBhJ4jN+SzA7X4ioiIiJSIu6mPb3rDgKOB44ERKbZ3Bb6Mni8BBrj7hHx2oDMvIiIiUkI13qLgS67MrIWZnW1mH0fTAP/PzG6IZkzLlndDM7vMzN40s+lmNsfMJpnZBanym9kgM/M0yzkpdvE8cDfwrZmtmLTNo2UOISjewd3vzPnAI2rxFREREWk+bgLOAKjbn2wAACAASURBVIYTugn8Mnq9lZnt7u61GfIeD5wGPE2YYW0xsAtwBXCYmfV19wUp8p0NzEha93ZyIndfCJySZt/rAPPdfVaG+mWlwFdERESkRByoLdPNbWbWEzgdGObuh8TWfwncAhwBPJKhiCeBq919dmzdnWb2GXAB8AfgthT5Rrj7lKbU3d2nNSV/gro6iIiIiDQPRxJmRhuctP5uYD5wTKbM7j4hKehNeCx63DRdXjNbwczyanC1YEMz2z5aNrRo7uLGUuArIiIiUjJWzj6+fYBa6kZPAMDdq4FJ0fbGWCt6TDfxxHvAbKDazMaa2T6ZCjOzDczsfmAW8DFhyLLXo+ezzOwBM9ugMRVV4CsiIiJSImHmNiv4AnQxswmx5aQUu18TmBH1pU32TVRGm3yOx8xaAhcTRllI7iYxC7iL0L3i18D5QHfgWTM7Lk15RxEC5d8BVdTd1JZYqoDfAu+Z2dH51BXUx1dERESkEsxw995Z0nQAUgW9ANWxNIvy2O9goC/wF3f/JL7B3ZO7VGBm9wEfADeZ2ZPuPje2bVvgAULD7PuEG/FeAxL9e9cEdgT+CPQEHjCzL9z9P7lWVi2+IiIiIiVUQ4uCLzmaD7RNs61dLE1OzOxyYABwl7tfnUsed58J3AmsCPRL2nwhITZ9Hujl7kPc/Qt3r46WL9x9CNArSmOEm+pypsBXREREpHmYRujOkCr47UZoNc6ptdfMBhEC1ftJPwRZOlOixy5J6/sRgtnT3H1Juszuvpi6KYu3y2fHCnxFRERESsQpfP/eqI9vLsYTYr9t4ivNrB2wJZDTLGhmdglwCTAUOMHdPecTECRuTEu+Ga4NMMvdp2YrwN2/IvQhzqtPsgJfERERkebhMcINYmclrT+R0Lf34cQKM1vPzDZOLsDMLgYGAQ8Cv0834YWZtTKzzinWrw38HzATGJu0+TOgyszaZzuQKE1VlCdnurlNREREpIRqy9Tu6O7vm9ntwAAzGwY8R93Mba9Sf1SGlwkjMCxtTjaz04BLga+Al4CjkobV/d7dR0XPq4AvzWwE8BHwE7ARcEK07cgUs7zdA9xKCIxvzHI4pxLi2PuyH3mdigt8zawFcCZwMtADmA48Dlzs7vOKmd/MHgcOBSa7e9pBnEVERKR5coea3LsmFMNZhD62JwH7EaYSvpUQ52SarhjqxvldhzD6QrJXgUTguwD4J7At0J8Q7M4gBMx/dfdxyZnd/W9m9ivgWjPrCNwUH/UBwMw6EaZAvhh4wt1TzRSXVsUFvjRtDupG5zez/YFDCG+0iIiIyDLH3WsI8c0NWdL1SLHuOOC4HPezkNC6mzMze5AwHvAcQsvy+WY2EfiW0EWjG7AVYQSK2cDiKE+Dotw95Sx0FRX4NnUO6sbmN7Mq4G/A7cCBBTkYERERqUh53IzW3BxF6FqRmKyiLalHbXBghSh9Kkaa6ZcrKvAl8xzU1xBOQtrAtwn5ryScywtR4CsiIiLSGBcVeweVFvimnYPazHKZgzrv/Ga2DWHw5iPd/eekTt4iIiIiS4XhzDSoViruflWx91FpZ76pc1Dnld/MWhFag//l7o83od4iIiLSTNRgBV8kN5UW+OY6B3Wh8p9LGIT5tFwrmGBmJ5nZBDObMH369Hyzi4iIiEieKi3wbeoc1DnnN7P1CUNpXOnuX+RZT9z9Lnfv7e69V1111Xyzi4iIyHLIoZwztzV7ldbHdxqwiZm1TdFdIZc5qPPJfwPwIzA8CoITWgFtonXz3P3bRh+NiIiIiBRMpbX4NnUO6nzydyf0CZ5MmC4vsXQjdH/4jND/V6RJxo8fzxlnnMFmm21GVVUV3bp1Y//992fChJymVBcRkWVKuLmt0IvkptLOVFPnoM45P3AOYZa25GU68L/o+dVNOBYRAK699loef/xxdt55Z2666SbOOussPvnkE7bddluee+65cldPpKItWgRnnQWTJpW7JiJSCObu5a5DQZnZrYThxYZTfw7qN4BdEzOvmdkUoLt7/Y4xuebPsP8pwNx8pizu3bu3q/VO0hk7diy9e/emTZu6AUl++uknevbsyeqrr87EiRPLWDuRyjVtGhx6KIwdCz16wIQJsMoq5a6VFJKZve3uvUu5z1U36eK/Hrp/wcu9t88DJT+W5VGltfhCaK09B+hJmEntCMIc1PvnMF1xIfKLFFS/fv3qBb0AK620ErvssgsffvhhmWolUtneeAN69QpBL8CUKXDUUVBTU9ZqSQVwhxq3gi+Sm0q7ua1Jc1Dnkz/fckUKbdq0aXTp0qXc1RCpKO5wxx1w5pmwZEn9bZ99FlqB1167PHUTkfrMrDvQyt3/m2ueSmzxFVmmzJs3j5YtW2Jm9ZZWrVqx2mqrccABBzBq1Ki8ynzjjTd49dVXOfzww4tU64a+++47zjzzTNZbbz3atWtH165dOeCAA3j55ZcbXeaQIUManJfkpaqqKq8y586dy9prr700/5AhQxpdP2leFiyA44+H005rGPTutVfo6qCgVwpBN7cVzH8IgwnkrOJafEWWNe+99x61taGXTNeuXZeunz17NtOnT+eZZ57hmWeeYfDgwZx55plZy/vhhx846qij6N69O5dccknR6h333nvvseuuuzJz5kwAVlhhBWbMmMEzzzzDs88+y1VXXcXAgQMbXX7r1q1ZeeWVU27r2LFjXmVdeOGFfP31142uizRPU6fCIYfA22833PaXv8Bll0HLlqWvl0hzY2atgd0IXU5XIHMjbVWU5/LYutHu/kq6DAp8RYrsnXfeAUK/3O+++27pendn7NixHHPMMUyZMoWBAwdy9NFHZ+y+MGfOHPbdd1/mzJnDa6+9xgorrFD0+i9YsIADDzyQmTNnstVWW/Hggw/Ss2dPfv75Zy677DJuuOEGzj//fLbeemv23HPPRu2jX79+jBkzpsl1nThxIrfddhvbbrstb731VpPLk+Zh9Gg4/HCYMaP++qoqGDoUDjqoPPWSyuRowol0oq4LrwA98sx6Qez5kqiMlJpt27hIqSQC36222qreejNj++23Z/DgwQBUV1fz2muvpS1nwYIFHHDAAXz00Uc888wzbLppzgOHNMnf//53pk6dSlVVFSNHjqRnz55AaPW9/vrr6d+/PwDnn39+SeqTTm1tLSeffDIAd9xxR1nrIssHd7j+ethjj4ZB70YbwbhxCnpFSuwywjwJ04F/AvcC92RYErPxxtdlHOpILb4iRTYpGgA0OfBN2GKLLZY+nzVrVso0ixcv5je/+Q1jx47l6aefpl+/foWvaBoPPxyGrz7qqKPo1q1bg+3nnnsuI0aMYOLEiXz88cdsvHHy8NilceuttzJhwgQGDBiQ9lyLJMybB3/4Azz2WMNtv/51aOktwQUVaaZqUYtvGrtEj9u5+xfZEpvZ/kAHdz8p1x2oxVekiJYsWcIHH3wAwNZbb50yTbw/6lprrdVge21tLUcffTQvvPACQ4cOZe+99y5OZVOYM2cOb0edHvfaa6+Uafr27Uvnzp0BGD16dMnqFvfNN99w0UUX0bVrV6644oqy1EGWH59/Dn37Ngx6zeDyy2HYMAW9UjwO1LoVfKkQXYHpuQS9jaUWX5Ei+uijj6iurgZSt/i6O3/9618BWHnllfnVr37VIM0555zDE088wR577MGSJUt46KGH6m0/5phjilDz4KOPPiIxyU2ii0OyFi1asNFGGzFu3LhGjys8efJkevbsyRdffEGrVq3o3r07e+yxB2eccQa/+MUvsuY//fTTmTNnDn/729+WBuEiqTz7LBx9NMyeXX/9iivCI4/APvuUp14iAoS4dEExd6AWX5EiSnRz6NChAxtuuOHS9UuWLGHixInsvffejBw5EjNj8ODBtG/fvkEZiZnZRo0axW9/+9sGS7JBgwZlHSIs3TJo0KB6ZX377bdLn6+55pppjzOxLZ4+HzNmzOCjjz6iQ4cOVFdXM3nyZAYPHkzPnj155JFHMuYdOXIkw4cPZ+eddy7qjwBZvtXWhpEZDjigYdC72WZhqDIFvVIqGs4srXynE857+mG1+IoUUeLGtoULF9brH/vjjz+yePFiAFZZZRVuv/32tGPy5jvaQVVVVb1h0/LNGzdv3rylz1MF5QkdOnQAwhi6+VhzzTW59NJLOeSQQ9hggw1o06YNCxcu5OWXX+bcc8/lww8/5Nhjj2WttdZixx13bJB/3rx5DBgwgNatW3P77bfntW9pPmbPhmOPhaefbrjtiCPgnnsgz1HzRKQ41iGMypCrrYG8BhpU4CtSRInAt6amhu+//77B9o022ojRo0dnbE3N1znnnMM555xTkLIS3RyKZc8992wwBFrbtm3Zd9992X777enduzeff/45AwcOZGxi7tiYiy++mK+++orzzjuPTTbZpKh1leXThx+GkRk+/bT++pYt4brr4KyzQt9ekZKprD65BeXu0/JM3/A/1iwqpm1cZFn07rvvAnD//ffj7rg7s2fP5oUXXmC99dbjk08+Kensa/mKtwAvWJC+29X8+fMbpG+qzp0785e//AWAN998k+nTp9fbPmnSJG6++WbWXnttLr744oLtVyrHk0/CNts0DHpXXRVGjYKzz1bQK6XnhFEdCr1UGjPb2cxuM7OxZvZZtIyN1u3c2HIV+IoUyZQpU/jpp58A2HzzzZeuX2GFFdhrr7149NFHAfj3v/+dcfzecoq3RE+blv6HeGLbGmusUdD9b7vttkBoeZ4yZUq9bWeeeSY1NTVceeWVuDtz586ttyQsXLiQuXPnLg3OpfLV1MDAgXDooWHYsrjevcPsbLvskjqviJSXma1mZv8CRgOnAtsC60bLttG60WY2ysxWzbd8dXUQKZJEN4eWLVumvAzfp08f+vTpw/jx43nooYdS9mFtjOuvv57rr7++UXmTu0lsvPHGmBnuzuTJk9loo40a5KmtreWTTz4BKHh3g3hXC0tqmps6dSoAxx57bMYyTjnlFE455RS6d+/eIHiWyjNzJhx5ZGjRTXb88XD77dCuXenrJRKnrg6pmVkb4EVgC0Lj+HvAGGAqsBDoRhjrty9hWuNRZratuy/MdR8KfEWKJDGiw4Ybbki7NP/T9u/fn/HjxzNixAjuvPNOWrRo+kWYuXPnpuxPnGveuE6dOtG7d2/Gjx/PqFGjOPjggxvkeeutt5gd3Sa/2267NWq/6YwbN27p8+7duxe0bKk877wDBx8Myb9vWreGW26Bk09W1waRZdzpwObAj8Cx7v5cqkRmtgvweJT2dCDn1h51dRApkkSLb7ybQ7LEZBTTp0/nrbfeKsh+Bw0atLQ/cb5L8nBmEGZsgzCDW6rhyhKty7169UrZIpxOthvnfv75Z6655hoAttlmG1Zdtf4VrSlTpmQ8loRE/2q19la2Bx+Efv0aBr1rrAGvvgqnnKKgV5YNmsAio8MBA05MF/QCuPsrwImE03loPjtQ4CtSJLkEvltttdXSocdGjhxZknrl6+STT6Z79+7MmTOH/ffff+kkFXPmzOG8885j2LBhAFx11VUp8w8ZMmTpOMHx4HPq1Kn07duXe++9l6+++mrp+kWLFvHCCy+w/fbb8+mnn9KiRQuuvvrq4h2gLNcWL4YzzgjDlUVzxSy1/fahP+9225WnbiKSt42AauCpHNI+Rej+kHuLC+rqIFIUM2fOXDoVcabA18zYa6+9GDp0KCNHjkwbPJZT+/bteeqpp9htt92YOHEiPXv2ZIUVVmDu3LnU1tZiZlx11VUNhiXLxVtvvbW0pbtdu3Z07NiRn3/+eekYxx06dODOO+9k1113LegxSWX47js47DB4/fWG2wYMgBtugDZtSl8vkWwqqIW20FoBi929NltCd3czWwTk9S1Xi69IESRaeyFz4AuwTzRd1AcffMCXX35Z1Ho11hZbbMEHH3zAGWecwbrrrsvChQtZZZVV2G+//Rg1ahQDBw7Mu8yuXbtyyy23cNhhh7HRRhvRoUMHZs+eTYcOHejduzd//vOf+fDDD1POTify5pvQq1fDoLddO3jgAbj1VgW9smxyCt/NoYIC6a+ATmbWJ1tCM+sFdCLc+JYzK/YA9ZJd7969fcKECeWuhojIcuGuu0KLbnRhYKnu3WHYMNh66/LUS5Y/Zva2u/cu5T47b9zVd7ir8OO3P7fTrSU/lkIzs78CfwI+AvZw94Y3loR0qwP/AjYFbnT3nGdtUlcHERFZLlRXw+mnhymGk+2+Ozz6KHTpUvp6ieSrEiecKJDrgOOATYAPzexu4GXg62j7WsCuwElAZ2Am8Nd8dqDAV0RElnn/+x/85jcQG+FuqfPOgyuvhFb6H01kuebu081sH2AEsCZwTrQ0SAp8Axzk7j/ksw/9mRARkWXamDHhJrakWavp2BHuvz/M0Cay3HDd3JaJu79tZpsBpxGGN/sldfek1RK6QTwO3Obus/ItX4GviIgsk9xh8GA499wwDXHc+uvD8OGw6ablqZtIYyXG8ZX0ooD2SuDKaDa3VaJNM919UVPKVuArIiJl5e6waCw+/zGo/Q5arMICP5STTt+ZRx5pOPjQ/vuHCStWXLEMlRWRkooC3ZQ3uTWGAl8RESkbr/kB//E4qJ0GPh+AL6auzSHHr8V7HzYMegcNgosuggLM7i1SNmrxLQwzmwCs7u5r5ZpHga+IiJSF+wL8xyOg5jtgCQAvjP4Vx5x2Az/Nqt+c27kzPPRQaO0VkcpmZp2ADYEVyDznRA9gZTPbndCLBOALd087KL4CXxERKQuf/zTUzASW4A7X3HIKF117Fu71/5/r+csZDH+qCxtsUJ56ihRSYgILacjM2gH3AIeRe4zqhDF9Ey6NlpQU+IqISHnMvx9YwM9zOvL7M69lxPMNp73+zQHPce/ga1hh3ddKXz8RKbWLgSOj5zOBWdS15KbSgxDLfh5b92OmHSjwFRGR8qiZxsefrcshx9/Ox5+vV29TixY1XH3B9fzp/+7FrAXuCzFrW6aKihSWq8U3nf6AAf3d/elsic1sGqGP74a57kCBr4iIlMWIF3bnuNMvY87cqnrrV1npJx6582x233FsbK3+u5LKoZnb0uoBzM4l6G0s3RcrIiIlVVMDF1wAh/z+xgZB71abTmbciwfXD3pbb4lZyxLXUkTKoC2he0PR6Ce0iIiUzI8/wtFHwwsvNNz220OHc8e1F9O+/cLY2vZYx5NLVj+RYnPN3JZJpv68hUivwFdERErj3Xfh4IPhiy/qr2/VajE3Xno1p/7+IaxePNAe2h8IbXcuYS1FpIyOBebmkX4A0D6fHSjwFRGRonv0UfjDH2DBgvrrV18dHntoPDts/hrUtAdrBdSAVUHH07AOR2Cm1jGpLLq5LTV3fyTP9MPz3YcCXxERKZolS+C88+Cmmxpu2247ePJJWHPNfriPgiWfQ+0MaNEZWv1SAa9UKI3jm42Z/RLYA+gMfA086+4/FKJsBb4iIlIUP/wAhx8OY8Y03HbKKXDzzdCmTXhtZtB6A0CzVIg0Z2Y2GDgd6g19Md/MTnb3h2PpzgbWAS5394xj98ZpVAcRESm48eOhV6+GQW/btnDvvXDHHXVBr0hz424FXyqBmZ1ICHoBJgEPAu8R+vHeH7UEJ6wMnAn8Op99VFzga2YtzOxsM/vYzKrN7H9mdoOZdSxkfjNrbWZ3mtnbZjbDzBaa2Zdm9piZbVWcoxMRWfbdey/ssAN8/XX99WuvDa+/DscfX556icgy7xRCS+8t7r61u//O3bcEHgZaEm5mS3iCMKrDAfnsoOICX+Am4EbgQ8KvhieAM4CRZpbL8eaavw3QG3gDuAI4FRgKbAe8ZWa7FuRoRESWEwsXhi4MJ5wAixbV37bzzjBhAvTpU5aqiSwznDCcWaGXCpFo0b0kaf2N0eOvYus+S8qTk4rq42tmPQnB6jB3PyS2/kvgFuAIIO0dg/nkd/d5hMA3uYw7ga+Ac4DRTT8qEZFl3zffwG9+A2++2XDbH/8I114LrSrqfxwRKYKFwAJ3/zlp/ftALWFmNwDcfYGZzQa65bODSmvxPZLQRD44af3dwHzgmCLnB/gBqAZWyiGtiMhy7/XXQ3/e5KC3fXt45BG44QYFvSJLeZjEotBLhfgU6GxmK8RXunsNMBtY2u3UwrAvVZDf/M+VFvj2IfwiGBdf6e7VhE7S2S6y5Z3fzFqaWRczW93M+hBahKuA5xp7ECIiywN3uPVW2HVX+P77+tvWXTcEwkceWZ66iSzLarGCLxViCCGQPTXFtkXUD3K3IvT7nZrPDirtN/iawAx3X5hi2zdAPzNr4+6LUmxvbP5fEprgE2YDV0eLiEhFWrAATj4ZHnyw4bZ99oGHH4aVdN1LRPLg7neY2T7A5Wb2M3CHe8P2bDNrA1xFCISfz2cflRb4diD0D0mlOpYmXeDbmPxfEgZZbgOsT+gO0RloCyxJV1EzOwk4CWCdddZJl0xEZJkzZUqYeviddxpuu/BCGDQIWrYsda1Elg+OZm5Lx8wuBz4A+gK3AeeY2SvA94Sr6ZjZrcDuwEbR+uvz2UelBb7zgdXSbGsXS1Ow/NFNbi8lXpvZfcBEYBiwV7oduftdwF0AvXv3rpzeOSJS0V56CY44AmbOrL++UycYOhT69y9PvUSkIvyF0Irr0dId+H20LbEu0Q1iEnCMu3+fXEgmlRb4TgM2MbO2KbordCN0Y0jX2luI/Lj7XDMbBvzZzNZz9//mexAiIsXkiz/F590LC18ErwbrDB0Oxzocg7VM/dvfHa67Ds4/H2pr62/beGMYPjw8ikg2FTX8WKHdQ/qb1RyYR4jV3nD3/zRmB5UW+I4H9gS2AV5PrDSzdsCWwGtFzp/QPnpcGVDgKyLLjNr5/4SfLwUWAzVhpf8E8+7D5z8EKz+Atd6sXp45c+DwYxfx/IiGU60d2L+Wh4a2oFOn4tddpFJU0CgMBeXuJxd7H5U2qsNjhF8EZyWtP5HQNzc+x/N6ZpbcPpFP/lVTTYhhZqsDhwJzgcmNOwwRkcLzRe9EQW81S4PepRaBz8V/PA6vnb107aefQs9e1Q2DXnNWO+pVvv/drcyyWcWuuohIQVRUi6+7v29mtwMDou4GzxFGXTgDeJX6k1e8TOg7Yo3MfzRwlpkNJ9zgtgjYEPgdYQzfE9w9U39iEZGS8rm3k/7+3USixfj8J7GqPzByJBx5dC3z5rSrl6RFxwWsdsYIOmzxBTMXGkeOfpCX9/s/2rasqP9SRIpGN7eVTyX+lToLmEIYMWE/YAZwK3Cxu9dmyJdv/tcJ4/oeAKxOGNXhe8KNbje7+9gCHIuISEG4V8OisYSLWplUUzvvcS697g9cdhkkXxhs0/17uv7xSVp3Da28tTg/L67mxa8/4cDuPYtRdRFpJsysYOPBRJNeNFBxgW90oDdES6Z0PZqY/21Cq6+IyLKv9mfCn/y0oywCMGt2J3474CKee6nhtqrtP6DLSc/Som39MuYtWcTQz8Yr8BXJQZhpTS2+aSwuYFkpu/NWXOArIiIptOhEtqD3g4834JDjb+fzL3sk5a1llWNeYoV9xmNp/r+eXj23INUUkWatljynIM6XAl8RkWbArD3z6EU7f4sWKf5befzpfTjh7KuYN79jvfUtO89jtTOH0X6TrzKWv0Lrdhm3i0gdDWeWVtFn9FLgKyLSDDw76WOeHLs2tx3wNu1b17X8LlnSkguu/iPX/+3EBnm22QY6DHiKr9pkDno7tGzNYetuWfA6i1QqDWeWmrtPK/Y+Km04MxERSfLRtB+4eNgoxv1vVa4Zsz0LFreiptaYMXMl9j3q3pRB7wknwGuvwcBdtqZ9y9YZy2/RogX9e2yWMY2IyLJALb4iIhXu7jHjWLQk3OA87MNN+OCH1fhV1VwGX/5n/vfNmvXStmkDt90GJ0ax8F5rbcy7G0xj6GcTWFBT/76TVtaCti1bcf+OR9CpdduSHItIJdDNbeWjwFdEpILV1Nby8of/pTZ2bXXcKzvy1Au74TX1/wtos8JcXn2xir5965dx3ha7su1q3fnbh2/wzsyvaWEtaGnGQT024+SN+7F21YqlOBQRkSZT4CsiUsEWLKprpfWaFnz38k78NLFhf9wOa33N+oe9SN++f0hZzk5rrMdOa6zHwpolVNcspqpVW1q2UG85kXw5phbfMlLgKyJSwdq3aY0Bi+d25OsR+7Hg624N0qzceyJdd3mdVVbqkLW8ti1baYY2kSbSvW3lo79eIiIVrGWLFvyyVR+eHLI5S+ZW1dtmrRazxt4vseKmH9O2VUsO6bNpmWopIlIaCnxFRCqUO9x5J/zzqu1Ysrj+pdXWnWez9sEjadd1OgCtWrbgsG03L0c1RZoXzdxWVjkFvmZ2X4H25+6eugOZiIjUU1NTy1vj/svUqTNp1aoFW23ZnfXX75pT3upqOPVUuP9+SJ4IqeMvptDtwOdp1b6aNi1b0qplC+447iBW7dQxZVkiIpUi1xbf4whdUlL9RIl3VUnenrzNAQW+IiJZvDx6MrfcNoolS2pZtGgJLVqE8XK7rbkSF13wa7p375I271dfwcEHw9tvN9y2/UFfsnDT56hesphO7dtxSO9NObrflqzeuVMRj0ZE6iljJ18zawGcCZwM9ACmA48DF7v7vCx5NwSOAfYE1gPaAf8FngAGp8pvZhsB1wI7AW2AicAl7j66QIeUl1wD30vTrG8DnAp0BqYCrwHfEILcNYAdCSd1FnAnsLAJdRURaRaef+E9brntXyxcWDfDWk0NQC1fTpnOaWcM5c7bj2OttVZukHf0aDj8cJgxo/76qioYMgQOOeQXwGnFrL6ILNtuAs4AhgM3AL+MXm9lZru7e22GvMcT/oA8DTwMLAZ2Aa4ADjOzvu6+IJHYzNYDxgJLgL8Cs4ETgRfNbB93f6nQB5dNToGvuzcIfM2sDfBKVMZv3f3hVHnN7EjgLuBXwG6Nr6qISOWbP39hJmCFkQAAIABJREFUg6A3zh0WLFjETTe/yA3XHVlv/Y03wnnnQW3Sf1sbbgjDh8MmmxSz5iKSq3L18TWznsDpwDB3PyS2/kvgFuAI4JEMRTwJXO3us2Pr7jSzz4ALCFf1b4ttuxpYEejl7pOifQ0FJgO3m9nG7nWDjJvZg005vkQx7n5Muo1NubltINAX+F26oBfA3R81s5bAUOA8wq8CERFJYdRLkzHL/J+iO0ye/DXf/zCbrqt1Zt68MMXwP/7RMO2BB8LQodC5c5EqLCJ58/J1dTiScFV+cNL6u4FrCN0Y0ga+7j4hzabHCIHv0qFhzKwjcCAwJhH0RmXMNbN7gMuAPsC4WDlHkbpbbb6KEvgeCSwCHs0h7T8IJ/UoFPiKiKT1zqSpVFcvzpquVeuWfPrpd8yd05mDDoL336+/3QwuvRQuuAA0z4SIRPoAtdQPNnH3ajObFG1vjLWix+9j6zYH2gL/SZH+zVh94nV5icyB726E7hWvpdn+q2ifaTUl8O0OVLt7TbaE7r7EzKqjPCIiUgBvvtmRq66EWbPqr19xRXj4Ydh33/LUS0TSc4rW1aGLmcVbZO9y97uS0qwJzHD3VPdcfQP0M7M27r4o151GV/UvJvTjjbcWrxkrN9W+AOrNqOPue2XZVw3wk7vvmWb7NGD1TGU0JfCdQzjJm7r7B5kSmtlmhBvgfmjC/kREKt4Wm6/DuPFfZGz1dYePP+rDcyO7NbhkutlmMGwYrL9+kSsqIsuaGe7eO0uaDqQfaKA6libnwJfQbaIv8Bd3/yRpX6TZX3VSmpJpygWw0YTm6PvMbKV0icxsReBewo+csgxdISKyvNhjj554hg6AS5a05d1PD+a/n/2qQavRyjt8wo0jpijoFVmWOeBW+CU380nfFaBdLE1OzOxyYAChdfnqFPsizf4as682iaeZkmUrpymB7yWECvcCPjGzK8xsTzPbNFr2NLMrgE+A3sCCKI+IiKRR1bEdp56yG23bNrwgN2/uKoyfeCw//W/D+huslpWPeYnOpz3JmRMf443vvyxRbUWkMdwLv+RoGuFqfapgtBuh1Tin1l4zGwRcCNwPnJJmX4lyU+0LUneDSGfj6LGLmbVOUZ9WQBdgbqZCGh34uvunwL7AjGhH5wPPA+9Gy/PRulUJXRz2dffPGrs/EZHm4oD9t+KMAXvSsWNbOrQPjRwzpm/E2+N/R/XPq9RL26LTPNa44BFW3P8tzKC6ZgnnvPk0tWW8bVxEllnjCbHfNvGVZtYO2BJIN2pDPWZ2CaExcyhwgqe+TPU+oZvDdim29Y0ec92f8f/s3Xd4lFX2wPHvmZl0em9SBAUEFqTapYm9ICL2LuouKuxa1r6ru6y7K/b96aqroqILCFhQ14JS7IB0KdKRDgECSSbJZM7vj3cCSWYmmclMMiGcz/PME/K+9773Dup4cnPuPU4eMTjzPyNEs8GBexvLelZMe31VdTbQEefNL8HZKSiBlz9w7SGgU6CtMcaYCJx91m+YOvkOfj/mHNJTr2TJoqEUFiaXaJN89FZa/e1V0rpuKHE925fPd9vXV+FsjTFR0Up4RWZioPXoUtdvxsm3PXg8rYi0F5FOpdohIg8DfwLeBK4PV/BCVQ8AHwL9RaR7sf61gJuAXyh1ukQogTl8BlwM7A5c/j8ROV0OORV4ASf+nFnW82LZ3AaAqu4FHgMeCyw9F5USylTV8s/kMcaYBMje7+XTST8w7fU57N6ehdvt4jf92jP8lgH0OLF6JMlmZbn5++Od+Oyz4Hu1Tl9Eoxv/hys5uNCFt7CApXu2cnKzdlUwS2PM4UJVl4jIv4BRIjIV+JhDldtmUfJUhhk4p3EdzJsVkd/hVPPdiHP02BWlzh3frqqfF/v+PpwjyD4TkaeALJwguyVwbpiV4qKxegF3A5fgLNQuwCmQMRdojVNEzYsTyKcFuuXhFOIIK+bAt7hAoLu93IbGGJNAO7fu5ffDn2f/3hzyAqcn+PyF/PT1KpbNX8fZI05g5APnl1tIoiLW79zDW98uYNGmrbhFOPmYNow4oTtN6tQq0W7hQhg6FNavL/UAdyGNrv2M2mf8RLjpSVzOfzfGVA5JWOW2gNHAemAkcC5OyupzwMPllCuGQ+f8tgbGh7g/CzgY+KrqahE5Gac4xh+BZOAn4Kxw5YpF5Cycgmf9ix6DE5D/VlWzROQ64JXAs1KKtdkPXBdIxQ0rboGviDQFjgLSLa3BGFNd+f1+7rvm32Tu3I+/MPgzPi+3gE8mfk+bY5ty1qX94jiuMvbDr5g6bxmFfj++QF3hVdt28dqc+Yw+8xSuOaUn4JzBe/PNkJtb8hkNm/qoe/tE6LC+zLGS3W66Nwy1n8QYc6QL1F8YF3iV1a5tiGvXAddFOd5y4MJI2orIIqAbhxI4ZgEPquq3xZ43QUS+AC4FjgYKgZ+Baaq6p7wxYg58RWQETpm6LkVzKv7cwHFmk3GWyoeq6v5YxzTGmIpa+O1qMndkhQx6i+TlFjDh2c85c3jfuK36Pv3p17w3fxl5vpKpCXk+pwbQM599Q3pSCl+/04Vnngnuf/LJMGmSm+HzdrMtN/h+cXWT0+jXuHVc5m2MqQS29zScrjh/O58Cfyke8BanqttxVqmjFtPmNhF5HGf5uSvOYcdKqTPUAjnA24ABODWbjTEmYf436Qdys8s/redAVi5rlkVz0k54e3O8vPXtAnILgvNxD463N5kbL6sfMuj93e/gyy+hRQvhyRMuJNUdfs0i1e3hqRMurJQ0DWNMHKhTuS3erxriA6Cvqp4TLuiNVYUDXxEZgpODkYWz3FwL2Bmm+XgCK74VHc8YY+Jhz47IfunkdrvYl5kdlzE/Wri8zEA0Z3Mz1r52JVnrW5S4npICr78Ozz8PyYEDHfo1acOrp11Gi/Q6pHuSSBIXSS436Z4kWqbX5fXTL6ePrfYaYw5DqjpUVedX5hixpDqMwlnhvVtV3wXK+mD/LtC2ZwzjGWNMzOo3qR1Ru8JCP3UbZMRlzLU7MvGGWe3ds7Ab2z7vjxaW/Dhu3dopPdyrV3Cffk3aMPu8Ufy4cyNLMrcC8JsGLejT+Chb6TXmcGCpDgkTS+BbtOvj7TJbAaqaLSL7gGYxjGeMMTE769J+zJ25Am9O2ekOGbXTaN8l8g1iG1dsZvVPaxGXi059O9D86KYH76WnJCOU/H+d3+dm2+cD2LuoW9CzBg6E//4XGjcOP56I0K9JG/o1aRPxHI0xpjoTEXc8nhPYwBdSLIFvPSBLVSOtsxyXN2OMMbHocVIHGjatw9aNmWE3uKWkJXHlHYMjWj1dvWAdT458kY0//4rL42SPFRYUcmyf9vz+pVs5qmNLBnQ+mne+X0RuvnN0WkFWLTZNOw/v1uZBz/vt7fk882QynrgeNmmMqV7sNzNh5BOfv5ywqbyxbG7LBOqISHp5DUWkHVAbZ5ObMcYkjMvl4m/jb6FB49qkpAaVeyc1LYmzRvSL6CizlXNXM+a0h/hl/lrycvPJ3e8ld7+XfG8By75eyah+97FxxWaOb9OCJnUyEIHsjS1Z+/oVQUGvK6mAM26by7+etaDXmBovcZXbDheV9jcRy8frj8B5gdekctr+IfB1TgzjGWNMXDRuUY8XP7kruHLbCe0ZPjKyym2qyqPDx+HNzgt7P3d/LmOveJqHpt/PaanNee7Hdmz58jTQkmsOyfX30vPaGUz8yzlxeX/GGHMY2wf8Lsw9Bd7COVghVJvncTISwool8H0FOB8YKyI/qOqG0g0CuRr3Ab8NTPbFGMYzxpi4yaidysU3ns7FN55eZjv1H0Bzp4NvGZCEpJwMKf1ZPGsF+zMPlNnXj7DG7+ba615n2dIhbNvaJahN3WPW8dtHNnLP0HOpl54a0dxVFfJ/RPO+AM0Gdwck/SLE1aD8zsaYxKt5K7Tx5FXVsPvHROStcG1E5InyHl7hwFdVPxSRt4ErgJ9E5D0gIzDwKOA4nMC46HyeF1T1u4qOZ4wxVc2f/Rrsfwon5cypGqHeaUAyW1YOJTfbG7avAv5uR5Ob1pql3w3jwIGmQW2O7vIdn00/hvZtyw6+SzzXtxrNHAmaCZobGCkFPfAUmn4ZUvs+RGI6ot0YY2qsWD8drwOeAeoC1+Oc5Uvg2i1AS5xP5XHAHTGOZYwxVcaf/R/Y/zTgpSjoBZwVVt3DwHPepNPxZZzzWyeD3dqdefOuDwp63W4v3bq/S7uWs5n4TuRntKtvI7p7BPg3g+ZwaNkoz3nlTEKzHon4ecaYBFBAJf4vE5GYAl9V9anqGKAT8FfgS2AFsAonn/fvQFdVvVtVw9cHNcaYakT9WYGgN3xt4KSkAu78x5bQ/RXWpY5g8eLL8PnSStxLz9hJ777jadR4NX6/MvvrVeTkhM4TDnru/iecwDvs70lzIfd91Lc2oucZY8yRJi6/D1PV1ar6kKoOVtUuqtpZVfur6n2quiIeY0RKRFwiMkZEVoiIV0Q2icg4EYnoJPpI+4tIfRG5U0Q+C7TJFZGVIvKSiBxVOe/OGFMVNPc9Ivl4bNnOS5tjS6Y7+DSVxdzF2u1nU/pUnsZNVtCrz5ukZ+w5eM3jcbF9R1b5c/Lvg7yvgPLWEHxo9pvlPs8Ykziq8X+ZyFQ4x1dEWgOFqhpRMXsRaQF4VHVjRceM0FM4aRXTcFIsOge+P15EBkew8hxp/36B+zNwdhHuArripHhcKiInqerPcX1nxpiqUbCIslZ7i7g9SRzTvYANq5xNadnagkXcTQ6tSrX0c3SHWbRu8wO+OkrmcX7ymoAo1N6azwEtu5gGAL71IEmg5a0O+wLzN8ZUWxaoJkwspzqsB7bi5PFG4hvgqBjHLJOIdAFuB6aq6rBi19cBzwKXUUaluSj7rwA6quqaUs/4CPgceBS4JA5vyxhT5SL7mPIkexh89QDmTF/Mdn8vFnhvpZCSR5t7knLp0vV96jdcx54T/BzoFEjHC5T0yW9UyIh5b/FQ4Rlc3qGMqu5RbVizekHGGBNKrKkO0WZTV3b29eWBMZ4udf1lIAe4Kl79VXV96aA3cP0LnOIeXaOauTGm2pCUkyGS7CgtoPuQa+g66nXmeX8fFPTWrrOd3n1fp0HD9ezt4+dAR1APJeJS9UCe38dfFn7O9I3Lwo/lOQYIW4WzmBRIOS2CdsaYhLHNbeFEshb+LvBBRftX5Zk36YCvksfog5MA92Pxi6rqBRYG7ldmf0SkLk6Vuu0Rz9oYU72knkX5P6e72JNzOhdc1Jy//yO4AtzVV8PLr2ymXr1sClOUrC6gwc0O8hb6+OuCL/CHSdYTSYXUYUAZDylqm35ZuW2MMaYaOg3nKNywVHWEqt4S5nZ7Dp0wFlKVBL4i0gFoROWXLG4B7FINmQS3GWgkIsmV2B/gQZz/M42PZMLGmOpHJBmpOw4IV1DCxeLlx9P3jGf45JOSdzweePZZGD8eRgzvyR/vOQ/pkRLRr7uyffn8sCOoFtChedUeDe6mhA9+U6H2vYi7cQSjGWMSRTT+r5pAVb9V1Xkx9Peqak5ZbSLOtxWRC4ELS12uKyKvltUNp3TcKYHvv4p0vApKxznQMhRvsTbhdpLE1F9ELsEpz/wp8FpZExWRkcBIgNatW5fV1BiTAJI6AOq/gGY9DP7dzrZpEdBC3v5gJCNH/47c3JJrB02bwuTJcOqph66dflonTkpbw8S1C8sd06/KxgN7OLFp29BzctWBhlPRfQ9C3kycj3B18n8lDWrfhyutzMUSY0yiKba5LYGi2WjWA6dgRXFpIa6FswZ4KIrxKiIHaBLmXmqxNnHvLyLnABOA+cClqmUfLqKqLwEvAfTu3dv+EzCmGpKUk6HRF1CwGHy/sGWPl0tu7cH304NT+Pv1U6ZMEVqG2O6b7invF0UOlwgp7rI/lsVVD6n/PFq4C/K/dU55cLeC5H5Wsc0YY8oRTeA7s9T3jwAHcI70CscPZAHLgJmqWtk5vluA40QkJUS6QkucNIayzg2qUH8ROQuYivM+h6hq+YdyGmMOCyICyd35cmlTLhrmY//60keVQaOeSzjm6lU0aXYRoU5UGNTiGCauXUCOr6DMsQr8hZwUZrU3aF7uRpB2QURtjTHVSY3ajHbYiTjwVdVZwKyi70XkEeCAqv65MiZWQXOBIUBfnMpxAIhIKs6K9ex49xeRM3HO/F0BDFbVPaXbGGMOb9985+PsszPI31e7xHVx+2g25Evqd1/Gz9s8vDjjB24fclJQ/xOatKF+cjo5vn1hx0gSF6c2O5omabXDtjHGGBObWH4v1g4nQKxOJuJkzowudf1mnNzcCUUXRKS9iHSqaP/AM4YA7+GUaB6kqpmxvgFjTPXy6qswoL8rKOj11N5P2ysnUb+7cwSZ1+djwncLKSgMPnJMRHj51Eup5UnGFWKbm8flolFqLf7W59zKeRPGmOpFK+FlIlLhYhKqGn7rcYKo6hIR+RcwSkSmAh9zqPLaLEoWr5gBtKHYmUXR9BeR3sD7gf6vAWeLlPwfmqq+Fe/3aIypGvn5cOed8OKLUHqNIP2oTbS66CM8GSWru/lVWfbrdnq0aRH0vI71mvDekBt5fOEXzNm2lmS3BwV8/kIuaNOFe34zkPop6UH9jDHGxE8sJYt7Ak8A81X17nLaPgN0A8aoamXX0hyNU1VuJHAuTinh54CHIyhXHE3/rhza8PZUmGdZ4GvMYWjLFrjkEvjuu+B7DfrMp2n/rxF38MeJSyC3IHweb7vaDfj3qZey25vNuv2ZiAid6jYhIymyzW/GmBrCVmgTJpbywdcCp+NUNSvPUpxSwNfgHPdVaVS1EGfDXVmb7lDVtjH2fx14vSJzNMbEhzcnjzlTvmfTys0kpyTTa0h3OvXtQOnfvkTj669h+HDYVurUcfEU0OLsz6nbZWXYvgWFflrUq1vuGA1TM2iYGkFlOGNMzWSBb8LEEvgOCHz9MoK2HwL/BgbGMJ4xxgCgqkx95iNef+i/iAi5B7yIS5j4j/do1Kohf5p6N206B5++UPYz4V//gjFjwFfq/JlWrX3UOvNdXA3LrsHTrnED2jSqF+3bMcYYU0ViCXyPAnJVtdzSvKq6TURyA32MMSYm/318GhP+OpW8nEOnDqpf8WbnsXnVFu486QH+NfdxWnZoXuZzVq7cyjff/cKePQVM/6AHM2c2DGpz5pnw9tse7p2WzLz1bvJ9wZvXAFKTPNx1zqkh7xljzEGKHWcWhog8VpF+qhpxnYhYAt8knHN6I1WIczKCMcZU2J7te3nrsXfJ94bOpVWFnP25/N/o1/nr9PtCttm6dS8PPjKFrVv3sndvGksWXcyB/cFB7wMPwJ//DG43PHP1Bfxu/Hss+XU73vyCg7+pTPG4AeGxYWdwQnurwmiMMTG4HyKq8F5EA+2rJPDdDHQQkY6qGj7pDRCRjkAtYF0M4xljDB+9/EW5bdSvLPxyCZnb9tCgWf0S93bvPsBvbx/P/v1edu1szc9LL6SgoOTP5CkpBbzzThJDhx66lp6cxKs3XcJP6zfzxjcLWLNjNykeD0O6HsMlfbvRsJb9XG+MiYxYjm84r1B24Nsc6IJzKlcW8C5RZkzHEvh+BRwD/Bm4rJy2j+JM7KsYxjPGGJbMWR52tbe4pJQk1i7eGBT4vjZ+Dvv357F+bR/WrO5P0FFl6bvp2ed9uvc4j9IVzEWEXu1a0atddPnDxhhTggW+IanqLZG0E5HLgBeAusCIaMaIpYDF0zjpC8NF5E0RCUqmE5HmIvIWMBwnLeLpGMYzxpioTmwo3TQ3N59PP1vF4oXns2b1QEp/BDZqvIpefceTkrKTd6fMjcNsjTHGxJuq/he4BbgEGBVN3woHvqq6Avg9zpL0FcAGEZkrIlMCr3nABuDyQJe7VXVpRcczxhiAnoO6kZJW/rm3BXkFdDi+HeCcAvHDjg1c+s5HzF56OTt3dC7VWmnXfhZdfzMVjycfv19ZvnxLJczeGGNMnEwB8oAbo+kUS6oDqvqciGwDngRaAr0Cr+I2A39Q1UmxjGWMMQBn3TCQ8Y9MLLONy+2i7zk9qduoDn5V7v3xAya9V8Cvz56HPye1RFt3Wi7Hdf6ARg1KbkEQl+26NsaY6kpVC0XEB3SIpl9MgW9g4MkiMg0YBJwANMVZBd4GfA/MUFVfGY8wxpiI1WlYm1vGXctLd79BXk5+0H2X20Wtehn89unrARi3eCbjxzVk5+RTgtomt95Os9GTIXsfzHIfvO7xuOjVs22lvQdjzJHNNrfFTkROxTktrOwD1kuJOfAFCAS2nwZexhhTqS647UzSaqXywpjX8RUUUpCXj8vlZG6179GWB94ZQ+NWDdmyK5/HbjyK/fODFwRqnbyUxiM/wpVaQI4PCn9U3LnOKq/L5WLoRb2r9D0ZY8yRTkTc5TRx4+w6Hgw8jrPQ+lk0Y8Ql8DXGmKp2xtWnM/DyU5j7v4X8umoLSSlJ9BzcjaM6tgRg2TIYcr6yf12poNflp+FVX1D3nB9LbH7Lbq/UWSqkpiQxYkQ/WjS3CmzGmEpiBSzCKf/InkMUWA08EM0AFvgaYw5LvkI/X61Yy2zvbrwt3HRq3pCMls7RZZMnw/XXQ3Z2Sok+rjrZNBs9lbQuG0o+zANS10WtWinccP1pXHRB6a0KxhgTJ4odZxaen8gKWAjwIvCgqu6JZoCIAl8R+TLwxw2qen2pa9FQVR1UgX7GGHPQ/PWbuePNDygoLCQ7z1kgmLFsNc999j0NVl3EV+8GV0dPab+ZZr+fgqdRVtA9N8LgEzvz2IPn4fGU95s2Y4wxlaS88pfNga7A3cB5wNvAN9EMEOmKb//A1xUhrkXDfsYxxsRk2ebtjHx1Kt6Ckntms7OS2PzBOWSvDw56aw9YQKMb/ocruTDkMz1uNyNPOsWCXmNM1bBoKCRVLe8cyS3AfBF5A6dq23QR6aeqqyIdI9LA9/rA130hrhljTJUZ+8FXQUFv7rYm/Dr1PAqy6pa4npQEp/9+IZt7fUq+hg56k1xujm/Qkna1G1banI0xxsSPqqqIjAHWAQ8BV0faN6LAV1XHR3LNGGMq06bMvSzfsqPEtb1LOrP108Gor+THWd2Gefxvegrde3fhqpk/sXLfDryFJQPmFJeHZum1ee6kYZU+d2OMKWLHmcVOVTeKyD6izECwzW3GmMPGmu2ZJHnc5PkK0UIX22aczp6fegS1S2/1Kxf8YTEnnHAOkMTbA65h8toFvLzye7bn7gegXnIa1x/bjys79KJWUkrQM4wxptJY4BszEakF1AHSoulnga8x5rDhcTtn9foOpLPpvfPI/bVlUJsGvRbQdOBs6jRoe/BaitvDVcf04coOvcn25aOq1EpKQcSOFDLGmMONiLiAJ3BOd/glmr6RnupwWgXmFZKqzo7Xs4wxR5aurZqRubYR66eei+9ArRL3xOOj+VlfUK/rctKTkzi9U7ug/iJiq7vGmMSzFd+QROSxcpq4cSoE9weKPuSfjmaMSFd8ZxKff0waxZjGmCNcfr6PmbOWM/+n9RQWKrM/qsea74ahWvJjJKnOPlpdPJ20Zk7+r6pybo/OiZiyMcaYiruf8s/xLYpHs3HO8X01mgEiDUI3Ej7wbYxTKxnAB+zCmXTDYs/PDlw3xpiIzPl6JY//YzoABw74+WXlELZu6R7ULqPtBlpe+DGeNC8AqUke/j7ibNKTk6p0vsYYEwlR29xWhlcoO/AtAPYAS4FPVHVfGW1DivRUh7ahrovI7Tg5Fl8AY4FvVTU/cC8JOAm4D2dJepyqPh/tBI0x1Vtudh779+WQUTuVjNpR7TEI64cf1zD28Q/Jy/Ph9dZm6eKh7M9qEdSuYd8faXribMSlkC94cgq47aTeDOrSIcRTjTHGVGeqektlj1HhtAMROQcnr+KNompuxalqATALmCUirwHPiMhqVf1fhWdrjKk2Vi7ayIRnP2fBt7/g9rgo9Pnp1KM1V4wazPEnH1vh56oqTz79P/LyfOzJbM2yJRdSUJBRoo3bnU+njh/SePlUCrJqoy7Bk5lL0vZsNmwWuPqMWN+eMcZUHrWNtYniiqHvH3DSH+6JoO29ga93xTCeMaaamPnhAu698kXmzV6Br6CQvNwCfAWFLJ27jj/f+jrvvjyzws9evGQT+/d72bihD4sWXBYU9KalZ9Krzxs0abICV61apK3cTfryXSRvz0aAzK1RlW03xpiqp5XwMhGJJfDtAexT1Z3lNVTVHcBe4PgYxjPGVAOb1+/k6fsmk+ctQEN82OblFvDWs5+xdN66Cj1/xYpMFsw/hzW/DEK15EdUw0a/0LvveDJq7QKPG62dHtS/frN6FRrXGGNM9SAiySJynYhMF5EtIpIfeG0JXLtORJIr8uxYAt9koI6I1CmvoYjUxTlkuEKTNMZUH++9NgefL3T53yL53gImvvBl1M9eswb+eG9Htm0tfSKD0vboOXTrPgWPJy9wScHvL9EqrXYq59w8OOpxjTGmKhVtcIvnq6YQkWOA+cCrwDk4x5e5OXSU2dmBez+JSNR5dbEcLbYU6Itz9MQfy2l7H86El8QwnjGmGpj98SIKff4y26jCT1+vxO/343JF9vP1J5/AFVfA3r0lN8h5PF46d/2QRo3WlOxQ6Me1Z//Bb10uoXaDWvQ7t2dkb8QYY0y1ElhM/RxoDfiB6cBXwAYgD2gJDAAuBo4DPheRbqqaFekYsQS+zwNvAneLSGPgcVUtUT1DRDrg5PfegJOB8lwM4xljqoG83IIIWwr5eT5S08r+RY/fD2PHwsMPE5Q6kZGxk67dp5KeHiJvt7AQMp3ANzktmYw6aTwx40+43e4I52eMMQlSg1Zo4+wPwFHAeuB8VV0Wos0rgZXeT3CKWNwFPBzpABUOfFV1goicCPwWuA64TkR2AJsDTVrgLEmDcybb86r6TkXHM8ZUD3UbZLBjy95y2yUluUlJLfss3awsuOYaeP/MpzsVAAAgAElEQVT94HstWq7imI7Tcbnyg+65UNzLN6AuoUGzegy94xzOuXkwtevXCn6QMcaYw8VFODHjDWGCXgBUdZWI3AB8CVxIVQS+gYFHich3wJ+A9jiBbtNSzVYDf1LVt2MZyxhTPZx39cm89cxn5HvDr/y6PS4GD+uNSPgje5Yvh6FDYeXKktddLvj73+HyK5rw5FPNWbbsVzxJzipuoc9P27aNGHPnWRx7bDNUtcwxjDGm2qlhOblxdjSQraozy2uoqrNEJCfQJ2Ixlw9W1QnABBHpAfTEqeQGsBP4SVUXxjqGMab6OOvSvkz+91dlBr5JyR6G3Xh62PvTpjkrvQcOlLzesCFMnAiDBgHUY9w/L2f7jn0sX74VVeXodo1p06bRwfYW9BpjDksW+JalUj/YYw58iwQCXAtyjanhatdN559v38Y9V75Ifl4B3pxDqQjJqUm43S4e/c+NNG/dMKhvYaGTyzt2bPBze/aEqVOhTZuS15s2qUvTJnXj/TaMMcZUP2uBbiJyhqp+XlZDERkEpBPlwQlxC3yNMUeONsc24/WZ9/Hl+z8x/a1v2Zt5gIzaaZw5vA9nDu9LnfoZQX0yM51TGz79NPh5114LL7wAafGpeGyMMdWbrfiG8y7QFfiPiJynqotDNRKRbjhHmgkwLZoBYg58A0dP3AScgbMTL01V25e6fxGgqvpmrOMZY6qHtIwUzr3iRM694sRy2y5a5OTzritV08LjgWeegdtuA8taMMaYI95TwLU4ebvzRGQazga2XwP3WwEDgaE4Mex64MloBogp8A2c6jAFZ0Nb0f+2Svwco6pZInIn0ENE1qnq17GMaYypPnZv3cOXb89h+4ad1G5Qi9MuOZF2XVuXaDNhAtx8M+TmluzbrBm8+y6cfHIVTtgYY6oB29wWmqoeEJEhOCu/3YHhgVdQU2ARcLGq7g9xP6wKB74i0grnYOH6wMfAO8CzQKh6oS8C/waGARb4GnOYK8gv4MmR/2bWxG+d7/MKcLldTPrnB7Tv3oY/T7uHWg3qcffdzopuaSedBJMnQ4sWVTxxY4wx1ZqqrhWRvsCIwCvo4ARgEvBfVfVF+/xYVnzvxgl631DV6wBE5IkwbT8JfO0fw3jGmGpAVXlk6D9ZPHMZBXmHTnbwF/rJz81n1by13NhnLDtb/42vvwkuJnHbbfD005BsBcyNMcaEEAhoJwRecRVL4Hs2zlJzuYcGq+qvIpKLU2Gj0omIC7gTuAVoi/MTwiTgYVXNjmd/EbkU5++iJ075PA/QTlXXx+fdGFO9/PTFYpbMWU5ebnBhCYDMgnbM3HQXeZtKBr0pKc4Gtuuvr4pZGhO7Xd4DfLxpObu92dRPSefMVp1onl4n0dMyNYGlOiRMLIHvUTiHDG+MsH0uUDuG8aLxFHAHzk6/cUDnwPfHi8hgVfXHsf9vgX44uSZrgI7xfCPGVDeTx32I94A35L3NOpAV3IRSsmLbUUc5R5X17l0VMzQmNnmFPh6YN52PNy3HheD1+0hxufnH4hn0b96Bf/a9kIwk+5WFMYejWALfPCBNRFzlBZIikoGT+7s7hvEiIiJdgNuBqao6rNj1dTg5yJcBYavIVaD/NcAWVfWJyPNY4GtquNUL1gVd86uHldzAZs4IujdggFOUonHjoFvGVDuFfj83zn6HBbs3k+8vPHg9L/DnmVtXc+XMN5k48FpS3HYiqKkAq9wWlojcGK9nqep/Ql2P5b/aVUAvoBvOamdZhgEuojxkuIIuxzlh4ulS118GHgeuoozAN9r+Uax4G3NY2LRmB6uXbUYEju12FC3aNipxv3S1NK82YDF/IItjg551++/yefLpZDwWH5jDxGebV7I4cwt5/tB7ZvL9hazJ2sV7G5Yw4ujjq3h2xtR4LxG/ym1xD3zfA3oDDwGXhGskIh2Bf+JktEyOYbxI9QH8wI/FL6qqV0QWBu5XZn9jDktrft7MM/e/y4bV23G7XQAU+gpp36Ulo8cOp3WHpgB0O60zX0/9AfUre7QzS/g9+aUOc3Hh5YQGb/LMczfZ+bzmsPLSym/JKQxfjhsgt7CAl1Z8a4GvqThb8Q3nC6pxyeJngJHAUBGZgrNC6oKDqQ1dgItxcmBrAT/jVNmobC2AXaqaF+LeZuAkEUlW1dA7c2Lvb8xhZ9WSTdx75Yslyg8XWbFgA6OHPcdTk0fR5thmDP/DBfzw0QJW5wzkF65BS32MpLGN3qlPM/rhU4NWh42p7lbt3RlRu40H9lDo9+N2uSp5RqZGssA3JFU9s7LHqPB/sYHTDc4GNuJU0JgJFP1ONAv4DufIs1o4tZcvUNWyf4yOj3Sc/ONQvMXaVFb/iIjISBGZJyLzdu6M7IPWmMqgqoy9/c2QQa9zH7w5eTw+xsnwadPtGHa0fIRV3BAU9DbkJ05JfYiuXZXzbgnO9zWmurOf1Yyp2WL6UVVVl+NU1hiLsxoqpV47gL8DvVR1bWxTjVgOkBLmXmqxNpXVPyKq+pKq9lbV3o1t149JoKVz17Evs+xT/lRh64ZdzPxsGyefDPN+OSaozTHJ0+iTMo5Bw3/DuJl/JjnVdr2bw0/nek0jateudkNb7TUVIjib2+L9MpGJecuJqmYBDwIPBqq5NccJqLcn6CzbLcBxIpISIl2hJU4aQ1lpCrH2N+awsuTHNeR5y/9lzLasDpx/cUMOlIqR09MKufPqRQw4pQH9znmROg2r6tRCY+JvZKeT+MMP75HjC//fRJo7iVs6nVSFszLmyCIinYEzgLrAr8BHqrojHs+OpWTxBYE/fququ8ApVIEzwUSaCwwB+gJzii6KSCrQA5hdyf2NOaz4CgpRf/jlAlVYt3cAqzLPovQviTp3hmnT3HTs2LOSZ2lM1RjU4lj6NGrNDzs34C0MPtkhxe2hc72mXNCmawJmZ2oMW6ENS0SexjlWtnjiUY6I3KKqE4q1GwO0Bh5T1cxInx/L72neA97lUN5rdTER51+p0aWu34yTm1v8L629iHSqaH9jaoJ2HZuTlhE6u8fnT2Hh9qtZlXkOpT8uLr4YfvgBOtrJ1aYGcYnw4imXcnHb7qS4PKS7k3CLkOZOIsXl5uxWnXjj9CtJcgWX4zYmIpWQ5lBTUh1E5GacoBdgIfAmsBhIA14LrAQXaYBTZffCaMaIJdUhE0BVD8TwjLhT1SUi8i9glIhMBT7mUOW1WZQ8w3cG0IZiP1VE2R8ROQ04LfBtUV2qUSKyN/C8v8T3HRoTXycM7oI88G7Q9QP5jVmw7VqyC0rmPIrA2LFw7722EcjUTEkuN4/2Ops/dOvP55tXssubTb3kNM5o2ZGGqRmJnp4xMRERF07AeAvQFtgJTAIeDhxcUF7/+4CeOLUc2gEbVLVtmLavA9eGedRwVS39P59bcWKyZ1R1TLHnvAFcCYwCfhe4PBm4HzgfeK28eReJJfBdhnO0V51Anm91MhpYj3Pc2rnALuA5nH+o5ZUrjrb/QOCRUtf+UOzPFviaai0p2cNtD1/I8w9NPZjruyP7OBbvuAyfP61E2wYN4J13YMiQRMzUmKpVNzmNS9r1SPQ0TE2U2BXap3AW86YB4zi0uHe8iAyOIE4ai7P4+ROUOsQ9vKtDXPsxxLWiFd3ScdWTOIHvqcWu/VKqT0RiCXxfCkzgduCvMTwn7lS1EOcf5rhy2rWNpX+g7Z+AP0U7R2Oqk8FDe1Po8/N/f36flTsHsXLHwKA2PXrA1KnQrl0CJmiMMSZmItIFJ26bqqrDil1fBzwLXEbZ1W0B2hed1CUiS3GOrS2Tqr4V4RTzgNwQC6pLcIqLtS32zFwR2Ydz8EDEYjnHdwLOKuifReQxEWlQ0WcZYxKv7+C+5Ld6LGTQe9VV8M03FvQaY0xcaCW8InM5TirB06Wuv4xzVOtV5U69AsfTiqNOIM2iLKuAuiJSp9SYhcA+4GCukTgVkmoRZaW3WE51+DLwxxycHIt7RWQ1Tq5IYZhuqqqDKjqmMaZyLFkCQ4fCmjUlP5PcbnjySbj9dsvnNcaYGqAPzsppiTQDVfWKyMLA/cqwD6gN5IvIbOBBVf0hRLvXcfZL/RZ4vNS9fEoGuccDbmBDNBOJJdWhf4hndQq8wqkh+w6NOTyoKjkH8vAkuUlJTQrZZuJEuOEGyClVlqVJE5g8GU47LWQ3Y4wxFVRJpzA0EpF5xb5/SVVfKtWmBU49glAVajfj7N1KjmO9gm04OcXzgWycomejgTkico6qflG8saq+ICJnA4+JSBbwgqoG/W2JSDJOrrEAn0QzoVgC3+tj6GuMqUT7MrN5f/wcPnzzW7w5+fj9fo7q0IRLbxlI//N74HK58Pngj3+EcSEy2fv1g3ffhVatqn7uxhhT41VO4LtLVXuX0yYdJ482FG+xNnEJfFX1j6UuvScib+McVfYCUKIMqIg8BiwFTgCeB+4Ska+A7QRyiUXkOWAw0DFw/Ylo5lThwFdVx1e0rzGm8mz/NZPRlzxHdpaXgvxDB/BvWLWd5x6cwtefLGbkn67hyitdfPllcP+bb4bnnoOUcIW7jTHGHK5ygCZh7qUWa1NpVPUXEZkEXCcix6rqqmK378dZxS3KXG7DoYXWomu/DXy/ELhKVbdHM37Uga+IpAAX4ZzfVgfYC/wAfKiqwWVujDFVRlW5/7qXycrMxh+iGps3N58Zn2fz7KQ8du8peVRZcjI8/7wT+BpjjKkk0W1Gi7ctwHEikhIi3aElzqpxvNIcyrI+8LURzoa2Iq8QfrOa4qRLbAG+UdXvKjJwVIGviJyEc2BwsxC314vIRaq6pCITMcbEbtH3a9izIytk0Avwa1Zvft51MX4tme/bsiVMmeKkOBhjjKmx5gJDgL7AnKKLIpIK9ABmV9E8ilIcSqzWquotlT1wxMeZiUhLYDpO0Fu0DL2z6DZO9Y6PRaRuvCdpjInMjGnzyc0J/mHdr26W7RzK0p0jgoLe006D+fMt6DXGmKqSwJLFE3Hit9Glrt+Mk9s74eAcRdqLSFkHFpT9HkUyAgF16evHA8OB5aq6pqLPr6hoVnzvxKnQsSfw50mqmh94UzcBf8fZLXgjToUNY0wV25cZXEHc66vDwu1Xs9fbNuje6NHwj39AUugDH4wxxlSGBKU6qOoSEfkXMEpEpgIfc6hy2yxKFq+YgZNjWyL1QESuDlwHaAwki8iDge83qOqbgT8fA3wiIu/hVFkrOtXhBpxjb0fG+e1FJJrA9wycf1R3BIpXAM7Zb8DzgQD4HzhL6Bb4GpMATVrWx+WSg6kOe3LbsnD71eQVljgLHLfkM/bRfdzzYONETNMYY0zijMbJsR0JnAvswilI9nAE5YrBWeA8vdS1xwJfZwFFge824AtgAE654TRgK86q899UdUXpB4tI+2jeSJFoVo6jCXyPxgl8p4S5Pxkn8D06imcaY+LorOF9+WLqPLw5BWzKOpHluy5EcZdok+bZTf/jpnDX/TclaJbGGHNkq6RzfCMSqII2LvAqq13bMNf7RzjONuDqKKf3S5Tti0ScuhtN4Fsb2B5Y4Q2iqhuc6nGHyskZY6pWh66taNOxDdO+6MWmfcHHOTZMW0nfNpO444EhuFwVrlhujDHGVIYCwp/q4Cp1T3Gq0EUl2uPMIvkZxQqbGpMgGzbA7NU3s2lfcFDbvv6XdGk+g6HXn8JZl9pONmOMSRirYxuSqpZ5gryINABOBH6PczLFSFV9J5oxYqncZoypRmbMgBEjYPfukkGvx5VHn7bTOP88H8NuupVjux2VoBkaY4wxFaeqmcBHwEeBCnBviMgGVf020mdEG/g2EJEQtZ4ibqOqOijKMY0xZVCFJ55wyg/7S/3Sp2NHmDYthc6dL0vM5IwxxpSU2AIWNck9wAjgLuDiSDtFG/gmA/1jaGP/qI2JowMH4MYbYdKk4HsXXghvvAF16gTfO1Jty8lilzeb2skptM6oT2BfgjHGVBnBckLjQVV/FZF9wAnR9Ism8B0f3ZSMMRWxf28Ou3dkkZqWTNNW4YOz1ath6FBYurTkdRF49FG4/36w/WuOb7avZdySmazcu4MklxufFtI0rTa3dzmNC1t3tQDYGGMOMyLiwim6EdXyTsSBr6peH+2kjDGRW730V8Y/9SmLvltNUrIbn89PvQYZjLhtIGeN6FfiFIaPPoIrr4R9+0o+o149ePttOPvsKp58NTZxzQIeW/gp3kIfAHl+5+uGA3t4aN7HLNq9mUd6npXIKRpjjjT2++94aAU8G20nWw8yphqYN2sFd132f8yfvYKCfB85B/LI9xawY8teXhr7IY+PnoDf78fvd1Zzzz8/OOjt1g3mzbOgt7h1+3eXCHpLyy0s4N11i5ixZVUVz8wYY0wsVHWjqt6jqvdE089OdTAmwfbvy+Gvo94kz1sQ8n5ebgE/frWcd1+dx1sf9OXDD4PbXHYZvPIKZNgp2iW8vupHfKV3/JWSW1jACz9/w6AWx1bRrIwxR7pEFrCozmKt3CYiR+HsNQtbzc0CX2MS7LN356Ja9qfgrn0NuOmO9uzPLXnd7YZ//APGjHFye01Jn/66Al8EFTiX7NmC11dAqiepCmZljDniWeAbTqyV2z4FOpW6VoIFvsYk2Ffv/xR2tRdg24FuLNkxgsJS53o3auSc5jBgQGXP8PBVlM9bHpe48Bb6LPA1xpjEKqtyW6T9y/zgt8DXmATz5uaHvK4qrMo8i3V7Bwbd690bpkyB1q0re3aHt+ZpddhfsLPcdh5xUTupzIJBxhgTP7biG1J5ldsi6N+9vDa2uc2YBGt2VMOga/mF6czbelPIoPf662HOHAt6I3H9sf1Id5e9iusRF8PadcdtZ78ZY0yNZ5/0xiTYhdeeQlpG8sHvs/Ja8O2vd7I7t+RmK5erkBdegP/8B1JTq3qWh6fzWnehXko67jISoFPdHkZ2PLEKZ2WMOaKps7kt3q8jkYi0iXZDnAW+xiRYr1OPpdlRDfF43Gze35PvN4/C62tQok2KJ4t3xu/m1lttE1s00jxJTBx4LS3T65HhSS5xL92TRN3kVN7qfzUtMuomaIbGGGNi8B1RboizHF9jEszlcvHYq7cwoO8qluw4Puh+g/T1vPVmAWdffEwCZnf4a55eh8/Ovo2vtv7ChNXz2Ja7n7pJqQw/ugfnHdXFNrQZY6reEbpCGwkRSQIGAV1wqrKVtUhbK9DnsWLXvlTVr8J1sMDXmATbtg0uvTSDJRuCg96zBvzKW/9tQsMm6QmYWc3hcbk4o2VHzmjZMdFTMcaYIzY1oTwi0gb4CmgbZdcHiv3ZF3hGSBb4GpNA330Hl1wCW7aUvJ6aCi++CNde2yoxEzPGGGOq3qNAG2AnMBvYS9nr41cA6cArxa79VNYAFvgakwCq8NJLcPvtUFDqCN/WrWHaNOjZMzFzM8YYU8lsxTecopPpT1TVteU1FpHzgHRVHRnpALa5zZgq5vXCzTfDrbcGB72DBsH8+Rb0GmOMOSI1BXZGEvRWlK34GhNH3tx8Zk1fyE9fr0L9ynG92jL44t7UqpMGwKZNMGwYzJ0b3Peee+CvfwWP/VdpjDE1muX4huUBcit7AGNMHMz5eBFP/nESAN4cpxrbjzOX89o/P+ba359Fg/anc+mlsLNUIbGMDHjtNRg+vKpnbIwxpsopluoQXrR/M1H/TVrga0wc/PDlz4y7ZyJ53pK5C3m5BajCIw8e4Ocdit9f8hDeDh2cfN6uXatytsYYY0y11BrnVIZI9QTc0QxgOb7GxEhVee6hKUFBL0ChP4nFOy5n6bZzg4Le885zUh4s6DXGmCOMVsKrBlDVLaq6I4ou+4EzoxnDAl9jYrTkh7Xk7PcGXc8paMD3m0ex9UDwTrX6l8xm2w1PMv7XWez2ZlfFNI0xxphqQ0RuFJFLK9i3t4j8G9gK/CeavpbqYEyMNq7eTmGhv8S1nTkdWbT9Cnz+koUn3EleGo95j4xeq9lTAC+t+Ja3Vs/jvwOvpX2dRlU5bWOMMQkg2Oa2gJeATcCkSBqLSD3gKuAm4DeBywr8Gs2gNXLFV0RcIjJGRFaIiFdENonIOBHJqIz+InKOiHwrItkikikik0WkXXzflamu3B43Ik4ag6qwZs9A5m+9ISjozUjaRpfz/4+MXqsPXsvzF7I3P5erZr5JfmFhlc7bGGOMSSAv0ChQojgsETldRN4EtgDPAt2APJyA+RycghcRq5GBL/AU8CTwM3A7MBm4A/hQRCJ5zxH3F5GLgelAGnA38E/gNOAbEWkRl3djqrVu/Y5GVfH5U1iw/Rp+yTyb0v9pNc1YRN+jn0N77gvqr0COr4DPN6+omgkbY4xJLMvxBSfGSgdeCazmHiQiTUTkHhFZiVN++AogBacq2x1Ac1W9TFU/VdWo3n2NS3UQkS44wepUVR1W7Po6nJ8ULgPejkf/wE8pz+Es1Z+qqgcC1z8B5gN/AiKuJmIOT63aNaZ+qy7M+OoMsgualrrr59gGn9Cu3kx86UJO+9SQz8j25fPftQs4t3WXyp+wMcaYhJLoYrWa6hHgfeBqYJiITAZmABcD5+HEqIpTvngC8JqqLol10Jq44ns5TgrN06Wuvwzk4OSHxKv/6UAL4JWioBdAVRcCM4ER5S3hm5qhzjEXBwW9Sa5sejd/hXb1Z6IpsPXKdHBJmCdgm9yMMcYcMVT1Y2AgMA/nt+bXAm8AF+EcUfYDMBxoqaq/j0fQCzUz8O0D+IEfi19UVS+wMHA/Xv2L/vxdiOd8D9QBjo104ubw9eTT6Zx04qHjzOqmbWFgxxdoXn8d+a09bBpZi7yjyv4FS+O0WpU9TWOMMYlWGWkOh+kCsqrOUdW+OAuJb+IsMBa9m17AdcAFIhK3DIUal+qAswK7S1XzQtzbDJwkIsmqmh+H/i2KXQ/VFqAlsCzy6ZvDkccD095LolcvOOnEfG65KpOkpCEc3bk5N6+YSn7WzjL7Z3iSubx98LFnxhhjTE2nql8DX4vIKJyU0htxFhfPxUl72Ckib+P8hj2mmKomBr7pOLv9QvEWaxMu8I2mf9G2/VDti7cNIiIjCeT/tm7dOsxw5nDSpAnMmwdNmiQjcqgqxZik/oz5/j28hcEFLgBcCLWTUhjUwn45YIwxRwI7ziw0Vd2Pk1r6cmDP1fU4OcCNgDuBO0VkPvAaMEFVg3eMl6Mmpjrk4Oz8CyW1WJt49C/6Gqp9mWOp6kuq2ltVezdu3LiM6ZjDSdOmIKXSeM9o2ZFRx51CqtuDi5I3U90eGqSkM2HA1SS5oqq6aIwx5nBlqQ7lUtVlqnoXzm/Xh+GcoOXDKVP8PLBVRN4RkcHRPLcmBr5bcM6FCxWMtsRJYwi32htt/y3FrodqC6HTIMwR5tbOJzOh/9UMadWRNHcSHnHRLK0Oo7uczmdn30abWg0SPUVjjDGm2lHVQlV9T1UvwDmz937gF5xFx0uBz6J5Xk1MdZgLDAH6AnOKLopIKtADmB3H/nMDX08Evij1nBOALGBV1O/A1EjdG7bk+ZMuSfQ0jDHGJJilOlSMqm4F/g78XUROwUmFGB7NM2riiu9EnEX/0aWu34yTbzuh6IKItBeRThXtD8zCqRN9k4gc3JIvIt2B/sBkVQ2d2GmMMcYYYypEVb9W1RuB5tH0q3Ervqq6RET+BYwSkanAx0BnnEofsyhZvGIGzrK5VKS/qhaIyJ04wfIcEXkZ5wizMTgHLj9SaW/UGGOMMYcnW/GNG1WN6hD8Ghf4BowG1uOcmnAusAunwtrDquqPZ39VnSwiucCDwBM4JzzMAO5VVcvvNcYYY4ypJmpk4KuqhcC4wKusdm1j6V+s/XSc3YbGGGOMMeGp5fgmUo0MfI0xxhhjqi0LfBOmJm5uM8YYY4wxJoit+BpjjDHGVBHBUh0SyVZ8jTHGGGPMEcFWfI0xxhhjqpLakm+iWOBrjDHGGFOFLNUhcSzwNcYYY4wx1Y6I1AOOBRoBDXBqJezCqZq7UjX6pXMLfI0xxhhjqopix5mVQUQGACOAU3Aq50qYpvtE5Hvgc+BNVd0ZyfNtc5sxxhhjjEkYEaklIveKyGqc6rcjcYJecH5MyAO2A3sAf+BaHWAITtXcX0VkioicXN5YtuJrjDHGGFOFxJ/oGVQPIpIE3AI8CDTBCWjXAh8Dc4F5wDpV9Zbq1wD4DdALOBk4E7gIGCoi04H7VHVZqDEt8DXGGGOMMYlwD/AosB94GnhHVeeW10lVM4GZgdc4EakFXIizUnxu4OUO1dcCX2OMMcaYqmQ5vkX2AX8GnlHVfRV9iKoeACYAE0TkVODhcG0t8DXGGGOMqUJ2nJlDVZ+vhGfOAc4Id982txljjDHGmCOCrfgaY4wxxlQVxSq3JZAFvsYYY4wxJuFEJOSGtPKoamGkbS3wNcYYY4ypQpbjG1ZBBftFnLprga8xxhhjTFWywDccP+ErtcWFBb7GGGOMMaY6aF3O/eZAN+AuoCVwM/BtNANY4GuMMcYYU0UES3UIR1W3lNNkCzBfRMYD7wKvAv0C1yNix5kZY4wxxpjDhqoqMBrIAB6Kpq+t+BpjjDHGVBVVO84sDlR1k4jsA/pH088CX2OMMcYYc1gRkdpAHSA5mn4W+BpjjDHGVCHL8Y2NiAjwBE7K9Mpo+lrga4wxxhhTlSzwDUlEHiuniRtoAgwA2gWujYtmDAt8jTHGGGNMdXA/kZ/jux94UFXfjmYAC3yNMcYYY6qQpTqE9QplB77NgS5AG+BZ4PloB7DA1xhjjDHGJJyq3hJJOxEZAbwIdAQujWYMC3yNMcYYY6qKAn5b8o2Fqk509rfxjojcqqovRtrXClgYY4wxxlQlrYTXkWcKkIdTtjhiFvgaY4wxxpjDiqr6gALg2Gj6WaqDMcYYY0wVss1tsRORU3BKFu+Jpp8FvsYYY4wxJuFExF1OEzfQFBgE/A3nBIhPoxnDAl9jjDHGmKqktuQbRkEUbRVYB9wTzQCW42uMMT5bPjIAAB5CSURBVMYYc4QQEZeIjBGRFSLiFZFNIjJORDIi7H+fiEwWkbUioiKyvpz2/UTkCxHZLyJZIvI/EekRprmf8rfx+YFVOCu+PVV1cyTzLmIrvsYYY4wxVSjBOb5PAXcA03DK/XYOfH+8iAxWVX85/ccCmcBPQL2yGorICcBMYDPwcODyKGCOiJykqktKdWldztgFwD5VzS+nXVgW+BpjjDHGVJUEHj8mIl2A24Gpqjqs2PV1OJXQLgPKKwHcXlXXBvotBWqV0fZZIB84rWhlVkQmActxgu4hxRur6pao3lAF1MhUBxG5RkQWiEiuiGwXkVdEpHFlPENEzhCRF0VkbuBXBioi/eP2Zowxxhhj4uNynA1hT5e6/jKQA1xV3gOKgt7yiEgHoA8wuXg6QuDPk4HBItIswnnHTY0LfEVkDDAe2AfcCfwb5yeYmVHkr0TzjCuBG3B2Gi6Px3swxhhjTM0kgKjG/RWhPjg5sj8Wv6iqXmBh4H68FD3ruxD3vsf5q+gVrrM4eovISBF5IPAaGbgmFZ1UjUp1EJFGwF+AucAgVS0MXJ8LfIATxI6N8zMeAG5R1TwRuQsIl7BtjDHGGFNZGonIvGLfv6SqL5Vq0wLYpap5IfpvBk4SkeRYcmhLjVX03FBjAbQM1VFErgAeA9qFefY6EXlEVd+KdlI1KvAFLgLSgeeKAlYAVf1QRNbiLOGXGfhG+4xodxMaY4wx5ghX3vaxitmlqr3LaZOOU+Y3FG+xNvEIfNMDX0ON5y3V5iARGQv8kUPZ0FnAhsBzWgLNgbbAGyLSVVX/GM2kalqqQ3nL6p1EpKwk7Hg9wxhjjDEmpASmOuQAKWHupRZrEw9Fzwk1XsixRGQgcC9OwDsF6KWq9VW1h6r2U9VWQCfgzUCbe0RkUDSTqmmBb3nL6lKsTWU+wxhjjDGmutmCkxIRKhhtibNqHI/V3qKxip4baiwIjrVux4mznlXVS1V1YemOqvqLql6Hs0FPcY5Hi1i1THUQkXrA6Ci6PKuqmVRwWb2UeDyjXCIyEhgJ0Lp1ecfWGWOMMaZGSOBxZjj7l4YAfYE5RRdFJBVnj9LsOI8FcCLwSql7J+D8Lcwvdf1EnESQRyN4/l9w9l2dEM2kqmXgi3Mg8iNRtH8L5zDl4svquaXaRLqEH49nlCuQcP4SQO/eva12oTHGGGMq20TgfpzFxTnFrt+Ms6g3oeiCiLQHklR1RUUG+v/27j1MrqrM9/j3RwgEiASQBElUwoBIZLzggMwAAwEEFGGGo6DoAEdlYA4IAoPOoAdHmRE9j8cAgvgcg6MQQQ4Xg8AZbjIa5NEwglwGGYLDpRETgYRAmBDCLe/5Y60ylaaquqp6197dVb/P8+ynuvdea+29dld3v7363WtFxEP5YbvDJX2hNkevpOnA4cBPIuKJYdU2Jy1Q8Uwb7T8jaQWwRSfXNSYD34gYIg11d6p+WP2hYcdmkP66GGly5CLaMDMzM2sgoP2c3GLPHHGfpAuAEyXNB65n7cptt7Lu4hX/CmzDsHhM0lF5P8BUYANJZ+TPH4uI79cVPxn4KWmltvPzvpNIqbanNbjE5cBUSa+PiKdb9UXSFsAUYGmrcsP1W45v/bD6cLsBD0bEyhLaMDMzMxuLTgE+A+wEXEBap+B84OA2lisGOIY01dg/AdNI/6WvfX5MfcGI+AUwGxgipSb8E2lQca+IuLdB278gxabtpDqcmcv+oo2yf9Bvge81pPSEEyVNqO2UdAiwHXVD+Hn/myXtKGlit22YmZmZdUJR/NauiHg1IuZExFsjYsOImBERfzt8UC8iZkbEa/77HhGzI0JNttkNyi+MiP0iYnJEvC4iDoyIu5pc3jdI/1k/XtIVkma95t5JsyRdDnwq7zqv/d6P0VSHbkXEUklfAL4O3CLpMlJ6wmnAIl67RN88YG/SBMlD3bQh6R3AX+RP98ivR0naM398fkSsKKyTZmZmNr5VlOow1kXEzyR9GTgDOAw4TNKTwO9ykTcCW9WKA1+OiFs7OUdfBb4AETFH0tPAqaS/Ap4DrgBObzdFocM23k0auq/3ybqPLyEtfWxmZmZmLUTEFyXdB5wFbE9Kp5hWXwR4GDgjIq7otP2+C3wBIuIi4KI2ys0uoI22ypmZmZkRoN6s3NY3IuIq4CpJ7yYNME7Nh5YCd7VIlRhRXwa+ZmZmZja+5QC36yC3EQe+ZmZmZmVyjm9l+m1WBzMzMzOzhjzia2ZmZlYmD/g2JOnxopqKiDc2OuDA18zMzKxEcqpDM1vT3cq9wzVtw4GvmZmZmY0Fe/X6BA58zczMzMrkEd+G8hLHPeXA18zMzMwqIWm3/OEvI3r/F4FndTAzMzMrSwBrerCNXwcCC4EnJF0k6UOSJvfqZA58zczMzEoiAkXx2zi2MG9bAEcBVwLLJN0i6WRJf1TkyRz4mpmZmVklIuLHEbEHaUaHT5AC39XAPsA5wEOSHpD0dUl7SZowmvM5x9fMzMysTON7hLYnImIZMA+YJ2l90gwPHwAOAXbI298Cz0i6GbgOuCEinunkPB7xNTMzM7MxIyJeiYifRMRpEbEDMAv4LPBTYDLwYeAS4ClJt0n6O0lva6dtB75mZmZmZYoofutjEfGbiDg7IvYDpgEfIwW+zwK7A/8L+LWkhyWd36otB75mZmZmNi5ExIqIuDwijiYFwXuRAt/7gZnAp1rVd46vmZmZWVlq05nZqOV5f3+et89L2gY4uFUdB75mZmZmJRrn04+NWRHxGHBBqzIOfM3MzMyscqOdqqwmIl5tdsyBr5mZmVmZPOLbzEuACmin6TNsDnzNzMzMbCwZzV8GLQNnB75mZmZmpen/6ccKcDywshcNO/A1MzMzK0vgwHdkP4yIp3vRsOfxNTMzM7OB4BFfMzMzszJ5Ht/KeMTXzMzMzAaCR3zNzMzMSuQFLKrjEV8zMzMzGwge8TUzMzMrk0d8K+PA18zMzKwsAaxx4NvEQ6QFKJouOTxaDnzNzMzMrHIR8dZen8OBr5mZmVlpvHJbjaT1IqLwyd1ateuH28zMzMysCn8v6SJJhYz0Slpf0ieBRc3KOPA1MzMzK1NE8dv49AJwFHC/pGskHSFpo04bkTRL0j+ScoS/A2zVrKxTHczMzMzKNH4D1UJFxLmSHgS+AhwMHAI8L+lW4I68DQHP5G0SsDmwJfBOYBdgD2Cn3ORq4FzgrGbndOBrZmZmZpWIiBuAGyR9EDgW2B94P3BQO9Xz6xPAxcC3IuLxVhUc+JqZmZmVxdOZNRQR84H5kt4EHA78ObAnsEWD4muA+4DbgJuBG9p9SM6Br5mZmZmNCXnE9uy8IWlLUmrD60k5wcuApyJidTftO/A1MzMzK01A8TN49a2IWEYKdgvRl7M6SDpa0t2SXpD0pKTvSJpadBuSJkk6Nj+JOJTLPiLpMkmziu2VmZmZmY1G3wW+kk4lJTivAE4Gvg0cASyQtEnBbcwE5pLyT/4ZOBG4DDgQuEfSPgV0yczMzPqJpzOrTF+lOuQ8kC+Tpr/YLyJezfvvAK4lBbFfKbCNpcDOEXHPsDYuBe4G/jdpqg0zMzMzP9xWsX4b8T0U2Bg4vxawAkTEdcAjwJFFthERTw8PevP+/wB+Dfxxl/0wMzMzs4L1W+C7a35d2ODY7cCOkib3ug1J6wFbA0+OcC4zMzMbNE51qEy/Bb7T8+viBscWA6or08s2jicFvhc3KyDpOEl3Srpz6dKlIzRnZmZmZqM1JnN8JW0GnNJBlfMiYjkpRQHgxQZlavO9bdzgWL1RtSFpd2AO8O+0yCeOiLmkB+PYZZdd/KeamZnZoPAIbWXGZOALbAZ8sYPylwDLgVX58w1JkxzXm5RfV9Fa121I+hPgX4AlwEHdTq5sZmZm/cqpCVUak4FvRAyRUgo6tSS/zgAeGnZsBulZyiW01lUbkt4N/Jg0Bdo+EdEoVcLMzMzMKtJvOb535Nc/a3BsN+DBiFhZdBuSdiYFvf9FCnofa/+SzczMbGAEsGZN8Zu1pd8C32tI6QknSppQ2ynpEGA74NL6wpLeLGlHSRNH0cbOwC3A86Sg99Fiu2RmZmZmRRiTqQ7dioilkr4AfB24RdJlpPSE04BFwLnDqswD9ga2BYY6bUPSNqSR3s2B84Dd88Nt9a6OiOeL7KeZmZmNY87xrUxfBb4AETFH0tPAqaRg9DngCuD0NtIcOm1jW+D1+eMvNWluW9JosJmZmZlVqO8CX4CIuAi4qI1ys0fTRkQsoLuH8MzMzGxQecS3Mn0Z+JqZmZmNTQFrHPhWpd8ebjMzMzMza8gjvmZmZmZlCYjw9GNV8YivmZmZmQ0Ej/iamZmZlck5vpVx4GtmZmZWJs/qUBmnOpiZmZnZQPCIr5mZmVlZImCNH26rikd8zczMzGwgeMTXzMzMrEzO8a2MR3zNzMzMbCB4xNfMzMysROEc38o48DUzMzMrTTjVoUJOdTAzMzOzgeARXzMzM7OyBF65rUIe8TUzMzOzgeARXzMzM7MyhR9uq4oDXzMzM7OSBBBOdaiMUx3MzMzMbCA48DUzMzMrS0RKdSh6a5Ok9SSdKmmRpNWSHpc0R9ImRdeXtEBSNNl26eCuFcapDmZmZmaD4xzg08DVwBxgVv58Z0nvjRgxiu60/jLg1AbtPNJ9F7rnwNfMzMysRFXl+EraCTgJmB8RH6rb/yhwHnAE8IOC6z8fEZcU1olRcqqDmZmZ2WD4KCDg3GH7LwRWAUf2on5Oj9hUkjq+4oI58DUzMzMrU3U5vrsCa4BfrnM5EauBe/LxouvPAFYCK4CVkuZL2rHdCy6awutFV07SUuCxqq9jlLYk5fEMqkHvP/geuP+D3X/wPRiP/d8mIqaWeUJJN5LuVdEmAavrPp8bEXOHnfs+YFpEbNXguq4ADgc2jIiXGp2g0/qSvgcsAf4deBXYDTgReAnYMyLu67iXo+Qc3zGg7G+6XpB0Z0RU8oTmWDDo/QffA/d/sPsPvgeD3v92RcT7Kjz9xsCLTY6trivTMPDttH5EfGJYmaskXQssAM4G9h/5kovlVAczMzOzwbAK2LDJsUl1ZXpVn4i4DfgZsI+kjVqV7QUHvmZmZmaDYQmwpaRGwesMYFmzNIeC6tcMAROAzdsoWygHvlaUuSMX6WuD3n/wPXD/bdDvwaD3fzy4gxT7vad+p6RJwLuAO3tcv+YtwCvA8jbLF8YPt5mZmZkNAElvB+4Frh42D+9JpHl4j6rNuStpO2BiRCzqsv4UYGVEvDrsGj4A/D/ghog4qDc9bc6Br5mZmdmAkHQ+aWaFq4HrWbvy2s+BfWsrr0kaIs16oS7rH0p6gO060iptr5BGio8kjfTuERG/6WVfG3Hga2ZmZjYgJE0ATgGOA2aSpqC7HPiHiFhZV26IxoFvu/VnAf8IvBvYCpgI/A64EfhKRCzuSQdH4MDXzMzMzAaCH26zliQdLeluSS9IelLSdyR1NO9wu21I2l/S/5F0h6TVkkLS7MI60/z61pN0qqRF+byPS5ojaZNe1Jd0kKRfSHpe0nJJV0rattheta/M/kv6sKTvSbpX0sv5azyz6D51oqz+S9pc0smSbs5lXpD0oKS5kt7Um961p8R7MDF/j/9K0jJJL0p6VNLlknbuTe+Ku/5e1Jd0Rf4++PXoe9K9kn8OLMh9brR5HmDrrYjw5q3hBpwKBGmi6eNI/7JYCdwPbFJ0G8BFpEmv7wLuzvVml9DPb+RzzQeOJeUkvQz8BFivyPrAB0nLPd4NnAB8DniSNEXM9Iq+zmX2fwHwAnA7sCjXm1nx+7yU/gPvI+W43QT8PXAMcA5pzstngbcNwD3YhPTU93mkf5UeA5wJ/DZ/7+/bz/1vUO9g0mpWq4BfD8L3QS67AFhKyvUcvm1R5X3w1v9b5RfgbWxupOUUnyetxz2hbv8h+Yfb54tugzQH4Ib5489QQuAL7EQKRH84bP9J+fwfK6o+Kb9pMWl56sl1+9+Vf/nNreDrXFr/8/43A+vnj79JxYFvyV//mcB2Ddp4by57Vb/fgxZtbJ2DpOsHpf/AZFLAfx5pTtPKAt8Kfg4sAIaq6q+3wd6c6mDNHEpadvD8qJuKJCJqT2ceWXQbEbE4IpothdgrHwUEnDts/4WkUZiR+tlJ/b2B6cB3ou4BgIi4h/SL4COSJnZ4/aNVZv+JiN9GxCtdX23xSut/RAxFxMPDG4iIW0hPOP9xR1denFLfA008RVrutPTJ7Kmu/2cB6wNndHKxPVLJPcjpEZtKUqPjZr3gwNea2TW/Lmxw7HZgR0mTS2ij13YljVT8sn5nRKwG7mFtH4qoP9L92BTYod0LL0iZ/R+LKu+/0lyXryOlvFSh9HsgaYKkLSW9QdKuwA9II6DXd9uJUaii/+8hTQd1SkQ81/WVF6eK74MZpLS3FcBKSfMl7djV1Zt1wIGvNTM9vzaabmQx6a/76Q2OFd1Gr00nLbHYaKR5MWlpxg0Kqj/S/YD0y6BMZfZ/LBoL/T+DlAZzcTsX3ANV3INZpBzP35OCpQOBr+atbKX2X9L6pJHQmyPiilFcd5HKfg88CnwN+ARwOPAt4P3AvyktkGDWM+tXfQHWW5I2Iz1E0q7zImI5KUUBoNEPstX5deMGx+oV0UavbUzj64N1r7HZ2uOd1B+L96PM/o9FlfZf0mHAaaQH3r430sX2SBX34FFgf2ADYHvSv8KnABuSHgAsU9n9/yxpudb/1tll9lSp9yAiPjGszFWSriWlfJ1Nem+Y9YQD3/63GfDFDspfQso3XJU/35D0FH69Sfl1Fa0V0UavrQKmNTnWzjV2Ur/+fnRzrl4os/9jUWX9l3QQcCnwK+DDEVHVpOql34OIeB64pfa5pO+SZnOZTxr9LVNp/Ze0PfAPwJcj4pEOr7OXKv85EBG3SfoZsI+kjSJi+O8Ms0I41aHP5Qdq1MH2UK66JL82+tf7DNKTuksaHKtXRBu9toT0b7hGwegM0r/vWo1WdlJ/pPsBjdMgeqnM/o9FlfRf0vtIQd79wAEV53lW/h7ID3vOBw6QtF2b112UMvs/hzSwcLWk7WsbaRBqg/z51t13pWuVvweyIWAC1TzkaAPCga81c0d+/bMGx3YDHqyfmaCHbfTaHaTvg/fU75Q0iTTN2J0F1m91P/4UeA4oe93yMvs/FpXef0kHkta4XwS8NyKe6fbiCzJW3gMb5dct2ixflDL7vw0pH/Z+4D/rthmk9If/JOX/lm2svAfeQkp1Wd5mebOOOfC1Zq4hpSecqLQuNwCSDgG2I/2Llrr9b5a047DpuDpqoyKXk0aeh+dBH0vKSfvDNUrarsFTx23XB24lPczz1/WzWUh6JzAbuDIiXu66J90ps/9jUan9l3QA8CPSHzj75Xz6qpV2DyRNlfSa3zuS3kB6yKm2uE2ZynwPfIbUz+HbUuDx/HEVD/iV+R6YUv/7oG7/B4A9gB/n2SDMeqPqiYS9jd2N9NBNAD8lrbp2JukX0wPULcCQyy6gwWIEHbbxDtIT7mcAN+R6/1y3b0qP+nk+a1cc+mvSvyNfzn2qX3VqKH3LdFc/lz2cdVduO500jdUTwIyKvs5l9n+vuq/n7bne12v7+rn/wC6kPwRXkwKE16xaVUX/S74Hp+Q2zgE+DfwP0sNMT+fvi0/2c/9bnH+I6lduK+s9cChpHvdvACcDnyLNaPIq6Q+AHaq8D976f6v8AryN7Q34OHBv/mX9FPBdYFqDcgtosgpXB218PLfRbHtN2wX1cQIpQH+Q9GTy4vzLeHhg3uwHflv168ofTAr6VgHPAFfRYEWvEr/GpfUf+FKrr3E/97+N93cl/S/5HvwJafTvIdIfwC+RRjovB3bv9/63OP8Q1Qe+Zb0HZgFXAg/n98CL+eMLqOiPf2+DtSmiqgeJzczMzMzK4xxfMzMzMxsIDnzNzMzMbCA48DUzMzOzgeDA18zMzMwGggNfMzMzMxsIDnzNzMzMbCA48DUzMzOzgeDA18zM1iHpS5JC0kVVX4uZWZEc+JpZz0i6KAdQIellSdNGKH9oXfmQ9PGSLtXMzAaAA18zK8v6wMdGKHN0GRdiZmaDyYGvmZXht/m1aWAraQvgA8BKYHkZF2VmZoPFga+ZlWEh8DCws6SdmpQ5AtgA+CHwQlkXZmZmg8OBr5mV5fv5tdmob23/vJEaknSIpGskPSHpJUlPSbpO0oEt6uwm6auSbpe0uK7ejZIOG+F8fynpeklP5lzl5ZIelHSZpI8MKzs75ycPtWjv47nMggbHavnNMyXNknSxpMfzeX9UxL3I9d6ar/8pSS9IWiTpi5I2bFXPzGw8c+BrZmWpBb5/JWmdnz2SdgB2Ax4HFjRrQNJESZcA1wJ/AWxFGh2eChwM3Cjpaw3qTQZuB07P55kKrM6vBwJXSvp2k3OeBfwIeD8wLZ9vI2AH0ij1N0buelf+HLiT9AfBFOCVYdfV1b3IdfcC7srXPxV4CdgW+BLwU9LIu5lZ33Hga2aliIhHgJ8DM4B9hx2ujfZeGhFrWjTzNeCvgCHSg3Kvi4gpwOuAvwGeAz4r6aPD6q0Brgc+ms8/KSI2BTYHTiLlFR8n6fD6SpJmkoJlgK8CUyNi04jYiBRoHgb8y0h979K3gDuAt+dr3Rg4re54V/dC0ubAlbm9u4B35XqTgf8OvBM4oUd9MjOr1PpVX4CZDZR5wB6kQPcWAEkCjqw73pCktwCfBp4F9suBNAARsRKYK+lZ4HLgfwKX1R1fRXpwbh0R8SzwTUkr8rlPIAWFNe8hDRAsiojPD6v7FCkf+YftdLwLTwHvj4gX8vmClCc9qnsBnEgauX4aODAiluV6LwPzJK1h7ei8mVlf8YivmZXpClKKwQclbZL37Q1sA9wZEQ+0qHs06WfWj+oDvWHmAy8CO0nauoPrui6//qmkCXX7n8uvUyRt3EF7RfhmLehtYDT3opbPfGEt6B3mUuCxbi7YzGysc+BrZqXJI6zXAZsAH8q7232obff8elh+kOs1G/A7YGIu96b6ypLWl3RMfpjt95JerD1IBjyTi00ipT/U/BtparWtgYWSjpO0bYfd7tbCFse6uheSNgBqs2rc2qjhPLL8s9FfvpnZ2ONUBzMr2zzgcOAoSVeSAuCXWfff8Y3URi0n520kfxihzQ+33cTagBHSg2BLSfm/kHJ2IQXltX//PyPpKNIo6DuAb+f2ngBuBr4bEQ0DyAIsbXGs23uxBVAb0V7SovziNto0Mxt3POJrZmW7kZS/ui8p33RT4IYm/3avV/t5dXJEqI1tQV3dL5CC3mWkB7i2ioiNI2JaRLyB9MBbjepPGhHXAzOB40ipGkuAN5BGqhdImtvxHWjPqy2OjeZetEMjFzEzG38c+JpZqSLiFeD/kn7+nJV3t/Mw1ZP59W1dnLY2W8NJETEvP5hWb6vhFepFxIqIuDAiPhIRM0jpAhfmw8dKqn9wrjbt2KQWTU5p98Kb6PZeLGdtQD29RblO8qPNzMYNB75mVoVaPu9EUn7tdS3K1tRyXg+RNLFlydd6Y369u8nx93bSWET8R0QcR5obGNIDejXP5tdpOae2kV07OV8DXd2LiHgJuD9/ulejMnmWjYbHzMzGOwe+Zla6iPgVabGEOcApEfFiG9UuJuXjTgc+16pgnqu23or8+vYGZSeTpvxq1M5ICznUZl2oX+3sN6TZFAQc0qDN7Vn7YF+3RnMvatO1HStpiwZVjiCldpiZ9R0HvmZWiYg4MyI+ExEjLlGcyz8AnJs/PVPSBZL+qHZc0mRJ+0v6PuvOxQvw4/x6tqS986gmknYF/hXYsslpj5d0k6SP1U8JJmkzSZ8HZuddN9Vd50vANfnTcyTtKWm9vB2Qr6XZNGVtGeW9uICUY70lcJOkd+Q6EyUdSUrhWIGZWR/yrA5mNp78HWm54ONJi02cIOm/SHmrU1j7UNaCYfXOAPYnTeu1AFgt6VXSDA4vAIdSF7zWEXBA3pD0PGkGis3qyszND8DV+xywXz7fbcAq0kDDJOAe4BxGv9RxV/ciz1TxYeAGYBfg3ryAxyTSyPVC0lRnp2Nm1mc84mtm40ZEvBoRJwB7ApeQFlrYgBQA/ha4mjRrw6HD6j1CWoXtEtJo5wRSLu6lwK4RcXOTU/4AOJa0AtoDpKB3MvB74FrgLyPibxpc5yPAbqQp2pbm8/2O9DDfHqxdGKNr3d6LXPdWYOfcr6WkgHeIlH6yLylVw8ys7yjNVW5mZmZm1t884mtmZmZmA8GBr5mZmZkNBAe+ZmZmZjYQHPiamZmZ2UBw4GtmZmZmA8GBr5mZmZkNBAe+ZmZmZjYQHPiamZmZ2UBw4GtmZmZmA8GBr5mZmZkNhP8PueNtRocKrsUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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p6RKZWQW1g0kXkf/rJVcNfd8WUnzAbGN9gckqaixI/HK2j5n1ypD8aGoHET+fIV0dZtaV2i8djdKdwcyMsFAJhP9PGyvIFslKAa9gZhVmNpDwYZV4TfzB3b/Ocupoan9y/ye1XSEKMaXTf4Bvottnm9mJ6RKaWQszS/5pcBi1g1ZuSNXCaGbtCCtrJa55SMOqXHBbEpZGTuUqwsT0AA+6ez5dGiCsBpc452IzOy5TYjNb3czOSXP4ZmCz6PYf3P19AHcfQ1joAcKHYLYvUJlcQwimAW40s4xTNJnZumZ2Unxf1LKdmGFkLcJczanOPYWwullGZjY8NjvECdnSp+Lu31Dbx3kbQmt42sGMZrZe0q6nCfPrApxkZgeT2o2EOX8B7i3WFzt3f53an84PMrN0r18s6J5i/+DY4zq4AXX5itr/Q/rVN58iSbz2WgL3mVmb5ARmtilhTlsIs17k03cdQveyMsIXnBfqWc98bUrtwLrGKlMkJ+rDu2pYzcx6x+63JPyntB6h5eNQaqd9qgH+6u43ZsvU3d3Mbif8lJ0IOBcTgsgGcfelZvZ7wodna+BuMzucEAh/SWgVW48wL+zvCR/oQ2Pnf21mfyasSNYNmGBmNxDmaF1M+JnwYuAX0Smjorlkm5JxwJVmtjVhDtXvCX2aT6L2p8oZwB/zzdjd50SP5wuE18O9ZnYsIfj6jPAh2ZkQVO8J7E8IkG+J52NmR0T1gfCz6U1JRf0lOn9X4EIze9nd8/4gjJ7PUwivrTbAc2b2JGHVta8JX27WIHxJ2Ccq8x1q555NuIbQ4r8RcEr0RehWQmDUFTiSsJzuOLJ3eyiUcwkB2S8Irdc7mdlthBbp+VG9+hB+RfmO2uced6+Ogu3RhP/PR5rZnYTHZSZhDtgzqf0VYzJwSZGv5zjCCoZrAFdFvxzdTehisJjwf0U/wvPwPDCwiHV5jPALRh8z69TAcQWFdC/h/639CEsJvx/9//QBYUaJPQnzWCemNPtjvtMzUvs6eSmaQSVX+2VpdU4Y5+6fJu37Vez243mUKVJ8pV75QltxNlZcaSvX7Q2yLMGZopzVqV3y1YERBb6OHahdjjfTNjDN+VdQuzJcuu0R0q8sNTiWrleGep4QS9c/Q7r+sXQnZClvG2qX5k21TQe2zuH5H5yhPjsRBvfk8vr4JOnc9aldUvg7klbviqXrQe1AwulAtwa8Hg6mdrW0bNszGR6brzKc90VU58T94WnyGZ7puczzuroBY3K4pifTnH8AYUR8pnM/BnrW53WZ7rozpNmIEOBmu56hWd4DaV+7OT6um8fyOq3Y79983n+EOWqfzPL4LCXFMsfZngvCdHyJJbZPyuFxGp6lHqm2Ov/nUrtU+5sNed60aSvGpi4Nq6YFhMDjE0Lfy4uBzdx9N8+z762Hn0afju1q6GC15PzHARsDZxFaI6cTPgRmET5Q/0Noof53mvP/Qphk/1bgc8KqRYsILV0PAvu4++88zcpSJTaH0PpzAeGDZA7hy8VnhJbrzbyBE8m7+9uE4OQEQr/eyYTXx1JCf9dxhO4hBxMCcACi/rgPEVqgaoBjPE23Cg/z8Cb63XYjtCbXa0o1d/8vIZg4F3iW0Oq9mPCT7w/Am8ANwF7UzhiSnMckwmviT4TBW/OBudHtK4A+3vC5g/Pi7j+4++6Ex/khwvOwkPB6/RJ4DjiDNP2X3f1ZQpeFqwivldmE5/AHwvvmFGBbz7+VsF48dCfYGjiGENR9R3ieqgiv3yeAY4E/F7kenwIvR3ePLWZZ+XL3+e5+COHLysOEL/aLCc/5Z4RfU3q7+3Xpc0lrX8IvITWsuBBL0URdMBIrGyb/0iNScubupa6DrOTM7AtCUPqFu2+aLb2kF/VZvDK6u75nXnZUiihatQ1Cn9cTSlkXqT8z2xN4hdDy2Nvr/gzf7JjZvYSuJW+6+26NVOaNhHm4vyJ8GdeAtSYkGgB9PmFway/CL2WPAFd45mXWMbNNCI0B2xGmT2xJ+IL2LPBPd5+W5pzrCMveVxC6aF3p7q8W6JLyphZeaRAz608IdqHArbsiIg0VfcC+SphucXBpa1N80aDHA6O7jTU7w1qEXyAA/qxgt0kaQhjr8inhF7JHgfOAp9LNBhTTndD3/gngUkK/+5eA04B3zWyF1TCjsRFjCV3m/kH4Fbkd8IKZ7V2oC8qXBq1JQ10a/V0A3FPKioiIpDGI0ML0WzPbyt2b0nzbhdaF2sGljTUQ91JCF4q3CK2G0oSY2RaEIHekux8W2z+R0P3kCEL3wJTc/RXCryTJ+Y4hPN8nEALbhGsJA+O3d/cPorT3EbpRDjOzTb0E3QvUwit5iaan+oWZ9TGzWwgj4gFucffZpaybiEgqUYB7PGHWkFxWN1tpufuP7j442r4vdnlRf/xphP7jp5YikJGsjiT8wjE0af8dhMaqY+qZb2JMwPLV9cxsNcJYhNcSwS6Au88D7iT8ItyXElALr+TrPGr7mCZ8CVxdgrqIiOTEG7a8taQRBbh/L3U9JKO+hAGM4+I73X2RmX1AjgFotPJfO8JUoZtTO0/0s7FkWxGm1ns7RRaJxWD6JtelMSjgLZA11ljDe/XqVepqFN3aa6/NtGmhf3pFRQUdO3Zk7bXX3rhly5Zz+/Tpk+VsySb++Pbu3XuiHtPS69Kly/F9+vQ5vtT1EJHCePfdd39y966NXe6+e6zmM2cVvnvzux8t/oQw+1DC7e4eH1OzDvCTuy+mru+Bnc2swt2XZCnqFMJCQwmTCDP0vBHbt04s31RlQZhPvtEp4C2QXr16MWHChOwJRUREpGTMrFGm50s2c1Y1417oUfB8y9f+apG7Z2odaUvtSpXJFsXSZAt4nyRM79mOsHjTwYSFcZLLIk15i5LSNCoFvCIiIiLN1wJgzTTHWsfSZOTu3xHm1AZ40sweB8abWRt3vzYpn1YNKasYNGhNREREpMgcqCnCvxxMBdYws1RB6LqE7g7ZWnfrXk8YDPo+YWGoeFmJfFOVBam7OxSdAl4RERGRonOqvabgWw7GE+K9HeI7o0Fo2wAN6Y/ZBlg9dv9jQneGnVKk7Rf9LUn/TwW8IiIiIs3Xw4QG5oFJ+08l9KddPoOJmW0YLRNNbN9aqTI1sz2A3tTOvpCYfuwpoL+ZbR1L244w6O0rSjBDA6gPr4iIiEjRhS4NjT9Nsbt/bGbDgHPMbCRhGrHNCNOMvs6Ki068AvQkzNub8C8zW5uwYuFkQl/c7QkLVswFLkwq8lJgL+BFMxsC/EwIrtcFDizVXM0KeEVERESat4GEacROIyw9/RNhirEr3LP2i3iQsHDLsYRZGZwQ+N4G/NPdv40ndvevzWwXwvzMlwAVhJUO93P3lwt1QflSwCsiIiLSCHIcZFZw7l4N3BBtmdL1SrHvEfJcMtrdPwN+nc85xaY+vCIiIiLSrKmFV0RERKTIHKe6NN1XBQW8IiIiIo2iFIPWJFCXBhERERFp1tTCKyIiIlJkDlSrhbdk1MIrIiIiIs1akwx4zazMzAaZ2edmtsjMppjZDWa2Wo7nX2pmj5rZN2bmZjYpj7L/EZ0zr94XICIiIpKkBi/4Jrlpql0ahhBWAHmCMGdcYkWQbc1s7xwmSb4GmEWY6LhTroWa2TbAIGAeK64yIiIiIlJvDpqloYSaXMBrZlsA5wIj3f2w2P6JwE2Epez+k+b0hA3d/ZvovEqgXQ7llgN3AM8BHYA+9boAEREREWlSmmKXhiMJratDk/bfASwAjsmWQSLYzdN5wOaEYFtERESkoGqKsElummLA25fwHI6L73T3RcAH0fGCMrOewNXAVe4+udD5i4iIiEjpNLkuDcA6wE/uvjjFse+Bnc2swt2XFLDMfwETgRvzOcnMTgNOA+jRo0cBqyMiIiLNieOalqyEmmILb1sgVbALsCiWpiDM7EhgP+B0d1+Wz7nufru793H3Pl27di1UlURERESkgJpiC+8CYM00x1rH0jSYma1O6Ct8l7uPLUSeIiIiInU4VKuBt2SaYsA7FdjczFql6NawLqG7Q6G6M1wJrAbcYWa/iO1vA1i0b7G7TylQeSIiIrIKcjTIrJSaYsA7HtgH2AF4I7HTzFoD2wBjClhWT0LA+06a418BnwC9C1imiIiIiDSiphjwPgxcBgwkFvACpxL67o5I7DCzDYGW7v55Pcu6Dnggxf6rgA2AY4GqeuYtIiIiEjGqtaZVyTS5gNfdPzazYcA5ZjYSeJbaldZeZ8VFJ14htNKu8Aoys2Oj/QBdgQozuzy6P9nd74/KejtVHczsHKCnuz9WmKsSERERkVJpcgFvZCAwiTDl14HAT8DNwBU5LCsMcDLwy6R9V0d/XwfuL0w1RURERLJzoEaD1kqmSQa87l4N3BBtmdL1SrO/fwPLb9D5IiIiIsnUpaF0muI8vCIiIiIiBdMkW3hFREREmhNHLbylpBZeEREREWnW1MIrIiIi0ghqXC28paIWXhERERFp1tTCKyIiIlJk6sNbWgp4RURERIrMMar1w3rJ6JEXERERkWZNLbwiIiIijUCD1kpHLbwiIiIi0qyphVdERESkyDRorbQU8IqIiIgUnVHt+mG9VPTIi4iIiEizphZeERERkSJzoEbtjCWjR15EREREmjW18IqIiIg0Ag1aS83M7ilEPu5+YrpjCnhFREREpJSOg4J8G1DAKyIiIlIq7pqlIYPXyB7w/hJYBryV4tjOQEWmkxXwioiIiDSCGnVpSMnd98qWxsyqgVnuvmeKY1OBtTKdr68aIiIiItKsqYVXREREpMjCSmtqZywVPfIiIiIi0qyphVdERESk6DRorZQU8IqIiIgUmVZaKy0FvCIiIiLS1D0JzElzzLOdrIBXREREpBFUu6Ylqy93PyzD4SuA1TKdr4BXRERERFZa7n5XtjQKeEVERESKzDFNS1ZCCnhFREREpEkwszWA3wM7Ad2AGmAaMBZ41N1n1ydfBbwiIiIijaBG05JlZGYDgb8CbaNdDsvXYz4OuNHMrnT3G/LNW4+8iIiISJElVlor9NZcmNmfgRuBNsB84Gngn4SHbgHwElAO/NPMrs83/+bzSImIiIjISsfMtgSujO7eAXR394Pd/ZJo31x335fQzeEH4AIz2z2fMhTwioiIiBSZY1R74bdm4hxC14WH3P0Md69KlcjdPwD+TGj1PTufAhTwioiIiEgp9ScEvH/NIe0j0d+d8ylAg9ZEREREGoGWFk5rXWCBu3+aLaG7/2xmc4Gu+RSggFdERESkyNyhWrM0pFNOGJiWlZm1AtqRfpnhlPTIi4iIiEgpzQA6RsFsNgcTuj+8l08BCnhFREREis6oKcLWTHxEiEn7ZkpkZjsBQwkB7535FKCAV0RERERK6UnCzAtHpzm+uplNBN4C1gIecPdH0qRNqUkGvGZWZmaDzOxzM1tkZlPM7AYzWy3H8y81s0fN7BszczOblCZdazM71cxGmdkkM1sYnfOgmW1W0IsSERGRVZYT+vAWemsmngC+AnYxs04pjrcAegA/AX9w9+PyLaCpDlobApxHeABuADaL7m9rZnu7e02W868BZhH6d6R64BJ6AbcDbwJ3AVOBDYAzgUPNbD93H92A6xARERGRDNx9JrBpmsPHEga0TQHezyEGTKnJBbxmtgVwLjDS3Q+L7Z8I3AQcAfwnSzYbuvs30XmVhNF8qcwAto0mMo7XYQTwPmFJuz71uQ4RERGRuOa0FHBjcfdsMV9OmuIjfyShM/LQpP13ECL8Y7JlkAh2c0g3MznYjfZ/ClQCvXPJR0RERCQTx6jxwm+Sm6YY8PYFaoBx8Z3uvgj4gCwj+ArBzMqAtQnrNYuIiIhIIzCzA6NxWN+Z2ZJoLNekaHzVfvXNt8l1aQDWAX5y98Upjn0P7GxmFe6+pIh1OJMQ8F6dKZGZnQacBtCjR48iVkdERERWdurSkF40McEDwK+jXR79LQfWi7bfm9kzwNHu/nM++TfFR74tkCrYBVgUS1MUZrYzYaDcR4TBb2m5++3u3sfd+3TtmtcKdyIiIiJSawQh2HVgLHAxcGB0rAq4nDCTw4HAk2aWV3+OptjCuwBYM82x1rE0BWdm2wPPEGZrOCDqRiEiIiLSIA7UNJ9pxDOT2kAAACAASURBVArKzA4EBgDLgOPc/aHYMYDF7n6tmd0CjAb6E2ZvuC/XMpriIz8VWCPN8nLrEro7FLw7g5ltB7xE+Baxh7t/X+gyRERE0vGaudTMv5eanw6n5qeDqJl9Nr74Hdw9+8myEjCqi7A1EycSJiz4azzYTebuc4FLCd8f8pqLtym28I4H9gF2AN5I7DSz1sA2wJhCF2hm2xKC3bmEYHdyocsQERFJxxe/gc85F3DwhWHnsq/wJW9Bi42h811YWfuS1lGkiHaM/t6WQ9oxhIB363wKaIotvA8TLmRg0v5TCX13RyR2mNmGZpZuouKcRMHuy8B8QrA7sSH5iYiI5MOXVuKzzwZfUBvshiNh39JP8dknr1Itvc3xUhNdGgq9NRNrAHPcPevsWNGkBnOBDvkU0ORaeN39YzMbBpxjZiOBZ6ldae11Vlx04hWgJ6zYpm9mx0b7AboCFWZ2eXR/srvfH6XrSWjZ7UxY1GLnaNBa3BPuPr9Q1yciIhLnc2+gdkx2Kktg2ZewZBy02jFDuubh9dfhnHPgySdhww1LXRtpJNXk2AhrZh0Jwe60fApocgFvZCAwiTDl14GEtZNvBq7IcUm5k4FfJu1LTDH2OnB/dHt9oEt0e3CavNYntP6KiIgUlNfMgiXjc0i4EF9wL9aMA95Fi+BPf4IhQ0IL7wknwGuvQXl5qWtWOM2oz22hfQdsbGad3X12lrRnRX/fyJgqSZNsC3f3ane/wd03cfdW7r6uu1/g7vOS0vVyr7vMiLv3d3dLs/WPpXstQ7rENqn4VywiIquk6mlgFTkkdFjWfHvcvfsubLcd3HhjbXeGN98M92WVkFhsLLmxcjkz62lmlxAaKJ0whWzOmmTAKyIiskqw1oRfc3NJW7Qp6Etm6VL4y1+gXz/47LO6x2fObPw6FYu7lawPr5mVmdkgM/s8WrlsipndEC32kO3cjc3sL2b2PzObYWZzzewDM/tTqvPNbLCZeZrtojTFjCQEsSelOd4NmEhYH8GAc9x9Qk4XH2mqXRpERESav/L1wdolDVZLpQ20GdAoVWosn38Oxx4LE1KELT17wvDh0L9/Y9equKpLN8hsCGEs1BOEltHE2KhtzWzvLN1FTwLOBv5LmDhgKbAH8Ffgd2bWzz3lC3gQoUtq3LtpyngOuAMwM+vk7nNixxJDGOcRxm793d3HJWeQjQJeERGREjErw1c7BeYOIePANQNrc2ij1auYamrg5pvhkktCv91kJ50U+vF2yGsMvqRjZlsA5wIj3f2w2P6JhAH7R7DihADJHgOudfeq2L5/m9lXwJ8I46ZuSXHek7l2C41mXjgjzeEewIKkIDhv6tIgIiJSQtb2OKjYgdrFRJO1xjrdhJWt/BHg5Mmw994wcGDdYHfNNeG//4W77mqewa4DNVjBtxwcSegGMDRp/x2ElWuPyVhv9wlJwW7Cw9Hf3unONbMOZtagxlV3n9rQYBcU8IqIiJSUWTnW+TZoNxDK1gBrE7o5UAEVO2Gr34+1SjuWZ6XgHroobLkljB5d9/ihh0JlJQxoXr02moq+QA21A8MAcPdFwAfR8froHv1NN3fuR4TVaxeZ2Vgz2z/XjC3Y2Mx2ibaNLVpjuL7UpUFERKTEzMqxdifhq50A1d+EachsLcpadC111Rrshx/gtNNC622yjh3hllvg6KOhYeHMysBK1Yd3HeCnqNtAsu8JaxBUuPuSXDM0s3LgCmAZdbtDzAFuB8YCs4FNCNPNPmNmJ7n78Az5bgRcBhwKJC8tONfMniQsP/xVrnVNUMArIiLSRMxY/D1vzniWyqqxLPXFtCpry3ad92TnNQbQqWLNUlcvbyNHwumnw0/JQ5eAX/0qdF9Yb73Gr1cphJXWihLVr2Fm8aF/t7v77bH7bYFUwS7UdhxvC+Qc8BK6R/QDLnP3L+IH3D256wRmdjdQCQwxs8eSp5mN0hwF3AW0IjxcyevttQOOJQyUO8XdR5AHdWmQJm38+PGcd955bLnllrRr1451112Xgw46iAmphvWKiKzEPprzBv/++mI+nDOGpVFj3OKaBYyb+Tw3f3U+E+dVlriGuZszB447Dg47rG6w26YNDBsGL7yw6gS7RfaTu/eJbbcnHV9ACCJTaR1LkxMzuxo4hxBYX5vLOe4+E/g30AlIXtEWM9sRuBeoAD4mDITbCFgt2jaK9lVGae41s51yrTMo4JUm7rrrruORRx6hf//+DBkyhIEDB/LFF1+w44478uyzz5a6eiIiBTFt4USe/G4YS30xNUnz8lazjCU1i3hg8t/4eemsEtUwdy+/HPrq3n9/3WP9+sGHH8JZZ60KXRjqqqas4FsOphJagVMFvesSAuacWnfNbDBwOXAP6WdVSGdS9HeNFMcuJ8SkzwHbu/twd//G3RdF2zdRV4jtozRGmCEiZwp4pUm74IIL+Pbbb7n55ps59dRTufjiixk3bhzdunXj8ssvL3X1REQK4o0Zj7PMl2ZMU+PVjJv5XCPVKH8LFsC554auCt99t+Kxli3hmmvgjTdgo41KU79V2HhCvLdDfKeZtQa2AXL6ydTMrgSuBO4DTnH35C4H2SSe+VSD3HYmBLFnu/uydBm4+1JqlxZWC680HzvvvDMVFSsuu9m5c2f22GMPPv300xLVSkSkcGq8hk9/fgcn09z/sMyX8u7sVxqpVvl55x3YdtswAC1Z794wbhxceim0WIVHDjlGjRd+y8HDhP6wA5P2n0rou7u8L6yZbWhmmyZnYGZXEJb0vR84Md1CFWbWwsw6pti/HnAmMJMwmC1ZBTDH3Sdnuxh3/5YwMC6XNbmXW4VferIymzp1KmuskepXERGRlcvSmsXk2li2uDrnrpaNYsmSsDTwtdeGBSXizOAPf4CrroJW6XqQStG5+8dmNgw4x8xGAs9Su9La66w4y8IrQE+oneDXzM4GrgK+BV4GjkqaIewHd38put0OmBjNpvAZtbM0nBIdOzLNqmxfAb3NrE2a48uZWZsor09yuPzl1MIrRTV//nzKy8sxsxW2Fi1asOaaazJgwABeeuml7BnFvPXWW7z++uv8/ve/L1Kt65o+fTrnn38+G264Ia1bt6Zbt24MGDCAV15pWGuLuzNixAj22msvunTpQuvWrVl//fU544wzmDhxYsZzv/32W4YOHcqAAQPo0aMHrVq1on379my99dZccsklTJs2rUF1E5HG0bKsFblOMdq6vG2Ra5O7ykrYcUf429/qBrsbbABjxsDf/65gN66GsoJvORoIXARsAQwjrK52M3BQlmWFoXae3h6EgWX3J23xvrQLgceBPsClwK3A0YRAeWd3fzRNGXcC5YRW4GzOIjTY3p1D2uUs/y4YkkqfPn1cMwfU9fbbb7PzzmFAZrdu3Zbvr6qqYlFsmZ2hQ4dy/vnnZ83vxx9/pG/fvpSVlfHhhx/SoRGW4/noo4/Yc889mTlzJgAdOnRg3rx51NTUYGZcc801XHLJJXnnu3TpUg4//HBGjRoFQIsWLWjfvj2zZ88GoF27dowaNYo999yzzrlTpkyhZ8+eK7QKdejQgfnz51NdHQa8dO7cmccff5w99tgj77qJSON65NsbqKwam7FbQwtrya5r/Ia91jqyEWtWV3U13HgjXH55aOFNdsYZ8M9/Qrt2jV+3XJjZu+7ep7HL7bb56n7Uf/YpeL5Dt324JNdTaGb2IPBb4C/AkOSpy8ysPTCIMP/vY+5+RD75q4VXiur9998HQvA1ffr05duCBQt488036dWrFwCXXHIJP6WaqDFm7ty5HHDAAcydO5ennnqqUYLdhQsXcvDBBzNz5ky23XZbKisrqaqqYvbs2Vx44YW4O5deeikvvvhi3nn/8Y9/ZNSoUbRo0YIhQ4ZQVVXFrFmzmDJlCocffjjz5s3j0EMPTdlSmwhqDzzwQB599FFmzZpFVVUVCxYs4Nlnn2X99ddn9uzZHHLIIUyfPr3Bj4OIFNfuXQ+jRZYVWMusBTt02beRapTa//0f9O8fuiokB7vrrAPPPQf/+lfTDXalaTKz+wmLWMwldJ/40czeNLNHzewRM3uLMNhtcJRmqZndn2J7IF0ZCnilqBIB77bbbrvCfjNjl112YejQMD/1okWLGDNmTNp8Fi5cyIABA/jss894+umn6d077dLdBXXbbbcxefJk2rVrx1NPPcUWW2wBhNbU66+/nkMOOQSASy+9NK98f/zxR4YNGwaEmSgGDhxI27bhp8ru3bvz4IMPstlmm1FVVcVf//rXOud37tyZ999/n6effprf/va3dO7cGYCKigr2339/nn32WVq3bs3PP//MbbfdVu/rF5HGsVabXhza/TxaWivKkj6ay2lBRVlrju31J9q3XL0k9XOH22+HrbeGN9+se/zII+Hjj2G//Rq/biuTEg1aWxkcRej60JEwwK4VYRaGQ4HDCItcJBak6BClT7elpEFrUlQffPABUDfgTdh6662X354zZ07KNEuXLuW3v/0tY8eO5b///e/yLhKNYcSIMHj1qKOOYt11161z/OKLL+bJJ5/kvffe4/PPP2fTTesMbk3p1VdfZUnUPDJo0KA6x8vLyznvvPM488wzefDBBxk6dCgtW7Zcfrxjx44rPHbJNt10U/r168drr73Gu+++m1OdRKS0enfahW6te/LWT6P4uOpNltYsplV5W7bvvDf9uhxIp4rSLDM8dSqcckpovU22+uqhRfd3v2v8ekmz8udiF6CAV4pm2bJlVFaGlYG22267lGm+i03W2L179zrHa2pqOProo3n++ecZMWIE+zVi88HcuXOXB4v77pv6Z8R+/frRsWNHqqqqePXVV3MOeCdPDjOvdOzYkbXWWitlmkRes2fP5r333mPHHXfMq/5dunQBars/iEjT17V1dw7pfjaHdD+71FUB4OGH4cwzIRpasIIDDoA774S11278eq2MwrRk+mE9FXe/pthlKOCVovnss8+WD0xL1cLr7vzjH/8AYPXVV2e33Xark+aiiy7i0Ucf5Ve/+hXLli3jgQdW7J5zzDHHFKHmwWeffbZ8UFiiK0OysrIyNtlkE8aNG5fXvMCJEdk1yUObY5Ytq517+5NPPskr4F22bBlvvfUWQKN1/xCR5mPWLDj7bHjoobrH2rULg9ZOOWXVXC2tIarRA1YqCnilaBLdGdq2bcvGG2+8fP+yZcv46KOPlg/2MjOGDh1KmzZt6uTx3nvvAfDSSy+lnL4sOeAdPHgwV111Vb3qe+WVVzJ48ODl9+ODxdZZZ5205yWO5TMNWM+ePYHQijxlyhTWS7GgfDyAnjp1as55AwwbNozp06dTVlbGcccdl9e5IrJqe+45OPlkSPVf2m67wfDhYdoxkZWJAl4pmsSAtcWLF6/Q/3XWrFksXRqW0OzSpQvDhg1LO6fua6+9lleZ7dq1W2H6s3zPjZs/f/7y26mC8YTEYLN58+alTZNsjz32oKKigiVLlnDddddxS9LyREuWLFk+oA9CYJyrjz76iMsuuwyAc845J23rtIhI3Lx5cNFFkGqca0VFmG930CAoL2/8ujUHDs1pkNlKRwGvFE0i4K2uruaHH+ounb3JJpvw6quvZmw9zddFF13ERRddVJC8ijlH9ZprrskZZ5zBTTfdxK233krHjh0588wz6datG5WVlVx88cVMnDiRli1bsnTpUsrKcuv3NW3aNA455BAWLFjA9ttvz3XXXVe0axCR5uPNN+H44+Gbb+oe23ZbuO++sESwyMpKvaelaD788EMA7rnnHtwdd6eqqornn3+eDTfckC+++KJRV0vLV7zFd+HC9CsdLliwoE76XPzjH/9gwIABuDvXXHMN6623HhUVFWy33Xa88sornH322WwQ/W7YqVOnrPnNmjWLffbZh4kTJ7LRRhvxzDPP0Lp167zqJCIN9/OSRXxVNYPv588p6hfnQli0KMypu/vudYPd8vKwuMT//qdgtzDCoLVCb5IbtfBKUUyaNGn5imFbbbXV8v0dOnRg33335cEHH2SHHXbgzTffZMyYMey+++6lqmpa8ZbnqVOnsskmm6RMl+hfu3aeQ5VbtWrFqFGjeOyxxxgxYgSffPIJ1dXVbLrpppx66qkMGDBg+eIaG220Uca8qqqq2HfffamsrKRHjx68/PLL9e7aISL18+ns6QypfJ23fviGlmXlVHsNa7Rux1mb7cLh62+T8/LBjeWDD+DYY8MSwck23hjuvx922KHx6yVSDAp4pSgS3RnKy8vZfPPN6xzv27cvffv2Zfz48TzwwAMFC3ivv/56rr/++nqdm9wdYtNNN8XMcHc++eSTlAFvTU0NX3zxBUDK68zGzDj88MM5/PDD6xwbN27c8pblfv36pc1j/vz5HHDAAUyYMIG11lqLl19+mR49euRdFxGpvzenf8MZbz3C4uplOLCkJkwH+N38OVz9/ouM/WEiQ/r9pkkEvcuWwXXXweDB4Xay886Da6+FaHiCFFCNZmkoGQW8UhSJGRo23njjtD+rH3LIIYwfP54nn3ySf//73zn3U81k3rx5KfsL53puXPv27enTpw/jx4/npZde4tBDD61zzjvvvENVVRUAe+21V73KTeeee+4BoH///mn7OSdWoBs7dixdunTh5ZdfztoaLCKFVbVkIWeNfZRF1SmiR2Bh9VJemfoVD3/zPkdsmHpO8sby5Zdw3HHwzjt1j623HtxzDxT4vzKJuEO1Bq2VjDp/SFEkWnjj3RmSJRaRmDFjBu+k+t+3HgYPHry8v3C+W3xKsoSjjgqrFI4YMSLltGOJ1uTtt98+bZeH+nj77be58847gfTLFi9ZsoRDDz2U0aNH06lTJ1588UXNyCBSAo9N/DBrX92F1Uv512dvlaxPb00N3HILbLNN6mD3+OPD0sAKdmVlYGY9zWzDfM5RwCtFkUvAu+222y7vZ/rUU081Sr3ydfrpp9OzZ0/mzp3LQQcdtHxu3Llz5/KHP/yBkSNHAnDNNakXiRk+fDhmhpkxadKkFY6NHj2aIUOG8M033yxfDW327NncfPPN7LvvvixbtozTTjuNffbZp06+1dXVHHXUUTz//PO0b9+e5557Lu1qdiJSXKMmV7IwTetu3MzF85kyP/US6sU0ZQrsuy+cey4kj7/t2hVGjgxz63bs2OhVW+Vo0FrBvA18lc8J6tIgBTdz5szlSwZnCnjNjH333Zf77ruPp556Km3QWEpt2rRh1KhR7LXXXrz33ntsscUWdOjQgXnz5lFTU4OZcc0116QMSrOZPHkyF1xwARdccAEtWrSgXbt2VFVVLW8BOuWUU7j11ltTnvvWW2/x+OOPA7B06VIOOeSQtOWst956jB8/Pu/6iUhuFi5bklO6FlbGghzTFoI7PPBACHSjnlcr+PWv4fbbYc01G61KImmZWUtgL2ALoAOZG2XbRedcHdv3qruPTneCAl4puETrLmQOeAH2339/7rvvPiorK5k4cSLrr79+sauXt6233prKykquvfZann76ab7//nu6dOnCDjvswKBBg+rdd3fXXXfl/PPPZ8yYMXz77bfMnTuX7t27s8suu3Daaaexxx57pD03viTxokWLli/hnIqmJhMpru6rdWLivFlZ0y2pqWbNNu0boUYwYwacfjo88UTdYx06wE03hb68TWAM3SrDMS08kYaZ9QRGA73yPPVPsdvLojxSl9HU5whcWfTp08cnTJhQ6mqIiEgje23a15z/9kjmZ2m93a3bBtzzy6OKXp9Ro+C00+DHH+se23PPMDBtVZ7Ixczedfc+jV1ul826+gHDf13wfB/od1dJrqeQzOxe4BjgJ2AMMIewOF06RwFtgTtj+55y97T9I9XCKyIi0gC7dduA7qt15JufZ7LUa1KmaV3eggu27F/UelRVwcCBoT9unfJbwz/+AWefDQWYEEfqSdOSpZX4SXMnd0+x3t+KzOwgoK27n5ZrAXrZi4iINEB5WRn39z+W9Tt0YbUWFSsca13egjblLbl5p8PYcvXCLaOebPRo2Gqr1MFu377w/vuhL6+C3dJxoMat4Fsz0Q2YkUuwW19q4RUREWmg1Vu15alfncrr0/+P4V+OY8r82bRtUcHBPXpz+AbbsHqr4qzisHAhXHYZDB1a91iLFnDFFXDppeG2SBPWAliYNVUDCxAREZEGKi8rY891NmLPdRpn8Zfx48PAs88/r3ts883D0sCarbBpWYWnEcsm3wFleQ9A0yMvIiKyElm6NCwLvNNOdYNdM7jwQnj3XQW7slLpAeyYR/rtgO75FKAWXhERkZXEp5+GVt133617rFcvuPde2H33Rq+W5KJ59bktKHefmmf6H/ItQwGviIhIE1dTE/rpXnYZLF5c9/gpp8CNN0L7xpnmV+rB0SwNuTCz/sBvCa24XaPdM4D3gMfc/bX65KuAV0REpAmbNAlOOAFef73usbXWgjvvhAMPbOxaiRSWma0JPADsHe2K99PdAOgHnGVmrwBHufuMfPJvsn14zazMzAaZ2edmtsjMppjZDWa2Wo7nX2pmj5rZN2bmZjYpS/odzexlM5trZj+b2fNmtk1BLkZERCRP7nDXXbDllqmD3cMPh8pKBbsrE01LlpqZVQAvEIJdBz4EbgIuBM4BrgXejo7tBbxkZq3yKaMpt/AOAc4DngBuADaL7m9rZnu7p5ndu9Y1wCxCE3inTAnNrB/wGvA9cEW0+xzgDTPb2d0/ru9FiIiI5Gv6dDj1VHj66brHOnWCW2+FI47Q0sDSbJwLbEWI245z92dTJTKzPYBHorTnAtfnWkCTDHjNbAvChYx098Ni+ycSIv4jgP9kyWbDxATGZlYJtMuQ9iZgCbC7u38fnfMI8Bkh2N6nnpciIiKSl8cegzPOgJkz6x7bd9/Q6rvuuo1fL2mYxMITktLvAQNOTRfsArj7aDM7FXgcOJw8At6m2qXhSMKFJ0+lfQewgLDecka5rtZhZr8A+gKPJoLd6PzvgUeBvc1srRzrLSIiUi+zZ8Mxx4SuCsnBbtu28K9/wXPPKdiVZmkTYBEwKoe0o4DF0Tk5a6oBb1+gBhgX3+nui4APouOFLAtC35Bk/yME3tsXsDwREZEVvPhi6Ks7YkTdYzvvDB9+GFp91YVh5aY+vGm1AJbm0F0Vd3fCr/IV2dLGNdWAdx3gJ3dPMfkK3wNrRB2cC1VWIt9UZQGk/D5tZqeZ2QQzmzBjRl6DBUVERJg/H84+O3RV+D7pU6hlS/j732HMGPjFL0pTPykcp/DBbjMKeL8F2ptZ1gZNM9seaA9MzqeAphrwtiU0V6eyKJamUGWRpryMZbn77e7ex937dO3aNVUSERGRlMaOhW22CQPQkm21FUyYAH/8I5SXN37dRBrZU4RuzveY2drpEkVdTO8h/Pr+TD4FNMlBa4R+umumOdY6lqZQZQGkmt6i0GWJiMgqbvFiuOoquO66sKBEXFkZXHIJXHklVBTqd0xpMrTwRFr/BE4ANgc+NbM7gFeA76Lj3YE9gdOAjsBM4B/5FNBUA96pwOZm1ipFt4Z1Cd0dlhSwrES+yRL7UnV3EBERyctHH8Gxx4a/yX7xC7jvPthpp8avl0gpufsMM9sfeJLQ1fSiaKuTlBCT/cbdf8ynjKbapWE8oW47xHeaWWtgG2BCgcsCSPVfTD/Cg5ti1XIREZHcVFeHFt0+fVIHu2edBR98oGC3WXMNWsvE3d8FtiSsh1AJVBNiMI9uVwJXAlu6e95xYFNt4X0YuAwYCLwR238qoT/t8nGsZrYh0NLdP69PQe7+tZlNAA43sz+7+9Qo33UIc7y96u7T63cZIiKyMllWXcPLn37NXWMm8H8/zsSALbp34+Td+7L7xr2wekyT8PXXcPzxoc9usnXXhbvvhn0023uzp3l4s3P3OcDfgL9FkxN0iQ7NbOgv+00y4HX3j81sGHCOmY0EnqV2pbXXWXHRiVeAnrBixxgzOzbaD9AVqDCzy6P7k939/ljy84HRhJXVbo72nUtoZb6wYBcmIiJN1sIlSzn1npF8Nm0GC5csXb5/wsTv+eT7H9l1o57ceOSBlJfl9uOoO9x2G1x4ISxIMRLk6KPh5puhc+dCXYFI8xEFuNMKlV+TDHgjA4FJhA7KBwI/ATcDV+QyTxtwMvDLpH1XR39fB5YHvO4+1sz6A3+NNgfGAoe7+4f1vwQREVlZXPbYC3zy/Q8sXlZd59jCJUt548tJ3PD8G/zhgOSPlrq+/x5OPhleeKHusS5d4N//ht/+thC1lpWJWngLI/plfi13757rOU024HX3asKyvjdkSdcrzf7+eZb3NrBXPueIiEjzML1qLqM//4YlKYLdhEVLl/HQOx9x9l47sVqr1FMouMODD4a5defMqXv8oIPgjjtgLa3fKVKHmbUHNgY6kHmcWS9gdTPbm9BICfCNu09Md0KTDXhFREQay7MffVH7sZlBuRmvff4NB269aZ1jP/0UBp89+mjd89q1g//3/+DEE7Va2qoqsfCE1BVNSnAn8Dtyj00deDF2/6poS0kBr4iIrPJm/DyfJdXpW3cTllRXM2te3Q65zzwDp5wC01MMcf7lL2H4cOjVq+H1FGmmrgCOjG7PBOaQ+StoL0IM+3Vs36xMBSjgFRGRVd7q7drQoqyMZckrQSRpWV5Ox7atl9+fOxcuuADuvLNu2lat4Npr4fzzw4ISIq4W3nQOIUw+cIi7/zdbYjObSujDu3GuBegtKCIiq7x9e29MeVn2YKS6pob+m24AwJgxYQngVMHu9tvDe+/BoEEKdqVWDVbwrZnoBVTlEuzWl96GIiKyyuvRpRN91u9Oy/L0H4utWrRgwDabUWGtuegi6N8fJk1aMU15eVgW+O23YfPNi1plkeakFaEbQ9GoS4OIiAhw45EHcsxtDzNlVhWLli5b4Vibli3o3X0tDuy+B9tvD59+Wvf8TTcNSwP37dtIFZaVirumJcsghyGjDUqvURs/ywAAIABJREFUgFdERASgfetWPHzWUTzxbiV3jXmXaVU/g8P6XVfnxF36UPncZux6VhnLltU9d+BAuOYaaNOm8est0gwcB8zLI/05QF7vNgW8IiIikdYtW3Bkv204st82LKuuwQy++rKM446D8ePrpu/RI8zAsMcejV5VWQlp0Fpq7v6f7KlWSP9EvmUo4BUREUmhzMq45Rb44x9h0aK6x088EYYOhQ4dGr9usjLSPLzZmNlmwK+AjsB3wDPu/mMh8lbAKyIikuTbb+GEE2D06LrH1lwzrJZ28MGNXi2RZsvMhgLnwgpTTywws9PdfUQs3SCgB3C1u2ecezdOszSIiIhE3OHee2HLLVMHu4ceCpWVCnalftyt4FtzYGanEoJdgA+A+4GPCP1074lafhNWB84Hfp1PGQp4RUREgB9/hN/8JrTs/vzzisc6doT774fHHoOuXUtSPZHm7AxCy+5N7r6dux/v7tsAI4BywiC1hEcJszQMyKcAdWkQEZFV3hNPwOmnw4wZdY/tvTfcfTest17j10uaD0fTkmWQaMG9Mmn/jcDRwG6xfV8lnZMTtfCKiMgqq6oKjj8+dFVIDnbbtIFbboEXXlCwK1Jki4HZ7p702wofAzWEldgAcPeFQBWwbj4FqIVXRERWSa+8EmZamDKl7rEddwyLSGy8cePXS5opD33EJaUvge3NrEM86HX3ajOrAjon9pmZAe0IQXLO1MIrIiKrlAUL4LzzQleF5GC3ZUv429/gzTcV7Erh1WAF35qJ4YQ+vGelOLaEFWdu2JbQr3dyPgWohVdERFYZ77wDxx0HX35Z91jv3mFg2jbbNH69RFZl7v4vM9sfuNrMfgb+5V63PdzMKoBrCAHwc/mUoYBXREQazKt/xBc8BEveBhwq+mJtj8LK1y511QBYsgSuvjos/1tTs+IxM7j4YvjLX6BVq9LUT5o/RyutpWNmVwOVQD/gFuAiMxsN/EDovoCZ3QzsDWwS7b8+nzIU8IqISIPUzLsD5v2/6N6S8GdpJT5/OL7aKVi78wjd7kqjsjK06r7/ft1jG2wQ5t3dddfGr5eILHcZodXWo60ncGJ0LLEv0d3hA+AYd/8hnwIU8IqISL3VzH8Q5t3C8kB3uej+/Ltxa4O1O62xq0Z1NQwZAn/6U2jhTXb66XD99dCuXaNXTVZJWlo4gzshbYdkB+YDU4G33P3t+hSggFdEROrFfQnMux5YmCHVQpg/DF/tWMzaNFbV+OabsIDEG2/UPbb22nDXXbD//o1WHRFAszSk4+6nF7sMzdIgIiL1s/g1whSZWbjBoueLXZtQlMPtt8NWW6UOdo84InRxULArsmpRC6+IiNRP9bfguUyFuQBfNrnoEyhNmwYnnwzPpRi73bkz3HprCHhFSkWD1kpHAa+IiNRTBWE6zGVZ0pVjVtzpDx55BM48E2bNqnts//3hzjthnXWKWgURqSczKy9UXu5enWq/ujSIiEj9tNotexoAWkKr3YtShVmz4Mgj4fe/rxvsrrZa6N7wzDMKdqX03EMLb6G3ZmJpAbeU1MIrIiL1Yi3Wx1v2hqUfACkbVYAyaNETa7lFwct//nk46aTQlSHZrruG6cY22KDgxYpI4dWQfpaGglDAKyIi9WadhuAzfwM1c6gb9JaBtcc6DStomfPmwUUXwW231T1WURGWBh40CP4/e/cdH3WR/3H89UkndAUUUAQVUUEFQWynomD37J56FrBhA8X+07N3TxHsHvaCDdtZ72yInhVRBFRUFFCKFFF6+uf3x2w0ZHeT3eymkLyfj8c+NvnOzHdmoySfnf3MTGbaPiQVSQ9tSxZXl9ruQAGviIjUmGWuD+v+G1/+Tyj4L1hOKPAiyN0Da3URlpm+fIIPPgiHSPz4Y3RZ797haOBevdLWnUhaaVuy2Nx9Xm33oYBXRERSYpkdsDa34GVXQMm34WLWplhGm7T1UVgIl18ON98cHTRkZMAll8Bll4UZXhGRyhTwiohIWlhGS8jpl/b7Tp4cZnWnTo0u694dHn0Udtgh7d2KpF0jWmS21tEuDSIi0iCVlMD110P//rGD3eHDQzCsYFdEqqMZXhERaXC+/z7M6n78cXTZBhvAww/DwIF1PiyRGnMa1TZiax3N8IqISINRVgZ33QXbbBM72C1PbVCwK2sjr4WHJEYzvCIi0iDMmRP21X3zzeiydu3CIRKHHFL34xKRtZ8CXhERqVfuMHYsDBsGS5dGlx90UNhzd7316n5sImnjWrRWnxIKeM3swTT15+5+UpruJSIia7lFi+D00+G556LLWraE22+HwYPBFCeI1JiZZQBnA6cCXYFFwDPA5e6+spq2mwHHAnsBmwB5wA/AOGB0rPZm1gO4CdgNyAE+B65w93fS9JKSlugM7xBCqkisXzkVU0gql1cuc0ABr4iI8NJLcMopsHBhdNnuu8NDD8FGG9X9uERqTf0l3Y4CzgJeAEYCW0S+72Nmg9y9rIq2JwJnAi8BY4FiYHfgWuBvZraDu68ur2xmmwAfAiXAP4GlwCnAf81sX3d/K90vLhGJBrxXxbmeA5wBtAZmA+8BcwnBbUdgV8I7id+Be4HCFMYqIiKNwLJlMGJECGgry8uDG28MW45laFm1SMrMrCcwHHje3Q+rcH0mcDtwFPBEFbd4FrjB3SsmHN1rZt8D/yBMZN5ZoewGoA3Q190nR/p6FPgKuMvMNnev+zPnEgp43T0q4DWzHGB85B7HufvYWG3N7GhgDLALoHW1IiJN2LvvwpAhMHt2dNl224VDJDbfvK5HJVI36imH92jCROToStfvA24kpCvEDXjd/bM4RU8TAt4/DvM2s+bAgcC75cFu5B4rzOx+4GpgO+DTijcys8cSfTFVMHc/Nl5hKovW/g/YARgcL9gFcPcnzSwTeBS4kDAFXq1U8k2SbW9mRvgfYhiwGZAL/ET4jzna3ZclMmYREYlt9epw/O/oyn9ygayscGzwxReHr0Uaq7qf1wRCgFlGpSDT3QvMbHKkvCY2iDwvqHBta0IM9VGM+uUbDUYFvMDfiZ02m6xaCXiPBoqAJxOo+xThncTfSTDgJbV8k2TbXwtcArxDSN8oBgZEvt7PzHasj+l3EZHG4LPP4LjjYPr06LIttwyzun371v24RBqJdmZWcRZ2jLuPqfB9J2Cxu8dKK50L7GRmOe5elGiHkYnMywl5uhVnhztVuG+svgA6xyh7i6oD3oGE2Oy9OOW7EALtuFIJeDcCCty9tLqK7l5iZgWRNtVKNd8kmfZmlgWMIKwg3LNCIHyvmZUAxwDbAJMRERHmzf+dzybNoqi4hA06t2W7vt3IzIxOuC0uhuuug2uvhdJKfynM4NxzQ1leXh0NXKQeObWW0rDY3ftVUZ5P/DVUBRXqJBzwEtIjdgAucfdvK/VFnP4KKtX5g7vvXVVnZlYK/Obue8UpnwesX9U9Ugl4lxPeVfRy92lVVTSzrQgL22KsxY0ppXyTJNtnA82AX2LMGs+LPFebQiEi0tgtWryc6258mW++mYdlGGVlTnZWJlnZGZw+dA/22WurP+p+802Y1Z00Kfo+XbuGo4F3263Ohi7SlK0COsQpy6tQJyFmdg0hBXSMu98Qoy+IPduadF/plMoa2HcIQeWDZtY2XiUzawM8QHhzk+j+a3HzTQgzrdXlmyTcPrKVxnvAPmZ2kZltamZdzWwIYQeKx939+wTHLSLSKC1ZsoJTz3yYaV/Npai4lMLCEoqLS1m1uohlywoYfccbvPDvSZSVwahR0KdP7GD35JNhyhQFu9IEOeCW/kf15hEmKGMFoZ0JM8QJze6a2ZXApcBDwGlx+iq/b6y+IHa6Q1V95pR/WVW16u6TSsB7BSFK7wt8a2bXmtleZtYr8tjLzK4FvgX6AasjbRJRXb5Juwo/gHS0P4aw48SNwPfATOBBQh7w8QmOWUSk0bpnzHiWLSugtDT28onCwhJG3TaJ3XYr5dxzobDSb9/11oOXX4b77gsHSog0Re7pfyRgIiHe61/xopnlAb2BeLswrMHMriDEcY8CJ8dZ2zSVkM6wY4yyHSLPCfVXQfm+Le3MLDvGuLKAdsCKqm5S45QGd//OzPYjnLTRHrg48ogaCyGV4W9JzJSmmm+SbPtC4EdCMPwfwvuwwwjvYgqA62LdyMyGAkMBunTpEqc7EZG124oVBbz3v+/iBrvu8Mu8rZjx3UBKSzKjyg8/HO65B9q1q+2RikgMTxMW5o8A3q9w/RRCLPTHTluRQyOy3X2NJaZmdjlwJfAYcEK8jQMi24+9DBxqZtu4+5eR9i2AkwmTipV3aIgrsovW5ZFvM4A9gdcqVRsUKfupqnultAGMu78XOT5uOCFA7AmU/7YrJWwyPA64y91/T+LWqeabJNzezPIJJ4J87u5HVaj3lJk9BVxtZs9WSsoGILIKcgxAv379tIuDiDRKM35cSHZ2JkVFJVFlhYXN+e7rvfl1cfeosjZt4K674OijdTSwCFAvJ625+1QzuwsYZmbPEwLG8p2rJrDmmqi3CRsM/PEv1szOJOxa9RNhN4W/25r/oBe4+5sVvr+YsKvCG2Y2ClhGCK47A/snuuuVmW0O3BG512LCLO7dZjaYP3dr+AtwT2S871Z1v5R3PIwEstcA10SmmteJFC1x9+Ia3nYesKWZ5cZIS0gk3ySZ9ocD3Yk9Oz0OOJLwA40KeEVE1nbzVy1j7IzPeGfe9xSXlbJ5m/U4YbPt6bNuZ8r/qHlZ7L9PixZsxrff7E1JcdSia/baCx58EDrHyuQTkbo2AphF+FR6f0IAeQfhbILqtnktX/fUBXgkRvkE4I+A191nmNnOhDTR/yOcyvs5sE8ixwqbWV/gAkJ8lgF8QTjNbWJkDOMJn747YdMBCJ/U317VfdO6xXckwF1QbcXqTQT2IuSb/DH9XiHfJN4+bDVpX/7rOPpzuD9/PtoKXUQanbEzJnH9l2/i7hSVhX3DZq1YwrvzZ7BDh424c6fDyc3MolvX9hRXmN0tLs5lxreDWDC/V9Q9c3JKGT06k9NO06yuyJqsvk5aI7KF7MjIo6p6XWNcGwIMSbK/b4CDkmljZvsQDigbUH4bwuzzGe6+LLKZwP2EADq3Qp3lwBB3/66q+6ftpHIzW8/M+pnZrmm43dOEFzGi0vWY+SaRae8atQe+jjwPjjGO8msTEx65iMha4D8/f8MNX75JYWnJH8EuhF+cq0uL+XDhLM7/5N8AtGmTT79+3TAzlvzalYkfnRQz2G3dZi7vvbeK009XsCsiiTOzLwmpFrsRfg29C+zi7seWn3YbOdW3KyG2u52wscApQDd3f7G6PlKeuTSzIwlnKfeMXPKK941sSzaOkF9xiLsvr+6eqeabJNn+FUIC9X5m9h7wXORehxJO7hjn7p8n9tMQEWn43J0bv3yLgtLonNxyhaUlvDPve2avWMJGLdbhhOMHMvaxTZg9s3dUXbNSuvf4kPPPd7bfPh1zHiKNlFb7xNOL8NP5L3Ctu38Yq5K7LyCkYiQtpYDXzG4k5FkYIX8im0p7obn772b2C+FY4QNZc3a1KqnkmyTc3t1LzWwQIYf3UOCfhB/698BFwK0JjldEZK0w9bf5LCmsfu/3Mi/jqR++YNdVAzn++DYxg92WrRbRq/frnHHaphxzVKydiEQEAK+1k9Yag5cIgW6M3bvTo8YBr5ntRci1WEqYUn4BmEPs3REeIex1ewgJBryp5Jsk0z5Sdzlhy45LEhmbiMjabO7KpWQkkHNQVAxP3dKJS56AskrTDGbOXnv/xGmnL2XvPY+iWbOqtkYXEYnP3Q+p7T5SmeEdRpgJvcDdnwWw+L9AP4rU3TaF/kREJA3ys6I+jItSOLsDC+86kKLZ0cfTb7IJPPqosdNOG9XSCEUaKaU01JtUAt7tI89PVFkLcPeVZrYUiP7NKSIidWq79l0ojZMZ5mXG7y/vwJJndoOS6D8RZ5wB//wnNG9e26MUkabCzGLtlJW0yKf7MaUS8LYBlrl79YlgQVpejIiIpCY/K4fDum7NuFlfUlhh4VrxL21ZePeBFHy7YVSbTp3Cvrp7712XIxVpbJTDG0cR6fnhxN19LJWAdwnQwczyqwt6zawb0JKwiExEROrZ/20ziClL5vPdsoWsLilh2Vvb8utjg/DC6FzcY46BO+6Atm3rYaAijYlSGqqTyk+oyoA5lYD3U+CAyOOZauqeF3l+v8paIiJSJ/Kysnlyj+O5ecIkbj6/A8u+6BZVZ9114Z574Igj6mGAItLULAXOjFPmwOOEY4pj1bmTkHkQVyoB7/3AX4HrzewTd59duUIkJ+Ni4IzIYO9NoT8REUmjF8ZlcesZ27Pst+iyAw6A++6D9bXyQiR9NMNblQJ3j7suzMwej1fHzG6p7uY1Dnjd/WUze4Kwv+7nZvYi0DzS8TBgS0JA3CnS5B53/6im/YmISHr8+mtYfPZMjM/mWrSA0aPhxBN1WpqINB6pnrQ2BFgEDAdOiFxz4LbI1waUEQ5vuCjFvkREJEWvvQYnnQS//BJdtuuu8PDD0C06u0FEUuWADp6oNykFvO5eApwTOcZ3MLAj0JGwSm4BYf/dR9x9eqoDFRGRmlu+HM47L6QpVJabC9dfDyNGQEbcNc4iImuvVGd4AXD3GcBl6biXiIik13vvwZAhMHNmdNm228Jjj8GWW9b5sESaHFcOb72p8Xt5M+tiZp2TqN/JzLrUtD8REUlOQQFccAEMGBAd7GZmwuWXw8cfK9gVqTNeCw9JSCozvLOA+UCiQe8HwIYp9ikiIgn4/HM4/nj46qvosh49wqzudtvV/bhEROpDqtlayWZfK1tbRKQWlZTAtdfC9tvHDnbPPhu++ELBrki9cEv/o3FIZK76WeClmravy9nWfKCk2loiIlIj334bZnU//TS6rEsXeOgh2GOPuh+XiEg1diUcLxyXux9ZRfEmVDOJWycBr5ltCrQD5tRFfyIijZm788VP85izZCm5WVls121Dxj7UjIsugtWro+sPGRL21m3dus6HKiIVmHJuY3L3D1NsX1BdnYQDXjM7CDio0uXWZvZgVc0IR739JfL9+ET7ExGRaG9M+54bX32XZasLASha2oKZLw5kxawNo+q2bx+2ITuo8m9uEal7WmRWr5KZ4e1NOGiiomYxrsXzA9q6TESkxp6dOJXrX3mXguIS3GHp1C1Z8NYAygpzo+oecgjcey906FAPAxURaWCSCXjfrfT9FcAKYGQVbcqAZcBXwLuRgypERCRJv65YxXUvj6ewpJSSlc2Y/59BrPhu06h6ufkl3HdvFsceq6OBRRqWRrXIbK2TcMDr7hOACeXfm9kVwAp3v6o2BiYiIn8a9+kUAJZ/twnzXx9E6ar8qDr5XX9ik4Pf4YijjsVMO0CKiJRL5TdiN6A0XQMREZH43pw8l5kvDmTp1J5RZZZVTIfd36dt3y/JzcthxoLF9Npg/XoYpYhUSTm89abGAa+7z07nQEREJLZ33oHXr92H1b81jyrL6zSfTgf8h9x1fwdCGkNpmf6qiohUlMrRwtua2TtmdnMCdW+L1N2mpv2JiDQ1q1aFgyIGDiQ62M0opf2uH9D1uKf/CHYBikpK2ahdmzoeqYgkREcL15tUTlobDOwGfJ5A3WnAAOD4FPoTEWkyPv0Utt0Wbr89uiy33WK6DX6Sdjt/imX8+Rcvw4xdN+tKm/xmdThSEUmYAt56k0rAu3vk+Z0E6r4cedYZPyIiVSgqgssvh512CienrcGcDjtOousJT5C3/qKots1ysjh3n13qZqAiImuRVBatbQisdvcF1VV091/MbHWkjYiIxPDVV3DccfDFF9Fl3brBgw857y9dynOfAZ5JUWlYN5yfk03LvFzuGXwwXdu1rdtBi0hiHG1LFoeZXVOTdu6e8PkOqQS82YR9dhNVCkTvoyMi0sSVloajf//xDygsjC4fOhRuuQVatsxgAHtw2oD+vDDpa35Y9CvNcrLZs2d3dtykCxkZ+mMqImulSwin8ybKI/XrJOCdC2xqZj3cvfIHb2swsx5AC2BmCv2JiDQ6M2fC4MHw/vvRZR07wv33w377rXm9fasWDN29f90MUETSxpRzG8/9VB3wdgR6AhsRDjR7liQzmFMJeMcD3YGrgKOqqXs1YWDjU+hPRKTRcIcHHoBzzoEVK6LLjzwS7roL1l237scmIrVEAW9M7n5qIvXM7CjgHqA1cGQyfaSyaG00IU3hCDN7zMw6xhhYRzN7HDiCkP4wOoX+REQaLPdivOB1yn79G2ULd6Rs4a6ULb0GL/kpqu78+fDXv8Ipp0QHu23bwpNPwlNPKdgVEanI3Z8CTgUOB4Yl0zaVgyemm9m5wG3A34EjzexLoPy3+0bA1kBm5PsL3H1aTfsTEWmovGwJvuQ4KJ0LvurPgtVP4aufwVteQkbzowEYNw5OOw2WLIm+zz77hFnfTp3qaOAiImuf54BC4CTgjkQbpXTYurvfYWa/ALcCnYG+kUdFc4Hz3P2ZVPoSEWmI3B1fciKUzARKKpUWh6flN/Drsg0Zft5fePLJ6Hs0bw4jR4bFaaZ1ZyIicbl7qZmVAJsm0y6lgDfS8TgzewEYCOwArEdIPP4F+Bh4290r/xUQEWkcij6FkllEB7t/+u/4fpx87hbM+yW6bOed4ZFHYJNNam2EItJAaNFa6sxsF8KuXzF+o8aXcsALEAlo/xt5iIg0Gb7qCWB1zLIVK/O58OoL+dejf48qy8mBa6+Fc8+FzMwYjUVEmggzq+63YCbQARgE3EiYWH0jmT7SEvCKiDRZpXOJtfT6g0+35YSzb+KHWRtFlfXuDY8+ClttVQfjE5GGQwdPxFOcRF0HZgD/SKaDVHZpEBGRjJZrfFtYmM3F153PgEPGRgW7GRnOP/4Bn3yiYFekyfFaejQOZST+au8Ftnf3ecl0kNAMr5m9E/lytrufUOlaMtzdB9agnYhIg2TNDsOLJ4Ov5MuvNmfw8H8y9ZvNo+p13/gnHnl8A3bcUTM8IiKVdKmmvCPQC7gAOAB4AvggmQ4STWkYEHmeHuNaMhrPexEREYC8vShZcj233HUsV94ynOLinKgqZ574JDfcUEbLDsfUwwBFpMFQFBRTArO184BJZvYo4ZS1V8xse3f/LtE+Eg14T4g8L41xTUSkyZoxI4fBx7/FRx/nR5V17vgLD4y+gj33bIa1ubUeRici0ni4u5vZOcBM4DLguETbJhTwuvsjiVwTEWkq3OGee+CCC2DVquhg99jD/81tNzxG287HQt5BmDbYFWnytC1Z6tz9JzNbSpKZBtqlQUQkSXPmwIknwptvRpe1a+fce89SDj10NyzjoLofnIg0XAp4U2ZmLYBWQLNk2jXYXRrMLMPMzjGz6WZWYGY/m9lIM2teG+3NLMvMzjKzz81spZktjXx9anpfmYisrdxh7Fjo1St2sHvggTBtmnHY4W2wjDZ1P0ARkUbMzDKAWwj78H6fTNtEd2nYtQbjisnd30uw6ijgLOAFYCSwReT7PmY2yN3L0tXezHKAl4DdgbGELS+ygO5A9CaaItLkLF4Mp50Gzz0XXdayJdx+OwwerKOBRaQKmuGNycyuqaZKJuEk3wFAt8i10cn0kWhKw7uk5z+TJ9KnmfUEhgPPu/thFa7PBG4HjiJsSZGu9pcRTu/Y093HJ/OCRKTxe/llOOUUWLAgumzAAHj4YdhIb41FRGrqEsKsbVXK49CVwKXu/mAyHSQa8P5E/IC3PeFMYwiHyS8mDHrdCvdfGbmeqKMj96gcvd9HOFLuWKoIeJNpH0lxOBv4t7uPt7CypIW7L09ivCLSCC1bFo7+feCB6LK8PLjhBjjrLMhosMlhItJQmGvRWhXup+qAtxj4DZgGvO7uS6uoG1OiuzR0jXXdzIYTcineAq4HPnT3okhZNrATcDFhCnqku9+Z4Li2I5y68WmlcRSY2eRIebra7wK0JOzvdhtwItDCzBYTAuTL3b0kwXGLSCMxYUJIUZg9O7qsX79wNPAWW9T9uEREGht3r/X1UjWelzCz/QgzqE+4+17u/m55sAvg7sXuPsHd9wGeBG4zs30SvH0nYLG7F8Yomwu0i+TdpqN9j8jzCOAw4ELgSOBDQrAeY24nMLOhZvaZmX22aNGiKl+QiKwdVq8Os7q77x4d7GZmwpVXwocfKtgVkRpwS/9DEpLKB3HnEdIcLkyg7kWR5/MTvHc+ECtYBSioUCcd7VtGntcBBrn7Pe7+jLsfRMhdPt7Mtox1I3cf4+793L1f+/btqxiOiKwNJk50evUqZtSosCNDRVtsAR9/DFdcAdnZ9TM+EVnLeS08JCGpBLy9gaXuXu3UprsvBH4H+iR471VAbpyyvAp10tF+deT5Y3efXqnuo5Hn3aroS0TWcsXFMGLESrbf3vnxx8rRrHPQwQuZNCmkMoiISO0wsxwzG2Jmr5jZPDMrijzmRa4NqeYT/rhSCXhzgFZm1qq6imbWmrBJcKKDnEdIO4gVtHYmpCsUxSirSfs5kedfYtSdH3lum8CYRWQt9M030K9fMbfd1hz3NX8l5uYtpXffJykoeYxX/zOxnkYoIo1F+cK1dD4aCzPrDkwCHgT2I2xDlsmfW5LtGyn73Mw2S/b+qQS80yLtL0mg7sWEAU9N8N4TI/fuX/GimeURZpY/S2P78oVtG8S4T/m1hQmNWkTWGmVlMHo0bLstTJkSnaOwfqcv2W7HB2mzzs8UFpZw3wPvsXx5QYw7iYhIKiKTp28CPQmbDrwEnEtYW3UAcCrwFCFddUvgzUQmXCtKJeC9k7CFxAVm9kAkMq/8AjY1s/uACwiZJnckeO+nI/VHVLp+CiH3dmyFPjYxs81r2t7dZwIfAP3NbNsK982M1C8B3khw3CKyFpg9GwYOhHPOgYJKMWx2zgp69X6WzXv+h6ysPz9IMoPX/zuljkcqIo2KcnjjOQ/YEJhiQyMwAAAgAElEQVQFbOPuB7v7be7+oru/7u73u/sxwDbAzEjdRNeFASkEvO4+FribEPQOAaab2fzyXQvMbB7wLWGbLwPucvcnE7z3VOAu4FAze97MTjazkcCtwATW3IP3beCbFNpDOKRiFfCWmV0Z2W5tAmGG+Hp3/ynBH4uINGDu8NBDsNVW8O670eXtOnzLdjs+SLv2P0SVFRaWMHXanOhGIiKSqoMJseKJ7v5VvEru/h0hrnTgoGQ6SPTgiXgdDzOzj4ArgU0IORbrVao2A7jS3as6KCKWEYRIfyiwP+HgijsI++JWd6xwUu3d/Qsz2wm4NtIujxBEn+DuDyc5bhFpgBYsgKFD4aWXosuysgrovvmbdFj/6yqPBjadGywiNdXIcm7TbGNgpbu/W11Fd59gZqsibRKWUsAb6XgsMNbMegPbEk5eA1gEfO7uk2t431JgZORRVb2uqbSvUH8KcGByoxSRtcFzz8Fpp8HiGOc97jagBLeHyciq+uCevLxs+vTuUksjFJEmQQFvVWp1RiFtB2K6+2R3f9Ddb4o8HqxpsCsikg6//w7HHQeHHx4d7Obnw113wfh3sth++7ZkZFT9u9bd2WtQr1ocrYhIk/UjkG9me1ZX0cwGEtZjReeeVUEnwItIo/TmmyFX9/HHo8t23BEmT4YzzgiL0UactTf5+TlxUxZyc7M468w9ad483vbeIiIJ0KK1eJ4lvJoHzGzreJXMbCvC1mQGvJBMBykHvGbWyszONbPXzWyamf0Qo/x4Mzsu1b5ERKqzciUMGwZ77QVzKq0xy86GG26A99+H7hX2lenUsQ333jGY7pt2IDc3i+zsTLKyMshvlkOrVs244Nx92W+fuL+DRUQkNaMIuy9sAHxmZk+b2almtn/kcaqZPU3Yp7d8N4dbk+kgpRxeM9sReI6wUK18amSN9xvuvszMzgZ6m9lMd/9fKn2KiMTz8cdw/PHw/ffRZVttBY89BttsE7tt585t+dddQ5g5cxGfT55NSUkpG23Uju36diMzUx+GiUjqtGgtNndfYWZ7EWZ6twGOiDyiqgJfAoe6+/Jk+qhxwGtmGwCvEE4hew14ErgdaBOj+r3AvwgbCCvgFZG0KiqCq68Os7dllfZwyciACy6Aq66C3AQyErp1a0+3bu2rrygiImnj7j+aWX/gyMgjaiME4BngKXcvSfb+qczwXkAIdh919yEAZnZLnLqvR54HpNCfiEiUqVPDrO7kGEtkN9kEHnkEdt657sclIiLJiQSyY6lwQFi6pBLw7kuYWr68uoruPsfMVgPdUuhPROQPpaVw661w6aVhhrey006Dm2+GFi2qv1dBSTGv/vw1/5nzDatLi+nRugPHbtqPbi3XTf/ARaTpUkpDvUkl4N2QsElwoqeQrQZaptCfiAgAP/wAQ4bA/2IkSHXqBA88APvsk9i9Plwwk9M/GIfjrCopBuCzRT/z1A9fsNcGPfhn/wPJzshM3+BFRKTOpRLwFgLNzCyjupPPzKw5Ibf31xT6E5Emzh3GjIHzzgu7MVR29NFw552wzjqJ3W/Kknmc+r9nWF1avMb1Ei+jxMt4c+63XPjpS4za4ZA0jF5EmjSdtBaXmZ2Urnu5+wOxrqcS8H4H9AW2IqyYq8phhC3QpqbQn4g0YfPmwUknwX/+E122zjpw771wRKw1vVW4bvKbUcFuRQWlJbwx91tmLFvMpq3aJTliERFJ0BjSd9Ja2gPeF4F+wGXA4fEqmVkP4GZC5sq4FPoTkSbqqafCIRG//RZdtv/+cN990LFjcvecu/J3pi2ZX229krJSHv9+Ilf23Te5DkREKtMMbzxvUctHC6cS8N4GDAUOMbPngNFEDrKIpDD0BA4FzgBaAF8TTscQEUnIr7/CmWfC009Hl7VoAaNGhVnfOAekVemnFb+Rk5lJYVnVu9uUujN96cLkOxARqUwBb0zuvndt91HjgNfdV5rZvoQ9eA8BDq5QvKzC10Y4I/lAd4//2aGISAWvvx6C2fkxJmF32SVsN9YthX1fsjMy8QT/+ORmpHRGj4iI1LOUjg9y928IJ2JcD8wlBLcVHwuBm4C+7v5jakMVkaZgxQo49VTYb7/oYDcnB265BcaPTy3YBejVtiNlVLneFoD8zGz22XDz1DoTkSbPCIvW0v2QxKQ8beHuy4BLgUsjp691JATSC9x9Vqr3F5Gm4/33YfBgmDkzuqxPn3A0cM+e6ekrLyubw7v25qkfP6eorLTKugd22So9nYqISFxmtgWwJ9AamAO86u5pySmr8QyvmR0YefyxdNnd57j7RHf/RMGuiCSqoCAc/7vbbtHBbmYmXHYZfPxx+oLdcudvvTtdW65DTpx9dvMys7h9p8Nonp2T3o5FpGnyWngkwMwyzOwcM5tuZgVm9rOZjYysuUqk/cVmNs7MfjQzN7NZVdR9OFIn1qOqTQ5GA9MIa8KuIuy28KOZHVOp3jlmNsrMEtyAMkh1l4YSIKkORUQq+uILOO44+Oqr6LIePeDRR6F//9rpOz8rh3F7nMDNU9/huZlfkmkZmEFxWSndW7fn0t570bfdhrXTuYg0LfWbgjAKOAt4ARgJbBH5vo+ZDaruPAVC6uoS4HPCuQqJOC7GtU9jVTSzU4DhkW8nE7ax3Yaw9e1DZvZ5JI0WQtx5NjAFeCjBsaQU8C4BcPcVKdxDRJqokhK48Ua46qrwdWVnnw3XXw/5+bU7jubZOVy57T5ctPVAvlwyl6KyUro0b0vXlnovLyJrPzPrSQgmn3f3wypcnwncDhwFPFHNbTYpX4tlZtMIu29Vyd0fT2KYpxHSnG9z93MqjPFR4BhgGHBm5PI44BLgryQR8KayaO0roLWZtUrhHiLSBH37LfzlLyFVoXKwu+GG8PbbMHp07Qe7FTXLymaHDl3Zdf1NFOyKSO2on5SGownB5OhK1+8DVgHHVjvsGmw8YEErM0sk1twi8nxFpeu3Rp53qXDt+0ptEpJKwDsGyOTPKWgRkSqVlYWjf/v0gU8+iS4fPBimToU99qj7sYmINFLbAWVUSidw9wJC+sB2tdTv0shjtZm9aWbbV1G3EPgtshFCRVMJY+9afsHdV0fu2zmZwaSyD+9YM+sPXGVmecAod19S0/uJSOP2889wwglh9ray9u1hzBg4+ODoMhGRRqN2cnjbmdlnFb4f4+5jKnzfCVjs7oUx2s4FdjKzHHcvStN4fiHkDE8CVhJycUcA75vZfu7+Vow23wF9zaxVxaDX3UvNbCnQtvyamRkhpSLW64mrxgGvmb0T+XIVIZfiIjObASwC4u3x4+4+sKZ9isjaxx0efxyGD4elS6PLDz4Y/vUv6NCh7scmItIILHb3flWU5xM/OCyoUCctAa+7/1+lSy+a2ROE2eR7gO4xmj0M9COczntjpbIi1jx2uA8hw2B2MuNKZdHagBj32jzyiEdbJIs0IYsWhUMkXnghuqxVK7jjjrBDQ6yjgYtLSxn/zY98NnMOZe5s06Uje/XsTm62Tj0TkbVTPe3SsAqIN6WQV6FOrXH3783sGWCImW3m7t9VKr8ncnrvNWa2DLjHPfosTDPLIewYYcDryYwhlb8cJ6TQVkQauX//G045JQS9lQ0cCA8+CF26xG474duZ/N8zr1NcWsaqonAi+Yuff83VL77NFQcN5IA+Sa1VEBFpGOon4J0HbGlmuTHSGjoTZojTlc5QlVmR53aEFIY/mNk1hD14dwDuBM43s/HAAiI7QpjZHcAgoEfk+i3JdJ5KDu8jNW0rIo3X0qUwYgQ8/HB0WbNmcNNNcOaZkBFnyewH38/mnCdeoaB4ze0bygPfy198C8sw9t9Gx/2KiCRgIrAX0B94v/xiZP1Vb+C9OhpHeSrDghhllxBmbcv3ntiIPydWy6+dEfl+MnCsu8e6T1xJB7xmlgscDPQFWgG/A58AL7t7jN00RaSpGD8ehgyBn36KLuvfPxwi0aNH/PbuzmXPvxEV7FZUUFzCVf9+mz17dicnK/YJaSIiDU4SJ6Ol2dOEgHIEFQJe4BRC7u7Y8gtmtgmQ7e7Ta9JR5OS20sgOEBWv9wGOAL5x9x9iNL2fNfN0K3LC4rd5wAfu/lFNxpZUwGtmOxE2/F0/RvEsMzvY3afWZCAisvZavRouvhhuuy26LCsLrrgC/u//wtdV+WzmXJatrn7hrZc573zzA/tstVkNRywi0jS4+1QzuwsYZmbPA6/x50lrE1jz0Im3CbOrawSfZnZc5DpAeyDHzC6NfD/b3R+LfN0deN3MXiTsl1u+S8OJhA0NhsYZ46kpvcgEJBzwmlln4BWgNeEHUQYsJrxwA7oBr5lZL3ePsRZbRBqjiRPh+ONheoz5gJ49w6xunz6rYfVrlC37D3gBZG+G5R+DZW28Rv3p8xdSXBpvk5c/rSwq5pt5CxXwishapR6PFh5ByKEdCuxPiN/uAC5P4FhhgJOA3SpduybyPAEoD3h/Ad4CdieckNYMmE+YZb6hpjPH6ZDMDO/ZhPOTf4t8/Yy7F0VyQE4GbiLs9XYSf56MISKNVHExXHstXHcdVI5RzeC88+CaayDXPsAXDgMcPLIQuHgSvuoZPG8Q1vomwsJbyMjIICPWlg0xZCZ0eI+ISANSTwGvu5cCIyOPqup1jXN9QIL9/AIcl+Tw6kQyAe+ehP9UZ7n7H/kekTyNOyOB7z8JidEKeEUasa+/DtuJff55dFm3bmHB2q67ghdPwX89nT+3eixXEh4Fb+NchLUZBcC2G3XCEgh483Oy6dstqUN2RESkgYrkDictTj5wTMkEvBsTAt7n4pSPIwS8G8cpF5G1XGkpjB4N//gHFMZItT3lFBg5Elq2DN/7shuIDnYrKghBb8kMLGtTtujUgQ3Xac33C36tchwtcnPYcZM4e5qJiDRQ9ZjS0NB9X8N2CX/Ul8xngi2BRZVX3pVz9/ITL5oncU8RWUvMnAl77AHnnx8d7K6/PrzySjge+I9gt3QeFE9L4M7F+Mo/PjTin3/bl/yc7Li187KzuOWo/cjISCz1QUREGrxi/vjoL+pRxp97XHjk+/KyhCWbBJfIexP9FRJpRNzhgQdg663hvRi7Nf7tbzBtGuy/f6WCktkQyc2tWimU/LmOoUfH9jxx2lFs0ak9edlZNIs88rKz2Lj9Ojx40mH067ZBSq9JRKReeC08GgF3z3X3nDiPLMIGCQcC7wKrgcHunsgfmD/ojE4RieuXX+Dkk+HVV6PL2raFu++Go46K09iySfi3seWu8e1m67fjuWHH8v2CxUz5+RfK3NmyUwd6dl4vqfGLiMjaz92XAK8Cr5rZE8CjZjbb3T9M9B7JBrzrmNk7KdRxdx+YZJ8iUg+efRZOOw1+jZFOu/feYda3c1XrxrJ7ET55qk4+5O4Ts6T7eu3ovl67RIYrItKwNaIZ2Xp2IXAkcD5waKKNkg14c4ABKdTRf2qRBu6332DYMHjiieiy/Hy49VYYOjRsPVYVszy82eGw6mmgisMkDKzZX1Mas4hIQ2co5zMd3H2OmS0FdkimXTIB7yPJDUlE1jZvvAEnnghz50aX7bQTPPIIbLpp4vezFufiRZ9AySxiB715WJvRWIbWuoqISPXMLINwJHKrZNolHPC6+wnJDkpE1g4rV8IFF8A990SX5eSEAyTOOw8yM5O7r2XkwzpP48tHQsGzQCZg4EWQ3QNreTGW0zcdL0FEpOHT59zpsAFwe7KNtGhNpIn78MNwNPAPMbbv3npreOyx8FxTlpGPtb4Mb3V+2KbMCyGzC5alfXRFRCQ57v4TIY83KQ0y4I1MV58NnAp0BRYBzxDOfF5Zm+3N7BngCOArd+9V81ch0rAVFsKVV8I//wllldaWZWTA//0fXHFFmOFNB7NmkLNdem4mIrIW0sETsaV60pqZbUhYQxb39LUGGfACo4CzgBcI5z5vEfm+j5kNcvfqln7XqL2ZHQAcRtjjTaTRmjIlHA08ZUp0WffuIVd3xx3rflwiIo2aAt54Uj1p7b/A5pWuraHBBbxm1hMYDjzv7odVuD6TkLNxFBBj/Xhq7c2sBXA3cBdhc2ORRqe0FG6+GS6/HIqLo8vPPBNuugmaaw2ZiIjUnWJS28Si/KS2uJI9aa0uHE140aMrXb8PWAUcW0vtryO8Abg0mcGKrC1mzIBdd4WLL44Odjt3Djs03Hmngl0RkVqjk9ZiquaktbiPCu23qXytsoYY8G5H2K3+04oX3b0AmBwpT2t7M+sPDANGuPuyGo9cpAFyD7svbLNNWKBW2bHHwtSpsOeedT82ERGRutAQA95OwGJ3j7Vp51ygnZlVtYwmqfZmlkWY/X3D3Z9JZqBmNtTMPjOzzxYtWpRMU5E6MXcu7LsvnHEGrFq1Ztm664bT1B57LBwTLCIitcjDorV0P5oiM9so2YVuDS6Hl7CZcLxjmQoq1ClKU/sLgO7AIckNE9x9DDAGoF+/fk30fztpiNzDSWnDhsHvv0eX//WvMGYMrL9+dFlJSSlfTv2ZFcsLaNOmOb16diYzsyG+NxYRkSbqI2B9kpi4bYgB7yqgQ5yyvAp1Um5vZpsClwPXuvuPSY5TpEFavBhOPz3M3lbWsiWMHg0nnBB9NHBZmTP2qY94ZtynlPmf79+yszM5/pidOOSgvlh15wmLiEh8mhqLy8yygYFAT8IpalUFsy0iba6pcO0ddx8fr0FDDHjnAVuaWW6MtITOhHSFeLO7ybYfCSwBXogEv+WygJzItZXuPr/Gr0akDr3yCpx8MixYEF22YdvZXH/5Av72995Uzgpyd6654SU++ngGhYXRC13ve/A95sz9nbPOHFRbQxcRafSaagpCdcxsI2A84eyEZPyjwtclkXvE1BAD3onAXkB/4P3yi2aWB/QG3ktj+40IOb9fxbnX98CrwAFJvQKROrZsGZx7LjzwQHRZBkVsmvEkXZb9h3FX5fLCDVlc/8rF9Njuz/Sn9z/4jo8/+SFmsAtQUFDM6/+dwm679GCbrTesrZchIiJN09WEmGwRIU77narnw/9OSE+9v8K1z6vqoCEGvE8DlwAjqBCwAqcQXtzY8guRhOVsd59ek/bA+UCbGGO4m5Dvey6g2V1p0CZMgCFDYNas6LKW/ECvzLtpYXMBWL0ipLFfuPc13DPxRjptEpJ4n3jqYwoKYmzMW0FhYTFPPfOJAl4RkZrSDG88u0eed0wkxTRyUFi+uw9NtIMGF/C6+1QzuwsYZmbPA6/x50lpE1jz0Ii3Ce8IrCbt3f2tWGMws1uAFe4eIwtSpGEoKIB//ANGjQqL1CoySumW8Tzd7EUyrDSqbeGqIp64/gXOf+B0ysqc777/pdr+3OHLKT+la/giIiLl1gMW1eZ6qgYX8EaMAGYBQ4H9gcXAHcDlCRwrnI72Ig3apElw/PHw9dfRZevkL2LTwlG0tvi/N8pKy3h33EcMv/MkMrMzE+63tEz/fEREako5vHFlAatru4MGx91LCQvKRlZTr2sq7ZO9r0h9Ky6GG26Aa66BkhjptuecAz8/cw1LFyys9l4ZZvy+cCnrbdSetm2as+S3ldW26dgxVgaQiIhUqxGdjFYLkv3JJP2T1OaaImuJ6dNh553hiiuig90uXeCdd+DWW6FZfmL3Ky0tJadZ2K3hsEP7kZNT9fvfvLxsjjpi+5oMXUREpCpdgGT+wGwLbJBMBwp4RRq4sjK47Tbo0wcmTowuP/HEcDTw7pGU/78c0p+saoJXgA5d2tOmfSsADjygD61bN4t7wERWVgbrrdeKPQZsUePXISLS5HktPBoBd5/n7tV/NPmn5cDeyfShgFekAZs9GwYNghEjwiK1ijp0gJdeCluRtWr15/WDztibjIyqD4jIy8/lqAsP+uMgiRbNc7nrtuPosuE65OVl/3EoRUaGkZubRY/N1ue2kcdUOwssIiJSFTM7ycz+VsO2/czsX4QdtGJsxBmf/nqJNEDu8MgjcNZZsHx5dPmhh8K990L79tFl623UnmF3nMRdZz1I4eroM1py83PZbp/e7Hn8rmtcb9+uJQ/860SmfT2X/74xjd9+W0n79i3Zb5+t2ax7jDOIRUQkYYYWrUWMAX4Gnkmkspm1AY4FTga2jlx2YE4ynSrgFWlgFi6EoUPh3/+OLmvdGu68E445Jvpo4Ir2GTKA9huswwOXPMFP0+eRnZNFWWkZec1zOfKCAzl4+L5kZGTg7qwqKSYvM4vMjAzMjK16bsBWPZNKjRIREUlUAdDOzLLdPe4G8Ga2GyHIPQzIIwS5hcC/gYeAN5LpVAGvSAPywgsh2F28OLps0CB48EHYMMFzH/oO2pq+g7Zm/o8LWDxvCfktmtFt6y5kZGQwZ+Xv3Df9I56fNYWislIcZ6cOXTl9i7+wfYeN0vuiREQk0AwvwNdAX+B+Mzvb3X8vLzCzDsAQ4CSgO3/+xD4nBLljK9ZPhgJekQbg99/h7LPh0Uejy5o1g5tvhtNPh4waZN133Hg9Om683h/ff774Z05470kKS0soqbAt9f8WzGTS4jmcvsXOnLHlX2ryMkREpApW+ZSgpukKwiztccBhZjaOcJDYocABhNjUCccMjwUecvepqXaqgFeknr31FpxwAsyJkY20ww4hl3ezzdLT17KiAk587ylWlkTn9gKsLi3mnm8+oGfb9dmt46bp6VRERCTC3V8zsz0IZyX0BQZHHhAC3U+Am4GX3D3GjvM1o10aROrJqlUwfDjsuWd0sJudDdddB++/n75gF+DZmZMp9eijhitaXVrM7V+9l75ORUSkdrYkW0snjN39fXfvD+wGPAas4s9X05eQ1nCgmaVtYlYBr0g9+OSTsK/unXdGl/XqBZ9+CpdcAllp/gzmmZmTWV1a/Rvmr39fwG+Fq9LbuYiISAXu/j93Hwx0BE4DJgKZwP7As8BcMxtlZj1T7UsBr0gdKiqCSy+FnXaC775bs8wMLroIPvsMeveunf6XFxcmVC/bMhKuKyIiiTFP/6MxcPfl7n6fu+9A2HpsFCGHtx1wNjDVzCaa2Rlm1romfSjgFakj06bB9tuHVIWysjXLNt4Y3nsPbrwRcnNrbwztcpsnVK/Yy2ib06z2BiIi0hQppaFa7v6Vu58PdCJsSfYKUEI4TvhOYL6ZPWlmg5K5rwJekVpWWhp2WejbFyZPji4/7TT48kv4Sx1sjHDspv3Iz8yutt727bvQMiev9gckIiISg7uXuvuL7n4gsBFwCfA9kAv8jST34VXAK1KLfvwRBgyACy8M6QwVdewIr70G99wDLVrUzXgO6NKTZlk5VHXwcF5mFmf13K1uBiQi0oQopaFm3H2+u9/k7j0IC90eBlYkcw8FvCK1wB3GjIGtt4b//S+6/OijQ4rDvvvW7biaZWXz5O7H0zYnn2aZa66Iy7IM8jKzuLbv/mzbTietiYhIwxNZ6HYSYaFbwrQPr0iazZsHJ58Mr78eXbbOOnD33XDkkXU/rnIbt1qXt/Y7g2dnTuaxGZ+xuGAleZlZ7LfhlgzZrD/dWq5bf4MTEWnMmsiMbF1w95XJ1FfAK5JGTz8dTkT77bfosv32g/vvD6kM9a1VTh4n9tiBE3vsUN9DERERqXUKeEXSYMkSOPNMeOqp6LIWLeDWW8Osr1WVPJugsjLnox9+4qH3P+PreQvJMGPbrp05cZe+9O7SKfUOREQk/ZpQzm1DpIBXJEWvvw4nnQTz50eX7bILPPxw2HYsHYpKShn++EtMmjWXVUXFf1x/++sZfPDdLPbfZnOuPHgQGRlpiKxFRCS9FPDWGy1aE6mhFSvClmL77Rcd7ObkhK3Ixo9PX7ALcMULbzHxxzlrBLsQFsmtLi7h1S+nc887H6evQxERkUZAAa9IDfzvf7DNNvCvf0WX9ekDkybB+edDZmb6+ly0bAWvT/2WgpL4RwOvLi7hof9NoqC4+uODRUSk7hjalqw+KeAVSUJhYTj+d9ddwx67FWVmhmODP/4YevVKf9+vTfmu+kqEPOEJ03+svqKIiEgToRxekQRNngzHHRf2z61ss83g0UfD0cG1Zd7vyygqKa22XnFpGYuWJ7Vbi4iI1AXXlGx90QyvSDVKSuC666B//9jB7vDh8MUXtRvsArRplkdmAovRsjIyaJmXW7uDERGRpCmlof5ohlekCt99B8cfD598El224Ybw0EMwcGDdjGXPXt0ZM2EipWVV5+eWlJWx2+bd6mZQIiIiaWZmbYDNgHbAOkAhsBiYD3zrnvxUuQJekRjKysKJaBdeCKtXR5cPHgy33QatW9fdmDZdb116du7AlJ9/oaSsLGadnKxM9u7VnTb5zepuYCIiUj1H25JVwcx2B44E/gJsQVjnF8tSM/sYeBN4zN0XJXJ/pTSIVPLzz7D33iFVoXKw2749PP982Fu3LoPdcrcf81fWa92CnKzo7R/ysrPo3mFdrjh4UN0PTEREJElm1sLMLjKzGcDbwFBCsAvh7UEhsAD4DSiLXGsF7AXcAswxs+fMbOfq+tIMr0iEOzz+eAh0ly6NLj/oIBgzBjp0qPuxlVunRT7PDz+WsR9+waMffsGqwmIcZ50W+Zz4l378rf9W5Gbrn7WISENksT+ca3LMLBs4FbgU6EAIZH8EXgMmAp8BM929oFK7dYCtgb7AzsDewMHAIWb2CnCxu38Vq0/9ZRQBFi0Kh0g8/3x0WatWcPvtIZc3HUcDp6plXi6n7bEDQwdsz7KCAsyMVnm5WEMYnIiISPUuBK4GlgOjgSfdfWJ1jdx9CfBu5DHSzFoABxFmhvePPGLugK+AV5q8l16CU06BhQujy/bYIyxM69yplAnjPuGZm19i9jdzMDM27dONIy84kO3335aMjLrPDsrIMOXqioisTZTDW24pcBVwm7vH+Ew1Me6+AhgLjDWzXYDL49VVwCtN1rJlMGJECGgry8uDm26CYcOgqKCQ8/a4jh+nzKZgZeEfdb7+6DtuOO4Oeu/eiyvGnfkfs9IAACAASURBVEtmjLxaERGRctpGLHD3O2vhnu8De8Yr16I1aZLGj4ettood7G63XdhX96yzICMDbj7hbmZ8MXONYLdcwcpCvnhnKmMufLwORi0iIiI1oYBXmpTVq+Gcc0Kqwk8/rVmWlQVXXw0ffgibbx6uLZrzKx+/+jlFBcVx71m4qohX73+blctW1eLIRURkreaE1dHpfkhCFPBKkzFxImy7LYweHV225ZbhcInLLguBb7kJ4z6iqqQrz8+ldIP2lGzQngfvfIOioqoPhRAREZE1mVlmTR7J9KGAVxq94mK48krYcUeYPn3NMjM47zyYNCkEw5Ut+eV3igujg1jPzaZk2+6U9Nucso07UdipPS+//z2HHHEHz73wWe28EBERWavpaOG4imv4SJgWrUmj9vXXYTuxSZOiy7p2hUcegV13jd++TftWZOVkUVJh5tZzsijp1wOyMkOSb0RxaRnFq4u4/6H3WLW6iOP+vlMaX4mIiKz1Gk+Amm5lxD9ZLS00wyuNUlkZjBoVZm1jBbsnnwxTplQd7ALsevgOZGSs+W+wdJPOIe8hzlZkBQXFPP7EhyxavLymwxcREWlKugAbVvHoD5wEfAMsIxxBvGEyHSjglUZn1qywKO3cc6Gw0sYK660Hr7wC990HLVtWf6/1u3ag9x69yM7NBsAzM/D2bSCj6jei7vDSy1/U8BWIiEhjYyilIR53n1fNY5K7PwxsBbwDPAi0TqYPBbzSaLjDAw/A1lvDhAnR5YcfDtOmwf77J3ffix8bzoY9OpGbn4s3bwZl1f+GKS4u5fPJs5PrSEREROJydwdGAM2By5Jp2yADXjPLMLNzzGy6mRWY2c9mNtLMmqezvZm1NbOzzeyNSJ3VZvatmY0xs6SmyqV+/fILHHhgSFVYXimToE0bGDsWnnkG2rVL/t7NW+Vz+wfXcPqtx9Ouc9vG85ZaRETqTm1sSdYEtyVz958JJ7UNSKZdgwx4gVHArcDXwHBgHHAW8LKZJTLmRNtvD4wkpJHfCQwDXgOOBaaa2ZZpeTVSq559Fnr1CqkKle29d5jV/fvfw44MNZWTl8N+Jw3k/g+vJSc/t9r62dmZbLO13jOJiIikk5m1BFpFHglrcLs0mFlPQpD6vLsfVuH6TOB24CjgiTS1nw70cPcfKt3jVeBN4Grg8DS8LKkFv/0Gw4eH2dvK8vNh5Eg49dTUAt3KWrTIY5edezB+wjeUVZHaYAYH/zXGPmciItJk6QPC1JiZAbcQUqK/TaZtgwt4gaMJL6Ty8QD3ATcSZl/jBrzJtHf3WbFu4O5vmdkSoFeSY5c68sYbcOKJMHdudNlOO4XtxjbdtHb6PvWUAUycNJMVKwpiBr15udn87Yjt6NAhqTefIiLS2CngjcnMrqmmSibQAdgd6Ba5NjKZPhpiwLsdYT+2TytedPcCM5scKa/N9phZa6AlMC2JcUsdWLkSLrwQ7r47uiw7G665Bs4/HzKTOn8lOe3bteRfdw7mimteYPZPv1JaWkZJSRnNmmXjDoOP25kjD+9fewMQERFpXC4h8X14lwOXuntVk59RGmLA2wlY7O6FMcrmAjuZWY67F9VSe4BLgWzgkWQGLrXro4/CIRIzZkSXbb01PPZYeK4L66/fmn/dNYQfZy7ik4k/UlRUQqeObdj1L5uRG9nCTEREpCKlNMR1P1UHvB2BnsBGhPTUO5PtoCEGvPlArGAVoKBCnXgBa0rtzexw4Dzgv8BDVQ3UzIYCQwG6dOlSVVVJQVFROBr4/9u78zC5qjr/4+8PWQkRBBK24BAWWUfZwiIoiyAgizpAZEcYAUdkCaKyDIKK4PIbiIj4YBDFCCIEwiargAF+ArKNiuwIAUxAEgKBAAlJ+jt/nFtS6VRV13Jr6crn9Tz3qfS959x77jfd1d8+de45P/hBWlCi2FJLwUknwRlnwJC+nyXL3VprjmStNUe2/sJmZmZdIiK+VE05SfsBFwLrAZ+v5RqdmPC+QxqnUcrQojK515e0O3AZ8DDw+Wy+t7IiYgIwAWDMmDH+u60J/vrX1Kv7l78sfmzttWHixDRm18zMrKMFVc3jbuVFxBXpuTUul/RfEXFhtXU7cVqy6cAISaX660aRhitUGo5QV31JuwGTgceAXSLizdqbbnlZuDD16I4ZUzrZPfrotN/JrpmZ9RvRhG3JczXpk/wja6nUiQnvg6R2LfLUj6ShwCbAQ3nXl7QrcA1pmrKdI+L1ehtvjXv2WdhuOzj5ZJg/f9Fjo0bBrbfCBRfAMlUtQ2JmZmbdIiIWAPOBdWup14kJ7xWkv1nG9dp/JGns7b9mXZW0tqT1662fnWMX4FrgaWCniJjV6A1YfSLgwgth443h3nsXP37QQfDoo7DLLq1vm5mZWaMU+W9VXbfxFWxPkTRJ0nOSQtLUPspvJel2SW9JelPSLZI2qa61fbbl46Slhcs9r1VSx43hjYhHJV0AHCNpMmnlsw1IK6XdxaJz8N5BemJP9dSXNAa4Lqv/S+DT6rVKQURcmvc92uKmTYMvfjH13va24oopEd7XS4CYmZnVYzwpD7qGNH9tIS/aVNLOEdFTqTJwNjALeAT4YKWCkrYGppBmxjo9230McI+kbSLi0RJ1+ppMdACwMrAT8D1S3lYiYyiv4xLezDhgKmkGhD2AmcD5wOlV/KfUUv/fef9BtvFlzuWEt4ki4Le/TWNy33hj8eN77gkXXQSrrNL6tpmZmeWq8rPwTdHoCraZtSPiuaze34DhFcr+mDQT1nYRMS2rcyXwBCnZLvU57fwS+8oJ4HngGzXU6cghDUTEwog4JyLWi4ghETEqIr4aEXN6lRsdEYvN21ZD/UsiQpW2Zt/rkuy112D//eHAAxdPdocPh4svhuuvd7JrZmbWgEor0L5DWoG2okKy2xdJ65AW+JpUSHaz+tOAScDOkkr9Vu+h78fzekjDT78HbFZ8/mp0ag+vdbkbb4QjjoBXXln82HbbwSWXwJprLn7MzMysv2rTwhMNr0Bb47UA7itx7H7gP4HNgRt7HetrMYP5wOw+ZumqyAmvtdRbb8FXvwo///nix4YMgbPPhnHj0oISZmZmXaN504iNkFQ8A9WEbJ2AgjxWoK3WakXnLXUtSFPELiIipudw7Yqc8FrL3H03fOELMHXq4sc22ywtDbzhhi1vlpmZWX82MyLGVDje6Aq2tRiWvZa63txeZVrKCa813dy5cNppcO65i4/XHzAgHfvv/4ZBg9rTPjMzs2YToDY8tEbjK9jWei2AUot/VXUtpemyNgc2A0Zmu2eQZoh4uK9VcMtxwmtN9cgjcMgh8Pjjix9bf/20NPAWeY4eMjMzs2LTgQ0lDSkxrKGaFWxrvVbhvL0V9pV92EzSgcCZQLmneJ6XdEY9U8Z6pKQ1xYIFcOaZsNVWpZPdcePgd1e9wv0TL2bvEYfz6aEHMHaVI/jlaZfz2ste6M7MzLpQTxO2vjW6gm0tHsxeP1bi2NakUcwPl6oo6WzSVLCjs3Kzgb9m55ye7RsNTJT0/Vob5oTXcvfUU7DttnD66SnxLfZv/wZ33gn7bv8Ax2/1NW6a8HvemjWHBe8t4I1XZzPpnBs4fP3jefz+p9vTeDMzsyZRRO5bFRpdwbZqEfEsKYEeK6nwABvZv8cCd0bEYvMzSfokcFLWzquBzSNi+YjYJCK2iojVgfWBX2dlviFpp1ra5iENlpueHvjJT+Ckk9K43d4OPxzGj4dZL73IsXudx7x3Fv8EZf68+cyfN59Tdvsulzx9PsuvtFwLWm5mZtadGl3BFkDSIdl+SONqB0s6Lfv6hYj4dVHx44E/kFZWOz/bdyypk/XEMs08NrvmeRFxQpn7eAY4TNJrpOT9mKy9VXHCa7l48cWU0N555+LHVloJJkyAz342ff3Tr1zL/HkLFi9YZMF7C7jxZ7dx8DfHNqG1ZmZmLda8acmq0egKtl8Etu+178zs9S5SzysAEXGvpB2A72ZbAPcCYyPiL2XO/zHSAI3vVNGW75KS6q2rKPsvTnitIRHpwbPjjoM331z8+N57w4UXwsjsOcuenh7uvuo+ehZW/vl6b+58brzoDie8ZmZmDYqIhaRlfc/po9zoMvt3qPF69wG1DDlYnrSwRJ8P8UTE65JmAyvU0iYnvNawyy5bPNldbrk0vOGgg0BFH4zMfXse0VPdn7hvzZrTdyEzM7N+IRafm9MKZgEjJa0YEa9VKihpBWA50lRlVfNDa9YQCX7xi5TgFuy8Mzz6KBx88KLJLsCQYYN7jQwqb5nlls6voWZmZtap7iXlpNUMafh2VvbeWi7ghNcatvrqcMEFsPTSqVf31lvhQx8qXXbAgAFs85kxaKnKWe+gIYPY9bAdm9BaMzOz9lDkv3WJ80hjfb8s6UpJG/QuIGkDSVcAX8l2/biWCzjhtVwceCA88wx85SuwVB/fVfuf/B8MHlp5WbUBAwfwmaN3zbGFZmZmbRaR/9YFIuJu3n/AbV/gMUkvS3ow214GHiNNbRbAmRFxVy3XcMJruZBgVKl1VUpYd/O1Oe6nRzJk6cEs1aund8DAAQwdNoRvX/N1RoxasQktNTMzs04TEWcA+wHPkJLalUjLC2+W/TuAZ4EDsrI18UNr1ha7HLoDa310Da784XXcM/lPLJy/gCHDhrDzwdux74l7MWqdVdvdRDMzs/wEqLqV0ZZYEXEVcJWkQqKbzfHEDOCRiHik3nM74bW2WWeTNTn1N+OICBYuWMjAQf52NDMzW9JliW3dyW0pzjCs7SQ52TUzs+7XJWNu+yOP4TUzMzOzruZuNTMzM7NWcAdvSZJeyutUEbF6qQNOeM3MzMxaQB7SUM6qVL0sVUVlz+GE18zMzMzaabtmX8AJr5mZmVkruIe3pIioaZngejjhNTMzM7OWkrRV9s8HIpr/l4BnaTAzMzNrtgB6mrD1X7sC9wGvSLpE0j6ShjfrYk54zczMzJpMBIr8t37svmxbATgEmATMlHS7pOMlrZXnxZzwmpmZmVlLRcTvI2Jb0gwNh5MS3rnAjsB44FlJT0j6H0nbSRrQyPU8htfMzMysFfp3j2xTRMRMYCIwUdJA0owNewB7Aetm21eB1yXdBtwA3BwRr9dyHffwmpmZmVnbRcSCiLgzIk6MiHWBDYCvA38AhgOfBy4FXpV0j6RvSNqwmnM74TUzMzNrhYj8ty4WEU9HxLkRsROwEnAgKeF9A9gG+D7wN0l/l3R+pXM54TUzMzOzjhYRsyPiiog4lJT8bkdKeB8DRgNfqVTfY3jNzMzMmq0wLZk1LJu394/ZdqqkNYA9K9VxwmtmZmbWAv18GrGOFREvABdUKuOE18zMzMzaptEpxwoiYmG5Y054zczMzFrBPbzlvAcoh/OUfTbNCa+ZmZmZdYJG/iKomDA74TUzMzNruu6fRiwHXwbmNOPETnjNzMzMmi1wwtu3qyPitWac2PPwmpmZmVlXcw+vmZmZWSt4Ht626dgeXklLSTpB0pOS5kp6SdI5kpZpRn1Ju0u6V9LbkmZJmiRpzXzvyszMzMxarWMTXmA8cC7wOHAsMAk4DrhBUjXtrrq+pL2B3wFLA18H/h9pybo/Slotl7sxMzOzJZoict+sOh05pEHSRqQkdXJE7FO0/3ngx8D+wG/yqC9pEHA+8BLwiYiYk+2/GXgY+BZwVI63Z2ZmZmYt1Kk9vAeQ5lP7Ua/9FwHvAAfnWH97YDXg54VkFyAi/gxMAfbLkmIzMzOz+kXkv1lVOjXh3YI0tPuB4p0RMRf4c3Y8r/qFf99X4jz3A8sC61bbcDMzM7PFBNAT+W/d4dlsK7s0cKM6NeFdDZgZEfNKHJsGjJA0OKf6qxXtL1UWYFSpi0g6StJDkh6aMWNGheaYmZmZWSkRsV5ErBsRbzTrGp2a8A4DSiWrAHOLyuRRv/BaqnzFa0XEhIgYExFjRo4cWaE5ZmZmtmRrwnCGfjqkocrJB3I9b6cmvO8AQ8ocG1pUJo/6hddS5au5lpmZmZlV7yRJl0haL4+TSRoo6T+BJ8uV6dSEdzpp2EGpJHQUabjCeznVn160v1RZKD3cwczMzKx67uEteBc4BHhM0nWS9pe0dK0nkbSBpO+Qxv/+HFi5XNmOnJYMeBDYBdgSuKewU9JQYBPg7hzrP5i9fgy4vdd5tgbeBJ6u+Q7MzMzMivXfBDVXEfEjSU8BZwN7AnsBb0u6i5SXPQhMBV7PtqHA8sAIYGNgDLAtsFF2yrmkmbnOKnfNTk14rwBOBcZRlLACR5LG015W2CFpbWBQRDxZT33gLuBl4AhJ44vm4d0Y2AH4ZUTMz+e2zMzMzCwibgZuzhb/OhL4FPBpYPdqqmevrwC/An4aES9VqtCRCW9EPCrpAuAYSZOBm4ANSCul3cWii07cAaxBmne35voRMV/S8aQk+R5JF5GmIjsBmAGc0bQbNTMzsyVDYVoyW0RETAYmS/oQMBb4BPBxYIUSxXuAR0mdmbcBN0dETzXX6ciENzOO1J19FLAHMJO0ItrpVd5c1fUjYpKkd4HTgP8hzdhwB3BSRHj8rpmZmVkTZT2052YbkkaQhjCsSBrzOxN4NVtToWYdm/BGxELgnGyrVG50I/WLyv8O+F1trTQzMzOrRkB1nZEGRMRMUpKbi06dpcHMzMzMLBcd28NrZmZm1lU8S0PbOOE1MzMzazY/tNZWHtJgZmZmZl3NPbxmZmZmreAhDW3jHl4zMzMz62ru4TUzMzNrBffwto0TXjMzM7OmCye8beQhDWZmZmbW1dzDa2ZmZtZsAfR4pbV2cQ+vmZmZmXU19/CamZmZtYLH8LaNe3jNzMzMrKu5h9fMzMysFdzD2zZOeM3MzMyaLqDHCW+7eEiDmZmZmXU19/CamZmZNVtAhKclaxf38JqZmZlZV3MPr5mZmVkreAxv2zjhNTMzM2sFz9LQNh7SYGZmZmZdzT28ZmZmZs0WAT1+aK1d3MNrZmZmZl3NPbxmZmZmreAxvG3jHl4zMzMz62ru4TUzMzNrgfAY3rZxwmtmZmbWdOEhDW3kIQ1mZmZm1tXcw2tmZmbWbIFXWmsj9/CamZmZdTFJS0k6QdKTkuZKeknSOZKWybu+pCmSosw2Jv+7q457eM3MzMxaIdr20Np44DjgGuAcYIPs600l7RzRZ8NqrT8TOKHEeZ6r/xYa44TXzMzMrMkCiDYMaZC0EXAsMDki9ina/zzwY2B/4Dc51387Ii7N7SZy4CENZmZmZt3rAEDAj3rtvwh4Bzi4GfWzYRDLSlLNLW4CJ7xmZmZmzRaRhjTkvfVtC6AHeGDR5sRc4M/Z8bzrjwLmALOBOZImS1q/msY2i4c0mJmZmfVfIyQ9VPT1hIiYUPT1asDMiJhXou40YBtJgyPivTLnr7X+88Afgb8CC4GtgGOAnSR9PCIerf7W8uOE18zMzKwFmjSGd2ZEVJr9YBhQKlkFmFtUplzCW1P9iDi8V5mrJF0PTAHOBT5Voa1N4yENZmZmZt3rHWBImWNDi8o0qz4RcQ9wN7CjpKUrlW0WJ7xmZmZmrdCeMbzTScMeSiWto0g9xOV6d/OoXzAVGAAsX0XZ3HlIQ04efvjhmZJeaOAUI0jz1ln1HLP6OG71cdxq55jVx3GrT7VxW6PZDSnlLV6/9fa4akQTTt3XPT8I7AJsCdxT2ClpKLAJqee1mfULPgwsAGZVWT5XTnhzEhEjG6kv6aE+xuBYL45ZfRy3+jhutXPM6uO41afT4xYRu7Xp0lcApwLjKEpYgSNJY28vK+yQtDYwKCKerLP+csCciFhY3ABJewDbAjdnszu0nBNeMzMzsy4VEY9KugA4RtJk4CbeXyntLhZdNOIOUg+46qy/I3CupBtIq6otIPUMH0zqiR7XlJusghNeMzMzs+42jjSG9ihgD1LyeT5wehXLCtdS/yngYWBPYGVgEPAP4ELg7IiYlsO91MUJb+eY0HcR68Uxq4/jVh/HrXaOWX0ct/o4bmVkQwzOybZK5UY3WP8JYGx9rWwuRbR+XWczMzMzs1bxtGRmZmZm1tWc8JqZmZlZV3PCa2ZmZmZdzQlvgyQtJekESU9KmivpJUnnSFqmGfUl7S7pXklvS5olaZKkNfO9q+ZrVdwkLS/peEm3ZWXelfSUpAmSPtScu2uOVn+v9ap7paSQ9LfG76S12vAzOlDScZIeyX5OZ2f//lK+d9ZcrYybkgOz97aZkt6S9Jik0yUtm//dNUcOMTsle09/Lvt5m9pH+a0k3Z7F601Jt0jaJJebaaFWxU3SUElHSrpO0tTs98Fzki6XtEGuN2WdJyK8NbAB5wEBTCZNwnwuMB+4E1gqz/rA3kAP8L/A0cApwD9Jy/6t1u5YdGLcgN1I8wDeCpwEfBEYT1r3+w1gw3bHotNiVqLensDCLGZ/a3ccOjluwGDgFmAe8AvSFD5HZ99zZ7c7Fh0ct7OysncAxwL/Bfw223c/2QPWnb7lELMAXgN+T1qNamqFslsDc4G/Aydk29+Bt4CPtDsWnRg3YP2s7D3AN7PfB2dldeYBO7Y7Ft6at7W9Af15AzYiJaBX99p/bPZDdWBe9Ulz2U0DXgCGF+3fhJSMTGh3PDo0bqOBtUucY+es7FXtjkenxazX8eHAi8CPSXMw9quEt9VxA84k/YHVr39xtvhndCDwNmnuzt6J8KVZ+U3aHZNmxywru1bRv/9G5YT3AeBNYFTRvlHZvtvaHY9OjBuwYqnvJWBDUsL7ULvj4a15W9sb0J834LvZD+Qneu0fmr2B35RXfd5P0L5Z4jx3ALNJywG2PS6dFLc+zvMa8GS749HJMSP1vEwHlqV/Jryt/BldJks2rs6+FvCBdsegH8Rt6SzhubHEeX6YnefD7Y5Js2NW4nyVErd1smtdXOLYxVk8V2l3TDotbn3UexiY2+54eGve5jG8jdmC9MbyQPHOSOtE/zk7nlf9wr/vK3Ge+0kJybrVNrzNWhm3kpTW+/4AaUhIf9DymEnaEjgGGBcRb9bd8vZqZdw+QfqeeljSeaTk901JMySdLak/LfTTsrhFxLvA3cBukk6StI6k0ZIOIw0HuTQinmnsdlqi4felGq8F5X8fCNg8x+s1UyvjVpKkpYBV6T+/D6wOTngbsxowMyLmlTg2DRghaXBO9Vcr2l+qLKSPs/qDVsatnNNIw0R+VU2DO0BLY5YlZxeRPhq9soF2t1sr47Ze9joO2Af4BrAfcC9pvP3FdbS/XVr9M3oQ8Afg+8AzwPOkMdDjgUPraH875PG+VMu1CuctdS1Ycn4f5OHLpIS3v/w+sDr0px6HTjSMNO6nlLlFZd7Lof6w7OtS5YvL9getjNtiJO0LnEh6kO2XfTW2Q7Q6Zl8HPgz8R23N7DitjNsHsq9XAP49Ip7Mvr5S0h+AQyX9ICIer7bxbdTq77d5wHOkBOcW0kfc+5D+MJ1LerCo0zUas1qvRZnrLWm/DxoiaRvScrl/Bc5uxjWsM7iHtzHvAEPKHBtaVCaP+oXXUuWruVYnaWXcFiFpd+Ay0nitz0ekwVv9QMtiJmkd4HTgrIh4rsZ2dppWfq+9m73eX5TsFkzMXrevcK1O0srvt2GkXvBlI+ILEXF5RPw2IsYCVwDfkbRemXN1kkZjVuu1KHO9Je33Qd0kbQ7cSHpOYfdsGIV1KSe8jZlO+ril1A/rKNLHNJX+Kq2l/vSi/aXKQumPtzpRK+P2L5J2I0178xiwSz8bl9rKmJ1Dmqbnmmw85TpZEjwQGJx9vWr9t9JSrYzbP7LXV0qUfTl7Xb6KNneCVsZtX9KnCZNKlJ1E+j318apb3j6NxqzWaxXOW+pasOT8PqiLpM1I05jNJs2q0l/iZXVywtuYB0kx3LJ4p6ShpOnCHsqx/oPZ68dKnGdr0gMyT1fb8DZrZdwKx3YFrgGeBHaOiNfrbXybtDJma5DG1T1GGk9Z2EaREpNnSON7+4NWxq3w0M3qJc5T2PdqVa1uv1bGrZCgDShxnoG9XjtZozGr9VpQ/vdBkD7F6g9aGbfCuTclJbtvkZLdF/K+hnUeJ7yNuYL0xjKu1/4jSWOOLivskLS2pPXrrQ/cReolOkLS8KLzbgzsAEyKiPl130lrtTJuSNoFuJb0B8FOETGr0Rtog1bG7GvA2BLbDOCl7N/fa+BeWqllcYuI54E/AltmvUeF8w7Iyi8AbmvkZlqold9vhTHNXyjRjsK+B0sc6zSNxqxqEfEsKREcK6nwABvZv8cCd0ZEqU8aOlHL4padY1PgdtKUZztmP7e2JGj3vGj9fQPO5/0VYo4gfRw8H5jCoit+TU3hrq9+VnYsi660djJpGpVXKJp8vD9srYobMIY0tnIu6Q314N5bu2PRaTGrcP2p9LN5eFsdN2BTYA5pSMi3SJPn//+s/rfbHYtOjBupZ/dPWdm7geOzn9W7s31XtjsWLYzZIaQH9U4jvbe/XvT1Ib3KbkN62OvvWbzGZf+eA2zc7lh0YtxIn17NJP0ePYMSvw+AZdodD29N+j5rdwP6+5a9WZ8IPJW9+UwjLYs4vFe5cj+oVdUvKr8naZ7Fd7If6qsosZJYp2+tihtwWPZGWnZrdyw6LWYVrj+V/pnwtvpn9KPA9aSlq+eS/kA9rN1x6OS4kWa4OJs05GheFrdHSVO7DWx3LFoYsykV3qumlCj/MdLCQ3NIH8/fCmzW7jh0atxIn4ZW/H0AjG53PLw1Z1P2TWBmZmZm1pU8htfMzMzMupoTXjMzMzPrak54zczMzKyrOeE1MzMzs67mhNfMzMzMupoTXjMzMzPrak54zczMzKyrOeE1M1uCSPqWpJB0SbvbYmbWKk54zawuki7JEqeQNF/SSn2U/1xR+ZB0WIuaamZmSzgnvGaWh4HAgX2UObQVDTEzM+vNCa+ZNerF7LVsQitpBWAPYA4wqxWNMjMzK3DCa2aNug/4O7CppI3KlNkfGAxcDbzbqoaZinHmgAAABndJREFUmZmBE14zy8evs9dyvbyF/RP7OpGkvSRdJ+kVSe9JelXSDZJ2rVBnK0nfk3S/pGlF9W6RtG8f1/uspJsk/TMbizxL0lOSLpe0X6+yO2Tjj6dWON9hWZkpJY4Vxi+PlrSBpF9Jeim77rV5xCKrt17W/lclvSvpSUlnSBpSqZ6ZWbdywmtmeSgkvAdJWuR9RdK6wFbAS8CUcieQNEjSpcD1wGeAlUm9wSOBPYFbJP2wRL3hwP3Aydl1RgJzs9ddgUmSflbmmmcB1wKfBlbKrrc0sC6pV/q8vm+9Lp8AHiL9IbAcsKBXu+qKRVZ3O+CRrP0jgfeANYFvAX8g9bSbmS1RnPCaWcMi4jngj8Ao4JO9Dhd6dy+LiJ4Kp/khcBAwlfQA3AciYjngA8CXgDeBr0s6oFe9HuAm4IDs+kMjYllgeeBY0rjhoySNLa4kaTQpSQb4HjAyIpaNiKVJCea+wI193Xudfgo8CHwka+sw4MSi43XFQtLywKTsfI8Am2T1hgNfADYGjm7SPZmZdayB7W6AmXWNicC2pAT3dgBJAg4uOl6SpA8DxwFvADtlCTQAETEHmCDpDeAK4L+By4uOv0N6IG4REfEG8BNJs7NrH01KBgu2JP3R/2REnNqr7quk8cZXV3PjdXgV+HREvJtdL0jjoBuKBXAMqaf6NWDXiJiZ1ZsPTJTUw/u98WZmSwz38JpZXq4kDSXYW9Iy2b7tgTWAhyLiiQp1DyW9H11bnOD1MhmYB2wkadUa2nVD9rq1pAFF+9/MXpeTNKyG8+XhJ4Vkt4RGYlEYr3xRIdnt5TLghXoabGbWnznhNbNcZD2qNwDLAPtku6t9WG2b7HXf7AGtxTbgH8CgrNyHiitLGijpi9lDai9Lmld4QAx4PSs2lDTMoeBPpCnSVgXuk3SUpDVrvO163VfhWF2xkDQYKMyScVepE2c9yXc33nwzs/7FQxrMLE8TgbHAIZImkRLf+Sz6sXsphV7K4dnWl3/1yGYPrd3K+4kipAe8ZpDG90IakwspGS98zP+6pENIvZ4fBX6Wne8V4DbgFxFRMnHMwYwKx+qNxQpAoQd7eoXy06o4p5lZV3EPr5nl6RbS+NRPksaTLgvcXObj9WKF96LjI0JVbFOK6n6TlOzOJD2YtXJEDIuIlSJiFdKDbAUqvmhE3ASMBo4iDcmYDqxC6pmeImlCzRGozsIKxxqJRTXUdxEzs+7ihNfMchMRC4Dfkt5bzsp2V/OQ1D+z1w3ruGxh9oVjI2Ji9sBZsZV7VygWEbMj4qKI2C8iRpGGBVyUHT5SUvEDcYXpw4ZWOOVy1Ta8jHpjMYv3E+nVKpSrZfyzmVlXcMJrZnkrjNcdRBo/e0OFsgWFMa17SRpUseTiVs9e/7fM8Z1rOVlEPB4RR5Hm9oX04F3BG9nrStmY2VK2qOV6JdQVi4h4D3gs+3K7UmWyWTNKHjMz62ZOeM0sVxHxMGmRg3OAcRExr4pqvyKNt10NOKVSwWyu2WKzs9ePlCg7nDR1V6nz9LUAQ2EWheLVyZ4mzY4gYK8S51yH9x/Yq1cjsShMu3akpBVKVNmfNITDzGyJ4oTXzHIXEd+OiK9FRJ9LCWflnwB+lH35bUkXSFqrcFzScEmfkvRrFp1LF+D32eu5krbPejGRtAVwBzCizGW/LOlWSQcWT+0l6YOSTgV2yHbdWtTO94Drsi/HS/q4pKWybZesLeWmG6tKg7G4gDSGegRwq6SPZnUGSTqYNFRjNmZmSxjP0mBmneIbpGV9v0xaJOJoSW+RxqUux/sPW03pVe804FOk6bmmAHMlLSTNyPAu8DmKktYiAnbJNiS9TZpR4oNFZSZkD7YVOwXYKbvePcA7pM6DocCfgfE0viRxXbHIZp74PHAzMAb4S7bwxlBST/V9pCnLTsbMbAniHl4z6wgRsTAijgY+DlxKWiBhMCnxexG4hjQLw+d61XuOtGrapaTezQGksbaXAVtExG1lLvkb4EjSimVPkJLd4cDLwPXAZyPiSyXa+RywFWmqtRnZ9f5BekhvW95f0KJu9cYiq3sXsGl2XzNIie5U0jCTT5KGZJiZLVGU5iE3MzMzM+tO7uE1MzMzs67mhNfMzMzMupoTXjMzMzPrak54zczMzKyrOeE1MzMzs67mhNfMzMzMupoTXjMzMzPrak54zczMzKyrOeE1MzMzs67mhNfMzMzMutr/ATIQq+A65XMQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"feed_cols = []\n",
"labeled_complete_data = pd.read_csv(\"../../data/csvs/PC88A_HCL_NdPrCeLaDySmY.csv\")\n",
"complete_exp_df = labeled_data.drop(labeled_data.columns[0], axis=1)\n",
"estimator.set_exp_df(complete_exp_df)\n",
"exp_data = estimator.get_exp_df()\n",
"for col in exp_data.columns:\n",
" if 'aq_i' in col:\n",
" feed_cols.append(col)\n",
"exp_data['total_re'] = exp_data[feed_cols].sum(axis=1)\n",
"for species in species_list:\n",
" fig, ax = estimator.parity_plot('{0}_org_eq'.format(species),\n",
" c_data=\n",
" exp_data['total_re'].values,\n",
" c_label='Feed total RE '\n",
" 'molarity (mol/L)',\n",
" print_r_squared=True)"
]
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}