Prathmeshp20/Untitled12.ipynb

## Untitled12.ipynb
{
  "cells": [
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n%matplotlib inline\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data = pd.read_csv(\"C:/Users/Prathmesh/Downloads/train.csv\")",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data.head()",
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 3,
          "data": {
            "text/plain": "   PassengerId  Survived  Pclass  \\\n0            1         0       3   \n1            2         1       1   \n2            3         1       3   \n3            4         1       1   \n4            5         0       3   \n\n                                                Name     Sex   Age  SibSp  \\\n0                            Braund, Mr. Owen Harris    male  22.0      1   \n1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n2                             Heikkinen, Miss. Laina  female  26.0      0   \n3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n4                           Allen, Mr. William Henry    male  35.0      0   \n\n   Parch            Ticket     Fare Cabin Embarked  \n0      0         A/5 21171   7.2500   NaN        S  \n1      0          PC 17599  71.2833   C85        C  \n2      0  STON/O2. 3101282   7.9250   NaN        S  \n3      0            113803  53.1000  C123        S  \n4      0            373450   8.0500   NaN        S  ",
            "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      <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  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "print(data.dtypes)",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": "PassengerId      int64\nSurvived         int64\nPclass           int64\nName            object\nSex             object\nAge            float64\nSibSp            int64\nParch            int64\nTicket          object\nFare           float64\nCabin           object\nEmbarked        object\ndtype: object\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data.groupby('Survived')['PassengerId'].count()",
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 30,
          "data": {
            "text/plain": "Survived\n0    549\n1    342\nName: PassengerId, dtype: int64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.boxplot(x='Survived', y=\"Age\",  data=data)",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 10,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='Survived', ylabel='Age'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.barplot(x='Sex', y=\"Survived\",  data=data)",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 12,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='Sex', ylabel='Survived'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.boxplot(x=\"Sex\", y=\"Age\", hue=\"Survived\", data=data)",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 13,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='Sex', ylabel='Age'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.barplot(x=\"Pclass\", y=\"Survived\", data=data)",
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 14,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='Pclass', ylabel='Survived'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.barplot(x=\"Pclass\", y=\"Survived\",hue=\"Sex\", data=data)",
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 15,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='Pclass', ylabel='Survived'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.barplot(x=\"SibSp\", y=\"Survived\", data=data)",
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 16,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='SibSp', ylabel='Survived'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.barplot(x=\"Parch\", y=\"Survived\", data=data)",
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 17,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='Parch', ylabel='Survived'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAASmUlEQVR4nO3df5RndX3f8eeLXfcoBELMblzLsl3abEywEX9s0JYeRY0GTFLSxjagBuNJzh5yxNjTxpG2OWpiPT1dW5sYUbJBojTGjRFtN2YrtolRokHZNchP8WwA2VmYwIZCgHBKFt7943uRr7OzM9/Znfv98uXzfJwzZ773e+/cec2chdfcz733c1NVSJLadcykA0iSJssikKTGWQSS1DiLQJIaZxFIUuNWTzrAcq1du7Y2bdo06RiSNFX27NlzoKrWLbRu6opg06ZN7N69e9IxJGmqJPnW4dY5NCRJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIa11sRJLksyd1JbjjM+iR5f5K9Sa5L8sK+skiSDq/PI4KPAGctsv5sYHP3sRX4UI9ZJEmH0dsNZVX1xSSbFtnkHODyGjwQ4eokJyZ5dlXd1VcmqU8zMzPMzc2xfv16tm3bNuk40sgmeWfxScC+oeXZ7r1DiiDJVgZHDWzcuHEs4aTlmpubY//+/ZOOIS3bJE8WZ4H3FnxcWlVtr6otVbVl3boFp8qQJB2hSRbBLHDy0PIG4M4JZZGkZk2yCHYC53dXD70EuN/zA5I0fr2dI0jyceBMYG2SWeCdwNMAquoSYBfwGmAv8LfAm/rKIkk6vD6vGjpvifUFvLmv7y9JGo13FktS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIa12sRJDkryS1J9ia5aIH1353kD5N8PcmNSd7UZx5J0qF6K4Ikq4CLgbOBU4Hzkpw6b7M3AzdV1WnAmcB/TbKmr0ySpEP1eURwOrC3qm6tqkeAHcA587Yp4PgkAb4LuBc42GMmSdI8fRbBScC+oeXZ7r1hHwB+CLgTuB54a1U9Nn9HSbYm2Z1k9z333NNXXklqUp9FkAXeq3nLPwZcC/w94PnAB5KccMgXVW2vqi1VtWXdunUrnVOSmtZnEcwCJw8tb2Dwl/+wNwGfqoG9wG3AD/aYSZI0T59FcA2wOckp3Qngc4Gd87a5A3glQJJnAc8Bbu0xkyRpntV97biqDia5ELgSWAVcVlU3JrmgW38J8G7gI0muZzCU9PaqOtBXJknSoXorAoCq2gXsmvfeJUOv7wRe3WcGSdLivLNYkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWrc6kkH0MqZmZlhbm6O9evXs23btknHkTQlLIKnkLm5Ofbv3z/pGJKmjENDktQ4i0CSGmcRSFLjei2CJGcluSXJ3iQXHWabM5Ncm+TGJF/oM4+e3GZmZjj//POZmZmZdBSpKYueLE7yAFCHW19VJyzytauAi4FXAbPANUl2VtVNQ9ucCHwQOKuq7kjyfcuLr6cST3ZLk7FoEVTV8QBJfg2YA/47EOD1wPFL7Pt0YG9V3drtYwdwDnDT0DavAz5VVXd03+/uI/gZJElHYdTLR3+sql48tPyhJF8BFrtY/SRg39DyLPDiedv8APC0JH/KoFh+o6ouHzGTJAHeQ3O0Ri2CR5O8HtjBYKjoPODRJb4mC7w3f5hpNfAi4JXAM4A/T3J1VX3zO3aUbAW2AmzcuHHEyNLSvvDSl63Yvh5evQoSHp6dXZH9vuyLnjIblcOKR2fUk8WvA/4V8Ffdx7/s3lvMLHDy0PIG4M4FtvlsVT1UVQeALwKnzd9RVW2vqi1VtWXdunUjRpYkjWKkI4Kqup3B+P5yXANsTnIKsB84l0PL438CH0iyGljDYOjovy3z+0iSjsJIRwRJfiDJHye5oVt+XpJfWexrquogcCFwJXAz8ImqujHJBUku6La5GfgscB3wVeDSqrrhyH8cSdJyjXqO4LeBtwG/BVBV1yX5PeA/LvZFVbUL2DXvvUvmLb8XeO+ogSVJK2vUcwTHVtVX5713cKXDSJLGb9QiOJDkH9Jd9ZPktcBdvaWSJI3NqENDbwa2Az+YZD9wG4ObyiRJU27UIvhWVf1okuOAY6rqgT5DSZLGZ9ShoduSbAdeAjzYYx5J0piNekTwHOAnGQwRfTjJZ4AdVfVnvSVryB2/9sMrsp+D9z4TWM3Be7+1Ivvc+I7rjz6UpCe9kY4IqurhqvpEVf0L4AXACYD3v0vSU8DIzyNI8rIkHwS+BjydwZQTkqQpN9LQUJLbgGuBTwBvq6qH+gwlSRqfUc8RnFZVf9NrEknSRCz1hLKZqtoGvCfJIU8qq6pf6i2ZJGksljoiuLn7vLvvIJKkyVjqUZV/2L28rqr+Ygx5JEljNupVQ+9L8o0k707y3F4TSZLGatT7CF4OnAncA2xPcv1SzyOQJE2HUa8aoqrmgPcn+TwwA7yDJZ5HoDac8ZtnrMh+1ty3hmM4hn337VuRfX7pLV9agVTSU9+oTyj7oSTv6p5Q9gHgywyeQSxJmnKjHhH8DvBx4NVVNf8B9JKkKbZkESRZBfxlVf3GGPJIksZsyaGhqnoU+N4ka8aQR5I0ZiM/mAb4UpKdwLfnGaqq9/WSSpI0NqMWwZ3dxzHA8f3FkSSN20hFUFW/2ncQSdJkjDoN9eeBhSade8WKJ5IkjdWoQ0O/PPT66cBPAwdXPo4kadxGHRraM++tLyXxUZVPMmuf/hhwsPssSaMZdWjomUOLxwBbgPW9JNIR++Xn3TfpCJKm0KhDQ3t44hzBQeB24Of7CCRJGq+lnlD2I8C+qjqlW34jg/MDtwM39Z5OktS7pe4s/i3gEYAkLwX+E/BR4H5ge7/RJEnjsNTQ0Kqqurd7/TPA9qq6ArgiybW9JpMkjcVSRwSrkjxeFq8E/mRo3cjPMpAkPXkt9T/zjwNfSHIAeBi4CiDJ9zMYHpIkTblFjwiq6j3AvwU+AvzTqnr8yqFjgLcstfMkZyW5JcneJBctst2PJHk0yWtHjy5JWglLDu9U1dULvPfNpb6ue47BxcCrgFngmiQ7q+qmBbb7z8CVo4aWJK2ckR5VeYROB/ZW1a1V9QiwAzhnge3eAlwB3N1jFknSYfRZBCcB+4aWZ7v3vi3JScA/By5ZbEdJtibZnWT3Pffcs+JBJallfRZBFnhv/gymvw68vXsK2mFV1faq2lJVW9atW7dS+SRJ9HsJ6Cxw8tDyBgYPtxm2BdiRBGAt8JokB6vqf/SYS5I0pM8iuAbYnOQUYD9wLvC64Q0en7oCIMlHgM9MsgRmZmaYm5tj/fr1bNu2bVIxJGmseiuCqjqY5EIGVwOtAi6rqhuTXNCtX/S8wCTMzc2xf//+ScdoVh1bPMZj1LGHPANJUo96vTu4qnYBu+a9t2ABVNXP9ZlFT35/d8bfTTqC1KQ+TxZLkqaARSBJjbMIJKlxFoEkNc4ikKTGWQSS1LinxMNlXvS2y1dkP8cfeIBVwB0HHliRfe557/lHH0qSeuYRgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjXtK3EewUh5bc9x3fJakFlgEQx7a/OpJR5CksXNoSJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUuF6LIMlZSW5JsjfJRQusf32S67qPLyc5rc88kqRD9VYESVYBFwNnA6cC5yU5dd5mtwEvq6rnAe8GtveVR5K0sD6PCE4H9lbVrVX1CLADOGd4g6r6clX9327xamBDj3kkSQvo85nFJwH7hpZngRcvsv3PA/9roRVJtgJbATZu3LhS+SRN2Hve8NoV2c+9d98/+Dx314rs8z/87iePeh/TpM8jgizwXi24YfJyBkXw9oXWV9X2qtpSVVvWrVu3ghGllXNiFc+s4sRa8J+59KTV5xHBLHDy0PIG4M75GyV5HnApcHZV/XWPeaReveHRxyYdQToifR4RXANsTnJKkjXAucDO4Q2SbAQ+BfxsVX2zxyySpMPo7Yigqg4muRC4ElgFXFZVNya5oFt/CfAO4HuBDyYBOFhVW/rKJEk6VJ9DQ1TVLmDXvPcuGXr9C8Av9JlBkrQ47yyWpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTG9VoESc5KckuSvUkuWmB9kry/W39dkhf2mUeSdKjeiiDJKuBi4GzgVOC8JKfO2+xsYHP3sRX4UF95JEkL6/OI4HRgb1XdWlWPADuAc+Ztcw5weQ1cDZyY5Nk9ZpIkzbO6x32fBOwbWp4FXjzCNicBdw1vlGQrgyMGgAeT3LKyUb/DWuDASuwo/+WNK7Gb5Vqx/LwzK7KbZVq53/8vTXd+Mvb8K5d9MtYCB/5oBXb0Kx+b8n87C/v7h1vRZxEs9JusI9iGqtoObF+JUEtJsruqtozje/XB/JM1zfmnOTuY/2j0OTQ0C5w8tLwBuPMItpEk9ajPIrgG2JzklCRrgHOBnfO22Qmc31099BLg/qq6a/6OJEn96W1oqKoOJrkQuBJYBVxWVTcmuaBbfwmwC3gNsBf4W+BNfeVZhrEMQfXI/JM1zfmnOTuY/4il6pAheUlSQ7yzWJIaZxFIUuMsgiFLTYnxZJbksiR3J7lh0lmWK8nJST6f5OYkNyZ566QzLUeSpyf5apKvd/l/ddKZjkSSVUn+IslnJp1luZLcnuT6JNcm2T3pPMuV5MQkn0zyje6/g3881u/vOYKBbkqMbwKvYnBZ6zXAeVV100SDjSjJS4EHGdyp/Y8mnWc5urvJn11VX0tyPLAH+Kkp+t0HOK6qHkzyNODPgLd2d8tPjST/BtgCnFBVPzHpPMuR5HZgS1VN5Q1xST4KXFVVl3ZXWR5bVfeN6/t7RPCEUabEeNKqqi8C9046x5Goqruq6mvd6weAmxncYT4VuilSHuwWn9Z9TNVfWEk2AD8OXDrpLK1JcgLwUuDDAFX1yDhLACyCYYeb7kJjlGQT8ALgKxOOsizdsMq1wN3A/66qqcoP/DowAzw24RxHqoDPJdnTTUkzTf4BcA/wO93Q3KVJjhtnAIvgCSNNd6H+JPku4ArgX1fV30w6z3JU1aNV9XwGd8efnmRqhueS/ARwd1XtmXSWo3BGVb2QwYzGb+6GSqfFauCFwIeq6gXAQ8BYz1FaBE9wuosJ6sbWrwA+VlWfmnSeI9Ud0v8pcNZkkyzLGcA/68bZdwCvSPK7k420PFV1Z/f5buDTDIZ6p8UsMDt0FPlJBsUwNhbBE0aZEkM96E62fhi4uareN+k8y5VkXZITu9fPAH4U+MZEQy1DVf27qtpQVZsY/Lv/k6p6w4RjjSzJcd1FBnRDKq8GpubquaqaA/YleU731iuBsV4o0efso1PlcFNiTDjWyJJ8HDgTWJtkFnhnVX14sqlGdgbws8D13Tg7wL+vql2Ti7QszwY+2l15dgzwiaqaukswp9izgE8P/p5gNfB7VfXZyUZatrcAH+v+CL2VMU+34+WjktQ4h4YkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUiHkeTRbjbLG5L8QZJjj3J/m6Zxdlg99VkE0uE9XFXP72ZzfQS4YJQvSuL9OZoqFoE0mquA70/yk0m+0k0O9n+SPAsgybuSbE/yOeDyJM9K8unuGQVfT/JPuv2sSvLb3XMLPtfdiSxNlEUgLaH7C/9s4HoGzxp4STc52A4GM3Y+7kXAOVX1OuD9wBeq6jQG88Y8fpf6ZuDiqnoucB/w02P5IaRFeAgrHd4zhqa8uIrBfEjPAX6/e5jOGuC2oe13VtXD3etXAOfDYGZS4P4k3wPcVlWP73MPsKnPH0AahUUgHd7D3dTS35bkN4H3VdXOJGcC7xpa/dAI+/x/Q68fBRwa0sQ5NCQtz3cD+7vXb1xkuz8GfhG+/dCaE/oOJh0pi0BanncBf5DkKmCx5+O+FXh5kusZDAE9dwzZpCPi7KOS1DiPCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJatz/BwZc+oi18HTSAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "survived = data.loc[data['Survived']==1,\"Age\"].dropna()\nsns.distplot(survived)\nplt.title(\"Survived\")",
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 22,
          "data": {
            "text/plain": "Text(0.5, 1.0, 'Survived')"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "not_survived = data.loc[data['Survived']==0,\"Age\"].dropna()\nsns.distplot(not_survived)\nplt.title(\"Not Survived\")",
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 23,
          "data": {
            "text/plain": "Text(0.5, 1.0, 'Not Survived')"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.pairplot(data.dropna())",
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 24,
          "data": {
            "text/plain": "<seaborn.axisgrid.PairGrid at 0x23bcfdb63a0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1260x1260 with 56 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "grid = sns.FacetGrid(data, col='Survived', row='Pclass', size=2.4, aspect=1.5)\ngrid.map(plt.hist, 'Age', alpha=.5, bins=20)\ngrid.add_legend()",
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 25,
          "data": {
            "text/plain": "<seaborn.axisgrid.FacetGrid at 0x23bcff62c40>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 526.4x518.4 with 6 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.distplot(a=data[data['Embarked']=='C']['Survived'],bins=3,kde=False)\nplt.title(\"Cherbourg\")\nplt.xticks([0,1])\nplt.show()\nplt.title(\"QueensTown\")\nsns.distplot(a=data[data['Embarked']=='Q']['Survived'],bins=3,kde=False)\nplt.xticks([0,1])\nplt.show()\nplt.title(\"Southampton\")\nsns.distplot(a=data[data['Embarked']=='S']['Survived'],bins=3,kde=False)\nplt.xticks([0,1])\nplt.show()",
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": 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i/dIxp9gEvD7JoYy+WHwSeChwS1U94YGGNbd3I82NV+BqJ8mxSVbPWPQE4DvAtxnFFuD3ZjnM+4FzgYOr6su7rhyu8j/L6NbIR6vqnqq6FbgmyanDOJLk8cMu/8noSh3gjN1+U9IcGHB1dBCwIclXk3yJ0d9KPR94LfDGJJ8G7pnlGBsZBffiB9nmIuCFw+tOZwBnJfkicBX3/Xm/VwLnJPkccPDuvR1pbvwYoSQ15RW4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1NT/AUYCer1TJSmQAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEWCAYAAACdaNcBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAVIklEQVR4nO3df7BfdX3n8efLgKEVS2FzoSEJJstEu+AsYUzBXbqztDhLtLsNzg42QJ3YoRNnFzt2x04HrLPF3abrHxXtjMXZWCnRKhDbOmQYtWBahuq6xMDyKwE0C4GExOQKVYirWRPf+8f3ZPl6c2/u997vvST58HzMfOd7zud8zuf7PoF53XM/93zPSVUhSWrLa451AZKkmWe4S1KDDHdJapDhLkkNMtwlqUGGuyQ1yHDXq0qSe5P89rGuQ5pthruOC0l+Ocn/SPL9JC8k+XqSXxpyzBuT/OVM1TiTklyaZNexrkPtOulYFyAl+TngLuA/ABuA1wL/CjhwLOuSTmSeuet48EaAqrqtqg5V1Q+r6u6qeiTJa5J8KMkzSfYl+UyS02D8s98kO5K8LckK4IPAbyTZn+Thvm5v6H4zeCnJ3Unm9e3/hSTf6X6DuC/J+X3bbk1yc5Ivd2N+PckvJPl4kn9M8kSSC8fUckOSbd32v0hySpLXAV8Gzu7G2Z/k7CRzu7F2d6+PJ5nbf6xJPtD9O+xJ8luz8N9CjTDcdTz4FnAoyfokb09yet+293SvXwH+KXAq8InJBqyqrwB/DNxRVadW1QV9m68Gfgs4k95vCb/Xt+3LwNJu24PA58YM/S7gQ8A8er9ZfKPrNw/4K+CmMf2vAS4HzqX3Q+xDVfUD4O3A7q62U6tqN/AHwFuBZcAFwEXdZx32C8BpwALgWuDPxvxbSf+f4a5jrqpeBH4ZKOBTwGiSjUnOoheON1XVU1W1H7gBWJVkmCnFv6iqb1XVD+lNAy3rq+WWqnqpqg4ANwIXHP5NofPFqnqgqn4EfBH4UVV9pqoOAXcAF/LTPlFVO6vqBWAtcNVR6roG+C9Vta+qRoEPA+/u2/7jbvuPq+pLwH7gTVM/fL0aGO46LlTV41X1nqpaCLwZOBv4ePf+TF/XZ+j9reisIT7uO33L/4febwMkmZPkI0n+d5IXgR1dn3l9/ff2Lf9wnPVTx3zWzr7lZ+gdz0TGO9b+/s9X1cHxapfGMtx13KmqJ4Bb6YX8buANfZvPAQ7SC9UfAD97eEOSOcBI/1BT/OirgZXA2+hNfyw+PPQUx+m3qG/5HHrHM1Ft4x3r7nH6SZMy3HXMJfnF7g+FC7v1RfSmL/4ncBvwn5IsSXIqL8+jH6Q3V39Kkl9LcjK9+em5fUPvBRYnGfT/89fTm0d/nt4PjT+egcO7LsnCJGfQ+wPvHX21/ZMxUz63AR9KMtL9kfc/A8flpZw6/hnuOh68BFwM3J/kB/RC/THgA8AtwGeB+4CngR8BvwNQVd8H/iPw58Bz9M7k+6+e+UL3/nySBweo4zP0pkKeA7Z1dQzr88DdwFPd64+62p+gF+ZPJflekrO7bVuAR4BH6f2h9o9moAa9CsWHdUizI8kO4Ler6qvHuha9+njmLkkNMtwlqUFOy0hSgzxzl6QGHRc3Dps3b14tXrz4WJchSSeUBx544LtVNTLetuMi3BcvXsyWLVuOdRmSdEJJ8sxE25yWkaQGGe6S1CDDXZIaZLhLUoMMd0lqkOEuSQ0y3CWpQYa7JDXIcJekBh0X31Ad1ufvf/ZYl6Axrr74nGNdgvSq5pm7JDXIcJekBhnuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ1aOBwTzInyf9Kcle3fkaSe5J8u3s/va/vDUm2J3kyyeWzUbgkaWJTOXN/P/B43/r1wKaqWgps6tZJch6wCjgfWAHcnGTOzJQrSRrEQOGeZCHwa8Cf9zWvBNZ3y+uBK/rab6+qA1X1NLAduGhGqpUkDWTQM/ePA78P/KSv7ayq2gPQvZ/ZtS8Advb129W1/ZQka5JsSbJldHR0qnVLko5i0nBP8m+BfVX1wIBjZpy2OqKhal1VLa+q5SMjIwMOLUkaxCC3/L0E+PUk7wBOAX4uyV8Ce5PMr6o9SeYD+7r+u4BFffsvBHbPZNGSpKOb9My9qm6oqoVVtZjeH0r/rqp+E9gIrO66rQbu7JY3AquSzE2yBFgKbJ7xyiVJExrmYR0fATYkuRZ4FrgSoKq2JtkAbAMOAtdV1aGhK5UkDWxK4V5V9wL3dsvPA5dN0G8tsHbI2iRJ0+Q3VCWpQYa7JDXIcJekBhnuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWrQIM9QPSXJ5iQPJ9ma5MNd+41JnkvyUPd6R98+NyTZnuTJJJfP5gFIko40yMM6DgC/WlX7k5wMfC3Jl7ttH6uqP+nvnOQ8eo/jOx84G/hqkjf6NCZJeuUM8gzVqqr93erJ3auOsstK4PaqOlBVTwPbgYuGrlSSNLCB5tyTzEnyELAPuKeq7u82vS/JI0luSXJ617YA2Nm3+66ubeyYa5JsSbJldHR0+kcgSTrCQOFeVYeqahmwELgoyZuBTwLnAsuAPcBHu+4Zb4hxxlxXVcuravnIyMg0SpckTWRKV8tU1ffoPSB7RVXt7UL/J8CneHnqZRewqG+3hcDu4UuVJA1qkKtlRpL8fLf8M8DbgCeSzO/r9k7gsW55I7AqydwkS4ClwOYZrVqSdFSDXC0zH1ifZA69HwYbququJJ9NsozelMsO4L0AVbU1yQZgG3AQuM4rZSTplTVpuFfVI8CF47S/+yj7rAXWDleaJGm6/IaqJDXIcJekBhnuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWqQ4S5JDRrkSUynJNmc5OEkW5N8uGs/I8k9Sb7dvZ/et88NSbYneTLJ5bN5AJKkIw1y5n4A+NWquoDew7BXJHkrcD2wqaqWApu6dZKcB6wCzgdWADd3T3GSJL1CJg336tnfrZ7cvQpYCazv2tcDV3TLK4Hbq+pAVT0NbOflh2dLkl4BA825J5mT5CFgH3BPVd0PnFVVewC69zO77guAnX277+raxo65JsmWJFtGR0eHOARJ0lgDhXtVHaqqZcBC4KIkbz5K94w3xDhjrquq5VW1fGRkZKBiJUmDmdLVMlX1PeBeenPpe5PMB+je93XddgGL+nZbCOwetlBJ0uAGuVpmJMnPd8s/A7wNeALYCKzuuq0G7uyWNwKrksxNsgRYCmye4bolSUdx0gB95gPruyteXgNsqKq7knwD2JDkWuBZ4EqAqtqaZAOwDTgIXFdVh2anfEnSeCYN96p6BLhwnPbngcsm2GctsHbo6iRJ0+I3VCWpQYa7JDXIcJekBhnuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWrQIE9iWpTk75M8nmRrkvd37TcmeS7JQ93rHX373JBke5Ink1w+mwcgSTrSIE9iOgh8oKoeTPJ64IEk93TbPlZVf9LfOcl5wCrgfOBs4KtJ3ujTmCTplTPpmXtV7amqB7vll4DHgQVH2WUlcHtVHaiqp4HtwEUzUawkaTBTmnNPspjeI/fu75rel+SRJLckOb1rWwDs7NttF0f/YSBJmmEDh3uSU4G/Bn63ql4EPgmcCywD9gAfPdx1nN1rnPHWJNmSZMvo6OhU65YkHcVA4Z7kZHrB/rmq+huAqtpbVYeq6ifAp3h56mUXsKhv94XA7rFjVtW6qlpeVctHRkaGOQZJ0hiDXC0T4NPA41V1U1/7/L5u7wQe65Y3AquSzE2yBFgKbJ65kiVJkxnkaplLgHcDjyZ5qGv7IHBVkmX0plx2AO8FqKqtSTYA2+hdaXOdV8pI0itr0nCvqq8x/jz6l46yz1pg7RB1SZKG4DdUJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoMMd0lqkOEuSQ0y3CWpQYa7JDXIcJekBg1y4zBJDfj8/c8e6xI0jqsvPmdWxvXMXZIaZLhLUoMMd0lqkOEuSQ0a5DF7i5L8fZLHk2xN8v6u/Ywk9yT5dvd+et8+NyTZnuTJJJfP5gFIko40yJn7QeADVfXPgLcC1yU5D7ge2FRVS4FN3TrdtlXA+cAK4OYkc2ajeEnS+CYN96raU1UPdssvAY8DC4CVwPqu23rgim55JXB7VR2oqqeB7cBFM1y3JOkopjTnnmQxcCFwP3BWVe2B3g8A4Myu2wJgZ99uu7q2sWOtSbIlyZbR0dFplC5JmsjA4Z7kVOCvgd+tqheP1nWctjqioWpdVS2vquUjIyODliFJGsBA4Z7kZHrB/rmq+puueW+S+d32+cC+rn0XsKhv94XA7pkpV5I0iEGulgnwaeDxqrqpb9NGYHW3vBq4s699VZK5SZYAS4HNM1eyJGkyg9xb5hLg3cCjSR7q2j4IfATYkORa4FngSoCq2ppkA7CN3pU211XVoZkuXJI0sUnDvaq+xvjz6ACXTbDPWmDtEHVJkobgN1QlqUGGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWqQ4S5JDTLcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoMMd0lq0CBPYrolyb4kj/W13ZjkuSQPda939G27Icn2JE8muXy2CpckTWyQM/dbgRXjtH+sqpZ1ry8BJDkPWAWc3+1zc5I5M1WsJGkwk4Z7Vd0HvDDgeCuB26vqQFU9DWwHLhqiPknSNAwz5/6+JI900zand20LgJ19fXZ1bUdIsibJliRbRkdHhyhDkjTWdMP9k8C5wDJgD/DRrn28Z63WeANU1bqqWl5Vy0dGRqZZhiRpPNMK96raW1WHquonwKd4eeplF7Cor+tCYPdwJUqSpmpa4Z5kft/qO4HDV9JsBFYlmZtkCbAU2DxciZKkqTppsg5JbgMuBeYl2QX8IXBpkmX0plx2AO8FqKqtSTYA24CDwHVVdWhWKpckTWjScK+qq8Zp/vRR+q8F1g5TlCRpOH5DVZIaZLhLUoMMd0lqkOEuSQ0y3CWpQYa7JDXIcJekBhnuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ1yHCXpAZNGu7dA7D3JXmsr+2MJPck+Xb3fnrfthuSbE/yZJLLZ6twSdLEBjlzvxVYMabtemBTVS0FNnXrJDkPWAWc3+1zc5I5M1atJGkgk4Z7Vd0HvDCmeSWwvlteD1zR1357VR2oqqeB7bz88GxJ0itkunPuZ1XVHoDu/cyufQGws6/frq7tCEnWJNmSZMvo6Og0y5AkjWem/6CacdpqvI5Vta6qllfV8pGRkRkuQ5Je3aYb7nuTzAfo3vd17buARX39FgK7p1+eJGk6phvuG4HV3fJq4M6+9lVJ5iZZAiwFNg9XoiRpqk6arEOS24BLgXlJdgF/CHwE2JDkWuBZ4EqAqtqaZAOwDTgIXFdVh2apdknSBCYN96q6aoJNl03Qfy2wdpiiJEnD8RuqktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWqQ4S5JDTLcJalBhrskNWjS+7kfTZIdwEvAIeBgVS1PcgZwB7AY2AG8q6r+cbgyJUlTMRNn7r9SVcuqanm3fj2wqaqWApu6dUnSK2g2pmVWAuu75fXAFbPwGZKkoxg23Au4O8kDSdZ0bWdV1R6A7v3MIT9DkjRFQ825A5dU1e4kZwL3JHli0B27HwZrAM4555why5Ak9RvqzL2qdnfv+4AvAhcBe5PMB+je902w77qqWl5Vy0dGRoYpQ5I0xrTDPcnrkrz+8DLwb4DHgI3A6q7bauDOYYuUJE3NMNMyZwFfTHJ4nM9X1VeSfBPYkORa4FngyuHLlCRNxbTDvaqeAi4Yp/154LJhipIkDcdvqEpSgwx3SWqQ4S5JDTLcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoMMd0lqkOEuSQ0y3CWpQYa7JDXIcJekBhnuktQgw12SGjRr4Z5kRZInk2xPcv1sfY4k6UizEu5J5gB/BrwdOA+4Ksl5s/FZkqQjzdaZ+0XA9qp6qqr+L3A7sHKWPkuSNMYwD8g+mgXAzr71XcDF/R2SrAHWdKv7kzw5xOfNA747xP6aYdcc6wKkE8Q1w+XXGybaMFvhnnHa6qdWqtYB62bkw5ItVbV8JsaSpFfSbOXXbE3L7AIW9a0vBHbP0mdJksaYrXD/JrA0yZIkrwVWARtn6bMkSWPMyrRMVR1M8j7gb4E5wC1VtXU2PqszI9M7knQMzEp+paom7yVJOqH4DVVJapDhLkkNOqHD3VscSDpRJbklyb4kj83G+CdsuHuLA0knuFuBFbM1+Akb7niLA0knsKq6D3hhtsY/kcN9vFscLDhGtUjSceVEDvdJb3EgSa9WJ3K4e4sDSZrAiRzu3uJAkiZwwoZ7VR0EDt/i4HFgwyzf4kCSZkyS24BvAG9KsivJtTM6vrcfkKT2nLBn7pKkiRnuktQgw12SGmS4S1KDDHdJapDhrqYk+YMkW5M8kuShJBfPwJi/PlN3HU2yfybGkSbjpZBqRpJ/AdwEXFpVB5LMA15bVZN+cznJSd13J2a7xv1Vdepsf47kmbtaMh/4blUdAKiq71bV7iQ7uqAnyfIk93bLNyZZl+Ru4DNJ7k9y/uHBktyb5C1J3pPkE0lO68Z6Tbf9Z5PsTHJyknOTfCXJA0n+Ickvdn2WJPlGkm8m+a+v8L+HXsUMd7XkbmBRkm8luTnJvx5gn7cAK6vqanq3jX4XQJL5wNlV9cDhjlX1feBh4PC4/w7426r6Mb2HHP9OVb0F+D3g5q7PnwKfrKpfAr4z9BFKAzLc1Yyq2k8vrNcAo8AdSd4zyW4bq+qH3fIG4Mpu+V3AF8bpfwfwG93yqu4zTgX+JfCFJA8B/53ebxEAlwC3dcufncrxSMM46VgXIM2kqjoE3Avcm+RRYDVwkJdPZE4Zs8sP+vZ9LsnzSf45vQB/7zgfsRH4b0nOoPeD5O+A1wHfq6plE5U1vaORps8zdzUjyZuSLO1rWgY8A+ygF8QA/36SYW4Hfh84raoeHbux++1gM73plruq6lBVvQg8neTKro4kuaDb5ev0zvABrpnyQUnTZLirJacC65NsS/IIvWfr3gh8GPjTJP8AHJpkjL+iF8YbjtLnDuA3u/fDrgGuTfIwsJWXH/n4fuC6JN8ETpva4UjT56WQktQgz9wlqUGGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWrQ/wMpxdkB3StBswAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "figbi, axesbi = plt.subplots(2, 4, figsize=(16, 10))\ndata.groupby('Pclass')['Survived'].mean().plot(kind='barh',ax=axesbi[0,0],xlim=[0,1])\ndata.groupby('SibSp')['Survived'].mean().plot(kind='barh',ax=axesbi[0,1],xlim=[0,1])\ndata.groupby('Parch')['Survived'].mean().plot(kind='barh',ax=axesbi[0,2],xlim=[0,1])\ndata.groupby('Sex')['Survived'].mean().plot(kind='barh',ax=axesbi[0,3],xlim=[0,1])\ndata.groupby('Embarked')['Survived'].mean().plot(kind='barh',ax=axesbi[1,0],xlim=[0,1])\nsns.boxplot(x=\"Survived\", y=\"Age\", data=data,ax=axesbi[1,1])\nsns.boxplot(x=\"Survived\", y=\"Fare\", data=data,ax=axesbi[1,2])",
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 28,
          "data": {
            "text/plain": "<AxesSubplot:xlabel='Survived', ylabel='Fare'>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1152x720 with 8 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "version": "3.8.5",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "gist": {
      "id": "",
      "data": {
        "description": "Untitled12.ipynb",
        "public": true
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}