diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 1c61593b4b3e1fcb51876a3bdd9870655f0a6910..f08caa88e0355e71100fc92e323ef08f4a03132a 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1037,7 +1037,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Y a-t-il des points manquants dans ce jeux de données ? " + "Y a-t-il des points manquants dans ce jeux de données ? Non, il n'y en a pas. " ] }, { @@ -1098,13 +1098,6 @@ "raw_data[raw_data.isnull().any(axis=1)]" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Non, il n'y en a pas. " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -1464,6 +1457,11 @@ "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { @@ -1471,6 +1469,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..bce6d025501b564409e42e3bb5b8bf10ac632e14 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,5 +1,562 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Autour du Paradoxe de Simpson" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En 1972-1974, à Whickham, une ville du nord-est de l'Angleterre, située à environ 6,5 kilomètres au sud-ouest de Newcastle upon Tyne, un sondage d'un sixième des électeurs a été effectué afin d'éclairer des travaux sur les maladies thyroïdiennes et cardiaques (Tunbridge et al. 1977). Une suite de cette étude a été menée vingt ans plus tard (Vanderpump et al. 1995). Certains des résultats avaient trait au tabagisme et cherchaient à savoir si les individus étaient toujours en vie lors de la seconde étude. Par simplicité, nous nous restreindrons aux femmes et parmi celles-ci aux 1314 qui ont été catégorisées comme \"fumant actuellement\" ou \"n'ayant jamais fumé\". Il y avait relativement peu de femmes dans le sondage initial ayant fumé et ayant arrêté depuis (162) et très peu pour lesquelles l'information n'était pas disponible (18). La survie à 20 ans a été déterminée pour l'ensemble des femmes du premier sondage." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de ces études sont disponibles sur le gitlab de l'inria dans un [document csv](https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-ressources/-/blob/master/module3/Practical_session/Subject6_smoking.csv). Dans ce document, chaque ligne indique si la personne fume ou non, si elle est vivante ou décédée au moment de la seconde étude, et son âge lors du premier sondage. Nous téléchargeons toujours l'ensemble complet des données du document.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-ressources/-/raw/master/module3/Practical_session/Subject6_smoking.csv\" " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du gitlab, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"survey-data-subject6.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
YesAlive21
0YesAlive19.3
1NoDead57.5
2NoAlive47.1
3YesAlive81.4
4NoAlive36.8
5NoAlive23.8
6YesDead57.5
7YesAlive24.8
8YesAlive49.5
9YesAlive30.0
10NoDead66.0
11YesAlive49.2
12NoAlive58.4
13NoDead60.6
14NoAlive25.1
15NoAlive43.5
16NoAlive27.1
17NoAlive58.3
18YesAlive65.7
19NoDead73.2
20YesAlive38.3
21NoAlive33.4
22YesDead62.3
23NoAlive18.0
24NoAlive56.2
25YesAlive59.2
26NoAlive25.8
27NoDead36.9
28NoAlive20.2
29YesAlive34.6
............
1283YesDead36.0
1284YesAlive48.3
1285NoAlive63.1
1286NoAlive60.8
1287YesDead39.3
1288NoAlive36.7
1289NoAlive63.8
1290NoDead71.3
1291NoAlive57.7
1292NoAlive63.2
1293NoAlive46.6
1294YesDead82.4
1295YesAlive38.3
1296YesAlive32.7
1297NoAlive39.7
1298YesDead60.0
1299NoDead71.0
1300NoAlive20.5
1301NoAlive44.4
1302YesAlive31.2
1303YesAlive47.8
1304YesAlive60.9
1305NoDead61.4
1306YesAlive43.0
1307NoAlive42.1
1308YesAlive35.9
1309NoAlive22.3
1310YesDead62.1
1311NoDead88.6
1312NoAlive39.1
\n", + "

1313 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Yes Alive 21\n", + "0 Yes Alive 19.3\n", + "1 No Dead 57.5\n", + "2 No Alive 47.1\n", + "3 Yes Alive 81.4\n", + "4 No Alive 36.8\n", + "5 No Alive 23.8\n", + "6 Yes Dead 57.5\n", + "7 Yes Alive 24.8\n", + "8 Yes Alive 49.5\n", + "9 Yes Alive 30.0\n", + "10 No Dead 66.0\n", + "11 Yes Alive 49.2\n", + "12 No Alive 58.4\n", + "13 No Dead 60.6\n", + "14 No Alive 25.1\n", + "15 No Alive 43.5\n", + "16 No Alive 27.1\n", + "17 No Alive 58.3\n", + "18 Yes Alive 65.7\n", + "19 No Dead 73.2\n", + "20 Yes Alive 38.3\n", + "21 No Alive 33.4\n", + "22 Yes Dead 62.3\n", + "23 No Alive 18.0\n", + "24 No Alive 56.2\n", + "25 Yes Alive 59.2\n", + "26 No Alive 25.8\n", + "27 No Dead 36.9\n", + "28 No Alive 20.2\n", + "29 Yes Alive 34.6\n", + "... ... ... ...\n", + "1283 Yes Dead 36.0\n", + "1284 Yes Alive 48.3\n", + "1285 No Alive 63.1\n", + "1286 No Alive 60.8\n", + "1287 Yes Dead 39.3\n", + "1288 No Alive 36.7\n", + "1289 No Alive 63.8\n", + "1290 No Dead 71.3\n", + "1291 No Alive 57.7\n", + "1292 No Alive 63.2\n", + "1293 No Alive 46.6\n", + "1294 Yes Dead 82.4\n", + "1295 Yes Alive 38.3\n", + "1296 Yes Alive 32.7\n", + "1297 No Alive 39.7\n", + "1298 Yes Dead 60.0\n", + "1299 No Dead 71.0\n", + "1300 No Alive 20.5\n", + "1301 No Alive 44.4\n", + "1302 Yes Alive 31.2\n", + "1303 Yes Alive 47.8\n", + "1304 Yes Alive 60.9\n", + "1305 No Dead 61.4\n", + "1306 Yes Alive 43.0\n", + "1307 No Alive 42.1\n", + "1308 Yes Alive 35.9\n", + "1309 No Alive 22.3\n", + "1310 Yes Dead 62.1\n", + "1311 No Dead 88.6\n", + "1312 No Alive 39.1\n", + "\n", + "[1313 rows x 3 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le document comporte trois colonnes : la première colonne indique leur habitude de tabagisme, la deuxième renseigne si la personne est vivante ou décédée au moment de la seconde étude et enfin, la troisième colonne indique leur âge lors de la première étude" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +573,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo3/survey-data-subject6.csv b/module3/exo3/survey-data-subject6.csv new file mode 100644 index 0000000000000000000000000000000000000000..6c47065bc7aa53c0c92eef463cf16384eb028aaa --- /dev/null +++ b/module3/exo3/survey-data-subject6.csv @@ -0,0 +1,1315 @@ +"Smoker","Status","Age" +"Yes","Alive",21 +"Yes","Alive",19.3 +"No","Dead",57.5 +"No","Alive",47.1 +"Yes","Alive",81.4 +"No","Alive",36.8 +"No","Alive",23.8 +"Yes","Dead",57.5 +"Yes","Alive",24.8 +"Yes","Alive",49.5 +"Yes","Alive",30 +"No","Dead",66 +"Yes","Alive",49.2 +"No","Alive",58.4 +"No","Dead",60.6 +"No","Alive",25.1 +"No","Alive",43.5 +"No","Alive",27.1 +"No","Alive",58.3 +"Yes","Alive",65.7 +"No","Dead",73.2 +"Yes","Alive",38.3 +"No","Alive",33.4 +"Yes","Dead",62.3 +"No","Alive",18 +"No","Alive",56.2 +"Yes","Alive",59.2 +"No","Alive",25.8 +"No","Dead",36.9 +"No","Alive",20.2 +"Yes","Alive",34.6 +"Yes","Alive",51.9 +"Yes","Alive",49.9 +"No","Alive",19.4 +"No","Alive",56.9 +"Yes","Alive",46.7 +"Yes","Alive",44.4 +"Yes","Alive",29.5 +"Yes","Dead",33 +"Yes","Alive",35.6 +"Yes","Alive",39.1 +"No","Dead",69.7 +"Yes","Alive",35.7 +"No","Dead",75.8 +"No","Alive",25.3 +"No","Dead",83 +"Yes","Dead",44.3 +"No","Alive",18.5 +"Yes","Alive",37.5 +"Yes","Alive",22.1 +"No","Alive",82.8 +"No","Alive",45 +"No","Dead",73.3 +"Yes","Alive",39 +"No","Alive",28.4 +"No","Dead",73.7 +"Yes","Alive",40.1 +"No","Alive",51.2 +"No","Alive",22.9 +"No","Alive",41.9 +"Yes","Alive",58.1 +"Yes","Alive",37.3 +"No","Alive",41.7 +"Yes","Dead",36.3 +"Yes","Dead",80.7 +"Yes","Alive",33 +"Yes","Alive",38.6 +"Yes","Alive",27.9 +"No","Alive",47.6 +"No","Dead",77.6 +"No","Dead",58.1 +"Yes","Alive",26.2 +"No","Alive",45.4 +"No","Alive",62.4 +"No","Alive",62.5 +"No","Alive",39.5 +"No","Alive",27.6 +"Yes","Alive",31.4 +"No","Dead",85 +"No","Alive",18.9 +"No","Alive",35.3 +"Yes","Alive",25.4 +"No","Dead",72.8 +"Yes","Alive",58.3 +"No","Alive",27.3 +"No","Dead",55.9 +"No","Alive",32.8 +"Yes","Dead",53.6 +"No","Alive",55.9 +"Yes","Alive",48 +"Yes","Alive",56.1 +"No","Alive",18.3 +"Yes","Alive",20.2 +"No","Alive",62.8 +"Yes","Alive",18.6 +"No","Alive",46.3 +"No","Alive",36 +"Yes","Dead",55.5 +"Yes","Alive",18.6 +"No","Dead",65.7 +"No","Dead",76.5 +"Yes","Dead",61 +"No","Alive",26.8 +"Yes","Alive",47.6 +"No","Dead",70.5 +"No","Dead",81.8 +"Yes","Alive",32.5 +"No","Alive",23 +"No","Alive",83.7 +"Yes","Dead",62.8 +"Yes","Alive",45.9 +"No","Alive",59.9 +"Yes","Dead",66.5 +"No","Alive",47.5 +"No","Dead",89.3 +"No","Alive",57.2 +"Yes","Alive",21.3 +"Yes","Alive",34 +"No","Alive",59.5 +"Yes","Alive",50.1 +"No","Alive",56.1 +"Yes","Alive",30.6 +"Yes","Dead",63.8 +"Yes","Alive",27.4 +"Yes","Alive",32.5 +"No","Alive",22.5 +"Yes","Alive",24.2 +"No","Alive",56.8 +"Yes","Alive",28.9 +"Yes","Dead",87.8 +"Yes","Alive",19.4 +"No","Dead",88.4 +"Yes","Dead",35.7 +"No","Alive",33.7 +"No","Dead",62.3 +"Yes","Alive",63.6 +"Yes","Dead",71.7 +"No","Alive",48.5 +"No","Alive",82 +"Yes","Dead",40.8 +"Yes","Alive",31.3 +"No","Alive",25.1 +"No","Alive",24.4 +"No","Alive",32.2 +"No","Alive",53.1 +"No","Alive",47.5 +"No","Dead",26.3 +"No","Dead",66 +"Yes","Alive",41 +"No","Dead",58.3 +"No","Dead",86.8 +"Yes","Alive",49.7 +"No","Alive",21 +"No","Dead",75.8 +"No","Alive",50.5 +"No","Dead",63.5 +"Yes","Alive",33.1 +"No","Alive",30.7 +"Yes","Dead",59.4 +"No","Alive",67.2 +"Yes","Alive",20.7 +"No","Alive",41.6 +"No","Alive",37.7 +"No","Dead",89.7 +"No","Alive",45.2 +"Yes","Dead",59.9 +"No","Alive",55.4 +"Yes","Alive",44.8 +"No","Alive",18.3 +"No","Dead",76.7 +"Yes","Dead",62.3 +"Yes","Dead",48.4 +"No","Alive",82.7 +"No","Alive",27 +"No","Alive",30.9 +"No","Dead",82.9 +"No","Alive",40.5 +"Yes","Alive",56.8 +"No","Alive",26.5 +"Yes","Alive",41.9 +"Yes","Alive",29.9 +"No","Dead",75 +"No","Dead",66.3 +"No","Dead",87 +"No","Dead",79.5 +"Yes","Alive",51.7 +"No","Alive",30 +"No","Alive",78.2 +"No","Alive",80 +"Yes","Alive",62.9 +"Yes","Dead",78.3 +"Yes","Alive",49.8 +"Yes","Alive",36.5 +"No","Dead",60.1 +"Yes","Alive",62 +"No","Alive",19 +"No","Dead",87.6 +"No","Alive",24.3 +"No","Alive",22.2 +"Yes","Dead",68.4 +"No","Alive",32.5 +"Yes","Dead",89.2 +"Yes","Alive",44.5 +"Yes","Alive",43.3 +"Yes","Dead",57.4 +"Yes","Alive",45.6 +"Yes","Alive",18.1 +"Yes","Dead",63.4 +"No","Alive",67 +"Yes","Alive",55.6 +"Yes","Alive",51.9 +"No","Alive",23.3 +"Yes","Dead",57.6 +"No","Alive",38.4 +"No","Dead",35.2 +"Yes","Alive",26.2 +"No","Alive",60.3 +"Yes","Alive",48.7 +"Yes","Alive",23.7 +"Yes","Alive",46.9 +"Yes","Alive",18 +"No","Dead",65.8 +"Yes","Alive",33 +"Yes","Dead",83.1 +"No","Dead",58.4 +"Yes","Alive",23.2 +"No","Alive",66.7 +"No","Alive",58.8 +"Yes","Alive",56.7 +"Yes","Alive",21.5 +"No","Dead",78.3 +"No","Alive",51.5 +"Yes","Alive",63.5 +"Yes","Alive",57.8 +"Yes","Alive",59.5 +"Yes","Dead",47.8 +"Yes","Alive",53.9 +"Yes","Alive",45.5 +"Yes","Alive",24.2 +"No","Alive",63.9 +"Yes","Alive",37.5 +"No","Alive",20.6 +"No","Alive",22.9 +"No","Alive",46.1 +"No","Alive",49.6 +"No","Alive",31.4 +"No","Alive",25.9 +"Yes","Alive",46.8 +"Yes","Dead",81 +"No","Dead",84.3 +"No","Alive",30.8 +"Yes","Alive",52.4 +"No","Alive",20.1 +"Yes","Dead",58.9 +"Yes","Alive",72.1 +"No","Alive",19.6 +"No","Alive",52.6 +"Yes","Alive",35 +"Yes","Dead",35.4 +"No","Dead",55.1 +"Yes","Alive",23.7 +"No","Alive",49.1 +"Yes","Alive",39.7 +"Yes","Alive",33.7 +"No","Dead",66.4 +"No","Alive",24.2 +"No","Dead",67.2 +"No","Alive",19.4 +"No","Alive",52.4 +"No","Dead",58.6 +"Yes","Alive",36.2 +"Yes","Alive",38.8 +"Yes","Alive",47.9 +"No","Alive",36.5 +"Yes","Alive",24.3 +"No","Alive",38.8 +"No","Alive",38.4 +"No","Alive",55.3 +"No","Dead",87.7 +"Yes","Dead",56.7 +"No","Alive",74.1 +"Yes","Alive",62.3 +"No","Alive",18.5 +"Yes","Dead",59.3 +"No","Alive",39.8 +"Yes","Dead",55 +"No","Alive",42.8 +"No","Alive",34.2 +"Yes","Alive",33.7 +"No","Alive",30.6 +"No","Dead",81.7 +"Yes","Alive",62 +"No","Alive",61.3 +"Yes","Alive",58.5 +"No","Alive",41.6 +"Yes","Alive",60.6 +"No","Alive",52.9 +"Yes","Alive",34 +"No","Dead",52.4 +"No","Alive",38.5 +"No","Alive",23.7 +"Yes","Alive",38.7 +"No","Alive",49.3 +"No","Alive",59.5 +"Yes","Alive",26.2 +"Yes","Dead",65.8 +"Yes","Alive",44.3 +"No","Alive",31.9 +"No","Dead",47.9 +"Yes","Alive",57.7 +"Yes","Dead",36.5 +"Yes","Alive",36.3 +"No","Dead",56.1 +"No","Alive",21.1 +"Yes","Alive",22.7 +"No","Alive",19.7 +"Yes","Dead",60.1 +"Yes","Dead",77.6 +"No","Dead",67.6 +"No","Alive",49.3 +"Yes","Alive",37 +"No","Dead",79.9 +"No","Dead",56.3 +"Yes","Alive",20.2 +"No","Alive",31.1 +"Yes","Alive",40.9 +"Yes","Dead",35.2 +"No","Alive",24.5 +"Yes","Alive",35 +"Yes","Alive",36.3 +"Yes","Dead",34.3 +"Yes","Alive",20.5 +"Yes","Alive",29 +"Yes","Dead",74.1 +"Yes","Alive",43.6 +"Yes","Alive",33 +"Yes","Dead",42.3 +"No","Dead",63.2 +"No","Alive",53.2 +"Yes","Alive",53.7 +"No","Alive",62.7 +"Yes","Alive",39 +"Yes","Alive",39.3 +"No","Dead",47 +"No","Alive",35.8 +"No","Alive",49.4 +"No","Alive",20.7 +"No","Dead",76.7 +"Yes","Alive",31.3 +"No","Alive",20.1 +"No","Alive",56.3 +"No","Alive",51.3 +"No","Dead",85.2 +"Yes","Alive",25.2 +"Yes","Alive",20.2 +"No","Alive",58.1 +"No","Alive",49.9 +"No","Dead",79.4 +"Yes","Alive",31.6 +"No","Alive",31.6 +"No","Alive",55.4 +"No","Alive",41.6 +"No","Dead",74.6 +"No","Dead",81.3 +"No","Dead",71.4 +"Yes","Alive",56.4 +"Yes","Alive",39.7 +"Yes","Alive",59.1 +"No","Alive",20.7 +"No","Alive",89.7 +"Yes","Alive",61.8 +"Yes","Alive",26.8 +"Yes","Dead",44.3 +"Yes","Alive",36.1 +"Yes","Alive",22.1 +"No","Alive",33.5 +"Yes","Alive",44.5 +"Yes","Alive",24.1 +"No","Dead",72.5 +"Yes","Dead",57.7 +"Yes","Alive",58.7 +"Yes","Alive",40.7 +"No","Dead",75.6 +"No","Dead",74.1 +"No","Alive",37 +"Yes","Alive",31.6 +"Yes","Alive",34.7 +"Yes","Dead",38.5 +"No","Alive",22 +"Yes","Alive",39.3 +"No","Dead",61.2 +"No","Alive",37.2 +"No","Alive",25.7 +"No","Dead",88.8 +"No","Dead",65.6 +"Yes","Dead",58 +"No","Alive",20.4 +"Yes","Alive",44.4 +"No","Alive",46.2 +"No","Alive",29.7 +"Yes","Alive",51.9 +"Yes","Dead",43.7 +"Yes","Dead",61.1 +"No","Dead",78 +"No","Alive",26.8 +"No","Alive",63 +"No","Dead",82.3 +"No","Alive",32.2 +"No","Dead",57.2 +"No","Alive",36.7 +"Yes","Dead",67.5 +"No","Alive",59.2 +"No","Dead",55.6 +"No","Dead",86.2 +"Yes","Dead",79.1 +"No","Dead",75.1 +"No","Alive",52 +"No","Alive",55.3 +"Yes","Alive",40.3 +"Yes","Dead",56.9 +"Yes","Alive",53.9 +"No","Alive",26.5 +"Yes","Alive",33 +"No","Alive",19.7 +"No","Alive",23.3 +"Yes","Dead",75.9 +"Yes","Dead",35.5 +"No","Alive",31.9 +"No","Alive",34.2 +"No","Dead",76.2 +"Yes","Alive",21.7 +"Yes","Alive",50.6 +"No","Alive",25.7 +"No","Alive",24.2 +"No","Alive",42.2 +"Yes","Alive",49.2 +"Yes","Alive",33.6 +"Yes","Alive",49.5 +"Yes","Alive",61.6 +"No","Alive",23 +"No","Alive",24.3 +"No","Alive",23.6 +"No","Alive",57.1 +"Yes","Alive",32.5 +"No","Dead",83.1 +"Yes","Alive",21.8 +"Yes","Alive",43.2 +"Yes","Alive",26.6 +"Yes","Alive",45.7 +"Yes","Alive",18.1 +"Yes","Dead",45.6 +"Yes","Alive",29.7 +"Yes","Dead",73.9 +"No","Alive",56.4 +"No","Alive",55.6 +"Yes","Alive",55.1 +"No","Alive",80.8 +"Yes","Alive",29.7 +"No","Alive",25.7 +"No","Alive",52.8 +"No","Dead",81.3 +"Yes","Dead",80.5 +"Yes","Alive",34.3 +"No","Dead",59 +"No","Alive",42.5 +"No","Alive",76.9 +"Yes","Alive",33.3 +"No","Alive",20.6 +"Yes","Dead",86.8 +"No","Alive",33.1 +"No","Dead",80.2 +"Yes","Alive",30.5 +"No","Alive",31.9 +"No","Alive",19.8 +"No","Dead",84.5 +"No","Alive",56 +"No","Alive",50.3 +"No","Alive",56.8 +"Yes","Dead",60.7 +"Yes","Alive",27.6 +"Yes","Alive",32.9 +"No","Alive",56.2 +"Yes","Dead",63.4 +"No","Alive",86.9 +"No","Dead",79.9 +"No","Alive",41.5 +"Yes","Alive",45.3 +"Yes","Alive",63 +"No","Dead",77.2 +"No","Dead",69.4 +"No","Alive",49 +"No","Alive",44.7 +"Yes","Alive",27.7 +"Yes","Dead",62.3 +"No","Dead",70.7 +"No","Alive",38 +"Yes","Alive",44.3 +"No","Alive",32.3 +"Yes","Alive",56.1 +"Yes","Alive",58 +"No","Dead",82.9 +"Yes","Alive",44.4 +"No","Alive",24.9 +"Yes","Alive",63.1 +"No","Alive",35.9 +"Yes","Alive",31.1 +"No","Alive",24 +"No","Dead",88.5 +"Yes","Alive",39.5 +"No","Alive",35.6 +"No","Dead",82.4 +"No","Dead",63.8 +"No","Alive",87.4 +"No","Alive",37.2 +"No","Dead",69.5 +"No","Dead",25.3 +"Yes","Alive",59.6 +"Yes","Dead",35.7 +"Yes","Dead",56.6 +"Yes","Alive",34.5 +"Yes","Alive",58.6 +"Yes","Dead",78.2 +"Yes","Alive",48.3 +"Yes","Alive",25.4 +"Yes","Alive",74.1 +"Yes","Dead",88.7 +"No","Alive",68.4 +"No","Alive",33.4 +"No","Alive",36.5 +"No","Alive",25.5 +"Yes","Alive",21.2 +"Yes","Dead",61.8 +"Yes","Alive",38 +"No","Alive",35.1 +"No","Alive",38 +"Yes","Dead",36.2 +"Yes","Dead",87.9 +"No","Dead",76.1 +"No","Alive",59.4 +"No","Alive",18.9 +"Yes","Alive",53.3 +"Yes","Dead",82.6 +"Yes","Alive",45.3 +"No","Dead",86.3 +"Yes","Dead",63.2 +"No","Dead",88.1 +"Yes","Alive",36.1 +"No","Dead",71 +"Yes","Alive",62.1 +"Yes","Dead",55.3 +"No","Alive",52.2 +"No","Alive",25.6 +"No","Alive",33 +"No","Dead",75.3 +"Yes","Alive",21.3 +"Yes","Dead",76.9 +"No","Alive",30 +"No","Dead",77.5 +"Yes","Dead",75.2 +"No","Dead",83.9 +"Yes","Alive",53 +"No","Alive",62.4 +"Yes","Alive",43.7 +"Yes","Alive",50.9 +"No","Dead",29.8 +"Yes","Alive",32.8 +"Yes","Alive",50.7 +"Yes","Dead",66.1 +"No","Alive",33.5 +"Yes","Alive",27.2 +"No","Dead",56.2 +"Yes","Alive",38.1 +"Yes","Dead",66.8 +"Yes","Dead",55.2 +"No","Alive",51.6 +"Yes","Alive",50.9 +"No","Alive",41.4 +"No","Dead",65.4 +"No","Dead",67.7 +"No","Alive",37.8 +"Yes","Alive",42.5 +"No","Alive",23.9 +"No","Alive",60.1 +"Yes","Alive",26.6 +"Yes","Alive",23.3 +"No","Dead",75.6 +"No","Dead",72.1 +"Yes","Alive",34.8 +"No","Dead",55.3 +"Yes","Alive",28.2 +"No","Dead",79.3 +"Yes","Alive",38.5 +"Yes","Alive",41 +"No","Alive",60.7 +"No","Alive",51.8 +"Yes","Alive",25.7 +"No","Dead",62.7 +"No","Alive",23.7 +"No","Alive",23.4 +"No","Alive",56.5 +"No","Alive",28.4 +"No","Alive",42.8 +"No","Dead",83.5 +"No","Alive",36.8 +"Yes","Alive",43.8 +"Yes","Alive",59 +"No","Alive",25.5 +"No","Dead",47.2 +"Yes","Alive",23.5 +"No","Alive",19.4 +"No","Dead",68.5 +"Yes","Alive",43.4 +"No","Alive",19.5 +"Yes","Alive",62.2 +"Yes","Alive",31.1 +"No","Alive",19.2 +"No","Dead",61.9 +"No","Alive",27.6 +"Yes","Alive",30.2 +"Yes","Alive",59 +"Yes","Alive",49.2 +"No","Alive",40.3 +"Yes","Alive",45.4 +"No","Alive",29.4 +"No","Alive",36.8 +"No","Alive",29.6 +"Yes","Dead",58.6 +"No","Dead",29.3 +"No","Alive",40 +"Yes","Alive",21.7 +"Yes","Alive",40.3 +"No","Dead",81.6 +"Yes","Alive",22.9 +"Yes","Alive",42.7 +"Yes","Alive",40.4 +"No","Dead",85.7 +"Yes","Alive",32.2 +"Yes","Alive",19.3 +"Yes","Alive",24.3 +"No","Alive",55.8 +"No","Alive",28.8 +"No","Alive",55.1 +"No","Alive",31.1 +"Yes","Alive",31.8 +"No","Alive",46.7 +"Yes","Alive",36.3 +"No","Alive",23.3 +"Yes","Alive",50.7 +"Yes","Alive",40.8 +"Yes","Alive",36.9 +"Yes","Dead",81.8 +"No","Alive",55.2 +"Yes","Dead",62.4 +"No","Dead",78.4 +"Yes","Alive",18 +"No","Dead",85.7 +"Yes","Alive",43 +"Yes","Dead",88.3 +"Yes","Alive",26.2 +"Yes","Alive",52.7 +"No","Dead",81.9 +"No","Alive",44.4 +"No","Alive",71.8 +"No","Alive",35.4 +"No","Dead",71.4 +"No","Dead",55.9 +"Yes","Dead",46.6 +"No","Dead",65.6 +"No","Alive",56.2 +"No","Dead",57.9 +"Yes","Alive",43.5 +"No","Alive",22.6 +"No","Alive",27.2 +"No","Alive",27.2 +"No","Dead",20.2 +"Yes","Dead",60.2 +"Yes","Alive",55.2 +"No","Alive",39.6 +"No","Alive",24.5 +"No","Alive",36.7 +"Yes","Alive",24.2 +"No","Dead",73.3 +"No","Alive",26.6 +"No","Alive",41.7 +"No","Dead",42.6 +"No","Alive",18.6 +"Yes","Alive",31.3 +"No","Alive",51.6 +"No","Alive",19 +"No","Dead",72.6 +"No","Alive",35.7 +"No","Alive",44.1 +"No","Alive",58.3 +"Yes","Dead",65.6 +"No","Alive",62.3 +"Yes","Alive",57.4 +"No","Alive",26 +"No","Dead",85.7 +"No","Dead",47.3 +"Yes","Dead",62.1 +"Yes","Dead",66.1 +"Yes","Alive",18.5 +"Yes","Alive",24.6 +"Yes","Alive",48.3 +"Yes","Alive",28.8 +"No","Alive",52.2 +"No","Dead",85.5 +"No","Dead",58.4 +"Yes","Alive",38.1 +"Yes","Alive",27.7 +"No","Alive",42.1 +"Yes","Alive",47.9 +"No","Dead",67.4 +"No","Alive",29 +"No","Alive",29.4 +"No","Alive",21.4 +"No","Alive",41.5 +"No","Alive",74 +"No","Alive",42 +"No","Dead",68.1 +"Yes","Alive",21.5 +"No","Dead",58.5 +"No","Alive",32.8 +"Yes","Alive",37.7 +"No","Alive",55.5 +"No","Dead",78.7 +"No","Alive",31 +"Yes","Dead",51.6 +"No","Dead",66.6 +"No","Dead",40 +"Yes","Alive",52.1 +"Yes","Alive",30.4 +"No","Alive",38.1 +"Yes","Alive",23.1 +"Yes","Dead",57.9 +"Yes","Alive",25.2 +"No","Dead",76.2 +"No","Alive",63.4 +"No","Alive",21 +"Yes","Alive",45.5 +"No","Alive",46.5 +"No","Alive",48.1 +"No","Alive",32.4 +"Yes","Alive",40.1 +"No","Alive",23.4 +"Yes","Alive",62.1 +"No","Alive",45.1 +"Yes","Dead",53.6 +"No","Dead",60.6 +"No","Alive",83 +"No","Alive",55.5 +"No","Alive",41.8 +"No","Dead",40.1 +"Yes","Alive",24.4 +"Yes","Dead",62.7 +"Yes","Alive",23.7 +"No","Alive",84.9 +"Yes","Dead",50.2 +"No","Alive",40 +"Yes","Alive",27.3 +"Yes","Dead",67.2 +"Yes","Alive",48.4 +"Yes","Alive",32.7 +"No","Alive",56 +"Yes","Dead",63.4 +"No","Alive",22.5 +"No","Alive",59.8 +"Yes","Alive",22.3 +"No","Alive",38 +"No","Alive",62.3 +"Yes","Alive",43.5 +"No","Alive",47.7 +"No","Alive",34.6 +"Yes","Alive",37 +"Yes","Alive",18.7 +"Yes","Alive",35.5 +"No","Dead",62.1 +"Yes","Alive",42.5 +"Yes","Dead",61.1 +"No","Alive",45.7 +"Yes","Alive",35 +"Yes","Alive",30.3 +"Yes","Alive",27.3 +"No","Alive",43.1 +"No","Alive",20.5 +"Yes","Dead",59.7 +"Yes","Alive",35.9 +"Yes","Dead",36.9 +"No","Alive",18.8 +"No","Dead",66.4 +"Yes","Alive",27.5 +"No","Dead",67.7 +"Yes","Alive",43.6 +"No","Alive",62.2 +"No","Dead",86 +"No","Dead",85.8 +"No","Alive",29.8 +"Yes","Alive",28.7 +"Yes","Alive",61.4 +"No","Alive",73.2 +"No","Alive",57.6 +"No","Alive",29.5 +"Yes","Dead",56.5 +"Yes","Alive",19.9 +"No","Alive",55.1 +"Yes","Dead",58.9 +"No","Alive",32.6 +"No","Dead",82.5 +"No","Alive",38.4 +"Yes","Alive",47.3 +"No","Dead",76.8 +"Yes","Alive",28.8 +"No","Alive",26.4 +"No","Dead",67.5 +"Yes","Alive",40.5 +"Yes","Alive",50.8 +"No","Alive",25.8 +"Yes","Alive",52.1 +"Yes","Alive",50.2 +"No","Alive",38.5 +"No","Dead",56.1 +"Yes","Alive",29.8 +"No","Alive",58.1 +"No","Dead",87.6 +"No","Dead",69.6 +"Yes","Alive",33.5 +"No","Dead",86 +"Yes","Dead",22.6 +"No","Alive",53.3 +"No","Alive",21.9 +"No","Alive",26 +"Yes","Alive",49.4 +"Yes","Alive",18 +"No","Alive",44.1 +"No","Dead",79.1 +"Yes","Alive",38.5 +"No","Alive",26.3 +"Yes","Alive",49.4 +"No","Alive",33.9 +"No","Dead",63.2 +"No","Alive",77.1 +"No","Dead",63.8 +"Yes","Alive",37.1 +"Yes","Alive",29.6 +"Yes","Alive",22.2 +"No","Dead",83.4 +"No","Dead",61.8 +"No","Alive",32.7 +"No","Alive",32.8 +"No","Alive",24.7 +"No","Alive",60.6 +"Yes","Alive",38.2 +"No","Dead",43.7 +"Yes","Alive",29.9 +"No","Alive",50.8 +"No","Alive",19.5 +"No","Alive",55.4 +"Yes","Alive",55.1 +"No","Dead",41.9 +"Yes","Alive",30.7 +"No","Alive",27.9 +"No","Alive",26 +"No","Dead",77.8 +"No","Alive",48.3 +"Yes","Dead",42.4 +"No","Alive",20.5 +"No","Dead",77.5 +"No","Alive",58.5 +"No","Alive",44.7 +"No","Alive",28.5 +"Yes","Alive",21 +"No","Alive",50.5 +"Yes","Alive",71.5 +"No","Alive",37.8 +"No","Alive",23.1 +"Yes","Dead",44.9 +"Yes","Alive",55.6 +"Yes","Alive",20.2 +"No","Alive",48.1 +"Yes","Alive",42.8 +"Yes","Alive",44.5 +"No","Dead",85.8 +"No","Alive",44.7 +"No","Alive",87.6 +"No","Alive",27 +"No","Alive",52 +"Yes","Alive",58.7 +"No","Alive",34.3 +"Yes","Alive",19.9 +"No","Alive",19.7 +"Yes","Alive",33.8 +"No","Alive",53 +"Yes","Alive",20.7 +"Yes","Alive",59.4 +"Yes","Alive",44.4 +"Yes","Alive",20.4 +"No","Dead",69 +"Yes","Alive",60.5 +"No","Alive",44 +"Yes","Alive",33.1 +"No","Alive",42.2 +"No","Alive",50.5 +"No","Alive",30.5 +"Yes","Alive",26.6 +"Yes","Alive",21 +"Yes","Alive",36.6 +"Yes","Alive",28.9 +"No","Alive",47.8 +"No","Dead",73.3 +"No","Alive",49.6 +"No","Alive",44.8 +"Yes","Alive",38.6 +"No","Dead",79.9 +"Yes","Dead",84.4 +"No","Dead",39.1 +"Yes","Alive",47.4 +"No","Alive",57.8 +"No","Alive",41.5 +"No","Alive",20.3 +"Yes","Alive",38.1 +"Yes","Alive",44.6 +"Yes","Alive",39.3 +"Yes","Alive",18.1 +"No","Alive",51.5 +"No","Alive",23.1 +"No","Alive",22.7 +"Yes","Alive",36.8 +"No","Alive",57.4 +"Yes","Alive",57.1 +"No","Alive",19.2 +"No","Dead",84.8 +"No","Alive",26.9 +"No","Dead",88.4 +"No","Dead",77.4 +"No","Dead",41.3 +"No","Alive",53.4 +"Yes","Alive",58.9 +"Yes","Dead",38.8 +"No","Dead",82.2 +"No","Alive",46.9 +"Yes","Alive",24.6 +"Yes","Alive",30.4 +"No","Alive",42.4 +"No","Dead",64 +"No","Alive",33.3 +"Yes","Alive",60.2 +"Yes","Alive",25 +"Yes","Dead",37.1 +"Yes","Alive",47.7 +"No","Dead",66.5 +"Yes","Dead",43.3 +"No","Alive",19.1 +"No","Alive",52.4 +"No","Alive",33.9 +"No","Alive",40 +"No","Alive",29.9 +"Yes","Alive",58.4 +"Yes","Alive",48.7 +"Yes","Alive",52.3 +"No","Dead",59.9 +"No","Alive",63.5 +"Yes","Alive",48.3 +"Yes","Alive",51.1 +"Yes","Dead",34.5 +"Yes","Alive",37.5 +"Yes","Alive",73.8 +"Yes","Alive",24.6 +"No","Dead",65.3 +"No","Alive",34.2 +"No","Alive",71.8 +"No","Dead",47.5 +"No","Alive",31.3 +"Yes","Dead",28.3 +"Yes","Dead",61.9 +"Yes","Dead",74.8 +"Yes","Alive",51 +"Yes","Dead",42.5 +"Yes","Alive",38.1 +"No","Alive",47.4 +"No","Alive",32.1 +"No","Dead",86.2 +"Yes","Alive",55.7 +"Yes","Alive",43.6 +"Yes","Dead",58.2 +"No","Alive",25.1 +"No","Dead",75 +"No","Alive",23.2 +"No","Alive",20.6 +"No","Dead",66.4 +"Yes","Alive",44 +"Yes","Alive",19.4 +"Yes","Dead",61 +"Yes","Alive",29.5 +"No","Alive",22.5 +"No","Alive",60 +"Yes","Alive",84.7 +"No","Dead",85.1 +"Yes","Dead",82 +"Yes","Alive",33.4 +"No","Alive",21.3 +"No","Dead",65.2 +"Yes","Dead",83.6 +"Yes","Alive",52.4 +"Yes","Alive",38.9 +"No","Alive",32.9 +"Yes","Alive",53.6 +"No","Alive",35.7 +"Yes","Alive",19.8 +"No","Dead",65.7 +"No","Alive",40.6 +"Yes","Alive",25.7 +"Yes","Dead",44.3 +"No","Alive",68.4 +"No","Alive",33.7 +"No","Alive",26.5 +"Yes","Alive",43.6 +"Yes","Dead",32.6 +"No","Alive",21 +"No","Alive",25.2 +"No","Dead",81.4 +"No","Dead",50.2 +"No","Alive",85 +"No","Alive",45.9 +"Yes","Dead",56.5 +"No","Alive",33.4 +"Yes","Alive",61.1 +"No","Alive",35.1 +"No","Alive",22.7 +"Yes","Alive",40.4 +"No","Alive",48.6 +"No","Dead",82.9 +"No","Dead",78.1 +"No","Alive",36.9 +"Yes","Alive",61.8 +"Yes","Alive",29.5 +"No","Alive",38.9 +"No","Dead",71.3 +"No","Alive",36.5 +"No","Dead",81.8 +"No","Alive",21.7 +"Yes","Dead",78.3 +"Yes","Alive",30.5 +"No","Alive",61.5 +"Yes","Alive",33.1 +"No","Alive",32.2 +"No","Alive",48.5 +"No","Alive",20.3 +"No","Alive",62.6 +"No","Alive",28.5 +"Yes","Alive",52.4 +"Yes","Dead",55.7 +"No","Alive",53.8 +"No","Alive",20.7 +"Yes","Alive",33.4 +"No","Alive",43.8 +"Yes","Alive",53.1 +"Yes","Alive",51.5 +"No","Alive",31.8 +"No","Dead",73.2 +"Yes","Alive",41.1 +"No","Dead",82 +"Yes","Alive",27 +"Yes","Alive",44.3 +"Yes","Dead",42.9 +"Yes","Dead",56.1 +"No","Dead",60.2 +"Yes","Alive",55.8 +"Yes","Alive",29.1 +"No","Alive",49.4 +"Yes","Dead",44.9 +"No","Dead",80.9 +"No","Alive",25.8 +"No","Alive",31.5 +"No","Dead",82.6 +"No","Alive",27.3 +"No","Alive",18.8 +"No","Alive",33.2 +"No","Alive",29.7 +"Yes","Dead",52.6 +"No","Dead",81.1 +"Yes","Dead",88.6 +"No","Alive",35 +"No","Dead",75.2 +"Yes","Alive",37.3 +"Yes","Alive",52.1 +"No","Dead",84.7 +"No","Dead",85 +"No","Alive",27 +"No","Dead",85 +"No","Alive",20.2 +"No","Alive",46.3 +"Yes","Alive",60 +"No","Dead",63.5 +"Yes","Dead",84.3 +"No","Alive",66.4 +"Yes","Alive",30.2 +"Yes","Alive",23.1 +"No","Alive",61.5 +"No","Alive",40.7 +"Yes","Alive",27.1 +"Yes","Alive",36.7 +"No","Alive",58.2 +"Yes","Alive",29.7 +"No","Alive",48.9 +"No","Alive",52.9 +"No","Alive",41.7 +"No","Alive",23 +"No","Alive",18.3 +"No","Dead",89.9 +"No","Alive",60.6 +"No","Alive",30.1 +"Yes","Alive",41.9 +"Yes","Alive",47 +"No","Alive",23.8 +"Yes","Dead",31.3 +"Yes","Dead",63.3 +"No","Alive",52.4 +"No","Alive",65 +"No","Dead",74.8 +"No","Alive",32.9 +"Yes","Dead",49.6 +"No","Alive",59.9 +"No","Alive",30.8 +"No","Alive",30.1 +"No","Alive",52 +"Yes","Alive",57.2 +"No","Dead",89.5 +"Yes","Alive",32.5 +"No","Alive",19.1 +"Yes","Alive",44 +"Yes","Dead",39.2 +"No","Alive",22.9 +"Yes","Alive",18 +"No","Alive",20.1 +"Yes","Alive",28 +"No","Alive",53 +"Yes","Alive",46.7 +"No","Alive",44.6 +"No","Alive",18.7 +"No","Dead",71.1 +"Yes","Alive",42.3 +"No","Alive",64 +"Yes","Dead",71 +"Yes","Alive",26.6 +"Yes","Alive",50.8 +"No","Alive",25.5 +"Yes","Alive",24 +"No","Alive",48.1 +"Yes","Alive",50.6 +"Yes","Alive",21.5 +"No","Alive",61.2 +"No","Dead",75.9 +"No","Dead",88 +"No","Dead",66.8 +"No","Alive",50.8 +"No","Alive",34.9 +"No","Dead",83.8 +"No","Alive",25 +"Yes","Dead",41.7 +"No","Alive",42.3 +"No","Alive",62.4 +"Yes","Alive",38.1 +"Yes","Alive",23.3 +"Yes","Alive",25.6 +"No","Dead",51.1 +"Yes","Alive",21.2 +"No","Dead",56.9 +"No","Alive",35 +"Yes","Dead",45 +"Yes","Alive",25.2 +"Yes","Alive",43.7 +"No","Dead",86.7 +"No","Alive",20.2 +"No","Dead",71.6 +"No","Dead",78.3 +"No","Alive",23.1 +"No","Dead",84.8 +"Yes","Alive",58.1 +"Yes","Alive",53.9 +"No","Alive",53.3 +"No","Alive",30.9 +"Yes","Alive",60.6 +"Yes","Dead",85.2 +"No","Alive",57.5 +"No","Alive",46.5 +"No","Dead",73.8 +"No","Alive",62.6 +"No","Alive",43.5 +"No","Alive",52.5 +"Yes","Alive",34.1 +"No","Alive",38.7 +"No","Alive",22.6 +"No","Alive",20 +"No","Alive",59.9 +"No","Dead",83.3 +"Yes","Alive",52.2 +"No","Dead",76.2 +"Yes","Alive",28 +"Yes","Alive",56.6 +"No","Dead",67.8 +"No","Alive",21.2 +"No","Alive",27.9 +"Yes","Alive",29.8 +"Yes","Alive",28.1 +"Yes","Alive",53.2 +"No","Alive",23.2 +"No","Alive",39.5 +"Yes","Alive",31.4 +"Yes","Alive",30 +"Yes","Alive",37.8 +"Yes","Alive",46.9 +"Yes","Alive",43.8 +"Yes","Alive",63.1 +"No","Alive",21.4 +"No","Dead",62.5 +"No","Alive",45.5 +"Yes","Alive",27.9 +"Yes","Alive",29.5 +"Yes","Alive",61 +"Yes","Alive",27 +"Yes","Alive",61.5 +"Yes","Dead",56.2 +"Yes","Dead",87.9 +"Yes","Alive",28.3 +"No","Dead",75.1 +"No","Dead",87.9 +"Yes","Alive",31 +"Yes","Alive",55.3 +"No","Alive",40.8 +"Yes","Alive",46.2 +"No","Alive",52.3 +"Yes","Alive",51.9 +"No","Alive",28.3 +"Yes","Alive",44.4 +"Yes","Dead",63.3 +"Yes","Alive",41 +"Yes","Alive",50.2 +"No","Alive",55.4 +"No","Dead",43.3 +"No","Alive",60.1 +"Yes","Alive",29.7 +"No","Dead",79 +"No","Dead",65.1 +"Yes","Alive",40.1 +"No","Alive",46 +"No","Alive",40.2 +"No","Dead",89.2 +"No","Alive",26 +"No","Alive",43.4 +"No","Alive",48.8 +"No","Alive",19.8 +"Yes","Alive",27.8 +"Yes","Alive",52.4 +"Yes","Alive",27.8 +"Yes","Alive",41 +"No","Dead",28.5 +"No","Alive",26.7 +"No","Alive",36 +"No","Dead",74.4 +"Yes","Alive",40.8 +"Yes","Alive",20.4 +"No","Dead",42.1 +"No","Alive",41.2 +"Yes","Alive",20.9 +"Yes","Alive",45.5 +"No","Alive",26.7 +"No","Alive",41.8 +"No","Alive",33.7 +"No","Alive",56.5 +"Yes","Alive",38.8 +"Yes","Alive",55.5 +"Yes","Alive",24.9 +"No","Alive",33 +"Yes","Alive",55.7 +"No","Alive",25.7 +"No","Alive",19.5 +"Yes","Alive",58.5 +"No","Alive",23.4 +"Yes","Alive",43.7 +"No","Alive",34.4 +"No","Dead",83.9 +"No","Alive",34.9 +"Yes","Alive",51.2 +"No","Dead",86.3 +"Yes","Dead",36 +"Yes","Alive",48.3 +"No","Alive",63.1 +"No","Alive",60.8 +"Yes","Dead",39.3 +"No","Alive",36.7 +"No","Alive",63.8 +"No","Dead",71.3 +"No","Alive",57.7 +"No","Alive",63.2 +"No","Alive",46.6 +"Yes","Dead",82.4 +"Yes","Alive",38.3 +"Yes","Alive",32.7 +"No","Alive",39.7 +"Yes","Dead",60 +"No","Dead",71 +"No","Alive",20.5 +"No","Alive",44.4 +"Yes","Alive",31.2 +"Yes","Alive",47.8 +"Yes","Alive",60.9 +"No","Dead",61.4 +"Yes","Alive",43 +"No","Alive",42.1 +"Yes","Alive",35.9 +"No","Alive",22.3 +"Yes","Dead",62.1 +"No","Dead",88.6 +"No","Alive",39.1