P06. Seaborn Visualization Titanic.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn Visualization Titanic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "titan=pd.read_csv('Database/Titanic training.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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",
       "      <th>0</th>\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",
       "      <th>1</th>\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",
       "      <th>2</th>\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",
       "      <th>3</th>\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",
       "      <th>4</th>\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",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>887</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Montvila, Rev. Juozas</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>211536</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>888</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Graham, Miss. Margaret Edith</td>\n",
       "      <td>female</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112053</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>B42</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>889</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnston, Miss. Catherine Helen \"Carrie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>W./C. 6607</td>\n",
       "      <td>23.4500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>890</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111369</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C148</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>891</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Dooley, Mr. Patrick</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>370376</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 12 columns</p>\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",
       "886          887         0       2   \n",
       "887          888         1       1   \n",
       "888          889         0       3   \n",
       "889          890         1       1   \n",
       "890          891         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",
       "886                              Montvila, Rev. Juozas    male  27.0      0   \n",
       "887                       Graham, Miss. Margaret Edith  female  19.0      0   \n",
       "888           Johnston, Miss. Catherine Helen \"Carrie\"  female   NaN      1   \n",
       "889                              Behr, Mr. Karl Howell    male  26.0      0   \n",
       "890                                Dooley, Mr. Patrick    male  32.0      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  \n",
       "..     ...               ...      ...   ...      ...  \n",
       "886      0            211536  13.0000   NaN        S  \n",
       "887      0            112053  30.0000   B42        S  \n",
       "888      2        W./C. 6607  23.4500   NaN        S  \n",
       "889      0            111369  30.0000  C148        C  \n",
       "890      0            370376   7.7500   NaN        Q  \n",
       "\n",
       "[891 rows x 12 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PassengerId      int64\n",
      "Survived         int64\n",
      "Pclass           int64\n",
      "Name            object\n",
      "Sex             object\n",
      "Age            float64\n",
      "SibSp            int64\n",
      "Parch            int64\n",
      "Ticket          object\n",
      "Fare           float64\n",
      "Cabin           object\n",
      "Embarked        object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(titan.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(891, 12)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titan.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## No. of people survived or otherwise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Survived</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>342</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          PassengerId\n",
       "Survived             \n",
       "0                 549\n",
       "1                 342"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titan.groupby('Survived')[['PassengerId']].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here in table PassengerId column shows count of passengers "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visual Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e062ee0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 792x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax=plt.subplots(figsize=(11,5))\n",
    "sns.boxplot(x='Survived',y='Age',data=titan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e0f4670>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.ax=plt.subplots(figsize=(7,3))\n",
    "sns.barplot(x='Sex',y='Survived',data=titan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e158e20>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 792x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.ax=plt.subplots(figsize=(11,5))\n",
    "sns.boxplot(x='Sex',y=\"Age\",hue='Survived',data=titan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gives clarity to the above finding that Males have very less chances for age > 60+"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of female passengers survived is more than male passengers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e269190>"
      ]
     },
     "execution_count": 11,
     "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.barplot(x=\"Pclass\",y='Survived',data=titan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e2b1490>"
      ]
     },
     "execution_count": 12,
     "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.barplot(x='Pclass',y='Survived', hue='Sex',data=titan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e3374c0>"
      ]
     },
     "execution_count": 13,
     "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.barplot(x='SibSp',y='Survived',data=titan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e3a5a90>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZZxfw+u7qoRcB91XVnXMPJEnqT29DQ1V1KMkFwBXAKuDSqrohyfnd9ouB3cCrgH3A3wNv7CvPMoxlCKpH5p+sac4/zdnB/EcsVYcNyUuSGuKdxZLUOItAkhpnEQxZakqMJ7Iklya5K8n1k86yXElOTvK5JDcluSHJWyadaTmSPDXJV5J8rcv/m5POdCSSrEryN0k+Peksy5XktiTXJbkmyZ5J51muJCcm+USSr3f/HfzIWL+/7xEMdFNifAN4BYPLWq8GzquqGycabERJXgw8wOBO7X8y6TzL0d1N/syq+mqS44G9wD+fon/7AMdV1QNJngL8NfCW7m75qZHkl4AtwAlV9ZOTzrMcSW4DtlTVVN4Ql+QjwJVVdUl3leWxVXXvuL6/ZwSPG2VKjCesqvoCcM+kcxyJqrqzqr7avb4fuInBHeZToZsi5YFu8Sndx1T9hZVkA/ATwCWTztKaJCcALwY+BFBVD4+zBMAiGLbQdBcaoySbgOcBX55skuXphlWuAe4C/kdVTVV+4HeBbcCjkw5yhAr4bJK93ZQ00+R7gbuBP+qG5i5Jctw4A1gEjxtpugv1J8l3AJcDv1hVfzfpPMtRVY9U1XMZ3B1/epKpGZ5L8pPAXVW1d9JZjsIZVfV8BjMav6kbKp0Wq4HnAx+squcBDwJjfY/SInic011MUDe2fjnw0ar65KTzHKnulP6vgLMmHGU5zgB+uhtn3wm8LMmfTDbS8lTVHd3nu4BPMRjqnRYzwMzQWeQnGBTD2FgEjxtlSgz1oHuz9UPATVX13knnWa4k65Kc2L1+GvBjwNcnm2p0VfWrVbWhqjYx+L3/y6p63YRjjSzJcd1FBnRDKq8EpubquaqaBfYneVa36uXAWC+U6HP20amy0JQYE441siQfA84E1iaZAd5RVR+abKqRnQH8LHBdN84O8GtVtXuCmZbjmcBHuivPjgE+XlVTdwnmFHsG8KnB3xOsBv60qj4z2UjL9mbgo90fobcw5ul2vHxUkhrn0JAkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAmkBSR7pZrO8PsmfJTn2KI+3aRpnh9WTn0UgLeyhqnpuN5vrw8D5o3xREu/P0VSxCKTRXAl8f5KfSvLlbnKw/5nkGQBJ3plkR5LPApcleUaST3XPKPhakh/tjrMqyR92zy34bHcnsjRRFoG0hO4v/LOB6xg8a+BF3eRgOxnM2PmYFwDnVNVrgPcBn6+q0xjMG/PYXeqbgYuq6tnAvcDPjOenkBbmKay0sKcNTXlxJYP5kJ4F/OfuYTprgFuH9t9VVQ91r18GvB4GM5MC9yX5LuDWqnrsmHuBTf3+CNLSLAJpYQ91U0t/S5LfB95bVbuSnAm8c2jzgyMc8/8NvX4EcGhIE+fQkLQ83wkc6F6/YZH9/gL4d/Cth9ac0Hcw6UhZBNLyvBP4syRXAos9H/ctwEuTXMdgCOjZY8gmHRFnH5WkxnlGIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4/4/QLz8qkq3j8gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"Parch\",y='Survived',data=titan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e444c40>"
      ]
     },
     "execution_count": 15,
     "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": [
    "titan['family']=titan['SibSp']+titan['Parch']\n",
    "titan['accompanied']=titan['family'].apply(lambda x:0 if x==0 else 1)\n",
    "sns.barplot(x='Survived',y='accompanied', data=titan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea7e496ee0>"
      ]
     },
     "execution_count": 16,
     "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": [
    "titan.family=titan.SibSp+titan.Parch\n",
    "titan.accompanied=titan.family.apply(lambda x:0 if x==0 else 1)\n",
    "sns.barplot(x='Survived',y='accompanied',data=titan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Those who are occumpanied by a family member (elder or siblings) had high survival rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lN4JNRLMrABM0B6pbSE+MJStMqn8O5aKZOZTVtlJR1+Z2KMaMCUsAJih8qpTVtjIjJxkJ8/7/Phc7w0Ff329XASYyWQIwQXG8sYO2rl6mR0D3T5+i7GSmZCZaN5CJWJYATFCURVD/fx8R4aLiHNaX1tLV43M7HGOCzhKACYoDNa1kp8SRnhhZJZQvnplDa1cvWw7Zy+JN5LEEYEat16ccrGuNqO6fPufNyCLGI7xh9wFMBAooAYjIChHZKyKlInLvIMtFRB5wlm8XkYXO/Cki8qqIlIjILhH5cr91MkVkrYjsd/6cELzDMuPpWGM7XT0+irLDf/z/QKkJsSyaNoHX91oCMJFnyAQgIl7gQeAKYC5wo4jMHdDsCqDY+dwJPOTM7wG+pqpzgGXA3f3WvRdYp6rFwDpn2oSh8tpWAAqzIi8BAFxYnM3uY03UtnS6HYoxQRXIFcBSoFRVy1S1C3gWWDmgzUrgCfXbAGSISL6qHlPVrQCq2gyUAAX91nnc+f44cM0oj8W45GBdG5nJkdf/3+fCYv9w0LfsLWEmwgSSAAqAw/2mK/ngRzzgNiJSCJwDbHRm5anqMQDnz9xAgzahw6dKeW0rRRF69g8wryCdjKRY/rrfEoCJLIEkgMGe6hn4qqTTthGRFOC3wFdUtSnw8EBE7hSRzSKyuabG+mFDTXVzJ+3dvRRGYP9/H69HuGBGNm/ur7W3hJmIEkgCqASm9JueDBwNtI2IxOL/8f+Vqr7Qr02ViOQ7bfKB6sF2rqqPqOpiVV2ck5MTQLhmPPX1/0fiDeD+LizO5nhTB6XV9pYwEzkCSQCbgGIRKRKROOAGYNWANquAW5zRQMuARlU9Jv6aAL8ASlT1vwdZ51bn+63AiyM+CuOag7WtpCXEMCEpMvv/+ywvzgbgDesGMhFkyASgqj3APcAa/Ddxn1PVXSJyl4jc5TRbDZQBpcDPgC858y8AbgYuFZFtzudKZ9n9wEdFZD/wUWfahBFVpbyulcLsyKn/cyqTJyQxPTuZN+15ABNBAioHraqr8f/I95/3cL/vCtw9yHpvMvj9AVS1DrhsOMGa0FLf2kVzR09Edf+crkR3bloCb5bW8sT6cmK8Hz53CsXy3MYMxZ4ENiNW7pRJjtTx/wMV56bQ3ascqrfy0CYyWAIwI1ZR30pCrIec1Hi3QxkXRdnJeAS7EWwihiUAM2KH6tqYmpkU9u//DVRCrJepmUmWAEzEsARgRqS9q5fq5k6mRUn3T58zclM4eqKd1s4et0MxZtQsAZgRqXD6wadmJrkcyfgqzk1F+eD9x8aEM0sAZkQq6lvxCEyekOh2KOOqYEIiCbEe9ls3kIkAlgDMiByqa2NiegLxMV63QxlXHhFm5KRQWt1iZSFM2LMEYIat16ccbmhjWmZ09f/3Kc5NpbG9mxorD23CnCUAM2zHmzro7lWmZkVX/3+fM3L9bz6z0UAm3FkCMMNWUecvADctym4A98lMjiMrOY59Vc1uh2LMqFgCMMN2qL6N9MRYMpLi3A7FNTMnplJW00p3r8/tUIwZMUsAZtgqnAfAotmsvFR6fEpZTavboRgzYpYAzLA0tndzor076hNAUXYysV6xbiAT1iwBmGHpewBsWpTeAO4T6/UwPTvFEoAJa5YAzLAcqmsl1ivkp0fXA2CDmZmXQl1rF3U2HNSEKUsAZlgq6tuYPCEJryc6CsCdzsy8VAD22lWACVOWAEzAunp8HD3RHvX9/32yUuJtOKgJa5YATMAqT7Th0+gd/z+YWc5w0LYuqw5qwo8lABOwirrorAB6OnPy0+jxKW/ay+JNGLIEYAJWUd9GTko8SfEBvUo6KhRmJZMQ6+Hlkiq3QzFm2CwBmICoqv8NYFE+/HMgr0eYmZfKupJqen1WHdSEF0sAJiA1LZ20d/da//8g5uSnUdfaxbbDDW6HYsywWAIwAXm//9+uAE4yKy+VGI+wdne126EYMyyWAExAKurbSIz1kp0S73YoISch1suy6Vl2H8CEHUsAJiCH6v0F4DxiD4AN5vI5uZRWt3Cw1orDmfBhCcAM6URbFzXNnVFf/+d0PnrmRABe2nnc5UiMCZwlADOkrRX+m5vW/39qBRmJnDM1gz/tOOp2KMYELKAEICIrRGSviJSKyL2DLBcRecBZvl1EFvZb9qiIVIvIzgHr/JuIHBGRbc7nytEfjhkLWw414BGYnGEJ4HSuOiufnUeaKLduIBMmhkwAIuIFHgSuAOYCN4rI3AHNrgCKnc+dwEP9lv0SWHGKzf9QVRc4n9XDjN2Mky2HGshPTyQuxi4YT+fKs/IB+NOOYy5HYkxgAvkXvRQoVdUyVe0CngVWDmizEnhC/TYAGSKSD6CqbwD1wQzajJ/uXh/bDp+w/v8ATMpIZNG0CfxxuyUAEx4CSQAFwOF+05XOvOG2Gcw9TpfRoyIyYbAGInKniGwWkc01NTUBbNIEU8mxJjq6fVb/J0BXnZVPybEmDtS0uB2KMUMKJAEMNu5v4DPvgbQZ6CFgBrAAOAb812CNVPURVV2sqotzcnKGitUE2ZZD/hvA07KSXY4kPLzfDWRXASYMBJIAKoEp/aYnAwOHOgTS5kNUtUpVe1XVB/wMf1eTCTGbyuspyEgkPTHW7VDCwsT0BJYWZvL7bUdQtdpAJrQFkgA2AcUiUiQiccANwKoBbVYBtzijgZYBjap62lOgvnsEjmuBnadqa9yhqrxzsIElhYP2zplTuH7RZMpqWt8fPmtMqBoyAahqD3APsAYoAZ5T1V0icpeI3OU0Ww2UAaX4z+a/1Le+iDwDvA3MEpFKEbnDWfR9EdkhItuBjwBfDdZBmeAor2ujtqWTJUWZbocSVq6cn09irJffbK50OxRjTiugwu7OEM3VA+Y93O+7AnefYt0bTzH/5sDDNG7YdNA/eGtpYSabyu1sNlAp8TFcNT+fP7x3lG9dPZekOHt/gglNNrDbnNI75fVMSIrljNwUt0MJO59ZPIXWrl7+vMNKQ5jQZQnAnNKm8noWF2YiVgBu2JYUTqAwK4nfbDk8dGNjXGIJwAyquqmDQ3VtLC20/v+REBE+vXgKG8rq7ZkAE7IsAZhB9fX5L7YRQCP2mcVTiIvx8NhbB90OxZhBWQIwg9pUXk9irJd5BeluhxK2clLjuWbBJJ7fUklDa5fb4RhzEksAZlDvHKznnKkZxHrtr8ho3LF8Oh3dPp5+p8LtUIw5if3rNidpaO2i5HgT5xZluR1K2Js1MZULi7N5fH05XT0+t8Mx5kMsAZiTbCirQxUuOMMSQDDcsbyI6uZOVr1nL4sxocUSgDnJWwdqSY7zcvaUDLdDiQgXz8xhTn4aD6zbb1cBJqRYAjAnWV9ax9KiTOv/DxIR4Z8+PouK+jZ+vcnuBZjQYf/CzYcca2ynrLaVC87IdjuUiHLJrByWFmbywCultHX1uB2OMYAlADPAW6V1AJw/wxJAMIkI/7RiFjXNnTz2Vrnb4RgDWAIwA6wvrSUzOY7ZE1PdDiXiLC7M5PI5uTz02gGONba7HY4xlgDMB1SV9QfqOG96Fh6P1f8ZC9/6xJn0+Hz8y+922gtjjOssAZj3ldW2crypg/Nt+OeYmZqVxNc/Not1e6r5g7020rjMEoB532t7awC48Ax79/JYuv2CIs6eksG/r9pFXUun2+GYKGYJwLzv5d1VzMxLYWpWktuhRDSvR/j+p+bT3NnDPzz7Lj299myAcYe9qsgA0NjWzTvl9fztRdPdDiUsPb1x+OP7r56fz2+3HuH7a/byzSvnjEFUxpyeXQEYAF7bV02vT7lsTp7boUSNRdMyObcok0feKOPFbUfcDsdEIbsCMACsK6kmOyWOBVb+YVxdNT8fnypf/817pCfGcsmsXLdDMlHErgAM3b0+Xt1bzaWzc/Ha8M9xFePx8PNbl1Ccm8rfPrmFDWV1bodkooglAMOmg/U0d/RwuXX/uCI9MZYn71jKlMwk7vjlJtaX1rodkokS1gVkWFtSRVyMh+XFVv7BDX03kK9fNJnH3jrIzY++w2cXTxnybWw3nTt1PMIzEcyuAEJUV4+P1/fV8NLO46wrqWLX0cYxeXK0u9fHH947xsUzc0iKs/MBN6UlxPLFC6dTkJHIM+9UsPGgdQeZsWX/4kPQgZoWXthaSUNbN16P0Ovz//DPyElm5YICslPig7av1/fWUNvSyWcWTwnaNs3IJcXF8DcXFPHMOxW8uO0orZ29fGRWDiJ2b8YEnyWAELPpYD2/23aErOQ4vnjhdIqyk+n1KZvK61mz6zgPrNvPTUuDd+n/my2HyU6J45JZ9vRvqIiL8fD5ZdN4YWslL5dU0drZw1Xz8/FYEjBBZl1AIaSqqYM/bD/KGbkp/P2lxRRlJwP+J0eXTc/iqx+dSV5aAr96p4K/7q8Z9f5qWzpZV1LNdQsn28tfQozXI3xq0WSWn5HN22V1PLf5MD0+e2LYBFdA/+pFZIWI7BWRUhG5d5DlIiIPOMu3i8jCfsseFZFqEdk5YJ1MEVkrIvudPyeM/nDCV3evj19vOkx8rJdPL5pMXMzJ/2vSEmK5/YJCclLi+eITm9k4yiGDv3/3CD0+5dOLJo9qO2ZseES4Yt5EVpw5ke2VjTz59iF7paQJqiETgIh4gQeBK4C5wI0iMndAsyuAYudzJ/BQv2W/BFYMsul7gXWqWgysc6aj1l92Hed4UwfXLywgNSH2lO2S4mL4m+VFTMpI5M4nt3CwtnVE+1NVntt8mAVTMijOs9r/oUpEuGhmDtedU0BpdQtPbThEt9UOMkESyBXAUqBUVctUtQt4Flg5oM1K4An12wBkiEg+gKq+AdQPst2VwOPO98eBa0ZyAJGgoa2Lt8vqWFKYyayJaUO2T4mP4bHbluARuOPxTTS2dw97n6/tq2FfVQs3LLGbv+FgcWEmn1o4mdKaFp7eWGHdQSYoAkkABcDhftOVzrzhthkoT1WPATh/DvoMvIjcKSKbRWRzTc3o+71D0Rv7ahCES2cHXgZgWlYyD31+ERV1bdzz9NZhVZT0+ZTv/XkPUzOTuG6hdf+Ei4XTJnDNggL2VjXzm82V+Hz2QhkzOoEkgMGGHgz8mxdImxFR1UdUdbGqLs7JibyRKk0d3Ww51MA5UzNITzx1189glk3P4r5r5/HX/bV8908lAa/34ntH2HO8ma9/fNag9xpM6FpalMmKMyey40gjP3x5n9vhmDAXyDDQSqB/P8Fk4OgI2gxUJSL5qnrM6S6qDiCWiPPW/lp6fcrFM0eW3D67ZCr7qlr4xZsHKc5L4XPnTjtt+86eXn6wZh/zCtL4xFn5I9qncdeFxdnUtnTyP6+UUpiVzKfsJr4ZoUBO/zYBxSJSJCJxwA3AqgFtVgG3OKOBlgGNfd07p7EKuNX5fivw4jDijghtXT1sPFjP/MnpZI3i4a5vXjmHS2bl8O0Xd7GupOq0bX/08n6OnGjnn1fMtvf+hikRYeWCAs6fkcW9L2znvcMn3A7JhKkhE4Cq9gD3AGuAEuA5Vd0lIneJyF1Os9VAGVAK/Az4Ut/6IvIM8DYwS0QqReQOZ9H9wEdFZD/wUWc6qrxbcYKuXh8XjfDsv4/XIzxw4znMyU/jzie38Mw7g7+c5JE3DvDQawe4YckULiyOvO60aOL1CD/93EJyUxO4++mtNLYNfyCAMQE9Cayqq/H/yPef93C/7wrcfYp1bzzF/DrgsoAjjUBbKxooyEgkPz1x1NtKS4jl2TuXcffTW/nGCzvYdbSR284v5IzcVOpaOnl202H+c81erpqfz33XnhWE6I3bMpLi+J+bzuEzD7/N159/j0duXmQlI8ywWCkIl+w62sixxg6uPntS0LaZHB/Dz29ZzH/8cTe/2ljBUxsqmJKZSGVDO6pw+ZxcfviZBVbzP4IsnDqBe6+YzXf/VMIv15dz+wVFbodkwoglAJf8ZnMlXo9w9uTTl/wdrhivh/9YOY+/v7SYF7cdYf2BOq5fOIVLZ+dy5qQ06/ePQHcsL2L9gTru//MeLizO4YzcFLdDMmHCxgC6oKvHx4vbjjA3P23MSjDnpMbzhQun8+htS/jy5cWcNTndfvwjlIhw/3VnkRjn5WvPbRvWMyEmulkCcMEre6poaOtm4dSoLq5Aq9YAABJcSURBVH9kgig3LYH7rjmL9yobefDVA26HY8KEJQAXvLD1CLmp8RTn2aW6CZ6r5ufzybMn8ZNX97OvqtntcEwYsAQwzlo6e3htXw1XnmX13U3wffvquSTHx/CNF3ZYqQgzJEsA4+zVPdV09fi40p7CNWMgKyWef7lqLlsONfCrUzwPYkwfSwDjbPWOY+SkxrNomvX/m7HxqYUFLD8jm+/9eQ/HGzvcDseEMEsA46itq4dX91az4syJNhbfjBkR4b5r59Hd6+Pbq3YOvYKJWpYAxtFre2vo6LbuHzP2pmUl85XLZ7JmVxUv7TzudjgmRFkCGEerdxwjKzmOpUWZbodiosAXLixiTn4a3161k6YOqxVkTmZPAo+Tju5eXtlTzcoFBa52/zy90W4MRotYr4f7rzuLa3/6Ft9/aQ/fvcZqQJkPsyuAcbL+QC1tXb2smDfR7VBMFDl7Sga3nV/EUxsq2Fw+2JtZTTSzBDBO1u6uIiU+hmXTrfvHjK+vfWwmBRmJ3PvCDjp7et0Ox4QQSwDjwOdTXi6p5uKZOcTHeN0Ox0SZ5PgYvnvNPEqrW3j4tTK3wzEhxO4BjIP3Kk9Q09zJR+fmuR2KiSDDvZ8zf3I6D7yyn6vmT+SM3NQxisqEE7sCGAdrd1fh9QiXzLK3cBn3XHVWPnFej5WJMO+zBDAOXi6pYmlhJhlJcW6HYqJYakIsV541kU3lDTyzyUaDGUsAY+5QXSv7qlqs+8eEhIVTJ3De9CzuX72HqiYrExHtLAGMsbW7qwAsAZiQICL8f9edRVevj2++sAP/67xNtLIEMMbW7q5i9sRUpmQmuR2KMQAUZSfzTytms25PNc9vqXQ7HOMiSwBjqKG1i03l9Xb2b0LO7ecXcm5RJv/xh90cOdHudjjGJZYAxtAre6rxKVw+xxKACS0ej/Cf159Nryr/+Jv3bFRQlLIEMIZeLqkiLy2eswrS3Q7FmJNMzUriW5+Yy/oDdTzyV3tALBpZAhgjHd29vL6vhsvn5OGx2v8mRH12yRSumDeRH6zZy3uHT7gdjhlnlgDGyNsH6mjr6uVy6/83IUxEuP+6+eSmxvMPz75Ls5WNjioBJQARWSEie0WkVETuHWS5iMgDzvLtIrJwqHVF5N9E5IiIbHM+VwbnkELD2pIqkuO8nD8jy+1QjDmt9KRYfnTDOVQ2tPN1ux8QVYZMACLiBR4ErgDmAjeKyNwBza4Aip3PncBDAa77Q1Vd4HxWj/ZgQoXPp6zdXcXFs6z4mwkPS4sy+cYVs1mzq4qHXj/gdjhmnARyBbAUKFXVMlXtAp4FVg5osxJ4Qv02ABkikh/guhFna0UDNc2dfPxMq/1vwscdy4tYuWASP/jLXl7bW+12OGYcBJIACoDD/aYrnXmBtBlq3XucLqNHRWTCYDsXkTtFZLOIbK6pqQkgXPf9eedx4rweLp2d63YoxgSs737A7Ilp/MMz73KortXtkMwYC6Qc9GBDWAZ2Ep6qzenWfQj4jjP9HeC/gL85qbHqI8AjAIsXLw75zklV5aWdx1lenE1qQuyY7cde7WhGaqi/O1edlc+Dr5by2f/dwF0XzyAu5oPzxJvOnTrW4ZlxFMgVQCUwpd/0ZOBogG1Oua6qVqlqr6r6gJ/h7y4KezuONHLkRLu9+tGErczkOG5YMoWqpg5eeLfS6gVFsEASwCagWESKRCQOuAFYNaDNKuAWZzTQMqBRVY+dbl3nHkGfa4GdozyWkPDSzuN4PcJH7elfE8aK81L52JkT2V7ZyLo9dj8gUg3ZBaSqPSJyD7AG8AKPquouEbnLWf4wsBq4EigF2oDbT7eus+nvi8gC/F1A5cDfBvPA3NDX/XPe9CwmJFvtfxPeLirOpralk1f2VDMhKZZF0+x91pEmoFdCOkM0Vw+Y93C/7wrcHei6zvybhxVpGNhb1UxZbSu3Ly9yOxRjRk1EuGZBAY3t3fzu3SOkJ9pJTaSxJ4GD6MVtR/F6hBU2/NNECK9HuGnpVHJTE/jVxkPsOd7kdkgmiCwBBInPp7z47hEuLM4mJzXe7XCMCZqEWC+3nDeN+BgPtz+2yd4kFkEsAQTJpvJ6jjZ2cO05Ax+RMCb8ZSTFcct5hTS1d3PbY5tosppBEcESQJD8ftsRkuK89vIXE7EmZSTy088vYn9VM3c9uYXOnl63QzKjZAkgCDp7evnT9mN8/MyJJMUFdF/dmLB08cwcvn/9fNYfqOP/PGeF48Kd/VoFwat7amjq6OEa6/4xUeC6hZOpae7k//15Dzkp8Xz76rmI2DsvwpElgCB4fsthslPiucBKP5socedF06lq6uTRtw6Sl5bA310yw+2QzAhYAhilyoY2XtlTzd9dMoMYr/WomeggIvzLVXOobenkey/tISc1nusXTXY7LDNMlgBG6Zl3/IW1bjp3msuRGDO+PB7hB58+m/rWLv75t9vJSonjI7OsAm44sVPWUejs6eXXmw5z2Zw8CjIS3Q7HmHEXF+Phoc8vZPbEVL701FberWhwOyQzDHYFMAov7TxObUsXNy+zs38THU5VSvqTZ0/if98o43M/38hdF80ge8DDkFZGOjTZFcAoPPn2IQqzklh+RrbboRjjqtSEWG4/vxABHlt/0B4UCxOWAEZoc3k9mw81cPN5hXg8NgTOmKyUeG49v5DWzl4eX19OR7c9KBbqLAGM0I9e3k92Shw3Lp0ydGNjosTkCUl87typVDd18vj6cntaOMRZAhiBTeX1vFlay10Xz7Anf40ZoDgvlc8umcLhhjaefPsQ3b0+t0Myp2AJYAR+uHYf2SnxfM6GfhozqHkF6Vy/aAoHa1t5asMhuxIIUZYAhmlDWR3rD9Rx18XTSYzzuh2OMSFrwZQMrj2ngP3VLdz9q3ftSiAEWQIYhs6eXv719zspyEi0s39jArC4MJOrz57EyyVVfOXZbfRYEggp1oE9DP/7ehn7q1t47LYldvZvTIDOm57F/IJ07ltdQmePj5/cdA4JsfbvJxTYFUCASqtb+MkrpXxifj4fmW2PuxszHF+8aDr/sfJMXi6p4tZH36HZnhMICZYAAtDZ08s/Pv8eCbEevn31mW6HY0xYuuW8Qn58wwK2HGrg+ofe5nB9m9shRT1LAENQVf7v73bybsUJ/t918+19v8aMwsoFBTx2+xKONbaz8sG32FBW53ZIUc0SwBAeeaOM57dU8uXLirlqfr7b4RgT9i4szuH3d19ARmIsn/v5Rn788n67OewSSwCn8cTb5dz/0h6ump/Ply8rdjscYyLG9JwUfn/PBXxifj4/fHkfn31kAwdqWtwOK+pYAhiEz6fc96fdfOvFXVw2O4//+vTZVu/HmCBLS4jlxzecw49vWMC+qmY+/sM3uO9Pu62Q3DiyYaADHKxt5V9/v5M3S2u59bxpfOvqM/Haj78xY2blggLOn5HND9bs5edvHuS5zZV8ftlUbju/aFT33E5Vunoo0VS62hKAo7q5g8fXl/Ozvx4k3uvhvmvncdPSqfaya2PGQU5qPN+7fj43nzeNn7xSyk9fO8DP3jjIRTOzufrsSVwyM5f0pNgx2XePz0d7Vy/tXb109yq7jzYR6xVivB5iPEJyfAzpibEReSIYUAIQkRXAjwEv8HNVvX/AcnGWXwm0Abep6tbTrSsimcCvgUKgHPiMqo7r64QaWrtYf6CO1TuPsWbncXp8yifPnsS/XDWH3LSE8QzFGIO/htDDNy+irKaFX22s4E/bj/FySTUAs/JSOWdqBkXZyUzLSiY7JY70xFjiYjz0+JRen9LTq/T4fLR09LDzSCPtXb20dffS3tVDe3cvbc4P/fvfu3vp6vnwDegHXys9KS4RSE+MJTMpjgnJcWSnxJGXlkBeWgI5qfHO93hyUxOYkBQbNieOoqqnbyDiBfYBHwUqgU3Ajaq6u1+bK4G/x58AzgV+rKrnnm5dEfk+UK+q94vIvcAEVf3n08WyePFi3bx587AP8mBtK6XVLVQ3d1DV2MGBmlb2VTVTWtOCKmQkxXL9wsl8btk0irKTh739kRrpJaox4Wak3So+n7K1ooG3D9Sx6VADO480Ut/aNezteD1CUqyXxDj/x/89hsRYD4lxMSQ58+O8Hi44I4tuJ5F09yqtnT00tHXT0NpFQ1sX9a1d1LZ0UtXUSWP7yfcr4rweclLjyU2LJy81gdy0eDISY0lJiCElPpbkeC+pzveU+BjiYz14RPCK4PHg/+4RPCIoSnev0t3jIzctfsTVh0Vki6ouHjg/kK0tBUpVtczZ0LPASmB3vzYrgSfUn002iEiGiOTjP7s/1borgUuc9R8HXgNOmwBG6hdvlvHUBv+PrQhMy0zijNxUrj57EsuLs5lfkE6M1+6HGxNqPB5hcWEmiwsz35/X2N5NRV0b9W1dnGjroqdXifH6fzRjPB68HiElPob1B2pJioshMdZLrFcCPitfMS/w4d4d3b3UNHdS1dRBVVOn/ySzqZPqpg6qmzs5UNPC+gO1NHf2MMS59pB+efsSLpkV3CoEgSSAAuBwv+lK/Gf5Q7UpGGLdPFU9BqCqx0Rk0CMTkTuBO53JFhHZG0DMp1UOvD7ajYxeNlDrdhDjwI4zsozoOD83BoGMlc+F6P/Lj3xvVKsPWr0ykAQwWNocmMtO1SaQdU9LVR8BHhnOOuFARDYPdkkWaew4I0s0HGc0HGOfQPo9KoH+7z2cDBwNsM3p1q1yuolw/qwOPGxjjDGjFUgC2AQUi0iRiMQBNwCrBrRZBdwifsuARqd753TrrgJudb7fCrw4ymMxxhgzDEN2Aalqj4jcA6zBP5TzUVXdJSJ3OcsfBlbjHwFUin8Y6O2nW9fZ9P3AcyJyB1ABfDqoRxb6Iq5b6xTsOCNLNBxnNBwjEMAwUGOMMZHJxj4aY0yUsgRgjDFRyhKAC0RkhYjsFZFS5ynosCciU0TkVREpEZFdIvJlZ36miKwVkf3OnxPcjjUYRMQrIu+KyB+d6Yg7TueBzudFZI/z//W8CD3Orzp/Z3eKyDMikhCJxzkYSwDjzCmP8SBwBTAXuFFE5robVVD0AF9T1TnAMuBu57juBdapajGwzpmOBF8GSvpNR+Jx/hh4SVVnA2fjP96IOk4RKQD+AVisqvPwD1a5gQg7zlOxBDD+3i+toapdQF95jLCmqsf6CgCqajP+H4sC/Mf2uNPsceAadyIMHhGZDFwF/Lzf7Ig6ThFJAy4CfgGgql2qeoIIO05HDJAoIjFAEv5nlSLxOE9iCWD8napsRsQQkULgHGAjA0p+AMEtZuKOHwH/BPQvIxlpxzkdqAEec7q6fi4iyUTYcarqEeAH+IeiH8P/DNNfiLDjPBVLAONv1OUxQpmIpAC/Bb6iqk1uxxNsIvIJoFpVt7gdyxiLARYCD6nqOUArEdgN4vTtrwSKgElAsoh83t2oxo8lgPEXSGmNsCQisfh//H+lqi84syOt5McFwCdFpBx/992lIvIUkXeclUClqm50pp/HnxAi7TgvBw6qao2qdgMvAOcTecc5KEsA4y+Q0hphx3kp0C+AElX9736LIqrkh6p+Q1Unq2oh/v93r6jq54m84zwOHBaRWc6sy/CXcY+o48Tf9bNMRJKcv8OX4b9/FWnHOSh7EtgFzgt0fsQH5THuczmkUROR5cBfgR180Df+Tfz3AZ4DpuKU/FDVeleCDDIRuQT4uqp+QkSyiLDjFJEF+G90xwFl+Eu8eIi84/x34LP4R7K9C3wBSCHCjnMwlgCMMSZKWReQMcZEKUsAxhgTpSwBGGNMlLIEYIwxUcoSgDHGRClLAMYESESuFREVkdlux2JMMFgCMCZwNwJv4n8AzJiwZwnAmAA4NY4uAO7ASQAi4hGRnzq15P8oIqtF5Hpn2SIReV1EtojImr6yAsaEEksAxgTmGvy18fcB9SKyELgOKATOwv/06Hnwfk2k/wGuV9VFwKNA2D/tbSJPjNsBGBMmbsRfvgP8ReBuBGKB36iqDzguIq86y2cB84C1/vIyePGXGjYmpFgCMGYITp2fS4F5IqL4f9AV+N2pVgF2qep54xSiMSNiXUDGDO164AlVnaaqhao6BTgI1AKfcu4F5AGXOO33Ajki8n6XkIic6UbgxpyOJQBjhnYjJ5/t/xb/C0QqgZ3A/+KvfNrovOrzeuB7IvIesA1/jXljQopVAzVmFEQkRVVbnG6id4ALnFr6xoQ8uwdgzOj8UUQy8NfM/479+JtwYlcAxhgTpewegDHGRClLAMYYE6UsARhjTJSyBGCMMVHKEoAxxkSp/x/LVwH5TQMahgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "survived=titan.loc[titan.Survived==1,'Age'].dropna()\n",
    "sns.distplot(survived)\n",
    "plt.title('Survived');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Passengers aged between 18-38 had high survival rate compared to others"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "not_survived=titan.loc[titan.Survived==0,'Age'].dropna()\n",
    "sns.distplot(not_survived)\n",
    "plt.title('Not Survived');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Infants had high survival rate and elderly passengers above 65+ were less likely to survive as plot is positively skewed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1ea7e3646a0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1620x1620 with 90 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(titan.dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ea01a05280>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SyAEAYCBzyDmuzGUGAHgoI+QAADCQQA4AAAMJ5AAAMJBADgAAA7moc5s6nhc/uknG/+C9eKjt/n64+RMAO4ERcgAAGEggBwCAgQRyAAAYyBzyHWa7z/ld1E59XYvYie/FTnxNu8Fm/ruZyw9bx7/NE48RcgAAGEggBwCAgQRyAAAYSCAHAICBNnVRZ1XtS/L6JCcleVN3X7aUqjbIzUEAdg8XAQPH2my/MDoXLjxCXlUnJXljkuckOTvJC6rq7GUVBgAAu8Fmpqw8LclHuvuj3f1vSX4zyYXLKQsAAHaHzQTyxyf56xXr901tAADAnKq7F9ux6uIkz+7ul03rL07ytO7+/mO2259k/7T6pCR/vsDpviTJAwsVuvXUthi1LWa71rZd60p2dm0PdPe+eTbUFw+ltsWobTFqW8xmapu7L17LZgL51yd5bXc/e1p/VZJ0909vpqA1znVLd+9d9nGXQW2LUdtitmtt27WuRG3LtJ3rVdti1LYYtS1GbWvbzJSVDyY5q6q+rKoemeT5Sa5dTlkAALA7LPyzh939mar6viTvyexnD9/S3XctrTIAANgFNvU75N39riTvWlItD+fy43CORaltMWpbzHatbbvWlahtmbZzvWpbjNoWo7bFqG0NC88hBwAANm8zc8gBAIBNEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIGcNVXVZ6vqtqr6s6r6rar6vIfZ9rVV9UPHs7416nhhVd0x/f1xVT1lje2uqKpnrtJ+alVdV1W3V9WHqupdS6ztTVV19hKO89KqesMSjvPUqrqzqj5SVb9QVbXZYwLLpy/e8X3xT1XVX1fVpzZ7LE5cAjkP59PdfW53n5Pk35K8fHRBc/j/kvxv3f3VSf5bkss3uP9PJLm+u5/S3WcnObCRnavqpLWe6+6XdfeHNljPVvqlJPuTnDX97RtbDrAGffHO7ot/J8nTRhfBWAI58/rDJF+RJFX1kmnU4/aq+tVjN6yq766qD07Pv/3B0Zyqunga4bm9qt43tX1VVd08jf7cUVVnbabI7v7j7v77afUDSU7f4CFOS3LfiuPdMdX5zKq6bsVrfENVvXRavreqXlNV70/yw1V184rtzqyqB49xQ1Xtrarvrar/vmKbl1bVL07LL1rxfvzygx8qVfVdVfUXVfUHSZ6xwdf0X1TVaUm+sLtv7O5O8itJLtrscYEtpy/eQX3x9No+0N2Hl3EsTlwCOeuqqpOTPCfJnVX1VUleneRZ3f2UJK9cZZeru/trp+fvTnLp1P6aJM+e2r99ant5ktd397lJ9mZFB7zi/FdOneKxfy9Zp/RLk/zuBl/uG5O8uareW1WvrqovnXO/f+nub+zun07yyKr68qn9eUmuOmbbtyX5jhXrz0tyZVU9eVp+xvR+fDbJC6fw/LrMOv/zk6z6VWtVffMa79Mfr7L54/PQ9/q+qQ3YpvTFcznR+mJIkpw8ugC2tUdX1W3T8h8meXOS70nytu5+IEm6+xOr7HdOVf1kksck+fwk75na/yjJFVV1VZKrp7Ybk7y6qk7P7MPjnmMP1t3P22jhVfXNmX0IfONG9uvu90wd+L7MPvhurapz5tj1yhXLVyV5bpLLMuvUH1J/dx+tqo9W1dOT3JPkSZm9N69I8tQkH6zZdO5HJzmS5OuS3NDdR6fXdmWSr1yl9vcmOXfOl7rafPGec1/g+NIX79y+GJII5Dy8T0+jA/+pZr3TesHtiiQXdfft01eJz0yS7n55VX1dkguS3FZV53b3W6vqpqntPVX1su7+/WPOeWVmHeWxfra7f+XYxqr66iRvSvKc7v74HK/zIaYPtrcmeev01eg3Jbk/D/1G6VHH7PZPK5avTPJbVXX17HD/9YNt2ua5ST6c5B3d3dN7e7C7X3XM67koc4Tl6YPv51Z56p+7+xuOabsvD/0K+fQkf7veOYAh9MU7ty+GJAI5G3coyTuq6ue6++NVdcoqIzNfkORwVT0iyQuT/E2SVNUTu/umJDdV1bcleUJVfVGSj3b3L0yjIV+d5CEfAhsZlamqMzIb8Xlxd//FRl9cVT0ryQe6+5+r6guSPDHJx5L8XZKzq+pzM/sAOC/J+1c7Rnf/ZVV9NsmP56GjNStdndnXzX+V5EemtkNJrpne2yNVdUpm7+VNSV5fVV+c5JNJLk5y+yrnnXtUprsPV9U/TiNDNyV5SZJfnGdfYFvQF++AvhgeJJCzId19V1X9VJI/mDq6W5O89JjNfjyzjuuvktyZWUeWJD9TswuFKrMO7/bMrpx/UVX9e2Yd7U9sssTXJPniJP/v9FXjZ7p77wb2f2qSN1TVZzIbhXlTd38wSaavd+/I7KvNW9c5zpVJfibJl632ZHf/fVV9KMnZ3X3z1PahqvqxJL9XVZ+T5N+TvKK7P1BVr83sK+XDSf40yZq/ILAB35vZCNqjM5vfudE5nsAg+uKd0xfX7MLS70zyeVV1X2av9bWbPS4nlpr9wALsLlV1RZIruvuGwaUA7Fr6YpjxKysAADCQQM5u9dtJ7h1dBMAupy+GmLICAABDGSEHAICBjuuvrOzbt6/f/e53H89TAuxkq93gaV36YoClWqgvXum4jpA/8MADx/N0AKxCXwywvZiyAgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAPNHcir6qSqurWqrpvWT6mq66vqnunxsVtXJgAA7EwbGSF/ZZK7V6wfSHKou89KcmhaBwAANmCuQF5Vpye5IMmbVjRfmOTgtHwwyUXLLQ0AAHa+eUfIfz7JDyf5jxVtp3b34SSZHh+35NoAAGDHWzeQV9W3JjnS3X+yyAmqan9V3VJVtxw9enSRQwCwSfpigO1rnhHyZyT59qq6N8lvJnlWVf1akvur6rQkmR6PrLZzd1/e3Xu7e++ePXuWVDYAG6EvBti+1g3k3f2q7j69u89M8vwkv9/dL0pybZJLps0uSXLNllUJAAA71GZ+h/yyJOdX1T1Jzp/WAQCADTh5Ixt39w1JbpiWP57kvOWXBAAAu4c7dQIAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAy0biCvqkdV1c1VdXtV3VVVr5vaT6mq66vqnunxsVtfLgAA7CzzjJD/a5JndfdTkpybZF9VPT3JgSSHuvusJIemdQAAYAPWDeQ986lp9RHTXye5MMnBqf1gkou2pEIAANjB5ppDXlUnVdVtSY4kub67b0pyancfTpLp8XFbVyYAAOxMcwXy7v5sd5+b5PQkT6uqc+Y9QVXtr6pbquqWo0ePLlonAJugLwbYvjb0Kyvd/Q9JbkiyL8n9VXVakkyPR9bY5/Lu3tvde/fs2bPJcgFYhL4YYPua51dW9lTVY6blRyf5liQfTnJtkkumzS5Jcs1WFQkAADvVyXNsc1qSg1V1UmYB/qruvq6qbkxyVVVdmuRjSS7ewjoBAGBHWjeQd/cdSb5mlfaPJzlvK4oCAIDdwp06AQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABlo3kFfVE6rqvVV1d1XdVVWvnNpPqarrq+qe6fGxW18uAADsLPOMkH8myQ9295OTPD3JK6rq7CQHkhzq7rOSHJrWAQCADVg3kHf34e7+02n5H5PcneTxSS5McnDa7GCSi7aqSAAA2Kk2NIe8qs5M8jVJbkpyancfTmahPcnj1thnf1XdUlW3HD16dHPVArAQfTHA9jV3IK+qz0/y9iQ/0N2fnHe/7r68u/d29949e/YsUiMAm6QvBti+5grkVfWIzML4r3f31VPz/VV12vT8aUmObE2JAACwc83zKyuV5M1J7u7un13x1LVJLpmWL0lyzfLLAwCAne3kObZ5RpIXJ7mzqm6b2n40yWVJrqqqS5N8LMnFW1MiAADsXOsG8u5+f5Ja4+nzllsOAADsLu7UCQAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAOdvN4GVfWWJN+a5Eh3nzO1nZLkyiRnJrk3yXO7+++3rky2szMPvHPube+97IItrAQA4MQzzwj5FUn2HdN2IMmh7j4ryaFpHQAA2KB1A3l3vy/JJ45pvjDJwWn5YJKLllwXAADsCovOIT+1uw8nyfT4uOWVBAAAu8e6c8g3q6r2J9mfJGecccZWn451jJ7vPe/5zTWH5Vp2X7yRviTxb/pE4r8tHH+LjpDfX1WnJcn0eGStDbv78u7e29179+zZs+DpANgMfTHA9rVoIL82ySXT8iVJrllOOQAAsLusG8ir6jeS3JjkSVV1X1VdmuSyJOdX1T1Jzp/WAQCADVp3Dnl3v2CNp85bci0AALDrbPlFnQDA2lxECSw6hxwAAFgCgRwAAAYSyAEAYCBzyDnhudkQwNo2OkcdOP6MkAMAwEACOQAADCSQAwDAQAI5AAAM5KJO1jTyQiAXIQHbxXa7cY/+EXYeI+QAADCQQA4AAAMJ5AAAMJA55NuYeYIAADufEXIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIHcGIhdYyM3Wrr3sgu2sBLYfTZ6ozP/Bk8cW/3f1v877AZGyAEAYCCBHAAABhLIAQBgIIEcAAAGclEnbMJGLzaax1ZckHSi1AkPOpEvwt6Kf287yYn+/rjIlK1ghBwAAAYSyAEAYCCBHAAABjKHHFYxco7jiT6/ErY7/8Z2tu02x3u71cP2ZIQcAAAGEsgBAGAggRwAAAYyhxxYyFb8TrTfSweOtxP9moIT+Tf7+R82NUJeVfuq6s+r6iNVdWBZRQEAwG6xcCCvqpOSvDHJc5KcneQFVXX2sgoDAIDdYDMj5E9L8pHu/mh3/1uS30xy4XLKAgCA3WEzgfzxSf56xfp9UxsAADCn6u7Fdqy6OMmzu/tl0/qLkzytu7//mO32J9k/rT4pyZ8vcLovSfLAQoVuPbUtRm2L2a61bde6kp1d2wPdvW+eDfXFQ6ltMWpbjNoWs5na5u6L17KZQP71SV7b3c+e1l+VJN3905spaI1z3dLde5d93GVQ22LUtpjtWtt2rStR2zJt53rVthi1LUZti1Hb2jYzZeWDSc6qqi+rqkcmeX6Sa5dTFgAA7A4L/w55d3+mqr4vyXuSnJTkLd1919IqAwCAXWBTNwbq7ncledeSank4lx+HcyxKbYtR22K2a23bta5Ebcu0netV22LUthi1LUZta1h4DjkAALB5m7pTJwAAsDkCOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjlrqqrPVtVtVfVnVfVbVfV5D7Pta6vqh/hmlqwAABYtSURBVI5nfWvUcWFV3THVfUtVfeMa211RVc9cpf3Uqrquqm6vqg9V1buWWNubqursJRznpVX1hiUc56lVdWdVfaSqfqGqarPHBJZPX7zj++Kfqqq/rqpPbfZYnLgEch7Op7v73O4+J8m/JXn56ILmcCjJU7r73CT/Z5I3bXD/n0hyfXc/pbvPTnJgIztX1UlrPdfdL+vuD22wnq30S0n2Jzlr+ts3thxgDfrind0X/06Sp40ugrEEcub1h0m+Ikmq6iXTyMftVfWrx25YVd9dVR+cnn/7g6M5VXXxNMJze1W9b2r7qqq6eRpFuaOqztpMkd39qe7uafV/StIPt/0qTkty34rj3THV+cyqum7Fa3xDVb10Wr63ql5TVe9P8sNVdfOK7c6sqgePcUNV7a2q762q/75im5dW1S9Oyy9a8X788oMfKlX1XVX1F1X1B0mescHX9F9U1WlJvrC7b5zer19JctFmjwtsOX3xDuqLp9f2ge4+vIxjceISyFlXVZ2c5DlJ7qyqr0ry6iTP6u6nJHnlKrtc3d1fOz1/d5JLp/bXJHn21P7tU9vLk7x+GkXZmxUd8IrzXzl1isf+vWSNev/3qvpwkndmNjKzEW9M8uaqem9VvbqqvnTO/f6lu7+xu386ySOr6sun9uclueqYbd+W5DtWrD8vyZVV9eRp+RnT+/HZJC+cwvPrMuv8z0+y6letVfXNa7xPf7zK5o/PQ9/r+6Y2YJvSF8/lROuLIUly8ugC2NYeXVW3Tct/mOTNSb4nydu6+4Ek6e5PrLLfOVX1k0kek+Tzk7xnav+jJFdU1VVJrp7abkzy6qo6PbMPj3uOPVh3P28jRXf3O5K8o6q+Kcl/S/ItG9j3PVMHvi+zD75bq+qcOXa9csXyVUmem+SyzDr1h9Tf3Uer6qNV9fQk9yR5UmbvzSuSPDXJB2s2nfvRSY4k+bokN3T30WT2oZjkK1ep/b1Jzp3zpa42X3yjI1jA8aEv3rl9MSQRyHl4n55GB/5TzXqn9YLbFUku6u7bp68Sn5kk3f3yqvq6JBckua2qzu3ut1bVTVPbe6rqZd39+8ec88rMOspj/Wx3/8paRXT3+6rqiVX1JQ9+aM1j+mB7a5K3Tl+NflOS+/PQb5Qedcxu/7Ri+cokv1VVV88O918/2KZtnpvkw0ne0d09vbcHu/tVKzesqosyR1iuqm9O8nOrPPXP3f0Nx7Tdl+T0FeunJ/nb9c4BDKEv3rl9MSQRyNm4Q5mNePxcd3+8qk5ZZWTmC5IcrqpHJHlhkr9Jkqp6YnfflOSmqvq2JE+oqi9K8tHu/oVpNOSrkzzkQ2AjozJV9RVJ/nLqVP/XJI9M8vEN7P+sJB/o7n+uqi9I8sQkH0vyd0nOrqrPzewD4Lwk71/tGN39l1X12SQ/noeO1qx0dWZfN/9Vkh+Z2g4luWZ6b49U1SmZvZc3JXl9VX1xkk8muTjJ7aucd+5Rme4+XFX/OI0M3ZTkJUl+cZ59gW1BX7wD+mJ4kEDOhnT3XVX1U0n+YOrobk3y0mM2+/HMOq6/SnJnZh1ZkvxMzS4Uqsw6vNszu3L+RVX175l1tD+xyRL/jyQvmY736STPW3Fh0TyemuQNVfWZzEZh3tTdH0yS6evdOzL7avPWdY5zZZKfSfJlqz3Z3X9fVR9KcnZ33zy1faiqfizJ71XV5yT59ySv6O4PVNVrM/tK+XCSP02y5i8IbMD3ZjaC9ugkvzv9AScAffHO6YtrdmHpdyb5vKq6L7PX+trNHpcTS23s3wfsDFV1RZIruvuGwaUA7Fr6YpjxKysAADCQQM5u9dtJ7h1dBMAupy+GmLICAABDGSEHAICBBHIAABjouP7s4b59+/rd73738TwlwE622h1X16UvBliqhfrilY7rCPkDD8x9gy4Atoi+GGB7MWUFAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGOq43BmLrnXngnQvtd+9lFyy5EgAA5mGEHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGmjuQV9VJVXVrVV03rZ9SVddX1T3T42O3rkwAANiZNjJC/sokd69YP5DkUHefleTQtA4AAGzAXIG8qk5PckGSN61ovjDJwWn5YJKLllsaAADsfPOOkP98kh9O8h8r2k7t7sNJMj0+bsm1AQDAjrduIK+qb01ypLv/ZJETVNX+qrqlqm45evToIocAYJP0xQDb1zwj5M9I8u1VdW+S30zyrKr6tST3V9VpSTI9Hllt5+6+vLv3dvfePXv2LKlsADZCXwywfa0byLv7Vd19enefmeT5SX6/u1+U5Nokl0ybXZLkmi2rEgAAdqjN/A75ZUnOr6p7kpw/rQMAABtw8kY27u4bktwwLX88yXnLL4kkOfPAO0eXAADAceBOnQAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMJBADgAAAwnkAAAwkEAOAAADCeQAADCQQA4AAAMJ5AAAMNDJowtgezjzwDsX2u/eyy5YciUAALuLEXIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAY6OTRBXBiO/PAOxfa797LLlhyJQAAJyYj5AAAMJBADgAAAwnkAAAwkEAOAAADrRvIq+pRVXVzVd1eVXdV1eum9lOq6vqqumd6fOzWlwsAADvLPCPk/5rkWd39lCTnJtlXVU9PciDJoe4+K8mhaR0AANiAdQN5z3xqWn3E9NdJLkxycGo/mOSiLakQAAB2sLnmkFfVSVV1W5IjSa7v7puSnNrdh5Nkenzc1pUJAAA701yBvLs/293nJjk9ydOq6px5T1BV+6vqlqq65ejRo4vWCcAm6IsBtq8N/cpKd/9DkhuS7Etyf1WdliTT45E19rm8u/d29949e/ZsslwAFqEvBti+5vmVlT1V9Zhp+dFJviXJh5Ncm+SSabNLklyzVUUCAMBOdfIc25yW5GBVnZRZgL+qu6+rqhuTXFVVlyb5WJKLt7BOAADYkdYN5N19R5KvWaX940nO24qiAABgt3CnTgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABhIIAcAgIEEcgAAGEggBwCAgQRyAAAYSCAHAICBBHIAABho3UBeVU+oqvdW1d1VdVdVvXJqP6Wqrq+qe6bHx259uQAAsLPMM0L+mSQ/2N1PTvL0JK+oqrOTHEhyqLvPSnJoWgcAADZg3UDe3Ye7+0+n5X9McneSxye5MMnBabODSS7aqiIBAGCn2tAc8qo6M8nXJLkpyandfTiZhfYkj1t2cQAAsNOdPO+GVfX5Sd6e5Ae6+5NVNe9++5PsT5IzzjhjkRrZgc488M6F9733sguWWAnsDvpigO1rrhHyqnpEZmH817v76qn5/qo6bXr+tCRHVtu3uy/v7r3dvXfPnj3LqBmADdIXA2xf8/zKSiV5c5K7u/tnVzx1bZJLpuVLklyz/PIAAGBnm2fKyjOSvDjJnVV129T2o0kuS3JVVV2a5GNJLt6aEgEAYOdaN5B39/uTrDVh/LzllgMAALvL3Bd1wolu0QtJXUQKAGylDf3sIQAAsFwCOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADOTGQJxwFr3BDwDAdmSEHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGEsgBAGAggRwAAAYSyAEAYCCBHAAABhLIAQBgIIEcAAAGOnl0AYs488A7F9rv3ssuWHIlAACwOUbIAQBgIIEcAAAGEsgBAGAggRwAAAZa96LOqnpLkm9NcqS7z5naTklyZZIzk9yb5Lnd/fdbV+ZYLiIFAGCrzDNCfkWSfce0HUhyqLvPSnJoWgcAADZo3UDe3e9L8oljmi9McnBaPpjkoiXXBQAAu8Kic8hP7e7DSTI9Pm55JQEAwO6x5TcGqqr9SfYnyRlnnLHVp4OlW/QagkW59oCtoC8+vjbab2z03/1WHx84vhYdIb+/qk5LkunxyFobdvfl3b23u/fu2bNnwdMBsBn6YoDta9FAfm2SS6blS5Jcs5xyAABgd1k3kFfVbyS5McmTquq+qro0yWVJzq+qe5KcP60DAAAbtO4c8u5+wRpPnbfkWgAAYNfZ8os6AdhZXFB44lnk4nT/3eD4WXQOOQAAsAQCOQAADCSQAwDAQOaQA7Clttuc8+N9sy+A9RghBwCAgQRyAAAYSCAHAICBzCEHgMHMa4fdzQg5AAAMJJADAMBAAjkAAAwkkAMAwEAu6gQA/ovtdkMn2MmMkAMAwEACOQAADCSQAwDAQLtqDvnxvvGCGz2wiM38f2MOJwCceIyQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQAI5AAAMJJADAMBAAjkAAAwkkAMAwEACOQAADCSQAwDAQCePLgDgeDjzwDsX2u/eyy5YciWsZ6P/rfw32h4W/Tc2L/+d2cmMkAMAwEACOQAADCSQAwDAQOaQww6y1XM4twPzSDnWbvj/HnPU5+H6ixPXpkbIq2pfVf15VX2kqg4sqygAANgtFg7kVXVSkjcmeU6Ss5O8oKrOXlZhAACwG2xmhPxpST7S3R/t7n9L8ptJLlxOWQAAsDtsJpA/Pslfr1i/b2oDAADmVN292I5VFyd5dne/bFp/cZKndff3H7Pd/iT7p9UnJfnzBU73JUkeWKjQrae2xahtMdu1tu1aV7Kza3ugu/fNs6G+eCi1LUZti1HbYjZT29x98Vo2E8i/Pslru/vZ0/qrkqS7f3ozBa1xrlu6e++yj7sMaluM2hazXWvbrnUlalum7Vyv2hajtsWobTFqW9tmpqx8MMlZVfVlVfXIJM9Pcu1yygIAgN1h4d8h7+7PVNX3JXlPkpOSvKW771paZQAAsAts6sZA3f2uJO9aUi0P5/LjcI5FqW0xalvMdq1tu9aVqG2ZtnO9aluM2hajtsWobQ0LzyEHAAA2b1N36gQAADZnWwfyqtpXVX9eVR+pqgODa3lLVR2pqj9b0XZKVV1fVfdMj48dVNsTquq9VXV3Vd1VVa/cLvVV1aOq6uaqun2q7XXbpbYVNZ5UVbdW1XXbqbaqureq7qyq26rqlm1W22Oq6m1V9eHp/7uv3w61VdWTpvfrwb9PVtUPbIfapvr+7+nfwZ9V1W9M/z62RW0PZzv1xVM927I/1hdvukZ98cZr0xcvVt+264u3bSCvqpOSvDHJc5Kcnf+/vXsLsaqK4zj+/ZUaqZVpJprSFIhWU97CvESYVpSE3XxwQPDB3oQKgkiCIKKHIMIIiqAbXVAwtUTCC3aBerDSNMZMIxSbvFZkVFCW/x72muY05dg5hms55/eBw9l7H4Ufe+b89pqz1z4b2iRdnjHSy0D375h8ENgYEaOBjWk9h9+B+yPiMmAKsCjtqxLy/QrMjIhxwHjgZklTCsnW6V5gR816Sdmuj4jxNV/FVEq2p4C1ETEWGEe1/7Jni4idaX+NByYBvwCrSsgm6SLgHuDqiGiluhh+XgnZelJgF0O5fewuPjnu4vq5i+tUbBdHRJEPYCqwrmZ9MbA4c6YWoL1mfScwPC0PB3bm3m8py1vAjaXlA/oDW4BrSskGjKR6480E1pT0cwX2ABd025Y9G3AusJt0DUpJ2brluQn4sJRsdN3deDDVBfVrUsbs2U6Qu7guTjmK72N3cV2Z3MX153IXN5anyC4u9hNyunZYp460rSTDImI/QHq+MHMeJLUAE4BNFJIvnYbcChwCNkREMdmAJcADwLGabaVkC2C9pM2q7rJYSrZLgcPAS+n08vOSBhSSrdY8YGlazp4tIr4BngD2AvuBIxGxvoRsJ3A6dDEUth/dxXVzF9fPXdyAUru45AG5/mWbvxKmB5IGAiuA+yLix9x5OkXEH1GdthoJTJbUmjsTgKRbgUMRsTl3luOYHhETqaYKLJJ0Xe5ASR9gIvBsREwAfqa8aRb9gDnA8txZOqX5iLcBlwAjgAGS5udN9Z+4i+vkLq6Pu7hh7uIGlNrFJQ/IO4BRNesjgX2ZshzPQUnDAdLzoVxBJPWlOgC8HhErS8sHEBE/AO9Rzf0sIdt0YI6kPcAyYKak1wrJRkTsS8+HqObeTS4kWwfQkT5dA3iD6qBQQrZOtwBbIuJgWi8h2w3A7og4HBFHgZXAtEKy9eR06GIoZD+6ixviLm6Mu7gxRXZxyQPyj4HRki5Jf2HNA1ZnztTdamBBWl5ANV/wlJMk4AVgR0Q8WfNS9nyShkoalJbPpnojfFFCtohYHBEjI6KF6vfrnYiYX0I2SQMkndO5TDW/rb2EbBFxAPha0pi0aRbweQnZarTRdYoUysi2F5giqX96z86iugCrhGw9OR26GArYj+7ixriLG+MubliZXXwqJ6zX+wBmA7uAr4CHMmdZSjXX6CjVX6ULgSFUF6F8mZ4HZ8p2LdUp5M+Arekxu4R8wFXApylbO/Bw2p49W7ecM+i6kCh7Nqq5gdvSY3vn738J2VKO8cAn6ef6JnB+Qdn6A98B59VsKyXbI1SDoHbgVeCsUrKdIHcxXZzyFNnH7uL/Jae7uL587uLGshXXxb5Tp5mZmZlZRiVPWTEzMzMz6/U8IDczMzMzy8gDcjMzMzOzjDwgNzMzMzPLyANyMzMzM7OMPCC3piTpDkkhaWzuLGZmzcpdbFbxgNyaVRvwAdVNKMzMLA93sRkekFsTkjSQ6lbNC0kHAUlnSHpG0nZJayS9LWluem2SpPclbZa0rvPWumZm1jh3sVkXD8itGd0OrI2IXcD3kiYCdwItwJXA3cBUAEl9gaeBuRExCXgReCxHaDOzXsZdbJb0yR3ALIM2YElaXpbW+wLLI+IYcEDSu+n1MUArsEESwJlUt+w2M7OT4y42Szwgt6YiaQgwE2iVFFSlHsCq4/0XYHtETD1FEc3Mej13sdnfecqKNZu5wCsRcXFEtETEKGA38C1wV5q/OAyYkf79TmCopL9Om0q6IkdwM7NexF1sVsMDcms2bfzzE5gVwAigA2gHngM2AUci4jeqA8fjkrYBW4Fppy6umVmv5C42q6GIyJ3BrAiSBkbET+lU6kfA9Ig4kDuXmVkzcRdbM/IccrMuayQNAvoBj/oAYGaWhbvYmo4/ITczMzMzy8hzyM3MzMzMMvKA3MzMzMwsIw/IzczMzMwy8oDczMzMzCwjD8jNzMzMzDLygNzMzMzMLKM/AXG6ynnBt1mXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 742.4x734.4 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Pclass Vs Survived\n",
    "grid=sns.FacetGrid(titan,row='Pclass',col='Survived',height=3.4, aspect=1.5)\n",
    "grid.map(plt.hist,'Age', alpha=1,bins=20)\n",
    "grid.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ea04d90370>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 699.875x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Embarked vs Sex Survived\n",
    "grid=sns.FacetGrid(titan,col='Embarked',hue='Survived')\n",
    "grid.map(sns.barplot,'Sex','Fare',alpha=0.5,ci=None)\n",
    "grid.add_legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ea04d90280>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 590.435x475.2 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Embarked vs Sex Survived\n",
    "grid=sns.FacetGrid(titan,row='Embarked',col='Survived', hue='Survived', size=2.2,aspect=1.7)\n",
    "grid.map(sns.barplot, 'Sex','Fare',alpha=0.5,ci=None)\n",
    "grid.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ea040b6e20>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 825.735x691.2 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Passenger Class Vs Sex & Age\n",
    "grid=sns.FacetGrid(titan,row='Pclass',col='Sex',hue='Pclass',size=3.2,aspect=1.7)\n",
    "grid.map(plt.hist,'Age',alpha=1,bins=10)\n",
    "grid.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea0600cbe0>"
      ]
     },
     "execution_count": 34,
     "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.distplot(titan[titan.Embarked=='C']['Survived'],bins=3,kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea06035f40>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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B64G1g9oYIEL6CoaEA/WArp4wgfaUneHDI7X8r0umEho4OcPSMmJDyUmJ5KOjdbR16a/XE7V19lBS1+pVV+cA2fFhzEmJ5E0d7TIuriT0NKB8wOOK/u8N9CgwB6gEDgD/ZIz51N0zEXlARPJFJL+2tnaMISuAX753lJjQALcPUxzJZXMS6exxsu249qV7okPVzTgNXtN/PtBVc5PJLz1DTVOH1aF4LVcS+lDj4AYPSL4S2AukAguBR0XkU2eUMeZJY0yeMSYvISFh1MGqPvsrGvjr4Vruv3jqpE8aSYkKYVZSBJ8cq6OrR0e8eJrCqiaiQgJIiw6xOpRRu3JuMgBvHzxlcSTey5WEXgFkDHicTt+V+ED3Ai+ZPsXACWC2e0JUgz3212Iig/256/zJvTo/a8XMBNq6eskv1at0T9LV4+ToqWZyUiK9coGSGYnhZMeHaUIfB1cS+k5ghohk99/oXAdsGNSmDLgMQESSgFnAcXcGqvqU1LXy9sFT3Hn+FCIsWrAgKz6MKXGhfHS0jl6nzh71FEdONdPjNF7Z3QJ9lT5X5SSx9VgdTR3dVofjlUZM6MaYHuArwCagCHjBGFMoIg+KyIP9zX4IXCAiB4D3gG8aY3QoxAR4+uMTBPj5cff5WZbGsXJmAg3t3Tp71IMcrGoiNNDBlLgwq0MZs1W5yXT3Gv56SAvCjYVLHbDGmI3AxkHfe2LA15XAKveGpgZraOvixfwKrl2YSmKktUPSZiZFkBgRxCfFdSzKiPbKt/h20uN0cqi6idyUqHFX2rTSooxoEiKCeLvwFGsXDh57oUaiM0W9yB+2l9He3ct9F1m/UrqIcMG0eCobOyjR0qeWO17bSke302u7W87y8xOuyEli8+EaOnQC26hpQvcSXT1Ofv9JCRfPiGeOhxRcWpgRTUiAg090opHlDlY2Eejvx7TEcKtDGbdVOUm0dvXqeTUGmtC9xFuF1dQ0d/L5C62/Oj8r0N+PpVmxHKxs4kxbl9Xh+CynMRysamJmUgQBDu//k75gWjwRQf5sKtDRLqPl/b99H/Hc1hIyY0NZMdOzxu+fNzUWEdh27LTVofis8vo2Wjp7yPWQd27jFejvx8rZibxbdEpHUY2SJnQvcLCyiZ0lZ7jzvClur3c+XtGhgeSkRpFfekZL61qksLIJh58wKznC6lDc5srcJE63drGr9IzVoXgVTehe4LltJQT5+3FzXrrVoQxpeXYs7d29FJxstDoUn2P6u1umJYQRHOCwOhy3WTkrkUCHH28XarGu0dCE7uEa27t5ZU8laxemeuxiBVPjw4gLC9Ra6RaobuqgvrWL3JQoq0Nxq/Agfy6cHsemg9W69OEoaEL3cC/trqC9u5e7LJ5IdC4iwrLsWErr2zilhZUmVWFlEwLM8fLhikO5MjeZ8vp2iqqarQ7Fa2hC92DGGJ7fUcaC9Cjmpnn2FdjizBgcfsKOEr1Kn0wHK5uYEhdK+CQXaZsMl81JQgTePqjdLq7ShO7Bdpc1cORUC+uWZVodyojCgvzJTY1kT5neHJ0sp1s6qW7qICfVs//Zj1VCRBB5U2LYVKjDF12lCd2Drd9RRmigg88uSLU6FJcsy46lo9vJgQq9OToZzi41Z5fhikNZlZNMUVUT5fU6G9kVmtA9VHNHN6/vr+LaBale83Y6Oy6MhPAg7XaZJIWVTaRGBRMT5pk3y91hVW4SAJt0tItLNKF7qFf3VtLe3esV3S1niQhLs2Mpq2+julFvjk6kpo5uyuvbvG6pudGaEhfG7OQIrZHuIk3oHmr9zjJmJ0ewIN27+kcXZ0bj7yfsKNGZoxOpqKoJA+TatP98oFW5yeSX1HO6pdPqUDyeJnQPVHCykYKTTdy2LNPrytKGBvozNy2KPWUNukTdBDpY2URcWCCJEUFWhzLhVuUk4TTwXpHWSB+JJnQP9PyOMoL8/bjOS+tBL8uKpbPHyX5d/GJCtHf1cqy2hdxU71xqbrRyUyNJiw7RfnQXuJTQRWS1iBwWkWIReWiYNitFZK+IFIrIB+4N03e0dfXw6t5Krp6XQlSoNUvMjdeUuFASI4LYqTdHJ8Sh6iacBtsOVxxMRFiVm8SW4jpaO3usDsejjZjQRcQBPAasAXKA20QkZ1CbaOBx4FpjTC5w8wTE6hNe319FS2ePV90MHUxEyMuKpfxMO9U6c9TtDlY1ERnsT3pMiNWhTJorc5Pp6nHywZFaq0PxaK5coS8Dio0xx40xXcB6YO2gNrcDLxljygCMMdrZNUbrd5QxLSGMpVkxVocyLosyonH4Cfl6le5WXT1OjpxqZk5KJH4+0N1yVt6UGGJCA7TbZQSuJPQ0oHzA44r+7w00E4gRkc0isktE7hpqRyLygIjki0h+ba3+px3syKlmdpc1sG6p990MHSwsyJ+clEj2lDXozFE3Kq5pprvX+MToloH8HX5cPieJ9w/V6M32c3AloQ+VWQaXP/MHlgBXA1cC3xGRmZ96kjFPGmPyjDF5CQmetVCDJ1i/o5wAh3DDYu+8GTrY0qy+sroHK5usDsU2CiubCAlwkB0fZnUok25VbjLNHT1sO65DYofjSkKvADIGPE4HKodo85YxptUYUwd8CCxwT4i+obOnl5f2VLAqJ5m4cHsMRZuaEEZMaAA7S7XbxR16ep0UVTcxJyUSh4ctdDIZLp4RT2igQ4t1nYMrCX0nMENEskUkEFgHbBjU5lXgYhHxF5FQYDlQ5N5Q7e2dg6doaOvm1qUZIzf2En79N0eP17bqpBA3KK5toaPbybw0e88OHU5wgIMVMxN4u/AUTl2abkgjJnRjTA/wFWATfUn6BWNMoYg8KCIP9rcpAt4C9gM7gKeMMQUTF7b9/GlnOWnRIVw0Pd7qUNxqSWYMAuTrUmLjVnCykeAAP6YlhlsdimVW5SZR09zJPp3jMCSXqj4ZYzYCGwd974lBjx8BHnFfaL6jvL6NLUfr+OfLZ3rcmqHjFRkSwKzkCHaXnuHyOUk+2VXgDj1OJwermshJicTfz3fnA146Kwl/P+GtwmoWZXr3SLCJ4Ltnhgd5Mb8cETx2zdDxWpoVS3NnD4erdeWZsTpW09fd4ukLnUy0qNAALpgez8YDVbo03RA0oVus12l4Ib+CFTMTSI2250SRmUkRRAT7k683R8es4GQTQf5+TE/w3e6Ws66Zn0J5fTv7te7+p2hCt9iHR2qpbupgnY1uhg7m8BOWZMZwuLqZxvZuq8PxOr1O8/fuFof+yV6Zk0yAQ3h9/+DBdkrPDout31lGfHggl85OsjqUCZWXFYsBdunN0VE7VttCe3evz3e3nBUVGsDFMxJ4Y3+VjnYZRBO6hWqaO3ivqIYbF6cT6G/vX0VsWCDTEsLYVVqPU/s+R+XAyUaC/P2Y4cOjWwa7Zn4KlY0d7CnX0S4D2TuLeLiXdp+kx2m4xcbdLQPlZcVypq2bY7UtVofiNXqdhoOVfZOJtLvl767ISSLQ30+7XQbRM8Qixhhe2FnOsqxYpvnIja7clEhCAhzkl2i3i6v+1t3iY7VbRhIRHMCKmQlsPKDdLgNpQrfIzpIzHK9rtdXM0JH4O/xYnBnNwcomWrSutUsKzna3JPnGP/3RuGZ+CqeaOrXu/gCa0C2yfmcZEUH+XDUvxepQJlVeViy9xrC3TK/SR3J2dMvs5AgCtLvlUy6fk0RwgB9vHKiyOhSPoWeJBRrbu9l4oIq1i1IJCXRYHc6kSooMJjM2lJ0lZ3RiyAiO17XQ1tXLPB3dMqSwIH8unZ3IxgPV9Gq3C6AJ3RIb9lXS0e3k1jzvXZVoPPKmxFDb0klZfZvVoXi0/eVnu1sirA7FY10zP5W6lk62a0ldQBO6Jf60s4yclEjm+mjVvHnpUQT5+7FTb44Oq7vXSUFlI3NTo7S75Rw+MyuR0EAHr+3XbhfQhD7pCk42UnCyiXXLMrx+VaKxCvJ3MD89mgMnG+jo7rU6HI90qLqZzh4nCzKirQ7Fo4UEOrhsThJvFVTRoytjaUKfbH/YXkZwgB9rF9hjVaKxWpoVQ3ev0TKow9hb3kBEsD9TE3xvZaLRumZ+Cmfauvn4mHa7aEKfRI1t3byy5yTXLUwjKjTA6nAslRYdQkpUsA45G0JbVw9HqptZkB7tUwtBj9WKmQlEBPvzyp6TVodiOU3ok+jFXeW0d/dy5/lTrA7FciJC3pQYKhs6OHmm3epwPMqBk430GsNC7W5xSXCAg2vmp/JWQbXPz29wKaGLyGoROSwixSLy0DnaLRWRXhG5yX0h2oPTafifbaXkTYnxuRXbh7MwI4YAh7DthL5VHmhveQMJEUGkRAVbHYrXuGlJGu3dvbxV4NvrjY6Y0EXEATwGrAFygNtEJGeYdj+hb6k6NciHR2spOd3GXRdkWR2KxwgJdLAoI4Z95Q20+fiV1Vl1LZ2Unm5jcUa0z940H4vFmTFMiQvlL7sqrA7FUq5coS8Dio0xx40xXcB6YO0Q7b4K/AWocWN8tvHc1lLiw4NYnZtsdSge5bypcfQ4ja452m936RkEdHm1URIRbliUztbjp6k447vzG1xJ6GlA+YDHFf3f+xsRSQOuB/5hndHBROQBEckXkfza2trRxuq1yuvbeP9wDbcvz7R9mdzRSo4KJisujO0nTvt8WV2nMewuO8PMpAgiQ3z7pvlY3LC4Ly29utd3KzC6kl2Get83+C/v58A3jTHnHFRsjHnSGJNnjMlLSEhwNUav9z/bSvET4fZlvjkzdCTnTe0rq3vEx9ccLa5poamjhyVT9Op8LDJiQ1mWHcuL+eU+W1bClYReAQwsCZgODP4XmAesF5ES4CbgcRG5zi0Rern2rl7W7yxndW4yyXqTa0i5qVFEBvvziY9P384vPUNooIPZKTrVf6xuzcug5HQb24775nBYVxL6TmCGiGSLSCCwDtgwsIExJtsYk2WMyQL+DHzJGPOK26P1Qq/tq6SxvZu7dKjisBx+wnlT4yiuaaG6qcPqcCzR1tlDUVUTCzOi8ffTbrmxumpeChHB/qzfWWZ1KJYY8cwxxvQAX6Fv9EoR8IIxplBEHhSRByc6QG9mjOH3W0uYlRTBsuxYq8PxaMuyYglwCB8X11kdiiV2lZ2h12nIm6LnyXiEBDq4flEabxZU09DWZXU4k86lSwFjzEZjzExjzDRjzMP933vCGPOpm6DGmHuMMX92d6DeaFfpGQorm7jz/Ck6BG0EoUH+LMrsG8Loa5NDnMaw40Q9U2JDtVvODdYtzaSrx8lLu31v5qi+t5tAv/7wODGhAdy4ON3qULzChdPi6XEanyuFeqy2hdOtXSyfGmd1KLaQkxrJgvQo1u8s87mbo5rQJ8ix2hbeLTrFnedn+dwiFmOVEBHErKQIth0/TbcPVc7bfryesEAHc1N9s5zyRLhtWSZHTrX43PwGTegT5Kktxwl0+HG33gwdlYtnxtPa1csuH/lDbGzvpqiqibysWPy17rnbXLswlchgf575pMTqUCaVnkEToKa5g7/sPslNS9KJCw+yOhyvkh0XRmZsKB8erfWJZcV2nOgbXrcsS2+GulNooD/rlmXyVkE1VY2+U/xNE/oEeObjErp7ndx/8VSrQ/E6IsKKmQk0tHWz3+a10rt7nWw/cZrZyRHEhAVaHY7t3HneFJzG8IdtvjOEURO6mzW2dfPs1lKumptCdrwuTjAWs5IjSIoM4oMjtbYuB7C77AxtXb1cNMN3Zk1PpozYUC6fk8Qfd5T5zMpYmtDd7HefnKCls4evXDrd6lC8ll//VXpNcydFVU1WhzMhnMbwcXEdadEhZMWFWh2Obd17QRb1rV1s2Ocb9V00obtRc0c3T390glU5ScxJ0REL4zEvLZq4sEDeK6qx5VX64epm6lq6uHhGvM5RmEDnT4tjdnIET205jtMH7sloQnejZ7eW0tTRw1cvnWF1KF7P4SdcNieR6qYOCk42Wh2O2205Wkt0aIAudjLBRIQHV0zjyKkW3j9k/8remtDdpLmjm6e2HOfS2YnMS9c/UneYnx5NYkQQ7x2y11X6ibpWSk63ceG0eBx+enU+0a6Zn0J6TAiPby62/UQjTehu8pstJzjT1s3/uVyvzt3FT4TL5iRR29zJvnL7jHh579ApwoP8WapDFavnwcoAABDCSURBVCeFv8OPL1wyld1lDWw/Ye8qjJrQ3aCupZOnthzn6nkpzE/XhX3dKTc1kpSoYN47VEOPDWaP7jhRz/HaVi6ZmaCLnUyim/MyiA8P5PHNx6wOZULpGeUGj75fTGePk6+tmml1KLbjJ8Lq3GTqW7vYaoMaL7947wjhQf46kWiSBQc4+PxF2Xx4pJbdZfadhawJfZzK69v4w/ZSbslLZ1pCuNXh2NKMpAhmJoXz18M1tHpxJcYdJ+r5uPg0l8yI16tzC9x9fhbx4YH8x6bDVocyYfSsGqcfv3kIh5/wvy/TvvOJtGZuCl09Tt7z0pEKTqfh4Y1FJEYEsSxbqypaISzIny+tnM4nx07btu6+JvRx2HrsNG8cqOKLK6aTEhVidTi2lhQZTF5WLDtOnOaUF65q9Nr+SvaVN/B/r5ylV+cWun15JilRwTyy6bAtR7y4dGaJyGoROSwixSLy0BDb7xCR/f0fn4jIAveH6ll6ep18/7VC0qJD+MIKrdkyGS6fk0SQv4NX9p70qkkiHd29/PStw+SkRGptfIsFBzj4p8tmsLe8gbcPnrI6HLcbMaGLiAN4DFgD5AC3iUjOoGYngBXGmPnAD4En3R2op3l+RxmHqpv59tVzCA7QeueTITzInzVzkyk93cYL+eVWh+Oy331cwsmGdr599Rz8dNy55W5aks6MxHAefqPIdjVeXLlCXwYUG2OOG2O6gPXA2oENjDGfGGPO3jreBtj6MuRUUwc/3XSYC6bFsXpustXh+JQlU2LIigvj3988RF1Lp9XhjKjiTBv//f5RLp+TxAXT460OR9E3Lv17n82lrL6N3350wupw3MqVhJ4GDLwcquj/3nDuA94caoOIPCAi+SKSX1tb63qUHsQYw3deKaCrx8nD18/TOhyTTES4bmEqbV09fO/VQo/uBzXG8O1XCgD4/tpci6NRA100I54rc5N49P1iW9VLdyWhD5WxhvwrEpHP0JfQvznUdmPMk8aYPGNMXkKCd5YMfbOgmrcPnuKfr5ip5XEtkhgZzP+5fCZvHKji5T2euxDwhn2VbD5cy7+smkVatN409zTfvjqHXmN4+I0iq0NxG1cSegWQMeBxOvCpWpQiMh94ClhrjPH+GSBDqG/t4ruvFjA3LZL7L8q2Ohyf9uCKaSzLiuW7rxZSXt9mdTifUt/axQ9eO8iCjGjuviDL6nDUEDJiQ/nyyum8vr+KtwurrQ7HLVxJ6DuBGSKSLSKBwDpgw8AGIpIJvATcaYw54v4wrWeM4Rt/3kdTew8/vXGBrv9oMYef8LNbFiDAP/9pr0ctKm2M4esv7KW5s4ef3DhPC3B5sC+unMaclEi+9UoBDW1dVoczbiNmJWNMD/AVYBNQBLxgjCkUkQdF5MH+Zt8F4oDHRWSviORPWMQWeXZrKe8W1fDQmtnk6OrsHiEjNpQfXT+X/NIzHvW2+bcfneCvh2v59tVzmJ2s54onC/T34z9uns+Z1i5+8PpBq8MZN39XGhljNgIbB33viQFf3w/c797QPEdRVRMPbyziM7MSuPfCLKvDUQOsXZjGgYpGnvroBDmpkdySlzHykybQvvIGfvLWIVblJHHneVMsjUW5Jjc1ii+tnMYv3y/mstlJXD0/xeqQxkz7DUZwprWLLzy3i6iQAB65eYGOavFAD62ZzYXT4/j2ywXkl1hXHrWyoZ3/9Ww+iRHB/PSm+XqueJGvXjaDxZnRfPMv+zlR12p1OGOmCf0cunudfPmPu6lu7ODXdy4hPjzI6pDUEPwdfjx622LSYkK495mdFFZO/gpHTR3d3Pu7nbR39fLbe/KIDg2c9BjU2AU4/Hj09sUEOIQv/WG310440oQ+DGMMP3r9IJ8cO82/3TCPxZkxVoekziEmLJDn7ltGRJA/d/12B8dqWybt2B3dvXzpf3ZzrLaFX31uifabe6nU6BD+89aFFFU18a8vHfDoOQ7D0YQ+jEffL+b3W0t54JKp3LTE1hNfbSM9JpTn7l8OwLont03KWqStnT18/pmdfHysjh/fOJ+LZuhsUG/2mVmJfP2Kmby85yT/9Y73DdjThD6E3318gp+9c4QbF6fz0OrZVoejRmFaQjjrHziPAD/h1l9vZcvRiZuR3NjWzV1P72Db8dP85y0L9B+/TXzl0uncmpfBL98vZv2OMqvDGRVN6IM8t7WE7792kNW5yfzkxnlaTMkLzUiK4KUvXUhGbCj3/m4nv9p8zO3VGQtONnLNo1vYX9HAY7cv5vpFmsztQkT40fVzuWRmAv/fywd4eU+F1SG5TBN6P2MMP3/3CN95tZDL5yTyi9sW6uQhL5YcFcwLD57PqtwkfvLWIT732+2cbBh/zY5ep+H3n5Rww68+obfX8KcvnM+aed47zE0NLcDhxxOfW8x5U+P42gv7vKa6p2YsoKvHybdeKeDn7x7lpiXpPPG5JQT5a0lcbxcZHMBjty/mpzfOZ09ZA5f+x2Ye2XSI5o7uMe1vZ0k9n/3vj/jehkLOnxrH6//7Yr1ZbmOhgf48fc9SLpoezzf+vJ9ff3DM42+UujSxyM6qGzv40h92sbusgQdXTOObq2fp+GEbERFuWZrBBdPjeGTTYR776zGe21rK9YvSuGVpBjkpkef8fbd39bKpsJpnt5awu6yBlKhgHr19EVfPS9HzxAcEBzj4zV15fP3Fffz7m4c4XN3Mv90wz2PXQPDphL6psJpvvXyAtq5eHrt9sVfPEFPnlh4Tyi/WLeK+i7J5assJnt9Rzu+3lpIYEcTSrFhmJIUTExpISKCDhrYuapo62VfRwN7yBrp7DVlxoXz76jncvjyT0ECf/rPxOcEBDh69bRGzkiL4z3eOcLSmhf+6dQHTEyOsDu1TfPLMrGvp5PuvHeS1fZXkpETyi3ULmZHkeb8c5X7z06P55W2LONPaxcaCKnacqCe/5AxvHKj6h3ZB/n7MSYnkvoumcsmMeM6bGqc3yH2YSN9C8LOTI/jmX/Zz9S8/4hurZ3PPBVkeVXzNpxJ6e1cvT398gl9tPkZnTy9fu2ImX1w5jQC9+elzYsICuWP5FO5Y3ldvpafXSWN7N21dvUSHBhAe5K9dKupTVuUmszAzmn/9ywF++PpBXswv51tXz+HiGZ6xvoNPJPTTLZ38YXsZz24tpa6lk1U5SXxj9WymJ4ZbHZryEP4OP+LCg4izOhDl8RIjgnnq7jzeKqjm394s4s7f7uC8qbF84ZJprJiZYOk7Odsm9M6eXj44XMur+yp59+ApOnucrJyVwJc/M52lWbFWh6eU8mIiwpp5KVw6J5Hntpby249OcO8zO5maEMb1C9O4dmEqU+Imf0Uz2yT00y2dFFU1U1DZyCfHTrPjxGk6up3EhgVyS14Gd50/RfvJlVJuFeTv4P6Lp3L3BVm8vr+S53eU87N3jvCzd44wLSGMC6fHk5cVS05KBFlxYRM+t8XrEvqu0jM8/fEJOrp6aevqpa6lk+rGDpo7e/7WZkZiOOuWZrJyVgIXTo/XPnKl1IQKcPhx/aJ0rl+UzsmGdt48UMWWo3W8mF/Bs1tL+9sIiRHBJEcFc/OSdNYty3R7HC4ldBFZDfwCcABPGWN+PGi79G+/CmgD7jHG7HZzrAC0dPZQVNVESICD4AAH2fF9/wXTY0KYkxLJnJRIYsO0dKlSyhpp0SHcf/FU7r94Kl09To7WNFNU1czRmmZONXZwqqmTHjeXojhrxIQuIg7gMeAK+haM3ikiG4wxA9drWgPM6P9YDvyq/7PbrZiZwPtfXzkRu1ZKKbcK9PcjNzWK3NSoSTmeK30Ry4BiY8xxY0wXsB5YO6jNWuBZ02cbEC0iOktHKaUmkStdLmnAwMo0FXz66nuoNmnAP8zWEJEHgAf6H7aIyOFRRTt68UDdBB/DW3n1a3PHxB/Cq1+fiXSHvjbnMhmvzbCL1bqS0IcaVDm4A8iVNhhjngSedOGYbiEi+caYvMk6njfR1+bc9PUZnr42w7P6tXGly6UCGLiUejpQOYY2SimlJpArCX0nMENEskUkEFgHbBjUZgNwl/Q5D2g0xlQN3pFSSqmJM2KXizGmR0S+Amyib9ji08aYQhF5sH/7E8BG+oYsFtM3bPHeiQt5VCate8cL6Wtzbvr6DE9fm+FZ+tqIpxdsV0op5RqdQqmUUjahCV0ppWzCVgldRGJF5B0ROdr/ecgFH0WkREQOiMheEcmf7Dgnk4isFpHDIlIsIg8NsV1E5Jf92/eLyGIr4rSCC6/NShFp7D9P9orId62I0woi8rSI1IhIwTDbffm8Gem1sey8sVVCBx4C3jPGzADe6388nM8YYxbaeTztgLINa4Ac4DYRyRnUbGDZhgfoK9tgey6+NgBb+s+ThcaYH0xqkNZ6Blh9ju0+ed70e4ZzvzZg0Xljt4S+Fvh9/9e/B66zMBZPoGUbhufKa+OzjDEfAvXnaOKr540rr41l7JbQk86Of+//nDhMOwO8LSK7+ssR2NVwJRlG28aOXP25zxeRfSLypojkTk5oXsFXzxtXWXLeeF09dBF5F0geYtO3RrGbC40xlSKSCLwjIof6/+vajdvKNtiQKz/3bmCKMaZFRK4CXqGvi0H57nnjCsvOG6+7QjfGXG6MmTvEx6vAqbNv+/o/1wyzj8r+zzXAy/S9/bYjLdswvBF/bmNMkzGmpf/rjUCAiMRPXogezVfPmxFZed54XUIfwQbg7v6v7wZeHdxARMJEJOLs18AqYMi71TagZRuGN+JrIyLJ/Yu3ICLL6Pt7OT3pkXomXz1vRmTleeN1XS4j+DHwgojcB5QBNwOISCp9Ky1dBSQBL/e/3v7AH40xb1kU74Ty8rINE8rF1+Ym4Isi0gO0A+uMj0ytFpHngZVAvIhUAN8DAsC3zxtw6bWx7LzRqf9KKWUTdutyUUopn6UJXSmlbEITulJK2YQmdKWUsglN6EopZROa0JXXE5FviUhhf9W/vSKy3A37vHaoCoxj3FeLO/aj1Eh02KLyaiJyPvCfwEpjTGf/jLzAs7OBR3iuvzGmZxJibDHGhE/0cZTSK3Tl7VKAOmNMJ4Axpq6/Tk/J2enWIpInIpv7v/5/IvKkiLwNPCsi2wcWTxKRzSKyRETuEZFHRSSqf19+/dtDRaRcRAJEZJqIvNVf5G2LiMzub5MtIltFZKeI/HCSXw/lwzShK2/3NpAhIkdE5HERWeHCc5YAa40xt9NXNvcW+Fv9n1RjzK6zDY0xjcA+4Ox+PwtsMsZ007cg8FeNMUuAfwEe72/zC+BXxpilQPW4f0KlXKQJXXm1/iJIS+hbZKEW+JOI3DPC0zYYY9r7v36B/hIR9CX2F4do/yfg1v6v1/UfIxy4AHhRRPYCv6bv3QLAhcDz/V8/N6ofSKlxsFstF+WDjDG9wGZgs4gcoK8wWw9/v2AJHvSU1gHPPSkip0VkPn1J+wtDHGID8O8iEkvfP4/3gTCgwRizcLiwxvjjKDVmeoWuvJqIzBKRgbWmFwKlQAl9yRfgxhF2sx74BhBljDkweGP/u4Ad9HWlvG6M6TXGNAEnRORsATgRkQX9T/mYvit5gDtG/1MpNTaa0JW3Cwd+LyIHRWQ/feuD/j/g+8AvRGQL0DvCPv5MXwJ+4Rxt/gR8rv/zWXcA94nIPqCQvy9h90/Al0VkJxA1uh9HqbHTYYtKKWUTeoWulFI2oQldKaVsQhO6UkrZhCZ0pZSyCU3oSillE5rQlVLKJjShK6WUTfz/G0KJNjecUKIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(titan[titan.Embarked=='C']['Survived'],bins=3,kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FySG77XLHpH2/l+QHSX6FUaRfPsUpNgJvTHIkoy8WnwIeDtxaVU96sGHN8O1IM+IVuNpJcmKSFZMWPQn4LvAdRrEF+L1pDvMB4ALg8Kr6yu4rh6v8zzG6NfKxqrq3qm4Drk1y5jCOJHnisMt/MrpSBzhn79+VtPcMuDo6DFiX5GtJvszob6VeBLweeHOSzwD3TnOMDYyCu/4htrkMePHwuss5wHlJvgRs54E/7/dq4PwknwcO37u3I82MHyOUpKa8Apekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKa+j9GAnq9lz9pAAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+MEyvBU4cpl8LfGKa7S8AfmOYPmk4x37AC4BPJLka+BtG/xoAOBo4b5j+2C69IWmWliz2AKTZqKqtwCXAJUmuBVYBD/GTi5J9t9vl/rF9v53kriTPZBTpN05zinXA+5MsZfTD4gvAY4F7qurInQ1rlm9HmhWvwNVOkiOSHD626EjgFuBmRrEF+PUZDnM+8A5g/6q6dvuVw1X+FYxujXy2qrZW1b3ATUlOHMaRJM8advk3RlfqAKfu+ruSdp0BV0f7AWuSfD3JVxn9X6nvAc4AzkzyJWDrDMf4JKPgrn2YbS4AXje8bnMqcFqSa4Dr+Ml/7/dW4E1JrgT237W3I82OHyOUpKa8Apekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKa+h/Sa6MfPMhLDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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.distplot(titan[titan.Embarked=='C']['Survived'],bins=3,kde=False)\n",
    "plt.title('Cherbourg')\n",
    "plt.xticks([0,1])\n",
    "plt.show()\n",
    "sns.distplot(titan[titan.Embarked=='Q']['Survived'],bins=3,kde=False)\n",
    "plt.title('QueensTown')\n",
    "plt.xticks([0,1])\n",
    "plt.show()\n",
    "sns.distplot(titan[titan.Embarked=='S']['Survived'],bins=3,kde=False)\n",
    "plt.title('Southampton')\n",
    "plt.xticks([0,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea064d9190>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.ax=plt.subplots(figsize=(16,12))\n",
    "plt.subplot(2,4,1)\n",
    "titan.groupby('Pclass')['Survived'].mean().plot(kind='bar',ylim=[0,0.8])\n",
    "plt.subplot(2,4,2)\n",
    "titan.groupby('SibSp')['Survived'].mean().plot(kind='bar',ylim=[0,0.8])\n",
    "plt.subplot(2,4,3)\n",
    "titan.groupby('Parch')['Survived'].mean().plot(kind='bar',ylim=[0,0.8])\n",
    "plt.subplot(2,4,4)\n",
    "titan.groupby('Sex')['Survived'].mean().plot(kind='bar',ylim=[0,0.8])\n",
    "plt.subplot(2,4,5)\n",
    "titan.groupby('Embarked')['Survived'].mean().plot(kind='bar',ylim=[0,0.8])\n",
    "plt.subplot(2,4,6)\n",
    "sns.boxplot(x='Survived',y='Age',data=titan)\n",
    "plt.subplot(2,4,7)\n",
    "sns.boxplot(x='Survived',y='SibSp',data=titan)\n",
    "plt.subplot(2,4,8)\n",
    "sns.boxplot(x='Survived',y='Fare',data=titan)"
   ]
  },
  {
   "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}