{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.seed:Setting seed to 1245502385\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\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": 5, "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": 6, "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", "INFO:stancache.stancache:sim_data_exp_correlated: Loading result from cache\n" ] }, { "data": { "text/html": [ "
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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": 6, "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": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ap8Mbtv48jmY+DQYd0zKjmJYZBUBvXxFRWNpMYUkTeytasFjtfL6lggA/PZcu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\nls5HllzNn5vryPYlz19ZIucrHA6z40Azz755mLd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"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": 8, "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", "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", ")\n", "dlong.sort_values(['index', 'end_time'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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2659male0.08208520.94877120.0False04.1810.944220False
\n", "
" ], "text/plain": [ " age sex rate true_t t event index age_centered key \\\n", "62 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", "61 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "71 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "26 59 male 0.082085 20.948771 20.0 False 0 4.18 1 \n", "\n", " end_time end_failure \n", "62 0.118611 False \n", "3 0.196923 False \n", "61 0.262114 False \n", "71 0.641174 False \n", "26 0.944220 False " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dlong.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:stancache.stancache:Step 1: Get compiled model code, possibly from cache\n", "INFO:stancache.stancache:StanModel: cache_filename set to anon_model.cython_0_25_1.model_code_9304163442804524267.pystan_2_12_0_0.stanmodel.pkl\n", "INFO:stancache.stancache:StanModel: Loading result from cache\n", "INFO:stancache.stancache:Step 2: Get posterior draws from model, possibly from cache\n", "INFO:stancache.stancache:sampling: cache_filename set to anon_model.cython_0_25_1.model_code_9304163442804524267.pystan_2_12_0_0.stanfit.chains_4.data_75232070308.iter_10000.seed_9001.pkl\n", "INFO:stancache.stancache:sampling: Loading result from cache\n", "/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": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mean se_mean sd 2.5% 50% 97.5% Rhat\n", "lp__ 407.328012 15.738683 101.998321 214.786192 407.532163 606.393469 1.059665\n" ] } ], "source": [ "survivalstan.utils.print_stan_summary([testfit], pars='lp__')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EpjqFBZkWhoZfnVvh6uW1FOSHs1zR5JWfF+atNy6ipNAfH71lXwunW89nuSoR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\nkZ8XYlZFPtUVpVRWVREO6Zb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"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": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rr6ywmlu+8spKK64a8dGNZNlRTZ/pCsHtWgVMmvQ9FBT0R//+AzBp0uW2r6l7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\nFzM991yVFPvzn5/S1GS1apMpeUQpWBx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fAngfwdV0eQCeAgDDMKoA1Aoh7gw9/l8Ep+c2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\nlZs9+0SoHkimaResfDtrL5txEJnqgdC0i8zKIPi97OhDrL2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_coefs([testfit], element='baseline')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"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": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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A63YW+6xk+rXQt+182qX/yp/+Dl4FNJ6IdJIgCMLQiDvkaeJw/Ub6pz1Kgm6m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Ble3XGXlxayeN4EyksL0/7jOpiCWJRoNEJBLDqi+wFEIxFaO7qJRiJp7+vz+11UGGNaTTnHz6qm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\nNuB/eGXI5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"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": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xIuUSoCgW0hI27yA6HUzewZ4UVVm838kYY1xZr7a9SqAijjh48030H5qgCBQa\n60QKoKOImZ07wbrS5CWdZY1FaoNWK/RykdL1TgGX7ulGVvrKycxZtlB6rEvxIyVw9n1hehSF88Z0\nG8ctPmeeudb8g0MQttw15+bcEMaNwiqDD33Fj8fzxODVr/5lrrjiSoJA8cUv/hVKBbzyla/iR37k\n2bzrXX/A177294yMjPDa1/4G3/u934cxhj/8w9/nG9/4D6amTrBly1ae//wX8+IX//Sq17DWcttt\nf8LnP/85pqZOsHv3Hl7+8l/iGc945jq+07Vz/s0CnrMmTTs88si3SUufhVKKOI7RuiBNU9I0pYOg\nPTzCbJ7Tbrd729M0ReuCOI5RJ/ffoPSkCFl6XMLeI9KG4SNHCAqNErIsS7aoLGPo0CGCNGXowAFk\nmrlhhMI9jJTlz5IsDClUQBpFdOKYTq1GnpR9T4KANEl49MorSMv5QcvI84X+KmsupV4Fs1SoFUHA\n5ObNFOFy/w5FgW01l222U1PoP/8z7NTUua3lDBEjI6ifegFUKktf6Fb8bCRB5fF4Lghf+tJfMTQ0\nzKc//Wle8pKf5h3veDtvfvP/xQ033MhHP/pxnvrU7+X3fu8tpGmKMYbNm7fwe7/3B3z845/mF37h\nFXzoQ+/jq1/9u1XP/7GPfYQvf/mLvOENt3DbbX/BS17ys7z1rW/hrru+tY7vcu34SMoG4uRy5DCM\nuOaa69GLDJ6dTof90T1w8ACXXXUtyZatS86hlFqy/2JO9qSAU6lBliMBISVoQAgEoLRGCcHw4SPM\nbdlCXnF9XCwCO9CPEQJVaA7u2U1WrdJOYlRRwN49RO02Vx04SNhuY5sNMq2xM7PL0z3GwOQkYJf2\nVynNtsJCZEyv4dwp71+WuT4r8/NwxA0tLKpVJq+7lj5rCfbdi40iKAqK2VlmN40x9NnPkFx19dJ+\nKxfYWHvK6qJVzLQ2z300xeN5AnDllVfz3/7bLzE83MfP//wvcOutH2VoaJjnPOd5APzCL/wffO5z\nn+bhhx/k2muv5xd/8ZW9Y7du3ca9997N3//93/HDP/wjy86d5zm33fYnvPvd7+e6664HYNu27dx9\n953cfvv/4sYbb16fN3kGeJGywenO8ekihKASJaRpRhyEJEll2TFar96t9mSslM4Ye5oKHNsVNsaU\nHWgt0lqCLCPOMnQcE+Y5QZ6hi4KsUkGrgFBK6B+AatV5aKam3BdwV6RoDQMDgF3SX8VqjTWa2Bgu\na6VrezOnJ7bQAAAgAElEQVRF4c4nhGsQFwTuOkK4eUFB4BrIGUERRUzu2knf7DTxxASMjl7QLrZL\nOIUIWtVM6/uneDxPCK644srez1JKBgcHufzyhW0jI86IOz09DcBnPvMp/vqv/5Jjx46SpilFkXPV\nVeMrnvvQoYN0Oh1e97pfPWneW7HqMRcbL1IuMeI4Yc/W7Tyy754zOk7NzbHrjjs4fsMN6IGB3va8\nVuPg934P1lrnPekaZ4EijDACCinpP3qUfOcudBRiux1qRfextIGctaCDgDSOUWG40FlWSddzJQw5\n8qRr2HZ/nbjdLj0YdqECqNvjxGonPM4UIRbESbvtztvpOGOudO8vynL2fP3fCSsV9Ic/6ARK2cXW\n4/F4LhYn978SQizbBq4b+Ve+8je8733v4dWvfj3XXfdkqtUqf/ZnH+P+++9b8dzttksZv+Md72Fs\nbGzJa1G0Sjr+IuNFyqVIpYLYtmO5d+EkikIjRO48qllG1GiCNksUdLfap9dWX7gKnyJJmLxsL9nI\nMDO7d2OtwQYBtgzr5FK6QYhBwIxSWCkphoYQ1mK0xgSKh5KEynyD3Q8+VJ5bun4l1SrZwAC2WnXR\nhNFRwC70Vxl1/1MQpkAEwRlZaoWxrptt1+xrDEYppnfuZNPxEwSlZ0UiXE+XWg0GBkHQ62KbFwVT\nUcBIUXDRf21LM63tLK188v1TPB7PPffcxZOffCPPe94Le9smJg6tuv/evZcThhHHjh3hxhtvWo8l\nnjNepFwiLJ7xI6pVxI4diGp1xX27hlvnb9GAJs0zisEBtDXL5vy4FvsAAlN+iZsoYm7nDvrSjJGJ\nCYwumB/bhI6cSBHWotKU4YkJiv5+bLexnLUIo0GAMoYsidHBIn9Fd7Dg4tk9YciK1T3GYFstrF76\nmm21XHRkBTNs3G6z9557YdH/CoxSTO/YwfDMLEG6ss/EGgudDnZykkIKJqOQQXNhm73ZmRnMV/72\nlJ1vu2ba4taPLH3B90/xeJ7w7Ny5iy996a/5+tf/jW3btvPlL/81Dzywj+3bd6y4f7Va5Wd+5ud4\n73vfhdaaG264iWazwT333EVfX41nP/sn1vkdnB4vUi4RVpvxsxKLDbdKSYaGqjzIN3j423WSJIG+\n2rJzt1aochFCuIZveY7RGqnKFAoCoQRhUTB6aILJG25Ad78ojXGN05RCGsNaanXSKOLI9q1sO3iQ\nuNXupXuM0fDt+oIA6pLl0Gxg917GypOKTsK6fiw0m9B9n8a6eUMzM9hvfcNppDxDf/iDqIFB9g4N\nEa3Q0fd80I3UDGcZaiN0vvV4PBuClWevLd8myn+Hn/e8F/Hgg9/mt37rFoQQ/MiPPIvnP//F3HHH\nv6x6jVe84lWMjIzw8Y/fyjve8TZqtX6uvnqcl73sF8/fGzmPeJGygVhr99m10DXcBoGkWq328o1C\nuPb4AMH8PKPf+hbHb7pxma8EyqnLQB5FGG2wYsFca1mls4l1JluDQJelylkcU5QeFapV0krFPa9U\nUJ0UKwRZkmCTxPVOKdM9ssjg6nFMvDStZVstmJrsRVp6tNsLZczd4YZdUWfpeVWKMGR2yxYGDx8h\n6PpXALR03pzjjxMBYnp6qaH4PBlrtdFMRiEDxrCmhtmr9E9ZjE//eDynZnBwiGc841nrfs0z4b3v\n/cCybX/xF7cv2/aP//j13s9vetNbeNOb3rLk9V/+5V/t/XzLLb+17PgXvvClvPCFLz2jtV0svEjZ\nQKy1+6wQgjiOV514vCKVhM7wMEEU9b4YhTGEjQZCawiCZVEaay1ZoDixdy8iyyiisCdmrIUiijFC\nIlst+h5/nMaWLRRBQLtawQQBM3IEKySPCoGJYx6+6krk9q3oIKQ5PEy7WqUyP8/uE2U/EiGXDRik\nWkUky9NadmYaHt0Pk5PYMgVFs+Wathnd67silCJsumGIYJ1ISRImd++m7/gJgmYTTpxwx2sXuaEo\nsM0mxa1/jFgUTekaa89EqNj5eWfaXbxtatpV68xOLx2GODOD+Zf/jfrJ5y1J/3RTPvrTn1z9Qj79\n4/GcEimVb1F/CeJFyiVIHCdcfvnVZ3ZQpUpneJg4DBGlJ8V1obWuO/0KaSQhBKJSJd2yhc3f+AaN\nbVspyoiMlJJAF0glCQaHGJw4TOfa69BJjJ2bc63zoxgLxFlGkJWm2HaHIjKookBpU5Yqn0VPQaVg\n9x4YGe15c+zkJBw8AFHo/CpaEzca7LpvHwduePKK0SKscRU/3ShRFEEQIPZettSY3Gn3jLWsUaTY\n+Xn0h97vjluE1Dm7my3UvfdhDh3CHD2CSBJnjj12FPmDP7zm/im9a7Va2MMT2FZrbSkwj8fjuQTw\nIuUJgjPHirI1vivrFaZgrr+G1gVWySVCZXHjN9fwLXMVM93Xy+oeEAv9SMppzQiXRZU48SMLvSAQ\nLGUKxmKtwQSKLIoW0j9FwWInSColh6ox29sZ8UlCSoShi7R0Z/e0WisLkS5ltY/raruo1b8ozbzW\n9sSNqFZdb5fuoeCazZ0JnY4TKHG8ZAiiAtQI5J0O09YyODhEmCRgpqDRwHz+c4iXvXx5NOVUwwjb\nbezhCZfy8ng8nu8QvEi5xEjTlMOHD7Jjx27iOFnzcUEQkiQJg4PDzjwL2CCgMzTErm8/yMFrriHr\n66PVavTESc/OISVZ9fQN34BF3WSdL8RimRuo0Tc5RWPzZvTIMFYKdBCSbY6wgWJ/rZ9OpUL7ad9N\nZX6eqw4fJSr7o1gBmZRYwenH+xSFmw2ki4U2+0Xhnlu7sD3PMQimd2xl0/7HLvwvwaIhiIvRSjIZ\nbqYWVYiSSs9fY+dmvZnW4/F48LN7LjnOpMrnZLpNgbpze5QMEQjCdhuJRUrRHd1TPlwPlayvj8ee\n9lTSxZGF3qTkk9IPSkKcuC/mzVtgaASCkKFjxwilQAEBglgXBEIghasSUrpA9TrVrslOupwgcOma\nJHFRkErFpW6EJGq1EKIsdw5DTBgwvXN3L311obFp6sytix7hfIM9Dz5MON9wHpg0ZXJslCJLsY3G\nqU+4UvpHa8x992Kbyyu1PB6P51LER1IuERYqf87uC1wIiZRqSTbExDHF6Cj2RLfDq+39KfOM/mOP\n0962FR1G5WtLm8DlYciJvXuJT15T2RCOIABTgJQu/WNg2RAei4t4lKLIhCFpHCGAaE0FzEtJKxWO\nXHsN2/Y/6pq1UfZO+Y9vuLTLsmjQeZi+fBpslsHddy4z0EpjiDsdVwYtJQWCyT076ft2neC2WxGv\n/R8u6rPCnJ8V0z9GY/fdCz/4Q9486/F4viPwIuUSoVv50+mcnecgjmP6+weWljdXEvToKDZ027rV\nQkIIoixn9MABHt+0ibwS9BrAdYWMEAITRczv3k1oTvVFLxHKTVc2RtMeGEAWBQPHjjK7dRtFEjMz\nOOhSSlu3YFXAQ319qKIg6bTZcyYVTEWBLQqyMMSmqfNndNvqW+t+FmIhFWSt65cil66/CALmkpgh\nAcH50DBF4QSKUm6G0GKqi8y5xpb+GOlSPqWoOZNhh34Qocfj+U7Cp3ueYBSFpijy8lFgjHZVPsZi\njO0FQQRueKBk5enJK21bESVhYBBR60eMjWGjEGUNI4cOExiDUAFBkhAHisC6QpswLyt/4hhzJiIl\nCFxlTxC4VE+Z7iEIFiI7YejKktO07JsilpltiyBgshJTnMm110IYQBi5x6n8PRZIU+zkpKtYarXW\nkP6REFdcNOWuO2Fx/xiPx+O5RPGRlCcIQbDQKr9b3aN1QVEUzCUJ2miMKUqzrMVaEIuKWVdK93Qf\nhZS0hoYohOiVNS9Blm3wgxB07s4rFoSOlBJZGmGshUBrMJpCnsXHs6uyuu33VyBut9l1732uLBnK\nap9Ff15odAGHj0CRL9kcWdhx/DjzY6MEj+5HfPiD7o4//BDmnrsIfvftyN27VzylGBpGjF/jq3s8\nHs93FBtKpIyPj/8q8OvAVuAu4NX1ev3fT7H/a4H/DuwGTgCfBt5Ur9fPsFb00qIoCh577BH27r1i\nzRU+i1vld+l0OuwX+yiEolqtUK1UyLJjKKUIwwypJGGrzdi+fRy47lqKRbNyFgYTalpRTPumG932\ntFPO/xGrm3utXShF7pYFa+PsKUAhACHRSpFKSSEEqVwkmJREKkV0uhSItaRxxJFrnsS2e+8lzrKF\nqElRuPSKsZC3XZrFmnURKoWUzG7ZxODjxwkWTXmW1qKwTO/cQf/DjxCE0cI9mprCnjgOq4iUblda\nMz8PR4/4fikej+c7gg2T7hkfH38p8E7gt4CbcSLly+Pj42Or7P+zwNvL/a8BfhF4KfD767Lgi4ol\ny868wicMI5Kk0ntUKhWqg0Oo7W5YoVJBGd0ooxwIhDXEjQZBlq+Y7pFSEccJSeIecZwgpUL2+qgs\nQspSDHTLhwxYg2q1qD36KFmgSCsJUyMjTI2NMjMywv7BAeYCxUN9Fe7vr7rHyBAP7txOfjoTsRDY\nICTrr2GV6qV7ynkBLtUjhethUqm4qqS1lFmfI4VSTG7fTqG1myfUfbRarheLNjA/Dw/so3j4QSYr\nCcXcLPqdf4g5cGDlt1p2pUUp7LGjPqLi8Xi+I9gwIgV4HfDBer3+sXq9/gAuQtLCiY+VeDrwT/V6\n/ZP1ev1AvV7/O+ATwNPWZ7kXB6UCRkbGXDntORLHCXv2XE5wchnxCrg29St7UqSUpTBZECeL97VS\nktdqzqBbcT1DRBwhqn1QqaKGhhmamXb+VSlRUYSKQlQYEhUF/a0OcScjLB8qz8nCAL0WQbGKr0QY\n48qST46c5Llrq78eGLOQmpISpCBKM/bcfz9RXkAcU/RVmdy9y5VKz895r4nH43lCsSFEyvj4eAg8\nBfhKd1u9XrfA3+HEyEr8C/CU8fHxp5bnuBz4ceCvLuxqLy5hGDI6uumsS5FPhda6TOOU6RxcSkem\nGTu+9S3CxkL/jcWeFGNMacDVPU9Kd7u1lrxW4+h/+gGKWm3hS7k7p6fbqVYFi0qVDdJYJyRm5+h/\n5GHCuVmCTpug00YVBYQRRRjQUZKOFO4RKNJqhSIMSSsJnWqVtFqlCEPXer9YaOYWz82z9+v/Qdxo\nQqftIg+dDsxMw+wsdj3SPmHoBEivNFq4suR2G7nS9bXGTk9hjx93M4FORinE4CDdqam22cT8+9d9\n3xSPx3PJslE8KWO4buHHTtp+DBhf6YB6vf6JMhX0T+Pj46I8/gP1ev0PLuhKvwMRQhJFMe12C3Di\nIgtDjo5fjQ4CMIaw1cIu8oAs9qSkaacXObHWlJ4UypSUIQzjtSyi1z5eDI+CACUgGNtM3/ETFNff\ngB5yE0WlLqDV5JE8RycJoizrtaHCfPd3k1erPNzXhzQGbS3zo6PMbtrEDV/+G/q6VTLWQuEMukSl\nSNAaav2uGZzW2FYHq8vS61bLdbM9j+gwZHLXLvpmZgmyrByOaKBRCpQjR6Cvitk8xvSmMTYdOgyf\nuA0zOOju086dS4YRipER1I/9OMXdd7rj/dBBj8dzibNRRMpqrNoMfXx8/BnALbi00NeBK4H3jo+P\nH6nX67+31gtIKZDy9BZDVQ7BU2czDO88o5RESoFSkiA49Xq6683zjMce28+uXXuWmG2VkoRhwBVX\nXEGz2WRubpYwDJFS0q5UqGUZQRRS5DlRGJH3UjmCqNVgy4MP0XzKU7Dl0D1jTM+cG8cxxpgV0z9Z\nzbXZ7xbj9Kp9lEREoduAQQYRIo5QtT7or7lr5DlkKXkYEBUFqtvDJU2h0SBpt53osJbCWoQ1pLU+\niiRZSJcYC2gnVrLURXaMgcY8IsuIjxxGPH4cMleBI7IM0hRVpMhV7vnJnxEbCIwQWCnKtnQL927h\n0b0p3VlCZaTJAoFy3XGjmOmduxienCQa6EdUEuzMDLKaEAiDWLQeEwWYapUgChCBu3YQCEhbmPvu\nQ153HaKvdsp1Xypciuu+FNcMft3rzaW67gvBRhEpJwANbDlp+2aWR1e6/C7wsXq9/tHy+X3j4+M1\n4IPAmkXKyEjf6Xt9LGJgoHL6nS4wcSxIkpChoSrVRa3qT0WtFiOEYWCgsuSY7rnGxoaoViOCQBGG\nAVJK8lwSRiFKCLQQZXZmwRCrrKVvdhYtBTpylT9aa2TpFQnDoCdYur9sUgqK/hpHvv/7sNaldIJA\nIRd5XLoemaIwhFFQlk8HmCQszwV5ElEkCWGrSZg7IWGzFNNukTSadIaGnFnWWqQ2LiLUU0S4zrey\nDMBVKgilsFqjxsao6oJrajXk5s29+2RaLez8PENbRlDDp45KdD8jOqsyGwcQh+SBRAQKESjXf6Wn\nU8TCn+5dlD9bhBDEWcrO+x/gyJ7dIARRFCKiAGNylLAMDFaXrEfv3U7zqU+hb+92AJqViL5B9/fd\nvPdO+m66btX1b4TP9tlwKa77Ulwz+HWvN5fqus8nG0Kk1Ov1fHx8/BvAM4HPA5QpnGcC713lsCos\n65tuADE+Pi5KT8tpmZpqrjmSMjBQYW6ujdbr1E9jFdrtNp1OzsxMizQ99dvsrnt+fuVj0rSDtZK5\nuTatVruMhJiyMtiiC4NZMs8H3H/zRelbcQ3idOHuifOnuJ/zvFhU8uzusdYGKSXWdr0rhkIbzOK+\nK4Xu7Z9nBUWhSdMC3cnL8+bkVsDey1zvlaD8GE9NwsQESfM47Z07KeKYIk0xYeCiN5UKnWqVLEk4\ndvnlbL/vPvqmp0FKrJCAwUgJRpGrENTCXB8rc7CS2dkWIlrZ43HyZ8TOtkjnW9hWiu1kblpioV1V\nUn9Z/mytq+YxhiIImN26lcFjxwiyDDs/j0AQtVPsnt1Mj4wS3HWX64LbbiMOH8VMHEdGNezUFMWX\nv4h6ylMp2hnFrIsY5Sv8fPL6V/ps22Zj1cjLRmEj/U6ulUtxzeDXvd5cqus+U4ZP8x8+2CAipeRd\nwK2lWPk6rtqnCvwJwPj4+MeAQ/V6/ZZy/78EXjc+Pn4ncAdwFS66cvtaBQq4L2JzyrbuS9HaUBQX\n+0MjGRnZBMg1r0Vr9z5PXr9SEXv3XlXu03TfmaVIsdaSB4q5PXuI9z+yqNGbQHRn8FhQjSajd9/D\n5M03U1Qr5S+VG4TYFSwLDeR0mQJaEDzG7b6kdUr3/MbYnmDq/j11xQzKVQvZwEVYirDB7JYtRDOz\nTI2NkVWr2CInj2KKMGD/d91MlKboIKA5Mky71seTvvo1wkV//d2qbmMoU0Ll9lJQFIVFnOaed++x\nabQxjzzsmtnNzLj0jVKIMCRKIoTOnQ+mNPMWScLk3j30TU0RpKX/RUCUdti+736OXPskhg8fJchz\nsAbbaJAfmkAOjUCao09MYrXFDg5TWOexMcatuXsvT7X+xZ8NO9dE33EHatdeRLy2aN3FYmP8Tp4Z\nl+Kawa97vblU130+2TAipV6vf6o0wv4uLu1zJ/Bj9Xr9eLnLTqBYdMhbcZGTtwI7gOO4KMxvrtui\nLxLdOT7nG+d1UVjroildA+3x3bvYOnEIY82SSIooUxXCGMJGA1H6T7rpniiKS3EiCEtzazeSIoTo\nVQAhhStRPsceJRaLCQKwBlnkrgooy93cINVH2OkQtTsUYYjQhjxJ0EFAePpTnxUiSeCyy51IyVKI\nIwhD4jxn73376ChVzvMpe7csTjta48QLrgQvKu8vMzOuEilLQUr0J27D7tmLeOazsPfeAz/yY73B\ng/b48RVWtXZslvk5QB6P56KyYUQKQL1efx/wvlVe+88nPe8KlLeuw9K+I0nTDhMTB9ixYzdxnBCG\nEYODQ4RlZ9nZ2Rn6+mo0C42IYipJhTwIeiJjybDCRXQ9Ky6tI3vRidXIqlUOf//3kTWbnHbnUyEV\nCIGwFlloZFEgOx36js9xYu9eVF64KhprkVqv2kPlfCKiCBtGa76WUYrpHTvY9MgjBNosWMeFcObe\nIHDCpjtqIIqwM9OIdgvbaa95EOGayHM3B+jGm311kMfjuShsKJHiWV+sdSmZxZ1rpZQEpcej+7OI\nQhqX7cUmMcLatQ8XLK+hm00qjz9Oa+sWNGJJusetoYNL+yy00++dWyn0wIAzwZ6OKMRGETaKMP39\nmL4qqt2mdmKSyb170ZWEQgqKIKCIIxrJGK3BQZLGBe4jUhSu/0o3cqI1pCkiiojm5xFZ6qImSjmR\nsmsnw4cOEbQ7dG9U1Gqx55vf6gnIIgyZ3baVQSEIOh3s7IwTFYt7oiiFGB5ZuKbH4/FcYniR4llG\nUWiEcEJB6wItFTO796CUwnbaPVGzlrb8QggSY9l08BCPb9lCHqhl6R5XEt01zC7tbKsHBph71o+t\nad3aGNIopFCKdhCShRFRrQ8jJRaY2bwZZQ1GCNJqFSsEB26+if47/p3wQn6JBwEMDbsJzWHoBEmn\nQ9zpsPfue5wQOTndAz2BgjFIa4jnZt0EZaCoxExu20rfo/sJ2m2yZpNZrRl8zztJfu//Ru7e7fqm\nnKfUj8fj8VwMfBH2E4QgCBgb27xqigZAKTcp2U1H1lQqVbTWFEVOUWQURb6ow6yhiCJmrrgCE5+6\nWZsEwjxHLYrALG+rv7yd/pliu1U61iKMRmiN0IagkzL2yH7iZhOV5ai8QBiLsJasWkGHF8qVsoie\n98T5UtbE4hlHXbrzhoRyxuE4hiii6B9gctcOirSzcuv8xVGVs8R3sPV4POuNj6Q8QViL2Xa1SckP\nPng/09OTDAwMMj8/j1IuGkJfjWx0jGhubs3rsNaiGg02PfAAx6+5Bl2plBVAtheZ6aaDVunjtyoi\nirBJQj40hBgYQFYq0GggrWXo8GE6o6PouPSHSIGVEh1GpH1VkALVSQmBNI45OlBju7bE5+KRWQ1j\nXPdarRfm91i7XEAYQxGFzO7cyeCRI25icndA42rkGfqzn4YXvRQxNARJgujvXxJVOWt8B1uPx7PO\neJHiWUIYRsv+ox8EQc8o2+3QK8+iEqfbRj8X0BgYIBeuJHmpJ4XyufvuNsac0X/+81qNQ9/3dFel\nVBRopTBSgFV0qhXyvj4soKXEKEVzZISHbr4JVRRE7TZXPXYAiyBTEmv0meqktVEaXjHGCZNSpAhr\nCdtt8iTp7VcksStLnpwk0GWH3DwjyjP23HEHoSjb+SsFe3bB3Bz2X/+ZYmoSkSSIoWHUK1+FKDsC\nrxmlnMg5AwEKLtpi992HuPY6XxHk8XjOGZ/ueYJTFAWPPfZITxicDTqOmbvqKvRp0j4utaOItGH4\nyFEibcoUU0IcJ71JynGckCQJcRyflRhadEFsr1Gf624rtCFsdxh57IBL+xQFYauNyguyanV9Uj9Q\nDhRcStxqsevOu1wflEUYpZjeuZMiDIHSo6I1cauNLDvUFklCa3ioHFaoIAixxmCOHsFOnjjj5YmR\nEdRPvQAqZ9jxsoy2+GnNHo/nfOBFyhMeWw4CXDlkIIQgDCNAlI3YbPkwy7wpRRSVDddWDz8IIXoe\nFdl9fpInpfv8nAQKLExY7vpfwhARRQTA0LFjSGsRShIkMaqSQLXqvuAvMGkU8eiTn0wax71GbuT5\n8jSOMWBsr+KnCEO3retV0YUTA502utmkXetHGwNHD8O+e2HfPrh/H+a2j608Nfl0nAcfy9ngvS8e\nj6eLFylPYJQKGBkZQ4jVPwZxnLBnz2WEYYgxGmO0q/jRBUWRk6YdiiLvbdO6wNrujJ+1rSNoNNj6\nv/+JoNlcYsw1xlAURWncXfwoep1sT8f/z96bB8mWpnd5z3f2zKz11t33e3vJ7umemZ5FsyCDDBIg\nh0PIyMhIgQMrsJBlwJaQHAReCRvCRgQWq0RoJAEzDIwQEIDkcKAxgS3LAs1M9/Q23T05t+f2Xfru\nt5asyuUs3+I/vnOysqoyqzKrsurW7XueiIyqzDp5zneyqvK8+b6/9/caxyXLO3mK8KnwozOAEQLp\nuEjXRTmCxHWR/v5WQY0QpNUKxvPWjdzy7h6hNUGnY43bHCefL5RTzB7qD2YcB4SDrxTTi0u0jh5F\nBj74uajWdWx7cjx+pqzQsRRTlifFjkFIECCeesqWxEpKSp5oSk3KE4zv+ywsHGN1tbnDdgFHjx7n\n2LETXLv2bYIgwPM8pJQ0myvMzs71vFWklDx8+KCnYwFQQUDz6adtOWhAq69QCrfTQQqB1qqv9GRo\nNpe3BFE2eMmo1XbWWaS1Gu+/9BLnXn4ZJRwyR9hhhmnC9N07tBYWWDq2AAi06/Duc8/iK0XguNiZ\nl/tIEXQ4+QRmbMnn4tdetj/v68TSjsPy2TMcu/k+3oCAw8nblJunT7Nw+/b6P7ax06FNu4U4dmx/\nz2dUdhDgCt+HIwuPYGElJSWHjTKTUjIShXbEdV08z8PzfLzcfXb9fvGY2JBFUVHE6jNPowtB6AAc\nrfGV2qBJiaKII47Hudff4IgXMD9/hPn5I8zOzlGrTY1eDiqCAc9FeD7C8/Ck5OS3ruArhesHuIGP\n4/m4M7NkR4/aEQCdjhWCttsQd/f4Cm4ljSKufewlkkplcMdOXu6BPl1Kf2al6BLKUmi38xEAGmQG\n9+/D7Vtw9w58853dl3z2EdPplGWdkpKSbSmDlCcErTVJEo9cJkmSmKtXv0WSxAghCMNwTx4moyBg\niybFAyorKwSwKRAa/U/XOI4dNuh6CNcB10EIJ589lO8nn25otMLEMXplhaTZJG637E0p5PwR2CbQ\nGpdiMrNxnMG2+ZvLPbAhu7K+I/IXj/X99EpD9rz0wwe7KvlsPPaENSrdbimyLSkp2Zay3POEoJRi\ndbXJ3NyRkS7w/Zb5UVTh8uVnifNsQuEMW2hDpFyf+2gfM/kU48ECWhWGLF++vGM30E4MOnYxIbn/\nllSrXP/Ud9juof5zBIzn0Z2Zye8bmkeO4DWbzDxc4sYnP4Gem+ttH1SqPB+F+zaQcIveBBDatiVL\nb8i/ah50BqurnH3tNW698IKd/XPjJl6aWXFtaw3evYL6J7+C+0N/bNcak4l4rUwI026jGm+jv/NT\n2O7jge0AACAASURBVOispKTkg0iZSXlCKMzc/D202PY70iZJQpomKCWJ4y7N5grdbpc0TXriWmM0\nruttSRKoMGTlqb0FKVpr2u01ms0VlpeXWF5eYm1tFZEk1K5fR3c6vaClCJYGdTAZDMJ1cTwP4bg4\nfoDr+8ylCdHsDOHsLOHsLG5titToDUZ3I5PEkElI86nMmeplOOzJmJ79/aaTJGy1bFtyEYwp+1UG\nAYsXLiBzcamjDUE3xrguy+fOIaMoz8LktzTFLC7u/wyfMbMtxaTlsUs+QYDz1NOIPQa6JSUlh5sy\nk/KE47o72+UXbHakjeOYmzff4/jxU9y/f4dz5y4B0Gi81RPXKqVYXJz83BjHcajVpomiqCfajeOY\n9O4dFq7fQB49Rpq72Zq8nacoVxnHIatW8Lo2M7TZol8UpSbXR3jrQZ1ScvMytieKkPNHyB4+AM8F\nV4CABI0SgjQMkZ5PEkWgFOn0NA8uX+LsG28Sdjq5l4r1d/G7XbJKpVfukUGwbvKWpr1DaschmZ7K\nPVUKjA1ONvmvbIdZWkJ/+V/h/IHvHSvzMna2ZZeTloXvIxYWrMiWtDSRKyn5gFIGKU84o9jlb9x+\noyOt5/mEYYTn+US5XqNfXLuf9It27Vokgo0eLL3ApC+LktVq3Pr4xzn71a/u6/pkFHLlu34P6coy\n+sJZ8AOE5yFWV6m8+y7vf/QjrJ06RffIPK6UKGOIp6c40fiWDVJyCpO3G5/8xPCDKUWw1uLkO9/k\nW7/3u1AYK6rVGpIUtMG88xamNWKXj1KY5aXHZ3py2bZcUvKBpCz3PMGMIqZNkqQnoN3MdoJaKVWf\np4np3TbrRcCWf5pPP42awAXGAJnvo2HLcTYcG1DDdB4TQilFajROpUpgIFASXyqiLGPu7l3Cbowr\nJX6SEMQxbmZt/HtovbUENCSbIwOf5XPncKQN1GyNrV9ECySJvY2I6XZR//KfY5aWxjntnemVhAa/\n/ezGzE34PuJIkVnZ+/5KSkoOB2WQ8gSTpglXr14hTYdfuPoFtJsJw4jLl58l7NMFDNOtFKZv/WZt\nxhgcx8FUKqw+8/RkhLSey8qpU6SOg5QSJ02ZvXULJ003HDsNfBYvXUTv1dV2BLwgwAkCUBrSpOcu\nK2SG327jZNJmOjAo3+fap76D9uycvYjn6+uZvA0x3pOBnfGjgm2yV3l2xDx4MFo7stbQXJl4NqVn\nEjc3P3iDSVvrl1mWkpLHlrLc8wQzjh5lVAbpVt5++w3iuMv09AwrK8vrU5RZL8kMG+yro4juhz60\nrcdKgeM4eFIxd+cOyenT4HmILGXh+g26szNkYYSTt/SaIGTlzBmEEOz3pUt7LisXLqCk1YT4S8uE\nV6/SOnaU2uIiq+fOkVUqSK1JqxUePP002vN5/jd/Ez9vGw47HS6+/Apbpj/2sAJhL46Zff82fruN\n9Fyap/IJymkKy8uoL30RPTu7+8GDk2TEIYZ71ZuU5nAlJY8vZSblCWa7jp/1AGZ8TwzfD4iiSn6L\ncF2npx/pn6JczOvZDlOpEH/oBcyIg+62aFIMeGmKMGaDQLZfr7IFx0FNz2Am5AdijEFhEH6AG4a4\nQYDA4GWS6cVFXCVxtcJVyq7TaLJKZMtR/dGbMSC3F+862uBlKY7SPXGtDAL7XMHGwYO3bj1Sg7eR\nhxiWQwtLSp5YyiClZCD9AcwkJiUXniaDBhTa2/aDCfeCm6acfe11ghE1CdnUFCu///ejc/+USWGD\nM5tFEsYGFMIYHKXtTWsbpGwor2ya3TNERyN9n87c7HA/FWNAKrj6bm/woPrlX0B97u+MHKiYpSXU\nr/yjyWtUSkpKSoZQlntKRmDnScnDBLSu6xIEIa3WGlmWorXCGKtHcV2395yiVdh1i+zK7gIWGQQ8\nfPopsiCw6xVWSCukhPy4UAwS3p+gaEeEwDgOOjeE1flNyIygZQMp5XkklQppGHLvmac5/Y23qPUF\nExsGEWLnI3Xn5tBDNCkyCGheusSs7+Nl0sY+YYhZWcY8fIAKBabZwcj89VlchG7XFpEWF3uPmVvv\nY5rNyQ0d3KWLbWnmVlLyZFAGKU84WmuyLMX3g7Gs5vspBLSD8P2Ap5+uc+2ax/Hjp7h27ds4jkO7\n3dp2MOFuAgitNdL3WDp71u5DSoTns3LurD2G5w/sZDLG7Fh2miTK8+guHKE7P0d27z7d2TnSqRpe\nc4W5W7dYvHgRGUW8+3t+NxhDe36e7uwsz//fv4mvbZZlwyDCPrw45sLXXsaPY9Jqtfe4DEMWz5+j\ntryCRwJaQRhh2i2yf/B5mkaRJhJdBHEyg/sPoLmMXG0ioggTx3D9GqbTQfzkTw/Us4zrr7JrF9tO\nB/W1r2JeegGCqfGfX1JS8lhQlnuecEbp8Nkrvh/0/FQKD5VRBhOOi9W4OPkx7D49mTF3833mbt7E\nkxmO4xDGMWdfe40g1zgcZIACIKdq3Pj0p8kqVQTG3vKyT3WlidAaoRR+HOPHMQbDypnTdGe2F7ka\nIVg9eRJXSpwRZzShFKbZBMfBBAHGtzcqNTh+ArzA6lh8+xVjMA/uYxYfDt/fI/BXKduMS0o+mJSZ\nlJJtcV2PI0eOsrw8OR2ClGqHmT8aY3SvE2cctohiByRkbKmki+jzT+n/eiD0DwDs+aEY0IpwrYXy\n/aImBYDyA7IoGjwtGXqBzeqpU5y48u4GF1pg6PMATJaRvfMOOt70HK3tUMIrDdsKLSUsLUGrhf7i\nFxA/8VP70x20mxJQLq51L14ay7l2UpSOtyUl+0OZSXnC2akN2fd9FhaODezy6Z+UvB2FZsXzPMIw\nRGuJUpI0TUiShG63y9paE6Vk72aMGXva8WaMMaRRyJ0XX2D5wvleuSfzPFZOnepZxysl8yBJHVig\nYgAZRbY1ulIhiyJUGOFIxdytW6jAZ+nCeZYunCeemSGZqnHzEx+zgcoAgm6X2bv3cPus74NOhwtf\ne9lmjLbLFmmF6cZWlBuFEIXIqRqL588ijx+DasU+HgY2cHAEprmy66nKOwlwez4qE9K9HEiWpexA\nKinZF8pMyhPOuLb4/Wxn9NZPv2bluedepN1uc/Pme5w7d4koiojjmPfeu4LnBVQqlZ4upVoNybKi\n82d8hBAYz0dWq8xcuUL75ElMJcKXkvnrN5i+e5fbH/kwzM0jhEBrvWs9zG5Ia1VufubTdq35kEFX\nSqYWF3moLuOCNX3TGiMEzeMn6E5N4TebQ/epHYfls2c5dvUqXpqu2+uPck6e1/NhkWHI4okT1OIU\nr9+l1nV784N2zbgloV2Ka3scRJZlbg73j/4wTK93hJXZlZKSvVNmUkoGMopl/m6wHirrs34KLxXP\n83DddZ2K7/u78mjZjPVKMblXSn4fCJKEyuqqbfvdyTdlnxFCIJyNxy80Kl6cEq6tIZRGuw5mh04W\n7bosnzvbm468kfGCL6M1qQAtM8hS65SrFCiJSRLb7fPgwegOtpv3v7IyUkvzpDMrW9YxgUzLQFv+\nMrtSUrJnykxKyUDSNOG9997l0qWn98WZdhhS2k/XQghcF7Is25LZKLYZeZ9BwIPLl3ptyQbs9xhM\nX+aksM33WmvMvf4mne/89ybulTIUIax5XK5VMY6L9l0cJQk6HZKpKbTnkc7PE6+t4iYJfl+Go5iU\nPMwnJeh0uPD6m/gnT462HiVRccz7R+a5fP06UadjszFpBnEXrnwL9cu/AHn5qXCwHYvDMsRwvzIt\nA7IrJSUl41EGKSU7speS0CAG+aoI4RAEYU+TYkWzijhOieOYIAg36FOCICTr019shwwCVs6fBwQi\n16QsnzsLGKtLURKwwUqaJkijobW2yVRtfzHGoB1BWqkSdLsozyetRARaM7u4SPPUKXQQ8N5LHyF4\n+hJBq80z/+9v4ecC2WJS8tXPfmbg/h2tCbvd0co+sC7mLQzkiuDHcW1GxfetC7DnQxJj7t7BuXXL\nbtPp9LxVekTRZEW2rmszK/s8JHIvjGLHX5aESkq25/D+h5c8UsbJniRJwu3bNzlz5jxhuPOMnUG+\nKq7rcuFCHd8P8vsOc3NV7t5d5Nq1qz39SkGWpTQab490LoXORAhrye9LyfzN9zEY1k6exExN9zQp\nQRDiJTHuIzB6S2o13n/po5x/+WUMGrRCaEV1cYnwZIt0agon74hqz8xw/ZOf4Nxrr6/rTrCalGRq\nqicK3sBuzkkI29njumghyCo+/lrLBpHvXrEdP5mELEX98i9gPBdWmujP/xLCW1/DsFlBxaRl9wf+\nyFjlHHHkCN4P/zHc+RosH3zb8aSCC/PwIerX/jnu8RNlkFJSMoBSk1IykO3m+mxmVAHtzsdcn/lT\nqVSoVqtEUWWTfsXeimBmHArdiQ4C2idPrM/K6dOkOI6Ds88Opl6rxbnf+cpgm34nDwocFxVFqCDE\nkZL527fAsT4oK6dPs3r2LPeeeYasT3sitMbNMuKZGdQeJ/4GacrZd76J29cmnkYR1194gTSKQBvb\n3eO6EIZ2wvDMLGLhGOKppxELx2B2zt5yZ9uB3UCTmrS8V3HtuExKbxL4dt3bTa8uKXmCKTMpJdsy\nCUfaw4YKQ1bOn2fq7l1r+75Jk6IxpJ5HppQVjUKvRXkSCKUI2u2epX0/xnFIq1VM32vtKkVlecV2\n/yiJk+t0onZ7QzgVdjqcfuvtnsPuFtIkL+Hs/Ht0jCGI456XzFB8D4ywWZ9qFfpcbgt0mkIcb7DX\np9OxepRN1vu7LQvt2rn2ESM8HyqVDVmnkpKSdcogpWRb+gW0UbRxWu1eJiX3s93sn53oF9FKaf1V\nirk8NvgYPrhQOw7K9zGbNSnA/YUjpN022tj9a61RSqHU9lOI90paq3H9U98BxuD0mbkJpYlWV3Hz\ns9Gux9rRBbozMwSdDtrzuPPCh5i6/6C3LxkENE+dYvbOHWvuFoQ2S3OAlSyTJPDmG7C22hPaGpnB\nShPevwHXr9u15tb7Ym4e5wd/CPNv/7+RrfV35KCzLGNgOh3M7Vt21MCjXkxJySHkg/HRuOSRMGpJ\naCfTt0KjMoqepcB1XcLQCm2TxJrCZVmKMdbJVinVG1o4KBkgg4Dl8+cxQuC6Xt4CbYchRsDxxSXm\nKzXm548wP3+E2dk5pqenx+5w0lrlWZhi2rNCGYMMfNw45vTXv47Xbm8sleU6EO26aM/FCAcvTTly\n4wZZGNpZP7Uq8cwMVz/7Ga581+8hC8PerB43yxBaI4OAxYsX1tuRjbGi16KVeB+QAh4GHrK44kqZ\nl4UcTKWybrl/6jRE1by05Vjrfa3Rd+/YIYb37k5sjfvdwgx7aGMuyz0lJdtSZlJK9p1JaVb68f2A\n5557EdV3IWs2V2g2V9BaU6nYC3an00YIgZTZBtNVFYYsXboIgDdAkxJISeq6qL40vBrzoqmUZG1t\nDSEEaZrms4kcW0I5dYosDOnMziEdZ+hrYxyHrFIhWl2ltrTMkrbmbkLY2b+ulBt0KX4cM3frNkG3\nu3VnaQpFWUVJjJx8VkgKwWLgMyUV3ubAqxDaFmgN7bYNYvQ7NsOTpagvfRFWlnH+0B9GHDs29tDC\nsZlEpmWXbcxluaekZHvKIKVkR4ogY3Mb8KPG9wP6kzhxHOc2I6I392fdpG30ZLoOAjrPP48eYkE/\nKq7rMT09jRAOSklc17VBUBwzf+cOabXC3J07dE4cR4fhlkBFCEE2NcWtj32Ui//2d3DyQYTCaLxU\nEXS7uHGM8Tw762cbZBDQvHyZWd/Hy7txhOdtW/kJ4pgLb72Fn00gmCmEtmFodSwFvgeL0lrumzzy\nCgK7beEDs89+KvulZynbi0tK9s7hueKUHEpc12N2do6bN6/t66TkYTjO+HoVK4C1t35tSlH6sbHA\n8MuziiK6z3/I+oDsef3rU5/tzcUVAi/NcLS2TrhsP4nZ5GkTIwQmDDGuiyMlYWsNHIHyfdpH5lk6\nf57uENGpDAIWz51dN3szBtPt2tLPsLVrTdiNrTZmEmgFGLQQJEGAHnbO2jx6g7dJMEoHUGH4Njc3\ndJNywnPJk0wZpJRsy3YDBgvGdaQddTAhjKdXcV0HIVyMMT1TuGLacn/AUohrD9IGv9c51KdJ0Y6D\nDIJeh5Hf6XDm1dfw+y5qxpheyccIgcIggwDtulSaq7SOHqV56iTXP/4J1o4f49aLL+B144GdQygF\ny0uwtAgrK/Det+HGdcxBBARaw/Iy3LlDurjI9aMLpIuLcPcudLv269078OABNN6GxUVMZ/hF2Swt\nkX3pH6I2m8YdFBMS4w6009/MkGCnDF5KngTKIKVkz4zjqQL7o1Gx6wiYmZmlWq1x9Ohxjh49ThhG\n+TwgjyAINtw8z2ecMtBu0VrnE59j4jim4zrcfv554qkpVk6dIvM8G8S4Lt35OXR+4Sten7RW4/2P\nvZR7nwg7dBBDdXkZN5M4UhF0WrhpinFdTr/11gaDtx6uC/NHrAvq3BxcegrOXwCtrT4lK2b0pEhj\nWDx1Cuk4+bweZa3133jTTlUeF6PtfhzHusQWX32rycD38+GFrnW1VWq93DMIpezMn33Q1YzCpMS4\nIwUaw7It5WygkieAMkgp+UDhOFb8WgQmVqzKBsO2gx4o6DjW8j8MI6IoIqhNkS4s4BrD3J07+FLa\nWUVZxuztO7h5CWbQ+oQj7EW88DrJZ/04WuNISXvhCK2jR4mnpkmmplCeB4jedr3AwPMQlYoNFm7d\nwjSbVlT74AE8eIBcW2Px5AmkUvYi2OngtFqES0s4cddmRnZD4WBb3Ip5Rf0YA0Zjmit2eGHhq7K4\nOHSQoVlaGmlY4aFjhEBjpGxLSckHlFI4W7JrPohGb/tFr3PIcXv3e9OZ++6HrRbnXn2Nmx//GNnU\nVO/5hcmbFgLjCIywj8VTNdKpGq1jx3AySTwzzdXPfIYg7qJcl6xWRXke7jB/F9eFM2ds0BH0iVqL\nrEYQbAxIdN7GPAGzlUKb4i8uWrt/g8245G3S+tf+Bea3fwsTx3D9GvruHZyTpwYPMjwswwofU0qR\nb8lhpbyylOyaNE24evXKjoLanTQr42hUdsZmSJSSfVoUNulR+gW1jw4ZBCxdurjRwt4Ygk5ni6ak\nMHlLa1NWSJsjtEZog9fpUmk2cTOJH3cJOh2CJCFaXcsDlG2yRo4DrRasrlqtysqKva+UbVtOko23\nLIO1tYHZlEAbLnZiAr3za5tFIddf+BBpGOYZlrwLq8iwRLmviufb7FHPR+WWza7kwxV34kCyLLvU\nqPSbuY3NCKLbkSlLRyWHlDKTUrIj4wpjN7PTFOVJaVRc16VareK6LlJad1hjFEopjLEX1P6Mjx06\nuKdD7hpjDCoIWLx4sTcA0QjRM14z+WNbKMo2+XkUzdV+luHKDGE0nSPzhN0urpQoP8hdZoe/tsJ1\nEXNzmDDamEnxPIiijeUYlWc6pqd7a+jHAcIRApTe6yAEaaVCkCQ4StuJ1LEt9/Dut+zxtbYtye++\nC0raQYaAuH8PvfbHYGFq+4McQJZl123M3S7m9i0rHh73mCNMWR6ZIuCZnpnM/kpKJkQZpJTsyE5B\nxmFhs8FbHMe8/fYbtFprJElMpVLF89b/5LXWdLvtLdoPoRRus2mH43mT/xcpOn36ZwYBKN9n+dw5\nRP49gJOmTD94QOvYsQ0Zl175x3Xt6BzHsZb5eaAjAysKVp6HDHz8bkzQ7Q6dxSNc12pVCt2DI9Cu\ny/Lp0xy7cwev16oscgHsZCzmlefx/odf5PLLrxC1WjaYEvlxggCi0G5YrUAq7fyhmVmIu/YCP2ho\n4Zjsm1ncIbbj38xEA56SkglSlntKPlD0T1KOogjXtf4khcHbul+Jkxu+bU2lOFlGcPsWYhsPkb1Q\n6FP6XW4L4ez8zZvM3bzZE896acqR6zdw806X/o6fa5/+FN25OaTvk0URtfsPcJOEpFZj6dx5ls6f\no3nqBO99+lM4SnPxjTcJRyyRgA18lk8c39Dhg1I2s6Gk7azZD5v9Ilvk++AH9rY5a6MNRkrU4iLm\nwf2RxLVD2adMyygdQKbbhbVV+/WQULY2lxwmykxKyZ7RWpMk8cgC2nHKR0kSc/36Nc6cOT/WbJ91\nii6ewuBtXUex0extHRVFdM9fzFuU94dBnTvS91k5c5rZu/cGPWHrY7112+6e2bt3Wbp4ARVVcKUE\nIfKMSw1VifDHKMP0Woa1tqWIQqvQb7TmODajgejZ7I9SPbNOtm+jRhVbKwm371gNilKYV1+xZad2\ni/YXvoAMKqhud4u4djfTlA+cuGv1PfHhCVJ2a/FfUrIf7DlIqdfrHvAs9iNpo9FoPBrjgpJHRpqm\n3Lnz/sBJyYMYp3yk9e71KoVGRSlJp9NGKYkQuR5EqZ4WRGvdl9HYVr4xEYRS+K0WMvAxfXN7TBiy\nfOECOgh65R7l+6yeOE5tcQkVBKggHLhP4wi066FdFxkGeEmCYwwGUJ6LDEKr6xh1jQj8LCOrVKyP\niTFI36e5sMDsrdt4US52jSJA2GxKmm759G06HZtx6QsOHWMI45h4iKOvdhyyMMQXwqZ6tQaZ5cJa\n11rrSwWmiqjWMI4HmdwgrnVu3YIFW74wrdbI5z0qEysRuXa4Iu7wgO3AO2/G1KeUnUEl+8megpR6\nvf4J4J8B5/OHbtbr9T/SaDS+tueVlZTskUKjsrS0SLvdZm5uniiKkFLSbK5Qq02xsrLcm6kjemLV\nXXqAjIjXanH+K1/l2ic+Rjo9vS6cNabnldI6ehQVhrYEdOMmAO0j8+gwWg/YhMDkeod4bo7W0QXC\ntTVax4+TRSHa99Guy5rr8d6nPslzX/kqo+aGwjTl3Dcb3PjIh3vdNjIMWTx7ltrDRTzhQLuVd9gI\nkBJzpQGbvTzSDNZWbTZkxOgvrVS48dJHOb/cZEPuTDjgGLue5QeQJGRvvokWzkBxLcXspSBEzExY\nEDqhEpGYmYPjx+3XYRxwZmNsfUrf+gyUAUvJRNlrJuXn89vPAVPAzwKfAz62x/2WPAasl20OrzDQ\n9wPCMBqqP+mnyKrsN3YC8yVUEGwxlZO+z/K5s8hBxl2bO356aR/71VWK2tIyq2cTjDYY3+9NTE6n\np1B+MHKQsiOOYwWs1YodDJgmiGfqNuvSh+l0bEuzTG1ZYxJobbMzQiCiKDe2M+vi2rhjW5f9AJIY\nHty3axlkob/HIZIlbMy8rKyUpaKSiTJSkFKv138W+AuNRmPzu8zTwN9qNBpdoF2v1z8P/JPdLqZe\nr/9p4L8BTgKvA//VdlmZer0+C/yvwB8G5oHrwE82Go1/tds1lIxOUbaJd6in72T6ttcW551wXQfX\n9dBakiTkHioZ7fYaSkns8EGnb3sPIfZPU66jiNXLl9BpQtBqIXOTNgAdhqycO9fbtuj4cbSyJZ8w\nHDjxuJjv0++xZgDteegss9mGSVN0BBkBWiGqVWStyorvMZdJvHwtpgimtM5Ftzb7EHQ6nH37He5c\nOL8++XGcWpvjWDdWx10P3qSGZhO++bbtzMokJDGm3UZ+/pcQm3RGYm4e5wd+cBKvxu5wHURU2bbc\nM4zDUmbpz7w8Wuehkg8io14VjgCNer3+3zcajb/X9/hvA/+gXq//XaAK/Hngt3azkHq9/keB/x34\nMeCrwJ8FfqNerz/baDQeDtjeB/41cBf4AeA2cAFY2c3xS/aPNE147713h2pWJtninCQxt27d2CC0\nDYKQM2fOcfz4KcIwJI5j3nvvClJKgiCiUqlsaE0WwjmQ7JAjJVMPHrB65gy639Ctj6Ljx80ylO/T\nOXp0Y5CSBzfx9DQ3X3qJM6++SrS6Sndqyg4vdF3SKKI1P4+sRDYDovYvWySFYDHwmZIKz9gOHFab\nttyTZTYIyTuXHCBQCnH2jNWcFHN4NgUqWgiySgU/zXB2Kq9obfUqrmvblx3XTgW4eAkqFUyarh8n\niTF37yDu3ul1Bm0gikYW3+5WoyLm5hEvfhgxNz/yc3pMsAx0WAKekpLNjBSkNBqNH6nX658C/ma9\nXv8vgT/TaDS+CvxJ4G8B/yDf9N8A//Uu1/JngV9oNBpfAKjX6z8O/IfAnwD+yoDt/3NgDvhMo9Eo\n3rlu7PLYJR8QBhnDhWHEM888v2G7IijRWuVzfg5+LkpR9hFD1LpCCJTvs3biOAvXruMYs9HnpL/j\nRwgQ4KUZ1aVlsr6gRwiBDgPUqVPQ7owcpAitCbrxUG+VkfbheZiZWUhjm0EJww26lcAYLrz2On4m\nbeZDqS2dTGkQcOPDL3L+rXeIRm2L9Txb7unL8hjXhTdeWxcQZxKyFPWrX4I4Rm/KtIi5+dG7hB53\nW/5JBTylKVzJhBk5v54HJZ+p1+t/AvgX9Xr9y8CfazQa/8leF5FnRT6BLd0UxzP1ev1fA58d8rTv\nA/4d8PP1ev37gQfAPwJ+ptFo7L+woOQDg5Q7X1hG2WbSGGNQYcjy+fNM38t1FfkF3O90OPHON7n/\nXJ20VrNqG8dBhqHNHGBvxu4IA9w+fYroylVCOZr/SxjHXHzrrb2bkRVzgAa0UTta24nN/WXA/Wqv\nktIGKK5rnXWLLMuRhS1aGuIuZmXZbr/LVuaRsiuPkeHbKAwS3ZZZmpK9MLYIoNFo/N16vf5PgP8Z\neKter/9l4G/ssfX4KOACmw0i7gH1Ic+5DPw+4IvAfwA8gxXxusBf2sNaSsZkXE3JOIMJPW//9CpC\nCIIgRCmZa1PW15emCUEQblhfGIb7WwZSClcpO7m477j9TrQyt63XrkvnyJFea68RgqRW495zzzJ3\n5y4GcJKUME3IPB/juSSeh8ms1whRtC9uukPRuZ2+1kigeeIEs/fu4SVJTwRrT8SAVusalv0YXOlv\nzbJQrW7YxICdUwTWHG5T+3a/edyW+0WZaITsyq7t9B8nSt+Vkj0w8rtUvV5/FhsUhMBXG43GT9Xr\n9c8Bfx34k/V6/ScajcZvTHh9vQ+DA3CwQcyPNRoNA7xar9fPYIW3Iwcp1oV0ZwsqNxe2ubsQS/+3\ntQAAIABJREFUuD1KDmLdnhdSqZzadg2OI3BdB89z6HYTrl17l8uXnyEIBntlFOuNopBTp4bve6dj\nJUnMzZvXOXfuQk+j4vsuURSSphmXLz+F523Ug8Rxl+vX3+PChUsbNDSe5+L7g7Uj/Wvu/+o4otfB\n038bRNjpcOb1N3j/pY+S9k9ABoRWzN69x9qpU6ggwM0y5m7don00/9Sau7QKBDN379I8eQJHKyrN\nVdTCEbIwZPX0abS2Ohc83xqw9Q8rFPSCBdPLxax3RQlDbq2v+x4WvfjCceidr+NYjxPjCJTIf5iX\nYOTUNIuXLlJrd/AQVkPi5CUvKfNuHRCuk79Wmzqz8jEAWRTiiuL4+brF+jYiL4EVazNGoCjWvPFn\nbHoPMI59Pd24jfzi38csL2/8ucxsJ8sXfhnh+Zg4xlx7D33vLs6pU3g//qfAsxOrPU8gvK1/G6Ni\nQh+OLuCFfm8/AGbA/ndL/75IOui33sJ54QVEbWrX696PdY7LTus27daWcz0MPK7Xm/1g1O6e/wz4\nJeAK0AH+ar1e//lGo/ETwPfW6/X/CPi5er3+Nra75uqY63gIKGCzevI4W7MrBXeANA9QCt4BTtbr\ndW/UzM6RI7WhF41BzMzsbFZ2GHmU6w5DQRT5zM1VqVarW+5vx7jr3rzvTkcghGZmptJ3rBozMxXe\nfvttjh6d27KGTqfD0tI9Tp5c2HF92605DAVB4PUGGRZzAY0ZbCArg4CVs2e2tB/rPMCYebi44XnG\ncXpBRtBuc+qtt1k9foyppSU2t1t7SYLXauNoSYAGmU+uPn4U/fABEvBcF+HlvitehZsfeZFT164T\n5ULXSppw+Z13MGmCiCKE4+Dk2xvPIQx9iAI8zyWKAirGoFVK7DoozLpgNUtsdiFL7CwerWx0kZd5\ngnabCy+/QnThAv7UFDIPKIQjEI7AdV3a1QrXX3yBp5qrVPrKQ9pzkY49F8dzMdpdXxuQeA7Cs+fZ\n/zOnsjH41CpFhx5TgUOrs4aYnUJsLgmdPb2+faeDfHgfb7oKnTVmQwFhlXYloDZbxZ3fmEEo/kbU\n4iLdX/91Kt/3fbgLQ7xJ5mvwp35sy8MqHb7/cenfF0D7G69Re+mFoeseBzN1Fv3jP4ozO2vLQY+A\nYetWaWvouR4GHtfrzSQZNZPyvwD/Q6PR+BmAer3+3cCX6/X6X2o0Gg8ajca/qNfr/yfw57CdOUfH\nWUSj0cjq9forwHcDv5YfQ+T3/+aQp/028MObHqsDd8YpPS0ttUfOpMzMVFhd7aL2sTti0hyGdXe7\nXeI4Y2WlQ5KYLfcHsdt1j3qs7dYwyvpGWXOWpQjh0um0ybIMpTSOY6cySynRWvfKScYYdBiydO4c\nbmFHv6nks3L6FFleolG+T/P0qfVOH60JOh1kGLFy5gzZVK0npsVxcLUhSFOS7/mDdM+ew3MdfM/H\ntNrIn7P/YlIpm9UAUiFIogoa6/rbQxvQYPJ2YiWVDYekJkkyYj9FCoc4Tu18nTjLf3/5LJ4ghKhi\nMzlRBTK1MZOiFI4QhHEMWpNJRSYEGKz3izZIpTB9a5JK9WQsRirQ9jEh833nazMGlLTdP8LZ+DPc\njTONTJxBIllb65AlEioewh2eRTNOhnZclPAQSUqzaccIZN0U2ewggvbAvxGzuEr2/l3SxVWEM55n\ni2l2tux/t/Tva5R1b3juKNkItwKtFBh9dtQk2Ol9ZJKv4SQ5DO/bB8H8CIHhqEFKCLzbd//b2Le/\nnkd3o9FIgb9Ur9f/HrvjZ4HP58FK0YJcBf4+QL1e/wLwfqPR+O/y7f8O8Gfq9frfAP421pr/v8WW\nn0bGznMZ/UKklEbKx++P5lGuWymN1qa3hs33t9OojLvunY5VoLXB9wO0Nlv2P+w546xBSo0QHs8+\n+wLtdptG4y2CIMDzPOI4Jo5jHMfJPVmsSVuaJgTblHy061JkSDY70w4Ms42hsrJCa2EBLUBpxXsP\n7+NgCMOQ5557EU/aC79QEpNm62a7rpsHDXqjpkKr9QVZVS4mr7FoDUYZfKUwyqCN3XevYCuEDUYc\nBxw7rXnx3Blmv30VT279XGHSDLwkX4te91kp9lcEJsamYTPfxye30jf5MMZ8G63p6/gyW37GpvcA\nu25jHf2NAW0Q+Tam0NH0b9/pQJJi2h2QGdk965qgW22ylTWc+Y2f24q/ESNN/jdoEGP+rRnjYGbn\nkcYZ+7lb9tW3DmDomgb9T5jVNuorX8E9dxERjp95PAiG/S/v5fU/CB7X680kGTVI+TngF+v1+r8P\ndIH/GPg/Go3G+5s3bDQat3azkEaj8av1ev0oNmtzAngN+IONRuNBvslZQPZt/369Xv8DwF/DGr/d\nyr8f1K5c8ggJgpDLl58ZqufYyUdlHEYV8YZhxOXLz+7pWKNgpzIrXNfttTp7nswDEzZpVESv5KN8\nv8+mf93kTQgHjEYYg5emvfZgv9Nh9tZtHl68QFqtYhwHoTXVlWafsEvY34HrkSQJSim8KELMzmKU\nIne6s0tx3fVJx5sDCG9wpw5AaAyXOslIr43yPRZPn6Z27RpeN+84yrMpGAMry9Z6PwzhyLx1j03i\nDXOACtIg4MaFc5x/51vsp4esSRLM11/eOgepsOVfXe3Z8huA69cwnQ7iJ396YCuzWVnBfONNzPf8\nQcSxY2OtZaKi2/4uo8e1jXo3zM3hfN/3o799BadaLbuPDiGj+qT8xXq9/hXge7DZk78AfGnSi2k0\nGoXN/qCf/b4Bj30F+F2TXkfJZHEcZ5cTjMdnkDGclJLr169y8eJTB7aOQRRtzFLKPPhYn8Bc3Fdh\nyNLFi0AuF1UKL47JogjcdWdVI2xAY/qErtpzyaIK1z/1HQCEQ23oDUpJ4jjGrdUI//iPQLdFJlx0\nkL8+rRYYCXMDZsoUnToTQDsOy+fOcezGDbwk7zwqsjhz81CtEEjJhbffwTdAGO1Px8+obG5jLlDK\n3s8kGG1t+XMHXfPgPiYfeGg8gXYXsE2I9nkm7j7ywKA/4DEPHuyw9XAet3Zj4fsQRuhXvw5PPVN2\nHx1CxvFJ+TLw5X1cS0nJPmFLKbuZpDwJXNclDMM8eyHJshQbKGiMkX26lK3P9Tsdph4uWv2J61Lk\nRLIo4s6HnrfBC5BVq9yrP0taG5JuN4bK0hLNlWUyrdBa0Wi8RbVa5YULlwnPnCG7c98KWQFUhvQ9\nbp4/y/n3bxNuDkrCMB8uuDe067J89izzd+/hpYMDH8cYwm631/VjnWv1/vmpjELRxgw243T3nnXN\n1Xkm6Jtv22Cq1Yb2ld7AQy0Eq6eOY37kT0LlA3hBfBzbjXdpQPe4BWSPKwdolFBSMj5aa5IkHslT\nZVIIIQjDcKyur+0opjGr/NNys7lCq7WGUgpjTK/E1W63UEpuCKYEMHfrFq1jVntSdOUbzyPuy3L4\nnQ4n336HaKXJze/4JGmthnGcjaWf1VW6rptrWwyu69jAqVJh5id/An13sadJcBvvwL/5MpnrwosL\nOEFPfgaASVPMq6/s6vUQxuStzJt+UJz35nKPUjZ7kQtoWVnOgwFpBbw7oIUgcxw8pXYYMblLtLYB\niuOsN1WFoQ1kPN8GfjOz1jAujdFLSxB3oVLDrDbh/n37teSRMPbU54LHMSB7DCmDlJIDZyeNSj9J\nknD16pVd61Vc1+PIkaMsLy+N/Jz90Kv4ftBzg4/juE+LYnrdZYOCIhkENE+fwk1ThFLg+cMzQsba\n4hcX+7RW21D6EYAjBI7jYIwV7SqlyLKM2KsST033OgnSWhXtOuC6pJWKHYKX4xrw9pDFCOOYi2+/\nQ7y5pbc4/03lHrLMZm2Es/54uwWuhxhhFlEahtycneJ8c41w2y33iONQTKTG97cMXzSui4mNLe8s\nPsRIg1lahCTBLC1uLLOMMTdo4nzAXHBLHm/KIKXkwDlojcrCwjFW+z6pDhpCeFhRYUjr2DHOv/J1\nbnzi4yRDUtLJ9BTvv/RRVOAPnZKc1mp2fk0fWmuuXHmHq1cFaSp7nW7O3bt4a2u05+f5dmD9T5SA\nruczlyTUH8Z23k5uLT8xhECGIc0Tx5mtVPCGBLJBN+bC62/gnziOLuYAKGUzGo+yDDQEk6aYd97C\ntFqkKoNf/BwmCDGLD6HbRf/aP8f89vps1v65QbsdXrhbJu2CW5ZFtlK+JqNTBiklj5xxbfX3yqAh\nhAeJENaQzJZ21n1Ihq1HBgGLFy8gg2BDx08/jtZM37+PIyW1xSVuf+TDZH1GdGmtxs3PfJqpqY0+\nFsZokiRlerpKEKwLc52owtRKk3hmhiBJQAi0lEjXIRMC1WnjZyloCa4HYWgnDG9am+l0rGZjDKTv\ns3j+PLXlpn2D0rpnUV+Ue5xOh7DTwWhlMyzVChw7CsvLdts0XReyHrDL6UD6BLfCFTAzgwkr1qul\nUoHZeZjNy3eb5wYd9uGFO3UGfVDLInsZpvhBfU32gTJIKXnkDOrI+SBTrVaZn1/g3r3baK17c4O0\n1hsCkJ5EIwxZPncOP44xSlnL9k0ULclemuJqjTPmBc33fRxnPWByq1Wco8cQU1N4z72Ac+QIemkJ\neeWbOBcu4X339+L841/BNFfsDlwXOu3cLr4Jc7N2onBuysaAjIgwBj+OrVnbdjiO1XgU5Z6ZWVhb\ny+cFDHlucwU6bVsKCoNttSsayByBrw37Gs4UE553OF2jDcQxpt0auy35UTCpzqDHjV1rWUrGYlRb\n/I+Ps9NGo/H13S2npGRvjDq88FG2Jft+wNNP13Nn2y7z8zaFf+/eHeK4C4AQTi9rorUi6HQ4/8rX\nufnJTxJPbf3klQUBDy9dZP7m+xvs8neLcV30zIzVfVQqiFoN0e3aYCQIcM6dx/2Jn9riFxLfu8v7\n/+63OPvZ30104iRmcdF6hggH8mF8BWEcc67xLW48dXnnBTnOepAShrYVGXBPnEAKh0DAhfsP8KtV\nCIJ1PUtqMylim7+F1HW4Xo240ImJxjB2HAeTpbC0CEqjhIGvv2IzUGkK3S688xYmyAO5TEKWor/4\nBcRP/NTwfR5wGeiDyCMru+wlC/OEMWom5WWGD/rrp/CNKhVXJY+EQcZwg8tJj7Yt2feD3Q1rG/K4\nDkOWL1wAIOx0R/pn7ccKaPsyOdUKyae/A/POOyidoWWG0VkvaMqyjGh6xpYj+kkT0iiE+fn1LEAU\nQaeTO8aaDUJXkUmCTteKgoeVuzyP5pnTzD5YxCvanvOgQ/g+wnFtm7LBXvg3B2jGYLIM0+3asktW\ntDLLgyuhFBb9rmN1PGFoBy66DlQieyu0RI4LWtos1WbTuH4mWAaaWMDzuIluH1HZpczCjM6oQcrv\n3ddVlJTsI4exnFR4p3Q6HdLU+qYYsx4kGKPzLhx7XwYBSxcvoopP20rhJQkyDHsXBEdKZm7fYWpx\niaUzZ8imRpvqqrXm/v37ZNnG9mdvbY1aq83y8jJSStzVJl6Wkayt8u673+TFF1/auUMrihBz85hm\n0wYpxQVVSvA8wjTl4iuvrHug9KYeryNdl8XjZ6itrK4HKcNPxmYneu3L2mZWFhfhvWuwsmIdc103\nt/yXdt7PmGghyIIAP8tGLxGNExAbMBMyzBuJCQU8kxbdHgQmTdGvv4rz2e98LESsT5rodlTH2d/c\n74WUlDxJ+H7ACy+81PNOieOYN998lSzL0Fr3ylXGGLIsxVSqrDz1FCafYRNsMXkDGYY8ePYZ0nv3\nUNHWEtawrJExBiklQjgbzFzN3BytT34CsKlRRzjWBVcI0jRFKcVOQ23F9LTtUvnGm6gr37KfVn3f\nBg3F1N87d9Y/ebdbe+sWcpyt5R5X5Mdy4P793IjNz8sqGWQpJs0wnQ4mz/KYTmdbs7o0CLhx8Tzn\nr98kSkcYA5BluaCX9XMWebuylHD37noGSBvbpSSE1aUMG9pXMhmyDPP6a/DRjz0eItYnTHRbCmdL\nDjVhOLqnyiBG1aj0c1Atyv3eKUBe/rGZhM0zfYRYv6bBIJM3MJ6Hdj2Of+sKy6fPYFyH441vcb/+\nLFm1uqM5neMIOxsoR2vNoAKTMQalFHFfKcJ13aG/IzE9vV4C8HySWpU7p09yqrlKmKZ26OAuSl9D\nEfnEZT8AIwjShEudBNdxobVm11FkUqTEXP02OAZz/aYdHgiQZpAm6/f3ilLWJVc4NpBy3XV7//4/\nAq3X3XS7XcydOzB/BDodzCZNj1lcnIjrb8ljxoT1LIc9M7OrIKVer/+nwI9jJw9veRdvNBqlGqhk\nIuzVU2WYRmU7g7dH26K8PtOnuPVPGi6W1D+IEOyMHz+OcaUk6HZx8g6farM5dqcP2ACl2+3kgYrF\n78YcWVpmbWGBbHWFRuMt3DwDUkxV3hGZYaQmDSOMXLGZjn6dirHnEnQ6CKNhSDFF+j7N48dZcN2t\nzrWbcIzB0xrjeZi5eQhyo7VUQpogLj8FR48hggqiP5PSbiHCCdu/FdFmf5BSoLXV7hSTp9Uq6ktf\nhFoVVproz/+S7ZjKMXEM9+7i/KE/PNEuoIkLch83ncohZ+J6lkOemRn740seoPwS8A3gKPCrwD/D\nJjLvA391kgssKZk0hcGbe4jeNPszEdY7ReftyQqtTa89uQicikGERRbF73Y58/obYDTNEyeQYbBh\nCKHfbnPud76C12qNuCJ7TJE71DqOg+O5BPkAQCEcgiAgDEPcvqnKQwlDW4bRGrIk9z6JbauwzAWs\nebYh7HS5+OrrhNlwfxXp+yyePYPyxvyc5brrWRbfBy/vXgp8RD4FV9Rq9vtc/2PS1JaC2m0bvBST\noZWCLIUsQwNJEKDtL2+8NRUUzy0CGUfA1DRi4RjiqacRC8esl0pxCwIrrJ1Utqdgwr4shU7lg9aB\nZNpt9Ne+imm3H/VS9oXDcn67yaT8NPAXgb8M/Bjw841G4+v1en0aO4Bw1HfBkpInkkHlJN8PuHz5\naZaXl0iSmEqliud5SClpt9fwPB/HcdBakw7QQBQDB2UQcO/550jzT0TN06d62Ravm3fRjEF/2UlO\nT3Prd30WpRSh4/SVj9anKiMzdBCSyAyRt1MDOFGEeLaed7S44Dtw/iJk79qLcSU3nruv7f0i2/CI\nMUkC712FMMIEvi0DrayAVjbrsbgIrRapENx4rs75198kSuLdByqQV/wEOE6v/bu3FtkXuGmrZzHL\nS1v9SQ7QVv+JbYU+5BmIkRlWPjok57ebIOUZ4LcbjYaq1+sKmAFoNBpr9Xr9Z4C/DvzsBNdYUjJx\nDtrltp9h5aRabZqpqSnSNMFxigzGRo3KMF2JEQIVBLiZZPb2HVpHjwKsf28Mzl4unAPOYXl5Mc/4\nmN5UZSEE6ZnTdO/dxnlwt7d9IByeOX4Cb3nJikjdgFQY7j51iVNvfoNQSlv+MAZwbKZjjIGS0nVp\nzs0ym6Rjv6kFSnOxE+MP8EgRYQiXLkNtys7fyctAzM5AtWoFuWEIzabNzESRPb8JD8M0SYL5+ssb\nW5KTFNot1K9+Cb2pk6vfVn/LvtbWtrQ2m8XFjbqX/u+jCOZnhy/usDvibofrIubmYHX1QA97mHQg\nh70dejfv0E3ozem6BXwI+H/y+y5weM+25APPoOGFRVAQBGFPPHsY25LXMb0Sj3WA3axR2UqYm73d\n+vCLvexJ4UArdqGt8Votzn7lKzz4yEeQgy50xiClwnXdPOFhCIIAz/OobBocKKUiVRL++I/gGfDu\n3kV87bdxnqqTvvka5tp1eOoZRKViJyuHob3lmZTe1ORtgizpeSwuHKF2/+HYb2oOEG5j4iaCAPJS\nEDCaUV6WoQVkjoOv9d6dbPts9fHzM3RccB3EkQVrrV+w2Va/D7O2hvrc37E/7388dwrWn/8l6+dy\n/Rr67h1E3kLu/ak/DfOPcbZgCOLIEdzv/wHUP/3HB3vgQ5KleBzYTZDyMvAR4DeAXwP+Qr1ed4AM\n+PPAVya3vJKS8RgktFVKcuPGVZ555vldTVI+KFzXJQhCQKC1zGUaduiflBLXdYcGKVkQ8OCpy8RT\nU3Ty1l43y3qaFGAs/YZQiqDd3jYwAHqZHmMcPM/D8wb3JCslEVNTiKiCkBKmZxDz88jA52b9Gc4L\nl9CYQjeci0ftscMs4+K737ZloIlOMxwfI6X1YFFyQ7nH6lMyGxjEMSwukk7VuPHcc5x/802iSWUZ\nfG99xEDfhGX65jQZGK5TiWMboIQh9P0vCIAFK741nY519J2eAUfkAU938P428ViWfkph76FmN0HK\n/wZcyL//n/Lv/xo2i/I1rE6lpKRkB5Ik4fbtmz1tiu8H1OsfQinVy0rEcUya3sZxHCqVKlprWq3V\nLcGKDkNWzpzBkdLqIRwH5fsbNCnLp0+PlVVx0pRTr7zCnU99amRjuEEopdY1K0BSidDPPUcaBBgB\nSbVG0ulg4i4uBj/u2lbhKLJlk0Kkims7cyZcShkHkXcIBWHAhbv38KenB5d7FhZgqpYPD5w9fBfA\nqLJtmcHkQmJgPGHuY1j6eRwN6A6EIVqVgy5VjR2kNBqN3wF+J/9+Bfj+er0eAmGj0TjYwl5JyQ7s\n1G487DkHoVcZpE2xdvkuu8kYBJ0OZ954k1sf+TDp1BQG0K6LAbwsY/72bZqXnxp5f8IY/E5nx2zK\ndiilWF5eJE3TXstyIf7ttjvIJIFajWsvfhgqFfzTJ3nmxvt4N2/ApadsCajbBfmG7WYJQ5thMaOv\nSXoeq1HIbJxMZl6H6+J4nrXh9/ydnWSNsRd6Y9Zvh4jNglxrZGfN7QCbfVl8iLpXxSQGKmV54lFy\nUEHCUK3KAZeqxn4XrtfrPwr80zxAAaDRaCTAhPvgSkr2TtFuvLra7D22k8Hbo9SrFHb5tqVXWrfZ\n3DwtSeJ86ODg50rfZ/ncWWSeOdFhyMq5c/aHWYZxBMqstzMfBMZopFQIIXrZIYBKpYJRkrZjXWyD\n6RqyUiOdmUG5Dl7R3us60O3Y0orj9DIrQmmCJEYMmAi9Gel5LFZCamm6P0PFCiv+TeUekhiOHYPm\nKrS76x0/WvcCFS0EWRjiJ8n+TmAewkBBrtb2/huv2YAwS0l/8XM0Z6bIqtOIH/3xA+scKhnAo9az\nbMqw7HfQtJuPij8H/O16vf5l4B8Cv95oNDqTXVZJyf4xyODtsOD7Ac8992LPc2R1dZVOp40xBtf1\nqFar+awfq/PoZ1DJpyCLIm4//yGM62CSGGP0BqO2/UYIsUWzovzIZkcyiev4iEoF/cyz6I98jOtf\n+0pvkrJ+9wrq+jV47kM4CwuYTofw1Ve4+HCJYKrGAU64GUxhxT+03DMDcwtw8/q6iVuuE0qjiBsf\nep7zb79DNLKHzQQZJMgFO1IArOGdADEzg4gC9P37OLdurY80YITOoCx7/HQqo/CEalm2ZFj2OWja\nTZByEvgjwA9hg5RuvV7/9fz732g0GsMdmEpKSvrKSYPf3Dbb5U9Pz9But3EcB9f18jbkwZmQoNPh\n5Ftvc+fFF8j63jCM55Ecmaea+5ForXqGcaOWlvxWi+NvvMHtF16AufHHFGw2e5OViOTMGcKbN1E6\nQ0mJcgRxFJGEQW+SslhctP4qUWQFosbY+49Qm7KZIE258Pbb+Flq11UYxrmuncy82bm2mPqs9fqt\nfxL0QZeE+gW5/fSLc4XBfOubqF/+Bfu7KDbZoTPI+YEffOx0KqPwQdGyHKZ26EHsRpOyDPwi8Iv1\nev0ENlj5o8CvA8v1ev2fNhqN/2KyyywpmSyD2pIPiqKcFG/qmJjEzCDp+zx49hk7HXkTxbBCsCWv\ntbVVtFZUq6O9MQmt8fOOn2GXUGd1lanf+Xe0PvNZ9My64K7fV6X/MRPHCGNIlpfJ0gytFdeXl6HT\nJpMpG/JcSbzu+ppJcDNM6oJUCANBp4vIxp9lI4VgJfCYyyTeLmMDR2vCbszQgK8IQJSyAUm3C0Kg\nXQeJQSexfUzK9SFNh027IiUmSa13zOxc7/EdO4Mm7Yj7QeAwZWEedfloB/b07txoNO41Go2/0Wg0\nfhfwvUAX+NGJrKykZEIMEsIWbcmD3FsfFdvNDFq3yZe5X8qQfXjehrbjfor27DCMCIKA6ekZarWp\nDUMFC1QY0jx/HjOmeFgohbu6usXZ1gZIEmPWXWwdx0FMT9M+dxY5NbXBwVYrjS7m+YSh/eSeptZG\nf23V6j1WVtDtFsQx4doqF9/5JmG3O3guzjZIR7AY+MhR/E92S3ExKoYL5l4w2fQMzdOnyaZn1r1h\nXNcOIjyshFFvfADbtLUbbYNQs7xkS0CPopy1A2ZpCfUr/wizNLqwfhJ8oEYFFBqVubmdt90Fe2pf\nqNfrZ7GZlB8CPgYsAZ+bwLpKSibG4TZu255CSNtqtVBKkWUZ1oZ+sJ4kyE3dbnzi4ySbxI1FYAD0\nfE1s2WdAUBRFrJy/wPT9+xM5DxukJL119D9ujOm1JxtjaCUJgZLIvOMkDQNuftd3cfbT30l04iRm\ncRH5838Tcfc2/gsvkrleT5Nqul14+xtW8JlmILONU4YPkCBNuXD1PfwkWS91FKLZJLEZkyzN5xml\n9jGl7OPaWLGzlI/YGWY4o4pu1Ze+CHfvYDodxE/+9OES3T6GLdOHjUKjYtpt9GuvTrxstJvunmPA\nDwI/DHwWaAP/Evgfgf+r1KSUlIzGoAyPlJLr169y8eJTPe+UF154iXa7zc2b7zE3d4R2u4XWimRA\nGl0GAYsXLyCD0TUj/doUkY8U1lojw4CHTz9NFgQYY9BA5vtDSz3bY7uKXNch7HQ48eab3Pvwhzf4\nr5i88wjXerwosf54Gvg9jQpRhDh2HO7egTQBR2OyFFaaNuMi7XRjdH7hmZqauH5Feh7NhSPMrjTx\nhih3HWMI08wGJa67cfpxpWK/RpX/n703DXIkTe/7fm/eAOrsc3p6Znq6p3swMztLcg+JXK2DEg+L\nsmnSYVImKYdsBRUyg6RCVlBBywp+MENSWA5TR0iUghIlMSTSNGWTskiTokJaUxdlilwVcqT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M3Gac/0XY+rzTa266E833zSVNqUWFQ2OyjVeWStvjrt1rK67eSj8NoRV958C+9rPj6bJ3UMwnFg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\nLM6cOQ9YJImZWZNd6LNzGMeSViskjiW23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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_pp_survival([testfit], by='sex')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "survivalstan.utils.plot_pp_survival([testfit], by='sex', pal=['red', 'blue'])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## summarize time-varying effect of sex on survival" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard behavior is to plot estimated betas at each timepoint, for each coefficient in the model." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OOedczjnn3BbxSkOGDE24l033vC3ZGxrq6d9/QLcb1wpeqQEWAvsDR2bQVsFS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\nnqQkOZVKp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_coefs([testfit], element='beta_time', ylim=[-1, 2.5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## accessing lower-level functions for plotting effects over time" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4vOw1WWC7YRgjzShcJ6mqQjKZRFUVPM9ldHSY5ctXNiUoqVadY1kWhw6Nztqo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\n8ssUXj2G7eQx8i23k+95VF56gSGvgRmEUG7N7CLPo3jsZYxsnnDLRPu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_time_betas(models=[testfit], by=['coef'], y='exp(beta)', ylim=[0, 10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, you can extract the beta-estimates for each timepoint & plot them yourself." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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timepoint_idbetacoefend_timeexp(beta)model_cohort
010.281855sex[T.male]0.1186111.325587test model
111.263018sex[T.male]0.1186113.536076test model
210.875265sex[T.male]0.1186112.399512test model
310.128097sex[T.male]0.1186111.136664test model
410.185878sex[T.male]0.1186111.204276test model
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" ], "text/plain": [ " timepoint_id beta coef end_time exp(beta) model_cohort\n", "0 1 0.281855 sex[T.male] 0.118611 1.325587 test model\n", "1 1 1.263018 sex[T.male] 0.118611 3.536076 test model\n", "2 1 0.875265 sex[T.male] 0.118611 2.399512 test model\n", "3 1 0.128097 sex[T.male] 0.118611 1.136664 test model\n", "4 1 0.185878 sex[T.male] 0.118611 1.204276 test model" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "testfit['time_beta'] = survivalstan.utils.extract_time_betas([testfit])\n", "testfit['time_beta'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also extract and/or plot data for single coefficients of interest at a time." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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timepoint_idbetacoefend_timeexp(beta)model_cohort
010.281855sex[T.male]0.1186111.325587test model
111.263018sex[T.male]0.1186113.536076test model
210.875265sex[T.male]0.1186112.399512test model
310.128097sex[T.male]0.1186111.136664test model
410.185878sex[T.male]0.1186111.204276test model
\n", "
" ], "text/plain": [ " timepoint_id beta coef end_time exp(beta) model_cohort\n", "0 1 0.281855 sex[T.male] 0.118611 1.325587 test model\n", "1 1 1.263018 sex[T.male] 0.118611 3.536076 test model\n", "2 1 0.875265 sex[T.male] 0.118611 2.399512 test model\n", "3 1 0.128097 sex[T.male] 0.118611 1.136664 test model\n", "4 1 0.185878 sex[T.male] 0.118611 1.204276 test model" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first_beta = survivalstan.utils.extract_time_betas([testfit], coefs=['sex[T.male]'])\n", "first_beta.head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2n3/uuZr94ovPIrZP0Uyga5pQz6cuaKiTrbNSxHNistna/Z6EqSoV35O/w+E8+cuNyqGg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\n4gGcCHQDjgOWAsuBr9xfpYHYmW6bMwc9nxdJ2PFeHuPif+edtyLh3n7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oyo7nsMN+WCf5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.boxplot(data=first_beta, x='timepoint_id', y='beta')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gQklXl/lZU2Pu299v/g7rG6B5TnY7fX2mPjA1hi2oeB5WdTWBFYYR2zb/ampy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\nzIrzP6ntRIaY7FF0AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_time_betas(models=[testfit], y='beta', x='end_time', coefs=['sex[T.male]'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this same plot can be produced by passing data to `plot_time_betas` directly." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3Cy6G93mVjwKnpwhGRuz2oK2dsLUFJqdg6xb7nhYex0/05zu25s2b7L/DgNC7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\nErC1AXVVY5i5A9/+zBzH1GgrgLilBM/zpoATgIe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