{ "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(1100038344)\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", "\n", "data {\n", " int N;\n", " int S;\n", " int T;\n", " int M;\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", " real obs_t[N]; // observed end time for each obs\n", " real t_dur[T];\n", " real t_obs[T];\n", "}\n", "transformed data {\n", " real c_unit;\n", " real r_unit;\n", " int n_trans[S, T]; \n", " \n", " // scale for baseline hazard params (fixed)\n", " c_unit = 0.001; \n", " r_unit = 0.1;\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] baseline; // unstructured baseline hazard for each timepoint t\n", " vector[M] beta; // beta for each covariate\n", " real c_raw;\n", " real r_raw;\n", "}\n", "transformed parameters {\n", " vector[N] log_hazard;\n", " vector[T] log_baseline;\n", " real c;\n", " real r;\n", " \n", " \n", " log_baseline = log(baseline);\n", " \n", " r = r_unit*r_raw;\n", " c = c_unit*c_raw;\n", " \n", " for (n in 1:N) {\n", " log_hazard[n] = x[n,]*beta + log_baseline[t[n]];\n", " }\n", "}\n", "model {\n", " for (i in 1:T) {\n", " baseline[i] ~ gamma(r * t_dur[i] * c, c);\n", " }\n", " beta ~ cauchy(0, 2);\n", " event ~ poisson_log(log_hazard);\n", " c_raw ~ normal(0, 1);\n", " r_raw ~ normal(0, 1);\n", "}\n", "generated quantities {\n", " real log_lik[N];\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", " // log-likelihood, for loo\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", " real log_haz;\n", " int n;\n", " int pred_y;\n", " \n", " // determine predicted value of y\n", " n = n_trans[samp, tp];\n", " log_haz = x[n,]*beta + log_baseline[tp];\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_gamma)" ] }, { "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": [ "
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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
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" ], "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": 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B0BpBfGSQhgX0kE7kYhT1mhhFvSZGUUDtg3Y4Cvhb3nO4PW6iA6P47Wm3E2Dz/tKnjS1O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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": 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 }, 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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_72990130769.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_72990130769.pystan_2_12_0_0.stanfit.chains_4.data_64545635565.iter_5000.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 (0:02:26.153391 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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/stanity/psis.py:246: RuntimeWarning: divide by zero encountered in true_divide\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:250: RuntimeWarning: invalid value encountered in multiply\n", " temp = ks[:,None] * x\n", "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/stanity/psis.py:267: RuntimeWarning: invalid value encountered in greater_equal\n", " dii = w >= 10 * np.finfo(float).eps\n", "/home/jacquelineburos/miniconda3/envs/python3/lib/python3.5/site-packages/stanity/psis.py:282: RuntimeWarning: invalid value encountered in double_scalars\n", " sigma = -k / b\n" ] } ], "source": [ "testfit = survivalstan.fit_stan_survival_model(\n", " model_cohort = 'test model',\n", " model_code = survivalstan.models.pem_survival_model_gamma,\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 = 5000,\n", " chains = 4,\n", " seed = 9001,\n", " FIT_FUN = stancache.cached_stan_fit,\n", " )\n" ] }, { "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__ -1034.96497 0.18312 7.354494 -1050.563484 -1034.543604 -1021.53023 1.000819\n" ] } ], "source": [ "survivalstan.utils.print_stan_summary([testfit], pars='lp__')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mean se_mean sd 2.5% 50% 97.5% Rhat\n", "log_baseline[0] -5.540533 0.026349 1.317162 -8.741271 -5.317482 -3.605955 1.000660\n", "log_baseline[1] -5.540373 0.026410 1.312295 -8.765512 -5.305697 -3.661229 1.000160\n", "log_baseline[2] -5.533987 0.025182 1.277367 -8.563403 -5.341926 -3.613802 1.000899\n", "log_baseline[3] -5.499061 0.023197 1.266738 -8.526801 -5.300919 -3.598318 1.000996\n", "log_baseline[4] -5.529027 0.029142 1.376488 -8.883094 -5.280803 -3.553426 1.001002\n", "log_baseline[5] -5.471047 0.025521 1.260655 -8.429872 -5.272214 -3.596805 1.002028\n", "log_baseline[6] -5.499416 0.034998 1.321609 -8.548750 -5.291451 -3.584369 1.003210\n", "log_baseline[7] -5.464198 0.024734 1.288292 -8.466082 -5.228081 -3.575405 1.000619\n", "log_baseline[8] -5.466310 0.027385 1.284197 -8.583571 -5.262634 -3.536853 1.001117\n", "log_baseline[9] -5.416356 0.024357 1.279819 -8.469762 -5.221550 -3.528211 1.001357\n", "log_baseline[10] -5.440701 0.027773 1.306535 -8.676018 -5.228972 -3.541475 1.001608\n", "log_baseline[11] -5.434051 0.027698 1.305317 -8.664646 -5.225114 -3.512998 0.999949\n", "log_baseline[12] -5.370823 0.028533 1.284318 -8.459077 -5.161179 -3.454565 1.001136\n", "log_baseline[13] -5.393917 0.024404 1.280480 -8.626593 -5.192589 -3.486274 1.000423\n", "log_baseline[14] -5.364330 0.025443 1.273700 -8.327442 -5.166064 -3.490194 1.002779\n", "log_baseline[15] -5.357747 0.025662 1.282847 -8.510490 -5.145634 -3.463617 1.002548\n", "log_baseline[16] -5.378575 0.027974 1.302219 -8.521636 -5.152384 -3.489239 1.003528\n", "log_baseline[17] -5.295181 0.026170 1.249062 -8.246395 -5.115480 -3.442103 1.004022\n", "log_baseline[18] -5.346658 0.027128 1.301594 -8.462238 -5.129009 -3.403453 1.002558\n", "log_baseline[19] -5.293308 0.027616 1.280204 -8.270132 -5.103891 -3.405552 1.000711\n", "log_baseline[20] -5.312085 0.024626 1.318119 -8.478142 -5.086743 -3.394770 1.000745\n", "log_baseline[21] -5.277845 0.026557 1.264723 -8.303782 -5.068627 -3.349496 1.000715\n", "log_baseline[22] -5.306103 0.027747 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1.000656\n", "log_baseline[45] -4.907134 0.025745 1.276647 -8.046290 -4.690973 -3.021486 1.001499\n", "log_baseline[46] -4.855415 0.023345 1.255215 -7.826891 -4.654950 -2.972896 1.001151\n", "log_baseline[47] -4.832234 0.021958 1.254851 -7.809152 -4.639160 -2.926565 1.001058\n", "log_baseline[48] -4.798222 0.024395 1.255120 -7.870438 -4.580276 -2.924569 1.000580\n", "log_baseline[49] -4.838834 0.029046 1.346472 -8.135627 -4.612250 -2.866454 1.001520\n", "log_baseline[50] -4.760367 0.024182 1.265330 -7.845615 -4.552539 -2.875869 1.000354\n", "log_baseline[51] -4.737922 0.024380 1.249825 -7.791359 -4.524863 -2.860117 1.000065\n", "log_baseline[52] -4.751358 0.028862 1.327670 -8.044268 -4.540209 -2.862803 1.000918\n", "log_baseline[53] -4.685420 0.023722 1.284065 -7.852333 -4.469523 -2.795754 1.001032\n", "log_baseline[54] -4.695464 0.025316 1.294588 -7.810316 -4.503222 -2.782197 1.000505\n", "log_baseline[55] -4.662545 0.027774 1.317164 -7.848580 -4.440736 -2.771303 1.000641\n", "log_baseline[56] -4.669330 0.030262 1.321870 -7.914412 -4.434960 -2.743924 1.000618\n", "log_baseline[57] -4.620962 0.025575 1.282324 -7.585949 -4.400851 -2.737336 1.003473\n", "log_baseline[58] -4.564812 0.025214 1.287904 -7.671804 -4.338766 -2.704413 1.001306\n", "log_baseline[59] -4.562128 0.030414 1.350609 -7.910983 -4.324704 -2.648129 1.000886\n", "log_baseline[60] -4.542367 0.032122 1.338757 -7.768437 -4.320009 -2.624694 1.002409\n", "log_baseline[61] -4.480764 0.025349 1.287803 -7.550987 -4.280852 -2.593134 1.001754\n", "log_baseline[62] -4.430831 0.024307 1.228657 -7.382741 -4.239083 -2.589439 1.001206\n", "log_baseline[63] -4.395725 0.023673 1.273268 -7.384986 -4.209973 -2.479231 1.000442\n", "log_baseline[64] -4.346682 0.025621 1.266635 -7.426116 -4.141308 -2.442702 1.002046\n", "log_baseline[65] -4.312951 0.024879 1.298957 -7.481565 -4.094432 -2.411871 1.001782\n", "log_baseline[66] -4.272058 0.023535 1.271993 -7.300271 -4.066569 -2.414926 1.001380\n", "log_baseline[67] -4.278248 0.024941 1.301696 -7.406780 -4.063855 -2.381025 1.001246\n", "log_baseline[68] -4.239232 0.022731 1.255980 -7.282352 -4.042431 -2.363243 1.000641\n", "log_baseline[69] -4.220383 0.023864 1.257355 -7.227408 -4.033891 -2.300163 1.000607\n", "log_baseline[70] -4.174461 0.033438 1.387179 -7.389505 -3.925402 -2.265936 1.002038\n", "log_baseline[71] -4.090127 0.022568 1.252697 -7.085192 -3.892866 -2.207512 1.002348\n", "log_baseline[72] -4.110447 0.027878 1.315899 -7.399702 -3.860361 -2.205056 1.001732\n", "log_baseline[73] -4.056023 0.027877 1.311094 -7.247058 -3.837001 -2.137026 1.001115\n", "log_baseline[74] -4.023769 0.024615 1.255600 -7.067530 -3.820071 -2.142365 1.001948\n", "log_baseline[75] -4.049963 0.026498 1.295967 -7.201009 -3.854413 -2.140042 1.000684\n", "log_baseline[76] -4.047071 0.028314 1.357597 -7.297987 -3.803428 -2.082792 1.001065\n", "log_baseline[77] -322.669893 5.131864 200.339993 -685.976286 -304.462026 -18.223910 1.002720\n" ] } ], "source": [ "survivalstan.utils.print_stan_summary([testfit], pars='log_baseline')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:survivalstan.utils:Warning - 1 rows removed due to NaN values for Rhat. This may indicate a problem in your model estimation.\n" ] }, { "data": { "image/png": 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vyNP5c0okSZ3dYb34znF1h8LnuBcAAOMDgRUYpAMn2tTQ0iVJmju1QEtmFSd0ZX/VlAIt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\nsI8ZRmih//49ExnQM4n+2Yn0yYyP6PlGkcLhsGHfv7zKybL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_stan_summary([testfit], pars='baseline')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KcpZ21KsqY7FU4vjxo+rxsWOfB9U9tCUG7kRERETtRLAv7DSyeNZ+D9pNmoLpHtoSA3ci\nIiIiajVpaZno0cMMs7ln0C2eDXZBtQETEREREfnO6AZHLa2iYh8ABSNG3Cj0RUdHIzs7B4CiuyNq\nsNxDMOKMOxEREVE7EQx13Ovr61FQsA4bN65DfX297ntGjBipG9QDwXEPwYqBOxEREVE70tapKKWl\nhTh71gKL5YzPVW3a+h6CFVNliIiIiNoRWSpKS9KrajN+/C1ez5i35T0EM8Vms4l7zZLg7NkLbT0E\nIiIioqD20ku/xccf/0vT9l//dQMef/zJVvn8Hj2uaJXPaStMlSEiIqJWV1GxDxUVH7X1MIhCClNl\niIiIqFU5Fi8qioLk5GFMhWhHWBGmZXHGnYiIiFpVIBYvUnBiRZiWxcCdiIiIWo3e4kVuZ9++sCJM\ny2HgTkRERK3Gvp29s7Z3Q0M9t7NvZxwVYbKycpgGFWDMcSciIiKigBoxYmRbD6Fd4ow7ERERtZrs\n7BxERTlnYbl4MTxt2/YWtm17u62HEXIYuBMREVGr4eJFqq29iJKSQpSUFKK29mJbDyekMHAnIiKi\nVsXFi+Ft+fLnYbVaYbU24eWXX2jr4YQU5rgTERFRq+J29sGvomIfAAUjRtwY0PMPHtyPw4cPqseH\nDh3AoUMHkJQ01I/Rhg8G7kRERNTquHgxePm7QZan81etWi68f+XKZVi9ep3f4w4HTJUhIiIiIpW/\nG2Rxg62Ww8CdiIiIiAD4v0GW7Pz58/OEcxYseMzH0YYfBu5EREREBMD/DbJk53fv3h2KoqjHiqIg\nPr67n6MOHwzciYiIiKhVFBSsg81mU49tNht3zvUCA3ciIiIiAuD/BlnZ2TmIjIxSjyMjo7jBVgAx\ncCciIiIiAP5vkGU2J2DgwEHq8aBBgzXnc+dc/zBwJyIiIiKVPxtkWSyVOH78qHp87NjnmsWp3jwY\nVFTsQ0XFR16Ovn1j4E5EREREqujoaIwdOx5jxoz3uoa7fXFqg3rc0NAg5LAbeTBw1ILfuHEd6uvr\ndd8TjrgBExERERGp6uvrsXv3+1AUBVOmTAv47rZGds511IK3vy7CtGkzAjqGUMUZdyIiIiJSGdlA\nyV0ai9Ec9hEjRmLEiBt1r+1vLfn2jIE7EREREQEwFjR7SmPxd3Er4H8t+faMgTsRERFRmHE3Y24k\naJbNyPuzuJU8Y447ERERkZcqKvYBUNymewQzx4y5oihITh7mVQ673oz8+PG3aGbVjeSwe5KdnYNP\nP/0YVqsVAGAymVgy8j84405ERETkhVCveOJpxlyWo240jcVTDrsRVqt2d1WyY+BORERE5AUjizeD\nlSyHPRA56v5au3Y1AG3gvnbt71p1DMGKgTsRERGRQaFe8cTIjLmnHPXW2Pn0m29OGmoLRwzciYiI\niAwKh4onjhz1rKwcIUe9NWbkr766j6G2cMTAnYiIiChMBGLGvKWrxuTmzoXJ5AxRTaYI5OY+HPDP\nCUUM3ImIiIgMao1UkZZkZMZctvjW04x84MaY6XGM4YqBOxEREZFBZnMCUlLS1OOUlLSQCyplM+ZG\nFt/6WzVGJjU1HYqiwGQyITU1TX5CmGDgTkREROQzpa0H4DVPM+bBsvh2164y2Gw2WK1W7NpV3uqf\nH6wYuBMREREZZLFUory8VD0uLy8JqaoyMq21+Nbdzq1A8Dw8BCMG7kREREQGtYeqMoHYQMpT4O3v\n57eHn3FLYeBOREREFEb82TkV8D/wD+UNrNoaA3ciIiIig0K9qkwgdk71J/C2f36hy7XeEdJgQv1n\n3JIYuBMREREZ1BobELUkf3dO9Tf/3P75DS6f3yB8fqj/jFsSA3ciIiIiL7T0BkRtzVPVGX/zzy9c\nuCC0XbwotrX3n7GvItt6AEREREShxBHYAkqLbEDUklJS0vHxx//StKWmThHeN2LEyBb5/MrK00Lb\n6dNiWyj/jFsSZ9yJiIiIwkR5eYnQVlZWbPj87OwcREY6530jIyNbLP+8pTd5CkWccSciIiLygqOq\niqIoSE4eFlIzwj/88IOhNnfM5gR07doN331XBQDo1i3Wq/zz+Ph4ITWme/fuhs8Pd5xxJyIiIvJC\nOJczPHhwvxq0A0BV1VkcOnTA8Pk1NTVCW3V1dUDGFg4YuBMREREZFKhdPf3ZwMgfHTp0MNTmzqpV\ny4W2lSuXGT7/6qv7GGojfQzciYiIiAwKxK6ebblzqT1HPUo9joyMapEcdXfjy82dC5MpQj02mSKQ\nm/uw7jV+/vMFWLRoYcDHFsoYuBMRERG1In9TbfwJ/M3mBKSnZ6rH6elTvcpRnz8/T2hbsOAxw+MT\na7Rn6H7+qVPf4NSpb/Htt9/g1KlvDI+vvWPgTkRERGSQv7t6BiLVxt/A358a6UOGJCMxcYh6nJQ0\nFElJQ70aX0bG3ejcuTM6d45BRsbdup/zxBPOh4Enn3zcqzG2ZwzciYiIiAzyd1dPf1NtAhH4e9pg\nyYi8vMUwmUwwmSLw6KOLfBpfVFQUoqKihHYA2Lr1LTQ2NqrHDQ0N2LZti9fjbI8YuBMRERF5oS13\n9QxEjj3gX430mJguSE/PRHp6JmJiung9vtLSQpw/fx7nz5/TnZEvKdkhtBUVbfNprO1N0AXumzdv\nxsSJEzFs2DDMmDEDn332mdv3btu2DTNnzsSoUaMwatQoPPjgg7rvX7FiBcaNG4fhw4fjwQcfxFdf\nfdWSt0BERETtmD8z1v6m2hglW7zqb1Wb6dPvw/Tp93p9XqCq8oSroArcy8vLsXTpUixYsACFhYVI\nTEzEnDlz3Nb3/PDDD3HXXXehoKAAW7duRUJCAmbPng2LxaK+Z82aNdi8eTOeeeYZbNu2DZ06dcLs\n2bN9XsVNRERE5OuMtb+pNkYCf9ni1fr6evzudyuxevXKgMdDo0ePE9rGjLlZfW1kRj4+Pl64Rnw8\nN2kCgixwX79+Pe655x5kZGRgwIABePrpp9GxY0fs2CF+ZQIAL774Iu69914kJibi2muvxbPPPgur\n1Yq9e/eq7ykoKMDDDz+MiRMnYvDgwXjhhRdgsVjwpz/9qbVui4iIKOy0VZ3yUOBPqo3ZnICUlDT1\nOCUlTQj8ZYtDd+zYikuX6lBXV4sdO37v2024sWnTeqFt48Z1Xl2joaFRp63B1yG1K0ETuDc0NODA\ngQMYPXq02qYoCsaMGYNPPvnE0DXq6urQ2NiIbt26AQBOnjyJqqoq3HTTTep7unTpguHDhxu+JhER\nEXknEHXK2zN/F4dqKZojWSqKxVKJd9919r/7bmBTVaxWq8c2+zcGzkWpUVFiHXm9byC8+VaiPQua\nwL2mpgZNTU3o3l37VUh8fDyqqqrcnKX10ksvoWfPnmrwX1VVBUVR/LomERERecffcoXhwNdUG4ul\nEuXlpepxeXmJJvCWpaK89toK4ZqvvfaK1+NwJyHhKo9tZnMCBgwYpB4PHDhYCMr1Hmb8f8BpHyLb\negAyNpsNiqJI37dmzRrs3LkTmzZtkv5yjV7TlcmkwGTy7hwiIqJwc+aMOON76623csY0QDZufFMI\nzDduXIfFi38BALrxjaIoiIy0z9WeOHFc6D9x4rja7/Cvf+0DANxww0ivxnfllVfqtjmuf+ZMJY4d\n+1ztO3r0CKqrz2r+Pjp27Chco2PHjsIYw1HQBO6xsbGIiIgQZsKrq6t1Fym4euONN5Cfn4/169dj\n0CDnU1z37t1hs9lQVVWlmXWvrq5GUlKSV+OLi4vxOtgnIiIKN8uXrxcCy02b3sSvf/3rNhxV+xEV\nFaHbFhsbAwBYuHA+cnNz1RSl6OhoLFw4X+13F9g7+gFnqpOiKLj55jFezXYvXDgfc+bMUXPSo6Ki\nNJ+/fPl6TY32xsZG4e9Ddg/hLGgC96ioKAwdOhR79+7FpEmTANhnxvfu3YusrCy35+Xn5+P111/H\nG2+8gSFDhmj6+vTpg+7du+Of//wnEhMTAQAXL17Ep59+ivvuu8+r8VVX13LGnYiISKKhoUm3raam\ntg1G0/7MnDkLFRUfqw9HUVHRuP/+B9Wfb8eOVyI9PRPbt28FAKSnT0XHjleq/dde2x9Hj36uuWb/\n/gM0v59t27agsrISALB+/SZMn36P4fF17HglpkyZqn7+lCnTNJ9/8WKdcE5tbZ3m8zt2vBKpqeko\nLNwOAEhNTddcw5P2HtwHTeAOALNmzcKSJUuQnJyM66+/Hhs2bMDly5cxdepUAMCiRYuQkJCAvLw8\nAMDatWuxcuVKLF++HL169VJn6+3b6HYGADzwwANYvXo1+vbti969e2PFihVISEhQHw6MslptsFpt\nAbxbIiKi9icr60H8+9+faQLLrKwcNDaKixbJe/HxZqSlZeCdd+zVYNLSMhEX10Pz873jjhS88842\nAAruuOPHmr6HH16IRx+dp7nm3LkL1fdYLJUoLi5U+4qL38HYsTd7leqUmpqB9977KxRFQWrqFM3n\n22xiLGW12oS/D9eYy2oF/37+I6gC95SUFNTU1GDlypWoqqpCUlIS8vPzERcXBwCorKxERITzK6K3\n334bjY2NWLBggeY68+bNw89+9jMAQG5uLi5fvoxf/epXuHDhAm688UasXbuWixyIiIhagKNOuWtg\nGY757RUV+wAoPu9O6klaWibef/9vUBRFt5zkrl1laiWXXbvKMW3aDLVPrzjHd99Vqb8jd4tbH3/8\nSc05nu7PUTUHUIR4q0OHDsL7m7fpLcCdMGFiWP4dNRdUgTsAzJw5EzNnztTtKygo0Bz/5S9/MXTN\n+fPnY/78+X6PjYiIiORkgWV755ojnpw8THey0J/A3lNgrFcOcvz4W9Sgd9Wq5cL1Vq5chtWrjdda\nN3J/7qSkpOPjj/+laUtNnaI5NvrwEI64PJeIiIgCKrB1yvUF8wZPsnKYgahz766cpKwcpOvCUL22\n7OwcREY666xHRop11o3c3+rV+juzlpeXCO8vKyvWu0XSwcCdiIiIAs7XOuVGBPMGT7INkBxtwVrn\n3mxOwMCBzgp9gwZp66wbub8dO7airs6xM+tWr8dg36TJ+cAXFRUtPDyEKwbuREREFFKCOfCVzXhb\nLJUoKXEu/iwpeSegO5fKdiaNjBSzpF3bLJZKHD9+VD0+duxzrzZ4su/M6pxBLysr1pxvJCh3rJNw\nCNd1EnoYuBMREVHIMDLjG8wKCtahsbFBPW5sbNAEvv6S7Uw6f36ecM6CBY9pxueowQ4ADQ3ejc++\nM6uzIozNZtPszGo2JyAlJU09TklJ0w3K09Iy/1MlMCYs10m4w8CdiIiIQoZsxretyWaUf/jhB+Ec\nvTZfWSyVOHbMOWN+9Kh2xnzIkGQkJjr3vUlKGoqkpKGGx5ednQOTyVnhz2SK0Nzfl19+IZyv1+ak\nv0dOQ0M9Ll26hMuXL2l+3+GOgTsRERFRgLR1moeRGf28vMUwmUwwmSLw6KOLfPgU9/vaREeL5R5d\n2/RKPep9Y7J8+fOw2WywWq14+eUXfBhj+8TAnYiIiEJGKCxcTEvLRI8eZpjNPYU0DyN1zFtaTEwX\npKdnIj09EzExXaRjcW0rKFin1ogHAKu1SfNg0KtXb+F81zYj35gcPLgfhw8fVI8PHTqAQ4cOGLm1\ndo+BOxEREYWMtp7RNsJTOUzZ4lEHX8tdGn2wmT79Pkyffq/u+YriDA9NJpNXD0ZXXHGFoTZP3NWa\nJwbuREREFGI8zWgHC3flMGWLRwH/yl0G4sFGUVzzzrU56Ckp6cL7XTdQsteBd1apiYyM1AT+ofCN\nSTBj4E5EREQhpTU2eGopssWjgP/lLidPTlVz2CdPTvHqXHsqTJN63DwVZuvWzcI5W7ZsUl+bzQlI\nT5+qHqenT9M8OBipKiOrfBPOGLgTERFRyGnJDZ4CwV2qi2zxaCDKXe7aVQar1QqrtQm7dpX7MHr3\nTpw4Lm3z7hsRsarMkCHJ6NSpk3rcuXNnTeWbcMbAnYiIiCiA/El18bfcpb+Bv9EcfE88fSNipKrM\nwYP7cenSJfW4rq6Oi1P/g4E7ERERUQB5SnUJVI63pxl9fwJ/szkB/fsPVI/79x+oSWW5+uo+wjlX\nX93X8PWNjI+LU91j4E5EREQUILIZbzHHO10TGBsJ7P2Z0Tcy/s8/P6wef/75Yc34m5ePtLfFtNr4\nwh0DdyIDIKJ3AAAgAElEQVQiIqIA8X7GW7uZkZGqMLIZ/YgIZ1WXiIhIr2b0165dDZvNOSabzYa1\na3+nHusF4s3bPI1PVpUG4OJUTxi4ExEREbUSe453iXqsl+PtaXGnxVKJkpJC9bik5B1hRr9bt27q\ncWxsrG45SHepNl9//ZXHtlOnvhX6T592tsm+cXC9d4eysmLN8ZAhyYiP764ex8d35+LU/2DgTkRE\nRNRMS22AZJ+Rd1aVaWhoEGbkPS3ulFWlOXhwP777rko9rqo6KyzsrK+vx+rVK7F69UqvU1nq638Q\n2n74wdnmb449YA/+q6u/U4+rq7/zurJOe8XAnYiIiMhFS26A5BrkempzV+5Sdr6RhZ07dmxFXV0d\n6upqsWPHVk1f377XCOe7tvXr11/o12tzx75Bk7NqTWSkWLVGlq4Tzhi4ExEREbkwsgGSpxn5YN7Z\n1WKpxLvvOu+prKxYM5udmzsXiuIMDxXFhNzch9XjefMWCtecN+8R9XV2dg5MJuf5JpNJE5ibzQkY\nONC5c+ygQeLOsd98c1L4DL22cMTAnYiIiOg/jNRBl83IR0dHY+zY8RgzZryQ6tKhQwfh/XptvpIt\n7HzttRWaPpvNhtdee0U9tu98mqkep6eLi2NlrFary2vt4luLpRLHjzt3jj12TNw5Vu/zvB1De8XA\nnYiIiOg/jORoy2bk6+vrsXv3+9iz530hsPe36ovMkCHJSEwcoh4nJQ3VLOw0svNpamo6FEWBoihI\nTdVWgVm7drVwvmsai9ivTXMxkuNP7jFwJyIiIjLIyIy8p8DebE7AoEGD1ePBg6/zajbZyIx9Xt5i\nmEwmmEwRePTRRYav7VBWVgKbzQabzYayMm0VGFkai6wqjRGVlacNtYUjBu5EREQUcnyt+iIjqzMu\nm5GXBfZGUkU8sVetcS7ujIoSF3fGxHRBenom0tMzhQ2Trr12gHBN1zZx/EWa8envnCq2uWOkjruR\nWvHhioE7ERERhRQjVV98DeyN1Bn3RBbYG00VcTd+e9UaZw56WtpU3Rn76dPvw/Tp9wrtssWla9eu\nhtXapB5brU2aVJfc3LkwmSLUY5MpQrN4NSHhKuH6V13lbNu6dbPQv2XLJs2xXslJvbZwxMCdiIiI\nQoqRHHNfyznKGCln6C/Z+NPSMtG1a1d07drNbdUad4F/VVWV0OZa912WCiOWu8yQpvq4VHbEl19+\nIfQ3b3N9MPDUFo4YuBMREVHI8DfHXEa2gZKsnKG9HKJ2Rtr1fNn1jY6/oaFBM3Pvqr6+Hvn5q5Gf\nv1oI/GV13o2kwmRk3K0+OGRk3K3p00v7cW3r2LGT0N+8LSEhQXiP66x9OGPgTkRERCHD3xxzGdkG\nSsZy1G1wx2xOQEpKmnqckpImXF82/qKi7eoGSkVF24XPKCrajvPnz+P8+XNCv2upRr02eyqMax12\nbSoMYC93OWfOXMyZM1codykL/BcufFzof+SRn2uOL168KLznwoULQls4YuBOREREra6lFpcaKeco\n42kDJVmOekHBumZ1zJuEz29qanJ5rQ2kjT2YFKrHeotfPfXr5aC7ttkfLJwLSFNS0r2qejNhwiSh\n7dZbb1dfd+/eXeiPj9e2+bsAtj3zKnA/deqUV/+IiIiImvMnB91Iqom/oqOjkZ2dg6ysHGFG2V8W\nS6VmAWx5eYlX3wjYF4+6PhhYhTrqnvpdHwqcbdqUm4iICJfXYqjo6fe3fn2+8P7169eor5tvAAUA\nv/vdK5pjI7P+4SpS/haniRMnQlEUw+8/dOiQ1wMiIiKi9s2Rw21/XYRp02YYPteRyvLOO78HIKay\nZGfn4N///gyNjfZg1NfFoyNGjNRtz87Owf79/1YD4OYPDrJ+MbC2V235xS+eNnS+rE66rF9/8enX\n6muLpVJTu72srAQTJkzS/Iw9/f7q6mqF69fWOtv0NoD64gttm9mcgDvvTMXOnaUAgDvvTOXOqf/h\n1Yz7q6++ilWrVmHVqlV4/vnnYTabceONN+LJJ5/EsmXL8MQTT+CGG26A2WzGCy+80FJjJiIiohDl\nbw464DmVxWxOQP/+zrrkAwYM9Cno81yO0X0OvKzf+6otma0atBYUrFMfegCgsbHBqzUEehO83kz6\nOhw79rnL6yNen99eeRW433bbbeq/Dz/8EGPGjMHGjRuRlZWFlJQUZGdnY9OmTRgzZgz27NnTUmMm\nIiKiEBWIHPTo6GiMHTseY8aMF1JZLJZKTdB39OgRrx8M6uvrsXatflUWwB5MX3ml+3KMnh4sjORv\nezq/b99rhPNd22T9+p/fV339ww9ivXTXNtnvr2PHjsL5rm2yDaAA4ODB/Th61BmsHz16BIcOHRDO\nC0c+L07dtWsX7rrrLt2+1NRU/OlPf/J5UERERETu1NfXY/fu97Fnz/tCYC3L8TaiqGg7vv/eUZVl\nh+57PE0ie8qRF/O3TbpVW9w9mGRmThc+b+pUZ6pKbu7c5iPVXL/5Tqr2thj1tb+7liqKGFq6tt1x\nx4+F/jvvTNUcr1jxkvCeV1550fAY2jOfA/eIiAgcPHhQt+/gwYOaP0oiIiIiIDCLSz3VOZeloji4\nS4WRVWVxtDnKLXpbJ95sTsCAAc468AMGDBZSYTw9mBjZ2VX7YOBdmkpl5WmPba4VZxxSU6fofrZe\n26ZN64X+jRvXaY718uT12sKRz9F1eno6Vq5ciVdffRWHDx+GxWLB4cOH1Rz49HTxF0tEREThzd8c\nblmOtZFUFE9VUdwtHjX6+bLr21N5nHXgjx8X68D7s4GUWI7S6nUqkieyBwdZqo6sjrz9WKyDb7O5\nr40fTnwO3BcvXoz7778f+fn5yMzMxC233ILMzEy88cYbmDlzJhYtWhTIcRIREVE74SmHW0aWY21P\nRdHuXNo8FcWfGXsjOfqerr927WrYbO5TeWQPBrIZb3/JAm9ZDnxu7lzNYlRF0aYCXXnllcL5V17Z\ntVkLA3d3fA7cIyMjsXjxYrz33nsoKCjAsmXLUFBQgPfeew9LlixBVFRUIMdJRERE7URL1kkXZ/Qz\nhJ1JS0qcqTAlJe94PWPviSzw9vfBoLBwm3C+ozQmAIwePU7oHzPmZsPjl+XQy3LgzeYEpKdPVY/T\n06dqfv5nzlQK5585o03PkS1wDWc+Be4//PAD/ud//gf79u1D165dMXLkSKSkpGDkyJHo2rX5UxMR\nERGR1ogRIzFixI1en5ednSPMqDfPkc/IuBtdu9qrvmRk3K3pk5U7lM3Yyz5fFnjrpQV5kyokC/yN\n5JB7IkuF0avQ07wtNTUdiqJAURSkpqZp+vRmzsU2vbx870tKtkc+Be4dOnTAvn37NFv2EhEREQWK\nu8Wjdp7TJqKjozFnzlzMmTNXmNGXpXrIZuyNfL5sbJ7asrNzEBnpzFpovoGUv98IyMh/PuJDRs+e\n2rayshLYbDbYbDbNZk5GuT5YeWoLRz6nyowdOxa7d+8O5FiIiIiIPC7uFBdfNukuvvR1Rh+Qz9h7\n+nx71Rxn4B0VpQ28O3ToIHyea5vZnICBA51VZwYN0ladkX0jcP/9s4TrZ2XlqK9ddzF1cK3YopcK\n0/wbhObq651Btawqj5HFqb17Xy28p3fvwD2chDKfA/dp06ahtLQUzzzzDN577z3s378fBw4c0Pwj\nIiIi8pY/VVVkZIEz4HnGXqZ5uceBA7WBd3Z2TrPFm4omsLdYKnH8uLPqzLFj2qozsm8E9u79hzCm\nPXv+rr7+9lvPqTZ6qTBnzjjbvv32G6Hf9ZqBqKPf0CDOruu1hSOfA/ef/vSnqKysxFtvvYWf/vSn\nmD59Ou6++27cfffdmDZtGu6++275RYiIiIhcyBZ3+lsHXjYjbux895/fvNzj0aPawLuqqkqT022z\n2fDdd1XqsT1H3hmkNjQ0CN8oePpGQJbqEh0tPri4tnXpIm7Q1KXLFeprveIjrm1ff/2V0O/a1rlz\njNDfvO306VPCe06f/lZoC0eRvp5YUFAQyHEQERERuV3c+fjjTwKwzzinpKShuNi+o2lKSppu3nVF\nxT4AipAuYz8/3eX8dN0NkPLzVwNQ8MorqzWz7o4Zb0cll+Z16N0tfnWM392uoK+/vl72o1FFR0cj\nMXEIFEXx+huBHj3M+OqrE5o2s9msvpZVfdGryuhNpcbMzOnYvHm9pm3atHs0x4pigs2mXUfJjT3t\nfA7cR40aFchxEBEREflArDbiyJFXFAXJycOE4Na1uEZTk5hzXVS0HefPn1dfz5hxn6Z/0qTb1cB9\n0qTbvBrt5cuXPLZlZ+dg//5/qw8vet8o1NZexAcf7AUA5OT8FDExzllyWSrQ2bMWod9icba5pvHo\ntckWjvbtew0OHtyv6XetA++a/+5QXLwDkyenqsd9+vTBV199qXnP1Vf3Fc4LR3x8ISIioqAhK7do\nsVSivLxUPS4vL/Fq51H7+SVuz5ctrgSAVateVl+/+uorwvg9pdL069dfuGfXNsc3Cg563wg8//yv\n1dcvvPAbnc93nwr0ww+Xhc93bXvooXlC/09/Ot/j+K+91tk2YcIkof/WW28X2jyJi4vXaYvz6hrt\nlV+Be3FxMe69916MHj0aI0aMEP4RERERec997oWsTrosR15cPNmkWTwpW1x58OB+HD58UD0+dOgA\nDh1yFuQQF49qU2nmzVso3NO8eY+4vd/mP4uDB/fj+PFj6vGxY0eFz3fdXTUlZYrm8zt0EDcycm0b\nO/ZmxMd3V4+7d++BMWOcmzrpjf/hh53jl9WRnz8/T+hfsOAxzXGnTp2F98TEXCG0hSOfA/fi4mL8\n8pe/xKBBg1BTU4Mf//jHuPPOOxEVFYX4+Hjk5OTIL0JERETkwmi5R0/newrsZRsYyRZXrlq1XOhf\nuXKZ5jgtLRM9ephhNvfUBPGAPbAeNOg69Xjw4ERhZ1dP3wgsW/ac8PkvvfRbzbFrSceGBu1i1V69\negvn9+6tbXvmGednPP30b5u/XZNv3jz3XFbucciQZAwenKgeX3ddEpKShmrev2fP+8I1/vGPvwlt\n4cjnwP3NN9/Eww8/jP/93/8FANx333147rnn8Oc//xlxcXGIiRFXDRMRERH5w9+qMi29gRFgXzya\nnZ2DrKwcIb/eYqnEl19+oR6fOHFcE5jLqspcviymuri2WSyV2LnzXfV45853NdfXW8zq+vMEgM6d\nuyAyMhKRkZHo3FlbZUZ8sLJqxhcfL6a5dO/eXXN8zTX91Neu+e8k53Pg/tVXX2HEiBGIiIhAREQE\nLl68CMBeRig3NxcbN24M2CCJiIgoPLimeTikpk5RX8tSUWSBfWbmdOH6U6fOUF/rBZKubUZSPQD3\nG0DJAnNZOUeZ115bAdf0GpvNhtdee8X9CTqKirajsbERjY2NKCra4dW5NTU1Qlt1dbX62mKpxB//\nuEs9/uMfd+nWjid9PgfuXbp0Ub+K6dmzJ44dc+ZbNTU16f7iiIiISK6iYh8qKj5q62G0Cdc0EYey\nsmLNsSwVxVNgL7t+bu7cZhskmTQ7kw4ZkozExCHqcVLSUCHVoyXJdhV1nc3Xa5NVnZEtzpUtHo6N\njRWuHxvrXFj6yitiOcwVK17UHOuVfmQ5SDuffwrJyck4cuQIAGDixIl47bXXsGnTJmzZsgXPP/88\nhg8fHrBBEhERhQtHKcONG9fpbj9PnlNRAM+BvYzZnIDJk+9SjydPvkuo6pKXtxgmkwkmUwQefXSR\nV9eXfSMgC6z1ata71mHv2LGT0O/aJvtGQ7Z4187m5jVw9uxZ4fquJSib15AHgC+/1LbZdArD67WF\nI792Tu3VqxcAYMGCBRg+fDiee+45PPXUU4iPj8czzzwTsEESERGFC0+lDAMlmGf0jeawu0tFATwH\n9rIZYwD44otjLq+PormYmC5IT89Eenqmpoa6EbJvBGSBdXZ2TrNvBBTN+BcufFw4/5FHfq6+ln3j\nIFu8K8txr6urFc7Xa/OEgbt7PgfuP/rRj5CSkgIAuPLKK7F69Wp8/PHH+Oijj7Bt2zb07ctC+URE\nRN6QlTIMhNaa0ff14UAW2BrlLrA3mxPQoYMzmO/YsYPm+gcP7seRI4fU4yNHDmnKLTpMn34fpk+/\n1+txAcDkyanqjP3kySmavq1bNwvv37p1k+bYUxDbfCEoAE15RxnZ4l1/c/CZBuMfn39SRUVFqKio\n0LRFR0ejS5cuqK6uRlFRy8wSEBERtVeyUoaB0Boz+v4+HPiT6iKze/ffcemSc6fSuro67NnzD/XY\nSLlHf+3aVQar1QqrtQm7dpVr+vRy1E+ccLatXbta02ez2TSpLAUF69Cc69+Q7BsNMcdf0eT46/0+\nvfkdy1KByDOfA/clS5YgKysLa9asEfpOnjyJJ554wq+BERERUWC1xoy+47r+PBzIctj9sWbNa0Lb\n66+vCuhneCL7Hchy1GWpLLIZcWPfaGgDd+34xb8X17bmpSWbtymKGHrqtZE+v35S06dPx6pVq/DI\nI49onl6JiIjIe/7WKJdpjRn9QD0ceMph94csf9pouUdfU4FkvwNZjroslcXIjPjkyalQFAWKYhJS\ndQoK1sFmc5/DrpfWEhHhXDPQ1NQo9Lu2RUZGCv3N25hO455fP4WpU6diw4YN+Oijj/CTn/wE33zz\nTaDGRUREFHYCld/dllrj4cAfeoFvnz7OdXn2HHHtjHPzHHEjqUC+BvZDhiRrdlYdNOg6TbnJCRMm\nCefceuvt6mvZjDgAlJWVwGazwWazoqys1KvxnTsnlvuuqXHWaZftnJqWlin0T5kyTXMs+9YhnPn9\n+DJixAhs374dERERmDZtGvbu3RuIcREREYWllszvbukZ/WDiLnCOixN39nStM27PEdduYNT8wUOW\nCuQpsDfyO7juuiSX10M0fZs2rRc+b+NGZ167Xh31uDjn/Yl12t/RBPayqjb+KizcJrTt2LFVc9yt\nm14teLEtHAXke4eEhAS8/fbbGDduHHJzc7Fp0yb5SURERCRoyfzu1pjRb+nAz4j6+nrk569Gfv5q\n3cDZNTUjMjLSq4cXWeBrb3Mf2JvNCUhJSVOPU1LSNL8Di6USO3e+qx7v3FnqVarRd999J7RVVVWp\nr8U67VbN4lYjVW08aZ4T37zt0qU6ob9525kzp4X3VFaKbeEoYAlDHTp0wLJly7BgwQKUlZUF6rJE\nRERhp6Xyu4GWndEHjO182tKKirbj/PnzOH/+HIqKtmv6zOYEDBgwSD0eMGCwJnCWzYjbU4Ea1OOG\nhgbNjLzFUomSEmdgX1IiBvZNTU0ur7WpJQUF6zQ54U1NjZrr33//LOF+s7JyhDZ3vv76K49tsqo2\nZnOC0N+zp7NNtoYgKipK6G/exjru7vkcuP/5z39GYmKi0P7QQw9h48aN+O1vf+vTdTdv3oyJEydi\n2LBhmDFjBj777DO37z127BgWLFiAiRMnIjExEQUFBcJ7Xn31VSQmJmr+OerPExERhZuWnNEH/K/z\n7S9xcWyRJnC2WCrx+eeH1ePPPz+s6Zd9KyG7v4KCdWhsdAb2jY1iYO/6cFNeXqL5/AsXLgjXd23b\nu/cfQv+ePX9XX8fHi6lArjn6rg8dem3R0WJpRte2Tp06Cv3e5J83NIiLV5u3RUSIC1j12sKRz4F7\n79693f4Hf8MNNyAzU1x8IFNeXo6lS5diwYIFKCwsRGJiIubMmYPq6mrd91+6dAl9+vTB448/jh49\neri97qBBg7Bnzx7s3r0bu3fvxltvveX12IiIiNqLlpzRb2v2VBDnjLbV2qRJBVm7drVm9tZm06aK\nAJ43SJKRBfZiqop2fKdOfSuc79omu35NjefFoz/8cFnnfGdbr169hf7evZ1t+uUovxba3HGtWOOu\nzXVxs6e2cOTX48v333+P//u//8OJEyd0V1X/8pe/9Op669evxz333IOMDPuT7tNPP42//e1v2LFj\nB3Jzc4X3X3/99bj++usBAC+99JLb60ZGRmoWZhAREVHLaK0Ndioq9gFQhAcQWZ1zWT/g3CDJ/roc\n06bNUPv8vT/Z59fXi4G5a5us3OPVV/fBwYPnNf2ulXRMJpNQ+cW11KLepKxr6pAsY6VTp05CifBO\nnVgRJlB8nnH/8ssvcccdd+C5557Dm2++iZ07d2LLli3YtGkTSktL8de//tWr6zU0NODAgQMYPXq0\n2qYoCsaMGYNPPvnE12GqYx0/fjxuu+02PP744zh9mgsciIiIWoJ98aczZzkyMkp38aev5RIBz1Vb\nZHXOZf2yOvTZ2TlwLRcJKJr7kwX2ss/v16+/0H/ttc42WeCfmztX09d859M+fa4Rzu/bV2xzRxbY\nu1bocbaJ6TueP8Nzuk448zlwX7p0KYYPH449e/bAZrNhzZo1+PTTT/Hiiy8iJiYGK1as8Op6NTU1\naGpq+k/9VKf4+HjNamhvDR8+HEuXLsUbb7yBp59+Gt988w1mzpyJujpxVTMRERH5x2xOQHq6M102\nPX2qULnGSB10TzxVbcnNnauZQTaZIjSBa2bmdOF6U6c6Z9SN1aF3Tjs3L6Iiq6rTPLC2tznHN2/e\nQk0VFkVR8PDDj6jHly+LG142b9PuRKodoF4Ggmuw7e83CmfOVOq0eTdh2jwWtLe5T4kOJz6nynz2\n2Wd49tln1SevhoYGREREIC0tDTU1NfjNb36DLVu2+D1Am82mW1rIqPHjx6uvBw8ejGHDhuHWW2/F\nzp07MW3aNA9naplMCkwm38dBREQULjIzp+HPf/4DFAXIzJyKyEjtPGFhYRHOnrUAsFecmT79HsPX\nPnNGnBG/9dZb1YeDXr16YcqUqSgstFeTmTJlKnr1ukp9/86d4oZD5eUlauqtu3KGjnvIz/9/mj6b\nzYb8/NX41a+eAQChio39frep16+pEcs1njtXrY6xV69eSEvLUCvTpKVlaMYfERGhqUrjaHOMb+PG\nNzU54zabFRs3rsPixb8AAIwbNx4ff/wvzfnjx9+inp+WNkXoT0/PVPvd5Z87+vVSaWw2CH8Dzbn2\nuwv+ZdcIBz4H7vX19ejSpQtMJhO6du0Ki8Wi9g0aNAiHDx/2cLYoNjYWERERwux6dXW17gppX11x\nxRXo168fvv7a+EIKAIiLi/HrAYKIiChc1NdHqZVVYmNjNOkVp0+fFsolpqX9GFdddZVwHT3Ll68X\nZsQ3bXoTv/71r9W22bNn4a9//RMURcHs2Q9oPj8qKkK4ZlRUBGJjYwAACxfOR25urvpNQHR0NBYu\nnK/2f/utmKry7bcnDfe/8oq4Ju/ll1/A9u3OgH/WrCz14WTWrCx06RKj9vXu3VuIYXr37q1eX3Z/\na9f+P6F/zZrf4a67JgMAiot3CP1FRdswduwoAEBMTAy+//57TX9MTIx6fZNJQfPNU00mRe3v27ev\nMP5rrrlG7ffEyHvaO58D9379+uHbb7/FyJEjMWTIELz11lsYM2YMIiMjsXXrVpjNZq+uFxUVhaFD\nh2Lv3r2YNMm+na/NZsPevXuRlZXl6zAFtbW1OHnypMcqNHqqq2s5405ERGTAli2bUVtbCwB44431\n+MlPZqp9K1as0qTH1NfXY8WKVeqMsExDQ5NuW01NrabtoYfs6Se1tQ2orXWWO5w5cxYqKj5Wg/+o\nqGjcf/+D6vkdO16J1NR0dcY+NTUdHTteqfb37t0H586d03zW1Vf3Mdzv+Lm4qq2t1Yx/27atauWb\nt976veYbiaoqvQ2WvlPPv/POVHzwwQea/smT09T+y5fFqjKXL19W+0+c+FLoP3HiS7U/I2MaCgre\n1PRnZk5X+xsbxXKPjY2Nav+ECZOE8ydMuE1z/5GRkcK3CpGRkcLvWE97D+59DtxTU1PVWfWFCxdi\n9uzZGDVqFBRFgc1mw3PPPef1NWfNmoUlS5YgOTkZ119/PTZs2IDLly9j6tSpAIBFixYhISEBeXl5\nAOzpOcePH4fNZkNDQwPOnDmDw4cPo3Pnzujbty8A4Pnnn8fEiRPRq1cvnDlzBqtWrUJERARSU1O9\nGpvVaoPVyuL/REQUHtxVbZGxWCpRXOycUS8uLsTNN09UU1ncba7T2CiWCdSTlfUg/v3vzzSBd1ZW\njnD+8OE3AIDQHh9vRlpaBt555/cA7HXa4+J6aN7n+v/3Vqv2GhkZd+PAgX9rrpmRMV19z5w5/4NH\nH/0ZHHnw9ln/uWq/u6DU0S/+/N7B2LE3qz8/d+UcHeevXLlc6F+5chlefTVfaHflON9s7onvv9dW\npenZs6fav33774Vzt23bgjvu8Fw203H+xo3rhb6CgnWa892VvDT6N9Ke+Ry4P/jgg+rrH/3oR3j3\n3Xfx97//HT/88ANuuukmDB482OtrpqSkoKamBitXrkRVVRWSkpKQn5+vLqSorKxERITzKyCLxYKM\njAw1hWXdunVYt24dRo4cqW7GdObMGTz22GM4d+4c4uLicMMNN2Dr1q2IjY319daJiIjaNcfiUUVR\nkJw8zKuNmtzVUf/FL54GYK/Ksn//vzWBt17VGXccGyS5Bt7NF7/KpKVl4v33/wZFUYTdY+0bJDnz\n4MvLSzBhgvPBo7Bwm3C9d975vXp/gCNdxBm4u9LbgMh1ltrd4tjHH38SgD1DoXng77rzaPPZfkBb\n271fv2vx5ZcnNP2uVWv0uD5r1dWJs96ube5y8J3X4q6o/gjYNlRXXXUV7rnH+OISd2bOnImZM2fq\n9jXfGbV3797SXPrly8UnTyIiCm2+zgaTMY6qLfbXRZo65jKycoVGA29Pv+NJk25Xz5806TbDY3OI\njo7G2LHjASjCQ4kscP7666+E67m2FRSsa7bBklVzvr/L5fzdmbZ50A4AJ058ob4+eVJcA+i6wZIj\ns8KV68NJ8xrx7trIN34F7k1NTfj0009RWVmpW87JsZESERFRoPgzG0xyenXMx4+/xfCstmwDIMDz\njDcg/x2vWvWy+vrVV1/BL3/5jKGxuV7/r3/9EwAFU6ZMa9W/oWuvHYBjxz4X2hxGjx4nVHUZM+Zm\nw+B1Jh4AACAASURBVNePiYkR8ui7dOli+Hy9VBzXvHjZjHmHDh2F8pQdOnQ0/Pnkmc91dQ4cOIDb\nb78dM2fORF5eHpYsWaL598QTTwRynERERAA81/Am/xmrY+6erE46YJ/xzs7OQVZWjm7Q7Ol3fPDg\nfhw+fFA9PnToAA4dOmB4fIC9ZOP58+dx/vw5oXzj6NHjhPe7Bs4JCWL1G9c2WR33e+4Rswp+8pP7\n1dcFBeuE/g0bnPnpV13VS+i/6qre6uuGhgah35da+b7q2TNBaEtIcLbpPQCazdpztHXo3beFI59/\nCk899RS6dOmCDRs2YM+ePdi3b5/m34cffhjIcRIREUl3taS2V15eIrSVlRULbSNGjNRNg5H9jlet\n0l98aZR4/SLN9WWBsx7X9BfZ/bvLkXeQbbDkrs68g16Q3pqBe2WluNmS6471ehspNd9wSa+KHyv7\n2fkcuB87dgyPPfYYRo0ahbi4OFxxxRXCPyIiokDydzY4WFRU7ENFxUdtPQxd2dk5mi3svV086q9A\n/Y63bXsL27a9LbS7WzzrIAucZYGpjHwNgDgj7TqL/e233wj9erXjW4rswcFd1RsHvc2Vmj98u6YO\neWoLRz4H7v369dOtRUpERO1fMAeewc6Rv71x47pWnQk1yrF41MHbqi3Z2TkwmZzhhckUEdDAf/78\nPKFtwYLHNMe1tRdRUlKIkpJC1NZe1PTJAud+/cQKK65tssWX9vt3VlFpfv/N8/2bt1VXVwv9330n\n1m53Jzq6g6G2tvLdd1VCW1XVWc2xLJ0onPkcuD/xxBN4/fXXcfz48UCOh4iIglxbBp5tPRscCMGQ\noy978EpLy0SPHmaYzT11F4/K+Z7WIMsR7969u2aGV1EUxMdrUy2WL38eVqsVVmsTXn75BU2ffo61\ns00WNLo+lLhr0y7g1C7mzM2dKwT2ubkPq8eyGWtZ/vfAgYOEfr02X7VGOcf169cKbW++KbaFI68C\n97S0NPXfr3/9a5w5cwZpaWmYMGGCpi8tLQ3p6eJ/eEREFPraMvD0dza4rQVDjr6RBy/Z4lHAffBv\nL4eoTUXxJtVFliNeULBOEyjabDbN9WWLV/Xux7VNloMeHx8v9LvmaNvHJ5aDdBD/hjM0f8OdOnUW\nrq9t0wuSnW0TJkwSem+99Xb19TXX9BP6r7nmWp1rtp22TgcKZl4F7kOHDkVycrL679Zbb8WUKVMw\nevRoTXtycjKGDh3aUmMmIqI2EgyBp/+zwW0nGHL0jT54uVs8CgTmW5eWSreSLV6VLd6U1WnXS1up\nqnKmfxips56aap/cVBRFfe3w6KOLhPPz8harr2Uz3rLFtePGTRD6b775VqHNHVmOO7Usr+q4L126\n1OcPOnXqFMxmMyIjA7bnExERtTLZ5jStwTEbrLd5Dnnmb4121/PcbdBkZGfU+vp65OevBqDglVdW\na36PKSnpQh1z11QZWb+M3syta5ssh91IqoxMWZn9WwWbzYayslLMmHGv2udIBXIE43qpQJ5culTn\nse2ttzYI/Zs2vYnJk1MNXZ87n7atVimK2dTUhEmTJuHIkSOt8XFERNTOeZoNDmZtnaMfiBl/2bcu\nRtKZPNVRl6XKyPrvv3+W0J+VlaO+vnRJrBrj2iYLzI0sjvXEYqlEcfEO9bi4eLtQjtJTKpBMZGSU\nx7ZQCLxd1wB4agtHrVbNPtj+KIiIyHttHXiGulDP0QeMBf+e0plkddRlqSYXLlwQ+l3b9u79h9C/\nZ8/f1deyoLBv32uEftc22eJYWSrO2rWrhX7XcpT+0tuASa8tmOllZ0RFMWMDaMXAnYiIQl97CDzb\nmpEc/ZbK/87OztHMvkZGRrl98PJnDJ4Wt8rqqMucOvWtxzZZ4N+nT1+hv29fZ5u96otrOUuTpuqL\nbEZcr867a9vx40eFftc2WVUdGdmMeiBSfVpafb18nUC4Cq7fFBERBb1QXhzaWjwFvbKKLS1ZbtNs\nTtCUBhw0aLDug5cjBz0/f7UwBqOBpbt0Jlkd9Q4dxJrjrm16QZ1emztRUZ5TSewPp5nqcVraVM3P\nyMjiU09k52/dulno37Jlk+Hr660TdW2T5fC3NL2fv14b6WPgTkREXjFSKjCcGQm8PeXot2S5TYul\nUjO7e+zY57pVgfzJQZeR1VGXPRjINkiSBf5699u8LSPjbnTq1BmdO8cgI2Oa8H5PEhKuMtTmzpdf\nfmGozZ2OHTsZanNHliPvr/aQytOWGLgTEZHXQnVxaGvwJ/Bu6XKb9vx0Z5DU0NAg5KfLctCN2rbt\nLWzb9rbQ7pof7zoOB9mM87x5C+G6wZOiKJg37xH1WJYOFBsbK1w/NjZOaIuOjtKdCW6+E6u9zbmT\nvF4Q2thoPDD1d+fTK664QqftSvW1LLDXG6s349fffIvlIgOFgTsREVGA+Bt4B0Odd1kOupEFyrW1\nF1FSUoiSkkIh0JVtriObcTabE3DLLc6647fcMlEzY282J2hqo6empmv6z549K1zfUdrSobS0UP3G\nofnD18mTXwvnnzzprPOuV25SLz3InV69egttvXuLbe6cOVOp0+bMsdfbQMqbcpMynTuLG0jptZFv\nWiVwVxQFI0eORExMTGt8HBERUZsIhsDbEyNBtywH3cgC5eXLn4fVaoXV2oSXX35B0yeb8TWS6vGP\nf7yn+1qfdrb3hx8uC+9wbbM/fBWqx6Wl72gevmQ54v7OmLd0Ksnp06d02sQFv77q0aOHTpvZq2uE\nwu6ubaVVAneTyYSNGzeiX79+rfFxREREfmmpqi4y9sDamZ4RFeW+6osvjATdV1/dRziveZunBcoH\nD+7H4cMH1eNDhw7g0KED6vHChY8L13/kkZ8b7t+69S00NTm/EWhsbMS2bVvUY4ulUpOHX15erAm8\n9dZluLbJ04k8p4L4O2PuOnvvoLebq69aenGqflUd8WHBk/Pnzwtt339/zucxtSc+B+6JiYlISkrS\n/TdkyBD893//Nx544AH85S9/CeR4iYiIWpQ/VV38rXNvNidgwABn1ZeBA/WrvvhDVhVILIcYoSmH\nCHheoLxq1XLhmitXLlNfDxmSjLg4Z7pGfHx3JCUN1fRfd12SenzddUma/pIS5+ZFDkVF29TXssA7\nIkKsB+7aJqv6IksF0csx79JFbHPH38C6c2cxu0GvraXIfn6KIoaezdvOnasR3lNTI7aFI58D90WL\nFiEhIQF9+/bFrFmzkJeXhwceeAB9+/aF2WzGfffdh8bGRsybNw9lZWWBHDMREbWxtpqRbg3+LC71\nt869xVKJY8ecVV+OHtWv+uIPWVUgszlBU9klJSVN9x58XaBssVTi3Dnn7GlNTY1wj489tgSKosBk\nMuGxx5Z4dX1Z4CjbYEmmW7duOm3OBa+yqjh6QbRrKrEs1UZWh72urlbod21zfbD01NZSZOUqyTOf\nA/fz588jOTkZu3btwuLFi5Gbm4slS5Zg165dSE5OxuXLl7F582ZMnjwZa9euDeSYiYioDdXX12Pt\nWv0a3w7uKooEu0BUdfGnzn1BwTpNBY/GRrHqSyDIgu6IiAiX197tWHn//bOEtqysHPV1QcE6YfFr\n83uMiemCUaNuwqhRNyEmpoumr2fPBOH6PXs6yy3Kdi7NzZ3bbOdT7QZLsnKSssWfsnKZevnerm0R\nEWJo5tp2112ZQn96uvGSlfpVfQK7X4Anik6UrtdG+nwO3Ldv347p06cLP2xFUTBjxgwUFdn/h++u\nu+7CF18Yrz9KREQtz58Z86Ki7fj+e0eNbzFtwVNFkWAXiMWloV7n3mKpRFmZM/gsKyvWfXhx9ze0\nd+8/hLY9e/6uvjaygVF9fT2++OI4vvjiuBCI6+WQ9+rVS30t21nVbE5A//4D1eMBAwZ6VUfe38BT\nL/CvrHS2yX4+f/nLH4T+P/1pl/q6peuwy+h9luu6Db0KNvHx4oJW0udz4H7p0iWcPi0uQACAU6dO\nqX9knTt35o5YRERBxJ8cbrHihjgj7amiiFGyB4tgT9XxNY3EaI58S96/kVn/ltzdFfCcriQLrI1U\njfG0CZVsxvyee+4X+u+9Nztg45PluNfV1Qn9rm2u32Z4amspTU2NQltjo7NNfwMs8WGG9PkcuE+c\nOBHLli1DaWkpLl60z6hcvHgRxcXFWLZsGW677TYAwJEjR3DNNcZzx4go9AV7UBXu/Mnhttf4dgYR\nzWt8yyqKGCELClsyaPR3cam/jOTIB+L+Pf03amRG3NPfkOxnKN/ZtBIlJe+oxyUlO7wKrDt1EheP\nura99toKof93v3tFaHPngw/2CG2u3zLobSC1datzAyl/y0XabDZJm+eqN3rrFfTSj3wlHx/5w+fA\n/amnnsKoUaPw85//HCNHjsT111+PkSNHYvHixbjpppvwq1/9CoD966u8vLyADZiIgltLz8SRf/zN\n4ZbV+JZVFDFC9mDhz4OHjL+LSx38eXiV5cj7e//+/jdqD6yd37qUlGjrnMt+hrKSl/YZf+cMbWNj\no2bGX/ZgISsneezY50L/0aPOtj59+gn911zT3+P5rm1ffHFc6Hdtc10/oNcWGSmuKXBts9nEGXnX\ntg4dxPQs1zbHZKurCxcuCG2+8vfBhDzzOXDv0qULXn31VZSVleG3v/0t5s+fj+eeew5lZWVYtWoV\nunSxLya54447MG7cuIANmIiCW0sGVeQ/f3O4jdT49ofswSIQi0dl/FlcCvgfGHvKkQ/E/cv+G5XN\niBtJpZk06XaX17dp+uyBvXOBZVraVE1grxdEBjKwlCktfUdoKy7ebvh8vbQU17rzsqowrg8tntrc\naWoSA3vXtsuXLwn9em2+0kuVcb1/8o/fGzANGDAAmZmZeOihh5CRkYEBAwYEYlxEFIJaI6giY1oq\nXcle49s5O9i8xvf8+eI3rAsWPGb4+rIHi9bYmdTfxaVGHl5lvx93OfL+3r9sV1BAPiNuJJXmlVde\n0n3t4OnhSLa4VPZgEYhvffwh2+ApIeEqoV+vzZ0OHTp6bKuvF38/em0tRS9I1wvmyTd+Be51dXXY\nvHkz8vLyMHv2bOTl5WHz5s26CyeIqP0L9u3ew4WnGd9AbBCkTYPI0MyWDhmSjMTEIepxUtJQzeY5\nocKfGuWyh9fWSCdz92Ag3xVUPiMuc/Dgfhw9ekQ9Pnr0iLDOITo6GmPHjseYMeOFQFcWePq7u6ze\n7/XGG/9bfT1x4h1C/223/djw9WXlKF1//g6u32DIyFJtZPTSzZmCHjp8DtxPnz6N9PR0/OY3v8GJ\nEyegKApOnDiBZ599FlOmTHFbcYaIiFqWpxnfQORwZ2Tcja5du6Jr127IyLhb6M/LWwyTyQSTKQKP\nPrrIq2vLHizaevGog+fA2PPDqz/pZEbu39ODgZHZcsDzjLhsxluvktDy5c8LY9y9+33s2fO+MMZ+\n/fqjOdc22YOF7FufTz6pEPorKvapr99//29C/3vv/Vl9LUt1kTl58iuh7euvxTZ3/E2lkeXIU3Dz\nOXB/7rnnAABlZWUoLCxEfn4+CgsL8e6770JRFCxdujRggySi0BAsQVU4MzLj628Od3R0NObMmYs5\nc+bqpgXExHRBenom0tMzhc1zZGQPFkYfPFqyspH/5TR9Tyczcv+eHgxks8EOntKFsrNzmm3QFKH5\n7/zSJfFb9+ZtnsY4b95C4fx58x7RHHv6Gx4yJBlxcfHqcVxcvOZbH1m5RXmqieeqLYriObCXfX6n\nTp2Efte2tk6Fobblc+C+Z88e5OXloX9/7ZNx//79sXDhQuzevdvvwRFRaAmGihyB0Naf7w8jM76B\n2CBIlkoyffp9mD79Xp+uPXlyqjpjP3lyitAve/Cor69Hfr7nnV394U8pxECkk3m6f9mDgSx/3JW7\n37HZnIBu3WLV49jYOM1/57JyjEYeXlwDXb3Z7OjoaPTvPwD9+w/QXcBbXf2delxTUx3QtTayHHa9\nvWtc22Q56r17i4u99dooPPkcuDc1Nel+XQbYvzLjCmKi8NTWFTn81daf31p8zeFuDbt2lakbOO3a\nVS70yx48ioq24/x5x86uxquBGCELOgP18OqJp/uXPRjINv8x4uDB/fjuuyr1uKrqrCaHXS89Ki9v\nseExFhSsa7ZXgFV4uKmtvYh9+z7Ahx9+IOzO27xOu81mw2uvOeu0y8otyug9SEREeK4K09DgbDOZ\nxBl71zb9bywCV/VF9o0BBTefA/cRI0Zg9erV+P77/8/emYdHVSX9v7qzkHQSstIJkLAmLCGguLwq\nsouCYYIBF1QgAiaOiCwqKjozzozv/FxeQQQF1CBLBBURE4IgOo474DLvOyoQ9n1LmpAAgSSELL8/\n2r73nD6nb93O7U53kvo8j89zblXf7tsLsU7db1Vd4OwVFRXw5ptvwjXXXGP44giCaH40RUcOb+Lr\n1zdKc5cr6ZWSuNp4iOcXNCrbakTDrrV59dT309iNF5bt1QPWtSU1NQ1SUnoqxz169HKrQFmPDl9r\nOu+RI4eE81mbUY24TOrCtls0SWJg1obJlU6ePCH4T54U5ye4IiRElNrwNlklKlWnNhcaHbg//fTT\ncOzYMRg6dCg88sgj8Nxzz8H06dNhyJAhcPz4cXj66afxJyEIokXizY4c3sTXr+8JmiLj602MSkns\nk13VO77Ok1314M0+7FZrAtx660jl+NZbR3r0+8nKmgqBgaosIzCQ77jSoUNH4ZyOHUWbUWbPVocg\nzZrFtwNNTx8jPH706Dt0Pzc2ndfbA4CwjYV81kEnZY1JiYzi7VkLhG9pdODeo0cP2LBhA9x9991g\ns9nghx9+AJvNBvfccw9s2LABevTo4cnrJAiiFeDrdpK+fn1PYVSu1JzBJrvqwYiG3cHBg/vh4MH9\n0uf/4YdtyvrHH7dLH9PYOgurNQGSk1OU45SUHtzGICIiQjgnPFy0aTFx4mTBNmnSVO74X//6J7P+\ngvOtXbtGOP+DD1brfn0s4y/bnLC2CRMmC372+mXFpawN68pSXS1Kj1hbVtZUwf/AA9mCzRUmSUqf\ntVVWXhL81Ka75WCoj3v79u3hmWeegY8++gg+//xzWLduHcydOxcSEhI8dX0EQRCEm3ii+NRXGM3G\nGs02ekLDfunSRSgszIfCwnxBf71167dc4eTZs6Wwbdv33GOMFNfabMXchuHAgX3c9WdlTRUKP92V\n6mzf/r1g27btW+4atD7Dw4cPCueztnPnygX/uXPndF8fVjx63XXXC372DmFYWJjgl9lcUVJSLLGp\nLbI3bSoU/Js26ZflBQSIenzWJi9AFuU3RPPErcA9IyND939jxoh/fAmCILTwtT7bHtTwU0Gbkz6c\nxZ+LT7XYvFkW1GzQfb59sisbmPKTXTGMatgBtPXXb7+9WHj8W2+9zh0bKa7VM2CJL0T0fFEi9hli\nA4BOnz4l+E+fVoNRLOOPachzc5cKflZOdccddwr+sWPvVtZG+7gfPXpYsB05ItpcIRvW5M4AJ6J5\n41bg3qdPH0hLS9P1X58+zW9SHkEQvsU/9NlUpNWcEYfzeL7Pu9YdDUx/jaG3uLax12/v2MLXALgr\nBzO6wQ4JEYthWRsWGOMZf/HzYm2YnGrjxnzBv2HDeuZatYs/jQb2BKGF/v5HADRUiSAIr5ORMRa+\n++5rMJlMTa7PFtvQ2YOaOXOebdLraM1kZU2FnTt3KBnbxtx1ycy8C7766gswmUyQmSlmTx3FpyaT\nCdLS+nHBt97Xv+YaUW4B4Fp/vXTpcgAAGD9+IqxZs5Lz33dflrJ2VVz7pz/9Xff1//rrL8pzGLlr\nZJ8mahLu3Dg22B9//CEAiJsj7DPs0KEjHDiwj3tOtkC2V69U2LVrB+dPTU1T1nqKQ4uKznN+Vi5l\ntcbDhQu8Pz5evX5sQFJUVLSgI4+OVvva33dflvAdy3T1BNEYaAtIEIRf0Zz12Z6iOQ+AMoon7roE\nBwdDTo7rya5axafevutTVLRDsO3c+auy1lNci7csbXCx1p8tx3T2WnIh7DNkZTTq66lSD+egHQBg\nxw71M3KuG7Db1EB66NBbBP+wYbcqa9lvgv1M2rZtK/jbto1U1sXFMimPavvxx22C/4cfxLsEBNEY\nKHAnCMLv8JU+29cae4DWMwBKC090xdHq815YqEohCgs/FqQVGRljITIyEiIjo9x+/RkzHhdsM2eq\n7RCxbLFsk8DasOvHhhfp3ZhgOntsg52RMRbatpV/hvLNyTHB5opjx8THHjt2VFmvXLlM8K9Y8bbu\n58eKS7GMvKz49tAh0eYKWWtIi0V/cSzRsqHAnSAI4nf8QWPf3AdAeQI9d12wuxJaA5TYQr7aWlnx\npryAkmXduvdg3br3BXtqahr06pWqHPfu3cet4UNYRxTs+vUML8I2RuLmoHHzDGSDiPQQFBSkacPa\nMcrbIaq20tJSwc9Ogm2QfPmsDW8XqX0+hmxyquw9Ea0TCtwJgiAYfNkD3ZMDoJq73Ebrrgt2V0LL\nryew3bgxHy5csGebZZsnrXaPAACPP/40mEwmMJvN8NhjT3G+Nm3EQUCsDfPruX4MbGOUm7uUC4Qb\nGuqFIVbYd7BxY76SsXf+DNlhRA6SklRb585dBb/M1lhsNllGXbVhgXdgYIDgZ23eHgBFtG4ocCcI\notWhFdT6UmPvqQFQnpDbeDvwN/L82F0JI3ct9GyetNo9AtglVqGhoRASEspJrwDwyaay4TysX/Z9\nyjTjGFobI1Z24sqm9Rljch5ZT3RWCoLddcC6ushkJe5ITbDAnW23KbNhUhqCMAIF7gRBtCr0BLXN\ntQe6A6NyG2/r7I08PxZYY34so41tnvS0e9y4MR8qKyuhsvKStPh1zBi1XeWYMeM4Odb+/Xy3FQCA\nAwfUgUqyOzAlJaoN62HuCfTo7LXkPNh3cP68OGzp/Hm1C8wTT8wV/HPmPKOs2Z7rDu68c7z0vXiD\nmhrxDojMRhCNgQJ3giBaFf6sIfdEcawn5Dbe/oyMPD8WWGN++2esZryDgoLc+oxdtXt0oOfz15Jj\nYQOasOLVkyfFwk+ZTYtOnTpr2ozq7LG7CidPilM+2fcQFxcn+GNjVRvbc91Bfv46weYKbGNhkoj3\nZTaC8AYUuBME0WrwpIbcG7hTHKtVfGlEbuPtz8jX34E4oGmc0INca/OEySD0fP5G5FiYjKSqqkrw\ny2xaUiVx+qyZmz5rVGf/1VdfCrZvvvlK9/mLFy+U2F5T1lhxKkZAgDjihrUZLT7FwIpfidYN/RII\ngmh2GJka6QkNuTfRUxyL9dg2grc/I73P7+o7xgJrPXctjPQgT0hoL1xT+/aiDcOVHOuhh6YLtj/+\ncYay9kQ2uKamBnJzXf9+rNYESE8foxyPHj2G+wzOnSsXzmHlLdg1FhaKGfGCAjUjHhoqathZ25Ej\nhwQ/b5Nlv/VnxGtra3XZvIdsE0ATnQk7FLgTrY7m3m2jtdPS+5zrycZq9dhmAy4Ho0ff4ZVr9RZa\n3zEWWOu5a6GnB7mrwD4iIkJ4fHi4ajMqd0pJ6SHYkpNTuOfXKm4NCQkRzne2FRR8pHTNKSgQg2hn\nGhr4oPfUqZPCY1h5i9HfoNWaINji41Ub1i5S5g8OFm2u8LVGXZa892BCn2jmUOBOtCpaetDXGjCi\nj/aHAUsA+OZRqzhWlJoUcFKTzZsLhXM2bdqg+9q8/RnpeX7sO8buSugZoKT1GWsF9phG3p6tzlCO\n09PHuDULIC9vucTGD1DSKm7FZB72349aWCqTKtlsxdzvaPPmQrfkTNhvMDBQvEbWduaMTfDbbKqt\nrk5briT72375cnP6e08Zd8I1FLgTrQp/LkwkcIzqo/1hwJLRzWNu7lKor69Tjuvr64Qe20bw9meE\nPb+e71jPXYmqqiqorha13XpxFdg7y0hkgXldXR2zlkssjNz5GzVqtNInftSodM4XGxsrPJ4t3LT/\nftjJquLvB3+MthQF08Czn4/MVl1dLfhZm6z9JftvCRvQRBpyojlDv1Si1eDrojjCOJ7QX48aNRrM\nZjOYzQFC0NMUGN08ysfFqzZPZMy9PYRK6/n1fsdaGfP169dCTU0NXL58Gdav/1D6GM9J5vgg1mYr\nhk2btLPVWpu3rKypYDarw3zM5gDh+9u0qRAaGhqgvr6eey0AgPJyUX9eXl6mrLHfj57HYAWyWK95\n5972ok074xwaahG8rA3T+csHKIl3AQjCH6HAnWg1NIfCRML7bNmySRmes2XL5iZ9bU9sHrF2gJ7I\nmHt7CFVwcDDcfPMgGDBgkMef32Yrhk8+UT/jTZsK3AqcHbgK7O0yko3KsXNg7jx1tL5enDqKb95c\nyyIwqUtiYpJwDmuLjo4W/DExMdyx7PcSH6/aZBlv1ob1msekMhjO02gB7NNqHTRugJJ6/Vjgz97B\ncBAX107jignCc1DgThB+CBXQyjGaTfb1XRdPbB6xbCeAZzLm3hxCVVNTA1u3fgfbtn0nzTgb+Y6d\nWwU2NDRwrQIB8MBZK7DHvkNs6qgYeIvDi5xlKuzzizIWfmOQkzONCzJNJr6V49mzZ4XrKy0tFWzO\nsLEwFhhjmwcMbDJqamoadOuWrBx3754CvXv30X0+Bvb+ZAOiZJ12CMIbUOBOtBr8pTARgwpoXWM0\nm9wS7rpgrfYA9GXMjW4O1617D9ate79R52oFzka/48OHD2ra9GzejMiZ9PV5VzO+V65cces3iG0M\nrNYESE5WO9OkpPTgPj+2P7srm2wz684GVza5dNy4e3Sf36VLV9TGZ8X5DDl7d0C1iZ1qGovv20US\nrRkK3IlWgz8UJuqBCmi18bb+2pt4YvOItQN0oJUxN7o5vHTpIhQW5kNhYT5cunRR+hgtqYmeyaJt\n22p3hXEF1jYP27xh14e1OsQCYz1TRbW61mBBo81WDAcP7leODxzYx13/jBmPC+fPnPkEdyyT00RH\nq3KaCRMmC/5Jk9RpqGvXrhH8H3ywWlljUpmhQ28R/MOG3aqsi4p2cu/x4MF9sHv3LuVYdlfhnFYO\nhgAAIABJREFU7Fn8rgJBNAcocCdaFf4e9PlaytEcMKK/9vVdF09sHrF2gHowujl89dWXlTqBBQv+\nR/BrDYjSe9ejsRPkZX3M27QRba7Arg9rddipU2fBz9pkGyXWZrUmQPfuat/25GQ+Y46dj0lpUlPT\noGfP3spxz56pnMwEAODMmTPCa7AtGq+77nrBz24S2aBaZsM2D6tXrxT8776rtslcuHCe4H/ttVeU\nNXbXQ67hVzPy7MZYy0YQvoACd6JV4e2iO6O0BClHU9BY/bU/3HXxxObRyHMY3RwWFe2EPXuKlOPd\nu3dx2U4A7QFReti4MV8539XGwlVGH5NZeHvzhslEMBmKzVYM+/fvU4737dvr1vdz5Mhh1JaS0pNZ\niwOfZG00WZtzHYHdptYRYBrxuDixuJMt+MTuKlRVVQp+mc0V586JGnW2Gw/bblXLRhC+gAJ3otXh\nzaI7wv/x9V0XT2wejTyH3s2hq8D49ddfFWyLFs1X1tiAKCxwxoo3AbSlPjk505yuzsQVZ2IDkrDr\nu+mmgcL7HzBgsLLGMvJY4WZe3nKu93tdXS33/WCTUS9fFnugszabrRg++0ztpvTZZ5uFzxcLvLE6\nAgxsyBQGVqCNZdyxyaj19drvnyB8CQXuBOFH+FrK0VwwUljpD3ddsM2jnvfn7a4vjdXAYwOisMBZ\nT/EmVtx6xx13Ksd33HEncleFD8is1gQYOVLt7z9yZLpwfc6sWrVM4/l5cnKmCX3a2Y0FpoHH7ihg\nQa2ejRsWuMsCW9aG9WkvKxM16GVlaq95TAOPxdCYnAiHAnfCf/G7wH3NmjUwfPhw6NevH9xzzz3w\n22+/uXzsgQMHYObMmTB8+HDo1asX5OXlGX5OgvAl/iDl8Hc80XXHn++6eLurkJ7NoVZgjOmT9Qz4\n4eEDIixw1SP1ycy8Syluzcy8k/OJfdg3Cufv3btbWe/bt4fzYTKNrKypgp/9fMV/45luadgxKY4/\nTAXFOh8dPy7+Ho4fP6assd+YLGPO/kawyal6OusQhL/iV7/UzZs3w0svvQQzZ86E/Px86NWrF2Rn\nZ3M7cZaqqipISkqCOXPmQLt28uEH7j4nQfgaX0s5/J2W3nXHU+/PVdYe2xxigTGmT8akIHoCZy30\nZIyDg4MhJ2caZGdPEzLQ2PlFRTth//69yvG+fXs4Db+s0JW1yXqiO3c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p+ZuqT7or9Ly+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ih0nB8TEy18P7GxMbo/H1cbL4df1h2mvLwcfX72NTB/VZV8c6j3fPK3Tr8/XAP5feuv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\nfbvkmnV1dbDb7Rg2bJiQfvaxZB+9nTt3ori4GB6PR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "survivalstan.utils.plot_coefs([testfit], element='baseline')" ] }, { "cell_type": "code", "execution_count": 12, "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": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tTMznyxhjbYaiOKNBTJ8XwxEDIBAxeH3z4dTrRPUYBxtCgEJUj6XGWK/f2Uh1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\nNdIztGjWW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WCo3HK4vLJ/RKgrsEgmIqJuIdKWcYJLxNlaEwYVpcd4ZIkn1OYkIwdm44cT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\np3DrrbdCEAQMGTIE5eXlePrpp7Fy5Ur85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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": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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s3ve+P6BcLvO+9912UddxrniRvA6Ie3rZe/UNiIGN7B/aOi9LuVar8eCDPyHK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0fV7yPYlgQAIcGlBEwLTiqJI5tPw7psDjpj5ZvzPCCvJD5iZET5DgfXuy5cLoGCC2l74EwAjINo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\nBe9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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": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ppsurv = survivalstan.utils.prep_pp_survival_data([testfit], by='sex')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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A5GZRpj3pfpYBvkjxaHA1t7Y9RyGvMPPdUBwFFMLzMbwaWBaiXEZISSYs0uj3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FigmpRJXI32PFSpglae0WvYNtqeWxjpTPx8pRSKTG28kbfVPTz47t8h4hjnhWeJHnwYbBtPxtxY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\nN99jR5C+p5UN6Llu4I0s0XUfz9NwXTERbX35skYsV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eeQhtEQS7mRkaIfZIvseDSCJsda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djcygh2G58YhlqWW3tamCyYilS6uPs1QSDJ0Xc1+8OA/ezJoGMttCQGv60oQgFBQck1Q8wDRa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\nBgVqVlOvBzIylEhJsaBVK2+Pxr185WfYmJp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subplot = plt.subplots(1, 1)\n", "survivalstan.utils._plot_pp_survival_data(ppsurv.query('sex == \"male\"').copy(),\n", " subplot=subplot, color='blue', alpha=0.3)\n", "survivalstan.utils._plot_pp_survival_data(ppsurv.query('sex == \"female\"').copy(),\n", " subplot=subplot, color='red', alpha=0.3)\n", "survivalstan.utils.plot_observed_survival(df=d[d['sex']=='female'], event_col='event', time_col='t',\n", " color='red', label='female')\n", "survivalstan.utils.plot_observed_survival(df=d[d['sex']=='male'], event_col='event', time_col='t',\n", " color='blue', label='male')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 17, "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 }