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@edouardklein
Created October 15, 2019 15:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PassengerId</th>\n",
" <th>Survived</th>\n",
" <th>Pclass</th>\n",
" <th>Name</th>\n",
" <th>Sex</th>\n",
" <th>Age</th>\n",
" <th>SibSp</th>\n",
" <th>Parch</th>\n",
" <th>Ticket</th>\n",
" <th>Fare</th>\n",
" <th>Cabin</th>\n",
" <th>Embarked</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>Braund, Mr. Owen Harris</td>\n",
" <td>male</td>\n",
" <td>22.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>A/5 21171</td>\n",
" <td>7.2500</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
" <td>female</td>\n",
" <td>38.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>PC 17599</td>\n",
" <td>71.2833</td>\n",
" <td>C85</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>Heikkinen, Miss. Laina</td>\n",
" <td>female</td>\n",
" <td>26.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>STON/O2. 3101282</td>\n",
" <td>7.9250</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
" <td>female</td>\n",
" <td>35.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>113803</td>\n",
" <td>53.1000</td>\n",
" <td>C123</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>Allen, Mr. William Henry</td>\n",
" <td>male</td>\n",
" <td>35.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>373450</td>\n",
" <td>8.0500</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PassengerId Survived Pclass \\\n",
"0 1 0 3 \n",
"1 2 1 1 \n",
"2 3 1 3 \n",
"3 4 1 1 \n",
"4 5 0 3 \n",
"\n",
" Name Sex Age SibSp \\\n",
"0 Braund, Mr. Owen Harris male 22.0 1 \n",
"1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n",
"2 Heikkinen, Miss. Laina female 26.0 0 \n",
"3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n",
"4 Allen, Mr. William Henry male 35.0 0 \n",
"\n",
" Parch Ticket Fare Cabin Embarked \n",
"0 0 A/5 21171 7.2500 NaN S \n",
"1 0 PC 17599 71.2833 C85 C \n",
"2 0 STON/O2. 3101282 7.9250 NaN S \n",
"3 0 113803 53.1000 C123 S \n",
"4 0 373450 8.0500 NaN S "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd \n",
"# Read data from file 'filename.csv' \n",
"# (in the same directory that your python process is based)\n",
"# Control delimiters, rows, column names with read_csv (see later) \n",
"data = pd.read_csv(\"train.csv\") \n",
"# Preview the first 5 lines of the loaded data \n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe92eee1190>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.violinplot(x=\"Survived\", y=\"Age\", data=data )\n",
"#sns.plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe92dfde1d0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QZQ476zDPcRclONizN5OjR496OZkQ/3Pw4EF++eVX7MmNwBJxTq+9Js1Gg3g3498YJ9+3F8jbV/xvAD9prZsALYHNwEBgjta6ITCn/GNxATweDxkZi8q2WKxg7/3myU4AVqxY4c1oQvzJp59+igeNo/rF5/xak4IHmhRSWlLMuHFjZcjnAnit8Cul4oG/Ae8BaK0dWut84Bbgw/KnfQjc6q0MoWLz5s3k5+fhSqxT4dfUjnGTaIVFi6QXivCNrKwsfvjhBxwpjdERMSd93lx49kWFNaPd3JZezMKFGdK98wJ484o/HcgFPlBK/a6UelcpFQ1U01of/xc+CFQ71YuVUj2VUiuVUitlm7UzW7JkCSh1Uu/9MzEpaJtSyrLfllFcXOzFdEKUmTLlHbQy4ajR8pSfNzlLK3ScbrVs1I93M+7112ULxvPkzcJvAdoAk7TWrYFi/jKso8veq53y/ZrWeorWup3Wul2VKlW8GDPwLczIKNtX9xzHTK+o5sDhdMqqSOF1v//+OwsXLsBWrTk6LOqCjmU2Qc+LjmG3FTNq1Csy5HMevFn4s4AsrfWy8o+/puwXwSGlVCpA+f9zvJgh6O3bt499mZk4Eyo+zHNc/TgXNaI1M6Z/54VkQpRxOp2MHTcOrLE4UptXyjFTozz8X/0iVq5cxbffflspxwwlXiv8WuuDwD6l1PE5W12ATcAMoHv5Y92B6d7KEAqOX62fy/j+cUpB5xolbNm6jY0bN1Z2NCEA+Oyzz8jcu5eSWpdWePJBRXSuaadlspPJkyaxZ8+eSjtuKPD2rJ7HgE+VUuuAVsBI4BWgq1JqO3BN+cfiPM2ZOxdPTFV0ePR5vf5vqTZiwuHTTz6p5GRClO2n++FHH+FMTMedULtSj63KZ/lEKCfDhw3F4XBU6vGDmVcLv9Z6Tfk4fQut9a1a6zyt9RGtdRetdUOt9TVaa5mQe5727NnD7l27cCSln/cxrBa4rmYJS5Yulat+UamcTifDR4zAYwrDXucyr5wjIULzQONj7Ni5i/fff98r5whGsnI3gP3000+gTLiS6l3Qca6rVUp8BLz15gQ8Hk8lpROh7v3332fXzp2U1L4CHRbptfO0qeLk6ho2vvjic37//XevnSeYSOEPUA6Hg1k//oQzvtYF/1BZLXBXvSI2bd7CrFmzKimhCGUrVqzgs88+w1Gl8XndfzpX/2pYTLUozcgRwygsLPT6+QKdFP4ANX/+fI4V5OOsWvF+J2dyZXU7TRJcTHzrTdmWUVyQnJwchg4bjo5Kwl77Up+cM8IMj1xUwNEjRxk3bpxPzhnIpPAHIK01X3z5JUQm4I6rWSnHNCl46KJCPE47I4YPk01axHlxOp08/8ILFBWXUFKvU6XO4jmbenFubqlbwpw5c5g/f77PzhuIpPAHoOXLl7Nzxw5Kq11c4ba2FVEl0kOPRsdYt34D7777bqUdV4SOCRMmsGXzZkrqXoUnMsHn57+pTinpcW7Gvv4a+fn5Pj9/oJDCH2C01rz3/vsQEYMruX6lH/+K6g4617Tx+eef88svv1T68UXw+v7775kxYwaO6s1xXcBMswthMcFDTQopKipk/Pg3DMkQCKTwB5iMjAy2bd1KaWqrs264cr7ubVhM00QXo0eNYuXKlV45hwgua9euZdy4cbjj07CntTU0S1qMm1vqlDB37jyWLVt29heEICn8AcThcDBx0iR0VCKulAZeO4/FBI9dfIzUSCfPDRksO3WJMzpw4ACDhwzBHR5LSb2OoIwvKzfWKSU1WjNu7OuySfspGP8vJCrsm2++4WB2NqVpl3j9hys6TNO/ZT6xJhtP9+/Hli1bvHo+EZiKiooYMHAgxTYHRQ26nHOjQG8JM8F9DQvJPniIr7/+2ug4fkcKf4DIzc3lgw+m4kqojfsc2i9fiMQIzcBW+UTpEvo+9SQbNmzwyXlFYHC5XLzw4ovs25dFcb3OaGu80ZH+5OIkJ21SHHzy8Udyo/cvpPAHiPHjx+NwurDVau/T86ZYPQxqnU+sKqV/v74y5i+AskkG48ePZ9XKldjqXIE7LtXoSKf0z/rF2O12Pv74Y6Oj+BUp/AFg8eLFZGRkYKvREm2N8/n5k60eBrfOo0qYjYEDBjBv3jyfZxD+5euvv2bGjBnYqzfHWaWR0XFOKzXaQ4fqNmbMmE5OjnSAP04Kv58rLCxkzGuvoaOScFSrnF7m5yMhQjOodT7psXaGDn2Jb775xrAswliLFy/mrYkTcSXWwZHWzug4Z/X3uqV4XC4+++wzo6P4DSn8fm7SpEnk5eVRUvcqMBn7zxUdphnQsoA2yQ7Gjx/P5MmTpalbiNm2bRsvvTQUT3QKpekdK3UBobdUifRwVXUbM2d+z5EjR4yO4xek8PuxZcuWMWvWLOzVmuOJTjE6DgDhZniseeGJRV4jRozA6XQaHUv4QE5ODgMGDsShwihp0AXMvmvHcKFurluK2+Xi888/NzqKX5DC76cKCwsZNXo0OjIBR81WRsf5E5OC7o2KubNeMXPmzGHggAGyYXuQKy4u5pkBA8k/VkRxg64XvG+ur1WN9HBFNRszpn8nV/1I4fdbEyZM4OjRo5Sk/82nja4qSim4ua6Nhy8qZM3vq3niicfJy8szOpbwApfLxYsvvsSePbsprnc1nqhEoyOdl1vqluJ0OvlEdpuTwu+PMjIy+OWXX7CntvSbIZ7TuTLVwVMtjpG5eyd9Hu0tLZ2DjNaasWPHsmLF8rJpm/GV0w3WCNWiPHRMLZvhk5mZaXQcQ0nh9zNHjx5l9Ktj0NEpOFJbGh2nQlokOxnQqoC83Gwef6wP2dnZRkcSleSTTz7hhx9+wJ7aAmeVytn7wUi31ysh3ORh/Bvj0FobHccwUvj9iNaa0aNHU1RUREl6B681YfOGhvEuBrTMpygvlycef0zmTAeBH3/8kffeew9ncn0cNY1tvFZZ4sI1d6YXsXLVan788Uej4xhGCr8fmTFjBr/99hulNdvhiQy8cdT0ODcDWuVTmH+Yvk89KcvkA9jixYt59dVXccfXxFb3qoCYtllRnWuW7Tb3xhvj2LNnj9FxDCGF30/s3buXN996C3d8TZzVmhod57zVjXXTt3kBhw4eYMjgQTgcDqMjiXO0evVqXnjhRVxRyZTU7xxQ7zwrwqSgV7NjROBgyOBBFBQUGB3J56Tw+wGbzcbzL7yACzOldTsE/NVV4wQXPZsUsmHjJt54QzbDCCTr1q3j2WcH4QyPobjhtWAOMzqSVyRGaB5rVsCh7AMMevZZSktLjY7kU1L4/cD48ePZu2cPxXU7oMMDa3706VxazcHNdUr44YcfmDt3rtFxRAWsX7+ep595BrvJSnHD6/ymxbK3NE5w8UjTQjZt3sSAZ54OqbUoUvgNNnPmzLLVuaktfNZu2Vf+kV5K/Xg348a+LuP9fm716tX0f/pp7MpKUaPrg+YC5Gwuqerg0WaFbNywgaeefCJkFnedtfArpaoppd5TSv1Y/nFTpdQD3o8W/NatW8fYceNwx9fEUbON0XEqncUEDzQupLioSDZv92OLFi3imWcGYDNFhVTRP659VQdPND/G3t07eeThnmzfvt3oSF5XkSv+qcDPQI3yj7cBT3orUKg4cOAAgwcPwR0WTUm9Tn6xXZ03pMW4ubpmKbNmzSIrK8voOOIvZsyYwfPPP4/DmkhR424hV/SPa5XiZEjrPFxFR+jduxczZ84M6nn+Fak2KVrrLwEPgNbaBbi9mirIHT16lL79+lFks1PU4JqgH0v9e51SzHhkCzw/4vF4mDx5Mq+//jqO2BoUNwr+Mf2zqRPrZli7ozSKLWXMmDEMGzaMwsJCo2N5RUUKf7FSKhnQAEqpy4AKz39SSpmVUr8rpWaWf5yulFqmlNqhlPpCKRV+XskD1LFjx+j/9NMcyjlMUYOufrddnTckRGguq2rjpx9/pKSkxOg4Ia+4uJghQ4bw+eef46jahNKG1wTt7J1zFReuebrlMW5PL2HBvLnc36M7K1asMDpWpatI4e8LzADqK6UWAx8Bj53DOZ4ANv/h41HAWK11AyAPCJn7BceOHeOpp/qya/ceiutfjSemqtGRfOZvNezY7HYWLVpkdJSQlpmZycOPPMKSpUux1b4Me+3Lg3aY8XyZFNySXspzbfMJtx/h6aef5pVXXgmqq/+z/otrrVcDHYErgIeBZlrrdRU5uFIqDbgReLf8YwV0Bo6/5/8QuPXcYweeI0eO8PgTT7Jr925KGnQJuhk8Z9Mw3kVyJCxYsMDoKCFr/vz59Hz4YfYfzKWk0fVlCwUDfM2IN9WLczO07VFurlPCLz//xL/vu5c5c+YExdj/Wfv9KqVu+8tDjZRSBcB6rfXZGrKMA54BYss/Tgbyy+8TAGQBp2z3p5TqCfQEqF279tli+rWsrCz69utP7uEjFDe4xrAOhxGZvwEau1sxcnUctWNc3NvIN0MvJgVtkktZsHw5NpsNq9Xqk/MKcDgcTJw4ke+++w5PTFVKGnZCR8QYHSsghJvhzvqltK/q4P2tboYNG8asH37gqb59SUsL3Iu3irzHe4CyK/Z7yv97BxgALFZK3Xe6FymlbgJytNarzieY1nqK1rqd1rpdlSpVzucQfmHt2rU80qsXuUcLKGp0vaFtbU0lR1GARrElP4zMIt/2+W+d4sThdLJ69WqfnjeU7d27l0d69eK7777DUa0ZxY27SdE/D3Vi3bzQNp9/Nypi0/rV3N+jO++99x42m83oaOelIoXfAlyktb5da3070JSyG72XUvYL4HSuBP6ulNoDfE7ZEM8bQIJS6njFSQP2n2d2vzdr1iz69u1LkctMYZMb8cQE7i+wytA4wUmkBZYsWWJ0lKCntWbmzJk89FBPdmfup6TBNdhrXxp0fXd8yaTgmjQ7o9of5ZLkEj7++GN6dP83ixcvNjraOatI4a+ltf7j7ho55Y8dBU672arW+lmtdZrWui5wNzBXa30PMA+4o/xp3YHp55XcjzkcDl577TVGjx6NI7oahU1uRFvjjI5luDATtEiys2jhAlwu19lfIM5LQUEBzz//PGPGjKHUmkxh01txJwb2cKk/SYjQPNKsiEGtCzAXH2Tw4MEMHDiA/fsD5xq2IoV/vlJqplKqu1LqeKGer5SKBs5nHf4AoK9SagdlY/7vnccx/FZ2djaPPfY433//PfbqLShpdG3Iz4/+o8uq2ck/VhiUU+T8wYoVK+je434yFi/GlnYJJY2uC9lFWd7WJNHFsHZ5/F+DYtasXMb9PXrw0UcfBURH2ooM8j4K3AZcVf7xSqCa1roYuLoiJ9Fazwfml/95F9D+XIMGgoyMDF5+5RVK7S5K63fGlVTX6Eh+p2Wyk4QI+Pbbb7j88suNjhM07HY7U6ZMYdq0aeioREouuhlPVLLRsYKexQTdatu4tJqD/26P4v333+eXn3+iX/+nad26tdHxTqsi0zk1sAtwAf+grNhvPuOLQozdbmfs2LE899xzFBFJ4UU3S9E/DYsJrqlZwvLlK9iyZYvRcYLCrl276Pnww0ybNg1H1aYUBWDRj8j8DeUqu1H67uYYPtkWWO9SkiI89Lm4iP4tj+HI289TTz3F6NGj/Xbu/2kLv1KqkVLqBaXUFmACkAkorfXVWus3fZbQz+3atYuHevZk+vTpOKpfTLGM559V1zQbcREw8a038Xg8RscJWFprpk+fTs+eD5N5IIeSRtdir3MZmHw7W6symEqOonTZ98LuQovPZ5xVlhbJTkZccpQba5fy04+z6PHv+/jtt9+MjnWSM13xb6FsJs5NWuurtNYTkB49J3g8Hr788kse6tmTfdm5lDS6Dnut9jJrogIiLZo70otYt34DM2bMMDpOQCosLOSFF15k7Nix2KOrUdj0lpBbFOivIszwzwYlvNgun0jnUQYOHMirr77qV5u9nKnw3wZkA/OUUu8opboAsswPyMnJoV+//kycOBF7TI3yHzrj5ucHoo6pdponOZn41lts27bN6DgBZffu3fTs+TALMzLKbuA27IoOizQ6lviLurFuXmqXx421S5n1ww880vMhdu3aZXQs4AyFX2v9ndb6bqAJZVMwnwSqKqUmKaWu9VVAfzN37lx63H8/a9ZOqLoAACAASURBVNatw1b3SkobdJEfuvOgFDzctJBYi5PBg54lJ+dsi8AFlPXOf6RXLw4eyaekcTecqc2l7YIfCzOVXf0/3eoY+TlZPPLww8yZM8foWBW6uVustf6v1vpmyhZc/c6ZF24FpaKiIkaMGMHQoUMpUtEUNr0FZ5XG8kN3AeLCNU9cnE9R/hH69+sru3SdxTfffMOQIUMotcRSeNHNuGOrGR1JVNDFSU6GX3KU9OhShg0bxjvvvGPo/a1zasuntc4rb6XQxVuB/NH69ev5z38e4NfZs7HXaEVxkxtCop2yL9SNdfNU8wIOHsji8cf6yJX/KWit+eijjxg/fjyuxNplbRfCo42OJc5RfLhmQKsCOtWw8emnnzJq1CjDFjJKP9YzcLlcTJ06lccff5ycY6UUN7mxbItEaWNbqZokuujfooDc7Cwe6/Mou3fvNjqSX/niiy94//33cSY3oLR+54CctSPKWExwf+Nibksv4eeff+all14ypPhLBTuNnJwcnnzqKaZOnYojqR6FTf8eUv3zfa1JoouBrfKxF+TyaO/esrK33MKFC5n89ts4E9OxpXeQi44goBTcml7KvxoWk5GRwahRr/h82Ee+i05h2bJlPPDAg2zctIXS9L9hq9cRzCG1UZgh0uPcPN82j2RzMQOeeYYvvvgiKHqfn6+cnBxGjBiJJ7oKtnod5H5SkLm+lo076pXw66+z+eCDD3x6bin8f+DxePjggw8YMGAAx9wWCi/6O66UBkbHCikpVg9D2uTRNsXOpEmTGDZsaMhu1zhp0iQcThcl9TrK8E6QurlOKR1TbXz88cc+3aRICn+5wsJCBj77LB9++CHOlIYUXXQTOlJu4Boh0gJ9Li7kznrFzJs3j14P92Tv3r1Gx/Kp3bt3M2/ePGzVL0ZHxJ79BSIgKQXdGxdTL87Nq6NH+WxygxR+ynbI6tWrN8tXrMBW5wpsda+SKyyDKQU317XxTMsC8nKyeLhnT+bOnWt0LJ85vmeBs0oTg5MIb7OYoFfTYzjtpbz++ms+Gd4M+cK/fv16Hn6kF/sPle9DWrWJjKX6kWZJLoa2zaOWtYShQ4cyYcKEkOjlv2bNGnRUkrRUDhHVojzcVreI335b5pONXUK68C9ZsoS+fftS7DZR2OQm3LHVjY4kTiHJ6uHZ1vlcm1bKtGnT6Nv3KfLy8oyO5VVutxuPKczoGMKHuqbZqBGteeftybjd3m2LFrKFf/78+QwZMgR7eAJFjW+Qjpp+zmKCexuV8EjTQrZs3MAjD/f0m74n3hAeHo7J4/8beojKYzHBbelF7N2XxcKFC716rpAs/BkZGQwdOhRXdBWKG18fOr123A6sVit33HEHVquVUlfgDWldUd3BoNZ5OI7l8mjvXkG7cXubNm1QJXko2zGjo/hGEHxvVoZ2VRxUjdJ8/dVXXj1PyBX+9evX8+JLL+GKSqG44bVgDp2308rl4KabbqJPnz7ceOONlAToD1e9ODcvtM0j2VLKgGeeJiMjw+hIla5jx44opQg/tMnoKD4RLN+bF8qkoEuNEjZu2sS+ffu8dx6vHdkPZWdnM2jwYNxh0RQ37BpSRR9AW8KZOXMmEyZM4IcffiDKEriLo5IiPAxqnU/taAcvvfgiy5YtMzpSpapWrRo333wz4bmbMRXlGh3H64Lpe/NCXVrNgaJsONpbQqbwezweRr78MkUlNooaXBOaG6Cbw7HZbEybNg2bzUZkgP9wxYRp+rcooGaUk+efG8L27duNjlSpHn74YZKSkojevQDlCPJFbEH2vXkhkiI81I71sGrlSq+dI2QK/4wZM1i/bh0ltS6VzppBJDpM079lPlGmsuJfVFRkdKRKEx0dzcgRI4jQDqK3/wIuu9GRhI80jHOwbdtWr83pD4nC73Q6+fjjT3DHVsOVLC0Ygk18uObRpgUcPHiIjz76yOg4lapJkyaMGDEci+MYMVt/RNmD5xebOL3qUW5KSm0UFBR45fghUfiXLl3KkSOHsVdvIYuzglSjBBcda9iYNu3roOvp365dO0a98gpR2kbslpmYig8bHUl4mdVcdqVvs9m8cvyQKPwbNmwAkxl3XA2jowgvurlOKW63h59++snoKJWuXbt2TJz4FikJMcRs+YGwnM0Qwp1Lg53dU3aBGhbmnQkoIVH4Dx8+DBHRYDIbHUV4UZVID+lxbn4P0rn96enpvDNlCpe0a4t171Iid86Vcf8gdaDYjDUigqSkJK8cPyQKf0pKStmsCAP3uBS+UTPKSWZm8HbyTEhI4JVXXqF3795EHMsibuO3mPMyjY4lKpFHw5qjVlq3aY3y0tB0SBT+1q1bo90uLEd2GB1FeJkCTKbg/rY2mUzcddddTJ48mTo1qxO1YzbWnQvA5Z3xYOFby3PCOVIK11zT1WvnCO6fkHKXXXYZDRs1IvLA6tBZAh+iDpZaqFKlitExfKJhw4a8M+VtunfvTkT+HuI2fovlyE4Z+w9gxU7Fl7tiqJdel06dOnntPCFR+JVSPDtwINHhZmK2/4yyFxodSXjBMYdi1zELrVq3MTqKz4SFhXH//fczZcrbNEqvQ+SuBURt/0UucAKQR8PkTbHkOyz06/80ZrP37kl6rfArpWoppeYppTYppTYqpZ4ofzxJKfWrUmp7+f8TvZXhj+rVq8frr40h0uQmdtN0LIe3y5VRkJmdZcWt4frrrzc6is81aNCAiRPf4vHHHyfacZTYjd8RfmAteLzb3ldUDpcH3toQw9ojYTz2+OM0a9bMq+fz5hW/C+intW4KXAY8qpRqCgwE5mitGwJzyj/2icaNG/P+e+9xcdMmRO7OIHLHbEylwd3XPVTklpqYtS+Kv/2tA7Vr1zY6jiHMZjO33XYbH3/0EVdddQUR+1cRs3kG5sKDRkcTZ3DMoRizNo4VuRH07t2bW265xevn9Frh11pna61Xl/+5ENgM1ARuAT4sf9qHwK3eynAqqampvDFuHL179ybGfpjoDd9i3TkPVeqdFXLC+1wemLI5FpMlgj59HjM6juGqVKnCsKFDefnll6kaE0bUlllE7FksUz/90JY8C8+tTGJ7USQDBgzgrrvu8sl5fTLGr5SqC7QGlgHVtNbZ5Z86CFQ7zWt6KqVWKqVW5uZWbnfC47Mivvj8c/71r38RXXyAmI3fELn9V8wFWUE7BOSJSkIDCk2TBCe1Y4JjC8PPd0SxNd9Cv/79qVq1qtFx/Mbll1/ORx9+yF133UXE4W1lN3+P7jE6lqDsJu4HW6IZ+Xs8UUmpTJw4iW7duvns/MrbG/sqpWKABcAIrfU3Sql8rXXCHz6fp7U+4zh/u3bt9EovdqrLy8tj2rRpzPh+JscK8sEahz2lEc6UBuiw4NrzNGbFB0Sa3UzpGBxDXLMyrXy+I5rbb7+dxx6Tq/3T2bp1K6NGj2bXzp04k9Kx1bkcLFajY50QuWUWlj8MSTVJcDKoTfDdoHZ7YGF2BN/siaHQaeKOO+6gR48eREV5p84opVZprdv99XGLV872v5OGAdOAT7XW35Q/fEgplaq1zlZKpQKGN1ZJTEzkwQcfpHv37ixcuJDvpk9n/bqVROxfhTs2FUdyfVyJdcAcbnRU8Qe/ZpUV/U6dOtG7d2+j4/i1xo0bM+Xtt/nss8+YOnUq4RsPUVznCtwJoXk/xNc8GlblhvP17hiyixXNmjblyaeeomHDhobk8VrhV2VLzt4DNmutX//Dp2YA3YFXyv8/3VsZzlVYWBhdunShS5cu7N27l9mzZ/PzL7+SszsDtXcpjvg0XEl1ccXXCrlNXPzNT5lW/rsjmquuvJLBgwd7depbsLBYLNx3331cdtlljBj5Mnu2z8ZRrSn2tEuknYmXeHTZgqzv90azr8hE7VppDH/2Ea688kqvrcqtCK8N9SilrgIygPXA8V4Jgygb5/8SqA3sBe7SWh8907G8PdRzJlprNm3axOzZs5kzd17ZUJDJjCuuBs7EurgSagfUpi6BPtSjNUzbFcmMvVF07Pg3nnvueSwWr75xDUoOh4O3336badOm4YmpQkm9TuiIWMPyRGT+RljOFpT2kB7romG8k3sbBe7mM3Y3LD4YwU9Z0RwsVtSulcY9995Hly5dfPr9erqhHq+P8VcGIwv/H7ndbjZs2MDChQuZP38BR44cBmXCHVsdZ0JtXAm10RExRsc8o0Au/C4PfLg1mgXZVm688Ub69u0rV/oXaMGCBbzyyihsbk1R/WvwxBi36jl6zeeYnCWMaJ9PrZjAXH+QZ1fMzrIyLzuKIgc0atiAe+69jw4dOhjSSsSQMf5gYzabadmyJS1btqRPnz5s3bqVBQsWkJGxiKzM3yDzN3R0Mo74WrgS6uCJSpL+/5Wk1AVvbYxj3ZEwunfvTo8ePQx9qxwsOnbsSHp6Ov2ffga2/UhxvU4y7n+OtIat+RZm77eyKjcCD3DVVVdx55130bx5c7/8PpXCf56UUjRp0oQmTZrw8MMPs2/fPhYvXkxGxiI2bVqLPrAGImJwxNfGlVgbd0x1CPLmYd6Sb1e8ti6BfcUW+vV7iptvvtnoSEGldu3aTJ40kQEDBrB9xxxKGlyDO6GW0bH8XqkLlh6KYM7+KPYVmYiJjuL2O2/illtuoWbNmkbHOyMp/JWkVq1a3H333dx9993k5eWxdOlSFi1axIoVK3DmbEJZInDEpeFKrIMrPg3M8ldfEfuLzYxZl0CxJ5yRI4dy2WWXGR0pKCUlJTFu3DieePJJdu6cR3Gja3HHVjc6ll/aV2Rmzn4rSw9ZKXVBg/r1eLrX7XTp0gWr1X+myJ6JVB8vSExM5IYbbuCGG26gtLSUlStXsnjxYhYtXkzRzp0ocxiOuJq4EuviSpAZQqezNd/CuPXxhEfH88ao0TRu3NjoSEEtOjqaMa++Su9HHyV751wKm/0DHRZpdCy/4PLAytxw5uyPZGu+hbAwC1d37swtt9xC06ZN/XI450yk8HtZZGQkHTp0oEOHDrhcLtatW8eCBQtYsGAh+bvmo0zmsmmiyfXLponKtDoAVueG8damOKpVr8GrY14jNTXV6EghISEhgRHDh/PQQz2x7llMaYMuIX2fKt+umLPfyvzsKArskFq9Go888g+6detGfHy80fHOmxR+H7JYLLRp04Y2bdrw+OOPs3HjRhYsWMDsOXMo2DEXZYnAnlgXV3J93DHVQvYHbvHBcN7ZHEvDRo0YNWo0CQkJZ3+RqDTp6ek8+OADTJ48GfOx/bjj04yO5HO7j5n5eV8ky3Ij8Gi49NJL+cc/buOSSy4Jio1+pPAbxGw206JFC1q0aEGvXr1YvXo1v/76KwsWLsSRuxUiE7ClNMaZ0iCg1glcqHn7I/hgawytW7VixMiRXlvKLs7s9ttv54svv8J9cAMlIVL4tYYNR8OYmRnF5jwLkdYIbv3HTfzjH/8gLS24/g6k8PsBi8VC+/btad++PU899RQZGRl8N306mzctI/LAKuyJ9XBWb4Yn0idbFxhm7v4Ipm6N4dL27Rk6bBgREaHzC8/fhIWFcftt/+Ddd99F2Yv8fn3KhdAaVh8OY8beaHYfM5OSnETv3ndzww03EBMTnF+3FH4/ExUVxXXXXcd1113H9u3bmT59Or/88iuOw9twJqXjqNEqKH8BLDxQVvQvu+xShg4dRni49EUyWvv27Xn33XcxF+XgCtLCvy3fwhc7o9leYKFGanX697yXa6+9Nui//6Tw+7GGDRvSv39/HnzwQb766iu+njYN+4bdOJPqYa/VHh0eHMMgK3LCeW9rDO3atZWi70fq1auH2WzGVHIEkusZHadSFTgUn2yLZllOBMmJCfTr9wDdunULmfYfofFVBriEhAQeeuihsj0EvviCL7/8ivCN+ymt2RZnlcYBfRN4U56FSZtiaXpRU4YPHyFF349YLBbCIyIoDbLtGxdnh/PJjlgc2sz99/+bu+66i8jI0Jq2Gvi3p0NIfHw8PXv25IMP3qdl86ZY9y4hatvPAbuzUlaRmfEb4qmZVouXX3klYBa/hB7/7+dVES4PfLAlmrc3x5LeqBnvvvc+3bt3D7miD1L4A1KtWrUY+/rr9O3bl/DiQ8RumRlwW0cWOBSvr0/AGpPAqNGvEhcXZ3Qk8RdFRUWUlpTgCQ/88X27G15dG8+8A1b+9a9/8cb48dSpU8foWIaRwh+glFL8/e9/Z9y4ccSFK2K3/YiyFxkdq0IcbnhjfTyF7jBGvvwK1atLawB/lJmZCWBou+bK4PLAhA1xbM0PY9CgQfTs2TPku7pK4Q9wzZs3Z9zY17FaIGb7L+B2GB3pjLSGD7bGsKPAzLODBtOkSROjI4nT2LBhAwDumMDex3j6nkjWHQnjqb59ufbaa42O4xek8AeBevXqMXLECLAVEJG1yug4Z/RDppXFByP4z3/+Q6dOnYyOI85gzZo1EBkX0LPH9hebmbk3iq5du0pX1z+Qwh8kWrduze233UZ4zmZMxYeNjnNKq3LD+GpnNJ07X819991ndBxxBk6nk1WrV+OIqWF0lAvy8z4rlrAwHn30UaOj+BUp/EHk/vvvxxoZSfjBDUZHOcnuY2Ymb4qjceNGDBgwMOC6GYaaTZs2YbfZcMf7d1/5M3G4YWmOlc5drpF+T38hhT+IxMTEcPNNNxGWtxvltBkd54TDpSbGbkggPimFESNfllYMAWD16tWgFK4A7sm/45gFuws6dOhgdBS/I4U/yHTt2hW0xpyfaXQUAAqdijHrEnCZo3hl1GiSk5ONjiQqYP369eio5IBuELijoGyfixYtWhicxP9I4Q8yDRs2JDk5BUtBltFRKHXBa2vjyXWEMXzESOrVC65l/8Fs585duAK8J9SeQjM1UqsHbaO1CyGFP8gopWjXri3hRYfK5k4axO6Gsevi2VMUxksvDaVVq1aGZRHnpqSkhIKCfDzWwF5Ut7c4gsZNLjI6hl+Swh+EWrZsiXaWYrIZs5rX7obX18WzrSCMwYMHc8UVVxiSQ5wfh6NsLYg2Be6WoEdtJnJLkHUipyGFPwg1b94cAHPRIZ+fu9SleHVtPFvzwxj47LN06dLF5xnEhTkx40p7jA1yAdYdLful1aZNG4OT+Ccp/EEoLS2NuPh4zIUHfXreYw7FK2vi2VkYznPPPy+rJANUXFwcUdExhr1jrAwZB63USqtJgwYNjI7il6TwByGlFK1btSLMh+P8uaUmhv+eyAGbleHDR3D11Vf75Lyi8imlaNigAWHFOYbeJzpfW/IsbM+3cPPfb5H1IqchhT9ItW3bFuxFPrlq233MzNDViRQTw5jXXufyyy/3+jmFd3Xp0hlVkue3q8BPx+WBz3bGkJKcxC233GJ0HL8lhT9ItW/fHgBzwT6vnmdVbhgjf0/AGl+FNydOPHF/QQS2Ll26EBFhJSJ7rdFRzsmMPZHsPmamz2OPy0LBMzCk8CulrldKbVVK7VBKDTQiQ7CrXr066fXqEealhVxaw4+ZVsavj6Nug0ZMnDQ5pPubB5vo6Gh69OiOJT8TS95eo+NUyOrcMKbvKWvIJg0Az8znhV8pZQbeAroBTYH/U0o19XWOUHB1p06YCw+hHMX/e1CZiDBf2LitywPvb4nmsx3RdPhbB954Y7ysyA1Cd955J3XT6xGVuQRlLzQ6zhntPGZh0uZ4GjVqSL9+/YyO4/eMuOJvD+zQWu/SWjuAzwEZjPOCzp07A2A5suvEY9pkIcV6/tP0Cp1l0zUXZFu59957efHFl2TLxCBlsVgY+tKLWC2K6B1zvL7Xgyfs/LZA3FNo5tW18SSlVGXky7KFZ0UYUfhrAn8ceM4qf+xPlFI9lVIrlVIrc3NzfRYumKSlpdG4SRMiju6slONlF5sYuiqRHYURDBo0iAcffBCTSW4TBbPatWszbOhQzLZ8orf/6tXi745NPefX7DpmZtSaBGISUhg77g1551lBfvtTq7WeorVup7VuV6VKFaPjBKxu11+PKjmKqeTIBR1nU56Fl1YnYrfEMXbcGzJHP4S0a9eO559/HkvxYaK3/Qwuu9GRANiab2HUmgTikqryxvgJsoXnOTCi8O8Hav3h47Tyx4QXdO7cGbPFQtjh7ed9jEXZ4by6Jp4qqbWY9PYULr744kpMKAJBp06dGDr0JcJKjxKzdZbhY/5rD4cxem08KdVr8saEN0lNPfd3C6HMiMK/AmiolEpXSoUDdwMzDMgREuLi4rji8suJyNt9zkvwtYbpuyOZsjmWFq1a8eZbE+UHLIRdddVVjBkzhmjlIHbLTExFOYbk+O1QOOPWx5FerwET3nyLqlUDe09gI/i88GutXUAf4GdgM/Cl1nqjr3OEkmuvvRbtKMV87ECFX+PR8Mn2KKbtLpseN3r0q8TGxnoxpQgErVu3ZvKkSVRLTiB664+E5W7z6fkXHIhg0sZYml18MWPHvSE7a50nQ8b4tdaztNaNtNb1tdYjjMgQStq3b481MhLL0d0Ver5Hw3ubo/k1K5K77rqLZ599lrCwwO3UKCpX7dq1eXvyZNq2aY11zyIi9iwGj9vr511wIIL3tsTQtl1bRr86hujoaK+fM1j57c1dUXkiIiLKhnuOZQFnnsPv0TBlUwwZB63cf//99OrVS2buiJPEx8czetQo7rnnHsJztxK9dRbKXuS18y05GM57W2K45JJ2jBgxUqZsXiD5iQ4RV1xxBdpRinI7T/screHDrdEsORTBAw88QPfu3aXJlTgts9nMQw89xLBhw4h2FxO7eQZmL+z8tv5IGO9sjqVlixYMHz5CWjFUAin8IaJt27YAqDNc8X+3J5J5B6zcc8893Hfffb6KJgJchw4deOedKdRJq0HUtl8IP7Cm0rp6ZpeYeGtTHHXT0xn58stS9CuJFP4QkZiYSFpardN+/rdD4Xy7O4rrr7+eBx980IfJRDBIS0tj8qSJdO3alYj9q4ncPvuC5/s73DBhQzxhkbGMGPmyjOlXIin8IaRp01PvP7q/2Mx7W+O4uFkz+vXrJ8M74rxYrVYGDRrEk08+SUTRAWK3zERdQFvwabujyCoyMWjwEFmcVcmk8IeQ+vXrn/SYywOTN8URGRXDiy+9JLN3xAVRSnHrrbcyduxYYsM0sZtnYi449/WZWUVmft4XyU033cSll17qhaShTQp/CKlV6+ShnlmZkewtNNHv6WdISUkxIJUIRi1atGDK22+Xjftv/xXLOa4c/3JXFFFRUTLs6CVS+EPIX98uH7WZ+H5vNB07/o0OHToYlEoEq9TUVN56601at2pF5O4MwrLXV+h1WUVm1hwO565/3i0LtLxECn8I+evS9ul7IvEoE4880sugRCLYRUdHM2rUK3Tq1Alr1grCD5x9R6/5B6yEhVlk60QvksIfQmJiYmjYsCFKKfLtioyDVrrdcKP03xFeFR4eznPPPcc111xDxP5VhB0885X/5vwwrrjiSuLj432UMPRYjA4gfCs+Pp78HFiYbcXlKdtlSQhvM5vNDBw4EKfTyYIFC9Bh0biS6532+VdeeaUP04UeueIPQVrD4kORtGrZ8pQ3fIXwBovFwuDBg2l28cVE7VmEqegvGyxZ/rc465JLLvFxutAihT/EmEwmdh6zkF2suLp8a0YhfCU8PJwRw4dTJSWZ6N3z/7Sjl8daNrQzadIkEhMTDUoYGmSoJ8Q88MADtGjRgvDwcK677jqj44gQlJCQwAsvPE+fPn2wZi7Dlv7nGWXSlsH7pPCHmMaNG9O4cWOjY4gQ16xZM/71r3/x6aef4kxpiDtWVub6kgz1CCEMcd9995GUnIw1a0WlNXUTFSOFXwhhCKvVykMPPoipKNcr7ZzF6UnhF0IYpmvXriQmJRGRvQ5z0SGj44QMKfxCCMNYLBbuuP12zEWHCD+0EaUUMTExRscKenJzVwhhqLvvvpurrroKj8dDTEwMVapUMTpS0JPCL4QwlNlspk6dOkbHCCky1COEECFGCr8QQoQYKfxCCBFipPALIUSIkcIvhBAhRgq/EEKEGCn8QggRYpQOgOZISqlcYK/ROYJICnDY6BBCnIJ8b1auOlrrk1bEBUThF5VLKbVSa93O6BxC/JV8b/qGDPUIIUSIkcIvhBAhRgp/aJpidAAhTkO+N31AxviFECLEyBW/EEKEGCn8QggRYqTwhxCl1PVKqa1KqR1KqYFG5xHiOKXU+0qpHKXUBqOzhAIp/CFCKWUG3gK6AU2B/1NKNTU2lRAnTAWuNzpEqJDCHzraAzu01ru01g7gc+AWgzMJAYDWeiFw1OgcoUIKf+ioCez7w8dZ5Y8JIUKMFH4hhAgxUvhDx36g1h8+Tit/TAgRYqTwh44VQEOlVLpSKhy4G5hhcCYhhAGk8IcIrbUL6AP8DGwGvtRabzQ2lRBllFKfAUuBxkqpLKXUA0ZnCmbSskEIIUKMXPELIUSIkcIvhBAhRgq/EEKEGCn8QggRYqTwCyFEiJHCL0KKUmqwUmqjUmqdUmqNUurSSjjm3yur26lSqqgyjiPEmch0ThEylFKXA68DnbTWdqVUChCutT5QgddaytdCeDtjkdY6xtvnEaFNrvhFKEkFDmut7QBa68Na6wNKqT3lvwRQSrVTSs0v//OLSqmPlVKLgY+VUr8ppZodP5hSan7583sopd5USsUrpfYqpUzln49WSu1TSoUppeorpX5SSq1SSmUopZqUPyddKbVUKbVeKTXcx38fIkRJ4Reh5BegllJqm1JqolKqYwVe0xS4Rmv9f8AXwF0ASqlUIFVrvfL4E7XWBcAa4PhxbwJ+1lo7KdtE/DGtdVugPzCx/DlvAJO01s2B7Av+CoWoACn8ImRorYuAtkBPIBf4QinV4ywvm6G1Li3/85fAHeV/vgv4+hTP/wL4Z/mf7y4/RwxwBfCVUmoN8DZl7z4ArgQ+K//zx+f0BQlxnixGBxDCl7TWbmA+MF8ptR7oDrj430WQ9S8vKf7Da/crpY4oCp2HQgAAAOxJREFUpVpQVtwfOcUpZgAjlVJJlP2SmQtEA/la61ani3WeX44Q50Wu+EXIUEo1Vko1/MNDrYC9wB7KijTA7Wc5zBfAM0C81nrdXz9Z/q5iBWVDODO11m6t9TFgt1LqzvIcSinVsvwliyl7ZwBwz7l/VUKcOyn8IpTEAB8qpTYppdZRNn7/IvAS8IZSaiXgPssxvqasUH95hud8Adxb/v/j7gEeUEqtBTbyv20vnwAeLX/3ITuiCZ+Q6ZxCCBFi5IpfCCFCjBR+IYQIMVL4hRAixEjhF0KIECOFXwghQowUfiGECDFS+IUQIsT8PwCzD7AVkdXAAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# library & dataset\n",
"import seaborn as sns\n",
"# df = sns.load_dataset('iris')\n",
" \n",
"# Make boxplot for one group only\n",
"sns.violinplot(x=\"Survived\", y=\"Age\", hue=\"Sex\", split=True, data=data )\n",
"#sns.plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Braund, Mr. Owen Harris'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"name = data['Name'][0]\n",
"name"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Braund', ' Mr. Owen Harris']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"name.split(',')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"' Mr. Owen Harris'"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"name.split(',')[1]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[' Mr', ' Owen Harris']"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"name.split(',')[1].split('.')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"' Mr'"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"name.split(',')[1].split('.')[0]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"data['title'] = data['Name'].apply(lambda s: s.split(',')[1].split('.')[0])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{' Capt',\n",
" ' Col',\n",
" ' Don',\n",
" ' Dr',\n",
" ' Jonkheer',\n",
" ' Lady',\n",
" ' Major',\n",
" ' Master',\n",
" ' Miss',\n",
" ' Mlle',\n",
" ' Mme',\n",
" ' Mr',\n",
" ' Mrs',\n",
" ' Ms',\n",
" ' Rev',\n",
" ' Sir',\n",
" ' the Countess'}"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set(data['title'])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2528480b90>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(x=\"title\", y=\"Survived\", data=data)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3.7/site-packages/numpy/lib/histograms.py:829: RuntimeWarning: invalid value encountered in greater_equal\n",
" keep = (tmp_a >= first_edge)\n",
"/usr/lib/python3.7/site-packages/numpy/lib/histograms.py:830: RuntimeWarning: invalid value encountered in less_equal\n",
" keep &= (tmp_a <= last_edge)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1260x1260 with 56 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.pairplot(data)\n"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PassengerId</th>\n",
" <th>Survived</th>\n",
" <th>Pclass</th>\n",
" <th>Name</th>\n",
" <th>Sex</th>\n",
" <th>Age</th>\n",
" <th>SibSp</th>\n",
" <th>Parch</th>\n",
" <th>Ticket</th>\n",
" <th>Fare</th>\n",
" <th>Cabin</th>\n",
" <th>Embarked</th>\n",
" <th>title</th>\n",
" <th>_sex</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>Braund, Mr. Owen Harris</td>\n",
" <td>male</td>\n",
" <td>22.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>A/5 21171</td>\n",
" <td>7.2500</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" <td>Mr</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
" <td>female</td>\n",
" <td>38.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>PC 17599</td>\n",
" <td>71.2833</td>\n",
" <td>C85</td>\n",
" <td>C</td>\n",
" <td>Mrs</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>Heikkinen, Miss. Laina</td>\n",
" <td>female</td>\n",
" <td>26.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>STON/O2. 3101282</td>\n",
" <td>7.9250</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" <td>Miss</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
" <td>female</td>\n",
" <td>35.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>113803</td>\n",
" <td>53.1000</td>\n",
" <td>C123</td>\n",
" <td>S</td>\n",
" <td>Mrs</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>Allen, Mr. William Henry</td>\n",
" <td>male</td>\n",
" <td>35.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>373450</td>\n",
" <td>8.0500</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" <td>Mr</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PassengerId Survived Pclass \\\n",
"0 1 0 3 \n",
"1 2 1 1 \n",
"2 3 1 3 \n",
"3 4 1 1 \n",
"4 5 0 3 \n",
"\n",
" Name Sex Age SibSp \\\n",
"0 Braund, Mr. Owen Harris male 22.0 1 \n",
"1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n",
"2 Heikkinen, Miss. Laina female 26.0 0 \n",
"3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n",
"4 Allen, Mr. William Henry male 35.0 0 \n",
"\n",
" Parch Ticket Fare Cabin Embarked title _sex \n",
"0 0 A/5 21171 7.2500 NaN S Mr 1 \n",
"1 0 PC 17599 71.2833 C85 C Mrs 0 \n",
"2 0 STON/O2. 3101282 7.9250 NaN S Miss 0 \n",
"3 0 113803 53.1000 C123 S Mrs 0 \n",
"4 0 373450 8.0500 NaN S Mr 1 "
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s = data['Sex']\n",
"def convert_sex(s):\n",
" if s == 'male':\n",
" return 1\n",
" elif s =='female':\n",
" return 0\n",
" return None\n",
"data['_sex'] = data['Sex'].apply(convert_sex)\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"parplot_compatible_data = data.loc[:, ['Survived', 'Pclass', 'Age', 'Parch', 'SibSp', 'Fare', '_sex']]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f251f210bd0>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1260x1260 with 56 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(parplot_compatible_data, kind=\"reg\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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