diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 081b27bd4e6ec7dc318dd4c9d0fe1ddc6bc1a093..5470b3b83e0d1bf735b33e63d81e05f014a8958e 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -7,6 +7,147 @@
"# Simpson's paradox"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Standard import"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Copy to local data (if not there already)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_url = \"https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-ressources/-/raw/master/module3/Practical_session/Subject6_smoking.csv\"\n",
+ "\n",
+ "data_file = \"smoking_data.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": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load data "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Smoker | \n",
+ " Status | \n",
+ " Age | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 21.0 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 19.3 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 57.5 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 47.1 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 81.4 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Smoker Status Age\n",
+ "0 Yes Alive 21.0\n",
+ "1 Yes Alive 19.3\n",
+ "2 No Dead 57.5\n",
+ "3 No Alive 47.1\n",
+ "4 Yes Alive 81.4"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data = pd.read_csv(data_file)\n",
+ "raw_data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "code",
"execution_count": null,
diff --git a/module3/exo3/smoking_data.csv b/module3/exo3/smoking_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c47065bc7aa53c0c92eef463cf16384eb028aaa
--- /dev/null
+++ b/module3/exo3/smoking_data.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