From 9ecb46bb7d9e78b9e61f1fe5017f1a95f19e35ad Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Fri, 13 Dec 2013 10:16:13 -0800 Subject: [PATCH 01/10] Adding predictions --- README.md | 36 +-- ml.py | 266 ++++++++++++++++++++++ parameters/.gitignore | 3 + predictions.best.csv | 499 +++++++++++++++++++++++++++++++++++++++++ predictions/.gitignore | 3 + test_data.csv | 2 +- 6 files changed, 773 insertions(+), 36 deletions(-) create mode 100644 ml.py create mode 100644 parameters/.gitignore create mode 100644 predictions.best.csv create mode 100644 predictions/.gitignore diff --git a/README.md b/README.md index ddd0f30..326dd88 100644 --- a/README.md +++ b/README.md @@ -1,37 +1,3 @@ - __________ - /_____/ u \ The Grouper Social Club - \_____\____ \ Cuttlefish Challenge - \\\\\ - - ## Cuttlefish Challenge -At [Grouper Social Club](http://www.joingrouper.com/), we predict who you're going to get along with based on the content of your Facebook profile. Everyone who joins the club connects with Facebook. After our members go on a Grouper, we track whether or not they friend each other afterwards. - -We've gotten pretty good at predicting friendships. Now, for the first time ever, we're letting curious hackers test their mettle against our data. - -#### What's in this repo? - -This repo contains two CSV files. Each row in the CSV has information for a pair of members that met each other on a grouper. *Height is in inches and headers with asterisks are from our internal ratings and are intentionally mislabeled.* - -`training_data.csv` has a sample of 3500 pairs. The final column is a boolean that's `TRUE` when the members became friends after their Grouper - -`test_data.csv` has a sample of 500 pairs. Your goal is to fill in the empty `members_became_friends` column as accurately as possible. - -#### How do I get started? - -Just submit a pull request with the filled in `test_data.csv` and the code that you used to get it. - -#### How do you define a friendship? - -For us to attribute a friendship to the Grouper, the two members must have become friends within 14 days of meeting each other on their grouper. All samples occurred at least 14 days ago. For simplicity, this challenge only includes male/female pairs. *Approximately half of the members in both the training and test sets became friends afterwards.* - -All grouper members have been anonymized, and several fields have been renamed of course. - -#### What's a cuttlefish? - -The best fish. We call him Cthulhu (or Louis for short). - -#### What do I get if I win? - -If you win, we'll set you up with unlimited Groupers for life. Plus, we'll run every potential match that we set you up with against your algorithm, and only send you out if you're going to become friends. +Analysis coming soon. \ No newline at end of file diff --git a/ml.py b/ml.py new file mode 100644 index 0000000..0c56678 --- /dev/null +++ b/ml.py @@ -0,0 +1,266 @@ +#!/usr/bin/env python +# Copyright 2013 (C) Nicholas Pilkington +# @author Nicholas Pilkington + +import glob, bunch, pickle, time +import numpy as np + +from sklearn import cross_validation +from sklearn.grid_search import GridSearchCV +from sklearn.preprocessing import StandardScaler +from sklearn.neighbors import KNeighborsClassifier +from sklearn.svm import SVC, LinearSVC +from sklearn.tree import DecisionTreeClassifier +from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier +from sklearn.naive_bayes import GaussianNB +from sklearn.linear_model import SGDClassifier, LogisticRegression, PassiveAggressiveClassifier + +def univariate_feature_selector(X, y, percentile=10): + """ Univariate Feature Selection """ + from sklearn import svm + from sklearn.feature_selection import SelectPercentile, f_classif + X_indices = np.arange(X.shape[-1]) + selector = SelectPercentile(f_classif, percentile=10) + selector.fit(X, y) + scores = -np.log10(selector.pvalues_) + scores /= scores.max() + clf = svm.SVC(kernel='linear') + clf.fit(X, y) + svm_weights = (clf.coef_ ** 2).sum(axis=0) + svm_weights /= svm_weights.max() + clf_selected = svm.SVC(kernel='linear') + clf_selected.fit(selector.transform(X), y) + svm_weights_selected = (clf_selected.coef_ ** 2).sum(axis=0) + svm_weights_selected /= svm_weights_selected.max() + return X_indices[selector.get_support()] + +def load_data(training_path, testing_path=None): + """ Load dataset """ + + def gender_to_int(g): + if g.lower() == 'male': + return 0.0 + else: + return 1.0 + + def bool_to_int(g): + if g.lower() == 'true': + return 1.0 + else: + return 0.0 + + converters = { + 0: gender_to_int, + 11: gender_to_int, + 22: bool_to_int, + } + + data = np.genfromtxt(training_path, skip_header=1, delimiter=',', converters=converters) + + X = data[:, 0:-1] + y = data[:, -1] + + Xt = None + yt = None + + if testing_path is not None: + data = np.genfromtxt(testing_path, skip_header=1, delimiter=',', converters=converters) + Xt = data[:, 0:-1] + else: + X, Xt, y, yt = cross_validation.train_test_split(X, y, test_size=0.20, random_state=0) + + return X, y, Xt, yt + +# Use cached parameter settings +USE_CACHE = True +TEST = 'test_data.csv' + +# Parameter estimation cross-validation folds +folds = 10 +threshold = 0.5 + +# Load the datasets +X, y, Xt, yt = load_data(training_path='training_data.csv', testing_path=TEST) + +# Class ditribution of testing data is same as training. +kfold = cross_validation.StratifiedKFold (y, n_folds=folds) + +# TODO: This will create a biased estimator and should be run per-fold of CV instead. +standard = StandardScaler().fit(X) +X = standard.transform(X) +Xt = standard.transform(Xt) + +# Perform feature reduction +# idx = univariate_feature_selector(X, y, percentile=20) +# X = X[:, idx] +# Xt = Xt[:, idx] + +# Models +models = bunch.Bunch({ + 'naive' : GaussianNB(), + 'knn' : KNeighborsClassifier(), + 'logistic' : LogisticRegression(), + 'pasagg' : PassiveAggressiveClassifier(), + 'logreg' : LogisticRegression(), + 'sgd' : SGDClassifier(), + 'lsvc' : LinearSVC(), + 'dtc' : DecisionTreeClassifier(), + 'ada' : AdaBoostClassifier(), + 'gbc' : GradientBoostingClassifier(), + 'randf' : RandomForestClassifier(), + 'svc' : SVC(), +}) + +# Parameters grids +parameters = bunch.Bunch({ + 'knn' : { + 'n_neighbors' : [25, 100, 200, 500], + # 'weights' : ['uniform', 'distance'], + 'algorithm' : ['auto'], + 'leaf_size' : [2, 10, 30], + #'p' : [1, 2], + }, + 'logistic' : { + + }, + 'pasagg' : { + 'C' : np.logspace(-20, 20, 10), + 'n_iter' : [1, 2, 5, 10, 50], + }, + 'logreg' : { + 'penalty' : ['l1', 'l2'], + 'tol' : [0.01, 0.1], + 'C' : np.logspace(-10, 10, 10), + }, + 'sgd' : { + 'penalty' : ['l1', 'l2'], + 'loss' : ['hinge', 'log'], + 'alpha' : np.logspace(-10, 10, 10) + }, + 'lsvc' : { + 'C' : np.logspace(-6, 6, 10) + }, + 'dtc' : { + 'max_depth' : [5, 10, 20, 75, 100] + }, + 'ada' : { + 'n_estimators' : [100, 200, 500, 1000, 5000] + }, + 'gbc' : { + 'n_estimators' : [200, 500], + 'max_depth' : [4], + 'min_samples_split' : [1], + 'learning_rate' : [0.01], + 'loss' : ['deviance'] + }, + 'randf' : { + 'max_features' : [1, 2, 3], + 'max_depth' : [3, 7], + 'n_estimators' : [50, 100, 500, 1000, 10000] + }, + 'svc' : { + 'kernel' : ['rbf', 'sigmoid'], + 'gamma' : np.logspace(-6, 6, 10), + 'C' : np.logspace(-6, 6, 10), + }, + 'naive' : { + }, + +}) + + +# Classifier pipeline +classifiers = [ + ('naive', GridSearchCV(cv=kfold, estimator=models.naive, param_grid=parameters.naive, n_jobs=-1)), + ('knn', GridSearchCV(cv=kfold, estimator=models.knn, param_grid=parameters.knn, n_jobs=-1)), + ('logistic', GridSearchCV(cv=kfold, estimator=models.logistic, param_grid=parameters.logistic, n_jobs=-1)), + ('pasagg', GridSearchCV(cv=kfold, estimator=models.pasagg, param_grid=parameters.pasagg, n_jobs=-1)), + ('logreg', GridSearchCV(cv=kfold, estimator=models.logreg, param_grid=parameters.logreg, n_jobs=-1)), + ('sgd', GridSearchCV(cv=kfold, estimator=models.sgd, param_grid=parameters.sgd, n_jobs=-1)), + ('lsvc', GridSearchCV(cv=kfold, estimator=models.lsvc, param_grid=parameters.lsvc, n_jobs=-1)), + ('dtc', GridSearchCV(cv=kfold, estimator=models.dtc, param_grid=parameters.dtc, n_jobs=-1)), + ('ada', GridSearchCV(cv=kfold, estimator=models.ada, param_grid=parameters.ada, n_jobs=-1)), + ('gbc', GridSearchCV(cv=kfold, estimator=models.gbc, param_grid=parameters.gbc, n_jobs=-1)), + ('randf', GridSearchCV(cv=kfold, estimator=models.randf, param_grid=parameters.randf, n_jobs=-1)), + ('svc', GridSearchCV(cv=kfold, estimator=models.svc, param_grid=parameters.svc, n_jobs=-1)), +] + +# Train and evaluate classifiers. +test_scores = [] +for name, clf in classifiers: + + if USE_CACHE: + with open('parameters/{name}.p'.format(name=name), mode='rb') as fd: + params = pickle.load(fd) + est = clf.estimator + est.set_params(**params) + time_start = time.time() + est.fit(X, y) + time_end = time.time() + else: + time_start = time.time() + clf.fit(X, y) + time_end = time.time() + est = clf.best_estimator_ + parameters = est.get_params() + #print parameters + pickle.dump(parameters, open('parameters/{name}.p'.format(name=name), mode='wb')) + + scores = cross_validation.cross_val_score(est, X, y, cv=folds) + print "model: {name}\ttime: {time:2.2f} mean: {mean:.2f} +/- {std:.2f}.".format(name=name, time=int(time_end-time_start), mean=np.mean(scores), std=scores.std()) + test_scores.append(scores) + predictions = est.predict(Xt) + if TEST is None: + print "test acc", est.score(Xt, yt) + pickle.dump(predictions, open('predictions/{name}.p'.format(name=name), mode='wb')) + +# Check model stability with pairwise Wilcoxon tests +# Not much unbiased performance difference between models to a voting ensemble should reduce variance. +# import scipy.stats +# for i in xrange(len(test_scores)): +# for j in xrange(i+1, len(test_scores)): +# print classifiers[i][0], "vs", classifiers[j][0], scipy.stats.wilcoxon(test_scores[i], test_scores[j]) + +# Check model stability over IQR. +# import pylab +# baseline_median = 0.567010309278 +# pylab.figure() +# pylab.plot([0, len(classifiers)+1], [baseline_median, baseline_median], ':k') +# pylab.boxplot(test_scores) +# names = [(i+1, clf[0]) for i, clf in enumerate(classifiers)] +# pylab.xticks(*zip(*names)) +# pylab.title('Models on Cuttlefish') +# pylab.xlabel('Model') +# pylab.ylabel('Accuracy') +# pylab.show() + + +# Perform majority voting on predictions to reduce variance. +stack = None +for pfile in glob.glob('predictions/*.p'): + with open(pfile, mode='rb') as fd: + predictions = pickle.load(fd) + if stack is None: + stack = predictions + else: + stack = np.vstack((stack, predictions)) + +if len(stack.shape) > 1: + predictions = stack.mean(axis=0) +else: + predictions = stack + +# Write predictions to file. +dist = [0, 0] +with open('predictions.csv', mode='w') as fd: + for p in predictions: + if p >= threshold: + fd.write('TRUE\n') + dist[1] += 1 + else: + fd.write('FALSE\n') + dist[0] += 1 + +# Sanity check that prediction distibution is close to training distribution. +print dist + \ No newline at end of file diff --git a/parameters/.gitignore b/parameters/.gitignore new file mode 100644 index 0000000..bc7947b --- /dev/null +++ b/parameters/.gitignore @@ -0,0 +1,3 @@ +* + +!.gitignore \ No newline at end of file diff --git a/predictions.best.csv b/predictions.best.csv new file mode 100644 index 0000000..d17c42e --- /dev/null +++ b/predictions.best.csv @@ -0,0 +1,499 @@ +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE diff --git a/predictions/.gitignore b/predictions/.gitignore new file mode 100644 index 0000000..bc7947b --- /dev/null +++ b/predictions/.gitignore @@ -0,0 +1,3 @@ +* + +!.gitignore \ No newline at end of file diff --git a/test_data.csv b/test_data.csv index e4e1d85..e884af8 100644 --- a/test_data.csv +++ b/test_data.csv @@ -1 +1 @@ -f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601, female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491, female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230, female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205, female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263, female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15, female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439, female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405, female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556, female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225, female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478, female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170, female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495, female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362, female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410, female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400, female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652, female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400, female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228, female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230, female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483, female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230, female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230, female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262, female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417, female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488, female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245, female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472, female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338, female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116, female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691, female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432, female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455, female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556, female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406, female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374, female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350, female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214, female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230, female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161, female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405, female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131, female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493, female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189, female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454, female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229, female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301, female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394, female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206, female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216, female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114, female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511, female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547, female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230, female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129, female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331, female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228, female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166, female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20, female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230, female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427, female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75, female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479, female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454, female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382, female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230, female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451, female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472, female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229, female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359, female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229, female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414, male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229, female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24, female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423, female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230, female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230, female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386, female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59, female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62, female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430, female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226, female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386, female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65, female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229, female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131, female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230, female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438, female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113, female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218, female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228, female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65, female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110, female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433, female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133, female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26, female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230, female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423, female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229, female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124, female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423, female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111, female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386, female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227, female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226, female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227, female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355, female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427, female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423, female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146, female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206, female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45, female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255, female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402, female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179, female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229, female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230, female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460, female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402, female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285, female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213, female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413, female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187, female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226, female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202, female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180, female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230, female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230, female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111, female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536, female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229, female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354, female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389, female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460, female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508, female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403, female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452, female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248, female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230, female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462, female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198, female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402, female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202, female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573, female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440, female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228, female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391, female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732, female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256, female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33, female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200, female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156, female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430, female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426, female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266, female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230, female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402, female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222, female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138, female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210, female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500, female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230, female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390, female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424, female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224, female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353, female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401, female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102, female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230, female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230, female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506, female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342, female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230, female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200, female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191, female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217, female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18, female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166, female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219, female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400, female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449, female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201, female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74, female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618, female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400, female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181, female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373, female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230, female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404, female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448, female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163, female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279, female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203, female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182, female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402, female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30, female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587, female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212, female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464, female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498, female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497, female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405, female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370, female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221, female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337, female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224, female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418, female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226, female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230, female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450, female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520, female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176, female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234, female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230, female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403, female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230, female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522, female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229, female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457, female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465, female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342, female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378, female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229, female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223, female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229, female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224, female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187, female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429, female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443, female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470, female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400, female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196, female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466, female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230, female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221, female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228, female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412, female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215, female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229, female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207, female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430, female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255, female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209, female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464, female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129, female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239, female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417, female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473, female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386, female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230, female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230, female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231, female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441, female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224, female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472, female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488, female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230, female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229, female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275, female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519, female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217, female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652, female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230, female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59, female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220, female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189, female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410, female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213, female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230, female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422, female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229, female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89, female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130, female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223, female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230, female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147, female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510, female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203, female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42, female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422, female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230, female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355, female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229, female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254, female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300, female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165, female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229, female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274, female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124, female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217, female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188, female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26, female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214, female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230, female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486, female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188, female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53, female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229, female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373, female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315, female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209, female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129, female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502, female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471, female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544, female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420, female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101, female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446, female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459, female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118, female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397, female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210, female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174, female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230, female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230, female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228, female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211, female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429, female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227, female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436, female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229, female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406, female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171, female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190, female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212, female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250, female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173, female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462, female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411, female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104, female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449, female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214, female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488, female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93, female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420, female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230, female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433, female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120, female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81, female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202, female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549, female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213, female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241, female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123, female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306, female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218, female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437, female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445, female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510, female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290, female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4, female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230, female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210, female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465, female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72, female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230, female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403, female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430, female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437, female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267, female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481, female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230, female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400, female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121, female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12, female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81, female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402, female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207, female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324, female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211, female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277, female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230, female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409, female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492, female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402, female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75, female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315, female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82, female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68, female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543, female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120, female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222, female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400, female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490, female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440, female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535, female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33, female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228, female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510, female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202, female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229, female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213, female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510, female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323, female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378, female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54, female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216, female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230, female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308, female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397, female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229, female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201, female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230, female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358, female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182, female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477, female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423, female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475, female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431, female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408, female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191, female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230, female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226, female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358, female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438, female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226, female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217, female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402, female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428, female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199, female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230, female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475, female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230, female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499, female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203, female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230, female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62, female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433, female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214, female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207, female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26, female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426, female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525, female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139, female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400, female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240, female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447, female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226, female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225, female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414, female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406, female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203, female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423, female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132, female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408, female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102, female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230, female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425, female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402, female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325, female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422, female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510, female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98, female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537, female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230, female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145, female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461, female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537, female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477, female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465, female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230, female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520, female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231, female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468, female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510, female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420, female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75, female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170, female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130, female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250, female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230, female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208, female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212, female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135, female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322, female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230, female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295, female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431, female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482, female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218, female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43, female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108, female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230, female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223, female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214, female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443, female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225, female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122, female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228, female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49, female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423, female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453, female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400, female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209, female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57, female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62, female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230, female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400, female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490, \ No newline at end of file +f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,FALSE female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,TRUE female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,TRUE female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,FALSE female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,FALSE female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,FALSE female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,TRUE female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,TRUE female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,TRUE female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,FALSE female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,TRUE female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,FALSE female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,FALSE female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,TRUE female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,FALSE female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,TRUE female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,FALSE female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,TRUE female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,TRUE female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,FALSE female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,TRUE male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,FALSE female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,FALSE female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,FALSE female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,TRUE female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,TRUE female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,TRUE female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,TRUE female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,FALSE female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,FALSE female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,FALSE female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,FALSE female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,TRUE female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,TRUE female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,FALSE female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,FALSE female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,FALSE female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,TRUE female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,TRUE female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,FALSE female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,FALSE female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,FALSE female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,FALSE female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,TRUE female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,TRUE female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,TRUE female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,TRUE female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,FALSE female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,FALSE female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,FALSE female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,TRUE female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,FALSE female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,FALSE female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,TRUE female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,FALSE female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,FALSE female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,TRUE female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,TRUE female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,FALSE female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,FALSE female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,FALSE female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,TRUE female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,FALSE female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,FALSE female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,TRUE female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,FALSE female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,TRUE female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,TRUE female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,TRUE female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,FALSE female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,TRUE female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,TRUE female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,TRUE female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,TRUE female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,FALSE female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,FALSE female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,TRUE female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,TRUE female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,FALSE female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,TRUE female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,TRUE female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,FALSE female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,TRUE female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,FALSE female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,FALSE female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,FALSE female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,TRUE female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,TRUE female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,TRUE female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,TRUE female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,TRUE female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,TRUE female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,TRUE female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,TRUE female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,FALSE female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,TRUE female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,FALSE female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,TRUE female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,TRUE female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,FALSE female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,FALSE female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,FALSE female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,FALSE female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,FALSE female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,FALSE female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,TRUE female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,TRUE female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,FALSE female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,FALSE female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,FALSE female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,FALSE female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,TRUE female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,FALSE female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,TRUE female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,FALSE female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,TRUE female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,TRUE female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,FALSE female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,TRUE female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,TRUE female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,FALSE female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,TRUE female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,TRUE female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,TRUE female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,FALSE female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,TRUE female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,FALSE female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,TRUE female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,TRUE female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,FALSE female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,FALSE female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,TRUE female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,TRUE female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,FALSE female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,TRUE female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,TRUE female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,FALSE female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,TRUE female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,TRUE female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,FALSE female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,FALSE female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,FALSE female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,TRUE female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,FALSE female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,FALSE female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,FALSE female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,TRUE female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE \ No newline at end of file From 950c01570f514d811f9b2ec0b6997be2d8fb31e9 Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Fri, 13 Dec 2013 16:42:09 -0800 Subject: [PATCH 02/10] Adding non ensemble predictions --- ml.py | 52 ++--- other.csv | 500 ++++++++++++++++++++++++++++++++++++++++++++ predictions.csv | 499 +++++++++++++++++++++++++++++++++++++++++++ test_data.csv | 2 +- test_data.randf.csv | 1 + 5 files changed, 1027 insertions(+), 27 deletions(-) create mode 100644 other.csv create mode 100644 predictions.csv create mode 100644 test_data.randf.csv diff --git a/ml.py b/ml.py index 0c56678..c71eae6 100644 --- a/ml.py +++ b/ml.py @@ -72,7 +72,7 @@ def bool_to_int(g): return X, y, Xt, yt # Use cached parameter settings -USE_CACHE = True +USE_CACHE = False TEST = 'test_data.csv' # Parameter estimation cross-validation folds @@ -97,18 +97,18 @@ def bool_to_int(g): # Models models = bunch.Bunch({ - 'naive' : GaussianNB(), - 'knn' : KNeighborsClassifier(), - 'logistic' : LogisticRegression(), - 'pasagg' : PassiveAggressiveClassifier(), - 'logreg' : LogisticRegression(), - 'sgd' : SGDClassifier(), - 'lsvc' : LinearSVC(), - 'dtc' : DecisionTreeClassifier(), - 'ada' : AdaBoostClassifier(), - 'gbc' : GradientBoostingClassifier(), + # 'naive' : GaussianNB(), + # 'knn' : KNeighborsClassifier(), + # 'logistic' : LogisticRegression(), + # 'pasagg' : PassiveAggressiveClassifier(), + # 'logreg' : LogisticRegression(), + # 'sgd' : SGDClassifier(), + # 'lsvc' : LinearSVC(), + # 'dtc' : DecisionTreeClassifier(), + # 'ada' : AdaBoostClassifier(), + # 'gbc' : GradientBoostingClassifier(), 'randf' : RandomForestClassifier(), - 'svc' : SVC(), + # 'svc' : SVC(), }) # Parameters grids @@ -154,9 +154,9 @@ def bool_to_int(g): 'loss' : ['deviance'] }, 'randf' : { - 'max_features' : [1, 2, 3], - 'max_depth' : [3, 7], - 'n_estimators' : [50, 100, 500, 1000, 10000] + #'max_features' : [1, 2, 3, 10], + #'max_depth' : [3, 7, 15], + 'n_estimators' : [10000] }, 'svc' : { 'kernel' : ['rbf', 'sigmoid'], @@ -171,18 +171,18 @@ def bool_to_int(g): # Classifier pipeline classifiers = [ - ('naive', GridSearchCV(cv=kfold, estimator=models.naive, param_grid=parameters.naive, n_jobs=-1)), - ('knn', GridSearchCV(cv=kfold, estimator=models.knn, param_grid=parameters.knn, n_jobs=-1)), - ('logistic', GridSearchCV(cv=kfold, estimator=models.logistic, param_grid=parameters.logistic, n_jobs=-1)), - ('pasagg', GridSearchCV(cv=kfold, estimator=models.pasagg, param_grid=parameters.pasagg, n_jobs=-1)), - ('logreg', GridSearchCV(cv=kfold, estimator=models.logreg, param_grid=parameters.logreg, n_jobs=-1)), - ('sgd', GridSearchCV(cv=kfold, estimator=models.sgd, param_grid=parameters.sgd, n_jobs=-1)), - ('lsvc', GridSearchCV(cv=kfold, estimator=models.lsvc, param_grid=parameters.lsvc, n_jobs=-1)), - ('dtc', GridSearchCV(cv=kfold, estimator=models.dtc, param_grid=parameters.dtc, n_jobs=-1)), - ('ada', GridSearchCV(cv=kfold, estimator=models.ada, param_grid=parameters.ada, n_jobs=-1)), - ('gbc', GridSearchCV(cv=kfold, estimator=models.gbc, param_grid=parameters.gbc, n_jobs=-1)), + # ('naive', GridSearchCV(cv=kfold, estimator=models.naive, param_grid=parameters.naive, n_jobs=-1)), + # ('knn', GridSearchCV(cv=kfold, estimator=models.knn, param_grid=parameters.knn, n_jobs=-1)), + # ('logistic', GridSearchCV(cv=kfold, estimator=models.logistic, param_grid=parameters.logistic, n_jobs=-1)), + # ('pasagg', GridSearchCV(cv=kfold, estimator=models.pasagg, param_grid=parameters.pasagg, n_jobs=-1)), + # ('logreg', GridSearchCV(cv=kfold, estimator=models.logreg, param_grid=parameters.logreg, n_jobs=-1)), + # ('sgd', GridSearchCV(cv=kfold, estimator=models.sgd, param_grid=parameters.sgd, n_jobs=-1)), + # ('lsvc', GridSearchCV(cv=kfold, estimator=models.lsvc, param_grid=parameters.lsvc, n_jobs=-1)), + # ('dtc', GridSearchCV(cv=kfold, estimator=models.dtc, param_grid=parameters.dtc, n_jobs=-1)), + # ('ada', GridSearchCV(cv=kfold, estimator=models.ada, param_grid=parameters.ada, n_jobs=-1)), + # ('gbc', GridSearchCV(cv=kfold, estimator=models.gbc, param_grid=parameters.gbc, n_jobs=-1)), ('randf', GridSearchCV(cv=kfold, estimator=models.randf, param_grid=parameters.randf, n_jobs=-1)), - ('svc', GridSearchCV(cv=kfold, estimator=models.svc, param_grid=parameters.svc, n_jobs=-1)), + #('svc', GridSearchCV(cv=kfold, estimator=models.svc, param_grid=parameters.svc, n_jobs=-1)), ] # Train and evaluate classifiers. diff --git a/other.csv b/other.csv new file mode 100644 index 0000000..424b9a9 --- /dev/null +++ b/other.csv @@ -0,0 +1,500 @@ +f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends +female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,TRUE +female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,FALSE +female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE +female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE +female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE +female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE +female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,FALSE +female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,TRUE +female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,TRUE +female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE +female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE +female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,TRUE +female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE +female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,FALSE +female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE +female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE +female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE +female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE +female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE +female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE +female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE +female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE +female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE +female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE +female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE +female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE +female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE +female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,FALSE +female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE +female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE +female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE +female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,TRUE +female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE +female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE +female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,FALSE +female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE +female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE +female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,TRUE +female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE +female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE +female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE +female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE +female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE +female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,FALSE +female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE +female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,TRUE +female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE +female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE +female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,TRUE +female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE +female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE +female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE +female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE +female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,FALSE +female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE +female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE +female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE +female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,FALSE +female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE +female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,FALSE +female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE +female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,TRUE +female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE +female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE +female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE +female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE +female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE +female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,FALSE +female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE +female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,FALSE +female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,TRUE +female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,FALSE + male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE +female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE +female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE +female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,FALSE +female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE +female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE +female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE +female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE +female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE +female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE +female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,FALSE +female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE +female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE +female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,TRUE +female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE +female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,TRUE +female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE +female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE +female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,TRUE +female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE +female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE +female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,FALSE +female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE +female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,FALSE +female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE +female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE +female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE +female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE +female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,FALSE +female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE +female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE +female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE +female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE +female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE +female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE +female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,FALSE +female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,TRUE +female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE +female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE +female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,TRUE +female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE +female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE +female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,TRUE +female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE +female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE +female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE +female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE +female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,TRUE +female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE +female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE +female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE +female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,FALSE +female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE +female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE +female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,FALSE +female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE +female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE +female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE +female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE +female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,TRUE +female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE +female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE +female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE +female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,TRUE +female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,TRUE +female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE +female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE +female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE +female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,FALSE +female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE +female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE +female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE +female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE +female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE +female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE +female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,FALSE +female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,TRUE +female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,TRUE +female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE +female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE +female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE +female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE +female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE +female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE +female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE +female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE +female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE +female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE +female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,TRUE +female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,TRUE +female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE +female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE +female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE +female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,FALSE +female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,FALSE +female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE +female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE +female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,FALSE +female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE +female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE +female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,FALSE +female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE +female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE +female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,TRUE +female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE +female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,TRUE +female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE +female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE +female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE +female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE +female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,TRUE +female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE +female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE +female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE +female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,FALSE +female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE +female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,TRUE +female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE +female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE +female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE +female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE +female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE +female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE +female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE +female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE +female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,TRUE +female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,FALSE +female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE +female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE +female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,TRUE +female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE +female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE +female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,TRUE +female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE +female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,FALSE +female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE +female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,FALSE +female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE +female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE +female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE +female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,TRUE +female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE +female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE +female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE +female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE +female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,TRUE +female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE +female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE +female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE +female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,TRUE +female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE +female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,FALSE +female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE +female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,FALSE +female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE +female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE +female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE +female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE +female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE +female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE +female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE +female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,TRUE +female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE +female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE +female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE +female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE +female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,TRUE +female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE +female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,FALSE +female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE +female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE +female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE +female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,TRUE +female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE +female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE +female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE +female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE +female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE +female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE +female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE +female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE +female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE +female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE +female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE +female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE +female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE +female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,TRUE +female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE +female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE +female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,FALSE +female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE +female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE +female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE +female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE +female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE +female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,FALSE +female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,FALSE +female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE +female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE +female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE +female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE +female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,TRUE +female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,FALSE +female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE +female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE +female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE +female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,TRUE +female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE +female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE +female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,FALSE +female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE +female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE +female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE +female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE +female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,FALSE +female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE +female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE +female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,TRUE +female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE +female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE +female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE +female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE +female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE +female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,TRUE +female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE +female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,TRUE +female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE +female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE +female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE +female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE +female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE +female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,FALSE +female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,FALSE +female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE +female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,TRUE +female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE +female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE +female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE +female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE +female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE +female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE +female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,FALSE +female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE +female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE +female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE +female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE +female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE +female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,FALSE +female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE +female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,FALSE +female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE +female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,TRUE +female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,TRUE +female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE +female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,TRUE +female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE +female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE +female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE +female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE +female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE +female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE +female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE +female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,FALSE +female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE +female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE +female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,FALSE +female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE +female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,FALSE +female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,FALSE +female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE +female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,FALSE +female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE +female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,FALSE +female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE +female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,FALSE +female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE +female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE +female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,TRUE +female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE +female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE +female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE +female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE +female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,TRUE +female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE +female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,FALSE +female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE +female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,TRUE +female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,TRUE +female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE +female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,FALSE +female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,FALSE +female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,TRUE +female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE +female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE +female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE +female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE +female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE +female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,TRUE +female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE +female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,TRUE +female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE +female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,TRUE +female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE +female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,TRUE +female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE +female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE +female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE +female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,TRUE +female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE +female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE +female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE +female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE +female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE +female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,FALSE +female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE +female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,FALSE +female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE +female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE +female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE +female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE +female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,FALSE +female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,TRUE +female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,TRUE +female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE +female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,TRUE +female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE +female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,TRUE +female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE +female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE +female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE +female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,FALSE +female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE +female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE +female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE +female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE +female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE +female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE +female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,TRUE +female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,FALSE +female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,TRUE +female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE +female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,FALSE +female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE +female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,FALSE +female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,TRUE +female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE +female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE +female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE +female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,FALSE +female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE +female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,FALSE +female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,TRUE +female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,TRUE +female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,FALSE +female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE +female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,FALSE +female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE +female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE +female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,TRUE +female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE +female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE +female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,FALSE +female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,TRUE +female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE +female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE +female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE +female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,FALSE +female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE +female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,FALSE +female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE +female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE +female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE +female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE +female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE +female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE +female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE +female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,TRUE +female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE +female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,TRUE +female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE +female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,FALSE +female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE +female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE +female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE +female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,FALSE +female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE +female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE +female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE +female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE +female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE +female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,TRUE +female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,FALSE +female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,FALSE +female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE +female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE +female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,TRUE +female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE +female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,FALSE +female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE +female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE +female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,TRUE +female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,TRUE +female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE +female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE +female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE +female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE +female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE +female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE +female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,TRUE +female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE +female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE +female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,FALSE +female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,TRUE +female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE +female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,FALSE +female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE +female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE +female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,TRUE +female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,TRUE +female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE +female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE +female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE +female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE +female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,TRUE +female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,FALSE +female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE +female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE diff --git a/predictions.csv b/predictions.csv new file mode 100644 index 0000000..e4b3924 --- /dev/null +++ b/predictions.csv @@ -0,0 +1,499 @@ +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE +FALSE +FALSE +TRUE +TRUE +TRUE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +TRUE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +FALSE +FALSE +FALSE +FALSE +TRUE +TRUE +TRUE diff --git a/test_data.csv b/test_data.csv index e884af8..4c97f73 100644 --- a/test_data.csv +++ b/test_data.csv @@ -1 +1 @@ -f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,FALSE female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,TRUE female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,TRUE female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,FALSE female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,FALSE female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,FALSE female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,TRUE female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,TRUE female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,TRUE female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,FALSE female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,TRUE female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,FALSE female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,FALSE female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,TRUE female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,FALSE female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,TRUE female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,FALSE female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,TRUE female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,TRUE female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,FALSE female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,TRUE male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,FALSE female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,FALSE female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,FALSE female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,TRUE female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,TRUE female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,TRUE female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,TRUE female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,FALSE female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,FALSE female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,FALSE female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,FALSE female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,TRUE female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,TRUE female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,FALSE female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,FALSE female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,FALSE female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,TRUE female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,TRUE female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,FALSE female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,FALSE female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,FALSE female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,FALSE female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,TRUE female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,TRUE female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,TRUE female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,TRUE female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,FALSE female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,FALSE female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,FALSE female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,TRUE female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,FALSE female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,FALSE female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,TRUE female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,FALSE female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,FALSE female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,TRUE female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,TRUE female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,FALSE female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,FALSE female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,FALSE female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,TRUE female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,FALSE female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,FALSE female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,TRUE female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,FALSE female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,TRUE female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,TRUE female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,TRUE female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,FALSE female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,TRUE female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,TRUE female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,TRUE female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,TRUE female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,FALSE female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,FALSE female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,TRUE female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,TRUE female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,FALSE female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,TRUE female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,TRUE female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,FALSE female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,TRUE female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,FALSE female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,FALSE female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,FALSE female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,TRUE female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,TRUE female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,TRUE female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,TRUE female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,TRUE female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,TRUE female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,TRUE female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,TRUE female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,FALSE female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,TRUE female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,FALSE female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,TRUE female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,TRUE female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,FALSE female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,FALSE female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,FALSE female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,FALSE female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,FALSE female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,FALSE female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,TRUE female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,TRUE female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,FALSE female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,FALSE female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,FALSE female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,FALSE female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,TRUE female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,FALSE female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,TRUE female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,FALSE female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,TRUE female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,TRUE female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,FALSE female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,TRUE female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,TRUE female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,FALSE female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,TRUE female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,TRUE female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,TRUE female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,FALSE female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,TRUE female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,FALSE female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,TRUE female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,TRUE female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,FALSE female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,FALSE female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,TRUE female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,TRUE female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,FALSE female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,TRUE female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,TRUE female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,FALSE female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,TRUE female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,TRUE female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,FALSE female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,FALSE female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,FALSE female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,TRUE female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,FALSE female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,FALSE female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,FALSE female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,TRUE female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE \ No newline at end of file +f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,FALSE female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,TRUE female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,TRUE female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,FALSE female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,FALSE female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,FALSE female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,TRUE female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,TRUE female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,TRUE female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,FALSE female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,TRUE female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,FALSE female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,FALSE female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,TRUE female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,FALSE female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,TRUE female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,FALSE female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,TRUE female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,TRUE female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,FALSE female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,TRUE male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,FALSE female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,FALSE female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,FALSE female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,TRUE female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,TRUE female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,TRUE female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,TRUE female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,FALSE female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,FALSE female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,FALSE female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,FALSE female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,TRUE female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,TRUE female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,FALSE female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,FALSE female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,FALSE female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,TRUE female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,TRUE female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,FALSE female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,FALSE female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,FALSE female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,FALSE female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,TRUE female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,TRUE female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,TRUE female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,TRUE female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,FALSE female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,FALSE female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,FALSE female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,TRUE female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,FALSE female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,FALSE female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,TRUE female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,FALSE female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,FALSE female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,TRUE female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,TRUE female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,FALSE female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,FALSE female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,FALSE female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,TRUE female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,FALSE female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,FALSE female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,TRUE female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,FALSE female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,TRUE female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,TRUE female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,TRUE female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,FALSE female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,TRUE female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,TRUE female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,TRUE female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,TRUE female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,FALSE female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,FALSE female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,TRUE female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,TRUE female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,FALSE female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,TRUE female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,TRUE female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,FALSE female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,TRUE female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,FALSE female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,FALSE female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,FALSE female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,TRUE female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,TRUE female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,TRUE female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,TRUE female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,TRUE female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,TRUE female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,TRUE female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,TRUE female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,FALSE female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,TRUE female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,FALSE female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,TRUE female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,TRUE female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,FALSE female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,FALSE female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,FALSE female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,FALSE female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,FALSE female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,FALSE female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,TRUE female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,TRUE female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,FALSE female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,FALSE female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,FALSE female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,FALSE female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,TRUE female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,FALSE female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,TRUE female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,FALSE female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,TRUE female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,TRUE female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,FALSE female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,TRUE female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,TRUE female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,FALSE female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,TRUE female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,TRUE female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,TRUE female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,FALSE female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,TRUE female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,FALSE female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,TRUE female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,TRUE female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,FALSE female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,FALSE female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,TRUE female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,TRUE female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,FALSE female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,TRUE female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,TRUE female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,FALSE female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,TRUE female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,TRUE female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,FALSE female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,FALSE female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,FALSE female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,TRUE female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,FALSE female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,FALSE female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,FALSE female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,TRUE female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE \ No newline at end of file diff --git a/test_data.randf.csv b/test_data.randf.csv new file mode 100644 index 0000000..4848b96 --- /dev/null +++ b/test_data.randf.csv @@ -0,0 +1 @@ +f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,FALSE female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,TRUE female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,TRUE female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,FALSE female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,FALSE female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,FALSE female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,TRUE female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,FALSE female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,TRUE female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,FALSE female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,TRUE female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,FALSE female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,FALSE female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,TRUE female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,TRUE female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,TRUE female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,FALSE female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,TRUE female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,TRUE female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,FALSE female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,TRUE male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,FALSE female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,FALSE female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,FALSE female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,TRUE female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,TRUE female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,TRUE female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,TRUE female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,FALSE female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,FALSE female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,FALSE female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,FALSE female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,TRUE female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,TRUE female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,FALSE female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,FALSE female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,FALSE female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,TRUE female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,TRUE female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,FALSE female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,FALSE female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,FALSE female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,FALSE female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,TRUE female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,TRUE female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,TRUE female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,TRUE female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,FALSE female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,FALSE female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,FALSE female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,TRUE female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,FALSE female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,FALSE female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,TRUE female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,FALSE female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,FALSE female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,TRUE female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,TRUE female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,TRUE female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,FALSE female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,FALSE female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,FALSE female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,TRUE female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,FALSE female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,FALSE female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,FALSE female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,FALSE female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,TRUE female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,TRUE female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,TRUE female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,FALSE female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,TRUE female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,FALSE female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,TRUE female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,TRUE female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,FALSE female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,FALSE female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,TRUE female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,TRUE female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,FALSE female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,TRUE female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,TRUE female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,FALSE female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,TRUE female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,FALSE female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,FALSE female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,FALSE female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,TRUE female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,TRUE female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,TRUE female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,TRUE female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,TRUE female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,TRUE female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,TRUE female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,FALSE female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,FALSE female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,TRUE female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,FALSE female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,TRUE female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,TRUE female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,FALSE female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,FALSE female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,FALSE female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,FALSE female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,FALSE female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,FALSE female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,TRUE female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,TRUE female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,FALSE female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,FALSE female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,FALSE female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,FALSE female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,TRUE female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,TRUE female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,FALSE female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,TRUE female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,TRUE female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,TRUE female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,TRUE female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,TRUE female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,TRUE female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,TRUE female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,TRUE female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,TRUE female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,FALSE female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,TRUE female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,FALSE female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,TRUE female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,TRUE female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,FALSE female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,FALSE female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,TRUE female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,TRUE female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,FALSE female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,TRUE female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,TRUE female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,FALSE female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,TRUE female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,FALSE female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,FALSE female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,FALSE female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,FALSE female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,TRUE female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,FALSE female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,FALSE female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,FALSE female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,TRUE female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE \ No newline at end of file From b7c8b473f4e0cf3c0d678056199ea70b32ef57a8 Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Fri, 13 Dec 2013 16:51:51 -0800 Subject: [PATCH 03/10] Removing tmp files --- other.csv | 500 ------------------------------------------------------ 1 file changed, 500 deletions(-) delete mode 100644 other.csv diff --git a/other.csv b/other.csv deleted file mode 100644 index 424b9a9..0000000 --- a/other.csv +++ /dev/null @@ -1,500 +0,0 @@ -f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends -female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,TRUE -female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,FALSE -female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE -female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE -female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE -female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE -female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,FALSE -female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,TRUE -female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,TRUE -female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE -female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE -female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,TRUE -female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE -female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,FALSE -female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE -female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE -female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE -female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE -female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE -female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE -female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE -female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE -female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE -female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE -female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE -female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE -female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE -female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,FALSE -female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE -female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE -female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE -female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,TRUE -female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE -female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE -female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,FALSE -female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE -female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE -female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,TRUE -female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE -female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE -female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE -female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE -female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE -female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,FALSE -female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE -female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,TRUE -female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE -female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE -female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,TRUE -female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE -female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE -female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE -female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE -female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,FALSE -female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE -female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE -female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE -female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,FALSE -female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE -female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,FALSE -female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE -female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,TRUE -female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE -female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE -female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE -female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE -female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE -female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,FALSE -female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE -female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,FALSE -female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,TRUE -female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,FALSE - male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE -female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE -female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE -female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,FALSE -female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE -female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE -female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE -female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE -female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE -female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE -female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,FALSE -female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE -female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE -female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,TRUE -female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE -female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,TRUE -female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE -female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE -female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,TRUE -female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE -female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE -female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,FALSE -female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE -female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,FALSE -female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE -female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE -female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE -female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE -female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,FALSE -female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE -female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE -female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE -female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE -female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE -female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE -female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,FALSE -female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,TRUE -female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE -female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE -female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,TRUE -female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE -female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE -female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,TRUE -female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE -female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE -female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE -female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE -female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,TRUE -female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE -female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE -female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE -female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,FALSE -female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE -female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE -female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,FALSE -female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE -female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE -female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE -female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE -female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,TRUE -female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE -female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE -female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE -female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,TRUE -female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,TRUE -female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE -female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE -female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE -female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,FALSE -female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE -female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE -female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE -female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE -female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE -female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE -female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,FALSE -female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,TRUE -female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,TRUE -female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE -female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE -female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE -female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE -female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE -female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE -female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE -female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE -female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE -female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE -female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,TRUE -female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,TRUE -female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE -female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE -female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE -female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,FALSE -female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,FALSE -female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE -female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE -female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,FALSE -female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE -female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE -female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,FALSE -female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE -female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE -female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,TRUE -female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE -female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,TRUE -female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE -female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE -female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE -female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE -female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,TRUE -female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE -female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE -female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE -female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,FALSE -female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE -female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,TRUE -female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE -female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE -female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE -female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE -female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE -female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE -female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE -female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE -female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,TRUE -female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,FALSE -female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE -female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE -female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,TRUE -female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE -female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE -female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,TRUE -female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE -female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,FALSE -female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE -female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,FALSE -female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE -female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE -female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE -female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,TRUE -female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE -female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE -female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE -female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE -female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,TRUE -female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE -female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE -female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE -female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,TRUE -female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE -female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,FALSE -female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE -female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,FALSE -female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE -female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE -female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE -female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE -female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE -female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE -female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE -female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,TRUE -female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE -female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE -female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE -female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE -female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,TRUE -female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE -female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,FALSE -female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE -female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE -female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE -female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,TRUE -female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE -female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE -female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE -female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE -female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE -female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE -female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE -female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE -female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE -female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE -female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE -female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE -female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE -female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,TRUE -female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE -female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE -female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,FALSE -female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE -female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE -female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE -female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE -female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE -female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,FALSE -female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,FALSE -female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE -female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE -female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE -female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE -female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,TRUE -female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,FALSE -female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE -female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE -female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE -female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,TRUE -female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE -female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE -female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,FALSE -female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE -female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE -female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE -female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE -female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,FALSE -female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE -female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE -female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,TRUE -female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE -female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE -female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE -female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE -female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE -female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,TRUE -female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE -female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,TRUE -female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE -female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE -female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE -female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE -female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE -female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,FALSE -female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,FALSE -female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE -female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,TRUE -female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE -female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE -female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE -female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE -female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE -female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE -female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,FALSE -female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE -female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE -female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE -female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE -female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE -female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,FALSE -female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE -female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,FALSE -female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE -female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,TRUE -female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,TRUE -female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE -female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,TRUE -female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE -female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE -female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE -female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE -female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE -female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE -female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE -female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,FALSE -female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE -female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE -female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,FALSE -female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE -female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,FALSE -female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,FALSE -female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE -female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,FALSE -female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE -female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,FALSE -female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE -female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,FALSE -female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE -female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE -female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,TRUE -female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE -female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE -female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE -female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE -female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,TRUE -female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE -female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,FALSE -female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE -female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,TRUE -female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,TRUE -female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE -female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,FALSE -female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,FALSE -female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,TRUE -female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE -female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE -female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE -female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE -female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE -female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,TRUE -female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE -female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,TRUE -female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE -female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,TRUE -female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE -female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,TRUE -female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE -female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE -female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE -female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,TRUE -female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE -female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE -female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE -female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE -female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE -female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,FALSE -female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE -female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,FALSE -female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE -female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE -female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE -female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE -female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,FALSE -female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,TRUE -female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,TRUE -female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE -female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,TRUE -female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE -female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,TRUE -female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE -female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE -female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE -female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,FALSE -female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE -female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE -female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE -female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE -female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE -female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE -female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,TRUE -female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,FALSE -female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,TRUE -female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE -female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,FALSE -female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE -female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,FALSE -female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,TRUE -female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE -female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE -female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE -female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,FALSE -female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE -female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,FALSE -female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,TRUE -female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,TRUE -female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,FALSE -female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE -female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,FALSE -female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE -female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE -female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,TRUE -female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE -female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE -female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,FALSE -female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,TRUE -female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE -female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE -female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE -female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,FALSE -female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE -female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,FALSE -female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE -female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE -female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE -female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE -female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE -female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE -female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE -female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,TRUE -female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE -female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,TRUE -female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE -female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,FALSE -female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE -female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE -female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE -female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,FALSE -female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE -female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE -female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE -female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE -female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE -female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,TRUE -female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,FALSE -female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,FALSE -female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE -female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE -female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,TRUE -female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE -female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,FALSE -female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE -female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE -female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,TRUE -female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,TRUE -female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE -female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE -female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE -female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE -female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE -female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE -female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,TRUE -female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE -female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE -female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,FALSE -female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,TRUE -female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE -female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,FALSE -female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE -female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE -female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,TRUE -female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,TRUE -female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE -female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE -female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE -female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE -female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,TRUE -female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,FALSE -female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE -female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE From ce452e8e5e727db9f2f1e7cb344c80b1ca04941a Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Fri, 13 Dec 2013 17:10:08 -0800 Subject: [PATCH 04/10] Removing more tmp files --- .gitignore | 3 +- predictions.best.csv | 499 ------------------------------------------- predictions.csv | 499 ------------------------------------------- 3 files changed, 2 insertions(+), 999 deletions(-) delete mode 100644 predictions.best.csv delete mode 100644 predictions.csv diff --git a/.gitignore b/.gitignore index ead2e7a..76f79ce 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,2 @@ -solutions.csv \ No newline at end of file +solutions.csv +predictions*.csv \ No newline at end of file diff --git a/predictions.best.csv b/predictions.best.csv deleted file mode 100644 index d17c42e..0000000 --- a/predictions.best.csv +++ /dev/null @@ -1,499 +0,0 @@ -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE diff --git a/predictions.csv b/predictions.csv deleted file mode 100644 index e4b3924..0000000 --- a/predictions.csv +++ /dev/null @@ -1,499 +0,0 @@ -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE -FALSE -FALSE -TRUE -TRUE -TRUE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -TRUE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -FALSE -FALSE -FALSE -FALSE -TRUE -TRUE -TRUE From d86304c570d85b330c4263e17006d5a26b509b60 Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Fri, 13 Dec 2013 17:17:47 -0800 Subject: [PATCH 05/10] Code cleanup and comments --- ml.py | 71 +++++++++++++++++++++++++++++++++-------------------------- 1 file changed, 40 insertions(+), 31 deletions(-) diff --git a/ml.py b/ml.py index c71eae6..0b3c006 100644 --- a/ml.py +++ b/ml.py @@ -4,7 +4,6 @@ import glob, bunch, pickle, time import numpy as np - from sklearn import cross_validation from sklearn.grid_search import GridSearchCV from sklearn.preprocessing import StandardScaler @@ -71,47 +70,57 @@ def bool_to_int(g): return X, y, Xt, yt -# Use cached parameter settings +# Use cached parameter settings, if set to True +# This will use the best estimated parameters from parameters/*.p if False +# It will re-estimate parameters for each model and save them in parameter/*/p USE_CACHE = False + +# The test dataset to use, if set to None is will create +# a 20% holdout set from the training data and use that. TEST = 'test_data.csv' # Parameter estimation cross-validation folds +# Slightly elevated bias but low variance c.f. http://www.cs.iastate.edu/~jtian/cs573/Papers/Kohavi-IJCAI-95.pdf folds = 10 + +# Voting mean threshold. threshold = 0.5 # Load the datasets X, y, Xt, yt = load_data(training_path='training_data.csv', testing_path=TEST) -# Class ditribution of testing data is same as training. +# Class ditribution of testing data is same as training so use stratified folds. kfold = cross_validation.StratifiedKFold (y, n_folds=folds) # TODO: This will create a biased estimator and should be run per-fold of CV instead. +# TODO: Change classifiers to Pipelines with StandardScalar running first. standard = StandardScaler().fit(X) X = standard.transform(X) Xt = standard.transform(Xt) # Perform feature reduction +# _* features are the most imporant, assume they are graph related. # idx = univariate_feature_selector(X, y, percentile=20) # X = X[:, idx] # Xt = Xt[:, idx] -# Models +# Models, use naive bayes as a base line because it's fast. models = bunch.Bunch({ - # 'naive' : GaussianNB(), - # 'knn' : KNeighborsClassifier(), - # 'logistic' : LogisticRegression(), - # 'pasagg' : PassiveAggressiveClassifier(), - # 'logreg' : LogisticRegression(), - # 'sgd' : SGDClassifier(), - # 'lsvc' : LinearSVC(), - # 'dtc' : DecisionTreeClassifier(), - # 'ada' : AdaBoostClassifier(), - # 'gbc' : GradientBoostingClassifier(), + 'naive' : GaussianNB(), + 'knn' : KNeighborsClassifier(), + 'logistic' : LogisticRegression(), + 'pasagg' : PassiveAggressiveClassifier(), + 'logreg' : LogisticRegression(), + 'sgd' : SGDClassifier(), + 'lsvc' : LinearSVC(), + 'dtc' : DecisionTreeClassifier(), + 'ada' : AdaBoostClassifier(), + 'gbc' : GradientBoostingClassifier(), 'randf' : RandomForestClassifier(), - # 'svc' : SVC(), + 'svc' : SVC(), }) -# Parameters grids +# Parameters grids for estimation. parameters = bunch.Bunch({ 'knn' : { 'n_neighbors' : [25, 100, 200, 500], @@ -154,9 +163,9 @@ def bool_to_int(g): 'loss' : ['deviance'] }, 'randf' : { - #'max_features' : [1, 2, 3, 10], - #'max_depth' : [3, 7, 15], - 'n_estimators' : [10000] + 'max_features' : [1, 2, 3, 10], + 'max_depth' : [3, 7, 15], + 'n_estimators' : [100, 100, 10000] }, 'svc' : { 'kernel' : ['rbf', 'sigmoid'], @@ -171,18 +180,18 @@ def bool_to_int(g): # Classifier pipeline classifiers = [ - # ('naive', GridSearchCV(cv=kfold, estimator=models.naive, param_grid=parameters.naive, n_jobs=-1)), - # ('knn', GridSearchCV(cv=kfold, estimator=models.knn, param_grid=parameters.knn, n_jobs=-1)), - # ('logistic', GridSearchCV(cv=kfold, estimator=models.logistic, param_grid=parameters.logistic, n_jobs=-1)), - # ('pasagg', GridSearchCV(cv=kfold, estimator=models.pasagg, param_grid=parameters.pasagg, n_jobs=-1)), - # ('logreg', GridSearchCV(cv=kfold, estimator=models.logreg, param_grid=parameters.logreg, n_jobs=-1)), - # ('sgd', GridSearchCV(cv=kfold, estimator=models.sgd, param_grid=parameters.sgd, n_jobs=-1)), - # ('lsvc', GridSearchCV(cv=kfold, estimator=models.lsvc, param_grid=parameters.lsvc, n_jobs=-1)), - # ('dtc', GridSearchCV(cv=kfold, estimator=models.dtc, param_grid=parameters.dtc, n_jobs=-1)), - # ('ada', GridSearchCV(cv=kfold, estimator=models.ada, param_grid=parameters.ada, n_jobs=-1)), - # ('gbc', GridSearchCV(cv=kfold, estimator=models.gbc, param_grid=parameters.gbc, n_jobs=-1)), + ('naive', GridSearchCV(cv=kfold, estimator=models.naive, param_grid=parameters.naive, n_jobs=-1)), + ('knn', GridSearchCV(cv=kfold, estimator=models.knn, param_grid=parameters.knn, n_jobs=-1)), + ('logistic', GridSearchCV(cv=kfold, estimator=models.logistic, param_grid=parameters.logistic, n_jobs=-1)), + ('pasagg', GridSearchCV(cv=kfold, estimator=models.pasagg, param_grid=parameters.pasagg, n_jobs=-1)), + ('logreg', GridSearchCV(cv=kfold, estimator=models.logreg, param_grid=parameters.logreg, n_jobs=-1)), + ('sgd', GridSearchCV(cv=kfold, estimator=models.sgd, param_grid=parameters.sgd, n_jobs=-1)), + ('lsvc', GridSearchCV(cv=kfold, estimator=models.lsvc, param_grid=parameters.lsvc, n_jobs=-1)), + ('dtc', GridSearchCV(cv=kfold, estimator=models.dtc, param_grid=parameters.dtc, n_jobs=-1)), + ('ada', GridSearchCV(cv=kfold, estimator=models.ada, param_grid=parameters.ada, n_jobs=-1)), + ('gbc', GridSearchCV(cv=kfold, estimator=models.gbc, param_grid=parameters.gbc, n_jobs=-1)), ('randf', GridSearchCV(cv=kfold, estimator=models.randf, param_grid=parameters.randf, n_jobs=-1)), - #('svc', GridSearchCV(cv=kfold, estimator=models.svc, param_grid=parameters.svc, n_jobs=-1)), + ('svc', GridSearchCV(cv=kfold, estimator=models.svc, param_grid=parameters.svc, n_jobs=-1)), ] # Train and evaluate classifiers. @@ -223,7 +232,7 @@ def bool_to_int(g): # Check model stability over IQR. # import pylab -# baseline_median = 0.567010309278 +# baseline_median = 0.56 # Naive bayes # pylab.figure() # pylab.plot([0, len(classifiers)+1], [baseline_median, baseline_median], ':k') # pylab.boxplot(test_scores) From 031e4ba9fe90d3eb1014353335e01d36fe321e01 Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Sat, 14 Dec 2013 14:44:21 -0800 Subject: [PATCH 06/10] Adding ensemble vs brandf predictor --- test_data.brandf.csv | 1 + 1 file changed, 1 insertion(+) create mode 100644 test_data.brandf.csv diff --git a/test_data.brandf.csv b/test_data.brandf.csv new file mode 100644 index 0000000..684617c --- /dev/null +++ b/test_data.brandf.csv @@ -0,0 +1 @@ +f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,FALSE female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,TRUE female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,TRUE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,TRUE female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,FALSE female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,TRUE female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,TRUE female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,TRUE female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,TRUE female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,FALSE female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,TRUE female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,TRUE female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,FALSE female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,TRUE female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,TRUE female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,FALSE female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,FALSE female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,TRUE female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,TRUE female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,TRUE female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,TRUE female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,TRUE female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,FALSE female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,FALSE female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,TRUE male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,FALSE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,TRUE female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,TRUE female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,TRUE female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,FALSE female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,FALSE female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,TRUE female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,TRUE female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,FALSE female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,TRUE female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,FALSE female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,FALSE female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,FALSE female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,FALSE female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,TRUE female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,TRUE female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,TRUE female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,TRUE female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,TRUE female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,FALSE female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,FALSE female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,FALSE female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,TRUE female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,FALSE female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,TRUE female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,TRUE female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,FALSE female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,TRUE female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,TRUE female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,FALSE female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,FALSE female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,TRUE female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,FALSE female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,FALSE female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,FALSE female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,TRUE female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,TRUE female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,FALSE female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,FALSE female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,FALSE female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,FALSE female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,TRUE female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,FALSE female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,TRUE female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,FALSE female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,TRUE female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,FALSE female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,TRUE female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,TRUE female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,FALSE female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,FALSE female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,TRUE female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,TRUE female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,FALSE female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,FALSE female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,FALSE female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,FALSE female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,FALSE female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,TRUE female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,TRUE female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,FALSE female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,FALSE female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,TRUE female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,TRUE female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,TRUE female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,TRUE female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,TRUE female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,FALSE female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,TRUE female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,FALSE female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,TRUE female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,TRUE female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,TRUE female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,FALSE female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,TRUE female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,FALSE female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,FALSE female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,TRUE female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,TRUE female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,FALSE female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,FALSE female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,FALSE female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,TRUE female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,TRUE female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,FALSE female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,TRUE female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,TRUE female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,FALSE female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,FALSE female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,FALSE female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,TRUE female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,TRUE female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,TRUE female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,TRUE female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,TRUE female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,TRUE female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,TRUE female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,TRUE female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,TRUE female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,FALSE female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,TRUE female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,FALSE female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,TRUE female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,FALSE female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,TRUE female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,FALSE female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,FALSE female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,FALSE female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,FALSE female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,TRUE female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,TRUE female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,FALSE female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,TRUE female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,FALSE female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,TRUE female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,FALSE female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,FALSE female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,FALSE female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,FALSE female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,TRUE female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,TRUE female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,TRUE female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,FALSE female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,FALSE female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,TRUE female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,FALSE female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,TRUE female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,FALSE female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,TRUE female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,FALSE female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,FALSE female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,TRUE female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,TRUE female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,FALSE female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,TRUE female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,TRUE female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,FALSE female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,TRUE female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,FALSE female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,TRUE female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,FALSE female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,FALSE female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,FALSE female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,FALSE female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,TRUE female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,FALSE female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,TRUE female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,TRUE female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,TRUE female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,FALSE female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,TRUE female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,TRUE female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,TRUE female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,TRUE female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,FALSE female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,FALSE female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,FALSE female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,FALSE female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,FALSE female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,TRUE female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,TRUE female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,TRUE female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,TRUE female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,FALSE female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,TRUE female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,TRUE female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE \ No newline at end of file From 51069e9bfb372cdd20f68709a1652dd621e1ba77 Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Mon, 16 Dec 2013 21:22:38 -0800 Subject: [PATCH 07/10] Adding more splits --- ml.py | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/ml.py b/ml.py index 0b3c006..2a8628e 100644 --- a/ml.py +++ b/ml.py @@ -13,6 +13,7 @@ from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier from sklearn.naive_bayes import GaussianNB from sklearn.linear_model import SGDClassifier, LogisticRegression, PassiveAggressiveClassifier +from sklearn.utils import shuffle def univariate_feature_selector(X, y, percentile=10): """ Univariate Feature Selection """ @@ -163,12 +164,12 @@ def bool_to_int(g): 'loss' : ['deviance'] }, 'randf' : { - 'max_features' : [1, 2, 3, 10], - 'max_depth' : [3, 7, 15], - 'n_estimators' : [100, 100, 10000] + #'max_features' : [1, 2, 3, 10], + #'max_depth' : [3, 7, 15], + 'n_estimators' : [5000] }, 'svc' : { - 'kernel' : ['rbf', 'sigmoid'], + 'kernel' : ['rbf'], 'gamma' : np.logspace(-6, 6, 10), 'C' : np.logspace(-6, 6, 10), }, @@ -191,11 +192,12 @@ def bool_to_int(g): ('ada', GridSearchCV(cv=kfold, estimator=models.ada, param_grid=parameters.ada, n_jobs=-1)), ('gbc', GridSearchCV(cv=kfold, estimator=models.gbc, param_grid=parameters.gbc, n_jobs=-1)), ('randf', GridSearchCV(cv=kfold, estimator=models.randf, param_grid=parameters.randf, n_jobs=-1)), - ('svc', GridSearchCV(cv=kfold, estimator=models.svc, param_grid=parameters.svc, n_jobs=-1)), + #('svc', GridSearchCV(cv=kfold, estimator=models.svc, param_grid=parameters.svc, n_jobs=-1)), ] # Train and evaluate classifiers. test_scores = [] +state = 0 for name, clf in classifiers: if USE_CACHE: @@ -215,6 +217,9 @@ def bool_to_int(g): #print parameters pickle.dump(parameters, open('parameters/{name}.p'.format(name=name), mode='wb')) + X, y = shuffle(X.copy(), y.copy(), random_state=state) + state = state + 1 + kfold = cross_validation.StratifiedKFold (y, n_folds=folds) scores = cross_validation.cross_val_score(est, X, y, cv=folds) print "model: {name}\ttime: {time:2.2f} mean: {mean:.2f} +/- {std:.2f}.".format(name=name, time=int(time_end-time_start), mean=np.mean(scores), std=scores.std()) test_scores.append(scores) From c12cba1f2e28bc42dcd876afa9e08003d600d310 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Tue, 17 Dec 2013 07:03:29 +0000 Subject: [PATCH 08/10] Adding more models --- nohup.out | 14 ++++++++++++++ 1 file changed, 14 insertions(+) create mode 100644 nohup.out diff --git a/nohup.out b/nohup.out new file mode 100644 index 0000000..cbc564d --- /dev/null +++ b/nohup.out @@ -0,0 +1,14 @@ +model: randf time: 410.00 mean: 0.58 +/- 0.02. +[238, 261] +model: naive time: 0.00 mean: 0.56 +/- 0.03. +model: knn time: 25.00 mean: 0.56 +/- 0.02. +model: logistic time: 0.00 mean: 0.57 +/- 0.04. +model: pasagg time: 5.00 mean: 0.56 +/- 0.04. +model: logreg time: 4.00 mean: 0.57 +/- 0.03. +model: sgd time: 4.00 mean: 0.57 +/- 0.01. +model: lsvc time: 26.00 mean: 0.57 +/- 0.02. +model: dtc time: 2.00 mean: 0.55 +/- 0.02. +model: ada time: 481.00 mean: 0.56 +/- 0.02. +model: gbc time: 175.00 mean: 0.56 +/- 0.02. +model: randf time: 586.00 mean: 0.57 +/- 0.02. +[253, 246] From d1a7b3f653fb51c802e46b6d797e4f594061d65f Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Mon, 16 Dec 2013 23:05:17 -0800 Subject: [PATCH 09/10] Smoothing predictions --- test_data.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test_data.csv b/test_data.csv index 4c97f73..3195908 100644 --- a/test_data.csv +++ b/test_data.csv @@ -1 +1 @@ -f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,FALSE female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,TRUE female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,TRUE female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,FALSE female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,FALSE female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,FALSE female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,TRUE female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,TRUE female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,TRUE female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,FALSE female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,TRUE female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,FALSE female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,FALSE female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,TRUE female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,FALSE female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,TRUE female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,FALSE female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,TRUE female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,TRUE female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,FALSE female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,TRUE male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,FALSE female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,FALSE female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,FALSE female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,TRUE female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,TRUE female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,TRUE female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,TRUE female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,FALSE female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,FALSE female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,FALSE female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,FALSE female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,TRUE female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,TRUE female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,FALSE female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,FALSE female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,FALSE female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,TRUE female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,TRUE female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,FALSE female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,FALSE female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,FALSE female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,FALSE female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,TRUE female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,TRUE female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,TRUE female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,TRUE female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,FALSE female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,FALSE female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,FALSE female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,TRUE female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,FALSE female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,FALSE female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,TRUE female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,FALSE female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,FALSE female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,TRUE female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,TRUE female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,FALSE female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,FALSE female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,FALSE female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,TRUE female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,FALSE female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,FALSE female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,TRUE female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,FALSE female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,TRUE female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,TRUE female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,TRUE female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,FALSE female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,TRUE female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,TRUE female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,TRUE female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,TRUE female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,FALSE female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,FALSE female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,TRUE female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,TRUE female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,FALSE female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,TRUE female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,TRUE female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,FALSE female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,TRUE female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,FALSE female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,FALSE female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,FALSE female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,TRUE female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,TRUE female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,TRUE female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,TRUE female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,TRUE female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,TRUE female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,TRUE female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,TRUE female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,FALSE female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,TRUE female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,FALSE female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,TRUE female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,TRUE female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,FALSE female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,FALSE female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,FALSE female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,FALSE female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,FALSE female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,FALSE female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,TRUE female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,TRUE female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,FALSE female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,FALSE female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,FALSE female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,FALSE female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,TRUE female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,FALSE female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,TRUE female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,FALSE female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,TRUE female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,TRUE female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,FALSE female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,TRUE female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,TRUE female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,FALSE female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,TRUE female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,TRUE female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,TRUE female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,FALSE female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,TRUE female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,FALSE female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,TRUE female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,TRUE female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,FALSE female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,FALSE female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,TRUE female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,TRUE female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,FALSE female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,TRUE female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,TRUE female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,FALSE female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,TRUE female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,TRUE female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,FALSE female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,FALSE female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,FALSE female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,TRUE female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,FALSE female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,FALSE female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,FALSE female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,TRUE female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE \ No newline at end of file +f_gender,f_age,f_height,f_shoe_size*,f_number_of_pets*,f_platinum_albums*,f_weekly_workouts*,f_number_of_siblings*,f_pokemon_collected*,f_facebook_friends_count,f_facebook_photos_count,m_gender,m_age,m_height,m_shoe_size*,m_number_of_pets*,m_platinum_albums*,m_weekly_workouts*,m_number_of_siblings*,m_pokemon_collected*,m_facebook_friends_count,m_facebook_photos_count,members_became_friends female,27,67,5,7.5,7.5,8,7,7.5,333,457,male,25,72,5.5,8,7.5,8,7.5,7.5,884,601,FALSE female,23,68,6.5,8,7.5,8,7.5,7,1346,412,male,25,72,6.5,7.5,8,7.5,7.5,7.5,831,491,TRUE female,25,68,5.5,8,7.5,7.5,8,7,284,229,male,26,69,5.5,7.5,7,8,7.5,7,427,230,FALSE female,23,67,6.5,7.5,7.5,8,7,7,1418,230,male,26,74,6,7.5,6.5,7,7.5,7.5,2137,205,TRUE female,29,69,5.5,7.5,7.5,7.5,8.5,7.5,705,135,male,30,71,6,8,7.5,8,7.5,7.5,454,263,FALSE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,34,75,6,7.5,7.5,7.5,8,7.5,71,15,FALSE female,28,66,5.5,7.5,7.5,8,7.5,7.5,785,407,male,30,74,7.5,8.5,7.5,8.5,8.5,7.5,1829,439,TRUE female,24,69,5,7,7.5,7.5,7.5,7.5,633,583,male,26,69,5,8.5,7.5,8,7,7.5,974,405,FALSE female,25,65,6.5,8,7.5,8,8,7.5,1372,594,male,25,73,4,7.5,6.5,8,8,7.5,809,556,FALSE female,23,67,5.5,7.5,7,7.5,7.5,7.5,1036,543,male,23,69,6,7.5,7,8,7,7,722,225,FALSE female,24,64,6.5,8,7.5,7.5,8,7.5,1401,548,male,24,69,8,7.5,8,8,8,7.5,1264,478,TRUE female,25,63,3.5,7.5,7,7.5,8.5,7.5,1234,168,male,30,68,6,7.5,7.5,7.5,7.5,7.5,250,170,FALSE female,24,67,6,7.5,7.5,7.5,8,7.5,763,533,male,25,75,6,7.5,7.5,7.5,7,7.5,689,495,TRUE female,25,61,7.5,8,7.5,8,8,7.5,800,441,male,24,73,6,8,7.5,7.5,7.5,7.5,989,362,TRUE female,26,63,6,8,7.5,8,8.5,8,766,153,male,30,67,6,8,7.5,7.5,7.5,7.5,939,410,TRUE female,24,71,5,7.5,7.5,8,7.5,7.5,794,635,male,23,72,5.5,8,7.5,8,7.5,7.5,560,400,FALSE female,26,66,6.5,8,7.5,8,7,7.5,1737,530,male,23,75,5.5,7.5,7.5,7.5,8,7.5,958,652,TRUE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,1348,599,male,27,69,5.5,7.5,7.5,8,7.5,7.5,1219,400,TRUE female,26,70,6,7.5,7.5,8,7.5,7.5,379,286,male,27,68,5.5,8,7,8,8.5,7.5,588,228,FALSE female,26,64,7.5,7.5,7.5,7.5,7.5,7.5,2325,230,male,24,71,5,7.5,7.5,7.5,7.5,7.5,795,230,TRUE female,24,68,6,7.5,7.5,8,7,7.5,1079,412,male,24,75,6.5,8,7.5,8,7.5,7.5,1556,483,TRUE female,26,63,6,7.5,7.5,7.5,7,7.5,835,230,male,27,74,7,7.5,7.5,7.5,7,7.5,541,230,TRUE female,24,63,7.5,8,7.5,8,7.5,7.5,962,228,male,26,72,7,8,7.5,8.5,8,7.5,1461,230,TRUE female,25,65,5.5,8,7.5,8,7,7,847,230,male,25,73,4,8,7,8,7.5,7.5,811,262,FALSE female,24,64,6,8,7.5,7.5,8,7.5,1001,422,male,23,74,5.5,7.5,7.5,8,8,7.5,727,417,TRUE female,23,64,6,8,7.5,8,8.5,7.5,868,449,male,26,74,6.5,7.5,7.5,7.5,7.5,7.5,858,488,TRUE female,23,64,5.5,7.5,7,7.5,7,7,1518,216,male,25,68,4.5,8.5,7,8.5,8,8,937,245,FALSE female,26,70,5.5,7.5,7.5,7.5,7.5,7.5,1299,424,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,27,69,5,7.5,7.5,7.5,7,6.5,521,338,male,26,69,6,8,7.5,7.5,7.5,7.5,942,338,FALSE female,25,65,7.5,7.5,7.5,8,7.5,7.5,883,230,male,30,73,7,8,7,8,7,7,304,116,FALSE female,25,64,6,7.5,7.5,7.5,8.5,7.5,1065,410,male,25,72,6.5,7.5,7.5,7.5,7.5,7.5,1245,691,TRUE female,23,62,5.5,7.5,7,8,7,7.5,1102,230,male,23,72,5.5,8,7.5,8,8.5,7.5,1273,432,FALSE female,23,67,5.5,8,8,7.5,8.5,7.5,1370,410,male,25,67,6,8,7.5,8,8.5,7.5,1020,455,TRUE female,24,66,4.5,7.5,7,7.5,7,7,550,430,male,27,74,4,8,6.5,7.5,7,7,827,556,FALSE female,23,64,8,7.5,7.5,7.5,7.5,7.5,1380,440,male,23,70,6,8,7.5,8,7.5,7.5,886,406,TRUE female,24,67,5.5,8,7,8,7,7,803,230,male,23,72,5.5,7,7.5,8,7,7,1163,374,FALSE female,25,65,5,7.5,7.5,7.5,7.5,7.5,1479,627,male,28,71,5,7.5,7.5,7.5,7.5,7.5,752,350,FALSE female,24,64,5,7.5,7.5,7.5,8,7.5,1166,385,male,27,74,5.5,8,7.5,8,8,7.5,337,214,FALSE female,24,69,6,8,7.5,8,7.5,7.5,1362,229,male,25,71,5,8.5,7.5,8,7.5,7.5,708,230,FALSE female,29,69,5,8,7.5,8,8,7.5,1191,230,male,34,70,5.5,8,7.5,8,8.5,7.5,511,161,FALSE female,23,65,6,7.5,6.5,7.5,7,7,1625,573,male,28,68,5.5,8,7,8,7,7,2031,405,TRUE female,26,64,5.5,7.5,7,7,7,7.5,608,217,male,27,71,5.5,7.5,7,7.5,7.5,7.5,374,131,FALSE female,23,70,5.5,8,7.5,7.5,8,7.5,951,474,male,24,74,6,8,7,8,7.5,7.5,1546,493,TRUE female,24,62,5.5,8,8,8,8,7.5,1445,510,male,26,74,7,8,7,8,7.5,7.5,1117,189,TRUE female,25,67,5.5,8,7.5,7.5,8,7.5,1258,520,male,25,74,6.5,7.5,7.5,7.5,7.5,7.5,882,454,TRUE female,23,64,6,8,7,8,7.5,7,845,216,male,24,70,5.5,7.5,7,7.5,7.5,7,873,229,FALSE female,28,63,6.5,8,8,8,7.5,7.5,1329,408,male,29,70,6,8.5,7.5,8.5,8,7.5,823,301,TRUE female,26,66,5.5,8,7,7.5,7,7.5,273,449,male,27,71,6,7.5,7,7.5,6,7,227,394,FALSE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,820,228,male,27,73,4.5,8.5,7,8.5,7.5,7.5,620,206,FALSE female,26,68,6,7.5,7.5,7.5,7.5,7.5,413,230,male,26,72,7,7.5,7.5,7.5,7.5,7.5,1019,216,FALSE female,23,67,6,8,7.5,8,7.5,7.5,653,229,male,22,71,6,7.5,7,7.5,8,7.5,372,114,FALSE female,27,60,6,8,7.5,8,7,7,427,363,male,27,76,5.5,8.5,7.5,8.5,7.5,7.5,592,511,TRUE female,25,62,6,7.5,7.5,8,7.5,7,742,401,male,25,70,6,8.5,7.5,8.5,8,7.5,2181,547,TRUE female,23,62,6.5,8,7,7.5,7.5,7.5,1306,230,male,23,74,6.5,7.5,7,7.5,7,7,1023,230,TRUE female,25,63,6,8,7.5,8,7,7.5,825,404,male,28,70,5.5,7.5,7.5,8,7,7,208,129,FALSE female,22,64,6,8.5,7,7.5,7.5,7.5,1675,230,male,23,70,6,7.5,7.5,7.5,8,7.5,1295,331,TRUE female,25,64,5.5,7.5,7.5,7.5,7.5,7.5,508,230,male,23,67,5,7.5,7.5,7.5,8,7.5,1233,228,FALSE female,23,67,5.5,7.5,7.5,7.5,7.5,7.5,1724,409,male,25,76,6.5,7.5,7.5,8,7,7,579,166,TRUE female,28,65,7,7,7,7,7,7,2115,474,male,35,72,6,7.5,7.5,7.5,8,7.5,705,20,TRUE female,26,67,6,8,7.5,8.5,8,7.5,1612,230,male,30,69,5.5,8,8,8.5,8,8,1457,230,TRUE female,28,64,6.5,7.5,7.5,7.5,7.5,7.5,995,425,male,31,69,6.5,8,7.5,8,7.5,7.5,401,427,TRUE female,27,61,6,7.5,7.5,7.5,7.5,7.5,984,230,male,26,72,6,7.5,7.5,8,7.5,7.5,553,75,TRUE female,24,65,6.5,7.5,7,8,6.5,7,295,230,male,26,73,6,8,7.5,7.5,8,7.5,1332,479,TRUE female,25,66,5,8,7.5,7.5,7,7,258,544,male,24,70,5.5,7.5,7.5,8,7.5,7.5,843,454,FALSE female,23,67,7,8,7.5,8,8,7.5,1430,396,male,25,71,6,7.5,7.5,7.5,7.5,7.5,1317,382,TRUE female,23,72,7.5,7.5,7.5,7.5,7.5,7.5,3349,230,male,24,74,6.5,7.5,7.5,7.5,7.5,7.5,978,230,TRUE female,26,65,5.5,7.5,7,7.5,7.5,7.5,900,558,male,26,71,6.5,7.5,7,8,7.5,7.5,725,451,TRUE female,24,61,7,7.5,7,8,7.5,7,543,522,male,28,71,7,7.5,7,7.5,7.5,7.5,923,472,TRUE female,23,65,5.5,8,7.5,8,7.5,7.5,990,229,male,23,71,5.5,8,7.5,8.5,8,7.5,889,229,FALSE female,22,69,6,8,7.5,7.5,7.5,7,1523,230,male,24,74,7,8,7.5,8,7.5,7.5,700,359,TRUE female,22,67,5.5,8,7,7.5,7.5,7.5,768,229,male,27,70,6,7.5,8,6.5,7,7.5,654,229,FALSE female,26,64,6.5,8,7.5,8,7.5,7.5,698,402,male,30,70,7.5,7.5,7.5,7.5,7.5,7.5,684,414,TRUE male,28,72,7,7.5,7.5,8,7.5,7.5,1079,229,male,25,68,7,7.5,8,8,7,7.5,1239,229,TRUE female,26,66,6,7.5,7,8,7.5,7.5,1221,408,male,26,74,5.5,7.5,7.5,8,7.5,7.5,281,24,FALSE female,22,67,5,8,7.5,7.5,8,7.5,596,475,male,25,70,5,7.5,6.5,8,7.5,7.5,222,423,FALSE female,25,63,6,8,7.5,8,7,7.5,734,229,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,28,67,7,8,6.5,7.5,7.5,7.5,1881,230,male,26,72,7.5,6.5,7.5,7,7,7.5,1406,230,TRUE female,25,67,7,7.5,7.5,7.5,6.5,7,407,230,male,28,73,6,8,7.5,8,9,7.5,652,386,FALSE female,24,65,5,8,7.5,8,8.5,7,1196,397,male,25,67,5.5,7.5,7,7.5,7,7.5,765,59,FALSE female,23,65,7,8,7.5,8,7.5,7.5,890,381,male,30,71,7.5,7.5,7.5,7.5,7.5,7.5,839,62,TRUE female,27,64,4.5,7.5,7,7.5,7.5,7.5,572,216,male,26,69,5.5,7.5,7.5,8,8,7.5,1367,430,FALSE female,24,66,6,7.5,7.5,8,7,7,591,230,male,26,73,6,8,7.5,8,7,7.5,734,226,FALSE female,23,67,7,8,7,8,8,7.5,930,230,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,27,67,5.5,8,7.5,7.5,7.5,7.5,1162,478,male,30,72,5,7.5,7.5,7.5,8,7.5,422,65,FALSE female,25,71,6,7.5,7.5,7.5,8,7.5,740,322,male,30,72,5.5,7.5,7.5,7.5,7.5,7.5,1143,229,FALSE female,23,64,6,7.5,8,8,7.5,7.5,1629,230,male,23,72,6.5,7.5,7.5,8,8,7.5,473,131,FALSE female,23,69,7.5,7.5,8,7.5,7.5,7.5,1277,225,male,25,69,5.5,8.5,7.5,8.5,7.5,7.5,822,230,TRUE female,26,69,6.5,7.5,7.5,7.5,7.5,7.5,803,486,male,29,73,6.5,7.5,7.5,7.5,7.5,8,467,438,TRUE female,27,70,6,8,7.5,7.5,7.5,7.5,910,483,male,28,69,4.5,7.5,7.5,7.5,7.5,7.5,948,113,FALSE female,27,67,6,7.5,7,8,7.5,7.5,1185,230,male,25,70,5.5,7.5,8,8,8,7.5,1183,218,TRUE female,23,70,6.5,8,7.5,8,7.5,7.5,998,230,male,24,75,5,8,7.5,8,7.5,7.5,993,228,FALSE female,27,64,5,7.5,7.5,8,7.5,7.5,563,218,male,26,70,5,7.5,7.5,7.5,7.5,7.5,644,65,FALSE female,25,68,5,8,7.5,7.5,8,7.5,923,479,male,26,71,6.5,8,7.5,8,8,7.5,768,110,FALSE female,25,64,5.5,7.5,7.5,7.5,8,7.5,939,465,male,27,72,7,8,7,8,8,7.5,401,433,TRUE female,22,67,5.5,6.5,8,6.5,7.5,7.5,735,229,male,24,74,5,7.5,7,7.5,7.5,7,401,133,FALSE female,26,61,6.5,7.5,7.5,7.5,7.5,7.5,1248,670,male,25,68,5,7.5,7.5,7.5,7.5,7.5,701,26,TRUE female,27,73,5.5,7.5,7.5,7.5,7.5,7.5,969,451,male,25,74,6.5,7.5,7.5,8,7.5,7.5,1372,230,TRUE female,27,73,7,7.5,7.5,7.5,7.5,7.5,777,318,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,23,65,5,7.5,7.5,7.5,7,7,508,429,male,26,72,6,8,7.5,7.5,7,7.5,708,229,FALSE female,24,72,5.5,7.5,7.5,7.5,7.5,7.5,1022,230,male,26,74,5,7.5,7.5,8,7.5,7.5,311,124,FALSE female,25,65,6,8,7.5,8,7.5,7.5,709,491,male,23,74,6,8,7.5,8,8,7.5,734,423,FALSE female,26,60,4.5,7.5,7.5,8,7,7.5,404,345,male,28,70,5.5,7.5,7,7.5,7,7.5,289,111,FALSE female,28,70,5,8,8.5,8,7.5,7,1006,394,male,31,70,5,7.5,6.5,7.5,7.5,7.5,1273,386,FALSE female,26,67,6.5,8,7,7.5,8,7.5,361,230,male,28,69,5.5,7.5,7,7.5,8,7.5,1158,227,FALSE female,24,68,5.5,8,7.5,7.5,7,7,411,221,male,23,74,6,8,7.5,8,8,7.5,1204,226,FALSE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,27,72,5.5,8,7.5,8,7.5,7.5,1448,227,TRUE female,25,62,6,8,7.5,8,7.5,7,648,541,male,25,68,5.5,8.5,8,8,8,7.5,980,355,TRUE female,23,64,5.5,7.5,7.5,8,7,7,1136,491,male,23,66,6,7.5,7.5,7.5,7,7.5,1688,427,TRUE female,23,66,5.5,7.5,7,7.5,7.5,7,1316,230,male,23,66,4.5,7.5,7.5,8,7,7,1147,423,FALSE female,25,64,6,8,7,8.5,7.5,7.5,1132,460,male,28,70,7,8,7.5,8,8.5,7.5,487,146,FALSE female,24,61,5.5,7.5,7.5,7.5,7.5,7.5,2115,230,male,24,70,6,7.5,7.5,7.5,7.5,7.5,688,206,TRUE female,26,64,6.5,7.5,7.5,8,8,7.5,1482,230,male,29,73,5,8,7,7.5,8.5,8,383,45,FALSE female,23,62,5,7.5,7.5,7.5,7.5,7.5,469,229,male,23,72,5.5,7.5,7.5,7.5,7.5,7.5,535,255,FALSE female,25,65,6.5,7.5,7.5,7.5,7.5,7,422,88,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,22,68,6.5,7.5,7.5,8,7.5,7.5,1719,230,male,25,71,7,7,7,7,7,7,465,179,FALSE female,21,67,6,8,7,8,7,7,742,230,male,24,68,5.5,8,7,8.5,7.5,7,679,229,FALSE female,25,65,6,8,7.5,7.5,7,7,224,230,male,24,71,6,8,7,8,7,7,1197,230,FALSE female,29,70,5,7.5,7.5,7.5,7,7.5,1336,317,male,34,70,4.5,7.5,7.5,7.5,8,7.5,854,460,FALSE female,25,66,6.5,8,7,7.5,7.5,7,634,404,male,24,70,6,8.5,7,8,7,7.5,1299,402,TRUE female,25,67,5.5,8,7.5,7.5,7.5,7.5,810,183,male,25,71,4.5,7.5,7.5,7.5,7.5,7,1441,285,FALSE female,26,66,7,7.5,7.5,7.5,8,7.5,2450,230,male,29,73,7.5,7.5,7.5,7.5,7.5,8,1269,213,TRUE female,27,66,5,7.5,7,7.5,6.5,7,752,190,male,24,72,6,8,7,8,7.5,7.5,865,413,FALSE female,25,63,6.5,7.5,7.5,7.5,7.5,7.5,582,338,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,27,66,6.5,7.5,7.5,7.5,7.5,7.5,2250,230,male,32,72,5,7.5,7.5,7.5,7.5,7,1914,226,TRUE female,23,68,5,8,7.5,7.5,7,7.5,367,426,male,29,77,5,8,7,7.5,7.5,7.5,412,202,FALSE female,28,65,6,7.5,7.5,8,7,7,837,434,male,25,71,6,7.5,7.5,7.5,7,7,687,180,FALSE female,26,67,7,8,7.5,8,7.5,7.5,1424,401,male,25,69,7,8.5,7.5,8.5,7.5,7.5,1034,230,TRUE female,22,66,6.5,8,7.5,7.5,7.5,7.5,1092,209,male,24,69,5.5,7.5,7.5,8,8.5,7.5,793,230,FALSE female,25,68,6,7.5,7,7.5,7,7.5,895,519,male,29,70,6.5,7.5,7.5,7.5,7.5,7.5,701,111,FALSE female,25,62,6,8,7.5,8,7.5,7.5,1071,491,male,26,71,5.5,8,8,8,7.5,7.5,1336,536,TRUE female,27,63,6,7.5,6.5,7,7,7,998,230,male,27,70,7,7.5,8,7,7,7.5,2235,229,TRUE female,24,66,4.5,8,7.5,7.5,7.5,7.5,901,511,male,25,69,4,8,7,7.5,8,7.5,572,354,FALSE female,25,64,6.5,7.5,7,7.5,8,7,759,407,male,24,74,6,8,7.5,8,8,7.5,670,389,TRUE female,24,62,6.5,7.5,7.5,7.5,7.5,7.5,1083,495,male,25,73,6,8,7.5,8,7.5,7.5,997,460,TRUE female,27,66,5.5,8,7,7.5,7.5,7.5,572,230,male,27,70,6,8,7.5,7,8,8,701,508,FALSE female,24,69,5.5,7.5,7.5,8,7.5,7.5,855,473,male,24,68,6,8,7,8,7,7.5,868,403,FALSE female,23,62,4.5,8,7,8.5,7,7,582,230,male,25,72,5,7.5,7,7.5,7.5,7,807,452,FALSE female,23,66,5.5,8,7.5,8,7.5,7.5,861,400,male,24,72,6,8,7.5,7.5,7.5,7.5,954,248,FALSE female,26,62,6,8,7.5,8,7,7.5,620,30,male,28,68,6,8,7.5,8,8,7.5,1373,230,TRUE female,29,67,6.5,7.5,7.5,7.5,7,7.5,510,415,male,32,74,6.5,8,7.5,8,8,8,2091,462,TRUE female,27,62,6,7.5,7.5,7.5,7.5,7.5,919,401,male,31,73,5,7.5,7.5,7.5,7.5,7.5,1066,198,TRUE female,25,63,7,7.5,7.5,7.5,8.5,7.5,1572,439,male,26,73,5,8,7.5,8,8,7.5,1163,402,TRUE female,26,67,5,7.5,7.5,7.5,7,7,947,429,male,29,73,4.5,7.5,7.5,8,7,7.5,489,202,FALSE female,24,66,5,8,7.5,8,8,7.5,765,229,male,29,67,5.5,7.5,7.5,7.5,8.5,7.5,1624,573,TRUE female,28,63,6.5,8,7.5,7.5,7.5,7.5,762,505,male,33,70,7,8,7.5,8,8.5,7.5,1689,440,TRUE female,25,64,5.5,7.5,7,7.5,8.5,7.5,620,227,male,27,72,5.5,7.5,7.5,7.5,8.5,7.5,682,228,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,23,72,6,8,7.5,7.5,7.5,7,1064,391,TRUE female,24,68,6.5,7.5,7.5,8,8,8,1215,738,male,25,71,6,7.5,7.5,7.5,7,7.5,1024,732,TRUE female,23,65,6,8,7.5,7.5,7.5,7,986,474,male,24,72,6,8,7,8,8,7.5,751,256,FALSE female,23,64,6.5,7.5,7.5,7,8,7.5,846,230,male,23,72,6.5,7.5,7.5,7.5,7.5,7,269,33,FALSE female,28,65,6,7.5,7.5,8,7,7,1278,471,male,28,72,5.5,7.5,7.5,8.5,8.5,7.5,810,200,FALSE female,23,66,6,7.5,7,8,7,7,754,400,male,24,71,6,8,7,8,7,7.5,1032,156,FALSE female,26,64,8,8,7,8,7,7,824,61,male,26,72,6.5,8,7.5,8,7.5,7.5,946,430,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,26,68,6,8,7.5,8,7.5,7.5,516,426,TRUE female,25,71,4.5,8,7.5,7.5,8.5,7.5,1426,453,male,24,70,6,8,7.5,7.5,8.5,7.5,669,266,FALSE female,27,63,6,8,7,8,8,8,974,372,male,25,69,5,7.5,7.5,7.5,7,7,1172,230,TRUE female,24,62,6.5,8,7.5,8,7,7,660,471,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,25,65,6,7.5,7.5,8,7,7,1010,400,male,26,72,6,8.5,7.5,8.5,7.5,7.5,441,222,TRUE female,26,65,6,7.5,7,7.5,7.5,7.5,853,456,male,26,65,3.5,8,7,8,7,7,809,138,FALSE female,26,62,7.5,7.5,7.5,8,7.5,6.5,1100,503,male,26,69,6.5,8,7,7.5,7.5,7.5,1452,210,TRUE female,25,66,4.5,8,7,7.5,7.5,7.5,575,430,male,25,77,4,7.5,7,7.5,7.5,7.5,1054,500,FALSE female,25,65,5.5,7.5,7.5,7.5,7.5,7.5,1367,541,male,23,72,5,8,7.5,8,8.5,7.5,1003,230,FALSE female,23,64,6,7.5,7.5,7.5,7.5,6.5,1016,510,male,25,72,5.5,8,7.5,8,7,7.5,919,390,TRUE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,74,7,8,8,8.5,7.5,7.5,1021,424,TRUE female,23,64,6,8,7.5,8,7.5,7,2098,550,male,26,70,6,7.5,7.5,7.5,8,7.5,1204,224,TRUE female,27,65,6,7.5,7.5,8,8,8,1558,573,male,29,68,4.5,8,8,8,8,8,1638,353,TRUE female,25,63,4.5,7.5,7.5,7.5,7.5,7.5,941,298,male,29,64,4.5,7.5,7.5,7.5,7.5,7.5,1898,401,TRUE female,25,64,6,8,7.5,8,7.5,7.5,603,528,male,27,70,4.5,7.5,7.5,7.5,8,7.5,1544,102,FALSE female,25,67,5.5,8,7.5,8,7.5,7,897,400,male,23,75,7,8,7.5,8,7.5,7.5,1042,230,TRUE female,23,62,5,8,7.5,7.5,7,7,1973,417,male,24,72,6.5,7.5,7.5,8,8,7,1436,230,TRUE female,24,68,6.5,7,8,6.5,7.5,7.5,580,227,male,24,69,5.5,8,7,8,7,7.5,367,506,FALSE female,28,65,5.5,8,7.5,8,7.5,7,429,441,male,24,72,6,7.5,7.5,7.5,7.5,7.5,544,342,FALSE female,24,70,6.5,7.5,8,8,7.5,7.5,1296,230,male,28,66,6,7.5,7.5,7.5,7.5,7,1121,230,TRUE female,24,66,5.5,8,7.5,8,8,7.5,1181,430,male,25,72,5,7.5,7.5,7.5,7.5,8,454,200,FALSE female,26,68,5.5,7.5,7,8,8,7.5,1075,429,male,26,76,5.5,8,7,8,7.5,7.5,753,191,FALSE female,26,64,4.5,7.5,7,7.5,8,8,985,215,male,24,70,5.5,8,7.5,8,7.5,7.5,294,217,FALSE female,26,64,7,8,7.5,7.5,7,7.5,1096,406,male,26,73,5.5,7.5,7.5,7.5,7.5,7.5,533,18,FALSE female,22,64,4.5,7.5,7.5,8,6.5,6.5,1286,460,male,22,69,4.5,8,7,7.5,7,7,443,166,FALSE female,24,62,4.5,7.5,7.5,7.5,7.5,7.5,566,230,male,28,67,5,7.5,7.5,7.5,7.5,7.5,707,219,FALSE female,26,69,5.5,7.5,7.5,7.5,7.5,7.5,364,343,male,27,69,4.5,8,7,7.5,7.5,7.5,489,400,FALSE female,24,68,5,7.5,7.5,7.5,7.5,7.5,589,400,male,24,72,5.5,7,7.5,7.5,7.5,7.5,817,449,FALSE female,25,65,5.5,7.5,7.5,8,8,7.5,438,66,male,29,70,5.5,7.5,7.5,7.5,8.5,8,1551,201,FALSE female,25,64,4,8,7,8,7.5,7,679,630,male,32,64,4.5,7.5,7,8,7,7.5,497,74,FALSE female,23,68,5.5,7.5,7.5,7.5,8.5,7.5,823,460,male,24,74,7,7.5,8,8,7.5,7.5,743,618,TRUE female,25,67,5.5,8,7.5,8,7.5,7.5,955,605,male,25,74,5,8,7,8,7.5,7.5,393,400,FALSE female,27,61,6,7.5,7,7.5,8,7.5,752,237,male,31,73,5.5,7.5,7.5,7.5,8,7.5,568,181,FALSE female,29,65,6.5,8,7,8,7,7.5,395,136,male,25,71,6,8,7.5,8,8.5,7.5,838,373,TRUE female,22,64,4.5,7.5,7.5,7.5,7.5,7.5,1260,230,male,22,71,5.5,7.5,7.5,7.5,7.5,7.5,1281,230,FALSE female,25,63,5.5,8,7,8,8,7.5,756,402,male,29,68,5,8,7,8,7.5,7.5,488,404,FALSE female,23,66,6,7.5,8,7.5,8.5,7.5,1768,488,male,23,73,5.5,7.5,7.5,7.5,8,7,946,448,TRUE female,24,62,4.5,7.5,7,7.5,7.5,7.5,1545,537,male,28,68,4.5,7.5,7,7.5,7,7,512,163,FALSE female,24,68,6,7.5,7.5,7.5,8.5,7.5,1096,530,male,24,75,6.5,8,8,7.5,8,8,944,279,TRUE female,29,68,6.5,7.5,7.5,8,8,7.5,762,201,male,32,81,6,7.5,7.5,7.5,8.5,7.5,1855,203,TRUE female,28,66,4.5,7.5,7.5,8,7.5,7.5,1186,230,male,36,71,5,7.5,7.5,7.5,7.5,8,879,182,FALSE female,23,66,6,8,7.5,7.5,7,7.5,999,477,male,24,67,4,8.5,7.5,8,7.5,7.5,1313,402,TRUE female,24,65,5,7.5,7.5,8,8.5,7.5,878,226,male,26,66,6,7.5,7.5,8,8,7.5,2021,30,TRUE female,28,68,7,7.5,7,7.5,7,7.5,519,326,male,28,68,6,7.5,7,7.5,7,7.5,686,587,FALSE female,25,66,6,7.5,7.5,7.5,7.5,7.5,1066,229,male,25,72,6,7.5,7.5,7.5,8,7.5,452,212,FALSE female,25,62,5.5,7.5,7.5,7.5,7.5,6.5,530,494,male,23,67,6,8,7.5,8,8,7.5,1796,464,TRUE female,23,62,8,8,8,8,7.5,7.5,2150,501,male,26,70,6,8,7,7.5,8.5,7.5,1752,498,TRUE female,25,67,6.5,7.5,7.5,7.5,7.5,7.5,1427,533,male,25,77,6.5,8,7.5,7.5,7.5,7.5,1298,497,TRUE female,24,67,5.5,7.5,7.5,7.5,7,7,752,92,male,24,68,6,7.5,7.5,7.5,8,7.5,1024,405,FALSE female,24,61,6,8,7.5,8,7.5,7.5,1056,519,male,28,67,6.5,7.5,7.5,7.5,8,7.5,816,370,TRUE female,28,64,5,7.5,7.5,7.5,7.5,7.5,1029,230,male,26,66,6,7.5,7.5,7.5,7.5,7.5,453,221,FALSE female,22,61,4.5,7.5,7.5,7.5,8,7.5,992,409,male,27,70,6,7,7.5,7,8,7.5,658,337,FALSE female,23,63,6.5,8,7,8,7,7,391,229,male,26,70,5.5,8,7,8,7,7.5,1746,224,FALSE female,23,62,5.5,7.5,7.5,7.5,7.5,7.5,1098,225,male,23,70,5.5,7.5,7.5,7.5,7.5,7.5,1218,418,TRUE female,26,65,5,8,7,8,7,7,551,118,male,31,69,4.5,7.5,7,7.5,7.5,7.5,647,226,FALSE female,24,70,7.5,7.5,7.5,7.5,7,7.5,1506,541,male,25,74,6,8.5,7.5,8,7.5,7.5,1116,230,TRUE female,25,70,6,8,7.5,8,7.5,7.5,574,403,male,26,75,5,7.5,7.5,8,7,7.5,457,450,FALSE female,24,67,5.5,7.5,7.5,8,7.5,7.5,1184,427,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,24,67,6,7.5,7.5,8,7.5,7.5,685,230,male,33,74,5.5,8,7,8,7.5,7.5,552,176,FALSE female,24,64,6,7.5,7,8,7,7,973,230,male,25,71,5.5,7.5,7,8,8.5,7.5,1255,234,FALSE female,24,67,6,7.5,7,7.5,7,7,866,230,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,24,66,8,8,8,8,7.5,7.5,1096,492,male,24,73,6.5,8,7.5,8,7.5,7.5,1003,403,TRUE female,26,62,6.5,7.5,7,8,7.5,7.5,800,220,male,25,72,4.5,8.5,7.5,8,8,7.5,1995,230,TRUE female,23,67,6.5,7.5,7.5,8,7.5,7,1009,457,male,24,70,6,8,7.5,8,7.5,7.5,1747,522,TRUE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,28,71,7,7.5,7.5,7.5,7.5,7.5,160,229,FALSE female,26,74,7,7.5,7.5,7.5,7.5,7.5,895,470,male,27,69,6,7.5,7.5,7.5,7.5,7.5,633,457,FALSE female,23,64,7.5,8,7.5,8,8,7.5,1171,523,male,25,72,7,8.5,7,8.5,7,7,809,465,TRUE female,23,67,6.5,8,7.5,8,8.5,8,954,629,male,24,76,4.5,8,8,7.5,8.5,7.5,1308,342,TRUE female,24,65,5,8,7.5,8,7.5,7.5,626,403,male,26,73,4.5,8.5,7.5,8,8,7.5,618,378,FALSE female,29,66,6,7.5,7.5,7.5,7.5,7.5,623,230,male,29,70,6,7.5,7.5,7.5,8,8,802,229,FALSE female,23,60,6,7.5,8,7.5,7.5,7.5,1395,230,male,23,72,6.5,8,7.5,8,7.5,7.5,1183,223,TRUE female,23,66,5,7.5,7.5,7.5,7.5,7.5,360,65,male,23,68,4.5,7.5,7.5,7.5,8,7.5,2200,229,FALSE female,23,69,6.5,7.5,8,7.5,7,7.5,989,617,male,23,72,7,7.5,8,7.5,8.5,7.5,1230,224,TRUE female,25,65,6.5,8,7,8,7.5,7.5,843,462,male,25,73,6.5,7.5,7.5,7.5,7.5,7.5,489,187,FALSE female,28,68,5,8,7,7.5,7,6.5,325,90,male,27,71,6.5,8,7,8,7.5,7.5,983,429,FALSE female,23,63,6,8,7.5,8,7.5,7.5,1345,400,male,24,74,6.5,8,7,8,8,7.5,1253,443,TRUE female,26,67,7,8.5,7,8,7,7,671,478,male,26,68,7,8,7,8,7,7.5,1078,470,TRUE female,23,66,6,8,7.5,8,7.5,7.5,1035,445,male,24,70,5.5,8,7.5,8,8,7.5,1381,400,TRUE female,24,64,7.5,8,8,8,7.5,7.5,2014,447,male,26,78,7,7,7,7,7,10,1288,196,TRUE female,23,67,5,8,7.5,7.5,8,8,1203,447,male,23,68,5,8,7.5,7.5,8,7.5,1024,466,FALSE female,24,63,6.5,7.5,7.5,8,7.5,7,168,230,male,24,70,6,8,7,8,8,7.5,851,230,FALSE female,22,63,5.5,7.5,7.5,7.5,7,6.5,502,582,male,25,72,5.5,7.5,7,7.5,7.5,7.5,630,221,FALSE female,23,63,4,8,7.5,8,8,7.5,646,493,male,25,72,5.5,8,7,8,7.5,7.5,531,228,FALSE female,24,62,6,7.5,7,7.5,7.5,7.5,1194,524,male,24,70,4.5,8.5,7,7.5,7.5,7.5,577,412,FALSE female,25,68,4.5,8,7,7.5,7,7.5,801,400,male,26,73,5.5,8.5,7,8.5,7,7.5,347,215,FALSE female,23,66,6.5,7.5,7,8,7,7,1331,543,male,24,72,4.5,7.5,7.5,7.5,7.5,7.5,916,229,FALSE female,24,63,5.5,7.5,7.5,7.5,7.5,7.5,918,454,male,25,74,8.5,7.5,7.5,7.5,7.5,7.5,1019,207,TRUE female,27,63,5.5,7.5,7.5,7.5,7.5,7.5,699,502,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,65,4.5,7.5,6.5,8,7.5,7.5,1039,437,male,26,75,5,7.5,7,8,7,7,684,255,FALSE female,24,63,6,7.5,7.5,7.5,7,7,1175,487,male,22,69,7,7.5,7.5,7.5,7,8,843,209,TRUE female,26,65,5.5,8,7,8,7.5,7.5,964,228,male,32,69,5,8,7.5,8,7.5,7.5,1314,464,TRUE female,28,67,7,8,7.5,8,8,8,1520,542,male,31,73,5.5,7.5,7.5,7.5,7.5,7.5,384,129,TRUE female,25,68,5,8,7,8,7,7,1150,424,male,26,73,5,7.5,7.5,8,7.5,7.5,280,239,FALSE female,29,66,6.5,7.5,7.5,7.5,7.5,7.5,475,556,male,27,69,4.5,8,7.5,8,7,7,1341,417,TRUE female,23,67,6.5,7.5,8,7.5,7,7,873,488,male,25,72,6,8,7.5,7.5,8,7.5,600,473,TRUE female,27,67,6,7.5,8,8,7.5,7.5,508,405,male,28,73,6.5,7.5,8,8,8.5,8,2801,386,TRUE female,26,63,5.5,8,7.5,8,8,7.5,692,227,male,25,68,5.5,7.5,7.5,8,7.5,7.5,696,230,FALSE female,22,64,5,7.5,7.5,7.5,8,7.5,1706,230,male,22,72,6,7.5,7.5,7.5,7.5,7.5,538,230,FALSE female,27,67,6.5,7.5,7.5,7.5,7.5,7.5,1555,309,male,29,76,7,8,7.5,8,8.5,8,1660,231,TRUE female,25,67,6,7.5,7.5,7.5,8,7.5,1446,431,male,31,70,6,7.5,7,8,8,7.5,1065,441,TRUE female,25,68,6,8,7.5,8,7,7,582,213,male,25,76,6.5,7.5,7.5,8,7,7.5,754,224,FALSE female,28,67,6,7.5,7.5,7.5,7.5,7.5,909,230,male,26,70,5.5,8,7.5,8,7.5,7.5,831,472,TRUE female,25,64,5.5,8,7.5,8,7,7.5,782,458,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,24,65,6,7.5,7.5,8,7.5,7.5,2632,230,male,25,69,5.5,7.5,7.5,7.5,8,7.5,393,230,TRUE female,24,60,5.5,8,7.5,8,7,7.5,698,227,male,26,74,5,7.5,7,7.5,7,7,580,229,FALSE female,26,62,6,8,7.5,8,7,6.5,993,703,male,23,69,4.5,8,7.5,7.5,8.5,7.5,608,275,FALSE female,26,66,6,8,7.5,8,8,7.5,1202,399,male,25,73,6,8,7.5,8.5,7.5,7.5,1036,519,TRUE female,26,65,5,7.5,7.5,8,7.5,7.5,498,230,male,30,71,6,8,7.5,9,7.5,7.5,448,217,FALSE female,28,63,5.5,8,7.5,8,8.5,7.5,1005,229,male,30,68,4,7.5,7.5,7.5,8,7.5,1044,652,TRUE female,24,67,6,7,6.5,7,7,6.5,737,400,male,27,70,6.5,8,7,8,7,7,2052,230,TRUE female,27,65,6,8,7.5,7.5,7,7,428,189,male,27,74,6,7.5,7.5,8,7,7.5,172,59,FALSE female,24,65,5,8,7,8,8,7.5,543,230,male,23,62,5.5,8,7,8,8.5,7.5,1185,220,FALSE female,25,65,6,7.5,7.5,8,7.5,7.5,790,400,male,27,70,5.5,7.5,7.5,8,8,7.5,496,189,FALSE female,24,64,7.5,8,7.5,8,8.5,7.5,1139,404,male,24,74,6.5,8,8,8,7.5,7.5,1055,410,TRUE female,28,67,5.5,7.5,7.5,7.5,8,7.5,1257,578,male,30,75,5.5,8.5,7,8,8.5,7.5,1070,213,TRUE female,23,65,5.5,7.5,7.5,7.5,8,7.5,1453,230,male,24,72,6.5,8,8,8.5,7.5,7.5,1105,230,TRUE female,24,67,5.5,8,7,8,7,7,707,411,male,23,71,5,7.5,7,7.5,7,7.5,717,422,FALSE female,26,68,7,7.5,7,7.5,7.5,7,510,90,male,28,72,7,7.5,7.5,7.5,7,7.5,886,229,TRUE female,30,67,5.5,7.5,7.5,7.5,7.5,7.5,691,652,male,30,68,4.5,7.5,7.5,7.5,7.5,7.5,533,89,FALSE female,28,69,5.5,7.5,7.5,7,7,7.5,458,95,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,327,130,FALSE female,25,67,5.5,7.5,7.5,8,8.5,7.5,1912,230,male,24,71,5,7.5,7,7.5,8,7.5,579,223,FALSE female,24,64,5.5,8.5,7.5,8.5,8,7.5,866,421,male,27,73,6,7.5,7.5,7.5,7.5,7.5,1184,230,TRUE female,28,63,8,7.5,7,7.5,7.5,7.5,673,418,male,31,70,7,8,8,8,8.5,8,1192,147,TRUE female,25,63,6,8,7.5,8,7.5,7.5,813,420,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,64,6.5,7.5,7.5,7.5,7.5,7.5,870,456,male,32,72,7,8,8,8,8.5,7.5,869,203,TRUE female,28,65,7,7.5,7.5,7.5,7.5,7.5,1308,400,male,32,72,6,7.5,7.5,7.5,8,7.5,372,42,TRUE female,27,66,5.5,7.5,7.5,7.5,7,7,502,235,male,25,72,6,8,7.5,8,7,6.5,1521,422,TRUE female,26,70,6,8,7.5,8,8,7.5,1296,441,male,28,67,6,7.5,7.5,7.5,7,7,953,230,FALSE female,25,65,5,8.5,7.5,8,8,7.5,886,442,male,25,74,5.5,8,7.5,8,8.5,8,926,355,TRUE female,30,62,5.5,7.5,7.5,8,7.5,7.5,955,401,male,26,70,5.5,8,7,8,8,8,1164,229,TRUE female,26,67,5,8.5,7,8,7,7,831,633,male,27,73,6.5,8,7,8,7.5,7.5,574,254,FALSE female,25,69,5,7.5,7.5,7.5,7,7.5,699,500,male,27,74,5.5,7.5,7.5,7.5,7,7.5,852,300,FALSE female,29,64,6,7.5,7.5,7.5,8,7.5,776,228,male,25,72,5.5,7.5,7.5,7.5,8,7.5,658,165,FALSE female,26,64,7,7,7,7,7,7,1193,494,male,31,72,6,7.5,7.5,7.5,7.5,7,649,229,TRUE female,23,62,5.5,8,7.5,8,8,7.5,788,480,male,26,70,6,7.5,7.5,7.5,8.5,7.5,1226,274,TRUE female,29,64,5.5,7.5,7.5,8,7.5,7,466,177,male,27,70,4.5,7.5,7,7.5,8.5,8,614,124,FALSE female,24,66,6,8,7.5,8,7,7.5,630,479,male,24,70,5.5,8,7,8,7.5,7,724,217,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7.5,288,27,male,28,73,7,7.5,7.5,7.5,8,7.5,1166,188,TRUE female,24,63,6.5,8,7.5,7.5,7.5,7,678,400,male,26,69,6.5,7.5,7.5,8,8,7.5,352,26,FALSE female,23,62,5.5,7.5,7,8,7,7,540,431,male,24,72,5,7.5,7,7.5,7,7.5,435,214,FALSE female,22,67,5.5,8,7.5,8,7.5,7.5,847,230,male,25,69,6,8,7.5,8,7.5,7.5,625,230,FALSE female,23,67,6,8,7.5,8,7,7,1159,431,male,23,69,5,8,7,8,7.5,7.5,722,486,FALSE female,22,64,5.5,7.5,7,8,7.5,7,950,558,male,23,76,5.5,7.5,7.5,8,7.5,7.5,696,188,FALSE female,28,61,4,7.5,7.5,7.5,7.5,7,359,525,male,30,66,4.5,7.5,7.5,7.5,7.5,7.5,616,53,FALSE female,26,64,5.5,8,7,8,7.5,7.5,545,484,male,24,73,4.5,8,7,7.5,8.5,7.5,1140,229,FALSE female,25,67,6.5,8,8,8,8,7.5,906,167,male,25,70,6.5,8,8,8,8.5,8,1669,373,TRUE female,26,65,5.5,8,7.5,8,7.5,7.5,618,489,male,25,68,4,7.5,7.5,7.5,7.5,7.5,646,315,FALSE female,24,62,6.5,8,7.5,8,7,7.5,339,487,male,26,69,6.5,7.5,7.5,7.5,7.5,7.5,576,209,FALSE female,23,69,5.5,7.5,7.5,7.5,7.5,7.5,730,502,male,23,68,4.5,7.5,7.5,7.5,7,7.5,505,129,FALSE female,24,64,6.5,7.5,7.5,7.5,7.5,7,1136,416,male,25,72,6,8,7,7.5,7.5,7.5,1290,502,TRUE female,27,67,6.5,7.5,8,7.5,7.5,7.5,1283,452,male,26,74,6,7.5,8.5,7.5,8.5,7.5,842,471,TRUE female,26,63,7,7.5,7,8,7.5,7.5,899,505,male,27,74,5.5,8,7.5,8,7.5,7.5,829,544,TRUE female,26,64,6.5,7.5,8,7.5,7.5,7.5,854,356,male,27,74,7.5,8,7.5,8.5,8,7.5,2148,420,TRUE female,27,66,5.5,8,7.5,8,8.5,7.5,714,350,male,28,71,5.5,7.5,7.5,8,8,7.5,771,101,FALSE female,26,67,6,7.5,7.5,7.5,7.5,7.5,1334,409,male,31,67,5.5,7.5,7.5,7.5,7.5,7.5,717,446,TRUE female,23,63,6,8,7,8,7.5,7,924,453,male,26,69,7,7.5,7.5,8,7.5,7.5,1559,459,TRUE female,26,70,5.5,7.5,7.5,7.5,7,7,715,230,male,27,71,6.5,7.5,7.5,7.5,8,7.5,622,118,FALSE female,29,67,5.5,8,8,8,8,7.5,522,322,male,32,73,5.5,8,8,8.5,7.5,7.5,779,397,TRUE female,23,66,6.5,7.5,7.5,7.5,8.5,7,1077,225,male,24,75,7,7.5,8,8,8.5,7.5,757,210,TRUE female,24,64,4,8,7.5,7.5,7.5,7.5,691,455,male,24,68,6,7.5,7.5,7.5,8,7.5,976,174,FALSE female,25,62,5.5,8,7.5,7.5,7,7.5,539,230,male,28,70,7,8,7.5,8,7.5,7.5,1282,230,TRUE female,22,69,6,7.5,7.5,7.5,7.5,7.5,1909,230,male,22,72,7,7.5,8,8,8,7.5,1482,230,TRUE female,22,66,5.5,7.5,7.5,7.5,7,7,1054,487,male,23,69,5,8,7,8,7,7.5,953,228,FALSE female,26,66,7,7.5,8,7,7,7,813,189,male,27,75,6.5,8,6.5,8.5,7.5,7.5,349,211,TRUE female,28,62,5.5,8,7.5,8.5,7.5,7,688,175,male,27,71,6.5,8,7,8,7.5,7.5,983,429,TRUE female,24,67,6.5,8,7.5,8,7.5,7,1047,230,male,26,72,6,8,7.5,8,8.5,7.5,1232,227,TRUE female,24,61,5.5,8,7.5,8,7,7.5,1012,466,male,24,72,5.5,8,7,8,8.5,7.5,654,436,TRUE female,26,67,6.5,8,7.5,8.5,7.5,7.5,1626,230,male,25,69,7,8,8,8,7.5,7.5,4472,229,TRUE female,23,67,6,8,8,8,7.5,6.5,973,455,male,22,68,5.5,8,7,8,7,7,1494,406,TRUE female,24,65,5.5,7.5,7,8,8,7.5,1014,430,male,31,70,4,7.5,7,7.5,7.5,7.5,298,171,FALSE female,29,65,6,8.5,7.5,8,7.5,7.5,416,221,male,32,69,6,8,7,7.5,8,7.5,717,190,FALSE female,25,67,5,7.5,7.5,7.5,7.5,7.5,825,405,male,25,68,5.5,7.5,7.5,7.5,7.5,7.5,373,212,FALSE female,24,65,6.5,8,7.5,8,7,7.5,641,596,male,26,69,5.5,8,7.5,8,7.5,7.5,1090,250,TRUE female,27,61,5,7.5,7.5,8,8,7.5,996,230,male,32,69,5.5,8,7,8,7.5,7.5,907,173,FALSE female,23,62,7,8,7.5,8,7.5,7.5,1277,434,male,25,75,6,7.5,7.5,7.5,8,7.5,1257,462,TRUE female,27,68,7,8,7.5,8,7,7,1613,871,male,26,68,4.5,8,7.5,8,8,7.5,872,411,TRUE female,25,63,5.5,8,8,8,7.5,7.5,1063,555,male,29,67,5.5,7.5,7,7.5,7.5,7.5,618,104,FALSE female,26,63,6.5,8,7.5,7.5,7.5,7.5,839,458,male,28,68,6.5,7.5,7.5,7.5,7.5,7.5,314,449,TRUE female,27,67,5.5,7.5,8,7.5,8.5,7.5,1939,285,male,27,74,7,7.5,7,7.5,6.5,7,388,214,TRUE female,24,64,5.5,7.5,7,7,7.5,7.5,1238,541,male,24,70,6,7.5,7.5,7.5,8,7.5,1088,488,TRUE female,28,63,6,7.5,7,6.5,7,7,275,187,male,31,73,6.5,7.5,6,7.5,7,7,228,93,FALSE female,24,65,6,8,8,8,7.5,7.5,838,442,male,26,74,6.5,8,7.5,8,8,7.5,882,420,TRUE female,23,67,5.5,8,7.5,8,7.5,7,371,230,male,26,74,5,8,7,8,7,7,472,230,FALSE female,22,66,6.5,7.5,7.5,7.5,7,7,871,230,male,24,70,5.5,8,7.5,7.5,7.5,7.5,1037,433,TRUE female,23,66,7.5,7.5,7.5,7.5,7.5,7.5,2232,230,male,36,69,7,7.5,6,7,7,7,450,120,TRUE female,24,69,7,8,7.5,8,8.5,7,964,650,male,23,72,5.5,8,7.5,7.5,8,8,698,81,FALSE female,25,67,6.5,7.5,7.5,7,7.5,7.5,702,230,male,24,73,6.5,7.5,7.5,7.5,7.5,7.5,1009,202,TRUE female,29,63,6.5,7.5,7,7.5,8,7.5,1496,634,male,29,74,5.5,7.5,8,7.5,7.5,7.5,798,549,TRUE female,23,68,6,7.5,7,7.5,7,7,710,230,male,23,73,7,7.5,7.5,7.5,7,7.5,757,213,FALSE female,27,64,6,8,7.5,8,7.5,7.5,1258,576,male,27,74,6,8,7.5,8,8,7.5,1445,241,TRUE female,23,66,7,7.5,8,8,8,7.5,1250,230,male,22,68,6.5,8,8,8,8,7.5,382,123,FALSE female,29,64,5,7.5,7.5,7.5,7.5,7.5,1233,442,male,32,69,7.5,8,8,8,7.5,7.5,564,306,TRUE female,26,72,7.5,8,7.5,8,7,7.5,1197,432,male,26,76,6,7.5,7.5,7.5,8.5,7.5,376,218,FALSE female,26,67,5.5,8,7.5,7.5,7.5,7.5,1068,503,male,27,71,6,8,7.5,8,7.5,7,668,437,TRUE female,25,72,6.5,7.5,7,8,7.5,7,730,230,male,27,70,6.5,8,7,7.5,7.5,7.5,1256,445,FALSE female,24,65,6,7.5,8,7.5,7.5,7.5,753,494,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,28,65,6.5,7.5,7.5,8,8.5,7.5,1416,794,male,33,72,7,7.5,7,7.5,7,7,249,290,FALSE female,27,62,5.5,8.5,7,8.5,7,7.5,595,229,male,32,72,6,7.5,7.5,7.5,7,7.5,241,4,FALSE female,24,69,6.5,7.5,7.5,7.5,7,7.5,636,205,male,23,74,6.5,8,7.5,7,7.5,7,852,230,FALSE female,29,61,5.5,7.5,7.5,7.5,8.5,8,273,100,male,32,66,5,7.5,7,7.5,7.5,7.5,306,210,FALSE female,28,66,6,8,7.5,8,7.5,6.5,1067,683,male,26,71,5.5,8,7.5,8,8,7.5,1042,465,TRUE female,23,67,6.5,7.5,7,7.5,7,7,1508,230,male,32,70,5.5,7.5,7,7.5,7.5,7.5,333,72,FALSE female,22,65,5.5,7.5,7.5,7.5,7.5,7,525,230,male,22,70,5.5,7.5,7.5,7.5,7.5,7.5,1147,230,FALSE female,22,67,6,8,8,7.5,7,7.5,815,433,male,23,72,5.5,7.5,7.5,7.5,7,7.5,1038,403,TRUE female,28,67,6.5,7.5,7.5,8,7.5,7.5,1214,428,male,28,74,7,8,7.5,7.5,7.5,7.5,983,430,TRUE female,25,66,5,8,7,8,8,7,895,446,male,25,68,5,8,7.5,7.5,7.5,7.5,797,437,FALSE female,24,66,4.5,7.5,7,8,8.5,7.5,896,473,male,25,73,4,7.5,7,7.5,8,7.5,653,267,FALSE female,24,64,7.5,8,7.5,8,8,7.5,1199,453,male,25,75,6.5,8,7.5,8,8.5,8,1473,481,TRUE female,22,66,5.5,8,7.5,8,7.5,7,1364,230,male,23,72,6,8.5,7.5,8,8,7.5,1035,230,FALSE female,23,63,5,7.5,7.5,7.5,7.5,7.5,1205,230,male,25,69,6,7.5,7.5,8,7.5,7.5,793,400,TRUE female,22,65,6,7.5,7.5,7.5,8,7.5,799,230,male,23,78,4.5,8,7,8,8,7,457,121,FALSE female,27,64,6,8,7.5,7.5,8.5,7.5,1479,567,male,29,68,4,7.5,6.5,7.5,8.5,7.5,1219,12,FALSE female,26,70,5,8,7.5,8,8,8,1091,302,male,30,72,5.5,7.5,7.5,7.5,8,7.5,487,81,FALSE female,23,64,7,7.5,7.5,7.5,7.5,7.5,905,519,male,25,72,7,8,7.5,8,7.5,7,1118,402,TRUE female,28,63,5.5,7.5,7,7.5,8,7.5,536,223,male,28,71,6,7.5,7,8,7,7,726,207,FALSE female,22,65,7,8,7.5,8,8,7,1453,230,male,24,72,7,8,8,8,7,7.5,1509,324,TRUE female,24,68,6,8,7.5,8,8,7.5,1082,230,male,25,72,6,8,7.5,8,7.5,7.5,763,211,FALSE female,25,64,6,7.5,7.5,7.5,7.5,7.5,1638,449,male,26,72,6.5,8,7.5,8,8,7.5,1189,277,TRUE female,28,71,5.5,7.5,7.5,7.5,7,7,850,406,male,28,73,6,7.5,7.5,7.5,8,7.5,1155,230,FALSE female,27,64,7,8,7.5,7.5,8.5,8,1684,427,male,29,70,4.5,8,7.5,8,8,8,1398,409,TRUE female,26,65,5.5,7.5,7,8,7,7,812,423,male,29,71,5,8,6.5,8,7,7,868,492,FALSE female,27,69,5,7.5,7.5,7.5,8,7.5,903,230,male,27,74,5.5,7.5,7.5,7.5,7.5,7.5,1731,402,TRUE female,26,64,5,7.5,7,7.5,7.5,7.5,1539,446,male,27,68,6,8,7,8,7,7.5,443,75,FALSE female,26,61,7,7.5,7,7.5,7.5,7.5,1204,485,male,26,76,6,8,7.5,7.5,7,7.5,1146,315,TRUE female,28,70,6,8,7.5,8,8,7.5,1827,466,male,31,72,5.5,7.5,7,7.5,8.5,7.5,759,82,FALSE female,25,62,6,7.5,7.5,7.5,7.5,7.5,842,230,male,25,72,5.5,7.5,7.5,7.5,8,7.5,394,68,FALSE female,27,72,5,8,7.5,8,7.5,7.5,756,453,male,24,68,5,8,7,8,8,7.5,1574,543,FALSE female,26,67,4.5,7.5,7.5,7.5,7.5,7.5,1347,421,male,27,74,7.5,7.5,7.5,8,7.5,7.5,1455,120,TRUE female,25,70,5.5,7.5,8,7.5,8,7.5,921,584,male,26,71,5.5,8,8,8,7.5,7.5,477,222,FALSE female,23,66,6,8,7.5,8,8,7.5,815,463,male,23,72,5,7.5,7.5,8,8,7.5,1187,400,FALSE female,23,67,6,8,7.5,8,7.5,7,863,473,male,27,69,6.5,8,7.5,8,7,7.5,1516,490,TRUE female,29,63,6,8.5,7.5,8.5,8,7.5,301,160,male,28,74,6.5,7.5,7.5,8,7,7.5,641,440,TRUE female,26,66,6,8,7.5,8,7.5,7.5,1070,492,male,24,69,4.5,8,6.5,8,7.5,7.5,1168,535,TRUE female,27,65,5.5,7.5,7,8,7,7,463,465,male,26,78,7,7.5,7,8,7,7.5,1069,33,FALSE female,24,63,6.5,7.5,8,8,8.5,7.5,1268,206,male,25,66,6,7.5,7.5,8,7,7.5,911,228,TRUE female,27,64,6.5,8,6.5,7.5,7,7,949,547,male,27,72,5.5,8.5,7,8,7.5,7,639,510,TRUE female,27,72,4,8,7,8,7,7,576,440,male,29,72,5.5,7.5,7,7.5,7,7,607,202,FALSE female,25,62,6,7.5,7,7.5,7,7,615,229,male,25,73,6,8,7.5,8,7.5,7.5,514,229,FALSE female,25,64,7.5,7.5,7.5,8,8,7.5,1088,404,male,30,67,5.5,7.5,7,7.5,7,7,524,213,FALSE female,23,60,4,8,7,8,7.5,7.5,520,264,male,24,71,6.5,8.5,7.5,8.5,8.5,8,1513,510,TRUE female,26,68,5.5,7.5,7.5,7.5,7.5,7,845,475,male,27,67,5.5,7.5,7.5,7.5,7.5,7.5,757,323,FALSE female,24,65,4.5,8,7.5,8,7.5,7.5,1128,569,male,24,70,5.5,7.5,7.5,7.5,7.5,7.5,608,378,FALSE female,25,65,5.5,8,7.5,8,8.5,7.5,939,483,male,31,71,4,7.5,7.5,7.5,8.5,8,448,54,FALSE female,27,64,5.5,7.5,7.5,7.5,8.5,7.5,512,138,male,26,72,5,8,7.5,8,7.5,7.5,565,216,FALSE female,24,68,5.5,8,7.5,7.5,7.5,7.5,900,230,male,29,70,4.5,8.5,7.5,8.5,7,7.5,711,230,FALSE female,24,67,5.5,7.5,7,7.5,7.5,7.5,1056,568,male,24,72,6.5,8,7,8,7.5,7.5,922,308,FALSE female,25,64,4.5,7.5,7.5,7.5,7,6.5,511,417,male,25,67,5.5,8,7.5,8,7,7.5,713,397,FALSE female,23,64,4.5,7.5,7,8,7,7,703,496,male,24,74,5,7.5,7.5,7.5,7.5,7.5,696,229,FALSE female,24,67,5,7.5,7.5,7.5,7.5,7.5,810,447,male,24,69,5,7.5,7.5,7.5,8,7.5,733,201,FALSE female,22,64,6,8,7.5,8,8,7.5,952,215,male,22,73,6.5,7.5,8,8,8,7.5,1339,230,TRUE female,28,67,5.5,7.5,7.5,7.5,7,7,126,42,male,31,72,5,8,7.5,8.5,7.5,7.5,822,358,FALSE female,27,64,4,7.5,7,7.5,7.5,7.5,1056,406,male,28,77,5.5,8,7.5,8,7,7,693,182,FALSE female,22,66,6.5,7.5,8,8,8.5,7.5,1094,217,male,23,73,6.5,7.5,8,7.5,7.5,7.5,1142,477,TRUE female,29,64,6,8,7.5,8,7.5,7.5,773,411,male,35,77,6,7.5,7.5,7.5,7,7,1092,423,TRUE female,26,67,6.5,8,7.5,7.5,8.5,8,751,642,male,32,67,5,8,7,8,7,7,381,475,FALSE female,24,63,6.5,8,7,8,7,7.5,1753,501,male,25,73,6.5,8,7.5,8,7.5,7.5,1092,431,TRUE female,23,70,7,8,7.5,8,7,7,509,416,male,24,74,6.5,8,7.5,8.5,7.5,7.5,851,408,TRUE female,25,64,7,7,7,7,7,7,1464,631,male,26,70,7,7,7,7,7,7,986,191,TRUE female,27,62,6,7.5,6.5,7.5,6.5,7,548,230,male,28,68,6,8,7,8,7,6.5,1083,230,FALSE female,21,64,5.5,8,7.5,8,8,7,1120,401,male,24,67,5.5,7.5,7,7.5,7,7.5,580,226,FALSE female,29,66,6,8,7.5,8,7,7,1294,436,male,28,63,6,8,7.5,7.5,7.5,7.5,877,358,TRUE female,23,65,4.5,8.5,7.5,8,7.5,7.5,1712,672,male,24,76,6,8.5,7.5,8.5,8,7.5,1203,438,TRUE female,24,70,5.5,8,7.5,7.5,7.5,7.5,1076,442,male,27,69,5.5,7.5,7.5,7.5,7.5,7.5,1757,226,TRUE female,24,65,6,8,7.5,8,7.5,7.5,759,482,male,24,71,6.5,7.5,8,6.5,7.5,7,625,217,FALSE female,23,65,5,8,7.5,8,7.5,7.5,683,417,male,25,70,5,8,7.5,8,7,7.5,939,402,FALSE female,27,65,5.5,7.5,7.5,7.5,7.5,7.5,571,265,male,29,71,5.5,8,7.5,8,7.5,7.5,838,428,TRUE female,25,67,4.5,7.5,6.5,7.5,6.5,6.5,203,270,male,26,74,6.5,7.5,7,8,7,7.5,604,199,FALSE female,22,64,6,8,8,8,8,7,1416,227,male,23,70,6.5,8,7.5,8,8.5,7.5,866,230,FALSE female,25,66,5,7.5,7.5,7.5,8,7,1196,479,male,26,73,5.5,8,7.5,7.5,8.5,7.5,1229,475,TRUE female,24,64,6.5,8,7.5,7.5,7.5,7.5,1324,221,male,25,75,6,8,7.5,8,8.5,7.5,1009,230,TRUE female,23,64,5.5,8,7.5,7.5,8,7.5,771,457,male,23,68,5.5,8,7.5,7.5,8.5,8,845,499,FALSE female,27,67,6,7.5,7.5,8,7.5,7.5,1128,230,male,29,70,6.5,7.5,7.5,7.5,7,7.5,796,203,FALSE female,22,70,6.5,7.5,7,7.5,7,6.5,871,230,male,24,74,6.5,7.5,7.5,7.5,7,7,2911,230,TRUE female,24,65,6,8,8,7.5,7.5,7,506,123,male,27,68,5.5,7.5,7.5,7.5,8,7.5,214,62,FALSE female,21,65,6.5,7.5,7.5,7.5,8,7.5,658,428,male,23,70,6,8,7.5,8,7.5,7.5,1143,433,TRUE female,27,63,7,7.5,7.5,7.5,7.5,8,1004,230,male,27,70,6.5,7.5,7.5,7.5,7.5,7.5,1414,214,TRUE female,24,68,6,7.5,7,7.5,7.5,7,698,242,male,24,72,6,7.5,7.5,7.5,7.5,7.5,930,207,FALSE female,32,66,6.5,7.5,7.5,7.5,7.5,7.5,819,202,male,34,69,6,8.5,7,7.5,7,7,449,26,FALSE female,24,64,5,8,7,8,8,7.5,901,405,male,26,70,5.5,8,7.5,8,8.5,8,1357,426,TRUE female,25,66,5.5,7.5,7,8,7,7.5,611,142,male,24,73,6.5,8,7.5,8.5,8,7.5,1005,525,TRUE female,26,64,4.5,7.5,7.5,8,7.5,7.5,1348,559,male,36,72,6,7.5,7.5,7.5,8,7.5,2641,139,TRUE female,24,65,5,8.5,7.5,8.5,8.5,8,811,525,male,23,74,5.5,7.5,8,7.5,8,7.5,650,400,FALSE female,26,65,6,7.5,7.5,7.5,7.5,7.5,1495,507,male,27,68,5.5,7.5,7.5,7.5,8,7.5,1049,240,TRUE female,23,66,5.5,7.5,7.5,8,7.5,7,1614,464,male,23,72,6,7.5,7.5,8,8.5,7,1153,447,TRUE female,26,67,4.5,7.5,7,7.5,7,7,1325,563,male,25,68,5.5,8,7,8,7,7,879,226,FALSE female,24,67,5,8,7.5,8,8,7,984,487,male,25,68,6,8,7.5,8,7.5,7.5,1772,225,TRUE female,23,68,5,7.5,7,8,7.5,7,859,441,male,26,77,6,8,7.5,8.5,7.5,7.5,1572,414,TRUE female,23,64,7,8,7.5,8,7,7,984,523,male,24,76,5,7.5,7.5,7.5,7.5,7.5,899,406,TRUE female,23,66,4.5,8,7,8,8,7.5,547,228,male,24,69,5.5,7.5,7.5,7.5,8.5,7.5,707,203,FALSE female,24,63,7,7.5,7.5,7.5,8,7.5,2186,476,male,24,69,5.5,8,7.5,8,8,7.5,1345,423,TRUE female,24,69,6,7.5,8,8,8,7.5,472,498,male,25,72,6.5,8,7.5,8,7.5,7.5,605,132,FALSE female,27,68,4.5,8,6.5,8,7.5,7.5,598,458,male,28,72,5,8,7,8,7.5,7,877,408,FALSE female,23,69,5.5,8,7.5,7.5,7.5,7.5,202,218,male,26,76,5.5,7.5,7,8,7.5,7.5,646,102,FALSE female,24,65,4.5,7.5,7,8,7.5,7,804,265,male,24,71,5,8,7,8,7.5,7,550,230,FALSE female,25,67,6,7.5,7.5,7.5,8,7.5,1134,282,male,26,74,5.5,7.5,8,7.5,7.5,7.5,1107,425,TRUE female,25,63,5,8,7,7.5,7,7,872,405,male,23,75,4.5,8,7.5,8,8,7.5,806,402,FALSE female,27,64,6.5,7.5,7.5,7.5,7.5,7.5,2190,478,male,32,71,6.5,7.5,7.5,7.5,7.5,7.5,777,325,TRUE female,23,63,5,7.5,7,7.5,8.5,8,910,554,male,24,71,5,7.5,8,7.5,8,7.5,751,422,FALSE female,23,70,6.5,7.5,7.5,8,7,7.5,704,128,male,25,74,7,7.5,8,7.5,7.5,7.5,970,510,TRUE female,29,60,7,8,7.5,8,6.5,7,417,490,male,29,68,6,8,7,8.5,7,7,495,98,TRUE female,27,63,7,8,7.5,8.5,8,7.5,967,496,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,23,63,6.5,7.5,7.5,8,7.5,7,1612,498,male,22,72,7,7.5,7,7.5,8,7.5,936,230,TRUE female,24,66,6.5,7.5,7.5,8,7.5,7.5,640,403,male,28,69,6,7.5,7.5,7.5,8.5,7.5,716,145,FALSE female,23,63,7,7.5,7.5,7.5,7.5,7.5,762,432,male,23,70,7,7.5,7,7.5,7.5,7.5,1833,461,TRUE female,28,66,6,8,7.5,8,7.5,7.5,1762,476,male,26,74,6.5,8,7.5,7.5,7.5,7.5,865,537,TRUE female,24,66,8,8,8,8,8,7,1103,485,male,26,74,7.5,8,7.5,8,7.5,7.5,1119,477,TRUE female,28,65,5.5,8,7.5,8,7.5,7.5,356,231,male,30,69,4.5,8,7.5,8,8,7.5,797,465,FALSE female,28,67,5.5,7.5,7.5,7.5,7,7.5,472,224,male,30,77,5.5,7.5,7.5,7.5,7.5,7.5,1097,230,FALSE female,29,68,8,8,7,8,7.5,7.5,931,230,male,25,72,5.5,8,7.5,8.5,8,8,2203,520,TRUE female,25,66,5.5,7.5,7,8,8,7.5,1035,617,male,25,73,6.5,8,7.5,8,7.5,7.5,646,231,FALSE female,26,66,6.5,7.5,7.5,7.5,8.5,8,838,453,male,26,71,6.5,8,7.5,8,7.5,7,2050,468,TRUE female,27,63,6,7.5,7.5,7.5,8,7.5,1062,229,male,28,69,6,7.5,7.5,7.5,8,7.5,755,510,TRUE female,28,67,6.5,7.5,7.5,7.5,7,7.5,857,190,male,28,67,4.5,7.5,7,7.5,8.5,7.5,1553,420,TRUE female,24,68,5.5,7.5,7.5,7.5,7,7,911,619,male,25,70,5,8,7.5,8,7.5,7.5,849,75,FALSE female,25,62,6,7.5,7.5,7.5,8,7.5,1092,438,male,24,67,4.5,7.5,7.5,7.5,8.5,7.5,1154,170,FALSE female,24,66,6,7.5,7.5,7.5,7.5,7.5,994,481,male,25,72,5,8,7.5,7.5,7,7.5,393,130,FALSE female,29,63,5,7.5,7,8,7.5,7.5,656,718,male,32,70,5,7.5,7.5,7.5,8.5,8,1478,250,TRUE female,27,66,5.5,8,7.5,8,7,7.5,926,230,male,27,70,5.5,8.5,7.5,8,7.5,7.5,1369,230,TRUE female,27,63,7,7.5,7.5,7.5,8,7.5,1350,376,male,27,69,6.5,7.5,7.5,7.5,8,7.5,584,208,TRUE female,27,62,5.5,7.5,7.5,7.5,7,7,310,378,male,28,69,6.5,7.5,7.5,7.5,7,7.5,893,212,FALSE female,28,62,4.5,8.5,7.5,8,7.5,7.5,356,119,male,31,68,4,8,7,8,7.5,7.5,1515,135,FALSE female,26,65,6,8,7.5,7.5,7,7.5,649,444,male,26,72,4.5,8,8,8,8,7.5,1310,322,TRUE female,22,65,7,7.5,7.5,7.5,7,7.5,2968,230,male,22,71,6,7.5,8,7.5,7.5,7.5,968,230,TRUE female,25,65,5.5,8,7.5,7.5,8,7.5,1324,440,male,25,74,7,7,7,7,7,7,1191,295,TRUE female,24,68,7.5,7.5,7.5,7.5,8,7.5,1151,622,male,28,72,6.5,7.5,7.5,8,8,7.5,497,431,TRUE female,27,67,7,7.5,7.5,7.5,7,7.5,1416,637,male,29,70,7,8,7.5,7.5,7.5,7.5,1697,482,TRUE female,29,69,5,7.5,7,7.5,8.5,8,699,301,male,34,73,4.5,7.5,7,7.5,8,7.5,435,218,FALSE female,25,66,4.5,8,8,8,8,7.5,1627,418,male,23,71,5,8,7,8,7.5,7.5,674,43,FALSE female,23,62,6,8,7.5,8,8.5,7.5,819,640,male,26,70,5.5,7.5,7,7.5,7,7.5,132,108,FALSE female,21,65,5,8,7,8,8,7,928,229,male,23,71,5.5,7.5,7.5,8,8.5,8,1069,230,FALSE female,25,67,6,7.5,7.5,7.5,7.5,7.5,1623,230,male,25,72,6,7.5,7.5,7.5,7.5,7.5,653,223,TRUE female,25,64,5.5,7.5,7.5,7.5,8,7.5,483,230,male,29,73,5.5,7.5,7.5,7.5,7.5,7.5,995,214,FALSE female,28,68,6.5,8.5,7.5,8,8.5,8,868,119,male,27,68,6,8,7.5,7.5,7.5,7.5,1051,443,TRUE female,27,62,6,7.5,8,8,8,8,1521,230,male,29,72,5.5,8,8,7.5,7.5,7.5,422,225,TRUE female,28,66,4,7.5,7.5,7.5,8,7.5,409,137,male,29,70,4,7.5,7.5,7.5,8.5,7.5,1608,122,FALSE female,24,64,5,8,7.5,8,7,7.5,531,422,male,23,72,5.5,8,7.5,8,7.5,7.5,1445,228,FALSE female,24,65,5.5,7.5,7.5,8,7,6.5,904,643,male,26,72,5,8,7,8,7,7.5,453,49,FALSE female,26,65,6,8,7.5,7.5,7.5,7,1057,425,male,29,70,4.5,7.5,7.5,8,7.5,7.5,474,423,FALSE female,29,62,6,8,7.5,8,7.5,7.5,1134,590,male,30,70,5.5,8,7.5,8,8.5,7.5,851,453,TRUE female,25,69,5,7.5,7.5,7.5,7.5,7,1680,229,male,24,73,5.5,7.5,7.5,7.5,7,7,481,400,FALSE female,26,67,5.5,8,7.5,7.5,8,7.5,719,460,male,27,70,3.5,8,7.5,8,7.5,7.5,374,209,FALSE female,24,65,6,8,7.5,8,7.5,7.5,1611,526,male,24,71,6,7.5,8,7.5,8,7.5,284,57,FALSE female,25,61,5.5,7.5,7,7.5,7.5,7.5,1041,525,male,27,70,6.5,7.5,6.5,7.5,7,7.5,773,62,FALSE female,21,62,6,7.5,8,8,7,7,1250,229,male,23,74,6,8,7.5,8.5,7,7,1475,230,TRUE female,26,64,7,7.5,7.5,7.5,7,7.5,1018,554,male,25,69,6.5,7.5,7.5,7.5,7.5,7.5,1033,400,TRUE female,25,64,7.5,8,8,8,7.5,7.5,773,281,male,24,67,6.5,8,7.5,8,8,7.5,846,490,TRUE \ No newline at end of file From 1b4fbd7d9c3ab47e00590cccd9302c7490763c73 Mon Sep 17 00:00:00 2001 From: Nicholas Pilkington Date: Mon, 16 Dec 2013 23:06:02 -0800 Subject: [PATCH 10/10] Removing nohup.out --- .gitignore | 3 ++- nohup.out | 14 -------------- 2 files changed, 2 insertions(+), 15 deletions(-) delete mode 100644 nohup.out diff --git a/.gitignore b/.gitignore index 76f79ce..ae1b2c5 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ solutions.csv -predictions*.csv \ No newline at end of file +predictions*.csv +nohup.out diff --git a/nohup.out b/nohup.out deleted file mode 100644 index cbc564d..0000000 --- a/nohup.out +++ /dev/null @@ -1,14 +0,0 @@ -model: randf time: 410.00 mean: 0.58 +/- 0.02. -[238, 261] -model: naive time: 0.00 mean: 0.56 +/- 0.03. -model: knn time: 25.00 mean: 0.56 +/- 0.02. -model: logistic time: 0.00 mean: 0.57 +/- 0.04. -model: pasagg time: 5.00 mean: 0.56 +/- 0.04. -model: logreg time: 4.00 mean: 0.57 +/- 0.03. -model: sgd time: 4.00 mean: 0.57 +/- 0.01. -model: lsvc time: 26.00 mean: 0.57 +/- 0.02. -model: dtc time: 2.00 mean: 0.55 +/- 0.02. -model: ada time: 481.00 mean: 0.56 +/- 0.02. -model: gbc time: 175.00 mean: 0.56 +/- 0.02. -model: randf time: 586.00 mean: 0.57 +/- 0.02. -[253, 246]