titanic-eda.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:24.357487Z",
     "iopub.status.busy": "2020-11-14T08:27:24.356436Z",
     "iopub.status.idle": "2020-11-14T08:27:24.363791Z",
     "shell.execute_reply": "2020-11-14T08:27:24.362308Z"
    },
    "papermill": {
     "duration": 0.044407,
     "end_time": "2020-11-14T08:27:24.364021",
     "exception": false,
     "start_time": "2020-11-14T08:27:24.319614",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/kaggle/input/titanic/train.csv\n",
      "/kaggle/input/titanic/gender_submission.csv\n",
      "/kaggle/input/titanic/test.csv\n"
     ]
    }
   ],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:24.428334Z",
     "iopub.status.busy": "2020-11-14T08:27:24.427526Z",
     "iopub.status.idle": "2020-11-14T08:27:25.560875Z",
     "shell.execute_reply": "2020-11-14T08:27:25.561573Z"
    },
    "papermill": {
     "duration": 1.169177,
     "end_time": "2020-11-14T08:27:25.561753",
     "exception": false,
     "start_time": "2020-11-14T08:27:24.392576",
     "status": "completed"
    },
    "tags": []
   },
   "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": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:25.622745Z",
     "iopub.status.busy": "2020-11-14T08:27:25.621896Z",
     "iopub.status.idle": "2020-11-14T08:27:25.662812Z",
     "shell.execute_reply": "2020-11-14T08:27:25.662011Z"
    },
    "papermill": {
     "duration": 0.074015,
     "end_time": "2020-11-14T08:27:25.662977",
     "exception": false,
     "start_time": "2020-11-14T08:27:25.588962",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <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>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('/kaggle/input/titanic/train.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:25.735616Z",
     "iopub.status.busy": "2020-11-14T08:27:25.734664Z",
     "iopub.status.idle": "2020-11-14T08:27:25.738355Z",
     "shell.execute_reply": "2020-11-14T08:27:25.739153Z"
    },
    "papermill": {
     "duration": 0.048505,
     "end_time": "2020-11-14T08:27:25.739396",
     "exception": false,
     "start_time": "2020-11-14T08:27:25.690891",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 12 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   PassengerId  891 non-null    int64  \n",
      " 1   Survived     891 non-null    int64  \n",
      " 2   Pclass       891 non-null    int64  \n",
      " 3   Name         891 non-null    object \n",
      " 4   Sex          891 non-null    object \n",
      " 5   Age          714 non-null    float64\n",
      " 6   SibSp        891 non-null    int64  \n",
      " 7   Parch        891 non-null    int64  \n",
      " 8   Ticket       891 non-null    object \n",
      " 9   Fare         891 non-null    float64\n",
      " 10  Cabin        204 non-null    object \n",
      " 11  Embarked     889 non-null    object \n",
      "dtypes: float64(2), int64(5), object(5)\n",
      "memory usage: 83.7+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:25.808356Z",
     "iopub.status.busy": "2020-11-14T08:27:25.807307Z",
     "iopub.status.idle": "2020-11-14T08:27:25.812544Z",
     "shell.execute_reply": "2020-11-14T08:27:25.811798Z"
    },
    "papermill": {
     "duration": 0.042562,
     "end_time": "2020-11-14T08:27:25.812669",
     "exception": false,
     "start_time": "2020-11-14T08:27:25.770107",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age            177\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:25.878892Z",
     "iopub.status.busy": "2020-11-14T08:27:25.878032Z",
     "iopub.status.idle": "2020-11-14T08:27:25.890063Z",
     "shell.execute_reply": "2020-11-14T08:27:25.889267Z"
    },
    "papermill": {
     "duration": 0.047991,
     "end_time": "2020-11-14T08:27:25.890232",
     "exception": false,
     "start_time": "2020-11-14T08:27:25.842241",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:25.961779Z",
     "iopub.status.busy": "2020-11-14T08:27:25.960703Z",
     "iopub.status.idle": "2020-11-14T08:27:25.965433Z",
     "shell.execute_reply": "2020-11-14T08:27:25.964822Z"
    },
    "papermill": {
     "duration": 0.044837,
     "end_time": "2020-11-14T08:27:25.965567",
     "exception": false,
     "start_time": "2020-11-14T08:27:25.920730",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived       549\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age              0\n",
       "SibSp          608\n",
       "Parch          678\n",
       "Ticket           0\n",
       "Fare            15\n",
       "Cabin            0\n",
       "Embarked         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isin([0]).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:26.039904Z",
     "iopub.status.busy": "2020-11-14T08:27:26.038724Z",
     "iopub.status.idle": "2020-11-14T08:27:26.061677Z",
     "shell.execute_reply": "2020-11-14T08:27:26.062249Z"
    },
    "papermill": {
     "duration": 0.066201,
     "end_time": "2020-11-14T08:27:26.062420",
     "exception": false,
     "start_time": "2020-11-14T08:27:25.996219",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "      <th>salutations</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",
       "      <td>Mr</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",
       "      <td>Mrs</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",
       "      <td>Miss</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",
       "      <td>Mrs</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",
       "      <td>Mr</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked salutations  \n",
       "0      0         A/5 21171   7.2500   NaN        S          Mr  \n",
       "1      0          PC 17599  71.2833   C85        C         Mrs  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S        Miss  \n",
       "3      0            113803  53.1000  C123        S         Mrs  \n",
       "4      0            373450   8.0500   NaN        S          Mr  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extracting salutations\n",
    "data['salutations'] = data['Name'].str.extract('([A-Za-z]+)\\.')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:26.134908Z",
     "iopub.status.busy": "2020-11-14T08:27:26.133606Z",
     "iopub.status.idle": "2020-11-14T08:27:26.138365Z",
     "shell.execute_reply": "2020-11-14T08:27:26.138922Z"
    },
    "papermill": {
     "duration": 0.045287,
     "end_time": "2020-11-14T08:27:26.139096",
     "exception": false,
     "start_time": "2020-11-14T08:27:26.093809",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mr          517\n",
       "Miss        182\n",
       "Mrs         125\n",
       "Master       40\n",
       "Dr            7\n",
       "Rev           6\n",
       "Major         2\n",
       "Mlle          2\n",
       "Col           2\n",
       "Lady          1\n",
       "Capt          1\n",
       "Mme           1\n",
       "Sir           1\n",
       "Jonkheer      1\n",
       "Don           1\n",
       "Ms            1\n",
       "Countess      1\n",
       "Name: salutations, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['salutations'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:26.213813Z",
     "iopub.status.busy": "2020-11-14T08:27:26.212925Z",
     "iopub.status.idle": "2020-11-14T08:27:26.222572Z",
     "shell.execute_reply": "2020-11-14T08:27:26.223183Z"
    },
    "papermill": {
     "duration": 0.051796,
     "end_time": "2020-11-14T08:27:26.223361",
     "exception": false,
     "start_time": "2020-11-14T08:27:26.171565",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mr        529\n",
       "Miss      186\n",
       "Mrs       127\n",
       "Master     40\n",
       "Other       9\n",
       "Name: salutations, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['salutations'].replace(['Mlle','Mme','Ms','Dr','Major','Lady','Countess','Jonkheer','Col','Rev','Capt','Sir','Don'],['Miss','Miss','Miss','Mr','Mr','Mrs','Mrs','Other','Other','Other','Mr','Mr','Mr'],inplace=True)\n",
    "data['salutations'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:26.296289Z",
     "iopub.status.busy": "2020-11-14T08:27:26.295454Z",
     "iopub.status.idle": "2020-11-14T08:27:26.641681Z",
     "shell.execute_reply": "2020-11-14T08:27:26.640703Z"
    },
    "papermill": {
     "duration": 0.386344,
     "end_time": "2020-11-14T08:27:26.641829",
     "exception": false,
     "start_time": "2020-11-14T08:27:26.255485",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,2, figsize = (15,6))\n",
    "data['salutations'].value_counts().plot.pie(ax = ax[0], explode = [0,0.1,0.1,0.1,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "# ax[0].set_title('salutations')\n",
    "sns.countplot(x = 'salutations', data = data, ax = ax[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:26.728391Z",
     "iopub.status.busy": "2020-11-14T08:27:26.719554Z",
     "iopub.status.idle": "2020-11-14T08:27:26.909031Z",
     "shell.execute_reply": "2020-11-14T08:27:26.908325Z"
    },
    "papermill": {
     "duration": 0.232314,
     "end_time": "2020-11-14T08:27:26.909168",
     "exception": false,
     "start_time": "2020-11-14T08:27:26.676854",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,2, figsize = (15,5))\n",
    "data['Sex'].value_counts().plot.pie(ax = ax[0], explode = [0,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "# ax[0].set_title('Sex')\n",
    "sns.countplot(x = 'Sex', data = data, ax = ax[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:26.996100Z",
     "iopub.status.busy": "2020-11-14T08:27:26.994813Z",
     "iopub.status.idle": "2020-11-14T08:27:27.200619Z",
     "shell.execute_reply": "2020-11-14T08:27:27.201168Z"
    },
    "papermill": {
     "duration": 0.255995,
     "end_time": "2020-11-14T08:27:27.201354",
     "exception": false,
     "start_time": "2020-11-14T08:27:26.945359",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Age'].hist(figsize = (10,4))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:27.284403Z",
     "iopub.status.busy": "2020-11-14T08:27:27.279070Z",
     "iopub.status.idle": "2020-11-14T08:27:27.288646Z",
     "shell.execute_reply": "2020-11-14T08:27:27.289247Z"
    },
    "papermill": {
     "duration": 0.052028,
     "end_time": "2020-11-14T08:27:27.289415",
     "exception": false,
     "start_time": "2020-11-14T08:27:27.237387",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "salutations\n",
       "Master     4.574167\n",
       "Miss      21.860000\n",
       "Mr        32.739609\n",
       "Mrs       35.981818\n",
       "Other     45.888889\n",
       "Name: Age, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# replacing null values in age column\n",
    "data.groupby(['salutations'])['Age'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:27.376725Z",
     "iopub.status.busy": "2020-11-14T08:27:27.375544Z",
     "iopub.status.idle": "2020-11-14T08:27:27.379970Z",
     "shell.execute_reply": "2020-11-14T08:27:27.379246Z"
    },
    "papermill": {
     "duration": 0.054118,
     "end_time": "2020-11-14T08:27:27.380110",
     "exception": false,
     "start_time": "2020-11-14T08:27:27.325992",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5     NaN\n",
       "17    NaN\n",
       "26    NaN\n",
       "29    NaN\n",
       "36    NaN\n",
       "       ..\n",
       "839   NaN\n",
       "846   NaN\n",
       "859   NaN\n",
       "868   NaN\n",
       "878   NaN\n",
       "Name: Age, Length: 120, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['salutations'] == 'Mr') & (data['Age'].isnull())]['Age']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:27.481810Z",
     "iopub.status.busy": "2020-11-14T08:27:27.480775Z",
     "iopub.status.idle": "2020-11-14T08:27:27.483618Z",
     "shell.execute_reply": "2020-11-14T08:27:27.484221Z"
    },
    "papermill": {
     "duration": 0.058017,
     "end_time": "2020-11-14T08:27:27.484389",
     "exception": false,
     "start_time": "2020-11-14T08:27:27.426372",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data.loc[(data.Age.isnull())&(data.salutations=='Mr'),'Age']=33\n",
    "data.loc[(data.Age.isnull())&(data.salutations=='Mrs'),'Age']=36\n",
    "data.loc[(data.Age.isnull())&(data.salutations=='Master'),'Age']=5\n",
    "data.loc[(data.Age.isnull())&(data.salutations=='Miss'),'Age']=22\n",
    "data.loc[(data.Age.isnull())&(data.salutations=='Other'),'Age']=46"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:27.566802Z",
     "iopub.status.busy": "2020-11-14T08:27:27.565664Z",
     "iopub.status.idle": "2020-11-14T08:27:27.570956Z",
     "shell.execute_reply": "2020-11-14T08:27:27.570329Z"
    },
    "papermill": {
     "duration": 0.049459,
     "end_time": "2020-11-14T08:27:27.571091",
     "exception": false,
     "start_time": "2020-11-14T08:27:27.521632",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Age'].isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:27.655389Z",
     "iopub.status.busy": "2020-11-14T08:27:27.653792Z",
     "iopub.status.idle": "2020-11-14T08:27:27.658938Z",
     "shell.execute_reply": "2020-11-14T08:27:27.658256Z"
    },
    "papermill": {
     "duration": 0.049676,
     "end_time": "2020-11-14T08:27:27.659082",
     "exception": false,
     "start_time": "2020-11-14T08:27:27.609406",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',\n",
       "       'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked', 'salutations'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:27.755363Z",
     "iopub.status.busy": "2020-11-14T08:27:27.754527Z",
     "iopub.status.idle": "2020-11-14T08:27:27.945608Z",
     "shell.execute_reply": "2020-11-14T08:27:27.944942Z"
    },
    "papermill": {
     "duration": 0.246997,
     "end_time": "2020-11-14T08:27:27.945739",
     "exception": false,
     "start_time": "2020-11-14T08:27:27.698742",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average age of survived \n",
    "f,ax = plt.subplots(1,2, figsize = (15,5))\n",
    "data.groupby('Survived')['Age'].mean().plot.pie(ax = ax[0], explode = [0,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0].set_title('AVG Survival age')\n",
    "sns.countplot(x = 'Survived', data = data, ax = ax[1])\n",
    "ax[1].set_title('Survived Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:28.130807Z",
     "iopub.status.busy": "2020-11-14T08:27:28.036412Z",
     "iopub.status.idle": "2020-11-14T08:27:28.342116Z",
     "shell.execute_reply": "2020-11-14T08:27:28.342861Z"
    },
    "papermill": {
     "duration": 0.356071,
     "end_time": "2020-11-14T08:27:28.343028",
     "exception": false,
     "start_time": "2020-11-14T08:27:27.986957",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average age of survived \n",
    "f,ax = plt.subplots(1,2, figsize = (15,5))\n",
    "data.groupby('Survived')['Age'].mean().plot.pie(ax = ax[0], explode = [0,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0].set_title('AVG Survival age')\n",
    "sns.countplot(x = 'Survived',hue = 'Sex', data = data, ax = ax[1])\n",
    "ax[1].set_title('Survived Count sex wise')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:28.441920Z",
     "iopub.status.busy": "2020-11-14T08:27:28.434953Z",
     "iopub.status.idle": "2020-11-14T08:27:28.683559Z",
     "shell.execute_reply": "2020-11-14T08:27:28.682702Z"
    },
    "papermill": {
     "duration": 0.299538,
     "end_time": "2020-11-14T08:27:28.683698",
     "exception": false,
     "start_time": "2020-11-14T08:27:28.384160",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average age of survived \n",
    "f,ax = plt.subplots(1,2, figsize = (15,5))\n",
    "data['Pclass'].value_counts().plot.pie(ax = ax[0], explode = [0,0.1,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0].set_title('Pclass share')\n",
    "sns.countplot(x = 'Pclass',hue = 'Sex', data = data, ax = ax[1])\n",
    "ax[1].set_title('Pclass sex wise')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:28.778991Z",
     "iopub.status.busy": "2020-11-14T08:27:28.778100Z",
     "iopub.status.idle": "2020-11-14T08:27:29.025103Z",
     "shell.execute_reply": "2020-11-14T08:27:29.024291Z"
    },
    "papermill": {
     "duration": 0.298429,
     "end_time": "2020-11-14T08:27:29.025265",
     "exception": false,
     "start_time": "2020-11-14T08:27:28.726836",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " \n",
    "f,ax = plt.subplots(1,2, figsize = (15,5))\n",
    "data['Pclass'].value_counts().plot.pie(ax = ax[0], explode = [0,0.1,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0].set_title('Pclass share')\n",
    "sns.countplot(x = 'Pclass',hue = 'Survived', data = data, ax = ax[1])\n",
    "ax[1].set_title('Pclass sex wise')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:29.125241Z",
     "iopub.status.busy": "2020-11-14T08:27:29.124027Z",
     "iopub.status.idle": "2020-11-14T08:27:29.303867Z",
     "shell.execute_reply": "2020-11-14T08:27:29.304537Z"
    },
    "papermill": {
     "duration": 0.233989,
     "end_time": "2020-11-14T08:27:29.304721",
     "exception": false,
     "start_time": "2020-11-14T08:27:29.070732",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_3bd595ca_2653_11eb_995a_0242ac130202row0_col0,#T_3bd595ca_2653_11eb_995a_0242ac130202row0_col1,#T_3bd595ca_2653_11eb_995a_0242ac130202row0_col2{\n",
       "            background-color:  #ffff66;\n",
       "            color:  #000000;\n",
       "        }#T_3bd595ca_2653_11eb_995a_0242ac130202row1_col0,#T_3bd595ca_2653_11eb_995a_0242ac130202row1_col1,#T_3bd595ca_2653_11eb_995a_0242ac130202row1_col2{\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_3bd595ca_2653_11eb_995a_0242ac130202\" ><thead>    <tr>        <th class=\"index_name level0\" >Pclass</th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>    </tr>    <tr>        <th class=\"index_name level0\" >Sex</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3bd595ca_2653_11eb_995a_0242ac130202level0_row0\" class=\"row_heading level0 row0\" >female</th>\n",
       "                        <td id=\"T_3bd595ca_2653_11eb_995a_0242ac130202row0_col0\" class=\"data row0 col0\" >94</td>\n",
       "                        <td id=\"T_3bd595ca_2653_11eb_995a_0242ac130202row0_col1\" class=\"data row0 col1\" >76</td>\n",
       "                        <td id=\"T_3bd595ca_2653_11eb_995a_0242ac130202row0_col2\" class=\"data row0 col2\" >144</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3bd595ca_2653_11eb_995a_0242ac130202level0_row1\" class=\"row_heading level0 row1\" >male</th>\n",
       "                        <td id=\"T_3bd595ca_2653_11eb_995a_0242ac130202row1_col0\" class=\"data row1 col0\" >122</td>\n",
       "                        <td id=\"T_3bd595ca_2653_11eb_995a_0242ac130202row1_col1\" class=\"data row1 col1\" >108</td>\n",
       "                        <td id=\"T_3bd595ca_2653_11eb_995a_0242ac130202row1_col2\" class=\"data row1 col2\" >347</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fae780d7e10>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(data['Pclass'], data['Sex']).T.style.background_gradient(cmap='summer_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:29.419394Z",
     "iopub.status.busy": "2020-11-14T08:27:29.407488Z",
     "iopub.status.idle": "2020-11-14T08:27:29.440704Z",
     "shell.execute_reply": "2020-11-14T08:27:29.439931Z"
    },
    "papermill": {
     "duration": 0.090776,
     "end_time": "2020-11-14T08:27:29.440841",
     "exception": false,
     "start_time": "2020-11-14T08:27:29.350065",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_3beaf87a_2653_11eb_995a_0242ac130202row0_col0,#T_3beaf87a_2653_11eb_995a_0242ac130202row1_col1{\n",
       "            background-color:  #ffff66;\n",
       "            color:  #000000;\n",
       "        }#T_3beaf87a_2653_11eb_995a_0242ac130202row0_col1,#T_3beaf87a_2653_11eb_995a_0242ac130202row1_col0{\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_3beaf87a_2653_11eb_995a_0242ac130202\" ><thead>    <tr>        <th class=\"index_name level0\" >Sex</th>        <th class=\"col_heading level0 col0\" >female</th>        <th class=\"col_heading level0 col1\" >male</th>    </tr>    <tr>        <th class=\"index_name level0\" >Survived</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3beaf87a_2653_11eb_995a_0242ac130202level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_3beaf87a_2653_11eb_995a_0242ac130202row0_col0\" class=\"data row0 col0\" >81</td>\n",
       "                        <td id=\"T_3beaf87a_2653_11eb_995a_0242ac130202row0_col1\" class=\"data row0 col1\" >468</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3beaf87a_2653_11eb_995a_0242ac130202level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_3beaf87a_2653_11eb_995a_0242ac130202row1_col0\" class=\"data row1 col0\" >233</td>\n",
       "                        <td id=\"T_3beaf87a_2653_11eb_995a_0242ac130202row1_col1\" class=\"data row1 col1\" >109</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fae780ec550>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(data['Sex'], data['Survived']).T.style.background_gradient(cmap='summer_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:29.542408Z",
     "iopub.status.busy": "2020-11-14T08:27:29.541457Z",
     "iopub.status.idle": "2020-11-14T08:27:29.567583Z",
     "shell.execute_reply": "2020-11-14T08:27:29.568140Z"
    },
    "papermill": {
     "duration": 0.081148,
     "end_time": "2020-11-14T08:27:29.568330",
     "exception": false,
     "start_time": "2020-11-14T08:27:29.487182",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_3bfe6176_2653_11eb_995a_0242ac130202row0_col0,#T_3bfe6176_2653_11eb_995a_0242ac130202row1_col1,#T_3bfe6176_2653_11eb_995a_0242ac130202row1_col2{\n",
       "            background-color:  #ffff66;\n",
       "            color:  #000000;\n",
       "        }#T_3bfe6176_2653_11eb_995a_0242ac130202row0_col1,#T_3bfe6176_2653_11eb_995a_0242ac130202row0_col2,#T_3bfe6176_2653_11eb_995a_0242ac130202row1_col0{\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_3bfe6176_2653_11eb_995a_0242ac130202\" ><thead>    <tr>        <th class=\"index_name level0\" >Pclass</th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>    </tr>    <tr>        <th class=\"index_name level0\" >Survived</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3bfe6176_2653_11eb_995a_0242ac130202level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_3bfe6176_2653_11eb_995a_0242ac130202row0_col0\" class=\"data row0 col0\" >80</td>\n",
       "                        <td id=\"T_3bfe6176_2653_11eb_995a_0242ac130202row0_col1\" class=\"data row0 col1\" >97</td>\n",
       "                        <td id=\"T_3bfe6176_2653_11eb_995a_0242ac130202row0_col2\" class=\"data row0 col2\" >372</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3bfe6176_2653_11eb_995a_0242ac130202level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_3bfe6176_2653_11eb_995a_0242ac130202row1_col0\" class=\"data row1 col0\" >136</td>\n",
       "                        <td id=\"T_3bfe6176_2653_11eb_995a_0242ac130202row1_col1\" class=\"data row1 col1\" >87</td>\n",
       "                        <td id=\"T_3bfe6176_2653_11eb_995a_0242ac130202row1_col2\" class=\"data row1 col2\" >119</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fae78049090>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(data['Pclass'], data['Survived']).T.style.background_gradient(cmap='summer_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:29.671086Z",
     "iopub.status.busy": "2020-11-14T08:27:29.670328Z",
     "iopub.status.idle": "2020-11-14T08:27:30.145782Z",
     "shell.execute_reply": "2020-11-14T08:27:30.146367Z"
    },
    "papermill": {
     "duration": 0.532092,
     "end_time": "2020-11-14T08:27:30.146544",
     "exception": false,
     "start_time": "2020-11-14T08:27:29.614452",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrmat = data.corr()\n",
    "fig = plt.figure(figsize = (10,7))\n",
    "sns.heatmap(corrmat,vmax = 1,square = True,annot = True,vmin = -1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:30.267301Z",
     "iopub.status.busy": "2020-11-14T08:27:30.266331Z",
     "iopub.status.idle": "2020-11-14T08:27:30.918919Z",
     "shell.execute_reply": "2020-11-14T08:27:30.919553Z"
    },
    "papermill": {
     "duration": 0.724952,
     "end_time": "2020-11-14T08:27:30.919717",
     "exception": false,
     "start_time": "2020-11-14T08:27:30.194765",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "f,ax = plt.subplots(2,3, figsize = (15,10))\n",
    "data['Pclass'].value_counts().plot.pie(ax = ax[0][0], explode = [0,0.1,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0][0].set_title('Pclass share')\n",
    "data['Sex'].value_counts().plot.pie(ax = ax[0][1], explode = [0,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0][1].set_title('Sex')\n",
    "data['Survived'].value_counts().plot.pie(ax = ax[0][2], explode = [0,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0][2].set_title('Survival')\n",
    "sns.countplot(x = 'Pclass', hue = 'Survived', data = data, ax = ax[1][0])\n",
    "ax[1][0].set_title('class wise survival')\n",
    "sns.countplot(x = 'Sex', hue = 'Survived', data = data, ax = ax[1][1])\n",
    "ax[1][1].set_title('sex wise survival')\n",
    "sns.countplot(x = 'Survived', hue = 'Embarked', data = data, ax = ax[1][2])\n",
    "ax[1][2].set_title('class wise survival')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:31.034439Z",
     "iopub.status.busy": "2020-11-14T08:27:31.027647Z",
     "iopub.status.idle": "2020-11-14T08:27:31.233343Z",
     "shell.execute_reply": "2020-11-14T08:27:31.232567Z"
    },
    "papermill": {
     "duration": 0.261944,
     "end_time": "2020-11-14T08:27:31.233468",
     "exception": false,
     "start_time": "2020-11-14T08:27:30.971524",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Fare'].hist(figsize = (15,5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:31.351919Z",
     "iopub.status.busy": "2020-11-14T08:27:31.345698Z",
     "iopub.status.idle": "2020-11-14T08:27:31.614573Z",
     "shell.execute_reply": "2020-11-14T08:27:31.613780Z"
    },
    "papermill": {
     "duration": 0.32979,
     "end_time": "2020-11-14T08:27:31.614717",
     "exception": false,
     "start_time": "2020-11-14T08:27:31.284927",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,2, figsize = (15,5))\n",
    "data.groupby(['Sex'])['Fare'].mean().plot.pie(ax = ax[0], explode = [0,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0].set_title('Fare sex wise')\n",
    "sns.barplot(x = 'Sex',y = 'Fare',data = data, ax = ax[1])\n",
    "ax[1].set_title('Fare sex wise')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:31.731149Z",
     "iopub.status.busy": "2020-11-14T08:27:31.729807Z",
     "iopub.status.idle": "2020-11-14T08:27:32.046734Z",
     "shell.execute_reply": "2020-11-14T08:27:32.047356Z"
    },
    "papermill": {
     "duration": 0.379791,
     "end_time": "2020-11-14T08:27:32.047516",
     "exception": false,
     "start_time": "2020-11-14T08:27:31.667725",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,2, figsize = (15,5))\n",
    "data.groupby(['Pclass'])['Fare'].mean().plot.pie(ax = ax[0], explode = [0,0.1,0.1], shadow = True, autopct = '%1.1f%%')\n",
    "ax[0].set_title('Fare sex wise')\n",
    "sns.barplot(x = 'Pclass',y = 'Fare',data = data, ax = ax[1])\n",
    "ax[1].set_title('Fare sex wise')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:32.297149Z",
     "iopub.status.busy": "2020-11-14T08:27:32.291616Z",
     "iopub.status.idle": "2020-11-14T08:27:32.882233Z",
     "shell.execute_reply": "2020-11-14T08:27:32.881597Z"
    },
    "papermill": {
     "duration": 0.781088,
     "end_time": "2020-11-14T08:27:32.882359",
     "exception": false,
     "start_time": "2020-11-14T08:27:32.101271",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Age trends\n",
    "f, ax = plt.subplots(1,3, figsize = (18,6))\n",
    "sns.distplot(data[data['Pclass'] == 1]['Age'], ax = ax[0])\n",
    "ax[0].set_title('Pclass 1')\n",
    "sns.distplot(data[data['Pclass'] == 2]['Age'], ax = ax[1])\n",
    "ax[1].set_title('Pclass 2')\n",
    "sns.distplot(data[data['Pclass'] == 3]['Age'], ax = ax[2])\n",
    "ax[2].set_title('Pclass 3')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:33.010672Z",
     "iopub.status.busy": "2020-11-14T08:27:33.009863Z",
     "iopub.status.idle": "2020-11-14T08:27:33.664929Z",
     "shell.execute_reply": "2020-11-14T08:27:33.664315Z"
    },
    "papermill": {
     "duration": 0.727117,
     "end_time": "2020-11-14T08:27:33.665065",
     "exception": false,
     "start_time": "2020-11-14T08:27:32.937948",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fare trends\n",
    "f, ax = plt.subplots(1,3, figsize = (18,6))\n",
    "sns.distplot(data[data['Pclass'] == 1]['Fare'], ax = ax[0])\n",
    "ax[0].set_title('Pclass 1')\n",
    "sns.distplot(data[data['Pclass'] == 2]['Fare'], ax = ax[1])\n",
    "ax[1].set_title('Pclass 2')\n",
    "sns.distplot(data[data['Pclass'] == 3]['Fare'], ax = ax[2])\n",
    "ax[2].set_title('Pclass 3')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-14T08:27:33.797172Z",
     "iopub.status.busy": "2020-11-14T08:27:33.796229Z",
     "iopub.status.idle": "2020-11-14T08:27:34.325416Z",
     "shell.execute_reply": "2020-11-14T08:27:34.324776Z"
    },
    "papermill": {
     "duration": 0.603304,
     "end_time": "2020-11-14T08:27:34.325554",
     "exception": false,
     "start_time": "2020-11-14T08:27:33.722250",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fare trends\n",
    "f, ax = plt.subplots(1,2, figsize = (18,6))\n",
    "sns.distplot(data[data['Sex'] == 'male']['Fare'], ax = ax[0])\n",
    "ax[0].set_title('male')\n",
    "sns.distplot(data[data['Sex'] == 'female']['Fare'], ax = ax[1])\n",
    "ax[1].set_title('female')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": 0.058796,
     "end_time": "2020-11-14T08:27:34.443029",
     "exception": false,
     "start_time": "2020-11-14T08:27:34.384233",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "papermill": {
   "duration": 15.657063,
   "end_time": "2020-11-14T08:27:34.613346",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2020-11-14T08:27:18.956283",
   "version": "2.1.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}