Basic DataFrame Operations with Pandas.ipynb

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   "source": [
    "# Basic DataFrame Operations with Pandas\n",
    "#### http://vijayshinva.github.io\n",
    "**NOTE:** *This tutorial uses the Titanic dataset from https://www.kaggle.com/c/titanic/data*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "dataset = pd.read_csv('datasets/titanic/train.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic\n",
    "- *head(n)* returns first n(default 5) rows\n",
    "- *info()* returns a summary of the dataframe\n",
    " - PassengerId has 891 entries while Age has 714. This indicates some age information is missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "outputs": [
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       "<div>\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": [
    "dataset.head()"
   ]
  },
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 12 columns):\n",
      "PassengerId    891 non-null int64\n",
      "Survived       891 non-null int64\n",
      "Pclass         891 non-null int64\n",
      "Name           891 non-null object\n",
      "Sex            891 non-null object\n",
      "Age            714 non-null float64\n",
      "SibSp          891 non-null int64\n",
      "Parch          891 non-null int64\n",
      "Ticket         891 non-null object\n",
      "Fare           891 non-null float64\n",
      "Cabin          204 non-null object\n",
      "Embarked       889 non-null object\n",
      "dtypes: float64(2), int64(5), object(5)\n",
      "memory usage: 83.6+ KB\n"
     ]
    }
   ],
   "source": [
    "dataset.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Selection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Column Selection**\n",
    "\n",
    "- Columns can be selected by passing the column name\n",
    "\n",
    "```\n",
    "dataset['Name']\n",
    "```\n",
    "\n",
    "You can also use the dot syntax\n",
    "\n",
    "```\n",
    "dataset.Name \n",
    "```\n",
    "\n",
    "But this won't work if there are spaces in the column name\n",
    "\n",
    "- Multiple columns can be selected by passing a list of column names\n",
    "\n",
    "```\n",
    "dataset[['Name', 'Sex']] \n",
    "```"
   ]
  },
  {
   "cell_type": "code",
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       "0                                Braund, Mr. Owen Harris\n",
       "1      Cumings, Mrs. John Bradley (Florence Briggs Th...\n",
       "2                                 Heikkinen, Miss. Laina\n",
       "3           Futrelle, Mrs. Jacques Heath (Lily May Peel)\n",
       "4                               Allen, Mr. William Henry\n",
       "5                                       Moran, Mr. James\n",
       "6                                McCarthy, Mr. Timothy J\n",
       "7                         Palsson, Master. Gosta Leonard\n",
       "8      Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)\n",
       "9                    Nasser, Mrs. Nicholas (Adele Achem)\n",
       "10                       Sandstrom, Miss. Marguerite Rut\n",
       "11                              Bonnell, Miss. Elizabeth\n",
       "12                        Saundercock, Mr. William Henry\n",
       "13                           Andersson, Mr. Anders Johan\n",
       "14                  Vestrom, Miss. Hulda Amanda Adolfina\n",
       "15                      Hewlett, Mrs. (Mary D Kingcome) \n",
       "16                                  Rice, Master. Eugene\n",
       "17                          Williams, Mr. Charles Eugene\n",
       "18     Vander Planke, Mrs. Julius (Emelia Maria Vande...\n",
       "19                               Masselmani, Mrs. Fatima\n",
       "20                                  Fynney, Mr. Joseph J\n",
       "21                                 Beesley, Mr. Lawrence\n",
       "22                           McGowan, Miss. Anna \"Annie\"\n",
       "23                          Sloper, Mr. William Thompson\n",
       "24                         Palsson, Miss. Torborg Danira\n",
       "25     Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...\n",
       "26                               Emir, Mr. Farred Chehab\n",
       "27                        Fortune, Mr. Charles Alexander\n",
       "28                         O'Dwyer, Miss. Ellen \"Nellie\"\n",
       "29                                   Todoroff, Mr. Lalio\n",
       "                             ...                        \n",
       "861                          Giles, Mr. Frederick Edward\n",
       "862    Swift, Mrs. Frederick Joel (Margaret Welles Ba...\n",
       "863                    Sage, Miss. Dorothy Edith \"Dolly\"\n",
       "864                               Gill, Mr. John William\n",
       "865                             Bystrom, Mrs. (Karolina)\n",
       "866                         Duran y More, Miss. Asuncion\n",
       "867                 Roebling, Mr. Washington Augustus II\n",
       "868                          van Melkebeke, Mr. Philemon\n",
       "869                      Johnson, Master. Harold Theodor\n",
       "870                                    Balkic, Mr. Cerin\n",
       "871     Beckwith, Mrs. Richard Leonard (Sallie Monypeny)\n",
       "872                             Carlsson, Mr. Frans Olof\n",
       "873                          Vander Cruyssen, Mr. Victor\n",
       "874                Abelson, Mrs. Samuel (Hannah Wizosky)\n",
       "875                     Najib, Miss. Adele Kiamie \"Jane\"\n",
       "876                        Gustafsson, Mr. Alfred Ossian\n",
       "877                                 Petroff, Mr. Nedelio\n",
       "878                                   Laleff, Mr. Kristo\n",
       "879        Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)\n",
       "880         Shelley, Mrs. William (Imanita Parrish Hall)\n",
       "881                                   Markun, Mr. Johann\n",
       "882                         Dahlberg, Miss. Gerda Ulrika\n",
       "883                        Banfield, Mr. Frederick James\n",
       "884                               Sutehall, Mr. Henry Jr\n",
       "885                 Rice, Mrs. William (Margaret Norton)\n",
       "886                                Montvila, Rev. Juozas\n",
       "887                         Graham, Miss. Margaret Edith\n",
       "888             Johnston, Miss. Catherine Helen \"Carrie\"\n",
       "889                                Behr, Mr. Karl Howell\n",
       "890                                  Dooley, Mr. Patrick\n",
       "Name: Name, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "dataset.Name"
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Moran, Mr. James</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Palsson, Master. Gosta Leonard</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Nasser, Mrs. Nicholas (Adele Achem)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sandstrom, Miss. Marguerite Rut</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bonnell, Miss. Elizabeth</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Saundercock, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Andersson, Mr. Anders Johan</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Hewlett, Mrs. (Mary D Kingcome)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Rice, Master. Eugene</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Williams, Mr. Charles Eugene</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Vander Planke, Mrs. Julius (Emelia Maria Vande...</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Masselmani, Mrs. Fatima</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Fynney, Mr. Joseph J</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Beesley, Mr. Lawrence</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>McGowan, Miss. Anna \"Annie\"</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Sloper, Mr. William Thompson</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Palsson, Miss. Torborg Danira</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Emir, Mr. Farred Chehab</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Fortune, Mr. Charles Alexander</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>O'Dwyer, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Todoroff, Mr. Lalio</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>Giles, Mr. Frederick Edward</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>Swift, Mrs. Frederick Joel (Margaret Welles Ba...</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>Sage, Miss. Dorothy Edith \"Dolly\"</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>Gill, Mr. John William</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>Bystrom, Mrs. (Karolina)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>Duran y More, Miss. Asuncion</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>Roebling, Mr. Washington Augustus II</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>van Melkebeke, Mr. Philemon</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>Johnson, Master. Harold Theodor</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>Balkic, Mr. Cerin</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>Carlsson, Mr. Frans Olof</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>Vander Cruyssen, Mr. Victor</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>Abelson, Mrs. Samuel (Hannah Wizosky)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>Najib, Miss. Adele Kiamie \"Jane\"</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>Gustafsson, Mr. Alfred Ossian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>Petroff, Mr. Nedelio</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>Laleff, Mr. Kristo</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>Shelley, Mrs. William (Imanita Parrish Hall)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>Markun, Mr. Johann</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>Dahlberg, Miss. Gerda Ulrika</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>Banfield, Mr. Frederick James</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>Sutehall, Mr. Henry Jr</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>Rice, Mrs. William (Margaret Norton)</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>Montvila, Rev. Juozas</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>Graham, Miss. Margaret Edith</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>Johnston, Miss. Catherine Helen \"Carrie\"</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>Dooley, Mr. Patrick</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Name     Sex\n",
       "0                              Braund, Mr. Owen Harris    male\n",
       "1    Cumings, Mrs. John Bradley (Florence Briggs Th...  female\n",
       "2                               Heikkinen, Miss. Laina  female\n",
       "3         Futrelle, Mrs. Jacques Heath (Lily May Peel)  female\n",
       "4                             Allen, Mr. William Henry    male\n",
       "5                                     Moran, Mr. James    male\n",
       "6                              McCarthy, Mr. Timothy J    male\n",
       "7                       Palsson, Master. Gosta Leonard    male\n",
       "8    Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)  female\n",
       "9                  Nasser, Mrs. Nicholas (Adele Achem)  female\n",
       "10                     Sandstrom, Miss. Marguerite Rut  female\n",
       "11                            Bonnell, Miss. Elizabeth  female\n",
       "12                      Saundercock, Mr. William Henry    male\n",
       "13                         Andersson, Mr. Anders Johan    male\n",
       "14                Vestrom, Miss. Hulda Amanda Adolfina  female\n",
       "15                    Hewlett, Mrs. (Mary D Kingcome)   female\n",
       "16                                Rice, Master. Eugene    male\n",
       "17                        Williams, Mr. Charles Eugene    male\n",
       "18   Vander Planke, Mrs. Julius (Emelia Maria Vande...  female\n",
       "19                             Masselmani, Mrs. Fatima  female\n",
       "20                                Fynney, Mr. Joseph J    male\n",
       "21                               Beesley, Mr. Lawrence    male\n",
       "22                         McGowan, Miss. Anna \"Annie\"  female\n",
       "23                        Sloper, Mr. William Thompson    male\n",
       "24                       Palsson, Miss. Torborg Danira  female\n",
       "25   Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...  female\n",
       "26                             Emir, Mr. Farred Chehab    male\n",
       "27                      Fortune, Mr. Charles Alexander    male\n",
       "28                       O'Dwyer, Miss. Ellen \"Nellie\"  female\n",
       "29                                 Todoroff, Mr. Lalio    male\n",
       "..                                                 ...     ...\n",
       "861                        Giles, Mr. Frederick Edward    male\n",
       "862  Swift, Mrs. Frederick Joel (Margaret Welles Ba...  female\n",
       "863                  Sage, Miss. Dorothy Edith \"Dolly\"  female\n",
       "864                             Gill, Mr. John William    male\n",
       "865                           Bystrom, Mrs. (Karolina)  female\n",
       "866                       Duran y More, Miss. Asuncion  female\n",
       "867               Roebling, Mr. Washington Augustus II    male\n",
       "868                        van Melkebeke, Mr. Philemon    male\n",
       "869                    Johnson, Master. Harold Theodor    male\n",
       "870                                  Balkic, Mr. Cerin    male\n",
       "871   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)  female\n",
       "872                           Carlsson, Mr. Frans Olof    male\n",
       "873                        Vander Cruyssen, Mr. Victor    male\n",
       "874              Abelson, Mrs. Samuel (Hannah Wizosky)  female\n",
       "875                   Najib, Miss. Adele Kiamie \"Jane\"  female\n",
       "876                      Gustafsson, Mr. Alfred Ossian    male\n",
       "877                               Petroff, Mr. Nedelio    male\n",
       "878                                 Laleff, Mr. Kristo    male\n",
       "879      Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)  female\n",
       "880       Shelley, Mrs. William (Imanita Parrish Hall)  female\n",
       "881                                 Markun, Mr. Johann    male\n",
       "882                       Dahlberg, Miss. Gerda Ulrika  female\n",
       "883                      Banfield, Mr. Frederick James    male\n",
       "884                             Sutehall, Mr. Henry Jr    male\n",
       "885               Rice, Mrs. William (Margaret Norton)  female\n",
       "886                              Montvila, Rev. Juozas    male\n",
       "887                       Graham, Miss. Margaret Edith  female\n",
       "888           Johnston, Miss. Catherine Helen \"Carrie\"  female\n",
       "889                              Behr, Mr. Karl Howell    male\n",
       "890                                Dooley, Mr. Patrick    male\n",
       "\n",
       "[891 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[['Name', 'Sex']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Row Selection**\n",
    "\n",
    "- A single row can be selected by its index (location) (zero based index)\n",
    "```\n",
    "dataset.loc[4]\n",
    "```\n",
    "- Specific rows can be selected by passing a list of index values\n",
    "```\n",
    "dataset.loc[[4,16]]\n",
    "```\n",
    "- You can also pass a slice object\n",
    "```\n",
    "dataset.loc[[4:6]]       #dataset[4:6]\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId                           5\n",
       "Survived                              0\n",
       "Pclass                                3\n",
       "Name           Allen, Mr. William Henry\n",
       "Sex                                male\n",
       "Age                                  35\n",
       "SibSp                                 0\n",
       "Parch                                 0\n",
       "Ticket                           373450\n",
       "Fare                               8.05\n",
       "Cabin                               NaN\n",
       "Embarked                              S\n",
       "Name: 4, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.loc[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>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>8.050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Rice, Master. Eugene</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>382652</td>\n",
       "      <td>29.125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    PassengerId  Survived  Pclass                      Name   Sex   Age  \\\n",
       "4             5         0       3  Allen, Mr. William Henry  male  35.0   \n",
       "16           17         0       3      Rice, Master. Eugene  male   2.0   \n",
       "\n",
       "    SibSp  Parch  Ticket    Fare Cabin Embarked  \n",
       "4       0      0  373450   8.050   NaN        S  \n",
       "16      4      1  382652  29.125   NaN        Q  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.loc[[4,16]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Column and Row Selection **\n",
    "\n",
    "To pick a specific value first start with column and then row\n",
    "\n",
    "```\n",
    "dataset['Name'][5]\n",
    "```\n",
    "You can also do \n",
    "```\n",
    "dataset.loc[5]['Name']\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Moran, Mr. James'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['Name'][5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Moran, Mr. James'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.loc[5]['Name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filtering\n",
    "\n",
    "- Logical operations return a boolean vector\n",
    "```\n",
    "dataset['Sex'] == 'male'\n",
    "```\n",
    "- This boolean vector can then be used to filter the dataframe\n",
    "```\n",
    "dataset[dataset['Sex'] == 'male']\n",
    "```\n",
    "- You can filter by multiple columns as follows\n",
    "```\n",
    "dataset[(dataset['Sex'] == 'male') & (dataset['Pclass'] == 1)]   # & | ~\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       True\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4       True\n",
       "5       True\n",
       "6       True\n",
       "7       True\n",
       "8      False\n",
       "9      False\n",
       "10     False\n",
       "11     False\n",
       "12      True\n",
       "13      True\n",
       "14     False\n",
       "15     False\n",
       "16      True\n",
       "17      True\n",
       "18     False\n",
       "19     False\n",
       "20      True\n",
       "21      True\n",
       "22     False\n",
       "23      True\n",
       "24     False\n",
       "25     False\n",
       "26      True\n",
       "27      True\n",
       "28     False\n",
       "29      True\n",
       "       ...  \n",
       "861     True\n",
       "862    False\n",
       "863    False\n",
       "864     True\n",
       "865    False\n",
       "866    False\n",
       "867     True\n",
       "868     True\n",
       "869     True\n",
       "870     True\n",
       "871    False\n",
       "872     True\n",
       "873     True\n",
       "874    False\n",
       "875    False\n",
       "876     True\n",
       "877     True\n",
       "878     True\n",
       "879    False\n",
       "880    False\n",
       "881     True\n",
       "882    False\n",
       "883     True\n",
       "884     True\n",
       "885    False\n",
       "886     True\n",
       "887    False\n",
       "888    False\n",
       "889     True\n",
       "890     True\n",
       "Name: Sex, dtype: bool"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['Sex'] == 'male'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>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>5</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Moran, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330877</td>\n",
       "      <td>8.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>E46</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Palsson, Master. Gosta Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>349909</td>\n",
       "      <td>21.0750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Saundercock, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5. 2151</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Andersson, Mr. Anders Johan</td>\n",
       "      <td>male</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>347082</td>\n",
       "      <td>31.2750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Rice, Master. Eugene</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>382652</td>\n",
       "      <td>29.1250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Williams, Mr. Charles Eugene</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>244373</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Fynney, Mr. Joseph J</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239865</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Beesley, Mr. Lawrence</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248698</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>D56</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sloper, Mr. William Thompson</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113788</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>A6</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Emir, Mr. Farred Chehab</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2631</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Fortune, Mr. Charles Alexander</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>19950</td>\n",
       "      <td>263.0000</td>\n",
       "      <td>C23 C25 C27</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Todoroff, Mr. Lalio</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349216</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Uruchurtu, Don. Manuel E</td>\n",
       "      <td>male</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17601</td>\n",
       "      <td>27.7208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Wheadon, Mr. Edward H</td>\n",
       "      <td>male</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 24579</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Meyer, Mr. Edgar Joseph</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17604</td>\n",
       "      <td>82.1708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Holverson, Mr. Alexander Oskar</td>\n",
       "      <td>male</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113789</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Mamee, Mr. Hanna</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2677</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Cann, Mr. Ernest Charles</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A./5. 2152</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Kraeff, Mr. Theodor</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349253</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Rogers, Mr. William John</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.C./A.4. 23567</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Lennon, Mr. Denis</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>370371</td>\n",
       "      <td>15.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Samaan, Mr. Youssef</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2662</td>\n",
       "      <td>21.6792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Panula, Master. Juha Niilo</td>\n",
       "      <td>male</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3101295</td>\n",
       "      <td>39.6875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Nosworthy, Mr. Richard Cater</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 39886</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Ostby, Mr. Engelhart Cornelius</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>113509</td>\n",
       "      <td>61.9792</td>\n",
       "      <td>B30</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Woolner, Mr. Hugh</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19947</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Novel, Mr. Mansouer</td>\n",
       "      <td>male</td>\n",
       "      <td>28.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2697</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</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>840</th>\n",
       "      <td>841</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Alhomaki, Mr. Ilmari Rudolf</td>\n",
       "      <td>male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/O2 3101287</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>842</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Mudd, Mr. Thomas Charles</td>\n",
       "      <td>male</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 3</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>844</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Lemberopolous, Mr. Peter L</td>\n",
       "      <td>male</td>\n",
       "      <td>34.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2683</td>\n",
       "      <td>6.4375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>845</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Culumovic, Mr. Jeso</td>\n",
       "      <td>male</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315090</td>\n",
       "      <td>8.6625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Abbing, Mr. Anthony</td>\n",
       "      <td>male</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 5547</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>847</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sage, Mr. Douglas Bullen</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>CA. 2343</td>\n",
       "      <td>69.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>848</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Markoff, Mr. Marin</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349213</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>849</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Harper, Rev. John</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>248727</td>\n",
       "      <td>33.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>851</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Andersson, Master. Sigvard Harald Elias</td>\n",
       "      <td>male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>347082</td>\n",
       "      <td>31.2750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>852</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Svensson, Mr. Johan</td>\n",
       "      <td>male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347060</td>\n",
       "      <td>7.7750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>858</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Daly, Mr. Peter Denis</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113055</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E17</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>860</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Razi, Mr. Raihed</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2629</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>861</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Hansen, Mr. Claus Peter</td>\n",
       "      <td>male</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>350026</td>\n",
       "      <td>14.1083</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>862</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Giles, Mr. Frederick Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28134</td>\n",
       "      <td>11.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>865</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Gill, Mr. John William</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>233866</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>868</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Roebling, Mr. Washington Augustus II</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17590</td>\n",
       "      <td>50.4958</td>\n",
       "      <td>A24</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>869</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>van Melkebeke, Mr. Philemon</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345777</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>870</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnson, Master. Harold Theodor</td>\n",
       "      <td>male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>347742</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>871</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Balkic, Mr. Cerin</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349248</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>873</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Carlsson, Mr. Frans Olof</td>\n",
       "      <td>male</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>695</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>B51 B53 B55</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>874</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Vander Cruyssen, Mr. Victor</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345765</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>877</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Gustafsson, Mr. Alfred Ossian</td>\n",
       "      <td>male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7534</td>\n",
       "      <td>9.8458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>878</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Petroff, Mr. Nedelio</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349212</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>879</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Laleff, Mr. Kristo</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349217</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>882</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Markun, Mr. Johann</td>\n",
       "      <td>male</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349257</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>884</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Banfield, Mr. Frederick James</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A./SOTON 34068</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>885</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sutehall, Mr. Henry Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 392076</td>\n",
       "      <td>7.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</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>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>577 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass                                     Name  \\\n",
       "0              1         0       3                  Braund, Mr. Owen Harris   \n",
       "4              5         0       3                 Allen, Mr. William Henry   \n",
       "5              6         0       3                         Moran, Mr. James   \n",
       "6              7         0       1                  McCarthy, Mr. Timothy J   \n",
       "7              8         0       3           Palsson, Master. Gosta Leonard   \n",
       "12            13         0       3           Saundercock, Mr. William Henry   \n",
       "13            14         0       3              Andersson, Mr. Anders Johan   \n",
       "16            17         0       3                     Rice, Master. Eugene   \n",
       "17            18         1       2             Williams, Mr. Charles Eugene   \n",
       "20            21         0       2                     Fynney, Mr. Joseph J   \n",
       "21            22         1       2                    Beesley, Mr. Lawrence   \n",
       "23            24         1       1             Sloper, Mr. William Thompson   \n",
       "26            27         0       3                  Emir, Mr. Farred Chehab   \n",
       "27            28         0       1           Fortune, Mr. Charles Alexander   \n",
       "29            30         0       3                      Todoroff, Mr. Lalio   \n",
       "30            31         0       1                 Uruchurtu, Don. Manuel E   \n",
       "33            34         0       2                    Wheadon, Mr. Edward H   \n",
       "34            35         0       1                  Meyer, Mr. Edgar Joseph   \n",
       "35            36         0       1           Holverson, Mr. Alexander Oskar   \n",
       "36            37         1       3                         Mamee, Mr. Hanna   \n",
       "37            38         0       3                 Cann, Mr. Ernest Charles   \n",
       "42            43         0       3                      Kraeff, Mr. Theodor   \n",
       "45            46         0       3                 Rogers, Mr. William John   \n",
       "46            47         0       3                        Lennon, Mr. Denis   \n",
       "48            49         0       3                      Samaan, Mr. Youssef   \n",
       "50            51         0       3               Panula, Master. Juha Niilo   \n",
       "51            52         0       3             Nosworthy, Mr. Richard Cater   \n",
       "54            55         0       1           Ostby, Mr. Engelhart Cornelius   \n",
       "55            56         1       1                        Woolner, Mr. Hugh   \n",
       "57            58         0       3                      Novel, Mr. Mansouer   \n",
       "..           ...       ...     ...                                      ...   \n",
       "840          841         0       3              Alhomaki, Mr. Ilmari Rudolf   \n",
       "841          842         0       2                 Mudd, Mr. Thomas Charles   \n",
       "843          844         0       3               Lemberopolous, Mr. Peter L   \n",
       "844          845         0       3                      Culumovic, Mr. Jeso   \n",
       "845          846         0       3                      Abbing, Mr. Anthony   \n",
       "846          847         0       3                 Sage, Mr. Douglas Bullen   \n",
       "847          848         0       3                       Markoff, Mr. Marin   \n",
       "848          849         0       2                        Harper, Rev. John   \n",
       "850          851         0       3  Andersson, Master. Sigvard Harald Elias   \n",
       "851          852         0       3                      Svensson, Mr. Johan   \n",
       "857          858         1       1                   Daly, Mr. Peter Denis    \n",
       "859          860         0       3                         Razi, Mr. Raihed   \n",
       "860          861         0       3                  Hansen, Mr. Claus Peter   \n",
       "861          862         0       2              Giles, Mr. Frederick Edward   \n",
       "864          865         0       2                   Gill, Mr. John William   \n",
       "867          868         0       1     Roebling, Mr. Washington Augustus II   \n",
       "868          869         0       3              van Melkebeke, Mr. Philemon   \n",
       "869          870         1       3          Johnson, Master. Harold Theodor   \n",
       "870          871         0       3                        Balkic, Mr. Cerin   \n",
       "872          873         0       1                 Carlsson, Mr. Frans Olof   \n",
       "873          874         0       3              Vander Cruyssen, Mr. Victor   \n",
       "876          877         0       3            Gustafsson, Mr. Alfred Ossian   \n",
       "877          878         0       3                     Petroff, Mr. Nedelio   \n",
       "878          879         0       3                       Laleff, Mr. Kristo   \n",
       "881          882         0       3                       Markun, Mr. Johann   \n",
       "883          884         0       2            Banfield, Mr. Frederick James   \n",
       "884          885         0       3                   Sutehall, Mr. Henry Jr   \n",
       "886          887         0       2                    Montvila, Rev. Juozas   \n",
       "889          890         1       1                    Behr, Mr. Karl Howell   \n",
       "890          891         0       3                      Dooley, Mr. Patrick   \n",
       "\n",
       "      Sex   Age  SibSp  Parch            Ticket      Fare        Cabin  \\\n",
       "0    male  22.0      1      0         A/5 21171    7.2500          NaN   \n",
       "4    male  35.0      0      0            373450    8.0500          NaN   \n",
       "5    male   NaN      0      0            330877    8.4583          NaN   \n",
       "6    male  54.0      0      0             17463   51.8625          E46   \n",
       "7    male   2.0      3      1            349909   21.0750          NaN   \n",
       "12   male  20.0      0      0         A/5. 2151    8.0500          NaN   \n",
       "13   male  39.0      1      5            347082   31.2750          NaN   \n",
       "16   male   2.0      4      1            382652   29.1250          NaN   \n",
       "17   male   NaN      0      0            244373   13.0000          NaN   \n",
       "20   male  35.0      0      0            239865   26.0000          NaN   \n",
       "21   male  34.0      0      0            248698   13.0000          D56   \n",
       "23   male  28.0      0      0            113788   35.5000           A6   \n",
       "26   male   NaN      0      0              2631    7.2250          NaN   \n",
       "27   male  19.0      3      2             19950  263.0000  C23 C25 C27   \n",
       "29   male   NaN      0      0            349216    7.8958          NaN   \n",
       "30   male  40.0      0      0          PC 17601   27.7208          NaN   \n",
       "33   male  66.0      0      0        C.A. 24579   10.5000          NaN   \n",
       "34   male  28.0      1      0          PC 17604   82.1708          NaN   \n",
       "35   male  42.0      1      0            113789   52.0000          NaN   \n",
       "36   male   NaN      0      0              2677    7.2292          NaN   \n",
       "37   male  21.0      0      0        A./5. 2152    8.0500          NaN   \n",
       "42   male   NaN      0      0            349253    7.8958          NaN   \n",
       "45   male   NaN      0      0   S.C./A.4. 23567    8.0500          NaN   \n",
       "46   male   NaN      1      0            370371   15.5000          NaN   \n",
       "48   male   NaN      2      0              2662   21.6792          NaN   \n",
       "50   male   7.0      4      1           3101295   39.6875          NaN   \n",
       "51   male  21.0      0      0        A/4. 39886    7.8000          NaN   \n",
       "54   male  65.0      0      1            113509   61.9792          B30   \n",
       "55   male   NaN      0      0             19947   35.5000          C52   \n",
       "57   male  28.5      0      0              2697    7.2292          NaN   \n",
       "..    ...   ...    ...    ...               ...       ...          ...   \n",
       "840  male  20.0      0      0  SOTON/O2 3101287    7.9250          NaN   \n",
       "841  male  16.0      0      0       S.O./P.P. 3   10.5000          NaN   \n",
       "843  male  34.5      0      0              2683    6.4375          NaN   \n",
       "844  male  17.0      0      0            315090    8.6625          NaN   \n",
       "845  male  42.0      0      0         C.A. 5547    7.5500          NaN   \n",
       "846  male   NaN      8      2          CA. 2343   69.5500          NaN   \n",
       "847  male  35.0      0      0            349213    7.8958          NaN   \n",
       "848  male  28.0      0      1            248727   33.0000          NaN   \n",
       "850  male   4.0      4      2            347082   31.2750          NaN   \n",
       "851  male  74.0      0      0            347060    7.7750          NaN   \n",
       "857  male  51.0      0      0            113055   26.5500          E17   \n",
       "859  male   NaN      0      0              2629    7.2292          NaN   \n",
       "860  male  41.0      2      0            350026   14.1083          NaN   \n",
       "861  male  21.0      1      0             28134   11.5000          NaN   \n",
       "864  male  24.0      0      0            233866   13.0000          NaN   \n",
       "867  male  31.0      0      0          PC 17590   50.4958          A24   \n",
       "868  male   NaN      0      0            345777    9.5000          NaN   \n",
       "869  male   4.0      1      1            347742   11.1333          NaN   \n",
       "870  male  26.0      0      0            349248    7.8958          NaN   \n",
       "872  male  33.0      0      0               695    5.0000  B51 B53 B55   \n",
       "873  male  47.0      0      0            345765    9.0000          NaN   \n",
       "876  male  20.0      0      0              7534    9.8458          NaN   \n",
       "877  male  19.0      0      0            349212    7.8958          NaN   \n",
       "878  male   NaN      0      0            349217    7.8958          NaN   \n",
       "881  male  33.0      0      0            349257    7.8958          NaN   \n",
       "883  male  28.0      0      0  C.A./SOTON 34068   10.5000          NaN   \n",
       "884  male  25.0      0      0   SOTON/OQ 392076    7.0500          NaN   \n",
       "886  male  27.0      0      0            211536   13.0000          NaN   \n",
       "889  male  26.0      0      0            111369   30.0000         C148   \n",
       "890  male  32.0      0      0            370376    7.7500          NaN   \n",
       "\n",
       "    Embarked  \n",
       "0          S  \n",
       "4          S  \n",
       "5          Q  \n",
       "6          S  \n",
       "7          S  \n",
       "12         S  \n",
       "13         S  \n",
       "16         Q  \n",
       "17         S  \n",
       "20         S  \n",
       "21         S  \n",
       "23         S  \n",
       "26         C  \n",
       "27         S  \n",
       "29         S  \n",
       "30         C  \n",
       "33         S  \n",
       "34         C  \n",
       "35         S  \n",
       "36         C  \n",
       "37         S  \n",
       "42         C  \n",
       "45         S  \n",
       "46         Q  \n",
       "48         C  \n",
       "50         S  \n",
       "51         S  \n",
       "54         C  \n",
       "55         S  \n",
       "57         C  \n",
       "..       ...  \n",
       "840        S  \n",
       "841        S  \n",
       "843        C  \n",
       "844        S  \n",
       "845        S  \n",
       "846        S  \n",
       "847        C  \n",
       "848        S  \n",
       "850        S  \n",
       "851        S  \n",
       "857        S  \n",
       "859        C  \n",
       "860        S  \n",
       "861        S  \n",
       "864        S  \n",
       "867        S  \n",
       "868        S  \n",
       "869        S  \n",
       "870        S  \n",
       "872        S  \n",
       "873        S  \n",
       "876        S  \n",
       "877        S  \n",
       "878        S  \n",
       "881        S  \n",
       "883        S  \n",
       "884        S  \n",
       "886        S  \n",
       "889        C  \n",
       "890        Q  \n",
       "\n",
       "[577 rows x 12 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['Sex'] == 'male']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>E46</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sloper, Mr. William Thompson</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113788</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>A6</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Fortune, Mr. Charles Alexander</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>19950</td>\n",
       "      <td>263.0000</td>\n",
       "      <td>C23 C25 C27</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Uruchurtu, Don. Manuel E</td>\n",
       "      <td>male</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17601</td>\n",
       "      <td>27.7208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Meyer, Mr. Edgar Joseph</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17604</td>\n",
       "      <td>82.1708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Holverson, Mr. Alexander Oskar</td>\n",
       "      <td>male</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113789</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Ostby, Mr. Engelhart Cornelius</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>113509</td>\n",
       "      <td>61.9792</td>\n",
       "      <td>B30</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Woolner, Mr. Hugh</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19947</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Harris, Mr. Henry Birkhardt</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36973</td>\n",
       "      <td>83.4750</td>\n",
       "      <td>C83</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Stewart, Mr. Albert A</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17605</td>\n",
       "      <td>27.7208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Carrau, Mr. Francisco M</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113059</td>\n",
       "      <td>47.1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Chaffee, Mr. Herbert Fuller</td>\n",
       "      <td>male</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>W.E.P. 5734</td>\n",
       "      <td>61.1750</td>\n",
       "      <td>E31</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Goldschmidt, Mr. George B</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17754</td>\n",
       "      <td>34.6542</td>\n",
       "      <td>A5</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Greenfield, Mr. William Bertram</td>\n",
       "      <td>male</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17759</td>\n",
       "      <td>63.3583</td>\n",
       "      <td>D10 D12</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>103</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>White, Mr. Richard Frasar</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35281</td>\n",
       "      <td>77.2875</td>\n",
       "      <td>D26</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Porter, Mr. Walter Chamberlain</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110465</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>C110</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>119</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>White, Mr. Percival Wayland</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35281</td>\n",
       "      <td>77.2875</td>\n",
       "      <td>D26</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mr. Jacques Heath</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</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>139</th>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Giglio, Mr. Victor</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17593</td>\n",
       "      <td>79.2000</td>\n",
       "      <td>B86</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>156</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Williams, Mr. Charles Duane</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17597</td>\n",
       "      <td>61.3792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>169</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>171</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Van der hoef, Mr. Wyckoff</td>\n",
       "      <td>male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111240</td>\n",
       "      <td>33.5000</td>\n",
       "      <td>B19</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>175</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Smith, Mr. James Clinch</td>\n",
       "      <td>male</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17764</td>\n",
       "      <td>30.6958</td>\n",
       "      <td>A7</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>186</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Rood, Mr. Hugh Roscoe</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113767</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>A32</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>188</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Romaine, Mr. Charles Hallace (\"Mr C Rolmane\")</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111428</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Blank, Mr. Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112277</td>\n",
       "      <td>31.0000</td>\n",
       "      <td>A31</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>225</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Hoyt, Mr. Frederick Maxfield</td>\n",
       "      <td>male</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19943</td>\n",
       "      <td>90.0000</td>\n",
       "      <td>C93</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>246</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Minahan, Dr. William Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>44.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>19928</td>\n",
       "      <td>90.0000</td>\n",
       "      <td>C78</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>249</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mr. Richard Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</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>662</th>\n",
       "      <td>663</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Colley, Mr. Edward Pomeroy</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5727</td>\n",
       "      <td>25.5875</td>\n",
       "      <td>E58</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>672</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Davidson, Mr. Thornton</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>F.C. 12750</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>B71</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>680</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cardeza, Mr. Thomas Drake Martinez</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17755</td>\n",
       "      <td>512.3292</td>\n",
       "      <td>B51 B53 B55</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>682</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Hassab, Mr. Hammad</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17572</td>\n",
       "      <td>76.7292</td>\n",
       "      <td>D49</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>691</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Dick, Mr. Albert Adrian</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17474</td>\n",
       "      <td>57.0000</td>\n",
       "      <td>B20</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>695</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Weir, Col. John</td>\n",
       "      <td>male</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113800</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>699</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Thayer, Mr. John Borland</td>\n",
       "      <td>male</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>17421</td>\n",
       "      <td>110.8833</td>\n",
       "      <td>C68</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>702</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Silverthorne, Mr. Spencer Victor</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17475</td>\n",
       "      <td>26.2875</td>\n",
       "      <td>E24</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>708</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Calderhead, Mr. Edward Pennington</td>\n",
       "      <td>male</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17476</td>\n",
       "      <td>26.2875</td>\n",
       "      <td>E24</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>712</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Klaber, Mr. Herman</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113028</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C124</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>713</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Taylor, Mr. Elmer Zebley</td>\n",
       "      <td>male</td>\n",
       "      <td>48.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19996</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>C126</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>725</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Chambers, Mr. Norman Campbell</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113806</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>E8</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>738</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Lesurer, Mr. Gustave J</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17755</td>\n",
       "      <td>512.3292</td>\n",
       "      <td>B101</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>741</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Hawksford, Mr. Walter James</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16988</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>D45</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>742</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Cavendish, Mr. Tyrell William</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>C46</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>746</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Crosby, Capt. Edward Gifford</td>\n",
       "      <td>male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>WE/P 5735</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>B22</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>749</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Marvin, Mr. Daniel Warner</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113773</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>D30</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>767</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Brewe, Dr. Arthur Jackson</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112379</td>\n",
       "      <td>39.6000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>783</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Long, Mr. Milton Clyde</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113501</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>D6</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>790</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Guggenheim, Mr. Benjamin</td>\n",
       "      <td>male</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17593</td>\n",
       "      <td>79.2000</td>\n",
       "      <td>B82 B84</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>794</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Hoyt, Mr. William Fisher</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17600</td>\n",
       "      <td>30.6958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>803</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Carter, Master. William Thornton II</td>\n",
       "      <td>male</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113760</td>\n",
       "      <td>120.0000</td>\n",
       "      <td>B96 B98</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>807</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>816</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Fry, Mr. Richard</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112058</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>B102</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>823</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuchlin, Jonkheer. John George</td>\n",
       "      <td>male</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19972</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>840</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Marechal, Mr. Pierre</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11774</td>\n",
       "      <td>29.7000</td>\n",
       "      <td>C47</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>858</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Daly, Mr. Peter Denis</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113055</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E17</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>868</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Roebling, Mr. Washington Augustus II</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17590</td>\n",
       "      <td>50.4958</td>\n",
       "      <td>A24</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>873</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Carlsson, Mr. Frans Olof</td>\n",
       "      <td>male</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>695</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>B51 B53 B55</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>122 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass  \\\n",
       "6              7         0       1   \n",
       "23            24         1       1   \n",
       "27            28         0       1   \n",
       "30            31         0       1   \n",
       "34            35         0       1   \n",
       "35            36         0       1   \n",
       "54            55         0       1   \n",
       "55            56         1       1   \n",
       "62            63         0       1   \n",
       "64            65         0       1   \n",
       "83            84         0       1   \n",
       "92            93         0       1   \n",
       "96            97         0       1   \n",
       "97            98         1       1   \n",
       "102          103         0       1   \n",
       "110          111         0       1   \n",
       "118          119         0       1   \n",
       "124          125         0       1   \n",
       "137          138         0       1   \n",
       "139          140         0       1   \n",
       "155          156         0       1   \n",
       "168          169         0       1   \n",
       "170          171         0       1   \n",
       "174          175         0       1   \n",
       "185          186         0       1   \n",
       "187          188         1       1   \n",
       "209          210         1       1   \n",
       "224          225         1       1   \n",
       "245          246         0       1   \n",
       "248          249         1       1   \n",
       "..           ...       ...     ...   \n",
       "662          663         0       1   \n",
       "671          672         0       1   \n",
       "679          680         1       1   \n",
       "681          682         1       1   \n",
       "690          691         1       1   \n",
       "694          695         0       1   \n",
       "698          699         0       1   \n",
       "701          702         1       1   \n",
       "707          708         1       1   \n",
       "711          712         0       1   \n",
       "712          713         1       1   \n",
       "724          725         1       1   \n",
       "737          738         1       1   \n",
       "740          741         1       1   \n",
       "741          742         0       1   \n",
       "745          746         0       1   \n",
       "748          749         0       1   \n",
       "766          767         0       1   \n",
       "782          783         0       1   \n",
       "789          790         0       1   \n",
       "793          794         0       1   \n",
       "802          803         1       1   \n",
       "806          807         0       1   \n",
       "815          816         0       1   \n",
       "822          823         0       1   \n",
       "839          840         1       1   \n",
       "857          858         1       1   \n",
       "867          868         0       1   \n",
       "872          873         0       1   \n",
       "889          890         1       1   \n",
       "\n",
       "                                              Name   Sex   Age  SibSp  Parch  \\\n",
       "6                          McCarthy, Mr. Timothy J  male  54.0      0      0   \n",
       "23                    Sloper, Mr. William Thompson  male  28.0      0      0   \n",
       "27                  Fortune, Mr. Charles Alexander  male  19.0      3      2   \n",
       "30                        Uruchurtu, Don. Manuel E  male  40.0      0      0   \n",
       "34                         Meyer, Mr. Edgar Joseph  male  28.0      1      0   \n",
       "35                  Holverson, Mr. Alexander Oskar  male  42.0      1      0   \n",
       "54                  Ostby, Mr. Engelhart Cornelius  male  65.0      0      1   \n",
       "55                               Woolner, Mr. Hugh  male   NaN      0      0   \n",
       "62                     Harris, Mr. Henry Birkhardt  male  45.0      1      0   \n",
       "64                           Stewart, Mr. Albert A  male   NaN      0      0   \n",
       "83                         Carrau, Mr. Francisco M  male  28.0      0      0   \n",
       "92                     Chaffee, Mr. Herbert Fuller  male  46.0      1      0   \n",
       "96                       Goldschmidt, Mr. George B  male  71.0      0      0   \n",
       "97                 Greenfield, Mr. William Bertram  male  23.0      0      1   \n",
       "102                      White, Mr. Richard Frasar  male  21.0      0      1   \n",
       "110                 Porter, Mr. Walter Chamberlain  male  47.0      0      0   \n",
       "118                       Baxter, Mr. Quigg Edmond  male  24.0      0      1   \n",
       "124                    White, Mr. Percival Wayland  male  54.0      0      1   \n",
       "137                    Futrelle, Mr. Jacques Heath  male  37.0      1      0   \n",
       "139                             Giglio, Mr. Victor  male  24.0      0      0   \n",
       "155                    Williams, Mr. Charles Duane  male  51.0      0      1   \n",
       "168                            Baumann, Mr. John D  male   NaN      0      0   \n",
       "170                      Van der hoef, Mr. Wyckoff  male  61.0      0      0   \n",
       "174                        Smith, Mr. James Clinch  male  56.0      0      0   \n",
       "185                          Rood, Mr. Hugh Roscoe  male   NaN      0      0   \n",
       "187  Romaine, Mr. Charles Hallace (\"Mr C Rolmane\")  male  45.0      0      0   \n",
       "209                               Blank, Mr. Henry  male  40.0      0      0   \n",
       "224                   Hoyt, Mr. Frederick Maxfield  male  38.0      1      0   \n",
       "245                    Minahan, Dr. William Edward  male  44.0      2      0   \n",
       "248                  Beckwith, Mr. Richard Leonard  male  37.0      1      1   \n",
       "..                                             ...   ...   ...    ...    ...   \n",
       "662                     Colley, Mr. Edward Pomeroy  male  47.0      0      0   \n",
       "671                         Davidson, Mr. Thornton  male  31.0      1      0   \n",
       "679             Cardeza, Mr. Thomas Drake Martinez  male  36.0      0      1   \n",
       "681                             Hassab, Mr. Hammad  male  27.0      0      0   \n",
       "690                        Dick, Mr. Albert Adrian  male  31.0      1      0   \n",
       "694                                Weir, Col. John  male  60.0      0      0   \n",
       "698                       Thayer, Mr. John Borland  male  49.0      1      1   \n",
       "701               Silverthorne, Mr. Spencer Victor  male  35.0      0      0   \n",
       "707              Calderhead, Mr. Edward Pennington  male  42.0      0      0   \n",
       "711                             Klaber, Mr. Herman  male   NaN      0      0   \n",
       "712                       Taylor, Mr. Elmer Zebley  male  48.0      1      0   \n",
       "724                  Chambers, Mr. Norman Campbell  male  27.0      1      0   \n",
       "737                         Lesurer, Mr. Gustave J  male  35.0      0      0   \n",
       "740                    Hawksford, Mr. Walter James  male   NaN      0      0   \n",
       "741                  Cavendish, Mr. Tyrell William  male  36.0      1      0   \n",
       "745                   Crosby, Capt. Edward Gifford  male  70.0      1      1   \n",
       "748                      Marvin, Mr. Daniel Warner  male  19.0      1      0   \n",
       "766                      Brewe, Dr. Arthur Jackson  male   NaN      0      0   \n",
       "782                         Long, Mr. Milton Clyde  male  29.0      0      0   \n",
       "789                       Guggenheim, Mr. Benjamin  male  46.0      0      0   \n",
       "793                       Hoyt, Mr. William Fisher  male   NaN      0      0   \n",
       "802            Carter, Master. William Thornton II  male  11.0      1      2   \n",
       "806                         Andrews, Mr. Thomas Jr  male  39.0      0      0   \n",
       "815                               Fry, Mr. Richard  male   NaN      0      0   \n",
       "822                Reuchlin, Jonkheer. John George  male  38.0      0      0   \n",
       "839                           Marechal, Mr. Pierre  male   NaN      0      0   \n",
       "857                         Daly, Mr. Peter Denis   male  51.0      0      0   \n",
       "867           Roebling, Mr. Washington Augustus II  male  31.0      0      0   \n",
       "872                       Carlsson, Mr. Frans Olof  male  33.0      0      0   \n",
       "889                          Behr, Mr. Karl Howell  male  26.0      0      0   \n",
       "\n",
       "          Ticket      Fare        Cabin Embarked  \n",
       "6          17463   51.8625          E46        S  \n",
       "23        113788   35.5000           A6        S  \n",
       "27         19950  263.0000  C23 C25 C27        S  \n",
       "30      PC 17601   27.7208          NaN        C  \n",
       "34      PC 17604   82.1708          NaN        C  \n",
       "35        113789   52.0000          NaN        S  \n",
       "54        113509   61.9792          B30        C  \n",
       "55         19947   35.5000          C52        S  \n",
       "62         36973   83.4750          C83        S  \n",
       "64      PC 17605   27.7208          NaN        C  \n",
       "83        113059   47.1000          NaN        S  \n",
       "92   W.E.P. 5734   61.1750          E31        S  \n",
       "96      PC 17754   34.6542           A5        C  \n",
       "97      PC 17759   63.3583      D10 D12        C  \n",
       "102        35281   77.2875          D26        S  \n",
       "110       110465   52.0000         C110        S  \n",
       "118     PC 17558  247.5208      B58 B60        C  \n",
       "124        35281   77.2875          D26        S  \n",
       "137       113803   53.1000         C123        S  \n",
       "139     PC 17593   79.2000          B86        C  \n",
       "155     PC 17597   61.3792          NaN        C  \n",
       "168     PC 17318   25.9250          NaN        S  \n",
       "170       111240   33.5000          B19        S  \n",
       "174        17764   30.6958           A7        C  \n",
       "185       113767   50.0000          A32        S  \n",
       "187       111428   26.5500          NaN        S  \n",
       "209       112277   31.0000          A31        C  \n",
       "224        19943   90.0000          C93        S  \n",
       "245        19928   90.0000          C78        Q  \n",
       "248        11751   52.5542          D35        S  \n",
       "..           ...       ...          ...      ...  \n",
       "662         5727   25.5875          E58        S  \n",
       "671   F.C. 12750   52.0000          B71        S  \n",
       "679     PC 17755  512.3292  B51 B53 B55        C  \n",
       "681     PC 17572   76.7292          D49        C  \n",
       "690        17474   57.0000          B20        S  \n",
       "694       113800   26.5500          NaN        S  \n",
       "698        17421  110.8833          C68        C  \n",
       "701     PC 17475   26.2875          E24        S  \n",
       "707     PC 17476   26.2875          E24        S  \n",
       "711       113028   26.5500         C124        S  \n",
       "712        19996   52.0000         C126        S  \n",
       "724       113806   53.1000           E8        S  \n",
       "737     PC 17755  512.3292         B101        C  \n",
       "740        16988   30.0000          D45        S  \n",
       "741        19877   78.8500          C46        S  \n",
       "745    WE/P 5735   71.0000          B22        S  \n",
       "748       113773   53.1000          D30        S  \n",
       "766       112379   39.6000          NaN        C  \n",
       "782       113501   30.0000           D6        S  \n",
       "789     PC 17593   79.2000      B82 B84        C  \n",
       "793     PC 17600   30.6958          NaN        C  \n",
       "802       113760  120.0000      B96 B98        S  \n",
       "806       112050    0.0000          A36        S  \n",
       "815       112058    0.0000         B102        S  \n",
       "822        19972    0.0000          NaN        S  \n",
       "839        11774   29.7000          C47        C  \n",
       "857       113055   26.5500          E17        S  \n",
       "867     PC 17590   50.4958          A24        S  \n",
       "872          695    5.0000  B51 B53 B55        S  \n",
       "889       111369   30.0000         C148        C  \n",
       "\n",
       "[122 rows x 12 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[(dataset['Sex'] == 'male') & (dataset['Pclass'] == 1)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Working with String and Date Processors**\n",
    "- List passenger details whoes names contain Timothy\n",
    "```\n",
    "dataset[dataset['Name'].contains('Timothy')]\n",
    "```\n",
    "- will not work. Try\n",
    "```\n",
    "dataset[dataset['Name'].str.contains('Timothy')]\n",
    "```\n",
    "\n",
    "- .str, .dt, .tz, .cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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",
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       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
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       "      <td>E46</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>553</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>O'Brien, Mr. Timothy</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330979</td>\n",
       "      <td>7.8292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass                     Name   Sex   Age  \\\n",
       "6              7         0       1  McCarthy, Mr. Timothy J  male  54.0   \n",
       "552          553         0       3     O'Brien, Mr. Timothy  male   NaN   \n",
       "\n",
       "     SibSp  Parch  Ticket     Fare Cabin Embarked  \n",
       "6        0      0   17463  51.8625   E46        S  \n",
       "552      0      0  330979   7.8292   NaN        Q  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[dataset['Name'].str.contains('Timothy')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Lambda Filters**\n",
    "- You can also pass a callable as the indexer\n",
    "```\n",
    "dataset.loc[lambda df: df.Age > 50]\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>PassengerId</th>\n",
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       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
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       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bonnell, Miss. Elizabeth</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113783</td>\n",
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       "      <td>C103</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Hewlett, Mrs. (Mary D Kingcome)</td>\n",
       "      <td>female</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248706</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Wheadon, Mr. Edward H</td>\n",
       "      <td>male</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 24579</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Ostby, Mr. Engelhart Cornelius</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>113509</td>\n",
       "      <td>61.9792</td>\n",
       "      <td>B30</td>\n",
       "      <td>C</td>\n",
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       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>95</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Coxon, Mr. Daniel</td>\n",
       "      <td>male</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>364500</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Goldschmidt, Mr. George B</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17754</td>\n",
       "      <td>34.6542</td>\n",
       "      <td>A5</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Connors, Mr. Patrick</td>\n",
       "      <td>male</td>\n",
       "      <td>70.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>370369</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>White, Mr. Percival Wayland</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35281</td>\n",
       "      <td>77.2875</td>\n",
       "      <td>D26</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Bateman, Rev. Robert James</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O.P. 1166</td>\n",
       "      <td>12.5250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Meo, Mr. Alfonzo</td>\n",
       "      <td>male</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A.5. 11206</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>156</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Williams, Mr. Charles Duane</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17597</td>\n",
       "      <td>61.3792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>171</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Van der hoef, Mr. Wyckoff</td>\n",
       "      <td>male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111240</td>\n",
       "      <td>33.5000</td>\n",
       "      <td>B19</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>175</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Smith, Mr. James Clinch</td>\n",
       "      <td>male</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17764</td>\n",
       "      <td>30.6958</td>\n",
       "      <td>A7</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>196</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Lurette, Miss. Elise</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17569</td>\n",
       "      <td>146.5208</td>\n",
       "      <td>B80</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>223</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Green, Mr. George Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21440</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>233</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Sjostedt, Mr. Ernst Adolf</td>\n",
       "      <td>male</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>237442</td>\n",
       "      <td>13.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Carter, Rev. Ernest Courtenay</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>244252</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>253</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Stead, Mr. William Thomas</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113514</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C87</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>263</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Taussig, Mr. Emil</td>\n",
       "      <td>male</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>110413</td>\n",
       "      <td>79.6500</td>\n",
       "      <td>E67</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>269</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Graham, Mrs. William Thompson (Edith Junkins)</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17582</td>\n",
       "      <td>153.4625</td>\n",
       "      <td>C125</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>276</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>female</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>281</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Duane, Mr. Frank</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>336439</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>318</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Moraweck, Dr. Ernest</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29011</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>327</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Nysveen, Mr. Johan Hansen</td>\n",
       "      <td>male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345364</td>\n",
       "      <td>6.2375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>367</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Warren, Mrs. Frank Manley (Anna Sophia Atkinson)</td>\n",
       "      <td>female</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>110813</td>\n",
       "      <td>75.2500</td>\n",
       "      <td>D37</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>407</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>439</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Fortune, Mr. Mark</td>\n",
       "      <td>male</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>19950</td>\n",
       "      <td>263.0000</td>\n",
       "      <td>C23 C25 C27</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>450</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Peuchen, Major. Arthur Godfrey</td>\n",
       "      <td>male</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113786</td>\n",
       "      <td>30.5000</td>\n",
       "      <td>C104</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>457</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Millet, Mr. Francis Davis</td>\n",
       "      <td>male</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13509</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E38</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>493</th>\n",
       "      <td>494</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>497</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Eustis, Miss. Elizabeth Mussey</td>\n",
       "      <td>female</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36947</td>\n",
       "      <td>78.2667</td>\n",
       "      <td>D20</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>514</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Rothschild, Mrs. Martin (Elizabeth L. Barrett)</td>\n",
       "      <td>female</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17603</td>\n",
       "      <td>59.4000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Nicholson, Mr. Arthur Ernest</td>\n",
       "      <td>male</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>693</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>556</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Wright, Mr. George</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113807</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>571</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Harris, Mr. George</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.W./PP 752</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>572</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>female</td>\n",
       "      <td>53.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>583</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Downton, Mr. William James</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28403</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>588</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Frolicher-Stehli, Mr. Maxmillian</td>\n",
       "      <td>male</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13567</td>\n",
       "      <td>79.2000</td>\n",
       "      <td>B41</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>592</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Stephenson, Mrs. Walter Bertram (Martha Eustis)</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36947</td>\n",
       "      <td>78.2667</td>\n",
       "      <td>D20</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>626</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Sutton, Mr. Frederick</td>\n",
       "      <td>male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36963</td>\n",
       "      <td>32.3208</td>\n",
       "      <td>D50</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>627</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Kirkland, Rev. Charles Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>219533</td>\n",
       "      <td>12.3500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>631</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>male</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>A23</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>632</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Lundahl, Mr. Johan Svensson</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347743</td>\n",
       "      <td>7.0542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>648</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Simonius-Blumer, Col. Oberst Alfons</td>\n",
       "      <td>male</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13213</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>A26</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>660</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Newell, Mr. Arthur Webster</td>\n",
       "      <td>male</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>35273</td>\n",
       "      <td>113.2750</td>\n",
       "      <td>D48</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>673</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Mitchell, Mr. Henry Michael</td>\n",
       "      <td>male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 24580</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>685</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Brown, Mr. Thomas William Solomon</td>\n",
       "      <td>male</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29750</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>695</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Weir, Col. John</td>\n",
       "      <td>male</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113800</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>696</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Chapman, Mr. Charles Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248731</td>\n",
       "      <td>13.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>715</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Greenberg, Mr. Samuel</td>\n",
       "      <td>male</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>250647</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>746</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Crosby, Capt. Edward Gifford</td>\n",
       "      <td>male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>WE/P 5735</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>B22</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>766</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Hogeboom, Mrs. John C (Anna Andrews)</td>\n",
       "      <td>female</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D11</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>773</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Mack, Mrs. (Mary)</td>\n",
       "      <td>female</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 3</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>E77</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>775</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Hocking, Mrs. Elizabeth (Eliza Needs)</td>\n",
       "      <td>female</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>29105</td>\n",
       "      <td>23.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>821</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Hays, Mrs. Charles Melville (Clara Jennings Gr...</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12749</td>\n",
       "      <td>93.5000</td>\n",
       "      <td>B69</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>830</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Stone, Mrs. George Nelson (Martha Evelyn)</td>\n",
       "      <td>female</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113572</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>B28</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>852</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Svensson, Mr. Johan</td>\n",
       "      <td>male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347060</td>\n",
       "      <td>7.7750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>858</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Daly, Mr. Peter Denis</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113055</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E17</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>880</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)</td>\n",
       "      <td>female</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11767</td>\n",
       "      <td>83.1583</td>\n",
       "      <td>C50</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass  \\\n",
       "6              7         0       1   \n",
       "11            12         1       1   \n",
       "15            16         1       2   \n",
       "33            34         0       2   \n",
       "54            55         0       1   \n",
       "94            95         0       3   \n",
       "96            97         0       1   \n",
       "116          117         0       3   \n",
       "124          125         0       1   \n",
       "150          151         0       2   \n",
       "152          153         0       3   \n",
       "155          156         0       1   \n",
       "170          171         0       1   \n",
       "174          175         0       1   \n",
       "195          196         1       1   \n",
       "222          223         0       3   \n",
       "232          233         0       2   \n",
       "249          250         0       2   \n",
       "252          253         0       1   \n",
       "262          263         0       1   \n",
       "268          269         1       1   \n",
       "275          276         1       1   \n",
       "280          281         0       3   \n",
       "317          318         0       2   \n",
       "326          327         0       3   \n",
       "366          367         1       1   \n",
       "406          407         0       3   \n",
       "438          439         0       1   \n",
       "449          450         1       1   \n",
       "456          457         0       1   \n",
       "..           ...       ...     ...   \n",
       "493          494         0       1   \n",
       "496          497         1       1   \n",
       "513          514         1       1   \n",
       "545          546         0       1   \n",
       "555          556         0       1   \n",
       "570          571         1       2   \n",
       "571          572         1       1   \n",
       "582          583         0       2   \n",
       "587          588         1       1   \n",
       "591          592         1       1   \n",
       "625          626         0       1   \n",
       "626          627         0       2   \n",
       "630          631         1       1   \n",
       "631          632         0       3   \n",
       "647          648         1       1   \n",
       "659          660         0       1   \n",
       "672          673         0       2   \n",
       "684          685         0       2   \n",
       "694          695         0       1   \n",
       "695          696         0       2   \n",
       "714          715         0       2   \n",
       "745          746         0       1   \n",
       "765          766         1       1   \n",
       "772          773         0       2   \n",
       "774          775         1       2   \n",
       "820          821         1       1   \n",
       "829          830         1       1   \n",
       "851          852         0       3   \n",
       "857          858         1       1   \n",
       "879          880         1       1   \n",
       "\n",
       "                                                  Name     Sex   Age  SibSp  \\\n",
       "6                              McCarthy, Mr. Timothy J    male  54.0      0   \n",
       "11                            Bonnell, Miss. Elizabeth  female  58.0      0   \n",
       "15                    Hewlett, Mrs. (Mary D Kingcome)   female  55.0      0   \n",
       "33                               Wheadon, Mr. Edward H    male  66.0      0   \n",
       "54                      Ostby, Mr. Engelhart Cornelius    male  65.0      0   \n",
       "94                                   Coxon, Mr. Daniel    male  59.0      0   \n",
       "96                           Goldschmidt, Mr. George B    male  71.0      0   \n",
       "116                               Connors, Mr. Patrick    male  70.5      0   \n",
       "124                        White, Mr. Percival Wayland    male  54.0      0   \n",
       "150                         Bateman, Rev. Robert James    male  51.0      0   \n",
       "152                                   Meo, Mr. Alfonzo    male  55.5      0   \n",
       "155                        Williams, Mr. Charles Duane    male  51.0      0   \n",
       "170                          Van der hoef, Mr. Wyckoff    male  61.0      0   \n",
       "174                            Smith, Mr. James Clinch    male  56.0      0   \n",
       "195                               Lurette, Miss. Elise  female  58.0      0   \n",
       "222                            Green, Mr. George Henry    male  51.0      0   \n",
       "232                          Sjostedt, Mr. Ernst Adolf    male  59.0      0   \n",
       "249                      Carter, Rev. Ernest Courtenay    male  54.0      1   \n",
       "252                          Stead, Mr. William Thomas    male  62.0      0   \n",
       "262                                  Taussig, Mr. Emil    male  52.0      1   \n",
       "268      Graham, Mrs. William Thompson (Edith Junkins)  female  58.0      0   \n",
       "275                  Andrews, Miss. Kornelia Theodosia  female  63.0      1   \n",
       "280                                   Duane, Mr. Frank    male  65.0      0   \n",
       "317                               Moraweck, Dr. Ernest    male  54.0      0   \n",
       "326                          Nysveen, Mr. Johan Hansen    male  61.0      0   \n",
       "366   Warren, Mrs. Frank Manley (Anna Sophia Atkinson)  female  60.0      1   \n",
       "406                   Widegren, Mr. Carl/Charles Peter    male  51.0      0   \n",
       "438                                  Fortune, Mr. Mark    male  64.0      1   \n",
       "449                     Peuchen, Major. Arthur Godfrey    male  52.0      0   \n",
       "456                          Millet, Mr. Francis Davis    male  65.0      0   \n",
       "..                                                 ...     ...   ...    ...   \n",
       "493                            Artagaveytia, Mr. Ramon    male  71.0      0   \n",
       "496                     Eustis, Miss. Elizabeth Mussey  female  54.0      1   \n",
       "513     Rothschild, Mrs. Martin (Elizabeth L. Barrett)  female  54.0      1   \n",
       "545                       Nicholson, Mr. Arthur Ernest    male  64.0      0   \n",
       "555                                 Wright, Mr. George    male  62.0      0   \n",
       "570                                 Harris, Mr. George    male  62.0      0   \n",
       "571      Appleton, Mrs. Edward Dale (Charlotte Lamson)  female  53.0      2   \n",
       "582                         Downton, Mr. William James    male  54.0      0   \n",
       "587                   Frolicher-Stehli, Mr. Maxmillian    male  60.0      1   \n",
       "591    Stephenson, Mrs. Walter Bertram (Martha Eustis)  female  52.0      1   \n",
       "625                              Sutton, Mr. Frederick    male  61.0      0   \n",
       "626                     Kirkland, Rev. Charles Leonard    male  57.0      0   \n",
       "630               Barkworth, Mr. Algernon Henry Wilson    male  80.0      0   \n",
       "631                        Lundahl, Mr. Johan Svensson    male  51.0      0   \n",
       "647                Simonius-Blumer, Col. Oberst Alfons    male  56.0      0   \n",
       "659                         Newell, Mr. Arthur Webster    male  58.0      0   \n",
       "672                        Mitchell, Mr. Henry Michael    male  70.0      0   \n",
       "684                  Brown, Mr. Thomas William Solomon    male  60.0      1   \n",
       "694                                    Weir, Col. John    male  60.0      0   \n",
       "695                         Chapman, Mr. Charles Henry    male  52.0      0   \n",
       "714                              Greenberg, Mr. Samuel    male  52.0      0   \n",
       "745                       Crosby, Capt. Edward Gifford    male  70.0      1   \n",
       "765               Hogeboom, Mrs. John C (Anna Andrews)  female  51.0      1   \n",
       "772                                  Mack, Mrs. (Mary)  female  57.0      0   \n",
       "774              Hocking, Mrs. Elizabeth (Eliza Needs)  female  54.0      1   \n",
       "820  Hays, Mrs. Charles Melville (Clara Jennings Gr...  female  52.0      1   \n",
       "829          Stone, Mrs. George Nelson (Martha Evelyn)  female  62.0      0   \n",
       "851                                Svensson, Mr. Johan    male  74.0      0   \n",
       "857                             Daly, Mr. Peter Denis     male  51.0      0   \n",
       "879      Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)  female  56.0      0   \n",
       "\n",
       "     Parch       Ticket      Fare        Cabin Embarked  \n",
       "6        0        17463   51.8625          E46        S  \n",
       "11       0       113783   26.5500         C103        S  \n",
       "15       0       248706   16.0000          NaN        S  \n",
       "33       0   C.A. 24579   10.5000          NaN        S  \n",
       "54       1       113509   61.9792          B30        C  \n",
       "94       0       364500    7.2500          NaN        S  \n",
       "96       0     PC 17754   34.6542           A5        C  \n",
       "116      0       370369    7.7500          NaN        Q  \n",
       "124      1        35281   77.2875          D26        S  \n",
       "150      0  S.O.P. 1166   12.5250          NaN        S  \n",
       "152      0   A.5. 11206    8.0500          NaN        S  \n",
       "155      1     PC 17597   61.3792          NaN        C  \n",
       "170      0       111240   33.5000          B19        S  \n",
       "174      0        17764   30.6958           A7        C  \n",
       "195      0     PC 17569  146.5208          B80        C  \n",
       "222      0        21440    8.0500          NaN        S  \n",
       "232      0       237442   13.5000          NaN        S  \n",
       "249      0       244252   26.0000          NaN        S  \n",
       "252      0       113514   26.5500          C87        S  \n",
       "262      1       110413   79.6500          E67        S  \n",
       "268      1     PC 17582  153.4625         C125        S  \n",
       "275      0        13502   77.9583           D7        S  \n",
       "280      0       336439    7.7500          NaN        Q  \n",
       "317      0        29011   14.0000          NaN        S  \n",
       "326      0       345364    6.2375          NaN        S  \n",
       "366      0       110813   75.2500          D37        C  \n",
       "406      0       347064    7.7500          NaN        S  \n",
       "438      4        19950  263.0000  C23 C25 C27        S  \n",
       "449      0       113786   30.5000         C104        S  \n",
       "456      0        13509   26.5500          E38        S  \n",
       "..     ...          ...       ...          ...      ...  \n",
       "493      0     PC 17609   49.5042          NaN        C  \n",
       "496      0        36947   78.2667          D20        C  \n",
       "513      0     PC 17603   59.4000          NaN        C  \n",
       "545      0          693   26.0000          NaN        S  \n",
       "555      0       113807   26.5500          NaN        S  \n",
       "570      0  S.W./PP 752   10.5000          NaN        S  \n",
       "571      0        11769   51.4792         C101        S  \n",
       "582      0        28403   26.0000          NaN        S  \n",
       "587      1        13567   79.2000          B41        C  \n",
       "591      0        36947   78.2667          D20        C  \n",
       "625      0        36963   32.3208          D50        S  \n",
       "626      0       219533   12.3500          NaN        Q  \n",
       "630      0        27042   30.0000          A23        S  \n",
       "631      0       347743    7.0542          NaN        S  \n",
       "647      0        13213   35.5000          A26        C  \n",
       "659      2        35273  113.2750          D48        C  \n",
       "672      0   C.A. 24580   10.5000          NaN        S  \n",
       "684      1        29750   39.0000          NaN        S  \n",
       "694      0       113800   26.5500          NaN        S  \n",
       "695      0       248731   13.5000          NaN        S  \n",
       "714      0       250647   13.0000          NaN        S  \n",
       "745      1    WE/P 5735   71.0000          B22        S  \n",
       "765      0        13502   77.9583          D11        S  \n",
       "772      0  S.O./P.P. 3   10.5000          E77        S  \n",
       "774      3        29105   23.0000          NaN        S  \n",
       "820      1        12749   93.5000          B69        S  \n",
       "829      0       113572   80.0000          B28      NaN  \n",
       "851      0       347060    7.7750          NaN        S  \n",
       "857      0       113055   26.5500          E17        S  \n",
       "879      1        11767   83.1583          C50        C  \n",
       "\n",
       "[64 rows x 12 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.loc[lambda df: df.Age > 50]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Masking\n",
    "\n",
    "- Filtering returns a subset of the dataframe. If you want to maintain the shape of the data you can use the **where()** method\n",
    "```\n",
    "dataset.where(dataset.Age > 50)\n",
    "```\n",
    "- Only the filtered rows are available and the rest are filled with NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17463</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>E46</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bonnell, Miss. Elizabeth</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113783</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C103</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Hewlett, Mrs. (Mary D Kingcome)</td>\n",
       "      <td>female</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>248706</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>861</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>880.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)</td>\n",
       "      <td>female</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11767</td>\n",
       "      <td>83.1583</td>\n",
       "      <td>C50</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass  \\\n",
       "0            NaN       NaN     NaN   \n",
       "1            NaN       NaN     NaN   \n",
       "2            NaN       NaN     NaN   \n",
       "3            NaN       NaN     NaN   \n",
       "4            NaN       NaN     NaN   \n",
       "5            NaN       NaN     NaN   \n",
       "6            7.0       0.0     1.0   \n",
       "7            NaN       NaN     NaN   \n",
       "8            NaN       NaN     NaN   \n",
       "9            NaN       NaN     NaN   \n",
       "10           NaN       NaN     NaN   \n",
       "11          12.0       1.0     1.0   \n",
       "12           NaN       NaN     NaN   \n",
       "13           NaN       NaN     NaN   \n",
       "14           NaN       NaN     NaN   \n",
       "15          16.0       1.0     2.0   \n",
       "16           NaN       NaN     NaN   \n",
       "17           NaN       NaN     NaN   \n",
       "18           NaN       NaN     NaN   \n",
       "19           NaN       NaN     NaN   \n",
       "20           NaN       NaN     NaN   \n",
       "21           NaN       NaN     NaN   \n",
       "22           NaN       NaN     NaN   \n",
       "23           NaN       NaN     NaN   \n",
       "24           NaN       NaN     NaN   \n",
       "25           NaN       NaN     NaN   \n",
       "26           NaN       NaN     NaN   \n",
       "27           NaN       NaN     NaN   \n",
       "28           NaN       NaN     NaN   \n",
       "29           NaN       NaN     NaN   \n",
       "..           ...       ...     ...   \n",
       "861          NaN       NaN     NaN   \n",
       "862          NaN       NaN     NaN   \n",
       "863          NaN       NaN     NaN   \n",
       "864          NaN       NaN     NaN   \n",
       "865          NaN       NaN     NaN   \n",
       "866          NaN       NaN     NaN   \n",
       "867          NaN       NaN     NaN   \n",
       "868          NaN       NaN     NaN   \n",
       "869          NaN       NaN     NaN   \n",
       "870          NaN       NaN     NaN   \n",
       "871          NaN       NaN     NaN   \n",
       "872          NaN       NaN     NaN   \n",
       "873          NaN       NaN     NaN   \n",
       "874          NaN       NaN     NaN   \n",
       "875          NaN       NaN     NaN   \n",
       "876          NaN       NaN     NaN   \n",
       "877          NaN       NaN     NaN   \n",
       "878          NaN       NaN     NaN   \n",
       "879        880.0       1.0     1.0   \n",
       "880          NaN       NaN     NaN   \n",
       "881          NaN       NaN     NaN   \n",
       "882          NaN       NaN     NaN   \n",
       "883          NaN       NaN     NaN   \n",
       "884          NaN       NaN     NaN   \n",
       "885          NaN       NaN     NaN   \n",
       "886          NaN       NaN     NaN   \n",
       "887          NaN       NaN     NaN   \n",
       "888          NaN       NaN     NaN   \n",
       "889          NaN       NaN     NaN   \n",
       "890          NaN       NaN     NaN   \n",
       "\n",
       "                                              Name     Sex   Age  SibSp  \\\n",
       "0                                              NaN     NaN   NaN    NaN   \n",
       "1                                              NaN     NaN   NaN    NaN   \n",
       "2                                              NaN     NaN   NaN    NaN   \n",
       "3                                              NaN     NaN   NaN    NaN   \n",
       "4                                              NaN     NaN   NaN    NaN   \n",
       "5                                              NaN     NaN   NaN    NaN   \n",
       "6                          McCarthy, Mr. Timothy J    male  54.0    0.0   \n",
       "7                                              NaN     NaN   NaN    NaN   \n",
       "8                                              NaN     NaN   NaN    NaN   \n",
       "9                                              NaN     NaN   NaN    NaN   \n",
       "10                                             NaN     NaN   NaN    NaN   \n",
       "11                        Bonnell, Miss. Elizabeth  female  58.0    0.0   \n",
       "12                                             NaN     NaN   NaN    NaN   \n",
       "13                                             NaN     NaN   NaN    NaN   \n",
       "14                                             NaN     NaN   NaN    NaN   \n",
       "15                Hewlett, Mrs. (Mary D Kingcome)   female  55.0    0.0   \n",
       "16                                             NaN     NaN   NaN    NaN   \n",
       "17                                             NaN     NaN   NaN    NaN   \n",
       "18                                             NaN     NaN   NaN    NaN   \n",
       "19                                             NaN     NaN   NaN    NaN   \n",
       "20                                             NaN     NaN   NaN    NaN   \n",
       "21                                             NaN     NaN   NaN    NaN   \n",
       "22                                             NaN     NaN   NaN    NaN   \n",
       "23                                             NaN     NaN   NaN    NaN   \n",
       "24                                             NaN     NaN   NaN    NaN   \n",
       "25                                             NaN     NaN   NaN    NaN   \n",
       "26                                             NaN     NaN   NaN    NaN   \n",
       "27                                             NaN     NaN   NaN    NaN   \n",
       "28                                             NaN     NaN   NaN    NaN   \n",
       "29                                             NaN     NaN   NaN    NaN   \n",
       "..                                             ...     ...   ...    ...   \n",
       "861                                            NaN     NaN   NaN    NaN   \n",
       "862                                            NaN     NaN   NaN    NaN   \n",
       "863                                            NaN     NaN   NaN    NaN   \n",
       "864                                            NaN     NaN   NaN    NaN   \n",
       "865                                            NaN     NaN   NaN    NaN   \n",
       "866                                            NaN     NaN   NaN    NaN   \n",
       "867                                            NaN     NaN   NaN    NaN   \n",
       "868                                            NaN     NaN   NaN    NaN   \n",
       "869                                            NaN     NaN   NaN    NaN   \n",
       "870                                            NaN     NaN   NaN    NaN   \n",
       "871                                            NaN     NaN   NaN    NaN   \n",
       "872                                            NaN     NaN   NaN    NaN   \n",
       "873                                            NaN     NaN   NaN    NaN   \n",
       "874                                            NaN     NaN   NaN    NaN   \n",
       "875                                            NaN     NaN   NaN    NaN   \n",
       "876                                            NaN     NaN   NaN    NaN   \n",
       "877                                            NaN     NaN   NaN    NaN   \n",
       "878                                            NaN     NaN   NaN    NaN   \n",
       "879  Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)  female  56.0    0.0   \n",
       "880                                            NaN     NaN   NaN    NaN   \n",
       "881                                            NaN     NaN   NaN    NaN   \n",
       "882                                            NaN     NaN   NaN    NaN   \n",
       "883                                            NaN     NaN   NaN    NaN   \n",
       "884                                            NaN     NaN   NaN    NaN   \n",
       "885                                            NaN     NaN   NaN    NaN   \n",
       "886                                            NaN     NaN   NaN    NaN   \n",
       "887                                            NaN     NaN   NaN    NaN   \n",
       "888                                            NaN     NaN   NaN    NaN   \n",
       "889                                            NaN     NaN   NaN    NaN   \n",
       "890                                            NaN     NaN   NaN    NaN   \n",
       "\n",
       "     Parch  Ticket     Fare Cabin Embarked  \n",
       "0      NaN     NaN      NaN   NaN      NaN  \n",
       "1      NaN     NaN      NaN   NaN      NaN  \n",
       "2      NaN     NaN      NaN   NaN      NaN  \n",
       "3      NaN     NaN      NaN   NaN      NaN  \n",
       "4      NaN     NaN      NaN   NaN      NaN  \n",
       "5      NaN     NaN      NaN   NaN      NaN  \n",
       "6      0.0   17463  51.8625   E46        S  \n",
       "7      NaN     NaN      NaN   NaN      NaN  \n",
       "8      NaN     NaN      NaN   NaN      NaN  \n",
       "9      NaN     NaN      NaN   NaN      NaN  \n",
       "10     NaN     NaN      NaN   NaN      NaN  \n",
       "11     0.0  113783  26.5500  C103        S  \n",
       "12     NaN     NaN      NaN   NaN      NaN  \n",
       "13     NaN     NaN      NaN   NaN      NaN  \n",
       "14     NaN     NaN      NaN   NaN      NaN  \n",
       "15     0.0  248706  16.0000   NaN        S  \n",
       "16     NaN     NaN      NaN   NaN      NaN  \n",
       "17     NaN     NaN      NaN   NaN      NaN  \n",
       "18     NaN     NaN      NaN   NaN      NaN  \n",
       "19     NaN     NaN      NaN   NaN      NaN  \n",
       "20     NaN     NaN      NaN   NaN      NaN  \n",
       "21     NaN     NaN      NaN   NaN      NaN  \n",
       "22     NaN     NaN      NaN   NaN      NaN  \n",
       "23     NaN     NaN      NaN   NaN      NaN  \n",
       "24     NaN     NaN      NaN   NaN      NaN  \n",
       "25     NaN     NaN      NaN   NaN      NaN  \n",
       "26     NaN     NaN      NaN   NaN      NaN  \n",
       "27     NaN     NaN      NaN   NaN      NaN  \n",
       "28     NaN     NaN      NaN   NaN      NaN  \n",
       "29     NaN     NaN      NaN   NaN      NaN  \n",
       "..     ...     ...      ...   ...      ...  \n",
       "861    NaN     NaN      NaN   NaN      NaN  \n",
       "862    NaN     NaN      NaN   NaN      NaN  \n",
       "863    NaN     NaN      NaN   NaN      NaN  \n",
       "864    NaN     NaN      NaN   NaN      NaN  \n",
       "865    NaN     NaN      NaN   NaN      NaN  \n",
       "866    NaN     NaN      NaN   NaN      NaN  \n",
       "867    NaN     NaN      NaN   NaN      NaN  \n",
       "868    NaN     NaN      NaN   NaN      NaN  \n",
       "869    NaN     NaN      NaN   NaN      NaN  \n",
       "870    NaN     NaN      NaN   NaN      NaN  \n",
       "871    NaN     NaN      NaN   NaN      NaN  \n",
       "872    NaN     NaN      NaN   NaN      NaN  \n",
       "873    NaN     NaN      NaN   NaN      NaN  \n",
       "874    NaN     NaN      NaN   NaN      NaN  \n",
       "875    NaN     NaN      NaN   NaN      NaN  \n",
       "876    NaN     NaN      NaN   NaN      NaN  \n",
       "877    NaN     NaN      NaN   NaN      NaN  \n",
       "878    NaN     NaN      NaN   NaN      NaN  \n",
       "879    1.0   11767  83.1583   C50        C  \n",
       "880    NaN     NaN      NaN   NaN      NaN  \n",
       "881    NaN     NaN      NaN   NaN      NaN  \n",
       "882    NaN     NaN      NaN   NaN      NaN  \n",
       "883    NaN     NaN      NaN   NaN      NaN  \n",
       "884    NaN     NaN      NaN   NaN      NaN  \n",
       "885    NaN     NaN      NaN   NaN      NaN  \n",
       "886    NaN     NaN      NaN   NaN      NaN  \n",
       "887    NaN     NaN      NaN   NaN      NaN  \n",
       "888    NaN     NaN      NaN   NaN      NaN  \n",
       "889    NaN     NaN      NaN   NaN      NaN  \n",
       "890    NaN     NaN      NaN   NaN      NaN  \n",
       "\n",
       "[891 rows x 12 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.where(dataset.Age > 50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### GroupBy\n",
    "\n",
    "- **groupby** is similar to the TSQL **GROUP BY** and is used in conjunction with Aggregation functions\n",
    "```\n",
    "dataset.groupby('Sex')\n",
    "```\n",
    "```\n",
    "dataset.groupby('Sex').mean()\n",
    "```\n",
    "![group by mean](images/basic-data-operations-with-pandas-1.png)\n",
    "The above result tells us \n",
    " - The average female age was 27.9 and the average male age was 30.7\n",
    " - More females survived as the Survived column has 1,0\n",
    " - Average of PassengerId, Pclass etc make no sense\n",
    "- You can filter out the required columns as follows\n",
    "```\n",
    "dataset.groupby('Sex')['Survived','Age'].mean()\n",
    "```\n",
    "- You can group by multiple columns by passing a list of column names\n",
    "```\n",
    "dataset.groupby(['Pclass','Sex'])['Survived','Age'].mean()\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>431.028662</td>\n",
       "      <td>0.742038</td>\n",
       "      <td>2.159236</td>\n",
       "      <td>27.915709</td>\n",
       "      <td>0.694268</td>\n",
       "      <td>0.649682</td>\n",
       "      <td>44.479818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>454.147314</td>\n",
       "      <td>0.188908</td>\n",
       "      <td>2.389948</td>\n",
       "      <td>30.726645</td>\n",
       "      <td>0.429809</td>\n",
       "      <td>0.235702</td>\n",
       "      <td>25.523893</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        PassengerId  Survived    Pclass        Age     SibSp     Parch  \\\n",
       "Sex                                                                      \n",
       "female   431.028662  0.742038  2.159236  27.915709  0.694268  0.649682   \n",
       "male     454.147314  0.188908  2.389948  30.726645  0.429809  0.235702   \n",
       "\n",
       "             Fare  \n",
       "Sex                \n",
       "female  44.479818  \n",
       "male    25.523893  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.groupby('Sex').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>0.742038</td>\n",
       "      <td>27.915709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>0.188908</td>\n",
       "      <td>30.726645</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "        Survived        Age\n",
       "Sex                        \n",
       "female  0.742038  27.915709\n",
       "male    0.188908  30.726645"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.groupby('Sex')['Survived','Age'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pclass</th>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1</th>\n",
       "      <th>female</th>\n",
       "      <td>0.968085</td>\n",
       "      <td>34.611765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>0.368852</td>\n",
       "      <td>41.281386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2</th>\n",
       "      <th>female</th>\n",
       "      <td>0.921053</td>\n",
       "      <td>28.722973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>0.157407</td>\n",
       "      <td>30.740707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">3</th>\n",
       "      <th>female</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>21.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>0.135447</td>\n",
       "      <td>26.507589</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Survived        Age\n",
       "Pclass Sex                        \n",
       "1      female  0.968085  34.611765\n",
       "       male    0.368852  41.281386\n",
       "2      female  0.921053  28.722973\n",
       "       male    0.157407  30.740707\n",
       "3      female  0.500000  21.750000\n",
       "       male    0.135447  26.507589"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.groupby(['Pclass','Sex'])['Survived','Age'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Samples\n",
    "- Random samples can be drawn from the dataframe using the **sample** method\n",
    "```\n",
    "dataset.sample(n=5)\n",
    "```\n",
    "```\n",
    "dataset.sample(frac=0.1)\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>244</th>\n",
       "      <td>245</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Attalah, Mr. Sleiman</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2694</td>\n",
       "      <td>7.225</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>431</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bjornstrom-Steffansson, Mr. Mauritz Hakan</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110564</td>\n",
       "      <td>26.550</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Backstrom, Mrs. Karl Alfred (Maria Mathilda Gu...</td>\n",
       "      <td>female</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3101278</td>\n",
       "      <td>15.850</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Vander Planke, Mrs. Julius (Emelia Maria Vande...</td>\n",
       "      <td>female</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>345763</td>\n",
       "      <td>18.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>202</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sage, Mr. Frederick</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>CA. 2343</td>\n",
       "      <td>69.550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass  \\\n",
       "244          245         0       3   \n",
       "430          431         1       1   \n",
       "85            86         1       3   \n",
       "18            19         0       3   \n",
       "201          202         0       3   \n",
       "\n",
       "                                                  Name     Sex   Age  SibSp  \\\n",
       "244                               Attalah, Mr. Sleiman    male  30.0      0   \n",
       "430          Bjornstrom-Steffansson, Mr. Mauritz Hakan    male  28.0      0   \n",
       "85   Backstrom, Mrs. Karl Alfred (Maria Mathilda Gu...  female  33.0      3   \n",
       "18   Vander Planke, Mrs. Julius (Emelia Maria Vande...  female  31.0      1   \n",
       "201                                Sage, Mr. Frederick    male   NaN      8   \n",
       "\n",
       "     Parch    Ticket    Fare Cabin Embarked  \n",
       "244      0      2694   7.225   NaN        C  \n",
       "430      0    110564  26.550   C52        S  \n",
       "85       0   3101278  15.850   NaN        S  \n",
       "18       0    345763  18.000   NaN        S  \n",
       "201      2  CA. 2343  69.550   NaN        S  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.sample(n=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>417</th>\n",
       "      <td>418</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Silven, Miss. Lyyli Karoliina</td>\n",
       "      <td>female</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>250652</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>336</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Denkoff, Mr. Mitto</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349225</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>604</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Torber, Mr. Ernst William</td>\n",
       "      <td>male</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>364511</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>848</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Markoff, Mr. Marin</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349213</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>576</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Patchett, Mr. George</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>358585</td>\n",
       "      <td>14.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>534</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Peter, Mrs. Catherine (Catherine Rizk)</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2668</td>\n",
       "      <td>22.3583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>291</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barber, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>184</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Becker, Master. Richard F</td>\n",
       "      <td>male</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>230136</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>F4</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Christmann, Mr. Emil</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>343276</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>523</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Lahoud, Mr. Sarkis</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2624</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>733</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Knight, Mr. Robert J</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239855</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>738</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Lesurer, Mr. Gustave J</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17755</td>\n",
       "      <td>512.3292</td>\n",
       "      <td>B101</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>477</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Renouf, Mr. Peter Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31027</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>264</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Harrison, Mr. William</td>\n",
       "      <td>male</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112059</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>B94</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>437</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Ford, Miss. Doolina Margaret \"Daisy\"</td>\n",
       "      <td>female</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>W./C. 6608</td>\n",
       "      <td>34.3750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>179</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Hale, Mr. Reginald</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>250653</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>782</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Dick, Mrs. Albert Adrian (Vera Gillespie)</td>\n",
       "      <td>female</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17474</td>\n",
       "      <td>57.0000</td>\n",
       "      <td>B20</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>767</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Brewe, Dr. Arthur Jackson</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112379</td>\n",
       "      <td>39.6000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>676</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Edvardsson, Mr. Gustaf Hjalmar</td>\n",
       "      <td>male</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349912</td>\n",
       "      <td>7.7750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Madsen, Mr. Fridtjof Arne</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C 17369</td>\n",
       "      <td>7.1417</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Carbines, Mr. William</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28424</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>779</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Kilgannon, Mr. Thomas J</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36865</td>\n",
       "      <td>7.7375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>488</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Kent, Mr. Edward Austin</td>\n",
       "      <td>male</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11771</td>\n",
       "      <td>29.7000</td>\n",
       "      <td>B37</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>704</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Gallagher, Mr. Martin</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36864</td>\n",
       "      <td>7.7417</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>838</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sirota, Mr. Maurice</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>392092</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>675</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Watson, Mr. Ennis Hastings</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239856</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>802</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Collyer, Mrs. Harvey (Charlotte Annie Tate)</td>\n",
       "      <td>female</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>C.A. 31921</td>\n",
       "      <td>26.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>478</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Lewis Richard</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3460</td>\n",
       "      <td>7.0458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>170</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Ling, Mr. Lee</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1601</td>\n",
       "      <td>56.4958</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>624</th>\n",
       "      <td>625</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Bowen, Mr. David John \"Dai\"</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54636</td>\n",
       "      <td>16.1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Hewlett, Mrs. (Mary D Kingcome)</td>\n",
       "      <td>female</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248706</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>366</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Adahl, Mr. Mauritz Nils Martin</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C 7076</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>136</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Richard, Mr. Emile</td>\n",
       "      <td>male</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SC/PARIS 2133</td>\n",
       "      <td>15.0458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>282</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Olsson, Mr. Nils Johan Goransson</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347464</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>124</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Webber, Miss. Susan</td>\n",
       "      <td>female</td>\n",
       "      <td>32.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27267</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>E101</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>522</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Vovk, Mr. Janko</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349252</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>239</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Pengelly, Mr. Frederick William</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28665</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Slocovski, Mr. Selman Francis</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 392086</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>205</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Cohen, Mr. Gurshon \"Gus\"</td>\n",
       "      <td>male</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 3540</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>486</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Lefebre, Miss. Jeannie</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4133</td>\n",
       "      <td>25.4667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Carrau, Mr. Francisco M</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113059</td>\n",
       "      <td>47.1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>320</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Spedden, Mrs. Frederic Oakley (Margaretta Corn...</td>\n",
       "      <td>female</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16966</td>\n",
       "      <td>134.5000</td>\n",
       "      <td>E34</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Rekic, Mr. Tido</td>\n",
       "      <td>male</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349249</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>763</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Barah, Mr. Hanna Assi</td>\n",
       "      <td>male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2663</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>626</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Sutton, Mr. Frederick</td>\n",
       "      <td>male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36963</td>\n",
       "      <td>32.3208</td>\n",
       "      <td>D50</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Laroche, Miss. Simonne Marie Anne Andree</td>\n",
       "      <td>female</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>SC/Paris 2123</td>\n",
       "      <td>41.5792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>407</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>333</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Graham, Mr. George Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17582</td>\n",
       "      <td>153.4625</td>\n",
       "      <td>C91</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>783</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Long, Mr. Milton Clyde</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113501</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>D6</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Connors, Mr. Patrick</td>\n",
       "      <td>male</td>\n",
       "      <td>70.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>370369</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>363</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Barbara, Mrs. (Catherine David)</td>\n",
       "      <td>female</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2691</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>284</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Dorking, Mr. Edward Arthur</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5. 10482</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>865</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Gill, Mr. John William</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>233866</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>712</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Klaber, Mr. Herman</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113028</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C124</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>119</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>361</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Skoog, Mr. Wilhelm</td>\n",
       "      <td>male</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>347088</td>\n",
       "      <td>27.9000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</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>481</th>\n",
       "      <td>482</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Frost, Mr. Anthony Wood \"Archie\"</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239854</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>562</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sivic, Mr. Husein</td>\n",
       "      <td>male</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349251</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>89 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass  \\\n",
       "417          418         1       2   \n",
       "335          336         0       3   \n",
       "603          604         0       3   \n",
       "847          848         0       3   \n",
       "575          576         0       3   \n",
       "533          534         1       3   \n",
       "290          291         1       1   \n",
       "183          184         1       2   \n",
       "90            91         0       3   \n",
       "522          523         0       3   \n",
       "732          733         0       2   \n",
       "737          738         1       1   \n",
       "476          477         0       2   \n",
       "263          264         0       1   \n",
       "436          437         0       3   \n",
       "178          179         0       2   \n",
       "781          782         1       1   \n",
       "766          767         0       1   \n",
       "675          676         0       3   \n",
       "127          128         1       3   \n",
       "191          192         0       2   \n",
       "778          779         0       3   \n",
       "487          488         0       1   \n",
       "703          704         0       3   \n",
       "837          838         0       3   \n",
       "674          675         0       2   \n",
       "14            15         0       3   \n",
       "801          802         1       2   \n",
       "477          478         0       3   \n",
       "169          170         0       3   \n",
       "..           ...       ...     ...   \n",
       "624          625         0       3   \n",
       "15            16         1       2   \n",
       "365          366         0       3   \n",
       "135          136         0       2   \n",
       "281          282         0       3   \n",
       "123          124         1       2   \n",
       "521          522         0       3   \n",
       "238          239         0       2   \n",
       "87            88         0       3   \n",
       "204          205         1       3   \n",
       "485          486         0       3   \n",
       "83            84         0       1   \n",
       "319          320         1       1   \n",
       "108          109         0       3   \n",
       "762          763         1       3   \n",
       "625          626         0       1   \n",
       "43            44         1       2   \n",
       "406          407         0       3   \n",
       "332          333         0       1   \n",
       "782          783         0       1   \n",
       "116          117         0       3   \n",
       "362          363         0       3   \n",
       "283          284         1       3   \n",
       "864          865         0       2   \n",
       "711          712         0       1   \n",
       "118          119         0       1   \n",
       "360          361         0       3   \n",
       "2              3         1       3   \n",
       "481          482         0       2   \n",
       "561          562         0       3   \n",
       "\n",
       "                                                  Name     Sex   Age  SibSp  \\\n",
       "417                      Silven, Miss. Lyyli Karoliina  female  18.0      0   \n",
       "335                                 Denkoff, Mr. Mitto    male   NaN      0   \n",
       "603                          Torber, Mr. Ernst William    male  44.0      0   \n",
       "847                                 Markoff, Mr. Marin    male  35.0      0   \n",
       "575                               Patchett, Mr. George    male  19.0      0   \n",
       "533             Peter, Mrs. Catherine (Catherine Rizk)  female   NaN      0   \n",
       "290                       Barber, Miss. Ellen \"Nellie\"  female  26.0      0   \n",
       "183                          Becker, Master. Richard F    male   1.0      2   \n",
       "90                                Christmann, Mr. Emil    male  29.0      0   \n",
       "522                                 Lahoud, Mr. Sarkis    male   NaN      0   \n",
       "732                               Knight, Mr. Robert J    male   NaN      0   \n",
       "737                             Lesurer, Mr. Gustave J    male  35.0      0   \n",
       "476                            Renouf, Mr. Peter Henry    male  34.0      1   \n",
       "263                              Harrison, Mr. William    male  40.0      0   \n",
       "436               Ford, Miss. Doolina Margaret \"Daisy\"  female  21.0      2   \n",
       "178                                 Hale, Mr. Reginald    male  30.0      0   \n",
       "781          Dick, Mrs. Albert Adrian (Vera Gillespie)  female  17.0      1   \n",
       "766                          Brewe, Dr. Arthur Jackson    male   NaN      0   \n",
       "675                     Edvardsson, Mr. Gustaf Hjalmar    male  18.0      0   \n",
       "127                          Madsen, Mr. Fridtjof Arne    male  24.0      0   \n",
       "191                              Carbines, Mr. William    male  19.0      0   \n",
       "778                            Kilgannon, Mr. Thomas J    male   NaN      0   \n",
       "487                            Kent, Mr. Edward Austin    male  58.0      0   \n",
       "703                              Gallagher, Mr. Martin    male  25.0      0   \n",
       "837                                Sirota, Mr. Maurice    male   NaN      0   \n",
       "674                         Watson, Mr. Ennis Hastings    male   NaN      0   \n",
       "14                Vestrom, Miss. Hulda Amanda Adolfina  female  14.0      0   \n",
       "801        Collyer, Mrs. Harvey (Charlotte Annie Tate)  female  31.0      1   \n",
       "477                          Braund, Mr. Lewis Richard    male  29.0      1   \n",
       "169                                      Ling, Mr. Lee    male  28.0      0   \n",
       "..                                                 ...     ...   ...    ...   \n",
       "624                        Bowen, Mr. David John \"Dai\"    male  21.0      0   \n",
       "15                    Hewlett, Mrs. (Mary D Kingcome)   female  55.0      0   \n",
       "365                     Adahl, Mr. Mauritz Nils Martin    male  30.0      0   \n",
       "135                                 Richard, Mr. Emile    male  23.0      0   \n",
       "281                   Olsson, Mr. Nils Johan Goransson    male  28.0      0   \n",
       "123                                Webber, Miss. Susan  female  32.5      0   \n",
       "521                                    Vovk, Mr. Janko    male  22.0      0   \n",
       "238                    Pengelly, Mr. Frederick William    male  19.0      0   \n",
       "87                       Slocovski, Mr. Selman Francis    male   NaN      0   \n",
       "204                           Cohen, Mr. Gurshon \"Gus\"    male  18.0      0   \n",
       "485                             Lefebre, Miss. Jeannie  female   NaN      3   \n",
       "83                             Carrau, Mr. Francisco M    male  28.0      0   \n",
       "319  Spedden, Mrs. Frederic Oakley (Margaretta Corn...  female  40.0      1   \n",
       "108                                    Rekic, Mr. Tido    male  38.0      0   \n",
       "762                              Barah, Mr. Hanna Assi    male  20.0      0   \n",
       "625                              Sutton, Mr. Frederick    male  61.0      0   \n",
       "43            Laroche, Miss. Simonne Marie Anne Andree  female   3.0      1   \n",
       "406                   Widegren, Mr. Carl/Charles Peter    male  51.0      0   \n",
       "332                          Graham, Mr. George Edward    male  38.0      0   \n",
       "782                             Long, Mr. Milton Clyde    male  29.0      0   \n",
       "116                               Connors, Mr. Patrick    male  70.5      0   \n",
       "362                    Barbara, Mrs. (Catherine David)  female  45.0      0   \n",
       "283                         Dorking, Mr. Edward Arthur    male  19.0      0   \n",
       "864                             Gill, Mr. John William    male  24.0      0   \n",
       "711                                 Klaber, Mr. Herman    male   NaN      0   \n",
       "118                           Baxter, Mr. Quigg Edmond    male  24.0      0   \n",
       "360                                 Skoog, Mr. Wilhelm    male  40.0      1   \n",
       "2                               Heikkinen, Miss. Laina  female  26.0      0   \n",
       "481                   Frost, Mr. Anthony Wood \"Archie\"    male   NaN      0   \n",
       "561                                  Sivic, Mr. Husein    male  40.0      0   \n",
       "\n",
       "     Parch            Ticket      Fare    Cabin Embarked  \n",
       "417      2            250652   13.0000      NaN        S  \n",
       "335      0            349225    7.8958      NaN        S  \n",
       "603      0            364511    8.0500      NaN        S  \n",
       "847      0            349213    7.8958      NaN        C  \n",
       "575      0            358585   14.5000      NaN        S  \n",
       "533      2              2668   22.3583      NaN        C  \n",
       "290      0             19877   78.8500      NaN        S  \n",
       "183      1            230136   39.0000       F4        S  \n",
       "90       0            343276    8.0500      NaN        S  \n",
       "522      0              2624    7.2250      NaN        C  \n",
       "732      0            239855    0.0000      NaN        S  \n",
       "737      0          PC 17755  512.3292     B101        C  \n",
       "476      0             31027   21.0000      NaN        S  \n",
       "263      0            112059    0.0000      B94        S  \n",
       "436      2        W./C. 6608   34.3750      NaN        S  \n",
       "178      0            250653   13.0000      NaN        S  \n",
       "781      0             17474   57.0000      B20        S  \n",
       "766      0            112379   39.6000      NaN        C  \n",
       "675      0            349912    7.7750      NaN        S  \n",
       "127      0           C 17369    7.1417      NaN        S  \n",
       "191      0             28424   13.0000      NaN        S  \n",
       "778      0             36865    7.7375      NaN        Q  \n",
       "487      0             11771   29.7000      B37        C  \n",
       "703      0             36864    7.7417      NaN        Q  \n",
       "837      0            392092    8.0500      NaN        S  \n",
       "674      0            239856    0.0000      NaN        S  \n",
       "14       0            350406    7.8542      NaN        S  \n",
       "801      1        C.A. 31921   26.2500      NaN        S  \n",
       "477      0              3460    7.0458      NaN        S  \n",
       "169      0              1601   56.4958      NaN        S  \n",
       "..     ...               ...       ...      ...      ...  \n",
       "624      0             54636   16.1000      NaN        S  \n",
       "15       0            248706   16.0000      NaN        S  \n",
       "365      0            C 7076    7.2500      NaN        S  \n",
       "135      0     SC/PARIS 2133   15.0458      NaN        C  \n",
       "281      0            347464    7.8542      NaN        S  \n",
       "123      0             27267   13.0000     E101        S  \n",
       "521      0            349252    7.8958      NaN        S  \n",
       "238      0             28665   10.5000      NaN        S  \n",
       "87       0   SOTON/OQ 392086    8.0500      NaN        S  \n",
       "204      0          A/5 3540    8.0500      NaN        S  \n",
       "485      1              4133   25.4667      NaN        S  \n",
       "83       0            113059   47.1000      NaN        S  \n",
       "319      1             16966  134.5000      E34        C  \n",
       "108      0            349249    7.8958      NaN        S  \n",
       "762      0              2663    7.2292      NaN        C  \n",
       "625      0             36963   32.3208      D50        S  \n",
       "43       2     SC/Paris 2123   41.5792      NaN        C  \n",
       "406      0            347064    7.7500      NaN        S  \n",
       "332      1          PC 17582  153.4625      C91        S  \n",
       "782      0            113501   30.0000       D6        S  \n",
       "116      0            370369    7.7500      NaN        Q  \n",
       "362      1              2691   14.4542      NaN        C  \n",
       "283      0        A/5. 10482    8.0500      NaN        S  \n",
       "864      0            233866   13.0000      NaN        S  \n",
       "711      0            113028   26.5500     C124        S  \n",
       "118      1          PC 17558  247.5208  B58 B60        C  \n",
       "360      4            347088   27.9000      NaN        S  \n",
       "2        0  STON/O2. 3101282    7.9250      NaN        S  \n",
       "481      0            239854    0.0000      NaN        S  \n",
       "561      0            349251    7.8958      NaN        S  \n",
       "\n",
       "[89 rows x 12 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.sample(frac=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Splitting the dataframe into training and testing dataset **\n",
    "\n",
    "- The code below creates two dataframes train with 80% of the rows and test with 20% of the rows\n",
    "```\n",
    "train_data = dataset.sample(frac=0.8, random_state=200)\n",
    "test_data = dataset.drop(train_data.index)\n",
    "```\n",
    "- The random_state is a seed to the pandas random number generator. With a given seed, pandas will always draw the same rows.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_data = dataset.sample(frac=0.8, random_state=200)\n",
    "test_data = dataset.drop(train_data.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One Hot Encode\n",
    "- The Survided column is a categorial variable\n",
    "- One Hot Encoding changes the way cateforial variables are represented (1 of K)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</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>Survived_No</th>\n",
       "      <th>Survived_Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>A/5 21171</td>\n",
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       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
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       "      <th>3</th>\n",
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       "      <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",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
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       "      <td>0</td>\n",
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       "      <th>5</th>\n",
       "      <td>6</td>\n",
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       "      <td>Moran, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330877</td>\n",
       "      <td>8.4583</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>E46</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>Palsson, Master. Gosta Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>349909</td>\n",
       "      <td>21.0750</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>347742</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>Nasser, Mrs. Nicholas (Adele Achem)</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>237736</td>\n",
       "      <td>30.0708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>Sandstrom, Miss. Marguerite Rut</td>\n",
       "      <td>female</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>PP 9549</td>\n",
       "      <td>16.7000</td>\n",
       "      <td>G6</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>Bonnell, Miss. Elizabeth</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>C103</td>\n",
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       "      <td>Saundercock, Mr. William Henry</td>\n",
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       "      <th>13</th>\n",
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       "      <td>Andersson, Mr. Anders Johan</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
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       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>Hewlett, Mrs. (Mary D Kingcome)</td>\n",
       "      <td>female</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248706</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>Rice, Master. Eugene</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>382652</td>\n",
       "      <td>29.1250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>Williams, Mr. Charles Eugene</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>244373</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>Vander Planke, Mrs. Julius (Emelia Maria Vande...</td>\n",
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       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>345763</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>Masselmani, Mrs. Fatima</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2649</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>Fynney, Mr. Joseph J</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239865</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>Beesley, Mr. Lawrence</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248698</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>D56</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>McGowan, Miss. Anna \"Annie\"</td>\n",
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       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330923</td>\n",
       "      <td>8.0292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>Sloper, Mr. William Thompson</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113788</td>\n",
       "      <td>35.5000</td>\n",
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       "      <td>0</td>\n",
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       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>Palsson, Miss. Torborg Danira</td>\n",
       "      <td>female</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>347077</td>\n",
       "      <td>31.3875</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>Emir, Mr. Farred Chehab</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2631</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>Fortune, Mr. Charles Alexander</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>19950</td>\n",
       "      <td>263.0000</td>\n",
       "      <td>C23 C25 C27</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>3</td>\n",
       "      <td>O'Dwyer, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330959</td>\n",
       "      <td>7.8792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>Todoroff, Mr. Lalio</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349216</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>862</td>\n",
       "      <td>2</td>\n",
       "      <td>Giles, Mr. Frederick Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28134</td>\n",
       "      <td>11.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>863</td>\n",
       "      <td>1</td>\n",
       "      <td>Swift, Mrs. Frederick Joel (Margaret Welles Ba...</td>\n",
       "      <td>female</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17466</td>\n",
       "      <td>25.9292</td>\n",
       "      <td>D17</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>864</td>\n",
       "      <td>3</td>\n",
       "      <td>Sage, Miss. Dorothy Edith \"Dolly\"</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>CA. 2343</td>\n",
       "      <td>69.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>865</td>\n",
       "      <td>2</td>\n",
       "      <td>Gill, Mr. John William</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>233866</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>866</td>\n",
       "      <td>2</td>\n",
       "      <td>Bystrom, Mrs. (Karolina)</td>\n",
       "      <td>female</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>236852</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>867</td>\n",
       "      <td>2</td>\n",
       "      <td>Duran y More, Miss. Asuncion</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>SC/PARIS 2149</td>\n",
       "      <td>13.8583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>868</td>\n",
       "      <td>1</td>\n",
       "      <td>Roebling, Mr. Washington Augustus II</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17590</td>\n",
       "      <td>50.4958</td>\n",
       "      <td>A24</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>869</td>\n",
       "      <td>3</td>\n",
       "      <td>van Melkebeke, Mr. Philemon</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345777</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>870</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnson, Master. Harold Theodor</td>\n",
       "      <td>male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>347742</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>871</td>\n",
       "      <td>3</td>\n",
       "      <td>Balkic, Mr. Cerin</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349248</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>872</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>873</td>\n",
       "      <td>1</td>\n",
       "      <td>Carlsson, Mr. Frans Olof</td>\n",
       "      <td>male</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>695</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>B51 B53 B55</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>874</td>\n",
       "      <td>3</td>\n",
       "      <td>Vander Cruyssen, Mr. Victor</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345765</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>875</td>\n",
       "      <td>2</td>\n",
       "      <td>Abelson, Mrs. Samuel (Hannah Wizosky)</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>P/PP 3381</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>876</td>\n",
       "      <td>3</td>\n",
       "      <td>Najib, Miss. Adele Kiamie \"Jane\"</td>\n",
       "      <td>female</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2667</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>877</td>\n",
       "      <td>3</td>\n",
       "      <td>Gustafsson, Mr. Alfred Ossian</td>\n",
       "      <td>male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7534</td>\n",
       "      <td>9.8458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>878</td>\n",
       "      <td>3</td>\n",
       "      <td>Petroff, Mr. Nedelio</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349212</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>879</td>\n",
       "      <td>3</td>\n",
       "      <td>Laleff, Mr. Kristo</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349217</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>880</td>\n",
       "      <td>1</td>\n",
       "      <td>Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)</td>\n",
       "      <td>female</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11767</td>\n",
       "      <td>83.1583</td>\n",
       "      <td>C50</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>881</td>\n",
       "      <td>2</td>\n",
       "      <td>Shelley, Mrs. William (Imanita Parrish Hall)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>230433</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>882</td>\n",
       "      <td>3</td>\n",
       "      <td>Markun, Mr. Johann</td>\n",
       "      <td>male</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349257</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>883</td>\n",
       "      <td>3</td>\n",
       "      <td>Dahlberg, Miss. Gerda Ulrika</td>\n",
       "      <td>female</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7552</td>\n",
       "      <td>10.5167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>884</td>\n",
       "      <td>2</td>\n",
       "      <td>Banfield, Mr. Frederick James</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A./SOTON 34068</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>885</td>\n",
       "      <td>3</td>\n",
       "      <td>Sutehall, Mr. Henry Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 392076</td>\n",
       "      <td>7.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>886</td>\n",
       "      <td>3</td>\n",
       "      <td>Rice, Mrs. William (Margaret Norton)</td>\n",
       "      <td>female</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>382652</td>\n",
       "      <td>29.1250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>887</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",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>888</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",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>889</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",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>890</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",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>891</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",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Pclass                                               Name  \\\n",
       "0              1       3                            Braund, Mr. Owen Harris   \n",
       "1              2       1  Cumings, Mrs. John Bradley (Florence Briggs Th...   \n",
       "2              3       3                             Heikkinen, Miss. Laina   \n",
       "3              4       1       Futrelle, Mrs. Jacques Heath (Lily May Peel)   \n",
       "4              5       3                           Allen, Mr. William Henry   \n",
       "5              6       3                                   Moran, Mr. James   \n",
       "6              7       1                            McCarthy, Mr. Timothy J   \n",
       "7              8       3                     Palsson, Master. Gosta Leonard   \n",
       "8              9       3  Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)   \n",
       "9             10       2                Nasser, Mrs. Nicholas (Adele Achem)   \n",
       "10            11       3                    Sandstrom, Miss. Marguerite Rut   \n",
       "11            12       1                           Bonnell, Miss. Elizabeth   \n",
       "12            13       3                     Saundercock, Mr. William Henry   \n",
       "13            14       3                        Andersson, Mr. Anders Johan   \n",
       "14            15       3               Vestrom, Miss. Hulda Amanda Adolfina   \n",
       "15            16       2                   Hewlett, Mrs. (Mary D Kingcome)    \n",
       "16            17       3                               Rice, Master. Eugene   \n",
       "17            18       2                       Williams, Mr. Charles Eugene   \n",
       "18            19       3  Vander Planke, Mrs. Julius (Emelia Maria Vande...   \n",
       "19            20       3                            Masselmani, Mrs. Fatima   \n",
       "20            21       2                               Fynney, Mr. Joseph J   \n",
       "21            22       2                              Beesley, Mr. Lawrence   \n",
       "22            23       3                        McGowan, Miss. Anna \"Annie\"   \n",
       "23            24       1                       Sloper, Mr. William Thompson   \n",
       "24            25       3                      Palsson, Miss. Torborg Danira   \n",
       "25            26       3  Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...   \n",
       "26            27       3                            Emir, Mr. Farred Chehab   \n",
       "27            28       1                     Fortune, Mr. Charles Alexander   \n",
       "28            29       3                      O'Dwyer, Miss. Ellen \"Nellie\"   \n",
       "29            30       3                                Todoroff, Mr. Lalio   \n",
       "..           ...     ...                                                ...   \n",
       "861          862       2                        Giles, Mr. Frederick Edward   \n",
       "862          863       1  Swift, Mrs. Frederick Joel (Margaret Welles Ba...   \n",
       "863          864       3                  Sage, Miss. Dorothy Edith \"Dolly\"   \n",
       "864          865       2                             Gill, Mr. John William   \n",
       "865          866       2                           Bystrom, Mrs. (Karolina)   \n",
       "866          867       2                       Duran y More, Miss. Asuncion   \n",
       "867          868       1               Roebling, Mr. Washington Augustus II   \n",
       "868          869       3                        van Melkebeke, Mr. Philemon   \n",
       "869          870       3                    Johnson, Master. Harold Theodor   \n",
       "870          871       3                                  Balkic, Mr. Cerin   \n",
       "871          872       1   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)   \n",
       "872          873       1                           Carlsson, Mr. Frans Olof   \n",
       "873          874       3                        Vander Cruyssen, Mr. Victor   \n",
       "874          875       2              Abelson, Mrs. Samuel (Hannah Wizosky)   \n",
       "875          876       3                   Najib, Miss. Adele Kiamie \"Jane\"   \n",
       "876          877       3                      Gustafsson, Mr. Alfred Ossian   \n",
       "877          878       3                               Petroff, Mr. Nedelio   \n",
       "878          879       3                                 Laleff, Mr. Kristo   \n",
       "879          880       1      Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)   \n",
       "880          881       2       Shelley, Mrs. William (Imanita Parrish Hall)   \n",
       "881          882       3                                 Markun, Mr. Johann   \n",
       "882          883       3                       Dahlberg, Miss. Gerda Ulrika   \n",
       "883          884       2                      Banfield, Mr. Frederick James   \n",
       "884          885       3                             Sutehall, Mr. Henry Jr   \n",
       "885          886       3               Rice, Mrs. William (Margaret Norton)   \n",
       "886          887       2                              Montvila, Rev. Juozas   \n",
       "887          888       1                       Graham, Miss. Margaret Edith   \n",
       "888          889       3           Johnston, Miss. Catherine Helen \"Carrie\"   \n",
       "889          890       1                              Behr, Mr. Karl Howell   \n",
       "890          891       3                                Dooley, Mr. Patrick   \n",
       "\n",
       "        Sex   Age  SibSp  Parch            Ticket      Fare        Cabin  \\\n",
       "0      male  22.0      1      0         A/5 21171    7.2500          NaN   \n",
       "1    female  38.0      1      0          PC 17599   71.2833          C85   \n",
       "2    female  26.0      0      0  STON/O2. 3101282    7.9250          NaN   \n",
       "3    female  35.0      1      0            113803   53.1000         C123   \n",
       "4      male  35.0      0      0            373450    8.0500          NaN   \n",
       "5      male   NaN      0      0            330877    8.4583          NaN   \n",
       "6      male  54.0      0      0             17463   51.8625          E46   \n",
       "7      male   2.0      3      1            349909   21.0750          NaN   \n",
       "8    female  27.0      0      2            347742   11.1333          NaN   \n",
       "9    female  14.0      1      0            237736   30.0708          NaN   \n",
       "10   female   4.0      1      1           PP 9549   16.7000           G6   \n",
       "11   female  58.0      0      0            113783   26.5500         C103   \n",
       "12     male  20.0      0      0         A/5. 2151    8.0500          NaN   \n",
       "13     male  39.0      1      5            347082   31.2750          NaN   \n",
       "14   female  14.0      0      0            350406    7.8542          NaN   \n",
       "15   female  55.0      0      0            248706   16.0000          NaN   \n",
       "16     male   2.0      4      1            382652   29.1250          NaN   \n",
       "17     male   NaN      0      0            244373   13.0000          NaN   \n",
       "18   female  31.0      1      0            345763   18.0000          NaN   \n",
       "19   female   NaN      0      0              2649    7.2250          NaN   \n",
       "20     male  35.0      0      0            239865   26.0000          NaN   \n",
       "21     male  34.0      0      0            248698   13.0000          D56   \n",
       "22   female  15.0      0      0            330923    8.0292          NaN   \n",
       "23     male  28.0      0      0            113788   35.5000           A6   \n",
       "24   female   8.0      3      1            349909   21.0750          NaN   \n",
       "25   female  38.0      1      5            347077   31.3875          NaN   \n",
       "26     male   NaN      0      0              2631    7.2250          NaN   \n",
       "27     male  19.0      3      2             19950  263.0000  C23 C25 C27   \n",
       "28   female   NaN      0      0            330959    7.8792          NaN   \n",
       "29     male   NaN      0      0            349216    7.8958          NaN   \n",
       "..      ...   ...    ...    ...               ...       ...          ...   \n",
       "861    male  21.0      1      0             28134   11.5000          NaN   \n",
       "862  female  48.0      0      0             17466   25.9292          D17   \n",
       "863  female   NaN      8      2          CA. 2343   69.5500          NaN   \n",
       "864    male  24.0      0      0            233866   13.0000          NaN   \n",
       "865  female  42.0      0      0            236852   13.0000          NaN   \n",
       "866  female  27.0      1      0     SC/PARIS 2149   13.8583          NaN   \n",
       "867    male  31.0      0      0          PC 17590   50.4958          A24   \n",
       "868    male   NaN      0      0            345777    9.5000          NaN   \n",
       "869    male   4.0      1      1            347742   11.1333          NaN   \n",
       "870    male  26.0      0      0            349248    7.8958          NaN   \n",
       "871  female  47.0      1      1             11751   52.5542          D35   \n",
       "872    male  33.0      0      0               695    5.0000  B51 B53 B55   \n",
       "873    male  47.0      0      0            345765    9.0000          NaN   \n",
       "874  female  28.0      1      0         P/PP 3381   24.0000          NaN   \n",
       "875  female  15.0      0      0              2667    7.2250          NaN   \n",
       "876    male  20.0      0      0              7534    9.8458          NaN   \n",
       "877    male  19.0      0      0            349212    7.8958          NaN   \n",
       "878    male   NaN      0      0            349217    7.8958          NaN   \n",
       "879  female  56.0      0      1             11767   83.1583          C50   \n",
       "880  female  25.0      0      1            230433   26.0000          NaN   \n",
       "881    male  33.0      0      0            349257    7.8958          NaN   \n",
       "882  female  22.0      0      0              7552   10.5167          NaN   \n",
       "883    male  28.0      0      0  C.A./SOTON 34068   10.5000          NaN   \n",
       "884    male  25.0      0      0   SOTON/OQ 392076    7.0500          NaN   \n",
       "885  female  39.0      0      5            382652   29.1250          NaN   \n",
       "886    male  27.0      0      0            211536   13.0000          NaN   \n",
       "887  female  19.0      0      0            112053   30.0000          B42   \n",
       "888  female   NaN      1      2        W./C. 6607   23.4500          NaN   \n",
       "889    male  26.0      0      0            111369   30.0000         C148   \n",
       "890    male  32.0      0      0            370376    7.7500          NaN   \n",
       "\n",
       "    Embarked  Survived_No  Survived_Yes  \n",
       "0          S            1             0  \n",
       "1          C            0             1  \n",
       "2          S            0             1  \n",
       "3          S            0             1  \n",
       "4          S            1             0  \n",
       "5          Q            1             0  \n",
       "6          S            1             0  \n",
       "7          S            1             0  \n",
       "8          S            0             1  \n",
       "9          C            0             1  \n",
       "10         S            0             1  \n",
       "11         S            0             1  \n",
       "12         S            1             0  \n",
       "13         S            1             0  \n",
       "14         S            1             0  \n",
       "15         S            0             1  \n",
       "16         Q            1             0  \n",
       "17         S            0             1  \n",
       "18         S            1             0  \n",
       "19         C            0             1  \n",
       "20         S            1             0  \n",
       "21         S            0             1  \n",
       "22         Q            0             1  \n",
       "23         S            0             1  \n",
       "24         S            1             0  \n",
       "25         S            0             1  \n",
       "26         C            1             0  \n",
       "27         S            1             0  \n",
       "28         Q            0             1  \n",
       "29         S            1             0  \n",
       "..       ...          ...           ...  \n",
       "861        S            1             0  \n",
       "862        S            0             1  \n",
       "863        S            1             0  \n",
       "864        S            1             0  \n",
       "865        S            0             1  \n",
       "866        C            0             1  \n",
       "867        S            1             0  \n",
       "868        S            1             0  \n",
       "869        S            0             1  \n",
       "870        S            1             0  \n",
       "871        S            0             1  \n",
       "872        S            1             0  \n",
       "873        S            1             0  \n",
       "874        C            0             1  \n",
       "875        C            0             1  \n",
       "876        S            1             0  \n",
       "877        S            1             0  \n",
       "878        S            1             0  \n",
       "879        C            0             1  \n",
       "880        S            0             1  \n",
       "881        S            1             0  \n",
       "882        S            1             0  \n",
       "883        S            1             0  \n",
       "884        S            1             0  \n",
       "885        Q            1             0  \n",
       "886        S            1             0  \n",
       "887        S            0             1  \n",
       "888        S            1             0  \n",
       "889        C            0             1  \n",
       "890        Q            1             0  \n",
       "\n",
       "[891 rows x 13 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hotencoded_dataset = pd.get_dummies(dataset, columns=['Survived'])\n",
    "hotencoded_dataset.rename(index=str, columns={\"Survived_0\":\"Survived_No\", \"Survived_1\":\"Survived_Yes\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Index\n",
    "- The current dataframe has an autogenerated integer index (starting with 0)\n",
    "- dataset.loc[0] returns the row with PassenderId 1\n",
    "- You can use the PassengerId as the Index\n",
    "```\n",
    "dataset.set_index('PassengerId')\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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>2</th>\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>3</th>\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>4</th>\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>5</th>\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>6</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Moran, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330877</td>\n",
       "      <td>8.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>E46</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Palsson, Master. Gosta Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>349909</td>\n",
       "      <td>21.0750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>347742</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Nasser, Mrs. Nicholas (Adele Achem)</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>237736</td>\n",
       "      <td>30.0708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Sandstrom, Miss. Marguerite Rut</td>\n",
       "      <td>female</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>PP 9549</td>\n",
       "      <td>16.7000</td>\n",
       "      <td>G6</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bonnell, Miss. Elizabeth</td>\n",
       "      <td>female</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113783</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C103</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Saundercock, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5. 2151</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Andersson, Mr. Anders Johan</td>\n",
       "      <td>male</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>347082</td>\n",
       "      <td>31.2750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Hewlett, Mrs. (Mary D Kingcome)</td>\n",
       "      <td>female</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248706</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Rice, Master. Eugene</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>382652</td>\n",
       "      <td>29.1250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Williams, Mr. Charles Eugene</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>244373</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Vander Planke, Mrs. Julius (Emelia Maria Vande...</td>\n",
       "      <td>female</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>345763</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Masselmani, Mrs. Fatima</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2649</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Fynney, Mr. Joseph J</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239865</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Beesley, Mr. Lawrence</td>\n",
       "      <td>male</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>248698</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>D56</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>McGowan, Miss. Anna \"Annie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330923</td>\n",
       "      <td>8.0292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sloper, Mr. William Thompson</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113788</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>A6</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Palsson, Miss. Torborg Danira</td>\n",
       "      <td>female</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>349909</td>\n",
       "      <td>21.0750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>347077</td>\n",
       "      <td>31.3875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Emir, Mr. Farred Chehab</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2631</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Fortune, Mr. Charles Alexander</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>19950</td>\n",
       "      <td>263.0000</td>\n",
       "      <td>C23 C25 C27</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>O'Dwyer, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330959</td>\n",
       "      <td>7.8792</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Todoroff, Mr. Lalio</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349216</td>\n",
       "      <td>7.8958</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Giles, Mr. Frederick Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28134</td>\n",
       "      <td>11.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Swift, Mrs. Frederick Joel (Margaret Welles Ba...</td>\n",
       "      <td>female</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17466</td>\n",
       "      <td>25.9292</td>\n",
       "      <td>D17</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sage, Miss. Dorothy Edith \"Dolly\"</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>CA. 2343</td>\n",
       "      <td>69.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Gill, Mr. John William</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>233866</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Bystrom, Mrs. (Karolina)</td>\n",
       "      <td>female</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>236852</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Duran y More, Miss. Asuncion</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>SC/PARIS 2149</td>\n",
       "      <td>13.8583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Roebling, Mr. Washington Augustus II</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17590</td>\n",
       "      <td>50.4958</td>\n",
       "      <td>A24</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>van Melkebeke, Mr. Philemon</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345777</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnson, Master. Harold Theodor</td>\n",
       "      <td>male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>347742</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Balkic, Mr. Cerin</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349248</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Carlsson, Mr. Frans Olof</td>\n",
       "      <td>male</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>695</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>B51 B53 B55</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Vander Cruyssen, Mr. Victor</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345765</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Abelson, Mrs. Samuel (Hannah Wizosky)</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>P/PP 3381</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Najib, Miss. Adele Kiamie \"Jane\"</td>\n",
       "      <td>female</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2667</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Gustafsson, Mr. Alfred Ossian</td>\n",
       "      <td>male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7534</td>\n",
       "      <td>9.8458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Petroff, Mr. Nedelio</td>\n",
       "      <td>male</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349212</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Laleff, Mr. Kristo</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349217</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)</td>\n",
       "      <td>female</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11767</td>\n",
       "      <td>83.1583</td>\n",
       "      <td>C50</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Shelley, Mrs. William (Imanita Parrish Hall)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>230433</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Markun, Mr. Johann</td>\n",
       "      <td>male</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349257</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Dahlberg, Miss. Gerda Ulrika</td>\n",
       "      <td>female</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7552</td>\n",
       "      <td>10.5167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Banfield, Mr. Frederick James</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A./SOTON 34068</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Sutehall, Mr. Henry Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 392076</td>\n",
       "      <td>7.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Rice, Mrs. William (Margaret Norton)</td>\n",
       "      <td>female</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>382652</td>\n",
       "      <td>29.1250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\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>888</th>\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>889</th>\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>890</th>\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>891</th>\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 × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Survived  Pclass  \\\n",
       "PassengerId                     \n",
       "1                   0       3   \n",
       "2                   1       1   \n",
       "3                   1       3   \n",
       "4                   1       1   \n",
       "5                   0       3   \n",
       "6                   0       3   \n",
       "7                   0       1   \n",
       "8                   0       3   \n",
       "9                   1       3   \n",
       "10                  1       2   \n",
       "11                  1       3   \n",
       "12                  1       1   \n",
       "13                  0       3   \n",
       "14                  0       3   \n",
       "15                  0       3   \n",
       "16                  1       2   \n",
       "17                  0       3   \n",
       "18                  1       2   \n",
       "19                  0       3   \n",
       "20                  1       3   \n",
       "21                  0       2   \n",
       "22                  1       2   \n",
       "23                  1       3   \n",
       "24                  1       1   \n",
       "25                  0       3   \n",
       "26                  1       3   \n",
       "27                  0       3   \n",
       "28                  0       1   \n",
       "29                  1       3   \n",
       "30                  0       3   \n",
       "...               ...     ...   \n",
       "862                 0       2   \n",
       "863                 1       1   \n",
       "864                 0       3   \n",
       "865                 0       2   \n",
       "866                 1       2   \n",
       "867                 1       2   \n",
       "868                 0       1   \n",
       "869                 0       3   \n",
       "870                 1       3   \n",
       "871                 0       3   \n",
       "872                 1       1   \n",
       "873                 0       1   \n",
       "874                 0       3   \n",
       "875                 1       2   \n",
       "876                 1       3   \n",
       "877                 0       3   \n",
       "878                 0       3   \n",
       "879                 0       3   \n",
       "880                 1       1   \n",
       "881                 1       2   \n",
       "882                 0       3   \n",
       "883                 0       3   \n",
       "884                 0       2   \n",
       "885                 0       3   \n",
       "886                 0       3   \n",
       "887                 0       2   \n",
       "888                 1       1   \n",
       "889                 0       3   \n",
       "890                 1       1   \n",
       "891                 0       3   \n",
       "\n",
       "                                                          Name     Sex   Age  \\\n",
       "PassengerId                                                                    \n",
       "1                                      Braund, Mr. Owen Harris    male  22.0   \n",
       "2            Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0   \n",
       "3                                       Heikkinen, Miss. Laina  female  26.0   \n",
       "4                 Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0   \n",
       "5                                     Allen, Mr. William Henry    male  35.0   \n",
       "6                                             Moran, Mr. James    male   NaN   \n",
       "7                                      McCarthy, Mr. Timothy J    male  54.0   \n",
       "8                               Palsson, Master. Gosta Leonard    male   2.0   \n",
       "9            Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)  female  27.0   \n",
       "10                         Nasser, Mrs. Nicholas (Adele Achem)  female  14.0   \n",
       "11                             Sandstrom, Miss. Marguerite Rut  female   4.0   \n",
       "12                                    Bonnell, Miss. Elizabeth  female  58.0   \n",
       "13                              Saundercock, Mr. William Henry    male  20.0   \n",
       "14                                 Andersson, Mr. Anders Johan    male  39.0   \n",
       "15                        Vestrom, Miss. Hulda Amanda Adolfina  female  14.0   \n",
       "16                            Hewlett, Mrs. (Mary D Kingcome)   female  55.0   \n",
       "17                                        Rice, Master. Eugene    male   2.0   \n",
       "18                                Williams, Mr. Charles Eugene    male   NaN   \n",
       "19           Vander Planke, Mrs. Julius (Emelia Maria Vande...  female  31.0   \n",
       "20                                     Masselmani, Mrs. Fatima  female   NaN   \n",
       "21                                        Fynney, Mr. Joseph J    male  35.0   \n",
       "22                                       Beesley, Mr. Lawrence    male  34.0   \n",
       "23                                 McGowan, Miss. Anna \"Annie\"  female  15.0   \n",
       "24                                Sloper, Mr. William Thompson    male  28.0   \n",
       "25                               Palsson, Miss. Torborg Danira  female   8.0   \n",
       "26           Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...  female  38.0   \n",
       "27                                     Emir, Mr. Farred Chehab    male   NaN   \n",
       "28                              Fortune, Mr. Charles Alexander    male  19.0   \n",
       "29                               O'Dwyer, Miss. Ellen \"Nellie\"  female   NaN   \n",
       "30                                         Todoroff, Mr. Lalio    male   NaN   \n",
       "...                                                        ...     ...   ...   \n",
       "862                                Giles, Mr. Frederick Edward    male  21.0   \n",
       "863          Swift, Mrs. Frederick Joel (Margaret Welles Ba...  female  48.0   \n",
       "864                          Sage, Miss. Dorothy Edith \"Dolly\"  female   NaN   \n",
       "865                                     Gill, Mr. John William    male  24.0   \n",
       "866                                   Bystrom, Mrs. (Karolina)  female  42.0   \n",
       "867                               Duran y More, Miss. Asuncion  female  27.0   \n",
       "868                       Roebling, Mr. Washington Augustus II    male  31.0   \n",
       "869                                van Melkebeke, Mr. Philemon    male   NaN   \n",
       "870                            Johnson, Master. Harold Theodor    male   4.0   \n",
       "871                                          Balkic, Mr. Cerin    male  26.0   \n",
       "872           Beckwith, Mrs. Richard Leonard (Sallie Monypeny)  female  47.0   \n",
       "873                                   Carlsson, Mr. Frans Olof    male  33.0   \n",
       "874                                Vander Cruyssen, Mr. Victor    male  47.0   \n",
       "875                      Abelson, Mrs. Samuel (Hannah Wizosky)  female  28.0   \n",
       "876                           Najib, Miss. Adele Kiamie \"Jane\"  female  15.0   \n",
       "877                              Gustafsson, Mr. Alfred Ossian    male  20.0   \n",
       "878                                       Petroff, Mr. Nedelio    male  19.0   \n",
       "879                                         Laleff, Mr. Kristo    male   NaN   \n",
       "880              Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)  female  56.0   \n",
       "881               Shelley, Mrs. William (Imanita Parrish Hall)  female  25.0   \n",
       "882                                         Markun, Mr. Johann    male  33.0   \n",
       "883                               Dahlberg, Miss. Gerda Ulrika  female  22.0   \n",
       "884                              Banfield, Mr. Frederick James    male  28.0   \n",
       "885                                     Sutehall, Mr. Henry Jr    male  25.0   \n",
       "886                       Rice, Mrs. William (Margaret Norton)  female  39.0   \n",
       "887                                      Montvila, Rev. Juozas    male  27.0   \n",
       "888                               Graham, Miss. Margaret Edith  female  19.0   \n",
       "889                   Johnston, Miss. Catherine Helen \"Carrie\"  female   NaN   \n",
       "890                                      Behr, Mr. Karl Howell    male  26.0   \n",
       "891                                        Dooley, Mr. Patrick    male  32.0   \n",
       "\n",
       "             SibSp  Parch            Ticket      Fare        Cabin Embarked  \n",
       "PassengerId                                                                  \n",
       "1                1      0         A/5 21171    7.2500          NaN        S  \n",
       "2                1      0          PC 17599   71.2833          C85        C  \n",
       "3                0      0  STON/O2. 3101282    7.9250          NaN        S  \n",
       "4                1      0            113803   53.1000         C123        S  \n",
       "5                0      0            373450    8.0500          NaN        S  \n",
       "6                0      0            330877    8.4583          NaN        Q  \n",
       "7                0      0             17463   51.8625          E46        S  \n",
       "8                3      1            349909   21.0750          NaN        S  \n",
       "9                0      2            347742   11.1333          NaN        S  \n",
       "10               1      0            237736   30.0708          NaN        C  \n",
       "11               1      1           PP 9549   16.7000           G6        S  \n",
       "12               0      0            113783   26.5500         C103        S  \n",
       "13               0      0         A/5. 2151    8.0500          NaN        S  \n",
       "14               1      5            347082   31.2750          NaN        S  \n",
       "15               0      0            350406    7.8542          NaN        S  \n",
       "16               0      0            248706   16.0000          NaN        S  \n",
       "17               4      1            382652   29.1250          NaN        Q  \n",
       "18               0      0            244373   13.0000          NaN        S  \n",
       "19               1      0            345763   18.0000          NaN        S  \n",
       "20               0      0              2649    7.2250          NaN        C  \n",
       "21               0      0            239865   26.0000          NaN        S  \n",
       "22               0      0            248698   13.0000          D56        S  \n",
       "23               0      0            330923    8.0292          NaN        Q  \n",
       "24               0      0            113788   35.5000           A6        S  \n",
       "25               3      1            349909   21.0750          NaN        S  \n",
       "26               1      5            347077   31.3875          NaN        S  \n",
       "27               0      0              2631    7.2250          NaN        C  \n",
       "28               3      2             19950  263.0000  C23 C25 C27        S  \n",
       "29               0      0            330959    7.8792          NaN        Q  \n",
       "30               0      0            349216    7.8958          NaN        S  \n",
       "...            ...    ...               ...       ...          ...      ...  \n",
       "862              1      0             28134   11.5000          NaN        S  \n",
       "863              0      0             17466   25.9292          D17        S  \n",
       "864              8      2          CA. 2343   69.5500          NaN        S  \n",
       "865              0      0            233866   13.0000          NaN        S  \n",
       "866              0      0            236852   13.0000          NaN        S  \n",
       "867              1      0     SC/PARIS 2149   13.8583          NaN        C  \n",
       "868              0      0          PC 17590   50.4958          A24        S  \n",
       "869              0      0            345777    9.5000          NaN        S  \n",
       "870              1      1            347742   11.1333          NaN        S  \n",
       "871              0      0            349248    7.8958          NaN        S  \n",
       "872              1      1             11751   52.5542          D35        S  \n",
       "873              0      0               695    5.0000  B51 B53 B55        S  \n",
       "874              0      0            345765    9.0000          NaN        S  \n",
       "875              1      0         P/PP 3381   24.0000          NaN        C  \n",
       "876              0      0              2667    7.2250          NaN        C  \n",
       "877              0      0              7534    9.8458          NaN        S  \n",
       "878              0      0            349212    7.8958          NaN        S  \n",
       "879              0      0            349217    7.8958          NaN        S  \n",
       "880              0      1             11767   83.1583          C50        C  \n",
       "881              0      1            230433   26.0000          NaN        S  \n",
       "882              0      0            349257    7.8958          NaN        S  \n",
       "883              0      0              7552   10.5167          NaN        S  \n",
       "884              0      0  C.A./SOTON 34068   10.5000          NaN        S  \n",
       "885              0      0   SOTON/OQ 392076    7.0500          NaN        S  \n",
       "886              0      5            382652   29.1250          NaN        Q  \n",
       "887              0      0            211536   13.0000          NaN        S  \n",
       "888              0      0            112053   30.0000          B42        S  \n",
       "889              1      2        W./C. 6607   23.4500          NaN        S  \n",
       "890              0      0            111369   30.0000         C148        C  \n",
       "891              0      0            370376    7.7500          NaN        Q  \n",
       "\n",
       "[891 rows x 11 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.set_index('PassengerId')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plots\n",
    "\n",
    "- Pandas has inbuilt charting capability with matplotlib\n",
    "```\n",
    "dataset.groupby('Pclass')['Survived'].mean().plot(kind='bar')\n",
    "plt.show()\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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C1wN3JLm6qv45ye29tfEkf1hVnx/gn0FaEq/cdan5PPCqJE8FSPKUefb8LHB/kscze+VO\nb+8vV9XtVXUjMA2sT/JM4HhVvQf4FHDJ/lCVLixeueuSUlVHk7wT+GKSR4CvAa+fs+1twO3MBvx2\nZmMP8O7eG6YBPgfcBbwVeF2SHzP7q4R/vex/CKkD31CVpAb5sowkNci4S1KDjLskNci4S1KDjLsk\nNci4S1KDjLskNej/Ado1zSmm4gdIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cb4b860fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.groupby('Pclass')['Survived'].mean().plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kwj3JP0/y/CTtzhLq3BscEv29M8lbkzx87FqWgv0tv0Mq3JmcS/wk4H1jF7IEOvcG/fu7\ngMkN0140diFLxP6WmWfLSCNKcveFp312Yn/jaT1zT3K/JO9I8uHp6/Ur7f4PB6pzb3BI9PfEJJ9j\nch8Wkpyc5MKRyxqM/Y2vdbgzuVHRFUyelgLwReBfjlbNsC6hb2/Qv7/fB54JfAOgqj4LPGXUioZl\nfyPrHu7HVNX/BO4EmF5V1uVxbZ17g/79UVU7Fmyyv1VkpffX8syDGd9Jch+mNyxK8njgW+OWNJjO\nvUH//nYkeSLTe5UArwI+P3JNQ7K/kbX+QHXmNrEPB64H1gLPraprRy1sAJ17g0Oiv2OANzJ5FmeA\nK4FXVdU3Ri1sIPY3vtbhDjA9L/qhTP4Abuj0FJ/OvUH//qSl1DLckzxnX/uratWeK925Nzgk+nsz\n+7iveVX9i2UsZ3D2t3L667rm/vP72Fes7gthOvcG/fvbOnYBS8z+VoiWM3dJOtR1nbn/UJIzmDwB\n5sjd26rqt8eraDide4Pe/SVZC7wGWM+P9ve00YoakP2Nr/V57kk2Ac8HXsnkQ7lfBh44alED6dwb\n9O8PeDeTU+dOBH4L+DKwZcyCBmZ/I2u9LJPk2qp65MzPRwEfrqonj13bwercGxwS/V1dVY/Z3d90\n25aqeuzYtQ3B/sbXfVnmu9Ofb0vyACaXCt9/xHqG1Lk36N/f7tM6b5kuP32VHg84383+RtY93D+U\n5GjgDcA1TM62ePu4JQ2mc2/Qv7/fTXIv4F8zuVjrnsCrxy1pUPY3stbLMrOS3BU4sqo6XcIO9O4N\n+vcnLYXW4Z5kDXAGsI6Z71Kq6vfGqmkonXuDQ6K/E5l8WLyOH+3v2WPVNCT7G1/3ZZk/Bm4HrmN6\nd8FGOvcG/fv7APAOJn3a3+qz4vvrHu7H7f4ku6HOvUH//m6vqjeNXcQSsr+RdV+WeT3wv6rqyrFr\nGVrn3uCQ6O8s4CQmdxP83u7tVXXNaEUNyP7G133mfhXw/iR3YXLqUoCqqnuOW9YgOvcG/ft7BJOH\nKT+Nv/u2vqavO7C/kXWfuX8J2AhcV80a7dwbHBL9bQfWV9UdY9eyFOxvfK1vPwDsAK7vGA707g36\n93c9cPTYRSwh+xtZ92WZG4GPJ/kwP7ou1uF0us69Qf/+jga+kGQLP9rfijmV7iDZ38i6h/uXpj+O\nmP7opHNv0L+/3xy7gCVmfyNrvea+W5K7V9VtY9exFDr3Bv36S5LFlprmGbNS2d/K6a/1mnuSJyT5\nHPCF6euTk1w4clmD6NwbtO7vY0lemeSE2Y1JjkjytCTvBH5lpNqGYH8rpL/WM/ck/xt4LnBZVf3D\n6bbrq+rh41Z28Dr3Bn37S3Ik8KvAC5ncC/xvgLsxmWhdCVxYVf9nvAoPjv2tnP66r7lTVTuSzG76\nwVi1DK1zb9Czv6q6HbgQuDDJ4cAxwHer6m/GrWwY9rdydA/3HUmeCNT0D+JVTJ6e0kHn3qB/f1TV\n94Fbxq5jqdjfuLovyxwDvBH4GSZXOF4JvKqqvjFqYQPo3Bv0709aai1n7kleX1WvAZ5aVS8cu54h\nde4N+vcnLZeWM/ck1wGPBK6uqkePXc+QOvcG/fuTlkvLmTvwEeCbwFFJ/h/Tm07t/nmV33yqc2/Q\nvz9pWbScue+W5INVtXHsOpZC596gf3/SUmsZ7qvpKrL91bk36N+ftFy6XqG6aq4iOwCde4P+/UnL\nouvMfU9XkR0JrGGFXUW2vzr3Bv37k5ZLy3CftdKvIjsYnXuD/v1JS6l9uEvSoajrmrskHdIMd0lq\nyHDXqpPk3ybZluTaJJ9J8riDfL9Lknxp+l7XJHnCPsauS3L9wRxPWg5dr1BVU9Pg/Tng0VX1vekN\nxoZ4DN+vVdUfJflZ4G1MboEgrVrO3LXa3B+4taq+B1BVt1bVV5M8Jsknklyd5Iok909yWJItSU4F\nSPIfk7xukff/JPDg6fgHJ/loks9OZ/QPmh04ncX/6XTfNdNbFDM99ien3wlcn+TJSdZMv0O4Psl1\nSV499G+MNMuZu1abK4HfSPJF4KPA/wA+DbwZ2FhVO5M8H3hdVf1qkpcAf5TklcBpwGJLOD8PXDf9\n+t3A+VX1/un593cB7jsz9uvAM6rq9iQnAe8BNgBnAVdU1euSrAHuDjwKOHb3k6SSHH1wvw3Svhnu\nWlWq6ttJHgM8GXgqk3D/XeDhwJ9Mn9y0hulDFKpqW5I/BD4EPKGq7tjLW78hya8DO4GXJbkHkzB+\n//R9bgdY8GSow4ELkjyKyVOiHjLdvgW4eHqe/geq6jNJbgT+fpI3A5cz+U9KWjKGu1adqvoB8HHg\n49NbBL8C2FZVe/sg9BFMrnS97172w3TNffeLabgv5tXA14CTmczqb5/W98kkTwHOAC5J8ntV9a4k\nJwPPBM4BnsfkSlxpSbjmrlUlyUOnSyC7PYrJ4/fW7j7LJcnhSR42/fo5wL2BpwBv3r0cMl1//8W9\nHaeq/ha4KckvTMffNcndFwy7F3BLVd0JvIjJdwwkeSDwtar6r8DbgUdPP/i9S1W9F/h1wHvVa0k5\nc9dqcxR/F9K7gO3A2cBFwJuS3IvJ3+s/SPI14Hzg6dOHbV/A5NF9v8JkNn/ZIsd6EfC2JL8NfB/4\nZeDOmf0XAu9N8mIm96H/znT7qcCvJfk+8G3gxcCxwH9LsntC9doD7F+ai7cf0CEpyRVV9cyx65CW\niuEuSQ255i5JDRnuktSQ4S5JDRnuktSQ4S5JDRnuktSQ4S5JDf1/nf+exWG3uqUAAAAASUVORK5C\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cb4bcaaa58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.groupby(['Sex','Pclass'])['Survived'].mean().plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- This visually shows us that a First Class Female passenger had the highest chances of survival\n",
    "- A Third Class Male passenger had the lowest chance of survival"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}