{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/Cython/Distutils/old_build_ext.py:30: UserWarning: Cython.Distutils.old_build_ext does not properly handle dependencies and is deprecated.\n", " \"Cython.Distutils.old_build_ext does not properly handle dependencies \"\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jacquelineburos/.local/lib/python3.5/site-packages/IPython/html.py:14: ShimWarning: The `IPython.html` package has been deprecated. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n", " \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n", "INFO:stancache.seed:Setting seed to 1245502385\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import random\n", "random.seed(13847942484)\n", "import survivalstan\n", "import numpy as np\n", "import pandas as pd\n", "from stancache import stancache\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/* Variable naming:\n", " // dimensions\n", " N = total number of observations (length of data)\n", " S = number of sample ids\n", " T = max timepoint (number of timepoint ids)\n", " M = number of covariates\n", " \n", " // data\n", " s = sample id for each obs\n", " t = timepoint id for each obs\n", " event = integer indicating if there was an event at time t for sample s\n", " x = matrix of real-valued covariates at time t for sample n [N, X]\n", " obs_t = observed end time for interval for timepoint for that obs\n", " \n", "*/\n", "// Jacqueline Buros Novik \n", "\n", "functions {\n", " matrix spline(vector x, int N, int H, vector xi, int P) {\n", " matrix[N, H + P] b_x; // expanded predictors\n", " for (n in 1:N) {\n", " for (p in 1:P) {\n", " b_x[n,p] <- pow(x[n],p-1); // x[n]^(p-1)\n", " }\n", " for (h in 1:H)\n", " b_x[n, h + P] <- fmax(0, pow(x[n] - xi[h],P-1)); \n", " }\n", " return b_x;\n", " }\n", "}\n", "data {\n", " // dimensions\n", " int N;\n", " int S;\n", " int T;\n", " int M;\n", " \n", " // data matrix\n", " int s[N]; // sample id\n", " int t[N]; // timepoint id\n", " int event[N]; // 1: event, 0:censor\n", " matrix[N, M] x; // explanatory vars\n", "\n", " // timepoint data\n", " vector[T] t_obs;\n", " vector[T] t_dur;\n", "}\n", "transformed data {\n", " vector[T] log_t_dur;\n", " int n_trans[S, T]; \n", "\n", " log_t_dur = log(t_obs);\n", " \n", " // n_trans used to map each sample*timepoint to n (used in gen quantities)\n", " // map each patient/timepoint combination to n values\n", " for (n in 1:N) {\n", " n_trans[s[n], t[n]] = n;\n", " }\n", "\n", " // fill in missing values with n for max t for that patient\n", " // ie assume \"last observed\" state applies forward (may be problematic for TVC)\n", " // this allows us to predict failure times >= observed survival times\n", " for (samp in 1:S) {\n", " int last_value;\n", " last_value = 0;\n", " for (tp in 1:T) {\n", " // manual says ints are initialized to neg values\n", " // so <=0 is a shorthand for \"unassigned\"\n", " if (n_trans[samp, tp] <= 0 && last_value != 0) {\n", " n_trans[samp, tp] = last_value;\n", " } else {\n", " last_value = n_trans[samp, tp];\n", " }\n", " }\n", " } \n", "}\n", "parameters {\n", " vector[T] log_baseline_raw; // unstructured baseline hazard for each timepoint t\n", " real baseline_sigma;\n", " real log_baseline_mu;\n", " \n", " vector[M] beta; // beta-intercept\n", " vector[M] beta_time_sigma;\n", " vector[T-1] raw_beta_time_deltas[M]; // for each coefficient\n", " // change in coefficient value from previous time\n", "}\n", "transformed parameters {\n", " vector[N] log_hazard;\n", " vector[T] log_baseline;\n", " vector[T] beta_time[M];\n", " vector[T] beta_time_deltas[M];\n", "\n", " // adjust baseline hazard for duration of each period\n", " log_baseline = log_baseline_raw + log_t_dur;\n", " \n", " // compute timepoint-specific betas \n", " // offsets from previous time\n", " for (coef in 1:M) {\n", " beta_time_deltas[coef][1] = 0;\n", " for (time in 2:T) {\n", " beta_time_deltas[coef][time] = raw_beta_time_deltas[coef][time-1];\n", " }\n", " }\n", " \n", " // coefficients for each timepoint T\n", " for (coef in 1:M) {\n", " beta_time[coef] = beta[coef] + cumulative_sum(beta_time_deltas[coef]);\n", " }\n", "\n", " // compute log-hazard for each obs\n", " for (n in 1:N) {\n", " real log_linpred;\n", " log_linpred <- 0;\n", " for (coef in 1:M) {\n", " // for now, handle each coef separately\n", " // (to be sure we pull out the \"right\" beta..)\n", " log_linpred = log_linpred + x[n, coef] * beta_time[coef][t[n]]; \n", " }\n", " log_hazard[n] = log_baseline_mu + log_baseline[t[n]] + log_linpred;\n", " }\n", "}\n", "model {\n", " // priors on time-varying coefficients\n", " for (m in 1:M) {\n", " raw_beta_time_deltas[m][1] ~ normal(0, 100);\n", " for(i in 2:(T-1)){\n", " raw_beta_time_deltas[m][i] ~ normal(raw_beta_time_deltas[m][i-1], beta_time_sigma[m]);\n", " }\n", " }\n", " beta_time_sigma ~ cauchy(0, 1);\n", " beta ~ cauchy(0, 1);\n", " \n", " // priors on baseline hazard\n", " log_baseline_mu ~ normal(0, 1);\n", " baseline_sigma ~ normal(0, 1);\n", " log_baseline_raw[1] ~ normal(0, 1);\n", " for (i in 2:T) {\n", " log_baseline_raw[i] ~ normal(log_baseline_raw[i-1], baseline_sigma);\n", " }\n", " \n", " // model\n", " event ~ poisson_log(log_hazard);\n", "}\n", "generated quantities {\n", " real log_lik[N];\n", " vector[T] baseline;\n", " int y_hat_mat[S, T]; // ppcheck for each S*T combination\n", " real y_hat_time[S]; // predicted failure time for each sample\n", " int y_hat_event[S]; // predicted event (0:censor, 1:event)\n", " \n", " // compute raw baseline hazard, for summary/plotting\n", " baseline = exp(log_baseline_raw);\n", " \n", " // log_likelihood for loo-psis\n", " for (n in 1:N) {\n", " log_lik[n] <- poisson_log_lpmf(event[n] | log_hazard[n]);\n", " }\n", " \n", " // posterior predicted values\n", " for (samp in 1:S) {\n", " int sample_alive;\n", " sample_alive = 1;\n", " for (tp in 1:T) {\n", " if (sample_alive == 1) {\n", " int n;\n", " int pred_y;\n", " real log_linpred;\n", " real log_haz;\n", " \n", " // determine predicted value of y\n", " n = n_trans[samp, tp];\n", " \n", " // (borrow code from above to calc linpred)\n", " // but use sim tp not t[n] \n", " log_linpred = 0;\n", " for (coef in 1:M) {\n", " // for now, handle each coef separately\n", " // (to be sure we pull out the \"right\" beta..)\n", " log_linpred = log_linpred + x[n, coef] * beta_time[coef][tp]; \n", " }\n", " log_haz = log_baseline_mu + log_baseline[tp] + log_linpred;\n", " \n", " // now, make posterior prediction \n", " if (log_haz < log(pow(2, 30))) \n", " pred_y = poisson_log_rng(log_haz);\n", " else\n", " pred_y = 9; \n", " \n", " // mark this patient as ineligible for future tps\n", " // note: deliberately make 9s ineligible \n", " if (pred_y >= 1) {\n", " sample_alive = 0;\n", " y_hat_time[samp] = t_obs[tp];\n", " y_hat_event[samp] = 1;\n", " }\n", " \n", " // save predicted value of y to matrix\n", " y_hat_mat[samp, tp] = pred_y;\n", " }\n", " else if (sample_alive == 0) {\n", " y_hat_mat[samp, tp] = 9;\n", " } \n", " } // end per-timepoint loop\n", " \n", " // if patient still alive at max\n", " // \n", " if (sample_alive == 1) {\n", " y_hat_time[samp] = t_obs[T];\n", " y_hat_event[samp] = 0;\n", " }\n", " } // end per-sample loop\n", "}\n", "\n" ] } ], "source": [ "print(survivalstan.models.pem_survival_model_timevarying)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:sim_data_exp_correlated: cache_filename set to sim_data_exp_correlated.cached.N_100.censor_time_20.rate_coefs_54462717316.rate_form_1 + sex.pkl\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:sim_data_exp_correlated: Loading result from cache\n" ] }, { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexratetrue_tteventindexage_centered
059male0.08208520.94877120.000000False04.18
158male0.08208512.82751912.827519True13.18
261female0.04978727.01888620.000000False26.18
357female0.04978762.22029620.000000False32.18
455male0.08208510.46204510.462045True40.18
\n", "
" ], "text/plain": [ " age sex rate true_t t event index age_centered\n", "0 59 male 0.082085 20.948771 20.000000 False 0 4.18\n", "1 58 male 0.082085 12.827519 12.827519 True 1 3.18\n", "2 61 female 0.049787 27.018886 20.000000 False 2 6.18\n", "3 57 female 0.049787 62.220296 20.000000 False 3 2.18\n", "4 55 male 0.082085 10.462045 10.462045 True 4 0.18" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = stancache.cached(\n", " survivalstan.sim.sim_data_exp_correlated,\n", " N=100,\n", " censor_time=20,\n", " rate_form='1 + sex',\n", " rate_coefs=[-3, 0.5],\n", ")\n", "d['age_centered'] = d['age'] - d['age'].mean()\n", "d.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqgAAAHcCAYAAAAa41gWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_observed_survival(df=d[d['sex']=='female'], event_col='event', time_col='t', label='female')\n", "survivalstan.utils.plot_observed_survival(df=d[d['sex']=='male'], event_col='event', time_col='t', label='male')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:prep_data_long_surv: cache_filename set to prep_data_long_surv.cached.df_33772694934.event_col_event.time_col_t.pkl\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:prep_data_long_surv: Loading result from cache\n" ] } ], "source": [ "dlong = stancache.cached(\n", " survivalstan.prep_data_long_surv,\n", " df=d, event_col='event', time_col='t'\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexratetrue_tteventindexage_centeredkeyend_timeend_failure
059male0.08208520.94877120.0False04.18120.000000False
159male0.08208520.94877120.0False04.18112.827519False
259male0.08208520.94877120.0False04.18110.462045False
359male0.08208520.94877120.0False04.1810.196923False
459male0.08208520.94877120.0False04.1819.244121False
\n", "
" ], "text/plain": [ " age sex rate true_t t event index age_centered key \\\n", "0 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "1 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "2 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "3 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "4 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "\n", " end_time end_failure \n", "0 20.000000 False \n", "1 12.827519 False \n", "2 10.462045 False \n", "3 0.196923 False \n", "4 9.244121 False " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dlong.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:Step 1: Get compiled model code, possibly from cache\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:StanModel: cache_filename set to anon_model.cython_0_25_1.model_code_91766436784.pystan_2_12_0_0.stanmodel.pkl\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:StanModel: Loading result from cache\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:Step 2: Get posterior draws from model, possibly from cache\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:sampling: cache_filename set to anon_model.cython_0_25_1.model_code_91766436784.pystan_2_12_0_0.stanfit.chains_4.data_84680791400.iter_10000.seed_9001.pkl\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:sampling: Starting execution\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:sampling: Execution completed (1:54:17.931309 elapsed)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:sampling: Saving results to cache\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/stancache/stancache.py:251: UserWarning: Pickling fit objects is an experimental feature!\n", "The relevant StanModel instance must be pickled along with this fit object.\n", "When unpickling the StanModel must be unpickled first.\n", " pickle.dump(res, open(cache_filepath, 'wb'), pickle.HIGHEST_PROTOCOL)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/stanity/psis.py:228: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif sort == 'in-place':\n", "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/stanity/psis.py:246: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " bs /= 3 * x[sort[np.floor(n/4 + 0.5) - 1]]\n", "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/stanity/psis.py:262: RuntimeWarning: overflow encountered in exp\n", " np.exp(temp, out=temp)\n" ] } ], "source": [ "testfit = survivalstan.fit_stan_survival_model(\n", " model_cohort = 'test model',\n", " model_code = survivalstan.models.pem_survival_model_timevarying,\n", " df = dlong,\n", " sample_col = 'index',\n", " timepoint_end_col = 'end_time',\n", " event_col = 'end_failure',\n", " formula = '~ age_centered + sex',\n", " iter = 10000,\n", " chains = 4,\n", " seed = 9001,\n", " FIT_FUN = stancache.cached_stan_fit,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## superficial check of convergence" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mean se_mean sd 2.5% 50% 97.5% Rhat\n", "lp__ 397.041918 12.774893 92.121064 234.208559 395.077305 612.481689 1.073435\n" ] } ], "source": [ "survivalstan.utils.print_stan_summary([testfit], pars='lp__')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqoAAAHyCAYAAAAjsOxtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_stan_summary([testfit], pars='log_baseline')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## summarize coefficient estimates" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuYAAAH0CAYAAABxb+heAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAiCIAiCIPoApJgTBEEQBEEQRB/gf2PCVhYXFPXhAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_coefs([testfit], element='baseline')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwMAAAHrCAYAAACTqkHlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDAAAAACGIgwAAAAAhvr/AX/cL0Wpta7kAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_coefs([testfit])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## posterior-predictive checks" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAHsCAYAAAAgvDD1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDzXJIiIiIiI+1CSLiIiIiPj4H4lMZur9GL+AAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_pp_survival([testfit], fill=False)\n", "survivalstan.utils.plot_observed_survival(df=d, event_col='event', time_col='t', color='green', label='observed')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAHsCAYAAAAgvDD1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzsvXmUXVd55v3be5/p3poHWSpJlmRZHsAzfAQwYUh3Qkji\ngIM7YWhivqYDgfRiCOlmERaBsEJMiFcIIV8zLdwxgxNI4hBIAoE0SWA10NiAJU/Y2NjWWBpqrrrT\nOWfv/f2x71h1S6WSVFJJ2r+1juvWueees89VSX7uW8/7vMJaa/F4PB6Px+PxeDxN5NlegMfj8Xg8\nHo/Hs97wItnj8Xg8Ho/H41mEF8kej8fj8Xg8Hs8ivEj2eDwej8fj8XgW4UWyx+PxeDwej8ezCC+S\nPR6Px+PxeDyeRXiR7PF4PB6Px+PxLMKLZI/H4/F4PB6PZxFeJHs8Ho/H4/F4PIvwItnj8Xg8Ho/H\n41nEuhHJ3//+93njG9/I85//fK688kq+8Y1vrPia733ve7z85S/nmmuu4ed//uf54he/eAZW6vF4\nPB6Px+M531k3IrlcLvO0pz2N9773vQghVjz+wIEDvPGNb+Q5z3kOX/rSl7j11lt597vfzbe//e0z\nsFqPx+PxeDwez/lMcLYX0OAFL3gBL3jBCwCw1q54/F/91V+xdetW3vGOdwCwc+dOfvCDH3DnnXfy\nvOc9b03X6vF4PB6Px+M5v1k3leTVsmfPHm688caOfT/90z/N7t27z9KKPB6Px+PxeDznC+esSD52\n7BgjIyMd+0ZGRlhYWCBN07O0Ko/H4/F4PB7P+cA5K5I9Ho/H4/F4PJ61Yt14klfLhg0bmJyc7Ng3\nOTlJb28vURSd8HmstV0bBdP5ef7Ph/6UWqUCgLGWhUIBIyAtFrGAjuPu55QSYQwAQZqCBYtF0LiO\nJSqXERaKpRKitZtcgGXReqxFYAmsRcnOzzVGCNIkIapWKaQZV+U5kVLN50VvL8mLXkj8nOcAkN3/\nAPZpVzJVqTA6Orqq96rj/UlTJiYmTukcHo/H4/F4POuVc1YkX3/99XzrW9/q2Pftb3+b66+/flXn\nmZoqIWW3NA3Jrl++mWxqqrmnMnGUrFSiNj9HNjfP1PhhBJ1NhtZa0qRAVK0gpUQKJ2qNEFSUQlqD\nsBarFEYFRMUigXSiNtc5ZSmR1kKzedFiLGil6K9WEGZRU6NUpIUCQZpTiiUzBmJV/2Ot1dAHxzn2\n7e+yPS4SByH5P34FrS0H8hwxNU8cRZAUEH19K75XSkn6+wvMzVVYWCjxxBN7gYhCoXAib3Xn+1Ra\nwDz0EPKqqxA9vat+/Zmi/Z61Nmd7OWcEf8/+ns9X/D37ez4fudDu93QxNNSz4jHrRiSXy2X27dvX\nTLbYv38/jzzyCAMDA4yNjfEnf/InHD16lA9+8IMAvPKVr+Suu+7i9ttv55ZbbuG73/0uX/va1/jk\nJz+5qusaYzGLhWedwsWXULj4kub3/W3PpYcPUvrqlwm0QYlW5dZWKlTKCxT6hxBt4jHXOQtKgjFI\nazFCoJUkEIogcH8MNsuR1RJBnjd9MMZCJY4wQUCFpf4YKwQYQzVQ6CDmx1Ki6lVsVIHAGoKFBSp/\neRe2UoO9T8FTe9kyOYHZvIVqHCMGh1BveNMJCWUArQ35xBT5/feT94+Qj411PJ9lGTMzUwwODhOG\nYddz2FIV8+PHkDsuRcTFE7ru2URrQ55fWP/4+Hu+MPD3fGHg7/n850K73zPBuhHJDz74ILfeeitC\nCIQQTTF8880384EPfICJiQnGx8ebx2/dupVPfOIT/NEf/RGf/exn2bRpE+9///uXJF6sGXGCiGOY\nWwCTtfZnKRgD5RKFw+NUR0exUeT2JbH7ai1ICUK6r3VElrF5z/1IY9qMGZCFIRYI83yxEaN+kMUa\ng1GKhUsuQSl3To2kNtCP7O1DhDEECxAnUOyBqSno7QMpsDPTUK3CCYpkAIyGasV9XYTWORMTR+nr\n619WJIvhYdQrX+2WXyphH34I8fSrED0rf7LzeDwej8fjWWvWjUj+qZ/6KR555JFln//ABz7Q9TV/\n93d/t5bLWhbR20v4tKdBZpCyVUk2U1OIxx8l2LSZnvvuI7/6WvTgILK0APufAiGcOBbCCeQsb1or\nbBhy6LprCbKsVUkGykkCQLFaQ9Kl6m0sJs/J45jBapWgYdUQFoRABAGiWERog41CKBQgChHFegW3\nVlv9/QtBZExXP7ednsE8+AB2cBTGTsCKUS5jvn8Pascl4EWyx+PxeDyedcC6EcnnIiIMIVQI1Xob\nRaUCSiGSBKLIidOeHtB5Sxw3Guu6CMw8SbBR1CGS07ptI1TB8iI5y9BhAJUK6Hp1V0hXZc5zbLmM\nLZchzdwxaea+B6hWsY0myCQ5IdtFHEZcUq6hwi5Ne8epMndFKcTQcOt98Xg8Ho/H4znLeJF8imid\nd0wItCbDWkuuc4zR5DpD5xm51hghmgkXduXJ2ydHqQxpvTIchCCAchn76GPUtGZ88xhjTzxOfOwY\nlBbqfo4UfccnnEBepT/5dCCGh5G//DLsww9B7C0XHo/H4/F4zj4+J/kkCQJFoVBAa02tVmtuaS3D\nGEOapUwnCdWq259lmWvWkwItBAaBshaxqDBshcAs2ixOyy7e39ykwEjpouOMaVk5pGhVruMIWyyQ\nDg1iiwUI3D7iGKII+gcgjlv+5DNN3XJBo7q9CFsqYe69B1sqneGFeTwej8fjuRDxleSTJAwjnvGM\nZzAxMdcRuVI7eoTDU1MMbd/FkfkFdl56OcnmLVTGx3nk8ccIrSWo2wqktUhL00BhdE7aU0TQEs9W\n4HzFxpAruWzjnhESKwXGmJZQznOwhjyMqNVj1vIoplbsIYhi8p5eEAJVlsTFoquIn4Q/uRs6yzn2\nv7/Opl+4ieiii1Z+wUqWC+9b9ng8Ho/HcwbxIvkUiCKXEdweuZJs28HAth1UDh7g2MP3E8cJSVLA\n9vURhCFBuewGjLQh0pRkYgIzPEykJNJoZCOWLs8ZeewxBBDk+ZLKMziRrQXIXBNXym3JGILkWMjE\n065k76aLMFKw0N+HuWiUi6anmBrbSB7HBGnGrmqVQGvnTy4tIDZscOeYn29Wlm0g0GkRO1t2HuZy\nueVlbl/P1DRGZ0wZw4bsxEaEt6ddHA9bLmPvvccnYXg8Ho/H41lTvEg+Q4jeXsRll7sBI6rzbVcz\nM/R889+pXnElYnYamWVuoAhgoohD116DzHP6ZmbpPTZBaWQY0x6tpjUjP/6xu461iMYwEiEIMsH2\n792LtIY0SbC7dtG3dy+TWzYz+MQTSK0xUpFbS1BNIUsxn/sM4q1vd6f+5MecBQNn95iNA9Jajs5S\nmJnFfPpTiKAz5k3nOWEgyYqF02ePaFSa09qqKso+Xs7j8Xg8Hs/J4EXyWiEVJAX3tUEYolWACBZZ\nCuIQEyhMsYgNnLfY1vOTbZaRLcwhEGghKT61l/nLdpH1tqbUGWt4cnQUmWcU5+aQxkBd/JogYPjI\nEVSek4chtf5+FjZvZn50FCklwlpqhQJD+w44b4fJsbMzrerxzLTzLScFkAKZhFDNoFqDghOdi4vb\nca65+Cc/Yd+uXdijR7BDw0veHlupYL/zf5AvfglieOnzi2lUmu2xYyfw5rfRxabhhbPH4/F4PJ6V\n8CJ5jRBDg8irr0EMDQKglCKOY2q1GlrnHcfKas01+aU1DLgBH/VR2UbiPMkWRKMZT6lO766GvJCA\nTQjzvCWSlUIHIXmhAFqjgwAbhugkcV8LBbAWHccQBBCGkHb5kUgKiJ4ehBTIQgT5PDxy3/INfsZA\n5qLm9N/fTV5YOlEvTxJmR0YYrtXoEiK3tnh/s8fj8XjOIDZLsY8+uibn1kqS9ifouSqmrUdKXHEF\noltM6wp88IN/yDe/+a8sLMzzv/7XXezaddnpXO4JcfjwOL/6qy/lL/7iL8/K9Rt4kXyGCMOIK6+8\nGq2XZgdXDx1k/6GDbNu+EzM7TRRFzVHV2fwCE1PTBNC9aW8RMk1ReQ5aI5RCqNwJ1kYzX11AN79q\njZCCVABSoKRcWbTmOTVrGb/iMsbGDxOnXXzHJnEJG0kR+vo7n6tWyEolJsc2MnCiWcoej8fj8Zyj\n2EcfJX/NK9bk3DnQ7Xeswee+gLj6mlWd6//+3+/wta/9E3/+559k8+bNDAwMnpY1ngzdhpWdabxI\nPoOEYUS3Kc02TpBSEkcxSimCICCo+3ytcpYIK1x0XBZF9Qi5FgZneRB5zvCTTy06uSWuVhH1VA2b\npgSVCtVCQjQ9TZCmWCFYyFIkFhmFDLPyD4YVgrRQwEbxUr8FgHaiXCTJEkuDhY6oNzs1hfn6P5+Y\n9WINBo94+4XH4/F4PHDw4H5GRka56qqrz/ZSOmZQnC28SF4jhBDEcXzKn4SMMaRBgBCgo4jJzZup\n1IVyA6uUy1NWiqee/VMIrZ2wRoCAvokJlG79sGmlqPb3ocMYYZ0tY3BuHoEgl4KB0gnmJFsLmWv2\nW7pw1zxoq9UlzXu2XIY8a+3QGjs91ZoUeBxONAWjyYmIam+/8Hg8Hs8Fzm23vY+vfvUfEULw/Oc/\ni02bNvM3f/MlPvvZv+DLX/57pqYm2LZtO6997X/lRS/6jwDcd98PeMtb3sif/Mmf8/GP/zl79z7F\n1Vdfx+///h/yyCMP8z//54c5duwoN974fN75zt8jjmMAvve97/LpT9/BE0/8BKUkV111LW996++w\nZcvWZdf3xBOP89GPfoQ9e3ZTKBR41rOezVve8vY1rXZ7kbxGxHHCzp2Xn/J5ZBgRWYvMcqKFBUb2\n7cf09pLXxZxMUwrHjjGxaRN5GEI9Y1kYCxKskJik4OwVdYyUmDDAJDFg0SqAWuqi5KSEExHJRsPC\nAoyPdx0AIqKIqL8P8dTepZ8GsxyiEHvZrvq3OVNRwHCen3Z/8qpFtcfj8Xg8FyBve9t/Z/PmLfzD\nP/w9n/rUZ5FS8OlP38G//MvXeMc73sXWrReze/cP+YM/eA9DQ8Ncd90Nzdf+xV98kre//Z3Ecczv\n/d47ec973kkUxfz+799GuVziXe/679x99xd49atvBaBarfDKV76GSy/dRaVS4Y47Ps673vU/+PSn\n/6rr2hYWFnjrW3+Ll770V3jrW/871WqVj33sz3nPe97Fn/3ZR9fsPfEi+TRTq1U5eHAfW7ZsI46T\nE3tRIwmjXu3M81ZFVSsJQ0MIBLJQJIyfQG64CNHvfL7B3BzDDz3M9EUb0GGhXkWGoFJGGIuVAlWp\ntHKXAZRCRhGyWkNY511uDBERUpIvaizsirVOeEvpmv4WEWc5Ox7+EYyNQbjoeWNbPmlAG82EEPR+\n5R8Jf+WWE0q7OBt4W4bH4/F4zleKxR6KxR6kVAwNDZFlGZ/73J18+MMfa9ovxsY2c//9u/nSl/6u\nKZKFELz+9b/F1XX/8003vZRPfvKj/PVff4lNm8YAeNGL/iM//OH3myL5hS/8Dx3Xfsc73s1LX/pi\nnnzyCS65ZOeStd199xe4/PIref3r39Tc9853vptbbrmJAwf2s3Xrxaf/DcGL5NOOlIq+vgGkPHHP\nbCMJQw0PE89NdyRgaJ03Ey9yJZneuJFcSXQ9/UJKgREAojloROQZWx54sP6NQC6yMTi7RT/J3BxK\na6wQbpAIzi+8kOX0LCwQtsXMHeeGl7EyCCekZbfJ59ZVovMcO+UymMlS7NQM9ujRlu0iSRB9fSuv\n4UzhbRkej8fjuUA4cGA/1WqV3/7t/9bxG2Gtcy6//MqOYy+9dFfz8fDwCHGcNAUywNDQMD/60cMd\n5/7Upz7Oww8/yOzsDMZYhBAcOXK4q0h+/PHH+OEP7+Xnfu4FHfuFEBw8eMCL5HOFMAzZsGHjSb52\naQJGtVrl0UcfIooiGIXZwSEGBgab6RcqiinGBUKtIc/IhECHIU8+61koo7GAyjI3YKQLtu5tLlRd\nJVkrRY8xjEYhIWDTtGmnsFJgdFr3FGsngusJGe3UkoTxKy5h7EePEh854gRxO7l2cXOzs+R/cxfk\nBqIA+9hj5FNTiMRV4MXgEOoNb0L09a2uuW8l1qD5z+PxeDye84lKxf2///bb/4zR0dGO56Ko0xwZ\ntP1GWQjR8X1jn7Ut2+c73vE2xsa28M53/h6jo6MYY/n1X/818vZ+pUVred7zXsBv/dZbllg4F6/t\ndOJF8jqgvcmvWwJGI/ECQErZkX6hVIhVkjRJ0EGIrvfzmTgms4AApeuCtvvVQUAoFxBAJmVTpNtq\nFf3Uk9gkQYShS5ALFHmliq5WMNai85x8UQRcHgRU45jcGuIsc3aL9oqydfccFXuQSQ+mWgGdQRi7\nuLhiEaoVN8ikWoW+vlU1962E9yl7PB6Px3N8duzYSRhGHDkyznXXXX/azjs3N8v+/ft45zt/j2uv\ndefds2f3cV9z+eVX8q1v/RubNo0hu/6Gem3wInkdcKpNfgpBkqZkUJ/UZ7FBANaispyhQ4dYGBnG\nREvb4qyQWCkQgiVRbnkQ8PiNzyELQkQYIBCoQJJXU/TUFGmg+Mmzf6o5Qrv9dQsjI+RByBX3fp/Q\nqeIOoR5XKuw4OoEYHqaCayacHhlmg5Sugm0sVKvYyUm3zoUFwDX5zR47wuDgMGG3PL11jPc0ezwe\nj+dcoVgs8qpXvYaPfORDaK259trrKZUWeOCBPfT09PKSl/wSsPqotr6+fgYGBvjyl7/IyMgohw+P\n8/GP/3/HTQN7+ct/jX/8xy/x3ve+i//8n2+lr6+fAwf2841vfJ3f/d33rFmmshfJ5wOBQg4MoooF\nxPxcs1KLEIRZxujevdQGBkiTLvYCIdwUP5aqZG00lZ4eVBCiAoUQAqkUUigEECwsOMvCoh9OWY+j\nq/X3oYOAMK05y0YjYcMYtz14PzZJIIowu3YyXUwY+tGDBFnuEjCyFH3HJyBJIIoR/f2uyW9igr6+\n/tMnks+U/cJ7mj0ej8dzDvH617+J4eFh7rrr09x++2309vZx+eVX8Ou//rrmMasVqEII3ve+D/Dh\nD9/Orbe+gm3btvO2t/0P3vzm31xyXIPR0VE+9rE7+NjHPsLb3/5msixl48Yxnv3s567p0BEvks8X\nlAQVLBGsTRo6uNv+FWb5KWMJrDsqALAWUS4jyiVno1j0qw8VhgQD/ahKpeVZ1tqtrbEBRBEkMcSx\nE8KVitunlEv8EED/gOsBnJ1FFIuEpRLb9zxAuGHMJYKcBrz9wuPxeDxribjiCoLPfWFNzq2UpL8/\nYW6uil40lnq1/NqvvYpf+7VXdey75ZZXcMst3acF3nDDM/nWt+7p2PcLv3ATv/ALN3Xse93r3sDr\nXveG5vfPfOaz+Oxn/7rjmPbzbNo0tuS8W7Zs5f3v/+MTv5nTgBfJa8RJRcGdBFYpdF//Is+vXSqW\nLd0n4wEIN/hjed/yosOzjMEnnkBkKQi55FppklAuFhjZt4+gVAKdQ563jmtcq15ZFtYS1mpkyzUX\nNiLjAGks0fTUEovHcqRHjzL9b/+boZ/5WaKLLjqh15xpvA3D4/F4zm9EGK16RPSJogJJNNSDmi5h\nc7PyCzwnjBfJa4S1llqttuZjFU1/PzM/93NkRw+7ASJCgs1pRrBh6wLZomo1+o4cYX7jRnS7P9nS\nskK0V3qXwYYhMzt3LltJzsOQ8vAweweHGJicpn9utlVNtm2CfGICZqaJgYvHx9l31dPh6FFXUTYu\nOcPe9wO3Pp1jN25a9fujs5SJtEJ/t6mAq2WtbBnehuHxeDwez7rDi+RzikasyjIiVkmXRKE1th6j\nYpUiKxYwSYIAeicmWRgbw9ZHQ1oBFoHpc0LXApQrK64kSxKsFF09yXkQkEcRRipqfb1UTd1qofNm\nA5+qpYSBag0iCcO6zaJemRbU/dISck2uNbPCMjw5gSqXmw19Tc5AprK3ZXg8Ho/Hc+HgRfIaoVTA\n6OhFKHV63uI818TlEhd/73vMP/vZ5PWJe+65HGNc1VgbA1iXfywEeRQzs2UzaeJE8cxW91irVvXX\nIqjVp+IZa5d1ZTTQwNTGixC1GtJoFot2KwQGyMOA/VdeQVSrObtFW1U9qFa59MePETb2CZylolyG\nUqle/Tau2mwMeRgyaTQ9X76b5MmnMIfHm3nK0JmpfC5i0xSz5z7kc5/nLRcej8fj8awDvEheI05l\nqEg7SiniOKZWq5FWKjA9TVqpkNcrwcYYqtUyWucIIVyXp215f8O0xuDBQ1SHRwCaj7N6MkTDqhzX\nzf65tSu08TkRbK1l6/331y0eS49Jk4Sp7dvY8NjjJI0Gvrr8NlJilEJL6YagNBdiW9Vja8HIVqVa\nKdfEh4T4cCtPGZZmKrcRBSE7ylWioJWEsS59ylmG3bMbrrvBWy48Ho/H41kHeJG8Djhek1/HFL5S\nCQq9bLjyaU0hVa1WefLJxwiCiDAMmZmZRuic6tysS6MwgAoQFoQ1hLUUaYwTtw0ESGNcdNyKdWSH\nCUPGn/40glx39TBnQUBlcID5zbOk1YqrEtd9zzoKKff3s1Ctse2xx4mrVYQxROWKmwwopfMkC9Py\n/0oBYYAoFCAKEcVis+Jq3ZvYdZ1SSmJjO8LHT6tPeTX4SX8ej8fj8ZwzeJG8Dlipya85hS8pwPOe\nv+T5IAhQyk3ik1IgCBBCIrQmKyQceMYNAEQLC84PXK0yeGyC+U0byZMYEM4OASAlIgpdLNsywrOB\njmNsRFeRnAcKHYaY5SbjWEsWx+6etSZOU3b88IctT7Kpp19oXc9VtpDl2EoF0syNxm6cqlzuGDxy\nJvzJJ4P3NHs8Ho/Hc+7gRfL5iJJQKNR731oCVlgQcYQKI4aPHKaybRu6pxdrLWLI2TGEzhB9A4je\nXuwKInklhDEM7t9PoVxqJVsARikKvb2UNm50SRaNQSONmDjRJtrn5wELxQIcPUK+bz+TccTAww8S\nNBI5ajVIU/KPfgTiGNE/gHrNa909TE7CokY/OzXt7A1T09j+AbJKZf3ZL/DRcB6Px+PxnE28SD5P\nsdRHVLeJZKMkWRRjAuW+KomVEmsMpm4BMEZj5CI7gM5cxVeANQryDIRwqRgSupmSjXC+48lLdlCo\nV3+h7nsOAmrFHmJroVBw4rkREdeoPGvtbkLV/ck4X7Lu7WFy8xg9Tz5FUKu5444dgyyFp550924M\nem4WksSlfMzMYj79KUTdl5xrjU0i8sc/ix4ZJf/ll50d+0UDpRCDgzA317n/HIqG84Le4/F4POcb\nXiSvA04lCcNOz8DDDyNHR2G4HutmrRO7xnQ4IYxSTGy/mGoSMz22iVRK8jyv2z2qAGitKZXm0TpH\nxjEiil2lN3PP20BCmiOlIJmZZm5srDNzuXEtITGBYurirShjwejmMBOjJEYILjo0DlJS6+lhfMcO\nxnbvJm5UrxsLFxIw9eY9CUE9Ki6MnAWD1IloqZyQtEBac01+9Wo6Ixs61haVy2zf9xThpk2u4a92\nlsRxHTE8jHrZy9F/uzbTmM4IUYS49FI3MdHj8Xg8HRijmZ2dWZNzKyXJshLz850T9wYGBpGLi15n\nmNtuex8LCwvcdtvtZ3UdJ4sXyeuAU0rCMBqqFYTW5LnGGFtPuZBIKTtnmhcCytt3EM7PMzg+TnXT\nJqxSWGubDYNZltLT0+cEe28v4rLLkVIilfM7J0lINjGFfOhBhg4eojQ6iqknbbQjcXaLIM+RxqDK\nZWQ9ycIEIWkcOc1sjNO1Sexi6xq+bNsYgmLcGGyjiWo119jXDSld1rJ174koFlvpF4tQ4Cb2RYmr\nQJ8gdmoK8/V/Rr74JYjh4RN+3YWACEOoJ6h4PB6Pp5PZ2Rn+/d+/fkav+aIXvZihIf/v8qngRfI5\nxHIpGEIIojikYnKM0c391trm1oyHAzCWIE3rlVgXM6fqYllK2ZEEQRgi4hgRhAgpEEkICxWXNoFw\nvudui63vlMYQpCmbH3yow5Nc6+kh7+11nmRw6Rc6b46fborkLAcscZax48ePUx05sb/wNk2XHbNt\ny2Vn/6hUsHmGnW3zKEfx8o1/WmOnp+pxdqeZ4yRf2HIZe+893srg8Xg8Hs8ZxIvkc4huKRhCCGJr\n2XTJZej+QR599CGklMzMTKPqgqtWqxLHSVP8hrkmCiOKxSJhT29TQK/FCG0rBHkUcfDqq5qVZK0C\n0kLCwPQMtcFBAPJCgVpvHzQsJ1mKyjShoOVZXi4pYzFaYx/YA3lOHgTMDg8xMDVN0GgGNMZlKs/N\ngc7R1mD7+8gf/yy5UmdlMMlxky8qlXPGm+zxeDyec5M3v/k3ufTSXUgp+epX/4kwDHnDG97Ez/7s\nS/jQhz7Iv//7vzI8PMzb3vY/eM5zbsQYwx//8R/ygx98n6mpCTZu3MSv/Mqv8qu/+splr2Gt5XOf\nu5Mvf/nvmZqaYNu27bz2tf+VF73oP57BOz1xvEg+x4kHBrn06dchRi6ipmSzKiylQEpXzhVC1L93\nIrNhw1hSNe6CMZq8Li6FECjlGt+MlOSRi3jrJq2tdW16ld5e5yduE5xGSrRSKCH4yTNuwEpJaXCA\nSqGA0nUhqw1Rqcxl936fsFbtGjO3LNY6ERzH5D1F1+hXq7lGvwbFAqS58y/39Lrx2L2Rs38sM5gk\ny3OmooDhPMc7bz0ej8dzvvHP//xPvPrVt/KpT32Gb3zj69x++wf45jf/jRe+8Gd47Wv/K5///F28\n//3v4e67/wmlFBddtJH3v/+DDAwM8MADe/jjP76N0dFRfuZnfrbr+T/zmf/Fv/zL13jHO97F1q0X\ns3v3D/mDP3gPQ0PDXHfdDWf4blfGi+RzHNHTg3jWT7lvqpUlz6uFEj0HD8CWrdj6KGsrJVlvr0u/\nOA5a58zPz9dFtxPWQSCpVarUCkWmt24lSxJ00PljJLUmWihR6+3FSInUxvmTqxVkXWBbpRg4fIQ4\nTcnDkGqxQBbHFI7MEGQZWkl0ELqpfNYua504LmHgGvwajX5tA03aifKc7QcPEG7b4QR/W+ayDQQ6\nLWJrFm00k1HIgDk5u8VaeZp9soTH4/F4Tge7dl3Orbe+DoDXvOb/5bOfvZPBwSFuuulmAP7Lf/kN\n/v7v/5acuKxdAAAgAElEQVSf/OQxnv70q3nd697QfO2mTWM8+OD9/Ou//u+uIjnLMj73uTv58Ic/\nxlVXXQ3A2Nhm7r9/N1/60t95kew58whjkGmKqTfIAeR9fRx5wQtWfK1SAX19fYRhRBAECOEa9xYW\nKtijRxk6dIjq8DBi8ZTAWoVNjz7KoauvJktihAVVq7Htvj2AdWOtpaRveoYgz0mThEqSgLUMHThI\nVKlgpEAHIUG14jKTrRsuIqwlqqXLN/Ath87h0LiLr2tgnI1DmgeJ8xxmZkAbyFL0HZ+AJMEIwWwc\nkBX7sL/00tVdcxEmy6jOTpNkGSfUb9z0Ka9gMzkHouK8kPd4PJ71z6WX7mo+llIyMDDAzp2tfcP1\nBu3p6WkA7r77r/nKV/6BI0cOU6vVyPOMyy67ouu5DxzYT7Va5bd/+7912Du1zpd9zdnGi2TPcZFS\nEQQBQRAipSAMQ4IgQ0pBkKYuxUJ2WiEkEKYpovF3QLhR1PuecT0yb1SSJaMHDxHXaq6SPDiAyHLm\nLtpAkKboeqZzz+wcYbWCSmuEWhOXFtjx+OOtiy1THV6CMU4gS9mWxVx/XaHgqs7gLBiCZoQcUiBs\njp0+9ai4NM94qpiwM88onMDxDZ+yPXbslK67LjgHhLzH4/Fc6ASLfjPsfoO8VCpaa/jGN77ORz/6\nZ7z5zW/nqquuoVgs8pd/+Rl+9KOHup67UnGTcm+//c8YHR3teC5ap/GhXiR7TgorJWmx6GLbzKKq\nbiOZAvfVWtBRTJa4irMVAisEE0GI0horQAtBsTyFSjOCWooSENZS5keGkHoAlaUMz82iSgud19La\nTdwTOCEsVqi6SkmeJMyOjjJw5ChBpeKi40I3aIR8qeC21mKr1aUpGIs5yXHY50O03IqV4sFB5C+/\nDPOTx5DFoq8mezwezznOAw/s4ZprruPmm29p7jt48MCyx+/YsZMwjDhyZJzrrrv+TCzxlPEi+QIi\nmJ9n5L77mLzhBvJTTG7IevvZ/6xnIbVGLK7kGoPIMwb372dy2zZMGGJlPQPZWteEJyVSa1S9KVAK\nQXl4mGNCorTGSIFRAYNHjiCsRStF3/6DqEVVa7IMqvWGPCnp2kW4iDwIXDPf1BRBu41b53D0CNRq\n2Pt+AEGABlJrMJUqWoDdMEr+N3eR26WNhCedirGW0XJnihUqxSIMIU4w9/0QLr3MV5M9Ho/nHGfr\n1ov553/+Cvfc838ZG9vM1772FR555GE2b97S9fhiscirXvUaPvKRD6G15tprr6dUWuCBB/bQ09PL\nS17yS2f4DlbGi+RziBOdzNcaKmKxxqCyDG0M1lqC+XlsnmO6WBS67VsOKwU2jp3gXZQ8YS3opEDP\n1BRTF1+MDYJmxVk0jhcCaQ2ycU0hsEq5wSTGND3J1PObaz097L9sF9vqzX4dnGg03EoY4/zPQkAc\n1y0YAmENaEPc288OFRL2Dy19bbWybCrGKXOcDOVzisFB1CteBX39Z3slHo/H41mE6Joi1aUgJNyE\nhJtv/k889tiPee9734UQgp/92RfzK7/yq3zve99Z9hqvf/2bGB4e5q67Ps3tt99Gb28fl19+Bb/+\n6687fTdyGvEi+Rxipcl8SiniOKZcLtWHilgCaxg+fJjxSy4ht5a5vl5yk6MbUWtLzhEs8xelhTGG\nLEsx1mCRiEXlWxsGTF28FawlT2J0oNwR9fPaxtfjXEPVaqhaRlCtgrWoMCSLE2yedU7Ja/ckZ5k7\nqdZNQXlSjX6N6X1h6DKkjUYEAbJYRCXd3cQWnO3jJDDGUK3ViL70RcKX/6cllovjZiivM443+MRP\n5fN4PBcqAwODvOhFL16Tcysl6etLuo6lXg0f+cjHl+z7m7/50pJ93/rWPc3Hv/u77+F3f/c9Hc//\n5m/+t+bjd73rvUtef8str+CWW16xqrWdLbxIPsdZPIXvyiuvplQq8eijDxFFEeHAEOL/yRnecjGm\nUqI6OsrQ8AhieLTr+bRu5SIvh5SSMIwwxqKUWiKqw0qV4YMHscawMDIMUrnKszbuQ2ndbmGFxNRf\na6TzKRspkXnO2MM/wkpJYX4eLCQ9RcqbN8PkZGtKn1twS5zWY9vIUqj/4xCnKTv27lvV+OlTwS72\nTLc/N9Xd01w7epSnChHbpyYJz2XLBax68IlPvfB4PBcCUqo1GxEdBJKhoR7CsETepa/Gc/J4kXyO\ns3gKXxhGJIlGKZdKoZIC2TXXoQBRS91AEBkig3DZc64kkoHmlL6OcdeN56SEICAolZGIehVXQKCa\nVWSVphQmJ1i46CJ0FGFxzYCV/j4E8JMbn4swhrhcBusGkAyWyzAy0lmxbfckj4y4km6lvCoLRh4o\nZkeGGZiYOKW/EDbLMJ/7DLZW7X4dYbH9/Us8zbnWEAXYvfuwCwuIDRtWd+Fz2Y5RLqO/83+QszPI\n5z7PC2WPx+PxrBtOk5nTcy4hSwv0f/1ryLm5NTl/1tvL+DOfiYkiiGNEsehSJ9rEdJCmjOzbT5Bl\nbvqfEKg8R1rrGvWiiKzYg45j8kJCra8PE4RuKEjHFrZi3RopFasUi7kKmBwZJj9Vkak1dnbG+ZkH\nBpdsYmgEhobd1/bnGlMJ09pJWTYadoxzMhljcBD1i7+EffQRKJfP9mo8Ho/H42niK8kXIMIY1Nwc\n4kz8ar9urej0/ovmc6LxnaU+Va9xoAUs0pimJQMgDUMOb9rI2PjhVgPfYk9yoxKetQ0OaXiXtXZf\njWvGO6GM5dWSFJZURG2tRpTn7JibJ9TLXDN3KReNXGQ7M4P55r8hX/gziE2bTipebr0jwhAGh09f\n86XH4/F4PKcJL5LPY/K8UwRbk2GtJdc5xmhynaHbJ9B1ec16wwpBGkdN2wbGuAqspeVJbojnaqVV\nVdbaJU9IiZCSaG4OUS5DrQp2bT1ctlbD/vD7iGqVRlx6RxthFGG3X0xarRB9/i5UY3x4tQp7n8I8\n+iPkprGTi5c7U6wwHdB7jz0ej8dzruFF8nlII+WiVqt1pFgYBNWhYSQwnSTUqjVMl1/vx3GMUgp9\nnEpzuLDAyO49TFx9Fbq3d8nzWkrKAwNuup61i/Mv6rNGbKNg3NonGkcILAJTb+6zQqCVIo1CchVQ\na0znkQIGh1BZRtjwJJdL7rmeYmtISJY58awUsRDs+PFj9ZtNVh5AcqrkuRPoSrUm+7UTx+hiDweu\nuYadKqTQiEgLy259UbR28XKniRWnA57AxL3jJWN4PB6Px3Om8SL5PCQMI6688uolIrdarbJ/+Eku\nihKOTk2x89LLSbqEfiulCMMIrStLnmtiDKXBATIBZlE1GiCLYw7ccB2AyxkWkvb6qY5jjJQu3q1W\no+/IYaY2byFPWqkPVggq/X1NgVzKe3gq3kalp4dKEqMatokd24kqFS47dJgwyyEIVjeYI8/d8Xl+\nXPtFLgQzUcBglhOsIlGuyeJBKCeKsdi0ii2dRFPfOsKmKWbPfUsb9Or5ybZW86OrPR6Px7Nu8CL5\nPCUMI8KwMyKuUCjQ09NLLAOklMRxQrJM7u9KCGDo0CGqmzeTd0nKsNY2RbqUEm1Ma3y1EKg0RdaH\ndihg6NA4s5s2kYu2yXyIpl9ZWktPqYyyljRJCLOMQGswGp3npIUCWiknko2BuVmXctHFbtH0vxrr\njp2egvIYTE93jrheRC4Fk1FIb64JVpO73Lj+1GR3EV4swsaLnEf6J09gGwI/z2FmxtlIygvoOz6J\neMe71q/lAo6ftJFl2D274bobOkRwMz95uSq0x+PxeDxnAS+Sz3FWmsLXHhGXJAV27rycynFmq6/q\n2rlGstyUntZ+IQSiOXJEtP2XtsSLps+iLo0tCDcMBOGeVdqJU2kNgdZOJGsNWY4O2u5fSugfgGKB\nWk8P41u2MLb3Kdfop1SbcK438g0NO6E6NART061znE6sdaI3CJacO8pztj76GOOX7oQkceOxAZMr\nsr4eQhkgSxY7O7uuLRdw+gefeC+zx+PxeM4WvqX8HKcxhS8Ml889Xl84H7KVkrRYxFKvHDetGG2P\n23etFqUgDLFRTFosYMPIidOGSG5sUiKUIso1ov79miYtdFmDFIIoS93HhCBoxtulPT3sveYa0p6e\ntfdNr1fqXmYfD+fxeDyeM80F+n/eC5xCATG2BQonZrXIc02eZ2SZ2/I8xxgnZq1dugXz82z5zncJ\nS6XWSUTzP4Al7enhwDOeQVZIwBhEljN44ACq3khYP7tr4BOuCq2DgFwpjJDkSrktUORBgA4CanFE\nNYnJlvvA0IiAa9+MIS6V2PH448SlUiseLnPjr22aYrOsZYE43TTXZFrV5ix1W8Mj3Yitq9Wwk5PY\nY8fcNj/v3qupKfTn/xI7NbU2a1xDbKmEufcebKnU9CYzuLpRqh6Px+PxrAXebnEBIopFxJYtbsjH\ncVickiGlADRpWsNYTal/AG0tZpHP1uaasLSAspasKaSpN661WTOKRRACa0EnCb0TE0xv206ulJsg\nKCW5lE4wC8HM8BBSG7RS5ENDdb+yxeQ5JlA8XiyitCZaKHHZAw/SIZWtqfuNxVJP8uSkiy5bPOJa\nSUBgrBPN9hTj8fIwZHbzGANT0wSN3Ob5efe1qJ0wPnLERdeB+xCzYdR5pitlePIJ9B2fcJYMQAwO\nod7wJjfEZHpqdc2K64W21AvR0+O8ySvgLRgej8fjORN4kexZlsUpGUpJBgeLHD48yUMTE1SHh0iS\nAranMwIuzDVRGBHHCWVjAEM3z4S2BoPAhgFTF2/FWkPeyECue5Ub47YRApnnzovcnqZhQeQ5CAjT\nFIEgTWJ0oDpFspBuEl43T/LIiItmWzziOgwAgbQGU64gglObyJeHIZObN9MzN+9Esq2LdCHcBwgh\n3Noa/uowdI9V4NYfBs5rXShAtdKKhTsXUAoxOAinY8rjCcTJeTwej8dzqni7xQWIEII4jpdtuGsn\nDCOSpECSFCgUChSLRZeIUShQHR7GJjFSyiWbEAIpBVKqelPh0mspFRAEIZExDB88yND+/QTVFGFM\nM+FCur49gmqVob37CcoVZK7bthxpNNJYAmNQbbnQS6j7gWs9PTx1zdXUenraxllHrUzlbliLrVSw\naebyfEulzq1c7pzwtxqEIKrW2H7fHqIs7fBLNzchQAXutwA9PXCSqSRrxUqWDzE8jHrZy0/Y4tPE\nWzA8Ho/Hc5bwleQLkDhO2Lnz8lM6h4ljqkNDFOO46yctmaZc9L17KF1/HXlvL0KIZlW48VgI4ba6\nUA1qNWSgkEGINhoQEDhxHeQ5A8eOkm4ew7QPLzEGSiVXZRUS7MqWAysEaaGAXZxbvHh6X7vdIs3g\nJ48TZTUYP4xtTPVrkGZQWsDuuKTLx4GVkVo7T7TobU2tq/ujjbXUCgVCo92UQGudKK9WsZOTrkJ+\ntjkRy8cy8XDL5ifTFg+3iOO9xuPxeDye04EXyec5K0XErRnGEJRLCL3yyOest5fxZz6TTd/9bst2\nADSS4NzjNjvCYpElZbOZD+Gm/dWSBKSkFkVuQl8cOw90EFArJORBQK1QQFVrLVuGlBDVBediu0Wp\nTLL9Ei4pFODSpRFstlyGqUmXkLFarHVVaGNgYaFVdK97pDNrOXDDdWx76GGS+37gLBiZa/DTd3wC\n+gcQ9VHW65ll4+GWyU8+LifzGo/H4/F4VoEXyec5jYg46BwsEsfJWV7ZCdCRClcfMNJIpahjtKFS\nKGCCgKnhQdfIJySPX30VSgiMUmRRxE8u24XcvAmERAcBpcFBKsUihfl5Ljs43imUoW7BCF2l22hE\n4KwOHKfZ0c6fnN82j0JmxzYxcOiwK5w3PiQ0bRbSVcmVclXjMADpPhAQx9i52RWbMM8UdmYG841/\nQb74JYjh4bO9HI/H4/F4Thovki8g2geLnI1rL37ciIwD19qXR1Ez+o365D1rbSs52VhkuUz/sWMs\nbNyIiSJ3TBiANaiGJ1gFhGnqBKdUJLUaGA0VN3EvD0NUnqO0aU3qO8446lXdZ5YtyfS15bKLc7Om\n1azXEPvWkgchk9u20XNs0g1IqdtAolqN7XvuR0u5KEKv7dzGumi4ctlZL5YjSc7MpL4zkbQxOIh6\n2c2Yr3/N3fe99/ikC4/H4/GcdrxI9px2dByzsHMnxb17AbqKcpmm9IwfprRxIyYKMYFicts20rpQ\nbtgrGq/USYLt60MNjzBwaJzq068i6+9HpDWYm3ONgvWUDQsE2hBgoeF+0NpZGurVWWkMMs8wSpFG\nIYc3bmRs3z5Oyd2rNezbC5OT2KitCTDNXKqDFG4NlYoT0sY48dxsNmyN4waQxhBXKlQLRXdT1SqM\nj7vzmHpVPb8fozVZlhF+5lMo1b35sBEXt+5GWrelXpyo4BVhCIPD7s+yUvFJFx6Px+NZE7xI9pw0\nQoAxS3OSTRQxu307yYEDrioMLI6AC9KUkb37yEdHyYIiVgXMbd3qtDEtYS2kAiwqy12DYGOscxA4\nS4Qx7gXt+cerrJRbIUgb0XOnglKwbTsMj3TYH2y5DLMziFqVKM8RcdxpHWn6xdv82F0Xalr33vB6\nRxFpHLHv+mvZXq6iunnA2+Pi1plIbqRe6L/9ghe8Ho/H41lXeJHsWTVBoCgUiszPz2GtQS+KXbPW\nok1OJtxjJ6Lbu/BAWEuYZUhoRtG5tIvOazWfW+UajZTkEufdbZwgDJ3dIggw0nmTjZKki5r7VJ5z\nskO+RRhCI6atDRsExHM1djz8o87mw0ZDYuPTwYoXqHuTG+O8w9BFw4UhoigRZukHBAutISmngJ2f\nXzaX2U5OQrnsrBbLWT/WwPJhKxXsoYPYcvmkUkU8Ho/H41kOL5I9qyYMI3btuoI0TYmiiCDo/DHK\n85z5PCfu7SOJE1ShSKVSxtRj3VzRV65K+VopyXp7l6+0Nry+1nmap0eGsUq1jre2nrUrsFKgg4A0\n3IBViid7eqn29FCJQ9TYJqJKhcsOHT5poXwyGKWY3rqFDQfHCY6X9XyWsPPz6E9+zFWkuz2fZzAz\nCwf2wcGDmMPjiKTVHGprNcTMNOrd70Nu23bi111uul49P9mMH8IeOugsLB6Px+PxnEa8SL4AqdVq\nHDq0/5RSLsIwQilFELiBIIsRUUztiivqw0ZEWzYyWCuwQpCFoZvF12jQ62KTcPsstWKR8Z/+aQql\nUucBjWEbDX8vOBGsJEprwlqNnmPHKI2Ootsm+QW1FKMUGkuY52Rau4l9eX7am/kAZ6toNOy176un\ndhgpmd66laGjxwiyRRnMtvvEwjNKteoEchx3HWRigeyijQTzC8iJSejr70wCmZ7CzswsaWoE2vKT\nuyRuLzNdr5GfLI4eOw035/F4PB7PUvzEvfMcYwy1WrXDN3wmUi5sEFC97HJ0vZrYmWhhyIOQmbFN\npFJiymWKTz2FTNMlYtla0/HaJSgJcQJJAbFpzG0DQxDFyGKBIIoYPDZBEIZIpZBBgAxDtwUBMghQ\nxiKtIdAalS1fxa1JyZPFmNoqvcs2z2Fu1lkeGk175bJ73N64Z3HfZ1nHFs3Ns/3e7xN1E5hnmqTg\nKrqLfnuQKslT/X2ky43urqdw6C/+LWbfvo6nGvnJYnDo5NakNeahB7GLP0B5PB6Px3MK+EryeU6a\n1njyyce55JJdbYNFTmLgxSnS7jsGQZBnDI4fpja2GYCRffuoDPSTxhHQ1rgnJGCbE/qWObnbGmOl\nddZq4lPKpUE0qs1CNCPWqK/lRLECUimxnfbqle89CLD9A65yHIYtP3K9cU8ISVipkCVJqyGxDWkt\ncbW2uouuIbZWw/7w+x3+ZJsksOtS+PFjMDMD9+/GyrbP4JUqTE1iv/ttdJ4j3vY7p8efPNCP2HU5\n9onHoPxC3/Dn8Xg8ntOGryRfQDQGi4ThmXTbtmiOoRYCYWk27kncY2Fbx3R7DbS8yR0CbDls3d5g\nLGiDAYwQ7mvbpgUYBDmSPFDoIKAWR1TjuLllp/qeKeWEeqNpr7EJQVytcvH99xNkuWvMq1tI8jhm\ncts28ig+furFmSbPnUBWCpLYbXEEgYJCAsNDUCy0nms8X79nOze7bAPgiWBLJcy992BLJUQQuobA\neoOmzTLs1KTLq/Z4PB6P5xTwleTznLM2lnoF8ihieudOdByjVpG8kPf1ceQFL1jhKIlQElLtBJ0x\nGKOp9PdjlUTVUvqPHGZ20xh5EjMzMIBVknxkGDs0gAlCHu/pQdVTOSSGcKHEtlMVqst5kqFeJLZO\n2NetMXkQMLl1Cz0TEwRly2qj7dacMIAwqj+ui+Awch9KFhPk9Q8Jx/k5bHqTV/hNR7tPeTEzM+i/\n/QLqP70CNmw48XvxeDwej2cRvpJ8nrPW1eM81+R5tmjLMcbUv1qMsW2+YgCLjmNm6iIZ3HCRLffd\nR3g6fKVKwuCQ8yePbUb09yNGR92AjyAgsJbhA4cIjEGogCBJiIOQIIlRCKSAMMuJ0pQoTZFaU4tj\njDwFkWwMpGl3T3Ke1xv4WOpJbg4cqTf+dRHKUa3GjtkFom7idJ1jp6bQn/9L7NRUy5u8mnHW9el7\nJOfAmHWPx+PxnFOsr/Ki55whz3MqlTJRFKN1Z+VPa40xhlJpHq3zZrJFq/FOLPEXC2tRaYYwhqUj\nrG0zb9nFyLUwi45vIpWrdDaHj4Sg65aO5irc1rB8OP+FwRpLkKUEubuWCST5qVbipaQ2MMD4065k\n7IkniavV1jCR9pzkdk9yPdeZIHDVVWu62i6ktQSnM4njZDEGk2fURN1K0/7nkrcJ/lqtmaNsJyex\nBw9gZ2dXJ47rdEzf83g8Ho/nNOJFsuekCIKAoaERtm7dTtKliletVnnyyceIogphGDI1NUmW1ZBS\nLWricxgpmbr4YrIwXJJuUX9EmtbI804xZK1p5i8ft7lPSjASTFtF1hqwBlUu03f4MAsbNmDqkWzk\nuhkphwwhDkCe2l8XqxRpsYhtiN42hDFEpTJiJbHbsGzoli1jXaBzmF8gm57mwKU72fbgQyTtaRy6\nXkmfnIBaFX3HJyBJsNUq7H3KDQPp1sy3jAXDpilmz33I5z7vDNycx+PxeC5EvEi+ADldPmWlFEmS\nkHTLzc0ygixDWUsQBEjp6raLG/MaSGMY3refhc1jmDhekm4Rlspc/KNHmbn2WnRvK8HA2Tp0/dil\n5202+oUBhIGrHlsQcYQo9kChiFIhA4/+mOpll5NVypgwRG/ejKjnOpsgwApBrVIjF4JaF9uFVRKp\nFJHWS55blsZoaiCu1dhx7/dd1bhx+sV2CyxUK5Ap5/u160goG+M+gEDnFMEGjYq4lCAFNoycfzl3\nvmx77Cj24EHYsqVDKDcsGEvIMuye3XDdDWt8Yx6Px+O5UFlXIvmuu+7ijjvuYGJigiuvvJJ3v/vd\nXHvttcsef+edd/L5z3+e8fFxhoaG+Pmf/3l+53d+hyiKzuCqzz0aPuU1JctgehqRxCsequOYme3b\n6d27z4nYRekW4ER0YWaGBWuxclEV9jgNdY1GP2M0lEr15jHZkSLREG8mCKgkMUYppoKgacewUqAt\naCHRUvB4T2GJmd8mEVGouPzAoROf1CdEM+GiKXbDoCUuG2O0CwUmR0YYGB8niBN3jK5XlKXsbAY8\nS0RpyvY996O1dhXjctm93w0sTkSHEczOwSMPu/c9z2FiAo4cIf/YnyO3bUe94U2ri4erT9+jr9/F\nz7Wx7MQ+j8fj8XhWYN0Y+b7yla/wR3/0R7zlLW/hi1/8IldeeSW/8Ru/wdTUVNfj/+Ef/oEPfehD\nvOUtb+GrX/0qt912G1/5ylf40z/90zO88nOHboNF1gpRLMLmzS4/dwV0HDO3bRtmuUEUZwprsUKA\ndT5f1dzqWcXW0J/nJMYQLdqUtaRhgF6tN7a96ipEp3iXEoRARzGT27eTR1FnjNw68uFKa4krFWSe\n17OoO+/DBIpabx+mWHDiOHbRcHlPkcltF5OHIYShm+q3ing4Wy5jd98HceL8yYupJ2F0nfR3otfw\nsXIej8dzQbJu/i9755138opXvIKbb76ZSy+9lPe9730kScLdd9/d9fjdu3fzzGc+k1/8xV9k8+bN\n3Hjjjdx0003cf//9Z3jl5w5pWuOJJx4jTU88cu1CRFiLNAapNUJrpNEIY1Bphqotsy0eJb0KaoUC\nTz3zGdQKhZaFwhhEnhOVywid40qxts2TXPdWZ9m6qCQvYZFITos97H3GDaTFotsXhhBG5EnC5MVb\nyeMYopV/6wA4n/LgoBPjlcopi+AVmZlBf+GvllSpPR6Px3N+sy5EcpZlPPTQQzz3uc9t7hNCcOON\nN7J79+6ur7nhhht46KGHmqJ4//79fPOb3+SFL3zhGVmz58TJc40xrZQKay3kOcH8POR5R/JFo2+u\nQeM5KwRZGCJKJYa/8x3E3BzG6Ga6RSv9Ypm0izaslKS9PUsHkjREHbYVzZbnbqy01sj5eQpPPoGY\nn4NatXPTpp4VvPq/UlYI19AnBGStCLh4bo4d99xLtLDgPMim7kluxMdVqzAzDTPTbo3rlUaTZEPk\nN8R9lrbF3xmoVrHVqku8OHbMbfPzS04nhodRL3s5FJZ64ZvWi8HBtb8vj8fj8ZzXrAtP8vT0NFpr\nRkdHO/aPjIzw5JNPdn3NTTfdxPT0NK9+tWvq0Vrzyle+kje84Q1rvl7PiSGEJIpi0rSGtQ2hbBBC\nEM4vMPjjR5m6/Aqy/j6yMGRy+w6yMOywgzTSLfIwYGrj/8/em8ZIlp3nmc85524RkXvWlrV2NbvI\nbnaz2Vwl26Q0JkeyYHhADSVZHhMGNIBpjUlgxqMfhn8MYDQMA/5rwvODgAyIGmtkaaSxPTMwaHkM\nCaI4FNlcupvs5tLNrq41a8s9Y7nLOWd+nHtjyYzMyiVyqarzAAeRGXEj4t6IqKzvfvF+73uKthSY\nRp12kWM6nT53C0hT9zW9MZow3LormY+Nceuv/BVXTPdLT6SAIAFrEdOzCClLBYRAZznq5Gka9x9Q\nvEklrOgAACAASURBVPAiekMRJnWBbLcpbs3TURLRN9xnlcTWElIBRRiS1koJStkVThsNiihy3VRd\nbLZ5C4IyWltAUhvUJE9NUyjF6liDKQHBcbNKttZplAPl9rfZhFYT5udBCoIgYLbZJFhdgze/D50O\nRZYhJiYAEFPT22qUbbuNvX3LuWNQWsLNzB7iAXo8Ho/nceVYFMlbsZ2l1ze/+U2+/OUv8/LLL/Pi\niy9y7do1/vk//+ecPHmSL3zhCzt+DilF6bywO1TZMVR76BweFUpJpBQoJQmC3e93/zHHccTp02eI\n42joY4WhYmyswZkzV8jznB/84HXW1lYIwxBZDs+tPvMM8fQkca2OqddZS2KUkCicNKRywrDWEhYF\nM/fusXryFFP3H2CfukxRq2GMccNi0LWiK4piU5z1Vp+jrglDtX3lwhGFCKl6UmFjkWGMiCPUWAPG\nxwYex+Q5Ns+4evokOkkQQe+flq3F2A+9hMlz8nqNn774ovMQthbyHB0ENKenKYKQ577xDcKN2lch\n6bo6qyq1zrlCiChEByGL9ZiJwiCHBIpY6Q4iCARiB+/7sM+2DQRGlIW6e3b6/a5td8xxw+vcPRER\nWCHJGg2iTooMFEhFAMzef+A6ymEInRQ5PoaYnnZd85VlgiJFBJODDxsIrBSook02f5sgbyOHHFu1\n3cOOfbt/zzYQGGtQa8uIEzPDtc+PII/i37D94o/5yeBJO+Yn7XgPk2NRJE9PT6OU4sGDBwPXLy4u\nMjs7vCv0pS99ic985jP8yq/8CgBXrlyh1WrxT//pP91VkTwz09jWHeFhTEwM+cr3mBLHgiQJmZqq\nU6/X9/w4ExM1JiZqnDo1/CvtdrvN7dt3eOGF56jVarRaLX7604hOJyAMA5RSaDVGKiVRve5+1xop\nZc/Novy5KpKFtcRFQaQEsS6IQoWMwu79AKKoKl5coaiU7P7R0NoipShnysrCzoIxAhWFmIlxZBgg\nSqlGEKju4xpj3IlBEhIEijgOMMlgoaQU5KEij0Jiq1F9MmFbdb07HZJOp9sothZIU4owRExOkNdr\n6DAk3Cid6K89jUGU/s6WUjttNdIYIp0TDxnKNCbHCsPkZB01vXOHh/7Pts7qrMQBsjzuNJCIQCHK\nYUtrFLkURJ02l157jTDLNwwkgo4Cbr74AZ7+1ivU+7yirTVYKZBxjG23iacmCE5MY9ZDzNLS0P3W\nZoL2+TOoyTFsoBgfrxMNOTad1WnWIho7PPZh/551VmcNDV/9fxj/H34TNf14STkepb9ho8If85PB\nk3bMT9rxHgbHokgOw5Dnn3+eb3zjG3z6058GXBf5G9/4Bn/v7/29ofdpt9vdIqZCStnVp+608F1c\nbO65kzwxUWN1tY3Wx8Sr9iHkec74+Ayrqx1WVtpEUbTpNdyOnR5zu91maWmVpaUmnY6h3W6TZQVa\nG6Q0WCtK/bBF68Hf+wvYqti11lJEEUvveQ9ahe5+haEoTFeHDJBleXmcVZEpuvvpOs6m/IyY7uNa\na+iMjTP/iU9ijMauOw1sUejKXAIhQGtD2skpCk2aFujOYLc3z3NybV1QyHpzIBREFAWi00E0myTr\nTTqTk247a50ut5zJa85MkyXJYAhH9TJUHdk0xWZZqVE26AcP0EmN4t492jdvY9MhQ5lZBmnK8t1F\nZDS2+fYNDHuf7UqLLC2gPG5dGCg0QrqzAVtoMBapDXGz1XPeqDrmtv84LKYo3DEAhZCsnD/PZFEQ\nFJp0eZVMhs654sEi+f/6ZYJf+TXkxYu9nZQJfObXSH/0JnmhWVtrIZc2R5pbEcNnfpUVESOG3L7d\nMXcfY6VF1smdU99KCxGNIDr9GPAo/g3bL/6Y/TE/jjxpxzsqpnfQODkWRTLAb/zGb/BP/sk/4YUX\nXuADH/gAX/nKV+h0Onz2s58F4B//43/MmTNn+K3f+i0APvWpT/E7v/M7PPfcc125xZe+9CU+/elP\n76ozbIwttbJ7Q2tXrD0KCKGYmTlJp9Pm6tW3uXz5maFBIA/jYcesda8ALgpTFsK2rJf6hvegN8S3\nvua6uFsU7UUUs/KeZ6g1m86qrW9Yz/1RsHRK67BKfqF1gcpyanfu0DlzGo0rxgc6ubj3Xwjb3cfq\nNrePorc9tqxVN39mrLVYpeDy04ggRPQHtbTb2Fe+icxy6ut3yc6cQddqzjd4bR2iEITABCF2yNdl\nwhiiVhuBHapJJo6cDjdpuOs3YFstaK6jgxizi89q//tsC+vSCAeOu/c+FoFi5dxZJq9fJxjmtlG9\nsFq7iOo063XHgxDGGrC0DK0m5vXXIUncEGOnTXH9Gnp5hWBIIp8pwBYF2Ws/QM1d2OyFLBRMTruf\nd3Dswz7btqg+I4KisIhH5N/7TnmU/oaNCn/MTwZP2jE/acd7GBybIvlv/s2/ydLSEl/60pd48OAB\nzz33HL/927/NzMwMAHfu3EH1RdN+4QtfQAjBv/yX/5K7d+8yMzPDpz71Kf7RP/pHR3UInj0SrK9z\n6i++TuullyimJh9+hz6EEN1ueBw7TXKeZ4AgDAOiXHPy5i3unj5NXkooujrassjej9xm88GEiHod\nEfTkGBbQpQ+wURIdhhRR6GKyo5CivN5KQVar0dlY6BnLuTfeIOx0YCIuZQrCFZ5hCCpAhCGiLhFb\nnfDtw6KuexxVSAg4DXHeK+gLpVg4d5bG7dsERdEbiBzoJNuuphnZS+QLdMHsrdtQS5z+OoogiUEq\nN8ioFHZ1xbl5bIqtlhBG2B+9AT/383DIgSE+rMTj8XgeX45NkQzwuc99js997nNDb/vd3/3dgd+l\nlHzxi1/ki1/84mHsmmcEOCcK53BhTNUJtj0bt77OpOtS9ksvtqZfx9y7dMWzEoIwz1F9g3zDEv0O\nEm0MixPjKGuIH9xncXaGrNFwBzY1hRWSPAwoooirH3qJqLNZMhE1m1z5i6/vPM1vxNhOB66+A+WJ\nCMvLzrGiOnGNY5iZdt3xPGegXW8tUbPJ+VdfY/6F5/tCU8ptjAVhuuEplYcyVjhnj2DrP1Niahrx\nvmcP9n2cmkJ95pcxf/KfNt9WhpWopy4feoHu8Xg8noPlWBXJnscTpRRRFGOtResCa2VXS6x1QaYk\n8+97L3kYYk2lF4ZKkwy2pw2OY1avXEHHOwyeGCVSoScmnKxiF1hr0EqitAslkUWOKnJ3eJV+uigw\nQUjYSYlabQDnejEzTbK2SlaroYPgyIpkkSRw+WlolJrm5rqTeVROD90UQOWu6y+SjUFaS9RuO4VF\n5YtsBgtpjOk6fpBn7rUpCveYaYpdWChlGDnmT76K/MVf2rSfB9HZFWEIUzPHKuHQ4/F4PAePL5I9\nB04YRjzzzPvIsowoigiCAK0L1tbWGB8fx1pYSmrU1lYRcYJVilar2ZVGVAN2QkhMkrB65cr+9md9\nnVPf/z53X3iBdBcuH3pigtVf/Bu7f0IVgFRIY8oiWSMLZ+GG1sg8p7G6woNaDZXnBFkpjbAWKyUy\n15hwm26qtUTaIA7YI1lEEZSvlw2CXscXevKJalUFpTGDvs9VQVweo5GSPEkI221kqTfn/n0nozCW\nAlg5O8fku1cR//rLiDNzyM/+GnZp0embq/S91VX3+Me4s2vzHNZWYXzisbGR83g8nscZ3xrx7Alj\nDGnaGQj+2I4wjFBKEQQBQRASxzVOnDhFHNfcdUXOmW9/m6jVLK3aNsojRvd1ujCGaIMDxUEi4sj5\n/iY1F708Pg4TE+4yDFHA+L37SGtc4RnH5YpcdzYKnbRhC0lBnKZcXl0nfpgu5bhQDkQiBFmjzrWP\nfsTFVSvlTigqiYVSFLWEhYsXKGo1iGPs8hL0OXhsm7533PDx1h6Px/NI4Ytkz57IspR33nmLLNus\nn1UqYHJyihs33u2m4B02XecLa8nDEN3viAEu2a9vu40R1yNHusE8K8DQt6TESIkVAisEOggownIF\ngRv0CwJ3fRSNfr/2itZ9sohevHQRBCycP0+hVE8+UemSWy0uvfJtomr4b5cnP9ZYF1u9tAitVi++\nen39YI6xHx937fF4PE8cXm7hGTlhGDIzc4KVleWRFZxCa8K1NczY2EM1wdZa8jxHa0FhNAunTtK2\nFq1dIYyULM2dIVMSrTX52ir1O3dIz5zG9ZbFyAtli6Cd1GiOjdEKQ/JAgZUwNkaEkyc37t9nbWqK\ntfL4jBTkSY00ikEKrn78Yzz7ne8R2qO1+LFFActLPR0ydAf3tJLO5eLePYI8H3C3kNYSN0uPYVkV\nyH165Epmsr7evYlaAoV2z/eD15039O//G7h5A/PKN+HiJcT4RDfGetO+jkij7OOuPR6P58nDd5Kf\nQKIo5umnrxBFhz/8VhSaosg3rKJ0u6gyMnpd32qFzRZn/uIvCHbQNRRCEIYRcZwQJzWixhhxknTl\nHpExTM/fIdIGpRQ1C6du3qJmQcpBm7hRYaUgOzHLrU9+En3yJLLeQNbqCCkRShFmGWd+/BZRnqOk\ncEs4j2YlBEJKsrExdHT0WlYRBM6feXYWTp6EkycRU5NEWYZAuMK5tLzrDvFVr+fGS9wJRFarYSpr\nO1lqmqVwQ3tBKcOIIrfGxp1sBeeEYddW3UDhsJOnUqPMxoCWRwSb59jFBadn9ng8Hs+h4ovkJxAp\nJXGc7Cptb78opYjjGK0L0jQdWFmWUuiC5lgDrYvSAcN2HTCsLZP4dlG4Vv7Jol6n9cwzUKt19c0S\nCPMcWW43zCbuQBACEQS9pVRPd13KdCWDS5T3c17Ku3PVOFC6hXAEYURsLE99/wdElV5YSgYiC4cU\nxxU6DLn50gfJGvU+ezgJQhIUObO3511ASRhCECBqNYjKwcE4QcQx6jP/LaL0VD9UDlqG4XXMHo/H\nc2R4uYXnUAjDiGeffaGbhtdPp9PhLWNZf897mDh1Bjk2xoMH91FKdQv5SJsRju4dH7ppzZVlsBCY\nspA0pU7ZCIGRkkIp0lrNFZDGoDrpkVnCDaXfycKYAU1yEUasnDnP5J07BGk6GDDCFtIWawnSjNmb\nN91XDHkOxpCnKSuTU0wuLRMsL2Nv38RcfQcJziau1cKuryNOnhzJYW0n2TgsGYYtClhc8M4YHo/H\nc4j4ItlzaIRhxLD/34UQ1MYnWJ6ZRY6NEQQBUopyye42AGhNsLaGrtf34Fc8fHBv43AfULp22NKC\nznkdjxprLYWSyHJ4DwSdJCGvbNYAKyVFLDFBQHNmhrc/9BJKO/u4qN3myrXrhMNioA+bSlMcR31D\nfXlfkRyy8NQlGgsLZZFc+iT3JwTaDT/nmXvc9fK1v+eK7uKnb7Hwnss03nmHYHEB1tbQ/+YrmMlJ\nbJrC7VvYTgfxP/7Pozm242Art7KC/tP/F/Wrv+4kLh6Px+M5cLzcwnPkxHHC+fOXnKRiC6oQEVkU\nnPna13akTe7HyTc0RVHQCUPm3/8caRSitaZtTXe4z7lcaNK0Q6fTod1u0263SdMMsbLCxJ/8J2Tl\nybtfhMCWzhZ5reZc0YxGaIPQhrDd4cRPrxKmHTAWURSErTZRq43KC7J63cVdHwdkGSct1Q41ybKn\nOy4xSpHW6+6EoRr4Q3SlF92EvyTB1OssnT9HUVnHjY3D5BTi1GnEs89Bp+1irD0ej8fj2SO+SPYc\nCWna4Z13frJji7gqRMTsMWnPaZTd4J5KEoqTJ5GxG+arCcnsvfvUym2kVMRxQpIk1Go1arUacRwh\nrUGtriJG1bmVEoKAfHKS2x/8IDqKEWGEiNwKgOnbt1GWcsBPEiQxQa2GqiUu2EMq0jjm6sQY6SFE\nbD/0eHZJ1Gpz/tXXUHlOHsdc+8iHyTZ6HvcHlJSvmQkUS3NnKKLQdbClQDQaTg6RHFPPZG8j5/F4\nPI8Uvkj27IntHDKquOnZ2ZMoNVzRY60lTdNNVmvO/cK5XbhlNq3+oT5jttG0bmBjQEm1hg3uSSm7\nBbNSCiEO6p9Kf1IdZTEo+hLs6F1WXVXVNxQHWCHIlOzqmo8M67rd0doaIks3SS6MUiydO+f8nq3T\nLMuicHHV3c6x7cku+jyWuzZxxhB0Okzfe4DU2kVXaw2tttMON5vYVsv5KTdH559sswzz2vewlYXd\nHhBhiJiZ3bOm2GqNXVryThcej8dzSPgi2bMntnPIyLKU69ffZWJiknCHBYFSEqUCjCnIshRjdNfp\nQuuCoshJ0w6FKTDWoPtut5Z92bZVUg69xy71KDBSkNXr2G0kJ8ceIYjTlKde/z5xXmySWxilWLp4\nwRXJXbmFHLh/96ShWxyXWuc8c/7JrSbBjRtM//CHyDSFlRV324/fxH7rL7Hf+kv43nfhh29i/s3v\nYtttxPTMcHu43ZDn2NdePVoruU4H83//e+904fF4PIeEH9zzHAvCMOLEiVOcP38JgB//+A2iKCII\n3Ee0KApWVpaZThIajTFOnDiJnpqmKAoePLhPEATlkN1gV1lojWq1yJOtC+CulMNoV4gd1DE2m5x9\n4w3uvfgi+djYwG1Zo8G1j36U0BpEOcxmSwcIN3DoHDAKXFe5EAItIFUKFR6jf8b90gjoOV5srP37\ndcrVjRu3q95LIdyXBVK6y0rzXEZXI4SzoqveY6nAFNiVZUSthvw7f/dADtXj8Xg8jzfH6H9Xz5OM\nEIJ6vU6tVsNa2w3+CIJeJ1pKiRJOAhGoEFHeJqXY0kI5WF/n9Ne/zvxf+VlXVD2ErdwtjDEURpMF\nAbnWmGLwK28nETFIuXXHUhhD2GwizKBThsW6WGp6RTCALAthkeeM371Le6zB4slZpLUYITFK8vaz\n7yXUmkgq4OhcLtIoYv7FDzD3+veJq+S8isrubdh11hK1mlx65dvoKCqvM90C2UhJXq8TtjtDv/Yq\nwpCFixeYbLUJ6rXee2zBpim2OToruGGMKtFvS0ods003x797PB6P52DxcgvPsSCOE55++r3EcbLt\ndiaOab///Zhk++32Qk/rvNndIstSlttt7s5MsdRusrS0OLBWVpZpNtfL4nqXlC4X1VCaCMJyBQip\nCHTBmZ/8hFBrVBSjkhoqSZBRjJqeoTh9GhscbdCIFS41z26U35SyCaE1YbvtOsvQ1SRjDNIY4lbL\naYyxUBRuAVm9zrUPf4gsiQdkF8HiArNvvY3odFi4eJEiS+H2bbh5E+7MO0/ht37iJBdra/s7OKUQ\nU1PDw2wOONGvq2MOtpct+WQ+j8fjGT2+SPY8WtQSOu9/HrvRAWEE9A/sbXS3iKKYqVqN04vLTNca\nTE/PDKzJySkajbF9pxgKqRDKOVm4AT2BKLvTgnL/ypAVKSUqUHtylTg0SllF3G5z4dXXCMrid6gm\nWZaa5CAY3vWvNMtSEBSa2Vu3ULroyTuU6kkwpHtd7Mryvq3gxMwM6jOfhQP4zO2YqSnUZ34Ztjo5\n9Ml8Ho/HM3K83MJz5KRph1u3rnPu3MWBTnJR6L6fnZyhqIqsgestQljA7KiTK7QmaLfJk2RTd7Aa\n/quKUFc4g5QaWWug3/teVKOBHNLZG3XMt5WSrFH6BuOUCNXRmXLpchUC0i2G/qySKCmP7h/7sA7s\nJk2y7XPzkMPvsxOMcR7JQgL2UCQXh4EIQ5iaOd4nRB6Px/OY4Ytkz5GgVMCJE6dQKkDrYsAOTilF\nHMekaYrWriiunCw6nTZaa6IoRkqJ1oUbuMNirew+trtuOGGzyblvfoubH/8YesMA3XbYWo3O+5/f\n+0FvQdRscvr7P2D++fejJya71+eNBjd+5meIVp1cwApBO1AIRDfKeikIXIKgLngrCod/NRQq4lrE\nc0VBNPK93yOlJrkIQ1bOnWNyfp6o2eLSK98h7NMkD1D5U/dpnotajdbkBAX0hi6LsrtsTFdyIf6n\n30KMjx/4YW3HgeuX+58rz2Ft1cdYezwezz7wRbLnQKh8kKtidiNhGHLy5GmAbiHcuy3i2WdfQPeF\ndnQ6HW7cuMqpU3PcuzfPhQuXSZKETqezyQlDa83Cwv0DPLqt2brbbbAMxmFXC2uRRdHT626BFTh9\nrzFd/2RZ5ARZzul3r5HPzmKizWWwlpKs3kAfpQtGud9RNbhYxlIXQdCNq06aTeJiHVTAdt7XRiry\nWkLY6aCjiPbUNDqOoFV+zoQYkHN0JRf7KZKV2r+V3GHGWy8vo//oD3yMtcfj8ewDXyR7Rk4UxZw7\nd5Fbt67z9NNXSPaQgBaGEf0NMCEEjcYYSVIjCEKSJOk+7jAnjN0gtCZoNre1idsJxhiazXXStDNw\nYmCMIc9zCBTLc2fIpEQXeTnTZimCgJWzc+gowlq7td+zVMhaHSmlGzK0FjWVEKwsM6kNa+9/AT0k\nza3QBZkxiF10zbek08Ya60I8pKKbYKIUWMiSmDvPvo+5H79F3G732bhB3Grx1Le/466Tqhea0j2+\n0uItDNw2G042KglG1qhz/cMf4uJ3vzco2dj4c6VTHgFiZgZ11FZyVWLf+MTR7ofH4/E8Ifgi2TNy\nXNBIvOdwj2FU7hedTntkj1kRrK9z5hvfcDZx+yiqpJQ0GuMkSdLtaoPrJKdpB50qRBSjSgeLyk0j\nKApm3r3GxPw8dz70YYqxLbqMgnIoTfYS6KohtzBA1OtDv8YXRQ77tRBLEorpGYq1VWdHFihQPbu6\nFIMWgjSp0ZqYpFOvu16wtc7T2ILKMsI8c9d1UwbLYTzoFblC0lNf97ExiQ9LkOXEq6usnTxJo7lO\nkOV0U/uMgSzFvnsVu7z8eOiSZ2ZH8lg2z7Er69ixYyPA8Xg8nmOHL5I9jzXF2Bh3PvlJiiTet8vB\nTpBSDu1qSynJ45i1p55y0dfl9UIIhLUEaUqYpsghkgsjJVmjsdle7RApkpi3fv7nyNotSFPMpfMQ\nRojyZECsrlJ7+21ufvBF1ubmaM9Mo7Qe6AhH6+tc+drXCdutAZ9koyRL589z8to1gjQb8Ekeii5v\n1wZVdEjW11k9fYoTV68SpGl53/K5dQHtNnZt9WBemFHIMLbhwHTMy8vk/+cfYj7/30M0gm8YPB6P\n5zHEj0p7jgVFUXDt2juk6d4K2aLQFEVeLud4YYxFC0HWaKCFHNABW+ymdL7jSt5ocO3jHyM7aB3r\nNmityaxBNcaIxsaILEQIIulWYmHq7l3iTgelC8IsI0pTt1otVFGQ1evoys+565NsXVz1hfMUQeCu\nz3s+yVGrxaVXvk004ENsu77MsiiYvnHTnVxIMeiKUXWptd5/J30LKhmGmJk5kMc/aB9mj8fj8WyN\nL5I9xwRLlqW7LlwrJ4zKISNNU7IsxRiN1gVFkZOmHYoi7wsLqYplujZvB81Agb5xCUERReRRVDZX\nh293HAgCRaACAmMIrCWwEFhQ1iKNQWmN1E5CEhQFQZ4T5DlYy/rsLFm97h6oO1jXr0kuB+7Cnk9y\nN2ikv8MuJDoMufnSBzFBwPTNm2UQyTAsGItdWcbev+/WLsNF7OIi+t/+79jFxV3db5TYVgvzyrew\nzebwDSq98hBN+q6ex4eSeDweTxcvt/AcOUoFzMycYGlp90XIVk4YleMFwMrKMo3GGMvLS+WQX0j7\nufcTT08T1WqI1R1+FV8UqGYL3WjsKOK6wg3uZRijy8E8d33/4N7ShQsIIA+DLb2ej0uh3KXIex4U\nZSFcCpFLTbDtyiYsYIIAK/v0xwOa5H6d8haa5Apr++QY5aVx8gv6i+WicL8Lgfl3f4z9+tfcU09N\no/7BP9y5JZzW2KXFwcc+bNrtbZ0xRqZX9q4YHo/H08V3kj1HgjGGNO1gjCEMQ2ZnT6J2oOsUQmwa\nCgzDiCSp9a2kz/Ei6OqEpRRIKaBeZ/1974N6fVddZLW+xsR//hPULjuRUkrCMELKnguHW4F7fiEQ\nRjN5+zZhXnSDTOJOh/OvvkrU7nSP/VgQBIgkKWUMHbeqgbw8I2i1EVnelVMMFs/g3CfcQwljuhrl\nIghYuHiBIlTba5K3sYcbGASsfhdAYwwmpyCOsctLh6JP38QB65c9Ho/HM1p8J9lzJGRZytWrb3P5\n8jO7soirXC4eNYQQA6v/ehPHrM3NMX17vrQ/LlP/jKG+sooyZvsCWUr0+AT2kIovEcfolz408JW8\nuHsX86MfQRwT5Dl2rEERhq5QXm+iawlGBWQTE+Srq4RlIEjcbHHh1de4/pEPo4OAhUsXaSwt9eKr\nd7VjgiKOWTlzhsn5eYK86BXJSYJoNFx5fUD65Ifu3mHayHm7OI/H49k3vpPsORCiKObpp68QRfvz\nHvY8nHxsjOVf+AXMxOEURFprFlZXuL++2l0LaZtWLWF1ZoZofY2V6WkenDrFg9OneXDxPEtnztAZ\na/Dmp/86P/qvfp48Lj8XwwbtgmBbOUvUanH+1ddQZZEeZBmz714jSFOKMGTh0iVXoFeyDGuh03FO\nEa0WttPBLizsSqNs2230f/h3R6tLzjLMa9/bWpfchwhDxMzsgaTted2yx+N5UvCdZM+B4LySk5E9\nXpp2uHXrOufOXRzp48IGm7j26H2YK4TWhO02ul7f1PUtooiFpy5RDEnMO25Ya9C6QAjp5CuADEKK\npIbSmvEHCzTn5jC6KCUYBRZndWeFdC4XYdDtJg/4JAucJnmbzrk0hqjdRliLkRIdBEzfuI40xhXH\nlRzDGqdTlhJ+8iPszevOOSPP0P/6y5C4z5GYmib4whdhehv3EGNgZflodcl5jn3tVfjghw4+sW87\nvG7Z4/E8IfhOsueRoIq53s3wmrOFK7pR0ZUtnHO46K1+m7ht9a77JGi1OP2d76CazU3OFTqOWXzq\nKYoydc/Z1EERhQOOF8cJp/FWSKkwExPc++CLmChCWIvUpreMQRqNsE6DDJQeyW4Jo4laLYTtG9bb\n4bHmtRrXPvbRnmvGRqrkvSSBJIY4hiiCickNGuWDOznaF10d84j/VE9NEf6dv4s8KOs6j8fjeQzw\nnWTPsUCpgBMnTqHU/j+SlS1cmqZoXaB10XWXAIsxAq01SqkBra8xBmtBqdHbwllrydXwWOr+rnNb\nBwAAIABJREFUwtxa060P8yBgeW4Og2Xy1m3WT57AHlf5ipSYIMAI4Zws6POnEAKRF0TNdbAWHSjS\neqlDL5Pxzr3+A3St79jK17+IIlbm5pzGuNt57mGkoAhDzNCglVKjfO4ck7UaQRi5GG2jEfU6VKmA\naYpdX0ffvYtdaWGLwQLdLiy4QJLq5/7blpcx/9/XUP/NLx+IV3KlY7b374/2ccMQMVvJMTa/rqPA\n5jmsrcL4xIHIPjwej+eg8UWy51gQhiEnT54e0WP1bOHSNOXOnVtMT5/g6tW3BmzhJienNsVHP3hw\nv+c6MUKEEIRaMzV/h3TuLHlfLDX07N2EkF2lQVgUTM3PkzfGmL12jc7kxLYyhKPECEFncpIi7ZAn\nNdqTU2TjY2XiXk7QajF18yYLly9TJDFvf/KTvUQ+Y4habS6++tqmx61kKI2Fhb4iWXRDRlqTE6yc\nO0teq8EQK78iisphwJUt/9jZPCf/377CitVkaYHZ0MW2RQ737sPKEsXqinP2qG7rdODuHeTP/fWD\nCxQB11Gemhp6jHCAyXz7wcsyPB7PI44vkj1HTuUj7GzSRvO1chhGhCEkSY3JySk6nXbXFg62i48W\nB1aHCiDMcyQ9B4vqslck955fAEGWI40hyLLKTfiYYsvOsSgdOsp63gLGIrWmvrzCojFOm52m3ZAR\nrSRZvdZL49sBVchIZ6dex9uhNXZlBXHqBNQCZ1vXhwBsrQFvZc4tol/aYRadndwBO2aImRnUZz6L\n/qM/GL5Bmcy3lY/yjvGuGB6Px9PFF8meI2evdnCHjR4bZ/UXftGFiYwQoZ0mN08S6JOb6Chi8fJT\nFOHxH+brIgR5vQYIRNcj2SCcsNrplY0lyDJn0YYFI9FBiLCGqNnq6Za3ZOtTha7TRZZtu93QXa/V\nECpy+z3sWaMQUa8PdGrtYxYXPbJQEo/H43kM8IN7niNhrxZxaZryzjs/IU33FgaxcZivKPK+NWy4\nT/fS/IIAPTm5q7S9h2GtJWy3Offa64Tt9sAwXxFFLD71FDqO3ECfEMcyqrqLEGRjY9z48IfJagnW\nGLcQZZaIIVpvIoqcIggpgoA0SViaO0sex1gE5954k7jT3vHg3kaCLGP22rWeNGMXj2OzzMkWNqxO\nu83VJCJFOAu5vttot6EosK2H27IdZry1bTa3j7F+RPB2cx6P5yjxnWTPkbBXi7i9uFzA8GG+LEvR\nWmOMIctSlFLd4T5r3fmjEAKlZDnkN9pzymporwgCVs7OocNwYHCvIg8Dls/OOXszXWCMKLdxhXK4\nvs7Ua/+Z1l/7xKF5JQ/DAiaOB98ba0EXyKJAFpqpW7e4d+UZFi9dRFqDEYIsSejkOW//3Cepra1x\n5S+/SbiNFV//MF/1vFmSYKREbuxC71A7Y/Oc7LvfRXeGDAcmCdl7nsaursDrr2L7JUHtDiwvYf74\n/0Beee/2Udf7jbfeTWLfqOQXR43XNXs8niPEF8meR4Ke+8XeUuX6h/k6nQ43blzlwoXLJEnS/f3U\nqTneffenRFHU1S4LIUiSkCzTIy+SRRmeERQFkzdv0Wk0SON4UxEU5gVTt+dpnjyJHRtHStkd+hNC\ngDGotVXEUXr4llgsQvYVpqbXzFVFwdjCAg+evowCpLFOg13qlJXWZLUaOgwfWiRXw3wAVinmX3ie\n8YUFkvX1DTu0w5Mpo7HtDoQRbNRGxxGEAUxNbtYeGwNSYNdWnTZ5FBrpLTjUxL7t8Lplj8fzhODl\nFp5Hgsr9ItyHlVQYRiRJjSRJCIKQJEkGfo/jpDvcFwQhQRAShm7ttTjvJ6/XufmzP0ve19kTwoVs\nxM0ml777PeJWe1OEtRvgyxDWbhlvfdQE6+tc+MtvEpVf72/c//497fko69I/2emUZfWVeqVl3gFh\nu834/J1u+t6m/ao0yjuNuQ4CVyj3r4cNk1qcjVx/it8u0vyOAttsor/1TczGk4odcJBpfjvFyzA8\nHs9h4DvJnmNBJaOIonhkDhdbIYQgjuNDLzKtUuRjY7t+Xtc5dUEj+y/VDwahNVGzuXnorrS6MEKQ\n12rE1aBbGRctM01Ik6JWQyuJKC3hKocJYYwLGtlimE8as20BHGQZszduwDNXXIjIbtEFLDygOHmC\nG1OTXHzjTeJOnx5eG8hSePfqQIpf9/CnplH/4B9uL8PYBru4iPmTryJ/8ZdGazHXaqFf+Rb2pech\nGhvd4x4WXobh8XgOAd9J9hwLtC64fv0dsuxgrbQA4jjh6affO/J464NCxzGLl59Cx8c0SGQ7hEBE\nIfnUJLdeeskdg5SuYI1jpIC42XJR1GEEYQjjY05HKyVxu81Tr3y7V1yXGKVYOn8eWRScf/W1LTvJ\nwJ6HAN0TGSgKkJK8XsdGkes296+oTPKrUvyq1U3z29uQKbBzHfNu9MqHRSXLmJo66j3xeDyePeGL\nZM9jTZp29uWGcVjoICCPooEI6p0sYwzmGLsnA32myRuuk33X95srS+lugy0LXKMUSxfOY4KAqN12\nHehhdDvTD7OV2+ExSOkK0f4lJQRB1x6uWozQztAuL2/rjFHplffbbR6lK8ZxkGV4PB7PfvByC8+R\nE0UxFy8+za1b10f+2HtxwyiKXtfOuVtAnufbPkb/fXa9j8DSpYuAIA+DbgqfsBZZFJg+yznd525h\nrSXLUgpAHyN98ka6RX31O/2R1W5ZQEuJADe8mNRgLEdlGeEuOrFGSvIkIex0nNNFt+g+nH6ATVPX\neab0UO50ulHWdmEBWq1N0dZdkmRrWcZ+nTF2yiPuiuGjsD0ezyjxRbLnSMjznOXlRaamZgjDcMca\n4Z7Lxeg/ukrJAZs4cAl8oMmygqLQZNnWuukoisn3MEiU1+u0JyY4/ZO3aJ49iy11rdH6Omdfe43b\nL36Qdr1W7mMw4G4RRTFB2kEdE8/ksNXizA9/xJ0PvEDeaHT301qLCRSdsQZFFJPFEcJaQmuZun+f\ndGyMtakp8kYDI6UrjPOcqNnkytf+gnDAVWLrz0lWr3P9Ix/m4ne+S7LeHN7F3iVBnjN95w4rp7eP\nTbdZhv3hGz15RV5AnnW1yrbIYXkF85XfRgSbC7j96pcHOI7yi8PAa5U9Hs8I8UWy50jQuuDBg3uM\nj0/syrGicrkYJdUgXxTFXZu4CqUkU1N1lpdbNJutAeu4jeR5xo9//Oaun98qRVGroYqiVB2UkdW4\nWOqB6/pcLYQQrliPYlrPPYcZsk+HjTBm0wBf1YHPxsa4/jM/g9Wa0BgEAikVjYVFssYY6eQEeRkX\nHgmJ1ppsfNxZwvUVycIYwnbbJRQeAkGeM333HmtDiq40SZh/9n3M3X9AUhSuQFbKWcZJ5d7EiUmo\n1VxpP7tF4dZp9/TLIyiSj41d3H7xdnMej+cI8UWy50jYbUfYGEOeZ4RhNHL3i2qQr6K/Zg8CSb1e\nJ00tWpsB67jDZitNso4i1s6ed97OxeZOtksSPHoPZRDOQ1nrQYs4CwgQOLs4ZSGwBvIcHW0+gYpb\nTS68+hrXP/JhAKJWi0uvfJuw0yGr1/u2tJQi7wM7IisFWa2G7feGDksbOSvAaES9DgP7NeRxYLMH\n88Zt2m30f/h3qM/+6midLnaJbTaxb76BeP/zAxHdB4GPyfZ4PEeJL5I9R8JuO8JZlnL16ttcvvzM\nkRSoB01Wr3PtYx/FbFFMVd3YYZpkay0rK8tbnjwYY9BadyUkB4Fz4LhMsa3NmnX7TXk85TFYQVnP\nOt2yFlAISRGGaBWQ1uuE7TZqiB63CEOaFy4wOT+/OW0PnPVckhBae2ynlG2abtIvd2+rdMxLi1DF\nYd+719Mmb6dj3g6lXKG9l4j1R1y37PF4PDvFF8kezzHAKkXWaLj46w23Ca2Jmy2yWoIq9dD9mmRr\nDZOTU92UwI0URUGeZwei464wScLq05cJlpe2385akJKqXBeBoohjasvLNCcnCZvrrDYaiLExjNEY\nFfD2Jz9B48ED3vONvyTMBmOjdV/6XpBtjpTOGg2uf/QjXFxeZT/ijCDPmb09v/NQkh1i0xT73W/D\n2vqAfrl7e6lj5uZ1uHYNgGJ1BVFus1cds5iZIfjvPoeabsDS/p0sDp0RyTD8oJ/H49mO49pc8Txh\nRFHM009fIYoO3gv4oG3hikJTFHnfKjDG4jqpg6vqrm5H2G5z6ZVXiFutTYl7UkpkqeOtUgI3rwAp\nj3aAK2o2ufStV1winxDOMi0IyScmmX/hBZL1JqHW1FZXCYVARTGqcGl87akpmrOz6Kj0WC6jrKNW\nC60UralJiocVOHkOeeYu9+AQEeQ5s/PzBPtIeEuF4Go9Ju0fJOzXMUcRtlbDhlF3UWvA3FlI6j2X\njiB0txuDuTOPvXXrWKb7jdJObiMjs5dbXkb/we/D8vJodszj8TxW+E6y51ggpTyQcI9h2ue92MLt\n7LnUJncMcBIJazVaG4yxSCkRQpSFMiPfj4PCGE1RdlKNMQNuJJWDhRWCYoPfMwDWorKsHOgTCKmc\n6YRxUduIajhRIMrXB2sQWKf3LbepHitutXjqlW+zcvo07akp9FYyjzLZj9WVskA2oAtsOSR5mFgB\nmZRdeckAQQC5gbff6lrIDWAMNJuuoDY/LLfvuWdYIRDLS6j/5WXkxYt738lRumI8ArIMWxTYdutI\nPg8ej+f444tkz5Gz0Q5ulByEG8bWzxVtcscA6HQ6vPnm66yuLmOMIUlqSCkxxtBqNRFCUBQ5IPbr\nVnZgaF2wtraGKounLMuQUiCE+zLKWuOK6CBgeW6OPOj5PQPoMGT53LmyNhwsnq27qtdZN8Y9npCY\nsmjWgdMmq7wofZN3eGJRWcBNTLqAkswVlmIvWtyDxlpXBMexG/7bSBjAQgFxmUzY757RaWOXl2FD\nMuFueWxcMXbKygr2jR/AygrMzR313ng8nmPGMfyfwvOksRs7OGMMado5EJeLh1FZxW3n5xyGEcMO\nQSmJEBIhDFKW1m3YPku3zQVyXq9z4+Mfcx3DI0apgPHxccLQdWydxll13wNjjAtUEQIbuOttqZ22\n1qLynKlbt2iemC23751I6ECRNupoIRlfXmFxasp1oyfGEYVG5RnNmWne/sRfo7a6ypU//9oG3+Qe\n/U4XW2KtG5SrLh8ioTBSktcSwrxAHkbXv3LHGIZSrkDe4J7xqHwbceB4yziPxzNCvCbZc+Tsxg4u\nyzLeeectsmx7u6yDoLKKOwhZyDCsUmRjYw/96ltojVpZGf41/QiRUpXa56CrhZZSlctJJEwcs3Lp\nEqY8meh6OltL1Gpx/tXXnC65j2xsjGs/83H0eIP6ygoqqSGSxNnB5bnTKXc6KKPJGmPoJKEb1bdx\nH40hbrV6Thf9cov792FxAZaXsW/92AV/vPUTuH4Nu41OOUsSrj3/PNkQX+YgL5i9eYtgVCcyRvfp\npzeuUk/dr68uClfot9sDWmu7uLhtjPWjwm51zT4K2+PxjBLfSfYcOYcpiRhGmna4des6585dPNAC\n2FqDtZRDfE6f3OsAWqzdqkO9fZcwaDaZ+sZfsv4LfwM9PT3KXR4tZaFcBY30d+StBVEN5SmFVApj\ny7A8C9JYZF5gwpCsXuPOe68w9+YPXaS1ECyfnaOxtLTZ4WKY3CJLEVfeB7WaKzAXFxBsto/bCUGe\nM3vrFozCt9hoWFpyQ2Rlhz5NEuavPMPcW28Tt9vuROjOHXdMxrq46u99x33bsLaKbZXF5EHGWB9m\nmt8B65ptUUCeu0uPx+PZgC+SPY8ElfvFRr3vKDioQb4KpVTp2lGGf+gCa2UvrtmYrvvFMAmJtew7\nWvmgEVoTra/TicK9ee9uxca3xIJFkNUbWCER2iK0ZnVujtNvvb2hSBa9IjkMXeE5JODDrq1Cfvjf\nTGyiLHqJou5raKOIrNHARpErkPs7pLos7OO4d9+HBJKMgsdKt7y2CvfvuUuPx+PZgJdbeB4JKveL\nw9Yhj4IwjHjmmfcxMTFNvd7gxIlTnDp1hhMnTpEktXKQTxBF0dAVhmF53Me3UA7W17nwzW8R7WFw\nrBrYM0KQ1esYIZ07hhQuXkSAkQIdKHSgyJLY6ZjrLulu7P4D1DBdsSg1yt/5LtE+i0crBFkSYw7j\nZEUI16VVqmf7JmXvuv4lpSucg911de3iIvnv/x56Q3jJo8JB2st5PB5Phe8ke44FB+lwsZHdRmKP\ngjCMUGrQ0xhASlH6JIsBDW8/xdgYN3/2Z8mU4rgoLasOeN8VFFGILa3t+rcDyKOIB5efYvLO3YHm\ncLi+ztwbbzL//PvpNBq8+7GPuhMCrSGOEVlOsrrG+swMeWMMKwU39EsgJVd/5uPoKCIdG2Pizl0Q\n0i33zEBPo/wwM2pbfeWe5wy0r/McjEErxc0rV3j6tddJ+k8EtHH2bDsgsJbZLCfYzzcWxvSOpXru\nUpuMNdiVZeeZXCX19RfB/el8Wju9clHAdiGJ++EgZRmjkmFMjMPJ0+5yh/gAEo/nycEXyZ5jwW4c\nLnaDMYY8zwbcMI5OAy1KC7XddSOtUuRjY9ghiXJHgTGGLEvLot69psJamJujCIJBf+TqPnHM0qVL\nmCga8DSuQkHEQKEpKHvICKCxuMjihfMIYbBWEuQ5WRKTTU2SrK0Rr68jrRmc5RtqRrwFWsOtW9jV\nVWi2QMnB26phOSndgFx/kWys0xLvoFAOLJzI9qF9NQbW1nrPZQFrYH7e7WOWY/6vf4/9+tewnQ5c\nexdzZ37f6Xx75VGQZQgVQhi4y52yvIz+oz9A/eqvw8mTB7dzHo/nyHn0vrv2eHZBlqVH5oaxEaUU\nU1PTW8ZHPypIKYmimDhOSBK3akIwPe9im/uTAPs74yrPmbw9j9qi2O9Z4ZWLsua1rgiX2iCNIcgz\nhAUjFbIauLIb1k4LZHCdznPnEJOTMDvrCp9qzc6WvsWl1rpWc1rmatVqUCUBHjRu6tPJMaR0g4ii\nlGEEgdvHqWmYnHIWaHHiLienII6xy0vOh3m7p3hMXDF2zOQE8vkPwKS3jPN4PJvxRbLnWHAUEoij\nYDCy2sVVbxVZvTnC+vjQK4SdBZwSgiDLkUVB3Gwiy0S+/iJZWEuQZTvrowuc57IQZPUatipCu4Ww\nJUhTZNd6zd1QRCELly5SbJXAt9XTheH+hiMPwkWijyyOeff550lrtV6RLHb+59sai+10sAsLPTnG\nsJOVg3TFOAR2bRkXhFCruUuPx+PZwONdkXgeGXYqgahcLsKtwhYOkP1YxQ2LrNa6wBhdptVZiqJA\nKTVUl2ytPe4GFwCE7TZnvvcqNz7+MbINX+sXUcTCU5c2FbAqyzj/6mvc/MiHSeulvlQIrApIJye4\n8ZEPAxA3W1gpKBJXKKoixwQBOgwp4ph0fJwUuPu+9xK32owtLjg5xA6wWjvrtSDcJLeI1tc5/+qr\nzD/77Ca5hUGQhyHh+lqvq30AWCnIaknvZAFcZ7nIYX3dyS6MgR+8jk0S93OnA6+/6u7TF2FNkmA7\nHcS9u5i1z8Hs2IHt977Zra75GERhe82yx/P44ItkzyNF5XIxSnbaxd6PVdywyOpOp8OPf/wG1hry\n/B5SSmq1+lAHD2MM7XZz+GBfo8Hyp//rQ9OaboUOFEZKl5YHmzrgOo5ZfOqp7u/WWqwQFGGIyrIB\nXbK1Flvqkouy0LBjDRCCtROzTN66RWt6mvbpSdKxBp2JcfI4ASFozs5QBCHP/dmfEba3lxdUCKUQ\nU1PYOBmMhM5zZJYRWVyUda02MASYxQnXn3uWi9dvUAuC3Yg8dkRQFMzenicohnV2y6AUUcourHX2\ncUnsbq7Xepv2R1jXamAWod122uVjzKOga96E1yx7PI8Nvkj2PBIcpPvFYQ3yDYusdoN8ClV2L3uR\n1RupxtiG3KIUenLySLXO1lqWzp4lq9VYnpsjD4JB94st0GHI0oUL3UG9jY/Z94srooVAZTmNhQU6\nExOoTpvZBw+c9AJLEYYIM0leS9BBQChgp4OSohv5vOFNquzX+q3YKpQsLdsORrkW5Dmz8/N0arWt\nN6qOsfKD7v+WRRfDhwqNxRYFemEBG9WxhXutB1wx+t0w+rCLi5g/+SryF38JMYoQlaPEx1h7PJ5t\n8EWy55HgoNwvjgNKKcIwoiiGeP0+IujxcTpzc8gsZWp+ntbpU9gkeaieWuU50zduII1h/cyZodt0\no62rRL4odA4ZApQVmCBEdjoExoK0SIsrZKOYomFZOXWSySDY+x87Y5xG15jez90DLy3ZCo2tEvHy\nsmDOi5Fqe4sg4MYHXuDi939AvBPfZ13A7XknyehP5wsCSDNortP83d+liGqY8j3qd8WQZ+aGu2Ec\nB93yiOzlRBjCzOyIdsrj8Txu+CLZ88QxzBbOsz8qm7pgOe8O5w0M7WlN2OmQJwm2LGyEEOgwZO30\nKaZuzxO2Wpx+80fcffED5I1677Fxdm6ujBNkjQb3n3mGIMvQEogjiiwCYyjCEKMkWimKJAJrWLh4\nkcbSyt7+2BkDaUpUFFx65duEaTrYmbW4YnRtDa7+tNQ1l0Ef2oAusEWBAAyQS0Fo7N4mpoUgr9UG\ndckP2/eitK6r3oo4dnISqUBJ5IkTIMOedjtsOVeMKOq5YRyxjGcYo5Jh2GYT++YbiPc/jzgiDbPH\n4zm++ArB88RxnGzhwDleGGNLh68qpnrjOt5uFxUWhmqSw3abc6+9Tthu97a1Fh3HLF28SFavYwGV\npcgyrru7nRRYpSjCkCIMaNdrpI068eoqWa1Oa3qa5TNneHDxIovnztEen2Dt5AmufuhDFOE++wBS\nQhwj45hYCGSSDFrAJQmowBWSl98DU1M9G7mZWZiadlpmIJOCd+sJmTzkCcx+uUgVz/0wNrphVGtt\nbcdP+0jYyZWDfuwmKbKSaExNHdx+PQSb59jFBTck6PF4DgzfSfY8EuzVIu4o3TA2stEdo3K8aLWa\nWKsxxqB1gbWuiLHWorVGKdUtOE1prQaUPsQPDZM7NKx1muBhmmQdhqycnUMPkcpUt2X1Osvnzg0f\nfrO2u4QxyMIwtrjI2uwseRii0g7YGCElwmiEMWRJglaltdt+CtP+SOiNVJrkQCFqNezGwUprsWXi\nn1USGyhsq4XV7rWxrZaTaEjjQkkOGq3hzn1n/6Y12Te/he63kqtcMVZXQRddN4wKMTWN/Oyv7fi5\njlyW8RBsq4W9fQvbau044udYSDT8cKDHcyj4ItnzSLDX4bqDcMPYKxvdMSrHi2azyZtvvk6n02Z6\neqY7gFcUBSsry0xOuo7Vgwf3UUp1JSKiGwG9s1jkg0YIgcrzoZrkKkhk/cQJdBwP3K+6LavXmbp1\ni87pwfdZSIk1pqdJBggkeaOBxCJ1QaANRrjhNWWdQIMwhEa97J6qHcdH7xVbFLC81CuotYGiwL71\nYwhDbBzDpQvYazewlaY4y51EQwgnjdjijCcoCqbv3GFlcnJ/O9mVYAhAuTQ+IRkIX6nXICsgS3tu\nGACdtpNg7EQPfVTsVqvcbmNv33LWfh6Px7MBXyR7HikO0uXiYRxE4EkYRiSJLof3QoIgHHCpkFJ2\nf3fOF4PuF8dNdpHX69x+6YMU9frmIJFOh6jZdLra0g/aWtvtJJsgQG3wGo6aTc6+8Sa3n3uWotGg\ncnHI6w1ufuhDxEt9X+ULgbSWuNUmD0Onw5WS3caAb6QIQ1bmzjC5uESwzdfbIgiwU9MQlQ4ZZaEp\nrrzPBVYoCRPjiKiG6O8kN9fdfnbarmAeQpDnTN+9x9rYcE/jtFZj/r1XmOukxEO32LizEqRFhCFC\nqs2fIyvAaEQlK6Eso49zgcwjahnn8XiOLV6T7HmkqFwuqkCOUWCMIU07D7Usq7rZB1GcPy6R1VYp\nsrGx7nBePyrPufDqa0Qb9J+Vf7IZkpInjCFqtQY8lA+bIgxZOHuWYsh7E3U6XHr9+0Sdsnjs2shF\n3ShrUa8jGg13GYW938vrCAIXYiI3v2ZGCNIkcV3ybbBSOl33LlL4tkVr1wVvtdxwW7Ppfu50nISi\ntIkb0CvvQbf8MB4JXfNGjkCz7DXKHs/B8Gj/j+zxjIAsS7l69W0uX36GJNnGj9ZzJFQ9TmstCBex\n7OwzwEiJkZLW1BSB0UhjMVJgBGipKA7Iv7hCGkuctXuShL1Q2ctVnsZ9NnNZve7CSt78YU/b6yY8\nezrtUaMLuHcX0rRnGQe91L4//H3odDBf+e2hcc5iahr1D/7hiPblYHXNtt2GtVV3OSKORLPsNcoe\nz4Hgi2SP54hJ05S1tVVgUG9aFAXGGIpSgmCMRYhBDfJOAjseC4ToDsUVSoIou871OmG7jRWSLI4x\nYYgVEiMFayrgxrPPMb6yPDSp8DjQ1TEjIM/dstZdgtMq5zm02wSdDrNXrxK0Wr3tYPSFsnFaaoTo\nWcZBN7VPzMxufVJQ6ZaPeZJfl07b2fd1nmxNso/S9niGc6zkFr/3e7/Hpz71KV588UX+9t/+27z+\n+uvbbr+2tsbLL7/MJz7xCV588UV+6Zd+iT//8z8/pL31eEaDlMJ5BuucNE27K8tStC7odNqsra2g\ndbFpWWtQKkCM6mv2A8IKQRFF5FHULXatdQEXYasFWpNHEfff8x63TRVuUT2AEN3Eu7DT4eJ3vuvs\n5IQkbHdI1teQVWHn7gCBIpue4nSrQ7zPTqSRkqXTp7oR2aNCBAFMTcP0NIyPOYlGv81creauq9UI\ngoDZW7cJrO1KOdyDHNAJQGUZF0bD5SONRm8fSmy/dVxfet+oZRkjk2Eo6aQuB/yNw7FneRn9B7+/\npSbe43lSOTad5P/4H/8j/+Jf/Av+2T/7Z3zgAx/gK1/5Cn//7/99vvrVrzIzJPo0z3N+4zd+g5Mn\nT/Kv/tW/4tSpU9y+fZvxY2h87zleHCdbOHDDeydOnOL8+UskfXZbnU6HGzeucurUHLdv3yAIImpl\nsdSPELKMtz5+VMVuVq9z7WMfZfz+/QEbOFUUjN+7x8rcHDqOWb5wvs+1A3QUYTb6+hpFIVqqAAAg\nAElEQVTjCmTriujaygrpxAQmCClKXbMVgkxJ1qYmufrM0zz7o58QFnvXsRulWDp9mum797Yd3tuO\nyFieanUIzYbOr1JluEewOfq6+r26rnTwQErXQd6iQE6jiPnz55h78IB4H8e9HTZNsd/99mDXuJJk\n/OsvYwMFyysPlWUMi75+KCOSYYiJKTh1yl3uEB9A4vE8ORybIvl3fud3+PVf/3V++Zd/GYCXX36Z\nP/uzP+OP//iP+fznP79p+z/6oz9ibW2NP/zDP+wWCGfPnj3UffYcPrt1mBjmhnFUtnDb7btSiiRJ\nBjTRQggajTGSxBXGSjmni2BIwXFc6cocpEQAk/N3WD95smsDN8waznXFXaCIyjLklpIS2+0sZ+Nj\npVbXds0shDHOLzkI0MYQZrmzPzsiJBBvLJA3UumNq+Kv0ihX11U65H5N8hBtshWCLI52ns63F4rC\nFchKbZJkMDGJqNVgdgt9bL8s4ygbG0oiktruOsllAIl66jIcVZFcDQeOTxzN83s8TwjHokjO85w3\n3niD3/zN3+xeJ4Tgr/7Vv8qrr7469D5/+qd/yksvvcTLL7/Mf/kv/4WZmRn+1t/6W3z+85/3UcOP\nMbv1S67cMMbHJw7dMm4ju933OE7+f/bePEq2s677/Tx7rKqeu885OefkzJmTQxKGBHgJYoJKBBIu\nBnOFyKC+okaFV69GXKIuIAvUu5Z3gUu8QHBgKWLwingNCEvzXu+VQSCDgUNykpAz5Qw5p6fq7qra\n4/PcP569a+qq7qru6u7qPvuzVq3urvHZNXT99m9/f98vhw5diVenl4yi7jtnK7nNmrAS7Wwi06i/\npUCkc3sEAwOcvfZahqamECgs32Pk3AvM7t6FMq0kGjrW1mV+0vHM5RbJBPoCKbXWOP0JVU2y9D18\nAbaUGHFMNUVGKV2sxlGteF7v/3+2peUY0NI6rhX9YicnRscQh1+EGB3b6KV0RV8EmmRkXAT0xTfF\nzMwMcRyzbdu2hvMnJiY4duxYy9ucOnWKb37zm9x555186lOf4vjx43zgAx8gjmPuvffe9Vh2xkWG\nlJIwDLBtZ913xIQwcBy3qkVuXlcQ+DiO23ZdrutuuCQjdpxFqXtx4kGsoCofUKoWSx3mcpy99hrC\n+kExoTvQe574Lqde8mJUWjEbJqZUCCUx45gol0MYAmFOYLzkpRiJNzGWBS3s5tohpMT2vMY1rAWp\nBthJ9L9Q1SSHo2M8f2A/+/7zW+QqFV0kp91ly8KSkomTp7AKm/Pwv5qfbznsV69rbnt+LleVbKjp\naeRX/wXjx25HtJDpZXRGNsiXkaHpiyK5HUqptlPpUkq2bdvGhz70IYQQXHvttZw/f55Pf/rTXRXJ\naUBDt5jJ4TnzIhr42IzbbJoGhiESqULrdS91nfptjuOQ48ef5dChK3Cc3hVMpmkgZcypU8c4dOjy\nRVIQ0zSwbYvLLrsMy1pc3HlehRMnjrF//8G2FnaWZXaswW71OqfPUfp5FEJUT+nfyxFbFvM7dhDX\ndXHNMGT8+AnGj5/g1M034Q8MNMgtlGXhNfnNpil+drlcTdFT1Ib8Itup/p16gaRSXr2QCCp6R0ME\nXkOUtBA06HwVAtfz2Xv0aU4evo6q91z1sWyK27czEoW4BuieffK81JQmbWOxlSH0bRouFk1ntPu9\nhhWETJw8ibjiChBu8nrUn+pvrr2Xz15xGfs8HyuOG66jaPN8NG1Pde3U3gedbHO63QiBZQmolAgf\n+D9RMzOLrxfpREL5mU836JqV56GOH0O+cA5j1y6sX7wXMTSEEpKwOIMlJKLF5735va0svR2WJVpe\nv+Xal7mNKi0gjxzBuO46xEDr8Jdes9SaOvm/3Xx7NVMk/PzfYd/9vyK271jTta8Fm/G7ajVcbNu7\nnvRFkTw2NoZpmkxOTjacPz09zcRE60NKO3bswLbthi/nQ4cOMTk5SRRFHYcyjI8PrMoeanj44vPV\n3Uzb7LqCXM5mdLRAoc3h35GRPGNjN+K67Tuxw8N5LEste18rXaPrWoBkeDi/6L7Tbdi2bbTl45bL\nZaanX2Dnzomerqv+dXZdgeNY5HK6UDFNo3oCiGOFYQi0EkA0fKaqg3imSVi3PsMwMAArCHQpl+wU\nG4ZAKYO4i6Gs/GyRhfHxakGnhEAKQRxFWGfOQBzjtJN77NiGnLxABFimibBqHXclTSJD6I60EIt2\nqqVrM7X3UoZPn8FxbULLQFj6PpQ0UZaB69oY+dY7KDIO8C09lBcLpTt4SlW1047vsf873yE2TYgu\nBRnV7NlSXXI6mKcUhhCYlkmc7tSkJ3RhapomsZE4f+TzKD/AajrCkG6zano+mrcnXXu6va2u0w4Z\nB0jXYmREvx+K5XnEyKDWMTezZ/GsiSyXiSbPYw0VoDzPiCswxwaIgwKlvMPASAFzrH1XPX1vx3KY\nyp6d5CeGl7x+Pcs9RhwsUPre4wzceF3H97la1OAe5C/+d4yRkbad36X+bzdvU6fPY7+zmb6resHF\ntr3rQV8UybZtc9111/GNb3yD1772tYDuFn3jG9/g7W9/e8vbvOQlL+Gf//mfG847duwY27dv7yq1\nbHq6tOJO8vBwnrm5CnF8cXjVbsZtDsOQoaFxFhYCfH9pTazXwiu1fpsXFsp4XsjsbHnZ++p2jQMD\no8zMTLW870qlsuTjLnd5t7R6nSuVCkEQAbp40+cLlNKfHSklMhlKq484Tru+rWh3mZbadrYddrnM\njqef1R1My0okG1QdICwFIy+8QPyOn4H9B1qvY6FE9KcfAyCKY6jTcKsoBqm0tZlSSKmq26m3W1ts\nxEoS+CFxJCGKEUZyP5HE90Mwg9aP7SW3UbHW89o2OG5VbmEALuC5Lsq2CQaGcMIIo37AL/1/F8dI\npZBRTGjq10OlJwCp9PYl56VEcdwgF0+3edHz0bQ91bWn29viOu1QXgh+RLGo0xcDP4K8hTBrhbXy\n/doOQIvbqygm8kJEGDL73ElEsYyamiSamiE8fQHDWdzFXfTeNnLwpp/U7+qZUtv1Njx2sUxYCYiK\nZYSz+DbLXb5mmHlYCIDG572T/9vNa263DSoMYW4OhvtbhrEZv6tWw8W2vb1irIMdwFUXyVEUcfz4\ncZRSHDx4cMWxuu9617t43/vex+HDh6sWcJ7n8RM/8RMA3HfffezcuZNf//VfB+Ctb30rf/3Xf839\n99/PT//0T3P8+HE++clP8s53vrOrx23+0uuWOJZE0cX1ptxM2yyEyfi4nrBfzZrjWBLHuvDo9fYL\nYTI2NsHs7EzL+5ZSYdsOUqqWj7tW66q/v/QxwjACVF2RnK6xpiNuKLi6+GiJOMZeKCEHBvTh+DZE\njsPM3j2MnjmLkAozjjj1spcSDg7iLCzU3aGBEoLp3bsZyxeIx7a1vD8V6aJRxBEqCOuzWqqDdCKM\ncEplRBQ12o6lzhuq9iskxb+qu0qb/zHVYjW9WAgtU2g+bGoYxLbN89cf5tB3HtG65NQCrip1SF6P\n6s5H/UnUPU7jYy7eKanfyaH2IjZtT63QrtvZ6WCbq9utFFGkryMTZxKR7mi1sperR0p9WXEOFUf4\nn/gE5HIoz4MTx4kXylj/439ray+3ms+KilTyWVSIFvex3OUbxVLbrAZHED/5U0SDw4hItt0GNTld\nTfYTmyDZbzN9V/WCi21714NVFcnf+973eM973sOZM2cA2LVrFx/96Ee5/vrru76v17/+9czMzPCx\nj32MyclJrrnmGh544IGqR/K5c+caBo927tzJn//5n/ORj3yEN73pTVxyySW8853vbGkXl5FRTytb\nuH4mdbnYSEzTxHVdfF8HnEgZo4ujVG4RI2WMlLIh2GS5jnBQKPD8jTew+8j3sSsV9jz1OKdvvhlv\nsP0evvZT3svw+QsdrT2y7aXXkcshRkZQqQtGfREcaXmDOzvLgcf/a7EvsXR0UduBZCsSMGtbjIYR\n1kr3y9tZwKWXhSGEAZaSTJx7Acv3k4pV1Ffx/U8re7lmCnkIIgh8GB5JhhzLYJqouWJH9nIrGvQz\nTcTYeM3LeguQuWVkZLRmVUXyBz7wAd761rdyzz33UC6X+chHPsLv/d7v8Y//+I8rur977rmHe+65\np+Vln/nMZxadd8MNN/C5z31uRY+VcfGyUbZwG+mOsVps2+Hqqw8TxzGe53H06BEcx6keOfI8D9/3\nMQwjSQCspeqFYZDUco1FWqpTDgYGCHM5pGFU7d46lVv0AjE0hP2Od0FlgTA/gMrVdNOqXEZ9+z+h\nXILtO2quEymuC4OD2h94GSIhmHJsBqNYp+athFSvnGqX6zXJUuqI69ICFjARxzpy2TAAAUpurkIZ\nGu3lWtHCck514yO+glASMT6O+VNv6/wx1oAs0CQjY33o6Jv6Ix/5CAv1hzETTp48ydvf/nYKhQLb\ntm3jzW9+M6dOner5IjMytgJB4PPcc88QBJ35w/q+x3PPPY3vtznkvM7YtkMulyeXy2GaZjXYRJ+s\nqqNCvfNF7bz29xvbNsXduwgKBYq7dxHaVuea5EqFkdNnsEolrRkWgti2UYahNc+J3CAMAjyvgudV\nCMPFWlkxOKCHxvKFWiR0GgttJUl4tpXENDed1jMSXAgdo5zGUguhf1qW7myOjsH27fo0MaE9ofN5\nfXJzy3oo+47D8YMH8fPrH7bTMbFO9dOnEKJI78yUSqhyWZ/n+23isM8j5+aqd6VmZ1Hf+y5qs8Ux\nJ4EmlMsbvZJNjwpD1PSU1ltnZDTRUSe5WCxy++2382u/9mvcdddd1fNf/OIXc99993HXXXdRqVT4\n5Cc/ycte9rI1W2xGxsWEUgrf95ctGIUQuK67KpeWjSRN3QsKBUbOnKWy4xJix9HbHcfYvk/oug2H\ntyPHYerAfqRhYIVBVcsaFgoUqw4aqjpQ+PzzJzgX6J0N13W5+urDfRNL3gmO57Hn6FHO7tnTGEud\nIA2D0HWxhVi685GGlaRyjSaqSX3rWfh3QxzBmbO15ESp3yPqsUf0joKUsFCCuSLxp7VOuR4pBHO7\ndqDe9fOQH9C39SqrjrfO2MTMzlZ11mwCnXXG+tLRf8I/+IM/4OMf/zh/93d/x1ve8haeeOIJAO6/\n/36EENx33338/u//Pnv27OFDH/rQmi44I2OjcBw38Uh2e37f3cZt15Nqljcians1pEV9kM/z/I03\nEOUWr9+pVNjz+H/hVBqdR2LXZfrAAUI3R7RMMIhAP786UMVKdNVtiiKvojuS6alcxjdNjl97Db4w\nIAgbTsIPcCplxBrLQwylcDy/8XHS36OIwLE58eIbCXwPLlzQp6kprcutVPTJ87Qcw/OwFuaYOHYM\no0VXva+RUhfIhlHrnpumlr3kXK1THh3VxfHwCIyMNp5yLnJ6Glo42fSMraBZTmOvmzzKMzIuNjr+\nRr7++ut58MEH+fu//3vuvfdebrnlFn7zN3+Tj370o2u5voyMntNckHY6yGcYxpoVot1GVvcD9XHX\nURRVHRWaLeD0eUvcUeKfLINgkdwilWLEbV6XsFDg3DVX0/buDYPYsTEdLQsBFiUWApDLY4yPw9nz\nUKmTt3geKo4JXFenwhlGg2TB9T0OHJ1bs6jryLYpbtvGSJOHPFAbFrQsMBNJyPBILcQjDCEIkmJN\n6G7p6BhEEZYwmDh/AXtwkKhPm8ZLYhi17VKqJn2BpaOxDQGVxdLBXrIRmuVea5SzQb6MDE3X/9Xf\n8pa3cPvtt/Mnf/InvOENb+Dd734373jHO1Zs/ZaRsd40F6QbNciXstkG+pqdLoBE56ut4ZSKMAyj\nGiLSqe+xlcgu6uUWqRRjYds2YndxB98MA4bPnGV6376W9xkUCoQDA+TzeewoJIp0rLdXZy1mmibW\n0BDD/+O9yHNTVVsySOKPH/gzrektDMC+/a0DLyxLaxrDSA/xKVGTBKyCyLKY2r2LgdnZ1kN3qQVc\nWjDbdqPuuFUxaRhaR73C7rdvGJwpuOyqVNg8gpXWqLkinD+vf25mEo2yeeAgZIN8GRk9o+PK9tix\nY3zzm98kCAKuv/56fvu3f5u7776bD3/4wzz44IP8zu/8Dq9+9avXcq0ZGVuSIPA5duxZDh68vG2s\ndD9R73SRUizOsrAwTxzHKKXI5fIYhoGUknK5hBCCKApbulykCKVq6XtJgV09r66gE3GM7XnaEcO2\nkbbNru8/yamXvJigRYGglKJYnKVUWkh80WOOHj1StZR0XZfDh6/HGBtDxGajt20uh5jYBn5FB36E\nQYOHsY5NLsLoiA7SCAOt75Bx9fa96jA7nsf+xx7HDrqQSKSBI6kFXKpJFmg/5TBECW3nB+hOq5RL\nOmEoAYFhoDaJBL4hlMSraA3y1KT2x56e0kN+03rIryW5XFu/5a1Cx53oVIYxNLx+i1sHVBzrWPTR\n0b4OSclYfzr67/2FL3yB97///ezfv59cLscf/dEf8da3vpX3v//9fPrTn+Zf//Vf+eAHP8hll13G\n7/zO77B37961XndGxkWD7/ucOXOKSy/d1ze6Y9t2GtzQfN/HsiyklIBK4psNQDW5XLSXXgSFAidu\nugm5TLS2Uy6z75FHOfnSl+gzlMIplxFL2JuZpoVpmgih5R+pfV0Uxfi+3yAdqUcMDWHe/Vai//if\nPL9zFwdv+WFyl+ysXq6mppAP/RPGG+4E0MNiwyP6UD/oAjnRTAsFjpSIFcqXDSlxy+VFko9WSCEI\nbQs7DDGCgGqRnGiSEUIHoFy4kLhzJIvK52H7NvAD7T+82SzjmmgOJVFRRBCH8KlPohwXNTUJlQry\nn76A+tr/1/I+xOgY5rt/aWsXyh12oresDMPzkP/3P2K+42ey4b2MBjo6tvuxj32M9773vXzpS1/i\nH/7hH3jggQf4m7/5G6anpwH4kR/5ER566CGuv/563vKWt6zpgjMyLjY6dbnYSFzXZWBgsCFIpFtU\n4pms6gaelBDaO7nOuaP+vPT3sOk69QihC3bDMJOfRp193fLDVcall2JcfQ3h4ACMjSG2b6+dJiag\nUEBMTOjfU8u1VA9bN1ToKsXBso+7Dq9j4DicuOwygpGRmgVcLqc1ybkc5PTfRmoXV28bVyiA6+h4\n7E0g/1mSNJQE9BGAdAfDtlG2A25ev0ZuHmU7i09SIi+cb0j+U9PTxJ/7LCr5/tsQtsJwYEbGJqCj\nTnIQBOzfv7/69969e1FKEdQd9nMch3vvvbfBIi4jI6NG6o7RqfVYbcDw4vsiXGpwr/48aZqcPXwd\nufn5tsN9FzWtNMlLYMUxE+cvYAWJnjoMqXaZw2hzWqXFMRQTTbdUSBXDk9/Xw45BoE/HfgCnW3wu\nw0g/daWFWgzzCgJIek0/BJpkZFwMdFQkv+1tb+N3f/d3+da3voXrunz1q1/lh3/4h9m5c+ei615y\nyeaa0M/IWC+6dcdIBwy9tbSr6jFKySQ1WQHao7jWAV/G5aKOVJPcanDPDENGnj+NNzBAeXycMJ9n\nxzPPMr9jB0Ycs+Po05y/8grCLgaYwjCkXC5TqVSI40aJged5Wn8tJb7vIepfD7+CIWMadmO8Snu3\njSZ0+EUE5tKyhnSAb8SrYLWRhnSElDp6G1rKLapJfWl41NRUTYMdS4gjVIeP7wvBmbzD7kqwLt3z\ntqSphJaVaLGFtoyzLL1t+Zw+tdqBkErbxXmdBQBlbEJGRzHf9L8gv/qVntydCkOYn4Oh4UzfvAXo\nqEj+5V/+ZW644Qa+/vWvEwQBv/qrv8ob3/jGtV5bRsa60KlHcadWcSshlVQ4jtu1w4Xve5w+fXJD\nNcumaSb+0TrAI44jlNKDe0rVQj2oKx87qZvCfJ7TN1xPWOehLJTCLZXY/+hjPPffXglQHe4TcUyh\nWMToQksrpeSZZ57kuecEQRAl62y8PCjOYJYWePbZozBdG/CyZmfZMXmebVGAPTiMGB1Dzc7UCtE6\n6of8RBqd7HnJsJ/TIM1oJrYtpnbvZuDU81jR4p0mp1Jh/6OPYe++VEsr2mEY4LpI0yJ0HPLbt5FU\njrXrhGGtKJyY0EmDAIFOuhMdSFSgacCvH5RCSTy3kGi5RfoamGZiIdfi+bda2AVeBFxMsdfCtmF0\nvHfSoiycZEvR8dj1Lbfcwi233LKWa8nI2BA69SheS6u4OI44efI5rrjimq4dLvpBs2zbDpdffhWV\nio5+HhsbTwbjIiYnL6CUolIpYZp2Yhsnqt1iKdt3JlOd8lqilMT3A4aGCjiO2fJ5zA0MUXZzOLkc\nos6KLhYGZ0dHGfA8nF2XYr77lxr0qw2PUzfkJyYmquelw34qDOGFFxpuI5TCqVSWHfarDvV18h4w\nDIJCgZPXXctlxSJWGC3e5rRgaOE/vClJ0htBaHeVMNTnhaE+v10kcRR2PbyopqeRX/0XjB+7HTE+\nvvq1d0KvNcqZpVxGBrACn+SMjIyMVti2g2ma2LadDMXpfy+GIZLard7lombt2y3psB4AUmIGAbFl\nVQf36gf9nFKJ3d9/kvlXvHLZ9DDbtjEMFnWSAaKxMYLLL2dgbKwaSgKgLIFXF34ihoZgKReEdMiv\nvsOUy+lmbjUyWmlpA+CWyhz47hG8Ql4XdQr9U6oV+xx3RFoYNmuSowizVGLcsjBLZS1jCOs6cP2o\nW5axThxM3nsoCWfPJg4fiRTj3LnWb8goBhmjyqXOH28DNMuZRnnrksk3NpasSM7I2GAcx2XfvkOc\nPn1yo5eyakzTZHBwGFBESXhHTZdc/1MXJO3qvKW64rFtM7N3rxYJGCa5+XleuOpKwlwOI44bB/2k\nxCmVEFIue8Q/jmPCULZ8bL0dkihqPPweSUVs20QrLVhzuZpEo7RQ8zVOC7a0iLNtJIKZ3bvYfuIE\nVhjp2nWlexpLIaW2f1Ms1iRHEebRp5iwbR3NPTsLllnrYFZ1y30kU0h3KAwjKYyTYcb6bnk7YqlP\nLeQzW4oOO9EXkwyjb8jkGxtKViRnZGwweqDPTbqsi+lUM73RtErii+MIKWOUSjXJumiu1YCNGuX0\n/FSK0YrYsqiMDLPz6NNUhoYYOfcCp3fsQFkWpuc1DPp1WkJKKTl//jxhK+lBss44jpmautDwOkVR\nTLBzJ8emLzCyb3/HziUpYmioKtGQzz5D/MzT+vB26rMchrpQ3bEDOTLMjHmAseIclu/rYrq0UOuI\n9grD0PZvsFiTHPiIK66CfF4PHZYWtF1cWmhWdct9+F4VIhlSlI1FciukrD2nSqGKs9WwETU1BeWy\n/tkCtbC2sddrQced6K0qw9iiISkZq6cP/5NlZGTU06lmeiNJhwcPHryiIaLe8zyOHj2CUpIwPJ94\nFqsk2EMXwjrSWlSLz2VrPtMkzuUwowhDyoZEvlYJfZ2glCKKIoQwFtVO1sIC2x57nMkX30jUFI2d\nFvZhGBLH8ZJNST8MOFVw2RsG1I9XphINMTWlizerTgeM0p1cy9RpeAL9t1kXANICJwjY/9wxbM9b\n2UDSEppkkXpAQ2tvaqVQ5TLKECjL1L83OYaocllbry1DZFkUJ8YZmS1irZd8QUqYn0+6+rqzL//x\n/6qGjaQDmPKvHqgNYNbjuIjhrNjaTGzZkJSMVZMVyRkZHbLajm637hhSSsIwwLadrh0v1pt0eNCy\nrEWDh6ZpopSRJO9BWhDXOrIr1yiLRJMselRAGYZYFIhiKq1tNhVIw2y6voIO+9VKKe32sA4DloZS\nuGGgC70u3jtSCELHwTaMZR1CVBTpBD+zSW4RRahnjqIGB2H/XtSJUzoaup4ghMBHeR4i196RJTJN\npibGGVgorV+RrD0M9RvSECCBgUEY0Zp2ATDR5rC3V0EVi7XExbVa4kYMB2ZsCTKNc3d09G1/5MiR\nru70uuuuW9FiMjL6mdV2dLt1xwgCn2PHnuXgwcu7dry4WLA9j9EzZ7ArHt6oHtqbOrC/Nti3GYlC\nXURCMggnEUGIXfYIlarpZGNZG+TrUeEdOA4n9+xm35mz5MrlJa8rLAs1OgaO3Si3SCQZdqHAhOtg\nX3bFos5+KtVYqkDecNI9NyEQuVxHGlwFUCyu+dL6IdBkq3DR6awzjXNXdFQk33XXXW31kvUopRBC\n8OSTT656YRkZGZ2xGTTLWmbRXmfcLX6hwPGbb8ItzhHk88ikWxq7LtMHDlSv14tHq3k9x4vs6tLL\n4jjGa2H9pt0+koLdMHUctNFmOMp1tVeylOAn9xVpRwm3WGTvE9/l5GWHdGEURYluVoI0iByb4s6d\njDjO+h4ebPYYrpNk2IUC2wEKbVYULi+36FeU7+vXoPn8chl8X0tM2miWyeW0xKafuZhir3uts870\nzVuKjv6ffuYzn1nrdWRkXNR0G1ldz2bQLCsFpmkTRWGSyqeS8xvdLuqvvySmSVgoIGKpnS3aHN6O\nHadaQK8EKSWhVyEIA8rlCkHTQJoOSYlZWJjj6NEjiyLEXdfl6qsPY9sOYmwU4/CLEGOtrejE4CDi\nyqtgYLB6uF6Vy6hnjsKefXD2tA4KueSSmrfv2bNgmkQDBaYuO8TA1AxWB76+juex/7vfw9l5CVJs\nvJRHBQHUda5VuVzdQdDbGiQnbZPn2zZnr7ySXU8/g9uBtrmna/V91KPfae2HHUbge6hSiaiNZlmM\njmG++5f6ulDOLOVWTqZv3lp0VCTffPPNa72OjIyLmm4jqzcLqeNFuVxCqbghgU8I0ZDEV6+77rTj\nbJfLXHL0aWZ37SYYGlx0uQJm9u1DOU7HThfN9yClwgxCLn3sUc7cdBPhYO1x0iNshmHiOE7D0GIU\nxYnTx9IDfY0bZGsr32T7PcPg7MED7JKi1hZXdacGOt9CQ0rcSgVDKWSXT4wEQkNgdfWI7VGeB8ee\nAzeHclLZRmIvJ2NdPE9Naa/jOAbPQ9k2gWXq4tr3ug78WBVRpAtk06w5f6QYJggQBw62Tj70Ktru\nz/OW9tPukkyjnJGxNvTv8dmMjIuEtYy7Xm983+fMmVPViGzbdrj66sOUSiW+/5m3JEkAACAASURB\nVP0nKJdLSdFoYxgGURRRKs1jWXZDkSylJAiW96aNcjnmdmyvJao1dXKl6zJ1YD8judyq/tkJFE5Z\nF5XN0jMtJTGwLKshaASoWuF1RL1ncjLopqQkKORQs7OIShmnWERUyjX/5FSTKhMfYJ2GsootXZ7A\nNDhRyLGvXMZd/urLInI5OHhoUQed0gKMDGsnjYkJ/ZyEoXbFyOX0DkUup8/biMFW21ocZd3CAaTh\nYlgbz+X10ihfTDKMfmGTyje2yoDgir43vvjFL/K5z32O48eP47f4wD/66KOrXlhGxsXCcgN9Ukp8\n39tULhf1nWDbdsjl4moan1ISw9CFpWGkCXyiofjsZAYCIMq5zOzdR35hAW9slLjNl/daOUrYCwvs\n/q8nmHnpSwEdSKKULlKjKCKOo6pW2fM8oihsqV0GMHMuVlOstR34GGefx3IHsP72rznwvSfg8PUY\nExNaivHYI1rLPDioO5OzxZZa2X5HOI5OI6zThCohsKKIicnJ5Z0tmpMBs4G2rui0E71VZRgqCJD/\n9RjGK1/Vd8N7m1a+sUUGBLsukr/4xS/y/ve/nze/+c089thj3HXXXUgpefjhhxkeHuZNb3rTWqwz\nI2PTs9IBuyAIOHv2+b52uahtW/sOk2maDA+PMD092bvHDUPGTp0CYG7nJcRu695mp0V3K2LXYXb/\nfkZOn158v3WJfnEcMzs7We0eS6mH/VKtctodr1S+33Jnp6pfrjsML7wKYm4GMTyGyOdRlqW7p4WC\n7iZbVtLRtLVdWUJkmhRHJhh54QWsdbCc6zWpvZw1P8fEZN37JZFbYNu6MPY8fWpOBkxT/zZxx1PN\nz7fWPbM40GRRwEm3w4EXu1tGGKL+63G44cVbKyQlY9V0XST/xV/8Bffeey/vfve7efDBB3nb297G\nddddx8LCAj/3cz/HQPYGy8hoyWYYsFsp6bZ5XmXJ60VRnCTuKaCmR1ZK0Zi+1z+FXey6zO3bx/C5\nF5a8nna5SANJRLKNqkGrnG+lU6VL/XIyGKbKZd01NUxdMMYykSOERDmDqbFxBkxLp/OtQXr1WtLS\nXg7ayy2SZEDfcTi7cye7njtG3rL66n3UDWp+nviTf6alN60ubwo0UZ4HJ44jz53VdnWbYDgwI2Mz\n0HWRfOLECV7ykpdgmiamabKQRHAODg7y8z//83z4wx/mZ37mZ3q+0IyMi43U8SLeAt2d+gE+baOm\nUMpIYqt12l2awgdaYtIJQaHAiZtextCFC8S2DVJiRBHSshp0qutZLGkpiQlIlGqtVW7Fsvply9LS\niiCA4qzuMoaBLoArph5sq1T05QLdFZSx/mkY+vbLyHUakvpWSTrgZ0vFikRCzfZyKYZRi5U2Ex12\nkgyoHJegUNAd982M5+kC2XW1bWATiwJN7DK4Oa1bNcSaDAduWUwTMToKc3MbvZL1oU80zptFs9z1\nf5LBwUGCxHLnkksu4dlnn+XlL385oPV4MzOt93wzMjK6I3W8WK47uxmS+eoH+I4ePVLtrnqeRxCc\nwTAM8vlCdf1RFLGwMLd8cWsYCGDk7DkWtm/HDEMufeK7nL7+RQQtXCg2K0Ec8/ye3eyyTAp3vBkx\nMYGamiL+9CfAdRGGgaMixKHLELaDsEwYSlLiBuNEjmHobrNUYEhatZcbkvpWu2ZDcKKQY3/ZIyd7\nuJMiZbIDkASqSFnTJBtCXxZHWrOtFMRRXeCK7FnwyrqQy3eskVWOXUv6W4vhwC2KGB/HfNNPEP/9\n3/Xk/vo9nKRvNM6bRLPcdZF8+PBhjh49yqtf/Wpuu+02/vRP/xSlFJZl8clPfpIbbrhhLdaZkbGl\nieOYqakL7Nixq2uHi82QzOf7HqdPn2RiQuuW0+6qZUXVuOp0mA+oDvRpli5qhFJYQVBNdav/Hfqn\nQDbm5hj85jdYeMUrkcO1Lk4cx4uG/FKqw36ug3fllcRzCwSDBRgaRAlg126smWncSoUDJ47D/gOg\nFCpUYKCH+FLnjzSEJI6J7BzFPbuZcGxEtI72aatFSvB9LKWYeO4Y1tycLghTTXI+r79wi3PaX1oB\n8wv6dlGEfk/1LqFwvVkyxCQI9U/QnehUr2wJ4qCA8hXkOyy4M0u5ldPrcJKMDaXrIvkXfuEXOHPm\nDADvec97OH36NB/5yEeI45gXvehFfOhDH+r5IjMytjpKSaanJ5mY2L7pbeBa0cr1AqgWx2uFiGMc\nz0cMDGm5wQqJXZeZQ4faDgZ2uhZzbg5RJ5+J45jJyfOEYdgw5JeSDvstLCzgTU9SmDzP/FNHiEZ1\nIInzmh/i6t37sIpF5EP/hPGGOxETE1jnzsHX/x84eBAxMtYYTvLYI0QjI0xddQVjZ85iRksfqegr\nDANcF8s0mZie1q+pEFVNMq6rC+WRYcQVV+n32/QklEu16yqlfwJ+LsfZQwfZ9dwx3B5ITNaSJUNM\npNTnP/F4ok0P9FGGXA4pBEXXIiwMIf77L3amU77YB/kyMhK6/ta48cYbufHGGwEYHh7mz/7szwiC\ngCAIGBxcbOafkZGxNKZpMT6+jZmZ6Y1eyqrp1sHDNC1s2yGKwjVZj1Mus/+RR5m+9TbUKgrc2HWZ\nvexQD1emUUomw366i94cSAJ62C+KIkLLhtERnHwe03WJopggjpBjowjL0hZqExOI7dsRga8PqzpJ\n0Zgehk8dMSwTVpi058SSA2UPK96gDnSqSTZNkuSVqiYZ20kus/SOgVIoMymOhUi2ubZuJQRBPo/q\nk6MNS7JUiAlAITmKFES6YT48ol97QyBUhDx/HuP0ab1D0cSybhmwOeK0tyD9Lt/Y6nRdJH/+85/n\nda97HcN1hwsdx8Fxuo/TzcjI0M4QExPbmZsrbvRSVk2nDh5RFCc/9eCeUiROF7qASV0vlpNaAPiF\nAsdvvonQdXEqFSLHqRY9Sggix0EqhZJx8li9O9Qeuy7TBw8Sr/L/n2EYSf3aOOSXSjRmbroZ6bqc\neclLGB0eqRbSHYWVeJVaWF/qiBFq+YVK3SLqn5Iw0p3JNvp2A3Cl6vDVWR1SCELHwQ5DjJW+bjJe\nrEmOk/OkrJ3Srmlcd33Vh9KMViEm9TQFmghDQGUB9fRT1e7yopss45YBOk7b+MmfQn39P7aeDKOf\nQ1I2q3yjTwYEV0vXRfIHPvABPvjBD/KqV72KO++8k1tvvbWtrVFGRsbqSV0u7KW+GDeYToYHoyji\nzJmTWJZZ1eDGcVSNq46iEKUUpmkmoRwdPrhpEiad0ti2Ke7epZ0ukr9nd++igtI6TaVQSnbsngFa\nJmGXy8SFAqrpS1TLMA6uWaR4o0RDJU4nyz8xQggcBcbgEFTKtUGu1BHD96BSQZZL4DUNeaU65tRB\nYgMJHIeTB/ax78QpcisYRlNRBPPzizXJlUqtuxyG+u9Uz5teN5VmKIWKo83moteAiiKUHyBcVw9z\nNrGkW0ahUIvTLpe3pAxjq4akbCSrHRDsF/eLrovkr33ta3zlK1/hoYce4jd+4zdwXZfbbruNO+64\ng1tuuWXRocKMjIzVkbpc9DOdDQ/qIu+yy66qFvye5/H97z+B51UYGhqmVFpgZGSUKIrw/dMIIbqS\nYphhyMiZsyxs20bsuphhyOiZs3DgECqXqwZ8dOMCYpfK7PnOtznz8pcTDG+OrohrOxwMIoy3/jSi\nTgZXdcQoFCBnY994IyZGg5lFNckvn+/PztoSWFHExIVJrGS4TVgWamgISk2a5Hxe7wDk81qmkc/X\nOsZxnW1eUjCLLgOA+hY317VbhhgYWLs47YyMdvSJ+0XXn/yRkRHuvvtu7r77biYnJ3nooYf48pe/\nzC/+4i8yMjLC6173Oj74wQ+uxVozMi4qwjBkdnaa0dHxLTXMp2Oqa4V06rneC1los9NF+rchBKrq\nXdy/bg7Nntgq1gN9sQyrEpQoKQAbHDGiEGN4eFHioRgcRDR/weRyesDNEBj5PAhL28IBkYAZ12Ek\nl8My+9NOcCmsOGZicqrRAcJoX+hHlkV5aIgoa+5kXCRkGufuWNV/wW3btvHOd76Tz33uczzwwAO4\nrsvnP//5Xq0tI+OiJo4jJifPd6Y73aSYpkmhUGBgYJA4jonjiCDwCcOAmrygc9JwkSAdVNtEKKWY\nmZni/Plz1dPk5AVKpQVmpqcIAo9KpcTk5PnqZbOzMxw9eoTvnT7B0esPEw11ODwd+BDHyEpFf2km\np7BSYcoyiUAPgAVh7dTlcKUjFQfKHk4vPZJXQqo5jiKtt46iqrwijiMqAwX9GSuX9alSSa4bVqUn\naot+BpXvN7z+1VOdpVz6t/I8LbVIBvrU/PxGL78nqOlp4s99FjXdo8HpftY3Q1XjXJUXbRSpZnl0\nsfynHSoMUdNTWoqxTqxq9/ncuXM89NBDPPTQQzz55JPVLnNGRkZ3dOsKUc9m0Cy3c/BIQ0biOMbz\nPE6dOsbevQfxfY+5uSJKqYYwFSHEkoN3yjQJ6rojrQb3tP651o3V+uS1V5zKXI7KtdciWwxOgS6S\noyjGNM2qLZ5pGBjCIFfxGH/qac5cezVmErpSH3sdx5LJyQuUy2VGRpz2X9RJZLGYvIAbBojABymq\nUgMlFAQD+tC6Unroren2nVrppQN+a4E0DMJcDrtSWb7TYxi1xMFmuUUurzvNuToHkK0st6ijU0s5\nZRjJsGdA/Ld/DefOIs+dxdi5a2tEX/fY7i7TN3fGijTLGyDB6PqTPz09zZe//GUeeughHn/8cfL5\nPK997Wt573vfy6te9apMk5yRsQI6dYVoxWbQLC/l4GHbDqmaxLJscuk0vagPFFkZrQb3pJQUi7MY\nhlEdGCwUljnsKCV2qUQ4MLBoeK9TVD6Pd+11y16vFmsNhqGjug0ETrmMUPr1bo69hggp4+oORLsv\najE0hPnuX2Lg9Gku+/I/Mfa2n2LBKRBFSRBLG3/lKpYFfeBkFORynLzuWvZ97wi5oIOuUrMFXDKU\naElJfmEBS8rGHYrq9QU90QH1I51ayoHekRDA4BC4M+A4WfR1xkVB1xXtq1/9akzT5DWveQ1//Md/\nzK233oq7Cv/RjIyMrYOUEt/3Oo7ITpP4Lr1035qsJ7YsFnbsIFcYwHQdpFTEccTIyCiWZRFFUdKp\nXroQMsOQXY88yskfevWaDu+lRXxKWviq9Gfd5fVd8SiKOra2E0NDMDGBKgxgbt+GcAarqXtt/ZXr\niATM2hYjZUGfHlBeTBsLONP3KczNYfr+5rGA6zXNlnJxtHwsuVSowGv0UYbMS3kt6Hf5xhan6yL5\n/vvv50d/9Eez4JCMjIxFBEHA2bPPdxyR3S6Jr3b5KofsTJNwYIC8bS/qvqZ+xLqjvLJCSMQxzsIC\nwlr9YKVSKglmqkVpm3GM2HMpXhwzOD/H+PeOMH3VlUQDA9WieXLyQtWCr6ehLHX+yvWEpsGkPUTB\n9zDDSHcZVbKTsUahMKuiXpN8kVrAdUwcwZmzi19HmexYyO/p52ZuDuJoke+yGB3bGhKMPmKzyje2\nyoBg14N7b37zm7MCOSNjHYmikAsXXiBcx2GFtWA53bUQAtd1EUJgmqmkoLFMW6umnpSy7hTXnSQS\nCB2H0HGQUC1OlVKYpRK7H3kEu1Ra9RrSLrGO6jZ0wEg+T/Hyy1G5HHYcM/rCOSylqpfr58qsarU7\nHnQ0TR0G0UoeZxi6yPF9KM4uOqmZKZiZ1n+HgR4C9D19iuOudMvL4QQB+4+fxAmCld9JvSbZtvTP\npEseDQ1RHh8nGhrSXfNCQV9mWdoaLtExb0VNckuk1AVy+nylpzThMJ+H8TH903F0qt/IqD65bk2C\nsclQlQrxF7/Qu+G9jP4ZEFwlHX3y77//fn72Z3+W3bt3c//99y97/fe///2rXlhGxsVOWlQqBZOT\n5xkaGu5bK7h0eHCpIm053bXr5jh06EpAF4wjI6OEYYDnvQBQLQql7K2Nm5SScnmBMAwQwqh2cfU6\nJGHe5eTLXsbA+fMEhkFc12WTpsHM7t09TZ4TQjSsoXpe0susvzyNs26WttTLWFrp1cX4ONZb78Ec\nG4CZpgLfNDHvuhtrrHWimnXuHOLbX8N8xS0IqWB4pFG73EPdsqEUbhcFshSC0HWwA7+xA9RGkxy7\nDpXhYWLXufg0yUuRRn9XaYr/bkr1Aza3l7KUeqdvi4WkbGr6JLGvoyL54Ycf5i1veQu7d+/m4Ycf\nXvK6QoisSM7I6AFpUVnv7tCvpMODvVyrYRgN/sn1NUsvO8qGYVAoDOJ5peqgXIqUkjiWmGbA2LkX\n8HfvJqyTVljlCmNnzjC1b3/vFtQDlpOxtEMIgSMlRit/5fQ6gQ+2jRgZ011jQePjhKE+LcUavacD\nx+HknkvZ99TRjr7crCgmPz+PFTUVR02aZOV5OpCEJNo7iiBscSA2jLJCqw9R8/NtO9xqagoqWlq0\nSGOdspW01ptE47zaxL5e0XGR3Or3jIyMjNUSRREnTjzHgQOXteh6pg4Xazs8lXZjdbe6sfjR7hJg\nhyEGNBTRBmA2F1hriEI1yD1SiYY5P8/QuTOEBy/gjYzieR5RFOqgkQTTNJe1CXRth4NlH7MTO0HX\nQYyO6UPsLTqIoYwpKsWIENgtAj3EaFJkb+DheTMMKSwsYNYX9elgXzrAJyWcPKG3E7Rn9OwsWObi\nQiOWEEeo6CLRMG8C1Pw88Sf/rPb6NV8ehXD+AhRniOaKiBYWjVtJa90vGufNolnuWmh1/PhxDhw4\nsAZLycjIWAmbIZkvHSxr7XqhCILWXU/tGWysS0pe6pes/Ydr5ymltC7Ztqua5OrlQOTo85clijBL\nJeKBga41u7HrMrN/H4MnTxKGIUGgw1aUgnK5hO2VmTj3AqdPHuOcVyKOIxYW5imXS1UNuOu6XH31\n4aUL5S66TGJgAPPdv9S2yA3PnWP6219j5KZXYe3cufgKSXdO9ZuGVYiqHKM6xLdvP2LXbgBCz6M4\nWGBkYQGrWYoRaD9hkVmh9g+epwtk19V+2E0IQOUH4JlAH9pvdnTxKl3Z3anpaeRX/wXjx27Xuv+M\n1iSaZfPAQei0SK6TYKgwhPk5GBrWXec1outP8u233851113HHXfcwY//+I9zySUr83bNyMjoDWky\nXz9rloPA59ixZzt2vUiJ49T6rHbeWgzvKSWTwlMs0iTHcUxgGszs2tlak7xrFz40WLe1wpyfZ/jf\n/pW51/4I8dhYV+uLXZe5ffsonD5dJznRHXbDMDAwKBTn8G0by3VRM2XUiZPkL78CMTZAFMX4vk8c\nx9i21iwfP36Kw4evaXicbrtMYmiobeFQlWWMj7WVbqwUx/PYf+T72KsssKUQRJaFbC52mzTJIper\ndrti02Bq1y4GTp3CanZFSbS6GX1ILr9kx1I5NqJQWHSdrrXWPQ4nyahRL8FQFy6sS7BI1+4WH//4\nxzl48CAf+9jHuPXWW3n729/Ogw8+SLG4OCQgIyMjYynSJL5miYNpmriui5QxtJAY9BohDBzHIZfL\nNZxcN6e72W4O79JLMXI5LMuunpxYMnb2LC505Avdu/WKphMgqFrbmcLADANMYSRrbewMr1SznD62\nI+Wi4cJV41UaY5HDaHE0dhCBVBhhhFsqY0Sri4sOcy7F7dsJc116/as05jpoOuko62qcc4u4Z7Ua\np46MjIx1petO8m233cZtt92G7/v827/9G1/60pe4//77+eAHP8gtt9zCG9/4Rt74xjeuxVozMjL6\nnG4jstsl8aVx1dPTUxSLs0RRVLU6k1ISBLqzI0RNitGqaOumCFxKk4xpEidd+vpHMQArCLvvNnSI\niGOsSoUonyd2XaYPHCDa4MS7rnTLnZBEZTdomz1PF51KwsK81i4bhi5M0w5d+tpalr5sBZhhRH5+\nXvs9d4iKYr2+mRZa7FgXz+qZo9DqqE4QQuCjPC/TLG8AyvcTv+ym88tlCEL9s9VlnocqLfT8iEgn\nbFr5xiYZEFyOFQunXNfl9a9/Pa9//etZWFjgK1/5Ch/96Ef593//96xIzsjoIcv5C/cTS0Vkp91L\nx3E76rratoPr5uqOetc6pym9drrolnBggFMvvxljjQZP7FKJS//zW5x++c34Q0NMHzyon4vk8lp3\nHVB6CJIoRMlQ+ybLEBmFRFFEHEfVQT7P8zr3VG6mx19+aVR2vbZZTU0Rf/oThG6OYnme0Ynt2Lm8\n7sQ+9ojWl6ZF6CK7ss6xoojCwgJWFx1pYZm6aB8bW3xIPYiIZEzxxhsZVQKr6c2pymUoLbQcDstY\nW1QQwBOPt9bQS6nPf+JxVPP/plAfMZB//RnEe399/Yf3Nql8o18GBFfLqr91v/vd7/KlL32JL33p\nS5w/f56DBw/2Yl0ZGRkJy/kL9wOdDA/GccTJk89xxRXXtNQl+77PmTOnWnr7aieuWsGhwzM2PjFY\nmSbB4CDuBnRL0gI5DAOMOEQqSbE4Q2yANVdkeHKSmekpoihKIqxjjh49gmmaqGIRefI43r5LEaM7\nunrctfjya6ltzuWITIOpbdsYQBecSiktEk1PkDhKJHpww1gfTbBIwjaaXTuUIBI206MjDIUxdqsk\nxzCTW2wIUaQLYdPUoTLNFNrMShgmyAhVnO14eC9j9fSL+8WKiuRnn32Wf/7nf+bLX/4yJ06cYPfu\n3VWZxTXXXLP8HWRkZGwpejE82Eona5oGQpgoFSZpdKJukK9Rn9y6YF79Qe2ldND1Nmy6GK1pdaVc\nG/100wqoHy0xDG1LZhkmw/MLlA0TZZqJY4fCcRwsyyJCEFQqxEGw+k7JWpBIMJiaBEOAF4BZaS/D\nSHACn/1Hn8FOE+OW8WtuO7jXB6ggaEgrW9KfuZ7Mq3lpbAu6kQopAUFffkq2Nitxv1gDun7l77jj\nDp599lnGxsa4/fbb+fCHP8xLX/rStVhbRkbGRUBNTrK4G2vbDsPDI8zPg2XZGIaBlJJSaQGlJIZh\nVpPyWkk4VjvopwvguBoXvfjyJJUvDJifnyMIAgxDJFpphVJyWdeLXqD1ygdRuRyGYVZDUdLfQaKU\nUR3sU1bronC5pL5uEKaF6+ZXFOmcSjCs48cR3/4aVmIjl8owlO3A8ycRV1zVkPZnkHyppal/yxTJ\nDYN7HcbnWlIxcf48VhwnCX69R3keHHsO3BzKSXY6l/Jnrifzal5zlg0nKZfbB5PAhoaT9I3GeZNo\nlrv+73X48GF+67d+i1e+8pUtv9QyMjLWFyEEruv23m1gnVgqWdD3fSoVnXRmGCIphFXSUU71yWLJ\n9ODVNHNrhabRdjBQ26o5DA0NE8dR1ds5lTj0wvVCxDH2wgKhaeoiqYnYdZk+eIDhXK7hn7qUMiny\na91ugDjS/s+e52FWKsSJXMHzPEqlBSqVCoZhdDyA2Yrczp1cfvfKZRliaAgxPrbYRi6X051A24Z8\nfrGv7RpjKcXE+QuQc7vrSHaByOXg4CEYGKzuBKR6Zlyn9VBgSubVvKZ0FE4yW0T+1QMIq/XrtKHh\nJH2icV6JbKtegrFedPUp8n2fmZkZXNfNCuSMjD7BdXMcOnTlRi9jSRzHZd++Q5w+fbKr26VF6EZq\nj1sNDDZfbhi6S1tL7ku7t7Uucjw0xNyP/pgOE+kSq1Jh15EjHH/xiwmGl/9ijV2X2csuo6QkYalU\n7ahPTl7AMATmbJGRqSmePnqU6Nx5ZKKdVcUi4bHneOb8eXI7diwfPrJBRGFAcXiYEc9jKXFPVaKg\noDrduEkQjgNNvr3KssC2iXJ5iqMjjMwWdUe7nsyreW3pIJyEiSVcMLoMJ8moo16CURcsspZ0VSS7\nrsu3v/1t3vWud63RcjIyMrYi2vVicbe7PolvKbRsQQGyqvXVzha68FFKtCyk17u4TvXJwKLuLUA0\nUEDbUGgZQE3H3J1d3XLIXI65Ky4nLJWqBb6UMulyC0zTZHB+AeW6BI5bfWxlGagoxEI0hI/0DYlW\nOZqaZGpslIFyCduvc8VIuniMjugunuclRbIEaYChwDKqhx1sz2fkwgVsr4uwiI0kjiEMiVyXqdER\nBmZmsJoHAcOo6tWMUihDoMoV7eCQ0TuWCSdpR6twktXKN9RgAcb6N9p5LagPFllLuj4e86pXvYqv\nfe1rvOIVr1iL9WRkZGxioijkwoW5jiOy65P4WmGaBqZpEcfawkwpo1qEClH7XSmZJNA1o5aUYvSS\n1L9ZF6VGtWAuFmfbSi70bYKkiI2XLpSlxC6VCQcKXcVapzsmacfbMAyMpHA2bRtl29VOsjRsfb4l\naNeL7KVueVkMU3frEheJdlrlFDU1hXzonzDecCdiYgI1NUX0f/zvsLCQyCNsDNNAJmmFmwkVRTA7\nozWcvg+X7ICpKag0yZSavJqlEES+BwvzmU65D+mFfEONjyPf9xtAdoS/13RdJN911138/u//PqVS\nide85jVMTEws6g5dd9366UUyMjL6hyiKexqRbdsO4+MTlMtl8vm8dmaIIiYnL2CaJlEUUSrNY9tO\nSwlYOjzXHBCyFhiGUfWATjXJcRwxMjKK1aaojaKoOngYRSFSNnYFw4EBnn/lKzDCCDMM2fP44xy/\n5b8RDK/tIcalWE1aX7cY42PkX/oyjPFajHdbrXJKoYCYmKid77q1iGnDbDDXXsng3nJYUcRExcfq\nsSRRWBZqdAwcGwYHtRZ7YmJxoEkQQeAjrrgK8nkMQ2AtzBFNTWc65X6kF/KNmRlUpQLO4Jots1v6\nZkBwlXT9ifmFX/gFAD772c/y2c9+tqFA1odABU8++WTvVpiRkdH3dDI8uFwaX7vQFNM0MU2D1M4t\njmOCIMB1O40SXr/eWa1bu9hRoh1pyl/LwUDTJBwcxJmb6+k6Y9elePlljK4g1ELNzCK/913U6DbY\n1cZbtkf0TG+vFEil5QpK6N9B/6xelsgRYlnTMK9gR8CKIrZ5/toMFJqmHtqzneR3B6QiMs2aRll5\nIGM98FcoIAyBkFreoyoVKOlB2JaWcmGoZRnNOudYZnKNtWY18o1+jDpfPlKBkwAAIABJREFU7YBg\nn7hfdF0kf+Yzn1mLdWRkZGxi0mKmlUNFylJpfNA+NEUI3aFNJRdB4CNlnMgv9Bd3HEfJdRcXmu2c\nKS5WpJRIx2Hm0CEKlkUchjVNcprUF8mGhL4U0zT1UJhX2djhsCYZRkoYRUw7FuNRhAPaCWNwSBe7\ncQxCoIy6IjmMdPGX6HgB/XeqYVboznOfp11GlsXUxDgDC6WWX+oqirSv9LEfoF44q89sZSkXJ5Hb\nhtEY9S1V8pxkhfJmYFUa5w20p6unXxL7uv7k33zzzWuxjoyMjIuU5eKqTdNk//6rqh3oYnGWUqnE\n6Kg+BH/u3BkMwyCfL7S8/VLOFP1AKgnRJ0Urb2cJhI6DjGXS5Gy8johjnFIFMTC4pF5ZKVkXSa04\nd+5cQ5phmtRX3L4DPwqqCX0pruuyf3i0l5u/IsTYKMbhFyHGGtcSy5gpx2YkKeDF0BDmXXcTP/YI\nDAwgBgpYpkmUOKbYlsXI1BT28HCt8xuGcPasLhyl1H/XSYckELguthCsvYinNwjL0jsLBy+rHvpu\naSkXhroraTZ5McdJd7kHdoYZa8tqNc4bak/Xh/T37nFGRsaWZ6m46lSCkcsVqhpnz/O0zjIpBnUR\nXO+jvHlIh/1AJFZ3kjhmUQCJMgymL71Ux1DbNlLKqhJAKYVTLrPn299h+tZbUUvIUJSiIRXQNM3G\nIjlJ6ltIvJ7ThD7QenPf95FxZ91E79w5nv9/H2bPD91Grm64br0RAwO1gi/dr0jc4AypsMIIQ6rG\nyxruoHEHKzANTlxxOftOnSLXKna6XzEMRD7f0lKuwe/ZMBYXyYgVSU8yNoDVaJzX0Z5uRZrlDZBg\ndF0kX3311ct2ZTJNckZGRj1hGDI7O92x60VKOwnGViEd9gNBFAV1Nm2NXwJCGETjE4wfOUJp105U\nLldnhbf4/7EOH5lHKNWy+1dfJEtZK5JVvsD8lVcmyX2L9dSprKUTVBzh+xVUF7fplK4CdFxXp+9J\nqQsIy4AoKfRNU9vx+V5NOxk1xTqbZlduIuuBFUVMTE1jRat8bhNLOd9xOHvppew6cRx3KU1yGAIq\ni77eDKxA49zKnm7NWIFmuV6CUR8sshItd6d0/cl/3/vet+gfU7FY5Otf/zrnz5/nHe94R88Wl5GR\nsTWI46inrhegO5vaI1n7JKc+ykuxHhHR3ZJaxqXDey3lIZZFXMhjRiGCWve8XXPPWlhgx398jfKN\nNxKNjnS8Fu2vfAVxHCGjqNHjOdKacD/wkVLi+x6ihQbdNM01DyBpO9DXQqssBgcRV14FA4OYgwVc\n18b3Qz2fNj9P2TWJC8MYSedMlcuoxx7RxTVAEOhgjz7CimMmpqZXdR/1lnLK9wl2XoKaLbbXJEup\nLedMI4u+zth46oNF+qlIbhck8p73vIf77ruPYrG42jVlZGRsUrqNyF5JEp9p6oJyfn4WJyletEwh\nQkotWzBNs+0aTNNaF0u4zYqUkkqlQhzH1YQ+fb6O2T45O0vh3Dme+8HTyOkLi27vui5XX314vZcN\ntNcq1yKsBzDyDpiBdoWIQyoDeaJSpaZJVkp3jm1LO2Fs0Y5pS0u5sTE9zNdOkzwxoZ+XLPo6I6Hd\nkOByA4Jqaqo/XTma6Ok7/M477+S+++7jve99by/vNiMjY5PQrWVXuyS+pUi9k5VS7N69lx/84Gk8\nr8LYmNa1FYuzS3oTC2G09FTud8KBAU7edBNRYW1t16CWGpgm9AEIoYW8OcthzPOYzbnETfrnVLcc\n96iw7KnXqldBGQIZBygvREmFvVBiZGEeGwNl6PeLKpe1nMAwV+QeKIUgNAxs6P/BvmZLOctaWpNs\n2/qURV9nsPSQ4HIDgsrz4IVzGHe+ebHXeR/R0yL5+PHjfXk4MyMjY+OJ45ipqQvs2LGrpeQiPYRv\n286SA3imabF9+yXMzEzjujlM06jqZ4GWWtrNQjt3C9DDe8HAgM7FqLuOUgoFxN2k8MUxVqWMGBwE\n0XqHoT6hT6N9n8XAAP7hF2EMDLX88utGt7wcvlfhlF9ir1dhxdl+SZS1mp2BIEC6FvgRKIUxP4/l\nmBhBXNOueB6EgS6QLUvbyHXx3Aauy6mRQfaH8boN9vVMowwgJZFhULxkByMXJrHCsLUmuS76GpKd\ni03QGczoIUsMCS4bgiKn9WdtvTTQK6TrIvkv/uIvFp0XhiE/+MEP+Jd/+Rfe+MY39mRhGRkZWwul\nJNPTk0xMbG9ZJAdBwNmzz3Pw4OWLXC7qsW2biYntzM2l0i6RdIY3X9RwPWlxHMdxy2ZDvQuFvm7t\ndqFtM3vp7o4dCOxSiT3f+hZzP/Ja4qHONcsAKp/Hu3Z9UlWVUgSG0XG6Xyu5TxpljedhWYKRkQLF\nYpkoUhiPfAf+439i3HYr1ktfph9zaor405+A4REdyGFZevCvj+mFRhnQXsi+T2TbTG3fzsDZc1jl\ncmtNcl30NaB9lwMf5XmZTvliYyVDgsskXPZLYl/XRfIf/uEfLjrPcRx27tzJO97xDu69996eLCwj\nIyNjOYIgoFwuMTQ0AiiiKEJK2TBwthR6+K8/SAf2WrlbgC4YtX2bvm69u4UdhoyePkPx0GXrupuQ\n2talpMN9nueB763ZgF+7L9B2ch8xNARDQwjLwBwbQDglRCSRu3ZR3rEduWtX4yHfXC7RMK9Bal4/\nI4ykK5ir6biVaq1Jrou+hprvslhBimPG1kT5fi2kp5lKRe9ozUyjLiyebVALC6tL7OsRXRfJTz31\n1FqsIyMj4yIljatupWOVUhKGQVsJhmHogjGOQ3xfNaTypR3ZIGgfVJI+fhC0Tqdab9q6WzRc3uhu\nIYQgLBR4/sUvJj8wwHqprfVg3/kGeUU63Hf06BFM3wPb4dnnj8MSA34rKpRXG3mb3o2UVAp54lYy\nQa/ScofDLpfZ/+RT2IjFMoyoMXhkU5JqklOHi/QoTQtNchp9XSXM5BYZGuX7qEe/0zb5Dz+A0gLx\ng3+LHBxcfLnjIoaH13aRHZCNpmZkZKw5QoikGF38JZrGVbeKtA4Cn2PHnm0rwbAsh23bdrBnz35y\nuRye53Hq1DH27j3Y8u9WhGHAk09+d/Ub2QOW1CQ3nV8vvZCGQTRQILfKgcSqv7KUqGXuK3UUEcJY\nNNznOA5WoQBjrQ+T1g/4bWhNaRp6QM+s24Gq1zC30EsaCwu4Fy5oR4hWMozBwcQ+be06YFIIQtvG\nDkOMHoR8VDXNy+x0+I7D2X172XXiFK7fHzuWnaCCAKJYdzXDLscpM0/olRFFukA2TX30oZnkcyfG\nJ6pHI6p4FVSxqHfC6qg/grRewSIdFcnT09OcP3+eq6++uuH8p556io9//OP84Ac/YNu2bbzzne/k\ntttuW5OFZmRkbF5cN8f+/Yc4duzZnt+3aZrkcrlqEW1Z9pJ/9yur0STX3wdANDjIuVteRahUV/rQ\n1F+5dOMNBB0mbumkw/SLSg/3dTI4uZoBPz8MOFVw2RsGKx/oA8TwMGah0NCxqtcwt0I++wzxieNw\n9bUYExOLLjecxCmCcBUrW5rAcTi5fy/7Tpwi14PBp6qmeRmZkhKCwHVQxuZRHSvPg2PP6aJsdhas\nZueOZYglhAEqK5RXhm01JjqmtDsaQTJZ0spOuO4Ikti+vRosspZ0VCT/8R//MUeOHOELX/hC9bzT\np09zzz334HkeV111Fc888wy/8iu/wl/91V9x0003rdmCMzIytg71SXzdkMZVN1u5devTXI8uTEVD\nCnGq+203ONbpQFknrEaTrKUXtfQ9ZZqEQ0OoUmlLDlG1G+jrdtjHtR3Gwgi36Us81TC3QkxN1Vwv\nWmmWN1EBeTEgcjk4eEgXyYEPrtOdJCaIoFJGbELbyIzV09Fxh0cffZQ77rij4by//Mu/pFwu84lP\nfIJ/+Id/4OGHH+aGG27gU5/61IoX8zd/8zfcdtttXH/99dx999088cQT/z977x7ryHmeeT5ffXUh\nee7ndLckt7pb3VJLLXdLGWfGcSzLO4vIcSaejON1AHtmFMMOYsfj2BEQI3H8h4HAMIIYTpBgvfkn\njoyVDRuehdeJM4EvyC4iB8i4A18SrWTZauvS6m61+nbuF7Iu32X/+FhkkSzy8FIki4fvDzg6arLI\nqiKLh2+99bzP09XjvvGNb+DMmTP4yEc+0ve6CYIYPXESX69dxTiuWimFjY01BNVuWjy45Xnd9xc5\n5/A8r9bFjXXN8U88CBh3eJM/WmtYloU+avJUkprkbn6aHzOpRFEI36+0/ASMQR25DQFjjbcnhgKj\npA62R62ykAJlbkH009UOfBON2/xTLkOHkfnddB9SJEXE8GGuay7p23bdF7rrH2fol/SJ/NJVJ/nG\njRs4ffp0w21PPvkk7r//fjz88MMAgEKhgF//9V/HZz7zmb425Jvf/CY+/elP41Of+hQeeOABfOEL\nX8D73/9+fPvb38Zyh47A1atX8ZnPfIa61wSRcwbp8iZJDvNpbRwtBunoOo6Le+89A60lAN7QnRZC\n4ObNG5BSoFAopg7/aa2myx9eCPC9MoSXjS1aFIV47rkf1U50kiilEM6UUHnlZVivJlIZ19ch9nbx\nwgsX4O1t9z0AKDRQ9jyIXg6f2P0hDIGtzZa7HRnhxMsX4cyUAN7asWSLS+bxGdKgUc7g+ewowsqr\n17LxXc4TUla9nnsg9oTu9XFEV+gwbLGu1OUyEATmRDOR2NeS4lcomKs+Q6SrIrm5S7G6uopXXnkF\n733vexuWu+2227Cx0Zq80g1PPPEE3v3ud+Md73gHAOCTn/wkvvOd7+BrX/saPvCBD6Q+RimF3//9\n38djjz2GH/zgB9jZ2elr3QRBDJ/90vhil4v9ip3kMF9W2LZbDSPh4Lzxz6JlMSgVa29bSxBTH4+m\nSG43uBf/Nh1uWd0u1SAVST42mpnBlZ9/A2bSpsr3ge/uYP47/4j1//Xf970fSaQ0Q3yc27Dt1o5d\nsXmoB4D2HCjLAuf2QAOAbGEB7PARsIXuvaLZ7Cysf/t6WL/0NrAUTTJfW4P9jf8B6z++PfX+YXyx\nN2qUB3eYsKMIK9euZbBlOUIIYHOjJU1QOA62Dh3Cwmo1OKUZqcwJ0eVLxgOaLO6yQ0roZ/6/Vi18\nJGpXakQisU/7PnDpZajr18CqA7b8tz401EK5qyL55MmT+O53v1vrGj/55JNgjOFNb3pTw3K3bt3q\n2PVtRxRFePbZZ/HBD36wdhtjDA899BCeeuqpto/7i7/4C6ysrODXfu3X8IMf/KDn9RIEkR9il4te\nMFKJAl599QqKxWLPj29GysautPFdNkNySmmkFcOj6iKb7dK1Ab7WwT2NMAwghFW9XTUNASYKZs4R\nzc4aB4ucNMFtm3edkiiKsxBHjsBtiujueaBvexv85k1gextYXOp+Y10XbGWlfZxuqdT5/m5J2NA1\nxGXHKXhRZEI8LKv+b0Edz1Rs27zHrtOgSRaeh7WTd2GGc9hpQ5ChAMp7wPETVCBnjdZmQNbzGh0w\nqpHw7K6Tjc4XThnwCsDcPGAx40Dj+23nB7KgqyL5Pe95D/7gD/4A29vbOHToEL7yla/g+PHjeOih\nhxqW+6d/+ifce2/7TlE7NjY2IKXEoUOHGm5fWVnBxYsXUx/zwx/+EH/913+Nv/3bv+15fQRB5If9\n4qo74TgOSqVSS3Eb063Ew7Y5isUitrZ2EEX1roZ5XlntdvpwHCf1uTi3h64JNs9f90luHdwz3fi4\nG6uUgpSq1v02Q38j1C0LAb63Bzkz01Osc1cUCxCHDkMXCg36414T+jzOsVipwOtBcxoJgXXXxrIQ\nGFoOX5oNXTIuu8JNGEOlYrqcDKYbFwTm9egxSntq4LyuSY5xqm4kjmuSBZvRxg+bTbr/dZ5JOmB0\nOR+glSmwk3IMAJlfqenqU/T2t78dN27cwJe+9CVsb2/j7Nmz+MM//MPq5UnD2toannzySfzO7/xO\nZhuXnNZOsre3h4997GP41Kc+hYUeLpOlYS6h9v7Fwau+mpxnoQCbDGifp4NR7rNZh8bGxhqOHLkN\ntt24zlKpiNOn74Pr1sNEODe+vPH2xX8jOLdaHm/bJdx7b6N1Zfp2FPCzP/uz2NjYgZT1L0rfr+BH\nP3oa5fIuLMvC0tJKw9+9GMuyakVo/acuVWv3N6Z1WQAd/CjahYkwFuc+WDW5CGOyQSpnWY3OHfXn\nrK+TMWY6ONXb43UB9f9ncaGOtCHC+j45u7uY+3//H+y85Rchl5aa1ska3kOzbY2vUzsrvPi+eqdc\nIooCcG4hEmG1yy5ajgWg9djmPHYUYanLpxHaDOuLC1i20x+jbQZtMdg2A+vyOVtYWoD92x9uGPTT\na6sI/+pzxrbO5oCS4A+cg+16sLkFa24W9uIibKkA26l5ONde0+oxwqr/1harOjkzaMtC5DiwhYBl\n3n2kHYeOElhZ24AjBRiqdtCJ5wMbcL8zIvk+a5tBMfOemKOpUT5aP/lsM/zKjCUZq76ngNGAw2K1\n17IXml+nePsGeb74ccn97ef5en0PO60reXx1el3B6stoIYBr10zQiJTQT/0QSMrflDIni08/Zf4/\nDKH+z8+BJa4gsqUl2P/ttzMrlLs+1fzABz7QVhsMmK7vd7/73b42YmlpCZxzrK6uNty+vr6OlRRN\n15UrV/Dqq6/iQx/6UK1jEP8xPXfuHL71rW/h2LFjXa17eXlmoO7K/Hy+vVeHAe3zdDCKffY8hkLB\ndGgWF0sodREDHD9mcdEs2+vjO3HbbY1/b8rlMl580UUU2eCcY3a22LbbHUVRtUg1P+ZPkkah4LR9\njJFHWtXOsFUrFNOKaqV0QxFqgjvMOgBWbSqYQA8rCFC6fAWVxQXoQsF8Aelk4VuflUmeDOnFedz6\n9/8LhBBgjMG2eaITbdblFRzYNodXcMBVfZ+TyxQKDrzIaIw9z4YqNO6/adzK2nvounbD62TS/G60\njRePBza3tzeglMKLLz4H27ah19ZQKe/ilauX8Pqz5uQqjfjYti4HYKu3MKsCLCzNpC7bjOcdxUz5\nZ7F019HU402GJewVXcwslMC7fM5Umh4rb5SwNT8La2kBLoDTzz2H0pkzsGdnTWHjOCjYNoopXXQB\nUyy7ngO7aF4TJUMEtgVmcwTFAq4cuxN3vXTRFDvNRY82RWZBA3dsb0ED0LYFz3NgJZ5PeTYWBt3v\nDJmfL0JWStjybMBzEFX3lyW075Jb4BaDwy04KZp4rTgUZ3AcjoUF835vMgWmIliyd/23UhE0U7XX\nSYZm+6xC/bXs6flkCFXhLfvbz/P1+h522vbk8cU6vK4Ag1VdRisJISXALXOiWSq1dvDnTfGrKhWo\nnS24czPgVZmvrlSgyztY8Fhmx2Aursc4joOzZ8/i/PnzeOSRRwCYP4Lnz5/He97znpblT506hb/7\nu79ruO3P//zPUS6X8YlPfAJ33HFH1+teX9/ru5M8P1/E9nYFUuZE1DdkaJ9pn7MmiiLMzCxiY2MN\nm5tlBMH+l8krlQoqlRA3bqzDcVz4vtFgdvv4NNrtc6VSQRgKSKmq8rmorbtYFEXVxzJozaCUhJSq\nq8eYaG1VHb4z2uNmjBYZtfuUqv9mzEgvyuWKsaQTAr7rItKArslHzP1RJGodZWN7pxLD5QyqNAO1\nuwNoDSEk4lnFeH8CPzKJeX7j/iaX8f0ICARcIREEAtJv1MlGUYQwFNjcLAMAwlAAqL9OURQhCMKG\nNL8kjDE4jlttjmgAHACH8ooIVw5hO4iwurrdMvTX/D5vrG1irVjE2tom1MZe+pvURKVSge9HbY83\nvVVGVAkhtspgbnfP2Q16q4wwEMDmNrTSsDa3EaxvIfQj+NxCNDeLys4udNNn1rIY7EoFSmmEQYSo\nYgo77UeQQgFCIpIKUmlEQoIrDSgNzRL7Vr1NSFlNrpOAUAiCCOD150MgsJXxfvdD8n0W1ddNawuq\nur/Mqn8gI64QaeDG/DyO3FptTR0UElpq6Ehia6sM7fsInvup0dG2OQnrSBgCQYDNG+uw3Nn6++pH\nYLz3olv7EVhktjm5v/08X6/vYadtTx5fyde7RvV1BdOQ1WW0kOZYq/6BklY1ETNt3WCA1IgYh+Dm\nfdCst+1f6qKQzkWRDADve9/78PGPfxznzp2rWcD5vo93vvOdAICPfexjuP322/HRj34Uruvinnsa\nJ9vn5+fBGMPdd9/d03qV0rUvm36QUkGI6SieYmifp4NR7DNjHEtLK9jc3Oh6fVIqRFGEixdfxMmT\n92BpaQUbG+uQUmFvr4yrVy/j6NHjfQ3xNW9DvYBkVeu5qK3e1Xgpx0Vjo7tEu78xdfcJlhjG6+7v\nUb073EaTXCqBlcvgCU2y63oJbbKudrBbXTPqQ4FJ94zqffHwIOpBKy3LVPc5Hnhs3v/4/viEJNZX\nx8vFz8G1hFMOIEul1Jhs0xVX4Ny4kuiZWYjDRyA9r+PxFN8npXnhpGRdH+tSqtq2pz1GC7MfQmiw\nDD8/2vagFxahNzfMlL/vm+jeIIBkGjoKIbe3oXTTSQVj0CoCXBfKssHi17j2nsTvX9pP0zbo6n+q\ndymFmo5XK109scp2vwfBvEcaSuuU/TXwKMLC1ha2FhawtL4B3nz1Iv4sVN9T2B70XSeBmdmW2ORu\n0OUysLcLaXtQQpnjRZuTENZHLaKVhlV9XHJ/+3m+Xt/DTtve7vWuL5D83XwMViU88fGWunLzSyk0\nHtMZH4O5KZLf9ra3YWNjA5/97GexurqK+++/H48//njNLeP69est6VoEQUw3tu1gZeUwtrdNhKnW\nGkEQZJaExzmvXlLX2N3dQRgau7EYpRTCMIDrelW/ZAnzBz/WRNpgbLj6zLpO2Wijk2l9zaEjJvhk\ncoJH7N1d3H7+n3HjTW9CNOD8SRout7G4tQWXZ/dVGGmNjeVlLGmd6WBfMi5br61BJWzm7OvXwb7/\nP2H/0n+CffvtDY+zbYbZsIzwf/8/oLscPlOWhahQgBMEsDJMlcwjtpRY2tjEznz3GlbmusbBZKbP\nS/pRU9c1DIFyua+nMuE1g9v+EenkpkgGgEcffRSPPvpo6n1f/OIXOz72j//4j4exSQRBjAghIty6\ntY3FxeWOLheu6+H48VO4evVy22WywnFcnDlzDnt7e7hy5SKOHTuJQsIGyvf92u0AcOHCs3Bdtzbc\nx5g11pP7Zp/kuLtdvbc6ANfYSW5cphU5O4ftX3wrpOcC6ymWWUOmLrGIu9Sqpl02ln1moM/3/ZbH\ncm5hZqZ+bOndbWBvz/zOavvm57D+4ANY6KHo6paGuOyEzZynFO6KJLwjR1ps55htgYe7YLbT5TUK\nICwUcPnsa3H8xz9BoUIpgcNE+z5w8SXAK0C7fThohBF0GEBXfMDt3fec6EyuimSCIKYXISRWV29i\nbm6+Y5Fs/JS9qlRAQWuFlZXD4NzuOd66GxzHRaEgYdsOCoUCCoVGnWt8O2A6z7Ztd+33O0xMUVx3\niNBa1zrhcSO5Uqm0XM2sd8RZerFs25CF4lj8eJVSqFTK0FEEu1JBVChAWRZWV2/Bssz2RpFAGAa4\ncOHZlhMUy2JYWJjDqVP3gTEbsF3jBGEPzcxtJFiWBU/p1LCbBvb1Xa5qQqWq6pBV9f+7i/kmAMGA\nTcfGYiRgd3FWwgoF4OSpgeQbrLwHViQP52FARTJBEGNlkLjqMAxx7dorOHnyHjiOM5QiGcguUnuU\nGHlF0p2iVZNcLBZTO8lCyNpz5AvTOfbKZdz5/e/jlde/Hv7sLDjntQE/y+KQUjR09GOUkqhUKhBC\nwnFsRI6NzSOHETndfxXm4ljgHGxpuSE5rhOsWARbWgLW1zv7Lge+8VmW0hTIQtbT0Gwb2K8IJyAY\nw5rrYFZI2F1KVQaVbzAKkBkaVCQTBDFW4rhq32+9rBtFETY31/eVYLQjCPyBBvmat7Eb4gKzu2VF\n1Z1iOINO+2mSOectg3vxsoMi56qyjH51mx2o+zWz2n7Vu6gKWlupHX0pGYDG8BFp85407L0cC8OC\nLS+D/+f/2vXy1vw8nP/222C7dd2rXluD/PxfAvMLxqJLS+De+0wRvbAAzM8Dd9xRL6otC8q2ETkO\nnEjgIJXLthBYWVuH3cZycNLoV+Osy2XjvpEnpIi9JRsREaAUdKUC7BknC10uNwaMZBAsQkUyQRC5\nRUrRlQSjHVkP8nXCRGR7CIIgtaOdHPKLCzopBZSSsCyrOuQ3eo3v0LBtyCEM2/VKHDwS/z8g4fvG\nAi60AO24CC2knqQB5n11Eglten0d6u+/Deut/wGsOlg+avo5eWRzc2DFphOWQgFggBMJnLj8Mpwj\nt7UaW8T/LxVCh+HysTtx/PkXuov9nhBsKbGytj7uzUilV/nGQBrnMALCANr3O0QajRApgeu30qVd\n0oSJ4Mc/go6t+CIBRKE5+aumVvLf+tBAhTIVyQRBEBkQD/nJNqbIySG/WMPs+35t2E9KiUqlvwl3\nwsCkhLO7C+WZL00TSnKzdtIS20yF4bMmJXFtDSyKcOn6q7Ci9BMUz/Nw5sy5eqEsJfTGekMc9qgZ\n9OQRQEP0teX78La3gdKMkWAEfmPsdUwcf03R122xtcZKGHUttdiPXuUbg2icY3s6VsjJKZBSpkC2\nrFapD1PG0qdYNLHWgNHXMwDzCybRb3PDyIqoSCYIYppwXQ+nTp1GFEU1RwPAWK4dOnSkFs08ahzH\nRaeaJW34Lx72GxW9uFs0O0mMoiM/CPbuLo780z/h6s+/AQCq0dWiFkoSF8mu64JzDl1wASFQKLhg\nntfyfELI6pUB2fF9HTs9apSBdEs59tDDUH/9VaBUAjwH7Ow5WG79dbG4BTY/C2t+ERaz+gvTyBmK\nsaqEJMrE7s7WwKFwvLKNgTTOUc7kFoApkFuO7ao5vOOg9uHUDFASrFQyn/Vg8CtzVCQTBJELeilw\njcNFAZVKBRsbawjDEKXSDBzHweHDt2W6XZ10zVkNcQkhIYSoBXmDlwwZAAAgAElEQVSkFaNxgadr\nYRF9BA9UHS9iOrtbmH2P981sm6qdkIwCMTuL629+M+SAceMm6ptXZRcatm2DcxshOPZKRXjgcNo4\nkvQ6DDqOwb5eNcq1xzVbyi0tmw6x55kQQ7cAJN1cLGYKkmKxFiIy6YSui8snjuH4pSsoZFBUTRvt\n9M+6XDZXHaI26vWoekUi5/kXVCQTBJELui1wk3rMUdBJ1zzoEFdSxxxFIWL3huS6tdaJQhWIi+N+\nml6x40W37haeV6i5RhhPYrm/zViGaM4hBhy86YRyHUSzc1D9+NO2wd0r48T3fgDrrYeAAYZFe2HQ\nAddm3PIeTly/Duf4XQ0x15pb0DY3ARbNkfVtNN3EwaWj/jmMgM1NwObphbBUpmu9sDiaje0TKpIJ\ngpgoknpMoO7/q5QaaQGXBUkd89bWJra3t2DbTk1+oZRCEPi1Dna5vFdzqDCewCF6bVj24m7R6hqR\nj7jhXjEd8Ho3Pu7aCwYox4FgJsymmaSUp2vGoFnORKMMAJ4HtrgE6/o1o1He2W64/K6ZBmQEvb1t\nLm03wRaXTCeayC29DgJ2opP+OdY3w3ORqlUKBVAp595WkIpkgiAmFtd1MT+/iOvXr2J+fqEl6GMS\niHXMvu+n2Jnp6m11G7fGWOnhXNJvp0lOS7dLygpGpVuOZmbwyht/HlEXBZnWGpWK39CFl/KmeV23\nt+DevIVdEWF7vtWJQ1UlBVEUTeSx1TVVTTNbWAD/rQ/Bunq1IfY6plP8NYBMLLeIRsY9CLgfnfTP\n2rarmuEU7bpmQJhvqQVARTJBEDlmP52yZVmw7fZ/aLMa5BNC4NKll3DXXXcP5Lc8CcTx1YBu0SQr\npbC1tWmcIZRCGIawLAbGrNoyo9Ata84Rzc6agnyfdZntjtPojMyEcyM5sZgFHoaQzAJLuSSstYSU\nosGxJIhCXCl5OBaFY7NB0xubUD96BnrxEHDH4MV7i6Z5ZaUh9rq2XBgAjgO2vNQSfz3JaACh48AN\nw0yG97IkD4OA0wwVyQRB5JZBB/GyG+Qzko5BuqS5SGrrgribDbRqkqUUWFhYhG3bEEIgisJq2p1V\nW2bUuuVuSb7uRrJiwdKAVXX4gNVaJFuWblFN6EIB0dFj0GOUFTCt4Jb3wDKSv3SraXZtB3eVfbg5\niF3vmcCvx3AnpSKWBckYXjl6B049/yIKQZO7A6XZ9YVgDJuHVrCwswM7zTEjEvU0xyiq/1aqei6b\nj5MVKpIJgiBGQLdDfkrVO7GxfCG+7B8P8sX/3+h2kR3tNcmNSXbx/VatwJws3bJdqcDZ2kJUqaBb\n4ytWKoEdPdqzB22WeI6Lk+UAPO0ydh+0aJrbWMpZlgWv1pWfEGI/6OvX6jHcCYcXaAVUfOP5HASm\nmG7G87p2YVAAIovBUfpApRL2SqQU1hbmMfPqq7BTXEOExbG1uIiFmzdh+xXz+kppfI3jE9oROum0\ng4pkgiAmDikl1tZuYX6+cTJaKYUoCuE47mR9kQPg3KrZlMW2Y3HBLEQEKWWteI4H92KdLWOo/Uwz\nYnYW1x9+GMJrLB6TJxexgwhjGlpLEzCnZYM1XkzSM3qa6NdSLo/EftDW1av1GO7ECQ4LA2N3t7QM\na2YOVrNrB2Kbs72u1hdaDJdKBZwo+yjk0CYva41zO5jNzRDn0lLqEKuwbKwdvxMzQsCOrQWjyITX\nMMt0knPwN5yKZIIgJg6tFdbXV7G0tILjx0/h6tXLAIAwDHDx4gs4efKezAatOLexvHwIGxvDja11\nHBcLC4twnLq7hRACW1ubmJmZxc7ONiyLw3GcmiY4drsAzGsSa4NHRV2/bGge7muHGfrL3v1Bc45o\nbg464W0ce0Mn16f1HgAGVHwsv3oN144exd5eaxGktSmS05wv8kTWGuWDBpubMzrrQsF4PCeKZFdr\n3HnlEq6tHG7v/3yATpRGqnFmlunQp0iZail6sUVcfFXEsupFcg6gIpkgiImCMQbX9apDY9bQdb6O\n42Bl5TC2t7da7usUNNIPZhCxLmcAGFzXhW07VVkDq/5YiJ0v6oN1o20jm8G9oLoN9cG95HBfp8dK\naYbihp2OWPeaTjqGGBs9rhSWrr2Km23sA6XU1c5+9wV9YHO8cuY+3GnzkQ32jUujPJH4lYYYHlYu\nwy2XwaIIuuK3+j9XH0P0hq00Vm7ehC2lKXrbIVVdVtGsSY7/nfb5Sz5uiFCRTBDEROF5BZw4cQoX\nL74w7k3pGDSSBbZtY2lpJZedTMuy4Lpeg265ebivHfWhv9F+BcUnFPHJhRME8LZ34ARB6olWXydf\nxSKi2283XckRMXSNckwf8de5IdYmb240xhX7PlCpAFub0Ht7qf7PQMID2k/RLBMt2Fpj5eYtoOCl\nW8ABphDe2TbFcLMmWQPY3DD/jrvOSZQ2evIhF8pUJBMEMbEIEWFvbw/Hjt1V7S5PfqxsnHbXeJuo\n6pPjIT5VG+obp2a27uucHNxr7oan00t3dliIQhHB/DxEkzQnORwZh9X41W6i7/sQIoLfpliK0ib5\nDwiTrFWOtcnNRa5eWwP7m68Ci4uw3/aOdP9noOYBrUdcJB/oQUDGgLl50zlO0yQvLhkHDJ6S2ier\nHeYh65apSCYIYmIRQmJ9fRULC4upl8uzGuTLym+58zrqEdVSNmoGpRQQIoIQJmHPJOWpmrwhLlbz\nbi+XNzS3oDmH5vVjwyQZRrUCWWuFS5dewo0b1wDUZSaVyo9TjynOOZyMOrptKZVg/bufa9DWDsK0\naJrZ3ByQFnZSKIDl1P8574OAA8OtVE2ysG1sveYOLOxsmyFDzhEUCrh26iTueOkivL3ySHTLVCQT\nBHFgyWqQLzu/5U7rqEdUN+P7Pp5//ifY2FjD0tIKCoUChBBYXb1V8yluTOKbLJSSDcN+aWl+ZjnV\nYoM3jE660TDXv4Nt24bnefHGYTYMIR3HDCUlEEIiDP2OUpMsYDMzYK//ueyer0tN80HVKrtS4a6t\n3cn0f55QbCGwcuMG7Eg0domrmmTBOdZWVjDDec1CTmuN0PPMZ15Ks2wUIU7SRCQyj4OnIpkgCGIE\ndDPkF0dUp2HbNhhjTT7FyUG+yURKgZ2dnaZQktY0PwC1ITpTQMdFbP+FsiiWsH3nnRDF9I6sKdIZ\nOK+/5nxnF/NPPontR94CubTU8phwBGqLrAdGu9U0t9UqTzKcgy8ugm9v9/Y5ahoAjNHcgrY5dLlM\nQ4AdsIXEyo2b1X9VT0CVquvFLcu8VkFgNOOWZeQZUWT+XamY5dfWTDcaqEowBLQQmenmqUgmCGLi\nqMsfJmeAaJAhP8ZY9RL+ZHaKO8G5jbm5OTiO22B915zmB8SuGKrWOU/KTfpBcwvKdRvkFpPAsAdG\np0V+AVR11r/6Tsj/+//q7gHtBgCrODLCiZcvwpkpATz9RKI2BDgGcq1xtiwT3MKqvwtF8xswRW+x\naLTLxSIgpOkar6wATrWUDQUQhWC2ndlng4pkgiAmjlj+sLu7jb293ar7QxGu6+HUqdOZakLzEFDi\neQXceecJ3LjxKoSQVX2ygFIajJlBvmbyMNjXLZbFW4b9eil8jVezrv7/8PdZKwUhI8gm1xEhBKQ0\n0pF2g31D0SxnrFGGkqaLNwQv67wRRRE2Ntcxz0ymyH60GwCM4WtrsL/xP2D9x7eDraykP0l1CHAc\n5F7jHPskW5bpEFtWfXAvdrmIb9PaFM3xVQ3NMj9mqUgmCGJiiWuh+LfxTc62Q9NJ1zyKgb76uixw\nbkMpgSAwl75NQIaGUgxSSnDOa8XlJA/2pXkwA+lyC9NV9RN+0WbYTrXxPh4UKSXK5T2srt5C1OSm\nopSGCgPorW38tFKB5bYWw57n4cyZc5kWyplrlBmDO0CHfpKQUmB1awMlxuKL/vvSdgAwplQCW1np\nbQjwgMk3FIDQ8+Aw1lfH2o4irNy8BTsar/0lFckEQUwsjuNgZmZ2bPrIYQ/0JbWnjuPi0KEjuPPO\nEygUCvB9HxcuPAu3WohtbW02+BOnDfbpjMImhk2aBzPQXm7heQVYVnxyYBL2uimQo5kZvPLGn4fo\nwdNYQ0FV0w2b5T6Mabi+jxNPP4Ptt7wF0msspISQVfcS2VZ73g/j0igfGCwLbGFpPP7P+8g3NNOA\njKC3t9t7OC8vgxWLQI4a/yG3cOn0PTh+5UpfHWs7irBya9VokIc8CNtxO8a2ZoIgiAyQUmJt7RaO\nHLnj4AwTVWnWnnLOUSgUah1tznmtKG5N62sd7JsA5UWNVg/m+u1JJ4/6cnFRrLo+GdCcI5qd7Wv7\nLAbolrhdBVbdFps7YCluCc32flkwbI1ybT0HVKvMikXwd/xvYBlF2fe07n3kG/b162Df/5+wf+k/\ntfVwtmdLsObngY3WaHViMKhIJghiotFaYX19FSsrh4dWJMdFSNzdHAeMsdQIbhM+YjqqrTZqjZrl\npF53Cq6kH1h0FEFXytBRZIabBqVbTfMUaZVHSSf5hqcU7ookvCNH2so3mJ27EbyhYAuBlVevwRbZ\nn2i2XefI1kQQBDFishrkk1Lg8uWXcPr0/QP5LQ+C5xVw6tS9tX83h49IKRCGQU2z6/vlatdSQ+u6\ntVpcJFtWrF+eoPbyFBFFYdtUwuDWTchnnkawuALmOC0pgL0OB3araT6oWuU8X42yLAue0hNt85iG\nYgxRwYMThF1rlu0owsq1a0PdrpZ1jnRtBEEQI2QYg3z9kvWQXzJ8xPd9XLlyEceOnazplS9efB62\n7aJYLKbqlG17MovktDCRZneLZFdd6/jEIN7PwfZXzs5h9aGHoGdnh2bIF0UhnnvuRwhSNKoAYG1s\nwLt+HS+9+FOo9VuQUmB3dwfl8h44t3seDuxW03xQtcqjuBo1cvoZBBzhEGDoubh86i4cf/55dPwL\nrVR6QIhU6WEiQph90zoT03IqkgmCmFg4t7G8fAgbG+vj3pR9GcaQXzJ8xLadBr2ybdvg3EI7b+W4\nuFRKNmiVlYoLyvx1C8027+9uoZTC1tYmACCKRO32+MvUJOr1uX+2jWhuzjiJDLxH6UhpBvxMiEnr\nMBkveFj0fWwWPEjPgxAcnFfguh4A1vNwYIumOWtLuRyjNzahnnsO7MRdmTxfpDU2lpexpDXGciox\n4CDgOD2cW4jDRRgztm8N9+n0MBEhoJ+/YD7qYQDt+wN9TqlIJghiYnEcBysrh7G9vQXg4MbmBkGA\nV1+90pN7AWPGISKWYgB12zitFYTQ0Npt8RU2kgxjOZe3y+pmSI/v624hpcDCwiIAwPfLECJKDPsN\nUCCPGNvmDYOYMZw7xls6Hg4UEnYUwQYDbD7wcGDWlnJ5hmkFp1KGzOiKipqfw/qDD2Bhfjw+yPsN\nApZWV3Hy29+A91/eC37oUOsCY/RwbiEOF4l9kpNIlR4mEgZgp+8zf9P2dsEGLPipSCYIYqJJyhiG\nEZvruh6OHz+Fq1cvt9w3qqCR/dwL0ob6OOc4ceK+hkvusW2cZVkol3dx5MhhSImG540lGXEMdt7o\nzt3CqklMGLNaHjOpSGlOcLSMoJSsBZro7Q24L74A7TqQ84uQUiT0yRY8jyGKQjBGX/nNeI6L45UA\nl1ucSiaXToOAHIBXKIAfOtSbj/OIUZaFyPPg2Lb5bLfY87G2YSKsVDL3RSS3IAhiyknKGIZhr2V0\nza2uEkDnoJEs6DZ+u3moL8Zx3JQAFF71TuZwHAeWFUss6lgWOzDuF3UNc12T3MkqrVHzjI7LpiFm\nZrD5yFsy78ZJKbG6ehNSCjjb23D2dmuBJvb2FuZXV7GxvoYwNAX0hQvPVt9nBte1wRjHvfee7Uqn\nnLXvMjEAnIMtLY/Hw7lbUvTPTrmMEz95Dg5Yus9xiowoSVgo4PI9p3B89RYKGWiL+4WKZIIgiJwS\nnwD4OU3VyjtmgM8kdiULZSFE25OAZGEc18dmMLA7NOeQCwu1TnZWmLRBYUJMLAtW9bfiHLbFMb+z\ni7LFITkHoOG6bu1qAOdApdK9TrntlYsDqlXWvg994Tnooydy5//MlpfB//N/HfdmpNNB/2zt7sK7\ndQuYnQVSkifBCqZQ7vNsXDgOtm47ggWbD7WQpSKZIAhiyhBCQimJKIpS5RbN/spAb4ViXjABKw6i\nqFGT3ElKUo/yrv87T/ZbJhyGJ/TZvOnfVk1uYtsOLKteJLejW9/lA6tVVgoI/Fz6P+d5zqKT/lm9\n8DzkpZeBM6+FtbLScr/FLWCmCPz0BXTrOKMYMxKMIIBwbKwdPYqZtXXYQ/zbREUyQRAHlqy+YLLy\nWx4EIQQuXXoJd911976XwNsFj8TeyuXyXs1BQam63KKdv3L98TYYy0/B2A1JPXJSx9xJn2zur/1r\n+BvZI2J2Ftff/GbIHjq65r1NH+baz3cZ6N17eZJgGnBlPv2fhzFnkSXt9M9sbc3ILFi6ZElrXXOj\ngNJGTxxV/99KL3rDQgGXX3s/jv/4J+bEZgRQkUwQxIElqy+YLPyWBx/y0wjD7qKHO2mUz5w5h729\nPbzyyst44IHXIgwBWfVLbeevHMOYta8+mhg+mnOIHjTPUkpsbW3UdMrN7Oe7DACe5+HkydO4efPa\ngdMqe0rh5PbugfN/HiueZ6zkwhCo2jEmcWSEExtbcLa2zLJKmoJZSgB8IClGllCRTBDEgSHrwI4s\nGfaQX7eYYT4Jx3FQKpXAuYYQ9a5M7K8cX64/CIxycC+PKKUgpaw6XXgt97f4LvsajhBwLQ7b8yCE\nueoghOjosjKRlEqwfuZ10D95NpOna3cVJzeMaBCQzc7C+revh/VLbwNLkVvwtTXwr/53aMcBO3wE\nrFQyISD/+kNTNM/PdyyS7Uhg5epV2I4DDPHqVv6+SQiCIPpkGIEdeSDr0JTGL/IDVPCkkEznG8Xg\nXp4x4ST7+y5b/haKL78MtzQHa9Z0rIfhHJMH2MwMrH/zOsgXfprJ87l7ZZz43g9gvfUQkMNuu5ib\nw+Yjj2Bxbg5DPwV2XbCVlbZWc6xUgvY8oFg0w6BaG4mGY+9bxNtRhJWrrwJ33gk4VCQTBEGMhTwM\nzjSHpgyK5xVwzz33oVgswvf3UpcRovMQU9qAXx6LyVYd8mQP7qXRj0YZ6OC7rCJorSFVBCUiCGEC\naYKgrlU+KBrlIPDxyqtXcDtjyMSzQ0rojfX0KOUckEuNc9VCTpfLRpdscRM3LZXRKEsFgBkdcpy0\nN6IhSyqSCYIgOtDpS2XYA31JHXMnsvS1TUvqa96mMAzAOYdSEs0Dfnkc7jtog3vNNGiUuzxR6dZ3\nOT4ZUkrixRd/ikplD+XyHkqlGZw5c27iC2WtNYIoTEtoJgYgEgLrro1lIdrHc9s22PyCsY8LAuOS\nEYUAA9xNgROrq3B2d03yntaAkOb4FtIUy7bdGledMVQkEwRB9EkWA32dSOqYO7FfIl8vpCX1JfF9\nH1euXMSRI3fg5ZdfrPnxxtBw32TQre+y5rx6tUDDsRiEELC0iUrv1nc59zgOrJ95XS79n/XGJtSP\nnoFePJQ7D+dOSABr8/NY6LSQ64L/+nvBZmcBAHptDfLzfwnML4ADsH78I2BxEZiZMal6sVb5jjtM\nUZ2axJctVCQTBHFgyfMgX55JS+pLYtsOPK9QLYYbW3Baq4ZBwDT2k3IQo2N/32WOOOrbC3zg5Zfh\nnSkgtLNNFBwnzHVh3fdasDEO1LaDaQW3vAem8ydl6gRbWoR17gGwpcXOy83ONmqWCwWjUQYA26lr\nlOP4aW6Z32QBRxAEMRhZDfJJKbG2dgtHjtwxNh3fKAr+XibzY6cE01FsL8twXS9V0+t5HjjnkCPQ\nbk67u8V+JDXNSikoJavabFn9MTptKZTRKgvThW72XT4oOuU84TkuTpaD6bKn8yvQShtdciSAUACa\nwY0ETjz/Ipwwqk/VJqmma2YJFckEQRAd4NzG0tIyNjbWsbJyeKzDe90W/P1qlNv5K6dvj/Fcblfk\nxrKMY8dOolBo3Ya4oJJyuJHb5G6xP7GmWSmFSqWMqFxBGIUolysIbbt24rAVRlhYXcXW4SMIRNji\nu+x53kTqlHsJ6iGyIdIaG8vLWNK6rllOxlz7PhAGpvANA0BJWErBW/dNt7mdFrlQMN3nKJuCmYpk\ngiCIDmTlLDHK1L4sNcqdcBy3oybVth0UCoWx+kJPg7tFdtT33cgtWDXm2tzOudEq73ITf53Uo8de\nypOmU44juQMpp+KqQV5Q83NYf/ABLMzXZTvJmGu9tgb51f8Ofetmo4/y8xfATt8HXSohsiw4SqHh\n02nbgOtSkUwQBDFJDDLkp5RCEPgDpPVNN726WzQjpYCoXso1bg/pEcZKdZZyTApidhZX3/hGiGKx\n4TWzqq+bxUzx3Bw4k1cv5SgK217xCG7dhHzuJ8A9p9vGdvciIwlsjlfO3Ic7bY5c9qQ3t+A88wyw\ndBi4PYca7ETMdaqPsuMAxSLC2RlcKhVwouyjoIb3maMimSAIIueEYYhr117JLK0vCHy8/PIVnDt3\nfwZblw3JYb40D2agXoQ2SiiyJZZlGNmFuW13dxdhGFa3QSEMQ1gWa7G6M9umJl6eoTlHVHUcmHSi\nKMRzz/0IQRCk3m9tbIDfvIm15WWEF36UqvnvSUZSLCK6/fb68FnO8DjHXWvr5EDTJVQkEwRB7EO7\nobk8BI0AvQ/1DSLHyDp2l3PeMgAopagOj5lBMc6N24JSKiGHMOu3LCvTCGDzXKxBbjE7O4uZGVM0\nCiEQRSF4VXKQJPYTpm5/fpDSyEBM2mBrYcgLHkpBgC2bw3W9BjtDYHJlJONm0L8TkdZYX1nB/K2b\nw08G7AAVyQRBEPvQbmhu2OlVsY55PweIUcZx9zLc1w1pA4C+7+PChWdhWRb29naxsLAI27YhhMDq\n6q2GArVX6UQ3NIeJNMc5W5ZV/WkuuhT0hFl1TQu2zdtHcoOBRwI2WOoyY5WRlEqw/t3P5dLDuROD\n/p1Q83NYP3cWM5depiKZIAiCaCXWMfv+cB0gxk3aACDnvFYMJ7WvZpiMjbVbG3ezm4mt0oRIL6qM\njGRyPaJjqzhRKKBuqTf5sDCAd+kSrMVl446QI9jMDNjrf27cm9Ezen0d6u+/Deut/wFseXncm9M3\nVCQTBEFMALFEop3vcN7IQpYhhGwoOttplZMMWw8c+z+bbnOrJlkpha2tzdT3SCkFKWVuB9z2I7aK\n00oBE7gPUsqWTr+WEZTW0NCQKoJq8toVwsSzR1E0FpeWLCPnR4qU0BvrQIY+6IIxbK4sYzHjK0ed\noCKZIAhiApBS4PLll3D69P37fln3GzyS5RfyIJdbY51yubwHKQXCMKgVl2la5dbH22DMGor0wVif\neTXJRRKlNKQUNXlIM3U9M331jhopJTY3V1tOUJztbTi7O/CYxsb6WstVgFhn/sILz+HcuX8zcg/o\nUdk5jpqeTqL9CjSASERYO3QIM1EIVmbQNje2cDLlc57R1Tf6pBIEQYyAUQ759atRzssXcqxT3tvb\nawgkaadVboYxC5zzfeOx+4VVLdDSNcmt1mhJRpEwSLSitTmBYcyCZdULM25ZsJXG3NY2diwO3eT6\nwJhxLAnDsDa818lSzvd9CBG1tZMDKJkQANy9Mk587wew3noIaHdCbttgCwvA2hoQBGC2DRxeAbu1\nBl3eBWQEvb0N6PRCmy0uDSyfoSKZIAhiBAx7yO+g4TguCgXZEkjSTqtMEN1g9Oz1QljNL2D1DW/A\nylNPwbJ46olPstu5n6WcCkOI3R38dGcHlpteCI81mTAvg4BdyDGY54H/+nthV8/Z7TCAde0V2Hfc\nCWd7Bye//Q14/+W94IcOpT9BoWB8lweAimSCIIg+6VfW0Cuu6+H48VO4evVyJs/HuY3Dh2+DbdsI\ngmySqUZJs1a5/XIi0RWfrMvVSsmG/esUYtL4uIMRaDIqNOcQs7Nom1PexL6WcpUyFs+fx+Yv/AKk\n11qgjdtSLrQ5rq4s4qjN4Y1+9T3DZmfBqifIzK+AbW+ArayAux68QgH80CGww4eHtn4qkgmCIPpk\nVNZrxuWivX5PKYUoCrtO5HMcB0eO3AbXdbG3l98iuVm32E6rHBMP1cWaYSlFTb8cP1+jvVs+kVJg\nZ2enwequU4hJkoMSaJJ3OlrKWRw2d8DaSm7GN/SYF0nVfmTtx94vVCQTBEGMgH66zkkdcyfCMMDF\niy9klsjXiVFO2zcP/7XTKsf4vt+iYX7mmX9FFEXg3IZlWeDcghpijG0WcG5jbm4OjuPWNNedQkyS\nUKDJwUJHEXSlDB1FwBjcNfoliEJcKXk4FoV9xXN3pVkeAVQkEwRBjIB+us5JHXNeGHcnqp1WOaZV\nw2whTtAbd1eqFyyLt2iu24eYJKFAk16J/Z/lmHS6nQYBg1s3IZ95GsHiClgbfYbnOQBmhriFvaML\nBURHj0H3Ozg3BAu5fqAimSAIgiAmgHYhJkmaA00YY9Ba5P7y+jiJ/Z/HwX6DgNbGBrzr1/HSiz+F\nWr+VukyxWMDi4s8PczN7hpVKYEePgmV44jEOCQYVyQRBEBNAHFHdzUR8rxrlmCwHEYcpy+j9y1JD\n61ivi44Fo7lPQ2uGPA37dQoxSdIcaGKKZIkoikinnEP2HQQseFj0fWwWPEivddQuHgTcb4j1IJCU\nX2nsjGSdVCQTBEFMAHFEdTf0q1HOchBxmLKMboNKkn60xhkCUIo1FMta69pAX7zdZpPr25301R0X\nnUJMkjQHmsSd5EqlQjrlHDPIIGAUTZ73dmBzvHLmPtxp8641y8moa3AOtrQM8E7So8GhIpkgCCKn\njMpi7qDiOC5Onrwba2u3YNsOHMd064SQ0NoUzkHgw/MKDS4S5fIeLMuqdmXlPhrg0dE+xCRJY6CJ\nZTHEDWQhBEQ1djnNUk4pVTtxSJJ2G5FfOoad7O1A7GzD30vvxI4s6KRYRHT77UCxh2HEhE5ZLC5i\n85FHsDg3h2E66dFfXoIgiJwSd3ajKMKtWzcyS+tTSsH3Qygz0UgAACAASURBVCg1OdPy/WLbbkNx\naX7XZRXmPpbosjZ2loHxd5EHxchvIuzsbKNSKddua7aU01pBSlnrusfEnXUqlPdHzs1h+xffCjkz\nnkG6rjTO//JDvLS1BbW01HL/WINOemBU4UxUJBMEQeScrL8QwjDApUsvYmHhZzLYuvyQF2/VvGFZ\nFhzHwdzcfM0yL81STikFKVVNyxwT65zpde0C24ZcWBjb6gfROPcTdNKua71fPLfv+xMR0U5FMkEQ\nxITTy1DfoIxSAtLr8F8nrbJSCkpJKGXS7IzcQlcLQA1AVZfTNXnBQeqcMsZaLOV6LXrN4J+mVL8J\noF+Ncy9BJ5261vGgaaXy41QtvJRGJ3/ixMnUuYl+NMvDgIpkgiCICaeXob5BGVXKIJDN8B/nRmYR\nSwkADSmN9lZKE/3MeQReHQCKdbmxE0Sj9OLgkOaW0UluYd4LvzoISKl+o2Lc8o1OdOxaC4HZMIR0\nHMBuLTV93xTKUrY5hvrRLA8BKpIJgiByDg3w9Y/juFhYWITjOHAcB4WCA9+PoLWG7/tYXb2JpaWV\nBhnC6uqtRNEsa/9/kEhzy9hPbmEGHBml+o2SMcs3uiGta813djH/5JPYfuQtkCnaZ9ueDMs6+otL\nEASRcxzHweLici2ieliDKv36K6eRp8LesozbQ1woS2lkFbYtUmUIZpCPAWAHOr0uzS0j7pw3d8/r\ny1qgVD+iG7RSEDKCrDqqJIndVYLAh+9XWu6PorDltmTU9agY/18vgiAIYl96Gd7rV6Pcr79yGsOU\nZfQTVCKEBGMROAeiKKrKLUw3S8pmazQNxoz7xbTRyQIuqUlOpvoB8euW/0EsYjRIKVEu72F19Rai\nMEWzHEbQ5T289PxP4KT8rUmzoktGXY9KAEVFMkEQxATQS2d2lBrlcdCLVplzDs/zqstLABJhaArh\nKIrAGEMURYit3qSMiz0Ny7LAud0x4e4gEftCd6NJTqb6AbFUQ/Y0+EUcXDQUlFZgzEqVK7nBLm77\n539G8LZfARZaXTbC0IfdpGVuiLre3ILzzDPA0mHg9uHplqlIJgiCmABGOTB3kHAcF2fOnIOUEpxb\nWFwsYXOzDClNkfeTnzyDU6fuxcLCIgBjTXXhwrNwXbeaWJf+JX8QMZIK3pUmOZnqByQt5aisyDOj\nHgS0GKBTwm+sqqSH2zzVZSPcR1HhcY671taH/tnM1dH85S9/GZ///OexurqKM2fO4BOf+AQefPDB\n1GW/+tWv4utf/zqef/55AMDZs2fxu7/7u22XJwiCIAyu6+Huu+9FoVBAELTqAQ8ajuPCDNlbKJVK\nCAINIRR836913ZPyEs55i055Wuhek2y1vEaT4Hs79eRsEFBJBd2kWRZC1Jxnkj7LDd7LQQWWkhj2\n6WtuiuRvfvOb+PSnP41PfepTeOCBB/CFL3wB73//+/Htb38by8vLLct/73vfw6/8yq/gda97HTzP\nw+c+9zn85m/+Jr7xjW/gyJEjY9gDgiCI8RBFUU9DfcbZoNDXcF6Ww3370evwXz9a5XYIkV7wNWqW\nG4fXyBItnxhf7P4CUcgTeohoYHNzA4FsLJKV0lBhAL21jZ9WKrBco02WUmB3dwfl8h68nV0cWb2J\nQyLEMN3hc1MkP/HEE3j3u9+Nd7zjHQCAT37yk/jOd76Dr33ta/jABz7Qsvyf/MmfNPz7j/7oj/D3\nf//3OH/+PH71V391JNtMEAQxbWQ53LcfvUpMevVVjp0tkoVTUsOcpq+NohBRFEJrO/VS7zRpmCcB\nKQV2dnbAGGuJ4e6GpE6byBYN41XOmFV1kzEwpuH6Pk48/Qy23/IWSG8OACAEB+cVuK4Hzn1IIaGG\nfPUiF0VyFEV49tln8cEPfrB2G2MMDz30EJ566qmunqNcLkMIgcXFxWFtJkEQRC4hvXJ/eJ6HpaUV\neIl43qSGOY2trU08/fS/YHFxqeatnGSaNMyTAOc25ubmwJgFKUVDDHc3KKUhRESe0D0iZ+ew+tBD\n0LOz+zpRGMvFephPd64yGkor+EEAJCzk0lwxBiEXRfLGxgaklDh06FDD7SsrK7h48WJXz/Gnf/qn\nuO222/DGN75xGJtIEARB9MAoZRlZE2uY0zA6ZuOhnIbWCkKkdx3bSTiI4WJZvFYcN/tC70/vEg0C\ngG0jmpsD57xruzalFCqVMqSUcIIA5XK5wUIuTslcW7sFZ2sbrl/B6osXoDdWa8/heR7OnDmXWaGc\niyK5HVrrrg7Oz33uc/jWt76FL33pS3Dd3l6Yuml8b3BuNfyeBmifpwPa5+kgbZ9LpSJOn74Prtu+\nsDUxzwycW7Dt9q9XpRLg5ZdfwKlTp+G62coyPM/FbbfdDs9zG7Zhv21r3udu96Vx3TZs24bWMjXw\nII57jtPsmikWC/A8p+P64u0yw3Lm+yk5UNfpe5Gx+rLxc1Tv2ff59n/e+HGN64gf2+trOSyS72/y\ntQR0LVK7W7RWNZ/o+Hmb35teaH6d0t7rXp8vft+a97fX5+v1Pey0rv2OV8YABnMsobYcarpxq/qc\nNufQVQcVJiW470M6DizOYTELnusB1Ss6UorqZ1JndgzmokheWloC5xyrq6sNt6+vr2NlZaXjYz//\n+c/j8ccfxxNPPIHTp0/3vO7l5ZmBzhLn58ebKz4OaJ+nA9rn6aDXffY8hkLBweJiCaVSaeDl+uXI\nkVZpXbfrrO9zCN/fQ7HIsbTUnSWW5zEcO3Yn7r777tR1lMtlPP/88zh9+nTq/bZt79vM8TwG17VR\nKDi1QUzO60VQp5M5I53VDY8tl40W1/PMc7Z7Pil1tehBQ9GjNaAUg22bbmzaOozCRA7t/e6H+fki\nbFvDde2aHzZjoqfv/Lh7WansYnbWrb5/je9NLzS/TmnvdT/PBzTubz/P1+t72Gnb9zte9eICbrz5\nTVClEuzqMvXjLy7WORzXAXPNc9tbZRw+fx633vwwxNwMdu+7F/Mri7DnzLZGkXG+yPIYzEWR7DgO\nzp49i/Pnz+ORRx4BYA7M8+fP4z3veU/bxz3++OP4y7/8S3z+85/Ha1/72r7Wvb6+13cneX6+iO3t\nCqScDkE/7TPt80GF9rn7fa5UKvD9CJubZQRBe+1gt8tlyX7rbN7nSkWiUJhBpSIB7HW9jihSCEOA\n89Z1hCEgJdreHwQR9vZaY3qb1xGGAkCEWBodRVH1fWLQuv13llISUir4vnlsXBAqpREEApYVtX0+\npRSU0jUv5Ji4kyqEhGW1riN+vjAUI32/25F8n3d3ywhDAcvicByn5gPdLUY2FKFYnMXubgggRKUS\nQAgN2+78PqYR+0nHr1Pae90LURQhiswDk/vbz/P1+h522vb9jlelgahkTkyZVNCa1Y4/xuITMwUp\n6vIlJsz9Uij4Hsfm0aNgEij69WO6l+3v5sQ4F0UyALzvfe/Dxz/+cZw7d65mAef7Pt75zncCAD72\nsY/h9ttvx0c/+lEAwF/91V/hs5/9LP7sz/4Mr3nNa2pd6FKptzMIE6/Z/wdayvb6s4MK7fN0QPs8\nHfS6z1JWv6j2eVy3y2VJL9smhOprG/d7TBb7HT9HFImaU4fxjo2LjvaPVaouDzAFb3xP/TagXvgm\nY6g7uYKY1L34cWhYR/zYUb/f+yFl/T02ln3xZf3ui+SktMQ8n8D29nbPA4AxcTJhGIZwHK+2fcnX\nsheS719yf/t5vl7fw07rSju+Gu+PjzeWupyupsK3HJ+1ZevH+jCPwdwUyW9729uwsbGBz372s1hd\nXcX999+Pxx9/vOaRfP369YaJ4a985SsQQuCxxx5reJ4Pf/jD+MhHPjLSbScIgiCyp9fhv159lfNK\nmg1dMi5bKVZNEOSp0gGyoRsesVuG47gtscndQMmEk0Wu3qVHH30Ujz76aOp9X/ziFxv+/Q//8A+j\n2CSCIAgiget6OHXqdKY2S+3o1ZN5FFZ4jDF4njdUx4M0G7pkXDZgrOiSsdCN20g2dMPEsgZLZGy2\nF1TKpMv1Q5xOd9CIZkq4/vDDULOzY92OXBXJBEEQRL6JY5wPAkEQYGNjDa95zbGug1E8r4BTp+4d\n8pal29DFcdmAeR+mNTr7IBGHnQwi36gX2QfnxEhzjmhmduz2kVQkEwRBEFOJGUYTqZpJghgFWcg3\nhIhg2zakpOM4a6hIJgiCIDJnmLKMPAeVDFuOYQJJNJRSXV2iZ4xB6/4u5ROjYVD5Ri++z0RvUJFM\nEARBZM4wZRm9apXbwTlHqTSTqX53WHKM5mE+KQXCMICUsmOAiQnMMoUYJcdNB/1qnIWIh0PzQzKm\nOiwVce1ND0GUitBRBCsMIAIfotqBN/psAd/3AWQTUU1FMkEQBDGVxMWl+SLON8lhPt/3ceXKRRw7\ndhKFQqHl30k4t+C6wPe//0NoDQhhPGVNQRRbo5n9j+28muUnJEeZHAbROMf2dLGjyrjRWsH3/cbP\np2UBvg97exuHL1zArgK2FxcAxJa+EhcuPFs7qRw0opqKZIIgCGIqmTRNcnKYz7YdFAqFWie9+d8x\ntm1hZsZBsVhEpeJ3tJQz0gxdiwZOYlkWdaIngEE0znmzp4u9kNOirTljmNnaRsVE+wFA9YRPVx1g\nWPWqi2wZgO2FfLwSBEEQBDEgedYqZ0mvumfXdfHa1z6AIKgnxKVZys3MzGJzcyO1C5lWqBD5ZBCN\nc692cu2kHeZKRevJVv1x5opFN8dU2rHHGAMYYDEGbcVyKQWtrdrJQRYdcSqSCYIgiFzS6/BfVlrl\nvNOP7tlxXDDW+JVvtNgMseazE0kZxiTIU4jh00naYaRMISwrPeHQXLGQcBxvVJvbF1QkEwRBELlk\n2J7M/QzuBYGPq1cv4+jR4xPtF502CBhFIZSS0NrE/bZL9DOPp1S/aaeTtKMu3UjXRiulIUSU+6sT\nVCQTBEEQU4njOJiZmYXTg2hRa40gCCZGx9yOtEHAI0fuwMsvvwjLsrC3t9s20Q+gVD/C0EnaYVlW\n9SftOGkvxcgTVCQTBEEQxBTSPAjoeQVwztFN/a+1ghB12YXxbyaIOvEQaBrGiUIBYLVllFK1k8+8\nnIRSkUwQBEFMFFkFlcSBHFlqbMchx8gqwIRzC57noVzea/BhjunkxwwAnudRd5kAUD9WzNBduiY5\nPraUEmDMgtaq6rJSX2bcUJFMEARBTBRZaZWVkggCP9MAhXHIMbIKMIklGHt7e6m+y538mIFswhuI\ng4FlWbWTqXaa5CgKoTVg20a3bE5a61aEyZ9mwlIJl9/wBhRmZzFM0QYVyQRBEMRUYttGk9xvHPBB\nIdmJdhwXhYLs4LucfnveEUK2hKd0Azl59A9jbF9NshARtJa1TrKxjTMeyclEyeaLJFoDKBbgWhaG\nee2CimSCIAiCmGKGFaWdB2IXj3J5rxaeonW9sxlf9t/fySP/Q2aTRnxS1q6TbNsOpJSpQTax3jm2\nkgPq3stZQkUyQRAEcSDISqucdw6KDd0oSEpI4vCUpGOHEAJbW5sdnTykTA/MIAYn2W020goFrVGL\nUI8L4bROspE2+bUCOn68UiqzMCEqkgmCIIgDQa9a5X4G9zi3cejQkbFG9w5b95zVIGBeiCUk9fCU\n3sjB/NhUYApmXusku65XK3jbdZI9rwDLMvcZxwyZadomFckEQRDEVBKGITY21hCGIUqlma4e4zgO\nDh++bchbNl4OovyiOTwlRkoBISLs7GyhUCi1LbBi545eY5uJ3khGUMfFcbtI9HoXOn7PFLTOVkNO\nRTJBEARBEAeaZHhKEt/3cfHi8wCAkydPp7p2AHXnDikrQ99WIj9QkUwQBEEQGZEHOcawmHQZRjI8\nJUmsRe7FtaPf8BQKXZksDt6nmCAIgiC6wLZtzM0ttB3Y6odxyDFGNch3EGUYvdJOthGzX+AKQKEr\nkwQVyQRBEMRUIoTAzs7WxDsXjCPAZFppJ9uI2S9wBaDQlUmCimSCIAiCmGKm2VKOMQbX9RCGYdeP\naSfbiOkncIXkG/mEimSCIAiCmCCy1j1Pcyfa8wo4ceIULl58YSzrz0K+USwWYNs2giAa9uZOHVQk\nEwRBEESXKKUQRSEcx83Uj7UXpsGGblrIQr7heQ5c18XeXr1I7qfDTF3pVqhIJgiCIKYS13WxtLQC\n1+1eHxqGAS5efAEnT97T0+X0SWLa5Bfjdu0YVL5h2/WTtUE70zRU2AgVyQRBEMRUYlkWbNseW0c4\nr0yb/OIguXYM2pnO21ChiZpuPQ7j201aprnfJO6p2iCuUoN3xqlIJgiCIIiMyIMcg5huhjFYOA5M\nESyhlEJzk1/r+GTOr10BiIvmra1NAICUMrWb3gtUJBMEQRBERoxDjjGqAJNpk2H0w7ilG+MgTcss\nhIBSGoxpAK1R0aYD3BkTO81r8dRJ4oLY8wqwLFZ9Tg0pBRYWFgEAURQO/JmgIpkgCIKYSlzXw6lT\np3N1ebkfRjXIN20yjH44SNKN/eikf46iEFEUQmu7rcaZc3tfSQRjrPaTdp9lWYkrNgpaW7VwoHaS\nk16gIpkgCIKYSizLoo4oDnaUNjE8Oumft7Y28fTT/4L5+Tm4bvpnTEqJjY11KGW6zUql64/HCX0i\nCIIgCGKCyFr3PM2WcnmXkORdvtFO/2yOTwcASy2ilVLw/XK1A62htQWlVK1I5pznYp+pSCYIgiCI\nCWIabOhGRd4lJJMq33AcF4cOHcGdd55IddHwfR8XLz4P23bhug44tyGEwMbGGiyLg3Or5mDRzt1i\nFFCRTBAEQRBdclB0zJ0g+cXBZZSdac55RxeN+DNkXCgklJLVolhBSo0oimoDfmnbmzbQlzX0CSAI\ngiCILpkGHfO0yS+EELh06SXcddfdB/69zVNnmnOOEyfuqxXLvu/jwoVnq11ko2tmjMG2nVRZEWON\nPsrdOGb0ChXJBEEQBJER1IWdRDTCML+Si4OM47i1TjPnHKVSCUEQQCkBrU1QiNaq5osspazplc3b\n1VgYc26DMav62MGhTzFBEARBZMQ4urCjCjChEwBimCTdMmLNcqVSQbFYhG0bzfLW1iYWFhZrNm/N\nMGaBcw4hsimSKQ6IIAiCICaYMAzw0kvPIwyDoa4nPgFwOsW5TTlB4OOll36KIPDHvSljpV/tc9xZ\nLhQKsG0bnBvfY9t2ahHy9X+3/rTzZO4XOh0kCIIgiAki644uRWlnR97dMkZFnrTPg0CfBoIgCIKY\nILLu6I6qE51HOLexvHwIjFE5NEry7v8cQ0cFQRAEQRBTieM4WFk5nPll+qw4qPKNuNOcdzcRKpIJ\ngiAIYoIZhvwiCPyhWGoRvTGt8g3GGFzXAzDeTjMVyQRBEAQxwZD8YjCmybVjUjrTnlfAiROnxt7h\nP/hHBEEQBEEQbZmmIjGNaQpPmezONKtav42uuzydnwiCIAiCIAC0FontimZywSDGiW3bWFpaGe06\nR7o2giAIgiByTbvOahgGuHjxBZw8eU8tJY1oZNq78sNACDmSx6RB7yJBEARBEEQGTJN0oxNB4OPq\n1cs4evR43w4WnHN4nocgCCClaLhPKYUwDOC6XturGp7nDaxppiKZIAiCIIh9OYhdUpKQDIcstM/J\nmOpmfN/HlSsXcezYSRQK6UU45xyO4/a9foCKZIIgCIIguuAgdknzLiE5iCcmQPedZsdx0c60xbYd\nFAqFob5vB+tVJwiCIAiCOCAcxBMTYHJcNujaAkEQBEEQU0kcSy2EmIrwlEnpTOfFz5mKZIIgCIIg\nphLHcbC8fAiVSjlV+3rQyDp4ZljkpdNMRTJBEARBEFPLpBSO0844ustUJBMEQRAEQRC5ZhzdZSqS\nCYIgCIIgiMwYtvaZMQbP88DYcCOq863cJgiCIAiCICaKYbtyeF4Bp07dO7Tnj6FOMkEQBEEQBDEy\nJsVlI99bRxAEQRAEQRwoJsX/mTrJBEEQBEEQRG7IS6eZOskEQRAEQRBEbshLp5k6yQRBEARBEESu\nGUd3mTrJBEEQBEEQRK4ZR3eZOskEQRAEQRAE0QQVyQRBEARBEMTEMKqIaiqSCYIgCIIgiIlhVBHV\nVCQTBEEQBEEQRBNUJBMEQRAEQRBEE1QkEwRBEARBEEQTVCQTBEEQBEEQRBNUJBMEQRAEQRBEE1Qk\nEwRBEARBEBPDqNL3clUkf/nLX8Yv/MIv4MEHH8S73vUuPP300x2X/9a3voVf/uVfxoMPPoi3v/3t\n+Md//McRbSlBEARBEAQxDuL0Pcdxhrqe3BTJ3/zmN/HpT38ajz32GP7mb/4GZ86cwfvf/36sr6+n\nLv+v//qv+L3f+z28613vwte//nW85S1vwYc//GG88MILI95ygiAIgiAI4qCRmyL5iSeewLvf/W68\n4x3vwN13341PfvKTKBQK+NrXvpa6/Be/+EW8+c1vxm/8xm/g1KlTeOyxx3D27Fl86UtfGvGWEwRB\nEARBEAeNXBTJURTh2WefxRvf+MbabYwxPPTQQ3jqqadSH/PUU0/hoYcearjt4Ycfbrs8QRAEQRAE\nQXRLLorkjY0NSClx6NChhttXVlawurqa+phbt271tDxBEARBEARBdMtwxwIHRGsNxlhPy/eKZTFY\nVvfriOHcavg9DdA+Twe0z9MB7fN0QPt88Jm2/R0luSiSl5aWwDlv6QKvr69jZWUl9TGHDx9OXb65\nu7wfKyuzvW1sE/PzxYEeP4nQPk8HtM/TAe3zdED7fPCZtv0dBbk47XAcB2fPnsX58+drt2mtcf78\n/9/evUdFUf5/AH+vF1ggA7moKCVCxiKIgAmhJ9MsQwlTFCUVRTG6UJImGqWmWGqlUYbZzUDFFCEh\nr5R4S5KTdUzXUtEwEBUWQUFYhWXl+f3hab+yovRTdkeW9+scjuzMs+v7c5DxMzPPzOTCx8en0fd4\ne3s3GA8Av/zyC7y9vQ2alYiIiIhM333RJANAREQENm3ahMzMTOTn5+Pdd99FTU0NQkJCAACzZ8/G\nxx9/rBs/adIkHDhwAElJSThz5gw+++wz/PXXX5g4caJUJRARERGRibgvplsAwPDhw3H58mWsWLEC\nZWVlcHd3xzfffANbW1sAQElJCdq2basb7+Pjg+XLlyMhIQEJCQno3r07Pv/8czzyyCNSlUBERERE\nJkIm7uZqNyIiIiIiE3bfTLcgIiIiIrpfsEkmIiIiItLDJpmIiIiISA+bZCIiIiIiPWySiYiIiIj0\nsEkmIiIiItLDJpmIiIiISA+bZKImVFZWYsmSJTh9+rTUUYiIiMhI7psn7t3vVCoVTpw4gdLSUtTU\n1EAul6NTp05wd3dH586dpY5HBlRdXY21a9fC398fPXv2lDqOQZ09exZ//PEHrly5AltbW/j5+cHB\nwUHqWM2qqqoK7du3h1wu1y2rrKzE8ePHcf36dbi5uZlczfrq6upQW1sLc3NztG/fXuo4ZGB1dXXI\nz8+Hk5MTHnjgAanjGJwQAmq1ulXUSobFJ+414fDhw/joo49w5MgRADd++W4mk8nQp08fxMbGom/f\nvlJEbHZ///03vvrqK+Tn56Njx44ICgrCyJEjIZPJGozbsmUL5syZgxMnTkiUtHkEBwffcb1Wq8U/\n//yDrl27wsrKCjKZDFu2bDFSOsNISUlBSUkJZs2aBQDQaDSIi4vDjh07Gvwbb9euHaZNm4Y33nhD\nqqjNpqamBm+++Sb27NmDNm3aYNKkSZgzZw7Wr1+PZcuWoaamBgDQpk0bjB49GgsWLECbNqZxsk2r\n1SIjIwM7d+7E8ePHUVlZqVtnbW0Nd3d3DBs2DKNGjTKZpjk3NxdnzpxBx44dMXDgwEYbpiNHjiA1\nNRVLliyRIKHxnD9/Hk8//TRWrlyJp556Suo4zeLUqVMoLy9HQECAbllOTg5WrVoFpVIJrVYLc3Nz\nPP7445g5cyYeffRRCdM2n+zsbGRkZEAul2Py5Mnw8vJCUVEREhIScPjwYWi1Wnh4eCAqKspkehIp\n8UjyHRw8eBBRUVHo2rUrZsyYgd69e6NTp04wMzODRqNBaWkpjh49ioyMDEyePBlfffUV+vfvL3Xs\ne1JQUIDQ0FBotVr07NkTp0+fRlxcHNLS0vDpp5+a5BG206dPw9LSEh4eHo2u12g0AAArKyvY2NgY\nM5rBpKamYvDgwbrXixcvxvbt2zFu3DgEBwfD1tYWpaWlSEtLw5dffgk7OzuEh4dLmPjerV69Grt3\n78bIkSNhb2+PjRs3Qi6X44svvsDIkSMxZMgQ1NXVYdu2bUhLS4OTkxOioqKkjn3PLl26hMjISJw4\ncQLOzs4YOHAgHBwcYG5ujtraWly8eBFKpRLz58/Hd999h2+//Ra2trZSx75rGo0GL774Ig4dOqTb\n4evQoQNmzZqFcePGNRh79uxZZGZmtvgmOSkp6Y7rKysrIYRAdnY2CgsLAQBTpkwxRjSDWbx4MRwd\nHXVN8s6dOzFz5kzY2NggODgYdnZ2UKlU2LNnD8aNG4eUlJTbbuNbiv379+O1116DpaUlLC0tsWfP\nHiQnJyM6Ohp1dXXo27cvtFotfvvtN/zyyy9ISkpCv379pI7dsgm6rdDQUBEWFiZqa2vvOK62tlaM\nGzdOhIaGGimZ4cTExIgBAwaIgoIC3bLMzEzRt29fMXjwYJGfn69b/sMPPwiFQiFFzGa1cuVK4e3t\nLSIiIkReXt4t64uKioSbm5vIzs6WIJ1heHt7i02bNgkhhKivrxfe3t7ivffea3Ts9OnTxdChQ40Z\nzyACAwNFXFyc7vX27duFQqEQ77zzzi1jp02bJgIDA40Zz2BiY2OFn5+fOHjw4B3HHTx4UPj5+YnZ\ns2cbKZlhfP7558Ld3V0kJiaKvLw8kZOTIyIiIoRCoRDz5s0T169f1401lW2Ym5ubUCgUws3N7bZf\nN683hZr9/f3F2rVrda+ffvppMXbsWKFWqxuMKy8vF88++6yYMmWKsSM2u4kTJ4qRI0eKqqoqIYQQ\nCxYsEAEBAWLEiBGioqJCN664uFg8+eSTIiIiQqqoL6jV/AAADGlJREFUJsM0ziUaSF5eHkJCQmBm\nZnbHcWZmZggJCUFeXp6RkhnO0aNHMXHiRHTv3l237Pnnn0dqairatGmD8ePHQ6lUSpiw+b366qvI\nysqCjY0NQkJCsHDhQlRUVOjW608zMQVmZma4evUqgBvTEK5duwZ/f/9Gx/r7++PChQvGjGcQxcXF\n8PHx0b329fWFEAKDBg26ZezgwYNx7tw5I6YznP379yMyMrLBaenGBAQEYOrUqdi3b59xghnIjh07\nMGrUKERHR+PRRx/FgAEDkJSUhJiYGKSlpeG1117TnR0yFS4uLpDL5YiJiUF2djZ2797d4CslJQVC\nCCxatAi7d+9Gdna21JHv2bVr12BhYaH7vqioCJMmTYKlpWWDcba2tggLC8Mff/whRcxmderUKYwa\nNUo3dSg8PByXLl1CREQErK2tdeO6dOmCF154weT+r5YCm+Q7sLa21p2aakphYSEefPBBAycyvIqK\nCtjb29+y3NXVFampqejSpQsmT56MAwcOSJDOcDp37oyEhAQkJSXh8OHDGDp0KJKTk6HVaqWOZhA+\nPj7YuXMnAMDCwgLOzs44dOhQo2N/++03dOrUyZjxDMLa2rrBzs+/39+87OZ1pjK1RqPRwMrK6j+N\ntbKyavEN5Llz5+Dt7X3L8pdffhnLly/HgQMHMGXKFFRVVUmQzjC2bt2K6dOn49tvv8WsWbNQXl6O\nbt266b4cHR0B3GgY/13W0vXo0UN3rZBcLoelpSWqq6sbHVtdXY127Vr+7NL6+nqYm5vrXv/7fWO/\n37xosXmwSb6D4OBgJCcnIzk5GWq1utExarUaSUlJWLNmDUaMGGHkhM2vW7dutz0ibmdnp5vX9cor\nryArK8vI6QyvX79+yMjIQExMDFatWoWgoCDs27fP5I4mv/766/jrr78wffp0/PPPP3j33XeRlpaG\n+Ph4/P777ygoKMCvv/6K2NhYZGVlISQkROrI98zX1xcbN25Efn4+KioqsGLFCsjlcvz4448oLS3V\njSssLMT69evRq1cvCdM2H19fX6xduxYqleqO41QqFdauXdviL/axtrbGpUuXGl03fPhwfPHFFzh+\n/DgmTJjQ4OfekrVt2xZTpkxBVlYWevTogbCwMMTGxjb5M2/Jxo4di8zMTOzevRsymQzh4eH47LPP\ncOzYsQbjcnNzkZyc3OSZlJbAxcWlwZmevXv3NvjzZj/99FODM8J0d3h3izvQaDSYM2cOdu7ciXbt\n2sHZ2RkODg66C/cuXryIgoICaLVaBAYG4sMPP2xyasb9Lj4+Hrt27cLevXtvu+et0WgQExODvXv3\nQiaTtfi7W9xORUUFEhISkJaWBiEEEhMTMWTIEKljNZucnBy89dZbKC8vxwMPPACtVqu7w8O/hBAY\nPXo04uPj0bZtW4mSNo/CwkKMGTNGd7RJCIGYmBh069YN8+fPR69evVBfX4/jx4+jvr4eGzZsQO/e\nvSVOfe/y8/MxYcIE1NbWYtCgQfD09LxlO/bnn39i3759kMvlSElJgaurq9Sx79orr7yCy5cvY+PG\njbcdo1QqERUVhaqqKtTX15vcNkypVGLRokX4+++/ERkZiWHDhiEoKAgrV640mW2YEAJxcXHIzMxE\nnz590Lt3b2zbtg2VlZVwcnKCnZ0dSktLUVxcDHt7e2zYsAFOTk5Sx74nO3bswMyZM+Hl5QVbW1vk\n5OSgX79+6NGjB4qLi/HUU0+hvr4eO3bswKFDhzB37lxMmDBB6tgtGpvk/0CpVCIrKwsnT57ExYsX\ndfdJdnBwgEKhQGBgILy8vKSO2SyOHTuGr7/+GlOnTm30lOW/6uvrsWTJEpw8eRLr1q0zYkLjKyws\nhEqlQs+ePdGxY0ep4zSr6upqbN26Fbm5uSgsLMTVq1d19wD38PDAsGHD4O7uLnXMZlNSUoLMzEyo\n1Wr4+fnhiSeeAABs374dGzZsQFlZGZydnTFt2jQ89thjEqdtPiqVCqtWrcKuXbtQXl5+y3pbW1sM\nHToUL7/8Mrp06SJBwuazefNmvP3229i4ceMdt2H5+fmIjIzU3QPfFH3//fdISEhAXV0drly5YnI7\n+sCNxnHNmjVQKpW33KLV3t4ew4cPx0svvQQ7OzuJEjavdevWISUlRbcNmzt3LuRyOaZPn46cnBwA\n/7uN5cKFC03mNpZSYZNMRNSKqFSqW3b2TemBSEIIXLt2De3bt2/yns9qtRoVFRUmMUf3dqqrq7F6\n9WqUlJRg0qRJJrXTe7Pq6moUFRVBrVbrdvRN4VqK/4+ioiKUl5fj4YcfbtG3cbyfsEkmIiIANxqN\nK1euoGvXrlJHMYrWVi/AmluL1lizIfA4PBERAbhxKtfUTsffSWurF2DNrUVrrNkQ2CQTEREREelp\n+TcOJCKi28rMzPzPY03hArbWVi/AmpvCmulucU4yEZEJUygUkMlkt1z5fzst/baOra1egDX/F6yZ\n7gaPJBMRmTBra2soFArExsY2OTY9PR2pqalGSGU4ra1egDU3hTXT3WKTTERkwnr37o0zZ87A09Oz\nybGm8Lj51lYvwJqbwprpbvHCPSIiE+bl5YULFy40+hARfQ8++CAcHR2NkMpwWlu9AGtuCmumu8U5\nyUREJuzq1au4fPkyOnXq1OTDNUxBa6sXYM2smQyFTTIRERERkR5OtyAiIiIi0sMmmYiIiIhID5tk\nIiIiIiI9bJKJiIiIiPSwSSYiIiIi0sOHiRARtTCJiYlITEwEcOPRs1ZWVnB0dISfnx/Gjx8PV1dX\niRMSEbV8bJKJiFogCwsLrFmzBgCgVquRl5eHTZs2YdOmTVi8eDGCg4MlTkhE1LKxSSYiaoFkMhm8\nvLx0rwMCAjB+/HhERUXhnXfegY+PD5ycnCRMSETUsnFOMhGRiTAzM8O8efOg0WiQlpYGAMjMzMT4\n8ePh7+8PPz8/hIeHQ6lU6t6Tl5cHhUKB3NzcBp9VX1+PJ554AsuWLQMAqFQqxMTEYMCAAfDy8sKQ\nIUOwdOlS4xVHRGRkPJJMRGRCXF1d0blzZxw5cgQAcP78eYwaNQoPPfQQ6urqsG3bNoSHh2PLli3o\n3r073Nzc0KdPH6SnpyMgIED3OT///DPKysowZswYAEBsbCzKysowb9482NnZ4cKFC/jzzz8lqZGI\nyBjYJBMRmRhHR0eUlZUBAKKjo3XLhRDo378/lEolNm/ejBkzZgAAQkND8d5776GqqgodOnQAAGze\nvBk+Pj5wdnYGABw7dgyzZs1CYGCg7vOef/55I1VERGR8nG5BRGRihBCQyWQAgPz8fERHR2PAgAFw\nd3eHh4cHCgoKUFBQoBsfFBSEtm3bYuvWrQCAy5cvY+/evQgNDdWN8fDwwOrVq7FhwwacPXvWqPUQ\nEUmBTTIRkYkpKSmBvb091Go1pk6diuLiYsTFxeG7777D999/Dzc3N9TW1urGW1hYICgoCOnp6QCA\nH374AWZmZg2OGn/yyScICAjAJ598gqFDh2LYsGHYtWuX0WsjIjIWNslERCbk9OnTUKlU8PX1xZEj\nR1BaWoqlS5fiueeeg6+vLzw8PFBVVXXL+8aOHYsTJ07g5MmTyMjIwPDhw2FhYaFbb29vj/fffx+/\n/vor0tPT4eLighkzZuDcuXPGLI+IyGjYJBMRmQiNRoNFixbB3NwcY8aMQU1NDQCgXbv/XX5y+PBh\nnD9//pb3enp6QqFQ4P3338epU6cQEhJy27/H09MTMTEx0Gq1nHpBRCaLF+4REbVAQggcPXoUAHD1\n6lXdw0TOnTuHpUuXomvXrjA3N4eFhQUWLlyIqKgolJSUIDExEV26dGn0M0NDQxEfHw9XV1f4+Pjo\nlldXVyMyMhIjRoyAi4sLNBoN1q1bB2tra/Tq1cso9RIRGRubZCKiFqimpgZhYWEAAEtLS3Tr1g39\n+/fHhAkT0KNHDwCAnZ0dVqxYgQ8++ADR0dFwdnZGfHw8vv7660Y/85lnnkF8fDxGjx7dYLmZmRnc\n3Nywfv16FBcXw9zcHJ6enli9ejVsbGwMWygRkURkQgghdQgiIpJeeno6FixYgP3798POzk7qOERE\nkuKRZCKiVu78+fMoKCjAqlWrEBQUxAaZiAhskomIWr3ExERs27YNvr6+mDNnjtRxiIjuC5xuQURE\nRESkh7eAIyIiIiLSwyaZiIiIiEgPm2QiIiIiIj1skomIiIiI9LBJJiIiIiLSwyaZiIiIiEgPm2Qi\nIiIiIj1skomIiIiI9LBJJiIiIiLS83/bC8pmzH7jWQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_pp_survival([testfit], by='sex')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAHsCAYAAAAgvDD1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_pp_survival([testfit], by='sex', pal=['red', 'blue'])\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## summarize time-varying effect of sex on survival" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [ { "ename": "ValueError", "evalue": "cannot convert float NaN to integer", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtestfit\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'time_beta'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msurvivalstan\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextract_time_betas\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtestfit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/survivalstan/utils.py\u001b[0m in \u001b[0;36mextract_time_betas\u001b[0;34m(stanmodel, bins, element, value_name, timepoint_id_col, timepoint_end_col)\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0mprecision\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 58\u001b[0m )\n\u001b[0;32m---> 59\u001b[0;31m \u001b[0mrename_log_timepoints\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime_betas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'alt_log_timepoints'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcategories\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextract\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m', ([\\d\\.]+)\\]'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexpand\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 60\u001b[0m \u001b[0mrename_timepoints\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime_betas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'alt_timepoints'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcategories\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextract\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m', ([\\d\\.]+)\\]'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexpand\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0mtime_betas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'alt_timepoint_end'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime_betas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'alt_timepoints'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename_categories\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrename_timepoints\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/home/jacquelineburos/.local/lib/python3.5/site-packages/pandas/indexes/numeric.py\u001b[0m in \u001b[0;36mastype\u001b[0;34m(self, dtype, copy)\u001b[0m\n\u001b[1;32m 219\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mis_integer_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 220\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhasnans\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 221\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cannot convert float NaN to integer'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 222\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: cannot convert float NaN to integer" ] } ], "source": [ "testfit['time_beta'] = survivalstan.utils.extract_time_betas(testfit)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }