Homework3.ipynb

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      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
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    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
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      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.9"
    },
    "colab": {
      "name": "Homework3.ipynb",
      "provenance": [],
      "include_colab_link": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Nataliia5722/AI/blob/main/Homework3.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e7nt8IWXTXXl"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AYu_DZUmTXXq"
      },
      "source": [
        "https://www.kaggle.com/c/titanic"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uIRjM9E9TXXr"
      },
      "source": [
        "data = pd.read_csv('https://gist.githubusercontent.com/michhar/2dfd2de0d4f8727f873422c5d959fff5/raw/fa71405126017e6a37bea592440b4bee94bf7b9e/titanic.csv')"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O2pzaXlvTXXr",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        },
        "outputId": "a7a1810f-dc46-4510-c5db-633f5d22c135"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
              "      <th>Embarked</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Braund, Mr. Owen Harris</td>\n",
              "      <td>male</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>A/5 21171</td>\n",
              "      <td>7.2500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
              "      <td>female</td>\n",
              "      <td>38.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>PC 17599</td>\n",
              "      <td>71.2833</td>\n",
              "      <td>C85</td>\n",
              "      <td>C</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Heikkinen, Miss. Laina</td>\n",
              "      <td>female</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>STON/O2. 3101282</td>\n",
              "      <td>7.9250</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
              "      <td>female</td>\n",
              "      <td>35.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>113803</td>\n",
              "      <td>53.1000</td>\n",
              "      <td>C123</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Allen, Mr. William Henry</td>\n",
              "      <td>male</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>373450</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   PassengerId  Survived  Pclass  ...     Fare Cabin  Embarked\n",
              "0            1         0       3  ...   7.2500   NaN         S\n",
              "1            2         1       1  ...  71.2833   C85         C\n",
              "2            3         1       3  ...   7.9250   NaN         S\n",
              "3            4         1       1  ...  53.1000  C123         S\n",
              "4            5         0       3  ...   8.0500   NaN         S\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BjTqmwpeTXXs",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "14f49583-f0eb-4faa-cc78-9b405a5df97b"
      },
      "source": [
        "data.columns"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',\n",
              "       'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uDu_CiRnTXXt"
      },
      "source": [
        "- PassengerId: unique id number to each passenger\n",
        "- Survived: passenger survive(1) or died(0) - target\n",
        "- Pclass: passenger class\n",
        "- Name: name\n",
        "- Sex: gender of passenger\n",
        "- Age: age of passenger\n",
        "- SibSp: number of siblings/spouses\n",
        "- Parch: number of parents/children\n",
        "- Ticket: ticket number\n",
        "- Fare: amount of money spent on ticket\n",
        "- Cabin: cabin category\n",
        "- Embarked: port where passenger embarked (C = Cherbourg, Q = Queenstown, S = Southampton)\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3trod4SzTXXt",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0233c204-bb50-4d36-bbed-82330e2b06a4"
      },
      "source": [
        "data.info()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 891 entries, 0 to 890\n",
            "Data columns (total 12 columns):\n",
            " #   Column       Non-Null Count  Dtype  \n",
            "---  ------       --------------  -----  \n",
            " 0   PassengerId  891 non-null    int64  \n",
            " 1   Survived     891 non-null    int64  \n",
            " 2   Pclass       891 non-null    int64  \n",
            " 3   Name         891 non-null    object \n",
            " 4   Sex          891 non-null    object \n",
            " 5   Age          714 non-null    float64\n",
            " 6   SibSp        891 non-null    int64  \n",
            " 7   Parch        891 non-null    int64  \n",
            " 8   Ticket       891 non-null    object \n",
            " 9   Fare         891 non-null    float64\n",
            " 10  Cabin        204 non-null    object \n",
            " 11  Embarked     889 non-null    object \n",
            "dtypes: float64(2), int64(5), object(5)\n",
            "memory usage: 83.7+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j4h5IA15TXXt",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c0363b8f-d29f-4191-8a91-1ef92dca2435"
      },
      "source": [
        "data[\"SibSp\"].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 0, 3, 4, 2, 5, 8])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1_Nb2I99TXXu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d4121b30-fb3f-49da-99fd-ce11b6c2af0c"
      },
      "source": [
        "data[\"Parch\"].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 1, 2, 5, 3, 4, 6])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7MNqyWlKTXXu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "793b7d13-14b2-4c50-c4fc-9e24f801d991"
      },
      "source": [
        "data[\"Cabin\"].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([nan, 'C85', 'C123', 'E46', 'G6', 'C103', 'D56', 'A6',\n",
              "       'C23 C25 C27', 'B78', 'D33', 'B30', 'C52', 'B28', 'C83', 'F33',\n",
              "       'F G73', 'E31', 'A5', 'D10 D12', 'D26', 'C110', 'B58 B60', 'E101',\n",
              "       'F E69', 'D47', 'B86', 'F2', 'C2', 'E33', 'B19', 'A7', 'C49', 'F4',\n",
              "       'A32', 'B4', 'B80', 'A31', 'D36', 'D15', 'C93', 'C78', 'D35',\n",
              "       'C87', 'B77', 'E67', 'B94', 'C125', 'C99', 'C118', 'D7', 'A19',\n",
              "       'B49', 'D', 'C22 C26', 'C106', 'C65', 'E36', 'C54',\n",
              "       'B57 B59 B63 B66', 'C7', 'E34', 'C32', 'B18', 'C124', 'C91', 'E40',\n",
              "       'T', 'C128', 'D37', 'B35', 'E50', 'C82', 'B96 B98', 'E10', 'E44',\n",
              "       'A34', 'C104', 'C111', 'C92', 'E38', 'D21', 'E12', 'E63', 'A14',\n",
              "       'B37', 'C30', 'D20', 'B79', 'E25', 'D46', 'B73', 'C95', 'B38',\n",
              "       'B39', 'B22', 'C86', 'C70', 'A16', 'C101', 'C68', 'A10', 'E68',\n",
              "       'B41', 'A20', 'D19', 'D50', 'D9', 'A23', 'B50', 'A26', 'D48',\n",
              "       'E58', 'C126', 'B71', 'B51 B53 B55', 'D49', 'B5', 'B20', 'F G63',\n",
              "       'C62 C64', 'E24', 'C90', 'C45', 'E8', 'B101', 'D45', 'C46', 'D30',\n",
              "       'E121', 'D11', 'E77', 'F38', 'B3', 'D6', 'B82 B84', 'D17', 'A36',\n",
              "       'B102', 'B69', 'E49', 'C47', 'D28', 'E17', 'A24', 'C50', 'B42',\n",
              "       'C148'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n5DabCMkTXXu"
      },
      "source": [
        "### Categorica data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PVnIxXDeTXXu"
      },
      "source": [
        "category=[\"Survived\",\"Sex\",\"Pclass\",\"Embarked\",\"SibSp\",\"Parch\"]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gC2Up81OTXXu",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 679
        },
        "outputId": "f279e5cd-c825-4da6-ce77-682929a89f79"
      },
      "source": [
        "plt.rcParams['figure.figsize']=(10,10)\n",
        "sns.countplot(data['Pclass'])\n",
        "plt.xticks(rotation=45)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([0, 1, 2]), <a list of 3 Text major ticklabel objects>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "okFm1eXXTXXv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 568
        },
        "outputId": "9335f885-d8a7-4024-83e7-f0bf10722823"
      },
      "source": [
        "f,ax=plt.subplots(1,2,figsize=(18,8))\n",
        "data['Survived'].value_counts().plot.pie(explode=[0,0.1],autopct='%1.1f%%',ax=ax[0],shadow=True)\n",
        "ax[0].set_title('Survived')\n",
        "ax[0].set_ylabel('')\n",
        "sns.countplot('Survived',data=data,ax=ax[1])\n",
        "ax[1].set_title('Survived')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6wCb_Z-JTXXv"
      },
      "source": [
        "#### Analyze Sex& Survived"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eF16eMbPTXXv",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bcd9bd40-4b3f-49b8-84d1-5dceb8040f86"
      },
      "source": [
        "data.groupby(['Sex','Survived'])['Survived'].count()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Sex     Survived\n",
              "female  0            81\n",
              "        1           233\n",
              "male    0           468\n",
              "        1           109\n",
              "Name: Survived, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kwwDVpNtTXXv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 592
        },
        "outputId": "592d2569-d7ae-4433-c38d-d1f5e7d3074a"
      },
      "source": [
        "f,ax=plt.subplots(1,2,figsize=(18,8))\n",
        "data[['Sex','Survived']].groupby(['Sex']).mean().plot.bar(ax=ax[0])\n",
        "ax[0].set_title('Survived vs Sex')\n",
        "sns.countplot('Sex',hue='Survived',data=data,ax=ax[1])\n",
        "ax[1].set_title('Sex:Survived vs Dead')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Is5ksxC9TXXw"
      },
      "source": [
        "### Pclass & Survivedю Завдання 1\n",
        "- знайти розподіл виживших відносно рівня кают "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7-XVee2LTXXw"
      },
      "source": [
        "### your code\n",
        "#sns.barplot(x='Pclass', y='Survived', data=data)\n",
        "\n",
        "def showChart(feature):\n",
        "    survived = data[data['Survived']==1][feature].value_counts()\n",
        "    dead = data[data['Survived']==0][feature].value_counts()\n",
        "    df = pd.DataFrame([survived, dead])\n",
        "    df.index = ['Survived', 'Dead']\n",
        "    df.plot(kind='bar', stacked=True, figsize=(12,8))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "id": "13zPq0VGoY22",
        "outputId": "7c827063-3974-4b30-f40a-9af1604524a2"
      },
      "source": [
        "showChart('Pclass')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iqeI4MccTXXw"
      },
      "source": [
        "### Age & Survived"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sJFxhVOaTXXw"
      },
      "source": [
        "data['age_group']=data['Age'].apply(lambda x: 'child' if x<18 else( 'young' if (x>=18) and (x< 30) \n",
        "                                                                   else( 'middle' if (x>=30) and (x< 60) else 'old'\n",
        "                                                                       )\n",
        "                                                                  )\n",
        "                                   )\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nXGza4K_TXXw",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "e7741430-83c9-47d7-de70-368e3f565ac7"
      },
      "source": [
        "data[['Age','age_group']].head(10)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Age</th>\n",
              "      <th>age_group</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>22.0</td>\n",
              "      <td>young</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>38.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>26.0</td>\n",
              "      <td>young</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>35.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>35.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>NaN</td>\n",
              "      <td>old</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>54.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2.0</td>\n",
              "      <td>child</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>27.0</td>\n",
              "      <td>young</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>14.0</td>\n",
              "      <td>child</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Age age_group\n",
              "0  22.0     young\n",
              "1  38.0    middle\n",
              "2  26.0     young\n",
              "3  35.0    middle\n",
              "4  35.0    middle\n",
              "5   NaN       old\n",
              "6  54.0    middle\n",
              "7   2.0     child\n",
              "8  27.0     young\n",
              "9  14.0     child"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nQ-Lkxo5TXXx"
      },
      "source": [
        "ToDo 'Nan' як боротись?"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3Lm9RAgSTXXx"
      },
      "source": [
        "data['age_group']=data['Age'].apply(lambda x: 'child' if x<18 else( 'young' if (x>=18) and (x< 30) \n",
        "                                                                   else( 'middle' if (x>=30) and (x< 60) else (\n",
        "                                                                   'old' if x>=60 else 'missing')\n",
        "                                                                       )\n",
        "                                                                  )\n",
        "                                   )\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nYdTrDkoTXXx",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 509
        },
        "outputId": "18226fae-4012-4f19-cc70-f33e04b7e28f"
      },
      "source": [
        "data[['Age','age_group']].head(15)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Age</th>\n",
              "      <th>age_group</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>22.0</td>\n",
              "      <td>young</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>38.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>26.0</td>\n",
              "      <td>young</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>35.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>35.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>NaN</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>54.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2.0</td>\n",
              "      <td>child</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>27.0</td>\n",
              "      <td>young</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>14.0</td>\n",
              "      <td>child</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>4.0</td>\n",
              "      <td>child</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>58.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>20.0</td>\n",
              "      <td>young</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>39.0</td>\n",
              "      <td>middle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14.0</td>\n",
              "      <td>child</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Age age_group\n",
              "0   22.0     young\n",
              "1   38.0    middle\n",
              "2   26.0     young\n",
              "3   35.0    middle\n",
              "4   35.0    middle\n",
              "5    NaN   missing\n",
              "6   54.0    middle\n",
              "7    2.0     child\n",
              "8   27.0     young\n",
              "9   14.0     child\n",
              "10   4.0     child\n",
              "11  58.0    middle\n",
              "12  20.0     young\n",
              "13  39.0    middle\n",
              "14  14.0     child"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mKONaScbTXXx"
      },
      "source": [
        "### Завдання 2\n",
        "\n",
        "- знайти розподіл виживших відносно віку "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        },
        "id": "1_BW3V6Xx_wj",
        "outputId": "5245b351-f54a-4a3a-999d-74d18fbf192a"
      },
      "source": [
        "survived = 'survived'\n",
        "not_survived = 'not survived'\n",
        "fig, axes = plt.subplots(nrows=1, ncols=2,figsize=(10, 4))\n",
        "women = data[data['Sex']=='female']\n",
        "men = data[data['Sex']=='male']\n",
        "ax = sns.distplot(women[women['Survived']==1].Age.dropna(), bins=18, label = survived, ax = axes[0], kde =False)\n",
        "ax = sns.distplot(women[women['Survived']==0].Age.dropna(), bins=40, label = not_survived, ax = axes[0], kde =False)\n",
        "ax.legend()\n",
        "ax.set_title('Female')\n",
        "ax = sns.distplot(men[men['Survived']==1].Age.dropna(), bins=18, label = survived, ax = axes[1], kde = False)\n",
        "ax = sns.distplot(men[men['Survived']==0].Age.dropna(), bins=40, label = not_survived, ax = axes[1], kde = False)\n",
        "ax.legend()\n",
        "_ = ax.set_title('Male')"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ULmpzbO7pJmw"
      },
      "source": [
        ""
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9HBLOdXLTXXx"
      },
      "source": [
        "### SibSp & Survived Завдання 3\n",
        "\n",
        "- знайти розподіл виживших відносно наявності родичей на Титаніку"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b1Mf5RytTXXy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 568
        },
        "outputId": "6d1eb91d-8bc2-4eaf-8a5e-46418e48ad8c"
      },
      "source": [
        "### your code\n",
        "f,ax=plt.subplots(1,2,figsize=(18,8))\n",
        "data[['SibSp','Survived']].groupby(['SibSp']).mean().plot.bar(ax=ax[0])\n",
        "ax[0].set_title('Survived vs Siblings')\n",
        "sns.countplot('SibSp',hue='Survived',data=data,ax=ax[1])\n",
        "ax[1].set_title('Number of siblings:Survived vs Dead')\n",
        "plt.show()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-dmiDhhgTXXy"
      },
      "source": [
        "### Parch & Survived. Завдання 4\n",
        "- знайти розподіл виживших відносно наявності батьків-дітей на Титаніку"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZuCiW_GpTXXy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 568
        },
        "outputId": "fabdea4d-2c1b-4872-e7c1-6cf57e40a7b8"
      },
      "source": [
        "### your code\n",
        "f,ax=plt.subplots(1,2,figsize=(18,8))\n",
        "data[['Parch','Survived']].groupby(['Parch']).mean().plot.bar(ax=ax[0])\n",
        "ax[0].set_title('Survived vs Parents/Children')\n",
        "sns.countplot('Parch',hue='Survived',data=data,ax=ax[1])\n",
        "ax[1].set_title('Parents/Children:Survived vs Dead')\n",
        "plt.show()"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h45_fFV8TXXy"
      },
      "source": [
        "### Missing values"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ehg0Lc8UTXXy",
        "outputId": "047ce3b5-c5a4-432c-aaeb-4e33e53267e5"
      },
      "source": [
        "data.columns[data.isnull().any()]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Age', 'Cabin', 'Embarked'], dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r0kKl7tFTXXy",
        "outputId": "9e640e19-944c-49b1-93a9-b3cf4227d4d8"
      },
      "source": [
        "data.isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PassengerId      0\n",
              "Survived         0\n",
              "Pclass           0\n",
              "Name             0\n",
              "Sex              0\n",
              "Age            177\n",
              "SibSp            0\n",
              "Parch            0\n",
              "Ticket           0\n",
              "Fare             0\n",
              "Cabin          687\n",
              "Embarked         2\n",
              "age_group        0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kOVEJG_ITXXy"
      },
      "source": [
        "#### Fill Missing Value¶"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R7NTK94tTXXz",
        "outputId": "00318739-8faa-4b10-a1f4-b02ab9c87af0"
      },
      "source": [
        "data[data[\"Embarked\"].isnull()]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
              "      <th>Embarked</th>\n",
              "      <th>age_group</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>62</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Icard, Miss. Amelie</td>\n",
              "      <td>female</td>\n",
              "      <td>38.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>113572</td>\n",
              "      <td>80.0</td>\n",
              "      <td>B28</td>\n",
              "      <td>NaN</td>\n",
              "      <td>middle</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>80.0</td>\n",
              "      <td>B28</td>\n",
              "      <td>NaN</td>\n",
              "      <td>old</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     PassengerId  Survived  Pclass                                       Name  \\\n",
              "61            62         1       1                        Icard, Miss. Amelie   \n",
              "829          830         1       1  Stone, Mrs. George Nelson (Martha Evelyn)   \n",
              "\n",
              "        Sex   Age  SibSp  Parch  Ticket  Fare Cabin Embarked age_group  \n",
              "61   female  38.0      0      0  113572  80.0   B28      NaN    middle  \n",
              "829  female  62.0      0      0  113572  80.0   B28      NaN       old  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5c3n5iSuTXXz",
        "outputId": "0f5af26e-a58d-4a5e-cb1e-38355cbbf53b"
      },
      "source": [
        "data.boxplot(column = \"Fare\", by = \"Embarked\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sFYzKuMgTXXz"
      },
      "source": [
        "data[\"Embarked\"] = data[\"Embarked\"].fillna(\"C\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mSdvwsy0TXXz",
        "outputId": "d4f585cf-6389-42b6-9257-f6f01229b585"
      },
      "source": [
        "data[data[\"Embarked\"].isnull()]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
              "      <th>Embarked</th>\n",
              "      <th>age_group</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: [PassengerId, Survived, Pclass, Name, Sex, Age, SibSp, Parch, Ticket, Fare, Cabin, Embarked, age_group]\n",
              "Index: []"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rTQHOOYgTXXz"
      },
      "source": [
        "#### Missing Age"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H38pPF0PTXXz",
        "outputId": "4afa3af7-c5cc-47e8-dc1c-a6299d368ddb"
      },
      "source": [
        "data[data.Age.isnull()]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
              "      <th>Embarked</th>\n",
              "      <th>age_group</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>20</td>\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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>29</td>\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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>32</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Spencer, Mrs. William Augustus (Marie Eugenie)</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>PC 17569</td>\n",
              "      <td>146.5208</td>\n",
              "      <td>B78</td>\n",
              "      <td>C</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>33</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Glynn, Miss. Mary Agatha</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>335677</td>\n",
              "      <td>7.7500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>48</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>O'Driscoll, Miss. Bridget</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14311</td>\n",
              "      <td>7.7500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>66</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Moubarek, Master. Gerios</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2661</td>\n",
              "      <td>15.2458</td>\n",
              "      <td>NaN</td>\n",
              "      <td>C</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>77</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Staneff, Mr. Ivan</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>349208</td>\n",
              "      <td>7.8958</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>78</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Moutal, Mr. Rahamin Haim</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>374746</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>83</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>McDermott, Miss. Brigdet Delia</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>330932</td>\n",
              "      <td>7.7875</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>96</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Shorney, Mr. Charles Joseph</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>374910</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>102</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Petroff, Mr. Pastcho (\"Pentcho\")</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>349215</td>\n",
              "      <td>7.8958</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>108</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Moss, Mr. Albert Johan</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>312991</td>\n",
              "      <td>7.7750</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>110</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Moran, Miss. Bertha</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>371110</td>\n",
              "      <td>24.1500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>122</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Moore, Mr. Leonard Charles</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>A4. 54510</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>127</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>McMahon, Mr. Martin</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>370372</td>\n",
              "      <td>7.7500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>129</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Peter, Miss. Anna</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2668</td>\n",
              "      <td>22.3583</td>\n",
              "      <td>F E69</td>\n",
              "      <td>C</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>141</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Boulos, Mrs. Joseph (Sultana)</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2678</td>\n",
              "      <td>15.2458</td>\n",
              "      <td>NaN</td>\n",
              "      <td>C</td>\n",
              "      <td>missing</td>\n",
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              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>155</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Olsen, Mr. Ole Martin</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Fa 265302</td>\n",
              "      <td>7.3125</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
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              "    <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>718</th>\n",
              "      <td>719</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>McEvoy, Mr. Michael</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>36568</td>\n",
              "      <td>15.5000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>727</th>\n",
              "      <td>728</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Mannion, Miss. Margareth</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>36866</td>\n",
              "      <td>7.7375</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>738</th>\n",
              "      <td>739</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Ivanoff, Mr. Kanio</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>349201</td>\n",
              "      <td>7.8958</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
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              "    <tr>\n",
              "      <th>739</th>\n",
              "      <td>740</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Nankoff, Mr. Minko</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>349218</td>\n",
              "      <td>7.8958</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
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              "    <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",
              "      <td>missing</td>\n",
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              "    <tr>\n",
              "      <th>760</th>\n",
              "      <td>761</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Garfirth, Mr. John</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</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",
              "      <td>missing</td>\n",
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              "    <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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>768</th>\n",
              "      <td>769</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Moran, Mr. Daniel J</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>371110</td>\n",
              "      <td>24.1500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>773</th>\n",
              "      <td>774</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Elias, Mr. Dibo</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2674</td>\n",
              "      <td>7.2250</td>\n",
              "      <td>NaN</td>\n",
              "      <td>C</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>776</th>\n",
              "      <td>777</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Tobin, Mr. Roger</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>383121</td>\n",
              "      <td>7.7500</td>\n",
              "      <td>F38</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>783</th>\n",
              "      <td>784</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Johnston, Mr. Andrew G</td>\n",
              "      <td>male</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>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>790</th>\n",
              "      <td>791</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Keane, Mr. Andrew \"Andy\"</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12460</td>\n",
              "      <td>7.7500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>792</th>\n",
              "      <td>793</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Sage, Miss. Stella Anna</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>missing</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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>825</th>\n",
              "      <td>826</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Flynn, Mr. John</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>368323</td>\n",
              "      <td>6.9500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>826</th>\n",
              "      <td>827</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Lam, Mr. Len</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>828</th>\n",
              "      <td>829</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>McCormack, Mr. Thomas Joseph</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>367228</td>\n",
              "      <td>7.7500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>832</th>\n",
              "      <td>833</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Saad, Mr. Amin</td>\n",
              "      <td>male</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2671</td>\n",
              "      <td>7.2292</td>\n",
              "      <td>NaN</td>\n",
              "      <td>C</td>\n",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>849</th>\n",
              "      <td>850</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Goldenberg, Mrs. Samuel L (Edwiga Grabowska)</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>17453</td>\n",
              "      <td>89.1042</td>\n",
              "      <td>C92</td>\n",
              "      <td>C</td>\n",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>863</th>\n",
              "      <td>864</td>\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",
              "      <td>missing</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",
              "      <td>missing</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",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>888</th>\n",
              "      <td>889</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Johnston, Miss. Catherine Helen \"Carrie\"</td>\n",
              "      <td>female</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>W./C. 6607</td>\n",
              "      <td>23.4500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "      <td>missing</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>177 rows × 13 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     PassengerId  Survived  Pclass                                      Name  \\\n",
              "5              6         0       3                          Moran, Mr. James   \n",
              "17            18         1       2              Williams, Mr. Charles Eugene   \n",
              "19            20         1       3                   Masselmani, Mrs. Fatima   \n",
              "26            27         0       3                   Emir, Mr. Farred Chehab   \n",
              "28            29         1       3             O'Dwyer, Miss. Ellen \"Nellie\"   \n",
              "..           ...       ...     ...                                       ...   \n",
              "859          860         0       3                          Razi, Mr. Raihed   \n",
              "863          864         0       3         Sage, Miss. Dorothy Edith \"Dolly\"   \n",
              "868          869         0       3               van Melkebeke, Mr. Philemon   \n",
              "878          879         0       3                        Laleff, Mr. Kristo   \n",
              "888          889         0       3  Johnston, Miss. Catherine Helen \"Carrie\"   \n",
              "\n",
              "        Sex  Age  SibSp  Parch      Ticket     Fare Cabin Embarked age_group  \n",
              "5      male  NaN      0      0      330877   8.4583   NaN        Q   missing  \n",
              "17     male  NaN      0      0      244373  13.0000   NaN        S   missing  \n",
              "19   female  NaN      0      0        2649   7.2250   NaN        C   missing  \n",
              "26     male  NaN      0      0        2631   7.2250   NaN        C   missing  \n",
              "28   female  NaN      0      0      330959   7.8792   NaN        Q   missing  \n",
              "..      ...  ...    ...    ...         ...      ...   ...      ...       ...  \n",
              "859    male  NaN      0      0        2629   7.2292   NaN        C   missing  \n",
              "863  female  NaN      8      2    CA. 2343  69.5500   NaN        S   missing  \n",
              "868    male  NaN      0      0      345777   9.5000   NaN        S   missing  \n",
              "878    male  NaN      0      0      349217   7.8958   NaN        S   missing  \n",
              "888  female  NaN      1      2  W./C. 6607  23.4500   NaN        S   missing  \n",
              "\n",
              "[177 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cI9JwNd-TXX0"
      },
      "source": [
        "https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.fillna.html\n",
        "https://pandas.pydata.org/pandas-docs/stable/user_guide/missing_data.html"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TRjNwgZtTXX0",
        "outputId": "c3af9f77-7d21-46f9-b783-0e081cf43988"
      },
      "source": [
        "data.Name.head(10)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "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",
              "Name: Name, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wPJ1sKSKTXX0",
        "outputId": "1181c633-2937-4ac0-f297-d69d8d386320"
      },
      "source": [
        "names = data.Name\n",
        "names"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "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",
              "                             ...                        \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, Length: 891, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g6zBywT_TXX0"
      },
      "source": [
        "name_list = []\n",
        "for name in names:\n",
        "    name = name.split(\".\")  \n",
        "    name_list.append(name)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z8dV3TmtTXX0",
        "outputId": "14ea198d-26b5-4de1-ca6f-d7eec016d178"
      },
      "source": [
        "name_list"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['Braund, Mr', ' Owen Harris'],\n",
              " ['Cumings, Mrs', ' John Bradley (Florence Briggs Thayer)'],\n",
              " ['Heikkinen, Miss', ' Laina'],\n",
              " ['Futrelle, Mrs', ' Jacques Heath (Lily May Peel)'],\n",
              " ['Allen, Mr', ' William Henry'],\n",
              " ['Moran, Mr', ' James'],\n",
              " ['McCarthy, Mr', ' Timothy J'],\n",
              " ['Palsson, Master', ' Gosta Leonard'],\n",
              " ['Johnson, Mrs', ' Oscar W (Elisabeth Vilhelmina Berg)'],\n",
              " ['Nasser, Mrs', ' Nicholas (Adele Achem)'],\n",
              " ['Sandstrom, Miss', ' Marguerite Rut'],\n",
              " ['Bonnell, Miss', ' Elizabeth'],\n",
              " ['Saundercock, Mr', ' William Henry'],\n",
              " ['Andersson, Mr', ' Anders Johan'],\n",
              " ['Vestrom, Miss', ' Hulda Amanda Adolfina'],\n",
              " ['Hewlett, Mrs', ' (Mary D Kingcome) '],\n",
              " ['Rice, Master', ' Eugene'],\n",
              " ['Williams, Mr', ' Charles Eugene'],\n",
              " ['Vander Planke, Mrs', ' Julius (Emelia Maria Vandemoortele)'],\n",
              " ['Masselmani, Mrs', ' Fatima'],\n",
              " ['Fynney, Mr', ' Joseph J'],\n",
              " ['Beesley, Mr', ' Lawrence'],\n",
              " ['McGowan, Miss', ' Anna \"Annie\"'],\n",
              " ['Sloper, Mr', ' William Thompson'],\n",
              " ['Palsson, Miss', ' Torborg Danira'],\n",
              " ['Asplund, Mrs', ' Carl Oscar (Selma Augusta Emilia Johansson)'],\n",
              " ['Emir, Mr', ' Farred Chehab'],\n",
              " ['Fortune, Mr', ' Charles Alexander'],\n",
              " [\"O'Dwyer, Miss\", ' Ellen \"Nellie\"'],\n",
              " ['Todoroff, Mr', ' Lalio'],\n",
              " ['Uruchurtu, Don', ' Manuel E'],\n",
              " ['Spencer, Mrs', ' William Augustus (Marie Eugenie)'],\n",
              " ['Glynn, Miss', ' Mary Agatha'],\n",
              " ['Wheadon, Mr', ' Edward H'],\n",
              " ['Meyer, Mr', ' Edgar Joseph'],\n",
              " ['Holverson, Mr', ' Alexander Oskar'],\n",
              " ['Mamee, Mr', ' Hanna'],\n",
              " ['Cann, Mr', ' Ernest Charles'],\n",
              " ['Vander Planke, Miss', ' Augusta Maria'],\n",
              " ['Nicola-Yarred, Miss', ' Jamila'],\n",
              " ['Ahlin, Mrs', ' Johan (Johanna Persdotter Larsson)'],\n",
              " ['Turpin, Mrs', ' William John Robert (Dorothy Ann Wonnacott)'],\n",
              " ['Kraeff, Mr', ' Theodor'],\n",
              " ['Laroche, Miss', ' Simonne Marie Anne Andree'],\n",
              " ['Devaney, Miss', ' Margaret Delia'],\n",
              " ['Rogers, Mr', ' William John'],\n",
              " ['Lennon, Mr', ' Denis'],\n",
              " [\"O'Driscoll, Miss\", ' Bridget'],\n",
              " ['Samaan, Mr', ' Youssef'],\n",
              " ['Arnold-Franchi, Mrs', ' Josef (Josefine Franchi)'],\n",
              " ['Panula, Master', ' Juha Niilo'],\n",
              " ['Nosworthy, Mr', ' Richard Cater'],\n",
              " ['Harper, Mrs', ' Henry Sleeper (Myna Haxtun)'],\n",
              " ['Faunthorpe, Mrs', ' Lizzie (Elizabeth Anne Wilkinson)'],\n",
              " ['Ostby, Mr', ' Engelhart Cornelius'],\n",
              " ['Woolner, Mr', ' Hugh'],\n",
              " ['Rugg, Miss', ' Emily'],\n",
              " ['Novel, Mr', ' Mansouer'],\n",
              " ['West, Miss', ' Constance Mirium'],\n",
              " ['Goodwin, Master', ' William Frederick'],\n",
              " ['Sirayanian, Mr', ' Orsen'],\n",
              " ['Icard, Miss', ' Amelie'],\n",
              " ['Harris, Mr', ' Henry Birkhardt'],\n",
              " ['Skoog, Master', ' Harald'],\n",
              " ['Stewart, Mr', ' Albert A'],\n",
              " ['Moubarek, Master', ' Gerios'],\n",
              " ['Nye, Mrs', ' (Elizabeth Ramell)'],\n",
              " ['Crease, Mr', ' Ernest James'],\n",
              " ['Andersson, Miss', ' Erna Alexandra'],\n",
              " ['Kink, Mr', ' Vincenz'],\n",
              " ['Jenkin, Mr', ' Stephen Curnow'],\n",
              " ['Goodwin, Miss', ' Lillian Amy'],\n",
              " ['Hood, Mr', ' Ambrose Jr'],\n",
              " ['Chronopoulos, Mr', ' Apostolos'],\n",
              " ['Bing, Mr', ' Lee'],\n",
              " ['Moen, Mr', ' Sigurd Hansen'],\n",
              " ['Staneff, Mr', ' Ivan'],\n",
              " ['Moutal, Mr', ' Rahamin Haim'],\n",
              " ['Caldwell, Master', ' Alden Gates'],\n",
              " ['Dowdell, Miss', ' Elizabeth'],\n",
              " ['Waelens, Mr', ' Achille'],\n",
              " ['Sheerlinck, Mr', ' Jan Baptist'],\n",
              " ['McDermott, Miss', ' Brigdet Delia'],\n",
              " ['Carrau, Mr', ' Francisco M'],\n",
              " ['Ilett, Miss', ' Bertha'],\n",
              " ['Backstrom, Mrs', ' Karl Alfred (Maria Mathilda Gustafsson)'],\n",
              " ['Ford, Mr', ' William Neal'],\n",
              " ['Slocovski, Mr', ' Selman Francis'],\n",
              " ['Fortune, Miss', ' Mabel Helen'],\n",
              " ['Celotti, Mr', ' Francesco'],\n",
              " ['Christmann, Mr', ' Emil'],\n",
              " ['Andreasson, Mr', ' Paul Edvin'],\n",
              " ['Chaffee, Mr', ' Herbert Fuller'],\n",
              " ['Dean, Mr', ' Bertram Frank'],\n",
              " ['Coxon, Mr', ' Daniel'],\n",
              " ['Shorney, Mr', ' Charles Joseph'],\n",
              " ['Goldschmidt, Mr', ' George B'],\n",
              " ['Greenfield, Mr', ' William Bertram'],\n",
              " ['Doling, Mrs', ' John T (Ada Julia Bone)'],\n",
              " ['Kantor, Mr', ' Sinai'],\n",
              " ['Petranec, Miss', ' Matilda'],\n",
              " ['Petroff, Mr', ' Pastcho (\"Pentcho\")'],\n",
              " ['White, Mr', ' Richard Frasar'],\n",
              " ['Johansson, Mr', ' Gustaf Joel'],\n",
              " ['Gustafsson, Mr', ' Anders Vilhelm'],\n",
              " ['Mionoff, Mr', ' Stoytcho'],\n",
              " ['Salkjelsvik, Miss', ' Anna Kristine'],\n",
              " ['Moss, Mr', ' Albert Johan'],\n",
              " ['Rekic, Mr', ' Tido'],\n",
              " ['Moran, Miss', ' Bertha'],\n",
              " ['Porter, Mr', ' Walter Chamberlain'],\n",
              " ['Zabour, Miss', ' Hileni'],\n",
              " ['Barton, Mr', ' David John'],\n",
              " ['Jussila, Miss', ' Katriina'],\n",
              " ['Attalah, Miss', ' Malake'],\n",
              " ['Pekoniemi, Mr', ' Edvard'],\n",
              " ['Connors, Mr', ' Patrick'],\n",
              " ['Turpin, Mr', ' William John Robert'],\n",
              " ['Baxter, Mr', ' Quigg Edmond'],\n",
              " ['Andersson, Miss', ' Ellis Anna Maria'],\n",
              " ['Hickman, Mr', ' Stanley George'],\n",
              " ['Moore, Mr', ' Leonard Charles'],\n",
              " ['Nasser, Mr', ' Nicholas'],\n",
              " ['Webber, Miss', ' Susan'],\n",
              " ['White, Mr', ' Percival Wayland'],\n",
              " ['Nicola-Yarred, Master', ' Elias'],\n",
              " ['McMahon, Mr', ' Martin'],\n",
              " ['Madsen, Mr', ' Fridtjof Arne'],\n",
              " ['Peter, Miss', ' Anna'],\n",
              " ['Ekstrom, Mr', ' Johan'],\n",
              " ['Drazenoic, Mr', ' Jozef'],\n",
              " ['Coelho, Mr', ' Domingos Fernandeo'],\n",
              " ['Robins, Mrs', ' Alexander A (Grace Charity Laury)'],\n",
              " ['Weisz, Mrs', ' Leopold (Mathilde Francoise Pede)'],\n",
              " ['Sobey, Mr', ' Samuel James Hayden'],\n",
              " ['Richard, Mr', ' Emile'],\n",
              " ['Newsom, Miss', ' Helen Monypeny'],\n",
              " ['Futrelle, Mr', ' Jacques Heath'],\n",
              " ['Osen, Mr', ' Olaf Elon'],\n",
              " ['Giglio, Mr', ' Victor'],\n",
              " ['Boulos, Mrs', ' Joseph (Sultana)'],\n",
              " ['Nysten, Miss', ' Anna Sofia'],\n",
              " ['Hakkarainen, Mrs', ' Pekka Pietari (Elin Matilda Dolck)'],\n",
              " ['Burke, Mr', ' Jeremiah'],\n",
              " ['Andrew, Mr', ' Edgardo Samuel'],\n",
              " ['Nicholls, Mr', ' Joseph Charles'],\n",
              " ['Andersson, Mr', ' August Edvard (\"Wennerstrom\")'],\n",
              " ['Ford, Miss', ' Robina Maggie \"Ruby\"'],\n",
              " ['Navratil, Mr', ' Michel (\"Louis M Hoffman\")'],\n",
              " ['Byles, Rev', ' Thomas Roussel Davids'],\n",
              " ['Bateman, Rev', ' Robert James'],\n",
              " ['Pears, Mrs', ' Thomas (Edith Wearne)'],\n",
              " ['Meo, Mr', ' Alfonzo'],\n",
              " ['van Billiard, Mr', ' Austin Blyler'],\n",
              " ['Olsen, Mr', ' Ole Martin'],\n",
              " ['Williams, Mr', ' Charles Duane'],\n",
              " ['Gilnagh, Miss', ' Katherine \"Katie\"'],\n",
              " ['Corn, Mr', ' Harry'],\n",
              " ['Smiljanic, Mr', ' Mile'],\n",
              " ['Sage, Master', ' Thomas Henry'],\n",
              " ['Cribb, Mr', ' John Hatfield'],\n",
              " ['Watt, Mrs', ' James (Elizabeth \"Bessie\" Inglis Milne)'],\n",
              " ['Bengtsson, Mr', ' John Viktor'],\n",
              " ['Calic, Mr', ' Jovo'],\n",
              " ['Panula, Master', ' Eino Viljami'],\n",
              " ['Goldsmith, Master', ' Frank John William \"Frankie\"'],\n",
              " ['Chibnall, Mrs', ' (Edith Martha Bowerman)'],\n",
              " ['Skoog, Mrs', ' William (Anna Bernhardina Karlsson)'],\n",
              " ['Baumann, Mr', ' John D'],\n",
              " ['Ling, Mr', ' Lee'],\n",
              " ['Van der hoef, Mr', ' Wyckoff'],\n",
              " ['Rice, Master', ' Arthur'],\n",
              " ['Johnson, Miss', ' Eleanor Ileen'],\n",
              " ['Sivola, Mr', ' Antti Wilhelm'],\n",
              " ['Smith, Mr', ' James Clinch'],\n",
              " ['Klasen, Mr', ' Klas Albin'],\n",
              " ['Lefebre, Master', ' Henry Forbes'],\n",
              " ['Isham, Miss', ' Ann Elizabeth'],\n",
              " ['Hale, Mr', ' Reginald'],\n",
              " ['Leonard, Mr', ' Lionel'],\n",
              " ['Sage, Miss', ' Constance Gladys'],\n",
              " ['Pernot, Mr', ' Rene'],\n",
              " ['Asplund, Master', ' Clarence Gustaf Hugo'],\n",
              " ['Becker, Master', ' Richard F'],\n",
              " ['Kink-Heilmann, Miss', ' Luise Gretchen'],\n",
              " ['Rood, Mr', ' Hugh Roscoe'],\n",
              " [\"O'Brien, Mrs\", ' Thomas (Johanna \"Hannah\" Godfrey)'],\n",
              " ['Romaine, Mr', ' Charles Hallace (\"Mr C Rolmane\")'],\n",
              " ['Bourke, Mr', ' John'],\n",
              " ['Turcin, Mr', ' Stjepan'],\n",
              " ['Pinsky, Mrs', ' (Rosa)'],\n",
              " ['Carbines, Mr', ' William'],\n",
              " ['Andersen-Jensen, Miss', ' Carla Christine Nielsine'],\n",
              " ['Navratil, Master', ' Michel M'],\n",
              " ['Brown, Mrs', ' James Joseph (Margaret Tobin)'],\n",
              " ['Lurette, Miss', ' Elise'],\n",
              " ['Mernagh, Mr', ' Robert'],\n",
              " ['Olsen, Mr', ' Karl Siegwart Andreas'],\n",
              " ['Madigan, Miss', ' Margaret \"Maggie\"'],\n",
              " ['Yrois, Miss', ' Henriette (\"Mrs Harbeck\")'],\n",
              " ['Vande Walle, Mr', ' Nestor Cyriel'],\n",
              " ['Sage, Mr', ' Frederick'],\n",
              " ['Johanson, Mr', ' Jakob Alfred'],\n",
              " ['Youseff, Mr', ' Gerious'],\n",
              " ['Cohen, Mr', ' Gurshon \"Gus\"'],\n",
              " ['Strom, Miss', ' Telma Matilda'],\n",
              " ['Backstrom, Mr', ' Karl Alfred'],\n",
              " ['Albimona, Mr', ' Nassef Cassem'],\n",
              " ['Carr, Miss', ' Helen \"Ellen\"'],\n",
              " ['Blank, Mr', ' Henry'],\n",
              " ['Ali, Mr', ' Ahmed'],\n",
              " ['Cameron, Miss', ' Clear Annie'],\n",
              " ['Perkin, Mr', ' John Henry'],\n",
              " ['Givard, Mr', ' Hans Kristensen'],\n",
              " ['Kiernan, Mr', ' Philip'],\n",
              " ['Newell, Miss', ' Madeleine'],\n",
              " ['Honkanen, Miss', ' Eliina'],\n",
              " ['Jacobsohn, Mr', ' Sidney Samuel'],\n",
              " ['Bazzani, Miss', ' Albina'],\n",
              " ['Harris, Mr', ' Walter'],\n",
              " ['Sunderland, Mr', ' Victor Francis'],\n",
              " ['Bracken, Mr', ' James H'],\n",
              " ['Green, Mr', ' George Henry'],\n",
              " ['Nenkoff, Mr', ' Christo'],\n",
              " ['Hoyt, Mr', ' Frederick Maxfield'],\n",
              " ['Berglund, Mr', ' Karl Ivar Sven'],\n",
              " ['Mellors, Mr', ' William John'],\n",
              " ['Lovell, Mr', ' John Hall (\"Henry\")'],\n",
              " ['Fahlstrom, Mr', ' Arne Jonas'],\n",
              " ['Lefebre, Miss', ' Mathilde'],\n",
              " ['Harris, Mrs', ' Henry Birkhardt (Irene Wallach)'],\n",
              " ['Larsson, Mr', ' Bengt Edvin'],\n",
              " ['Sjostedt, Mr', ' Ernst Adolf'],\n",
              " ['Asplund, Miss', ' Lillian Gertrud'],\n",
              " ['Leyson, Mr', ' Robert William Norman'],\n",
              " ['Harknett, Miss', ' Alice Phoebe'],\n",
              " ['Hold, Mr', ' Stephen'],\n",
              " ['Collyer, Miss', ' Marjorie \"Lottie\"'],\n",
              " ['Pengelly, Mr', ' Frederick William'],\n",
              " ['Hunt, Mr', ' George Henry'],\n",
              " ['Zabour, Miss', ' Thamine'],\n",
              " ['Murphy, Miss', ' Katherine \"Kate\"'],\n",
              " ['Coleridge, Mr', ' Reginald Charles'],\n",
              " ['Maenpaa, Mr', ' Matti Alexanteri'],\n",
              " ['Attalah, Mr', ' Sleiman'],\n",
              " ['Minahan, Dr', ' William Edward'],\n",
              " ['Lindahl, Miss', ' Agda Thorilda Viktoria'],\n",
              " ['Hamalainen, Mrs', ' William (Anna)'],\n",
              " ['Beckwith, Mr', ' Richard Leonard'],\n",
              " ['Carter, Rev', ' Ernest Courtenay'],\n",
              " ['Reed, Mr', ' James George'],\n",
              " ['Strom, Mrs', ' Wilhelm (Elna Matilda Persson)'],\n",
              " ['Stead, Mr', ' William Thomas'],\n",
              " ['Lobb, Mr', ' William Arthur'],\n",
              " ['Rosblom, Mrs', ' Viktor (Helena Wilhelmina)'],\n",
              " ['Touma, Mrs', ' Darwis (Hanne Youssef Razi)'],\n",
              " ['Thorne, Mrs', ' Gertrude Maybelle'],\n",
              " ['Cherry, Miss', ' Gladys'],\n",
              " ['Ward, Miss', ' Anna'],\n",
              " ['Parrish, Mrs', ' (Lutie Davis)'],\n",
              " ['Smith, Mr', ' Thomas'],\n",
              " ['Asplund, Master', ' Edvin Rojj Felix'],\n",
              " ['Taussig, Mr', ' Emil'],\n",
              " ['Harrison, Mr', ' William'],\n",
              " ['Henry, Miss', ' Delia'],\n",
              " ['Reeves, Mr', ' David'],\n",
              " ['Panula, Mr', ' Ernesti Arvid'],\n",
              " ['Persson, Mr', ' Ernst Ulrik'],\n",
              " ['Graham, Mrs', ' William Thompson (Edith Junkins)'],\n",
              " ['Bissette, Miss', ' Amelia'],\n",
              " ['Cairns, Mr', ' Alexander'],\n",
              " ['Tornquist, Mr', ' William Henry'],\n",
              " ['Mellinger, Mrs', ' (Elizabeth Anne Maidment)'],\n",
              " ['Natsch, Mr', ' Charles H'],\n",
              " ['Healy, Miss', ' Hanora \"Nora\"'],\n",
              " ['Andrews, Miss', ' Kornelia Theodosia'],\n",
              " ['Lindblom, Miss', ' Augusta Charlotta'],\n",
              " ['Parkes, Mr', ' Francis \"Frank\"'],\n",
              " ['Rice, Master', ' Eric'],\n",
              " ['Abbott, Mrs', ' Stanton (Rosa Hunt)'],\n",
              " ['Duane, Mr', ' Frank'],\n",
              " ['Olsson, Mr', ' Nils Johan Goransson'],\n",
              " ['de Pelsmaeker, Mr', ' Alfons'],\n",
              " ['Dorking, Mr', ' Edward Arthur'],\n",
              " ['Smith, Mr', ' Richard William'],\n",
              " ['Stankovic, Mr', ' Ivan'],\n",
              " ['de Mulder, Mr', ' Theodore'],\n",
              " ['Naidenoff, Mr', ' Penko'],\n",
              " ['Hosono, Mr', ' Masabumi'],\n",
              " ['Connolly, Miss', ' Kate'],\n",
              " ['Barber, Miss', ' Ellen \"Nellie\"'],\n",
              " ['Bishop, Mrs', ' Dickinson H (Helen Walton)'],\n",
              " ['Levy, Mr', ' Rene Jacques'],\n",
              " ['Haas, Miss', ' Aloisia'],\n",
              " ['Mineff, Mr', ' Ivan'],\n",
              " ['Lewy, Mr', ' Ervin G'],\n",
              " ['Hanna, Mr', ' Mansour'],\n",
              " ['Allison, Miss', ' Helen Loraine'],\n",
              " ['Saalfeld, Mr', ' Adolphe'],\n",
              " ['Baxter, Mrs', ' James (Helene DeLaudeniere Chaput)'],\n",
              " ['Kelly, Miss', ' Anna Katherine \"Annie Kate\"'],\n",
              " ['McCoy, Mr', ' Bernard'],\n",
              " ['Johnson, Mr', ' William Cahoone Jr'],\n",
              " ['Keane, Miss', ' Nora A'],\n",
              " ['Williams, Mr', ' Howard Hugh \"Harry\"'],\n",
              " ['Allison, Master', ' Hudson Trevor'],\n",
              " ['Fleming, Miss', ' Margaret'],\n",
              " ['Penasco y Castellana, Mrs',\n",
              "  ' Victor de Satode (Maria Josefa Perez de Soto y Vallejo)'],\n",
              " ['Abelson, Mr', ' Samuel'],\n",
              " ['Francatelli, Miss', ' Laura Mabel'],\n",
              " ['Hays, Miss', ' Margaret Bechstein'],\n",
              " ['Ryerson, Miss', ' Emily Borie'],\n",
              " ['Lahtinen, Mrs', ' William (Anna Sylfven)'],\n",
              " ['Hendekovic, Mr', ' Ignjac'],\n",
              " ['Hart, Mr', ' Benjamin'],\n",
              " ['Nilsson, Miss', ' Helmina Josefina'],\n",
              " ['Kantor, Mrs', ' Sinai (Miriam Sternin)'],\n",
              " ['Moraweck, Dr', ' Ernest'],\n",
              " ['Wick, Miss', ' Mary Natalie'],\n",
              " ['Spedden, Mrs', ' Frederic Oakley (Margaretta Corning Stone)'],\n",
              " ['Dennis, Mr', ' Samuel'],\n",
              " ['Danoff, Mr', ' Yoto'],\n",
              " ['Slayter, Miss', ' Hilda Mary'],\n",
              " ['Caldwell, Mrs', ' Albert Francis (Sylvia Mae Harbaugh)'],\n",
              " ['Sage, Mr', ' George John Jr'],\n",
              " ['Young, Miss', ' Marie Grice'],\n",
              " ['Nysveen, Mr', ' Johan Hansen'],\n",
              " ['Ball, Mrs', ' (Ada E Hall)'],\n",
              " ['Goldsmith, Mrs', ' Frank John (Emily Alice Brown)'],\n",
              " ['Hippach, Miss', ' Jean Gertrude'],\n",
              " ['McCoy, Miss', ' Agnes'],\n",
              " ['Partner, Mr', ' Austen'],\n",
              " ['Graham, Mr', ' George Edward'],\n",
              " ['Vander Planke, Mr', ' Leo Edmondus'],\n",
              " ['Frauenthal, Mrs', ' Henry William (Clara Heinsheimer)'],\n",
              " ['Denkoff, Mr', ' Mitto'],\n",
              " ['Pears, Mr', ' Thomas Clinton'],\n",
              " ['Burns, Miss', ' Elizabeth Margaret'],\n",
              " ['Dahl, Mr', ' Karl Edwart'],\n",
              " ['Blackwell, Mr', ' Stephen Weart'],\n",
              " ['Navratil, Master', ' Edmond Roger'],\n",
              " ['Fortune, Miss', ' Alice Elizabeth'],\n",
              " ['Collander, Mr', ' Erik Gustaf'],\n",
              " ['Sedgwick, Mr', ' Charles Frederick Waddington'],\n",
              " ['Fox, Mr', ' Stanley Hubert'],\n",
              " ['Brown, Miss', ' Amelia \"Mildred\"'],\n",
              " ['Smith, Miss', ' Marion Elsie'],\n",
              " ['Davison, Mrs', ' Thomas Henry (Mary E Finck)'],\n",
              " ['Coutts, Master', ' William Loch \"William\"'],\n",
              " ['Dimic, Mr', ' Jovan'],\n",
              " ['Odahl, Mr', ' Nils Martin'],\n",
              " ['Williams-Lambert, Mr', ' Fletcher Fellows'],\n",
              " ['Elias, Mr', ' Tannous'],\n",
              " ['Arnold-Franchi, Mr', ' Josef'],\n",
              " ['Yousif, Mr', ' Wazli'],\n",
              " ['Vanden Steen, Mr', ' Leo Peter'],\n",
              " ['Bowerman, Miss', ' Elsie Edith'],\n",
              " ['Funk, Miss', ' Annie Clemmer'],\n",
              " ['McGovern, Miss', ' Mary'],\n",
              " ['Mockler, Miss', ' Helen Mary \"Ellie\"'],\n",
              " ['Skoog, Mr', ' Wilhelm'],\n",
              " ['del Carlo, Mr', ' Sebastiano'],\n",
              " ['Barbara, Mrs', ' (Catherine David)'],\n",
              " ['Asim, Mr', ' Adola'],\n",
              " [\"O'Brien, Mr\", ' Thomas'],\n",
              " ['Adahl, Mr', ' Mauritz Nils Martin'],\n",
              " ['Warren, Mrs', ' Frank Manley (Anna Sophia Atkinson)'],\n",
              " ['Moussa, Mrs', ' (Mantoura Boulos)'],\n",
              " ['Jermyn, Miss', ' Annie'],\n",
              " ['Aubart, Mme', ' Leontine Pauline'],\n",
              " ['Harder, Mr', ' George Achilles'],\n",
              " ['Wiklund, Mr', ' Jakob Alfred'],\n",
              " ['Beavan, Mr', ' William Thomas'],\n",
              " ['Ringhini, Mr', ' Sante'],\n",
              " ['Palsson, Miss', ' Stina Viola'],\n",
              " ['Meyer, Mrs', ' Edgar Joseph (Leila Saks)'],\n",
              " ['Landergren, Miss', ' Aurora Adelia'],\n",
              " ['Widener, Mr', ' Harry Elkins'],\n",
              " ['Betros, Mr', ' Tannous'],\n",
              " ['Gustafsson, Mr', ' Karl Gideon'],\n",
              " ['Bidois, Miss', ' Rosalie'],\n",
              " ['Nakid, Miss', ' Maria (\"Mary\")'],\n",
              " ['Tikkanen, Mr', ' Juho'],\n",
              " ['Holverson, Mrs', ' Alexander Oskar (Mary Aline Towner)'],\n",
              " ['Plotcharsky, Mr', ' Vasil'],\n",
              " ['Davies, Mr', ' Charles Henry'],\n",
              " ['Goodwin, Master', ' Sidney Leonard'],\n",
              " ['Buss, Miss', ' Kate'],\n",
              " ['Sadlier, Mr', ' Matthew'],\n",
              " ['Lehmann, Miss', ' Bertha'],\n",
              " ['Carter, Mr', ' William Ernest'],\n",
              " ['Jansson, Mr', ' Carl Olof'],\n",
              " ['Gustafsson, Mr', ' Johan Birger'],\n",
              " ['Newell, Miss', ' Marjorie'],\n",
              " ['Sandstrom, Mrs', ' Hjalmar (Agnes Charlotta Bengtsson)'],\n",
              " ['Johansson, Mr', ' Erik'],\n",
              " ['Olsson, Miss', ' Elina'],\n",
              " ['McKane, Mr', ' Peter David'],\n",
              " ['Pain, Dr', ' Alfred'],\n",
              " ['Trout, Mrs', ' William H (Jessie L)'],\n",
              " ['Niskanen, Mr', ' Juha'],\n",
              " ['Adams, Mr', ' John'],\n",
              " ['Jussila, Miss', ' Mari Aina'],\n",
              " ['Hakkarainen, Mr', ' Pekka Pietari'],\n",
              " ['Oreskovic, Miss', ' Marija'],\n",
              " ['Gale, Mr', ' Shadrach'],\n",
              " ['Widegren, Mr', ' Carl/Charles Peter'],\n",
              " ['Richards, Master', ' William Rowe'],\n",
              " ['Birkeland, Mr', ' Hans Martin Monsen'],\n",
              " ['Lefebre, Miss', ' Ida'],\n",
              " ['Sdycoff, Mr', ' Todor'],\n",
              " ['Hart, Mr', ' Henry'],\n",
              " ['Minahan, Miss', ' Daisy E'],\n",
              " ['Cunningham, Mr', ' Alfred Fleming'],\n",
              " ['Sundman, Mr', ' Johan Julian'],\n",
              " ['Meek, Mrs', ' Thomas (Annie Louise Rowley)'],\n",
              " ['Drew, Mrs', ' James Vivian (Lulu Thorne Christian)'],\n",
              " ['Silven, Miss', ' Lyyli Karoliina'],\n",
              " ['Matthews, Mr', ' William John'],\n",
              " ['Van Impe, Miss', ' Catharina'],\n",
              " ['Gheorgheff, Mr', ' Stanio'],\n",
              " ['Charters, Mr', ' David'],\n",
              " ['Zimmerman, Mr', ' Leo'],\n",
              " ['Danbom, Mrs', ' Ernst Gilbert (Anna Sigrid Maria Brogren)'],\n",
              " ['Rosblom, Mr', ' Viktor Richard'],\n",
              " ['Wiseman, Mr', ' Phillippe'],\n",
              " ['Clarke, Mrs', ' Charles V (Ada Maria Winfield)'],\n",
              " ['Phillips, Miss', ' Kate Florence (\"Mrs Kate Louise Phillips Marshall\")'],\n",
              " ['Flynn, Mr', ' James'],\n",
              " ['Pickard, Mr', ' Berk (Berk Trembisky)'],\n",
              " ['Bjornstrom-Steffansson, Mr', ' Mauritz Hakan'],\n",
              " ['Thorneycroft, Mrs', ' Percival (Florence Kate White)'],\n",
              " ['Louch, Mrs', ' Charles Alexander (Alice Adelaide Slow)'],\n",
              " ['Kallio, Mr', ' Nikolai Erland'],\n",
              " ['Silvey, Mr', ' William Baird'],\n",
              " ['Carter, Miss', ' Lucile Polk'],\n",
              " ['Ford, Miss', ' Doolina Margaret \"Daisy\"'],\n",
              " ['Richards, Mrs', ' Sidney (Emily Hocking)'],\n",
              " ['Fortune, Mr', ' Mark'],\n",
              " ['Kvillner, Mr', ' Johan Henrik Johannesson'],\n",
              " ['Hart, Mrs', ' Benjamin (Esther Ada Bloomfield)'],\n",
              " ['Hampe, Mr', ' Leon'],\n",
              " ['Petterson, Mr', ' Johan Emil'],\n",
              " ['Reynaldo, Ms', ' Encarnacion'],\n",
              " ['Johannesen-Bratthammer, Mr', ' Bernt'],\n",
              " ['Dodge, Master', ' Washington'],\n",
              " ['Mellinger, Miss', ' Madeleine Violet'],\n",
              " ['Seward, Mr', ' Frederic Kimber'],\n",
              " ['Baclini, Miss', ' Marie Catherine'],\n",
              " ['Peuchen, Major', ' Arthur Godfrey'],\n",
              " ['West, Mr', ' Edwy Arthur'],\n",
              " ['Hagland, Mr', ' Ingvald Olai Olsen'],\n",
              " ['Foreman, Mr', ' Benjamin Laventall'],\n",
              " ['Goldenberg, Mr', ' Samuel L'],\n",
              " ['Peduzzi, Mr', ' Joseph'],\n",
              " ['Jalsevac, Mr', ' Ivan'],\n",
              " ['Millet, Mr', ' Francis Davis'],\n",
              " ['Kenyon, Mrs', ' Frederick R (Marion)'],\n",
              " ['Toomey, Miss', ' Ellen'],\n",
              " [\"O'Connor, Mr\", ' Maurice'],\n",
              " ['Anderson, Mr', ' Harry'],\n",
              " ['Morley, Mr', ' William'],\n",
              " ['Gee, Mr', ' Arthur H'],\n",
              " ['Milling, Mr', ' Jacob Christian'],\n",
              " ['Maisner, Mr', ' Simon'],\n",
              " ['Goncalves, Mr', ' Manuel Estanslas'],\n",
              " ['Campbell, Mr', ' William'],\n",
              " ['Smart, Mr', ' John Montgomery'],\n",
              " ['Scanlan, Mr', ' James'],\n",
              " ['Baclini, Miss', ' Helene Barbara'],\n",
              " ['Keefe, Mr', ' Arthur'],\n",
              " ['Cacic, Mr', ' Luka'],\n",
              " ['West, Mrs', ' Edwy Arthur (Ada Mary Worth)'],\n",
              " ['Jerwan, Mrs', ' Amin S (Marie Marthe Thuillard)'],\n",
              " ['Strandberg, Miss', ' Ida Sofia'],\n",
              " ['Clifford, Mr', ' George Quincy'],\n",
              " ['Renouf, Mr', ' Peter Henry'],\n",
              " ['Braund, Mr', ' Lewis Richard'],\n",
              " ['Karlsson, Mr', ' Nils August'],\n",
              " ['Hirvonen, Miss', ' Hildur E'],\n",
              " ['Goodwin, Master', ' Harold Victor'],\n",
              " ['Frost, Mr', ' Anthony Wood \"Archie\"'],\n",
              " ['Rouse, Mr', ' Richard Henry'],\n",
              " ['Turkula, Mrs', ' (Hedwig)'],\n",
              " ['Bishop, Mr', ' Dickinson H'],\n",
              " ['Lefebre, Miss', ' Jeannie'],\n",
              " ['Hoyt, Mrs', ' Frederick Maxfield (Jane Anne Forby)'],\n",
              " ['Kent, Mr', ' Edward Austin'],\n",
              " ['Somerton, Mr', ' Francis William'],\n",
              " ['Coutts, Master', ' Eden Leslie \"Neville\"'],\n",
              " ['Hagland, Mr', ' Konrad Mathias Reiersen'],\n",
              " ['Windelov, Mr', ' Einar'],\n",
              " ['Molson, Mr', ' Harry Markland'],\n",
              " ['Artagaveytia, Mr', ' Ramon'],\n",
              " ['Stanley, Mr', ' Edward Roland'],\n",
              " ['Yousseff, Mr', ' Gerious'],\n",
              " ['Eustis, Miss', ' Elizabeth Mussey'],\n",
              " ['Shellard, Mr', ' Frederick William'],\n",
              " ['Allison, Mrs', ' Hudson J C (Bessie Waldo Daniels)'],\n",
              " ['Svensson, Mr', ' Olof'],\n",
              " ['Calic, Mr', ' Petar'],\n",
              " ['Canavan, Miss', ' Mary'],\n",
              " [\"O'Sullivan, Miss\", ' Bridget Mary'],\n",
              " ['Laitinen, Miss', ' Kristina Sofia'],\n",
              " ['Maioni, Miss', ' Roberta'],\n",
              " ['Penasco y Castellana, Mr', ' Victor de Satode'],\n",
              " ['Quick, Mrs', ' Frederick Charles (Jane Richards)'],\n",
              " ['Bradley, Mr', ' George (\"George Arthur Brayton\")'],\n",
              " ['Olsen, Mr', ' Henry Margido'],\n",
              " ['Lang, Mr', ' Fang'],\n",
              " ['Daly, Mr', ' Eugene Patrick'],\n",
              " ['Webber, Mr', ' James'],\n",
              " ['McGough, Mr', ' James Robert'],\n",
              " ['Rothschild, Mrs', ' Martin (Elizabeth L', ' Barrett)'],\n",
              " ['Coleff, Mr', ' Satio'],\n",
              " ['Walker, Mr', ' William Anderson'],\n",
              " ['Lemore, Mrs', ' (Amelia Milley)'],\n",
              " ['Ryan, Mr', ' Patrick'],\n",
              " ['Angle, Mrs', ' William A (Florence \"Mary\" Agnes Hughes)'],\n",
              " ['Pavlovic, Mr', ' Stefo'],\n",
              " ['Perreault, Miss', ' Anne'],\n",
              " ['Vovk, Mr', ' Janko'],\n",
              " ['Lahoud, Mr', ' Sarkis'],\n",
              " ['Hippach, Mrs', ' Louis Albert (Ida Sophia Fischer)'],\n",
              " ['Kassem, Mr', ' Fared'],\n",
              " ['Farrell, Mr', ' James'],\n",
              " ['Ridsdale, Miss', ' Lucy'],\n",
              " ['Farthing, Mr', ' John'],\n",
              " ['Salonen, Mr', ' Johan Werner'],\n",
              " ['Hocking, Mr', ' Richard George'],\n",
              " ['Quick, Miss', ' Phyllis May'],\n",
              " ['Toufik, Mr', ' Nakli'],\n",
              " ['Elias, Mr', ' Joseph Jr'],\n",
              " ['Peter, Mrs', ' Catherine (Catherine Rizk)'],\n",
              " ['Cacic, Miss', ' Marija'],\n",
              " ['Hart, Miss', ' Eva Miriam'],\n",
              " ['Butt, Major', ' Archibald Willingham'],\n",
              " ['LeRoy, Miss', ' Bertha'],\n",
              " ['Risien, Mr', ' Samuel Beard'],\n",
              " ['Frolicher, Miss', ' Hedwig Margaritha'],\n",
              " ['Crosby, Miss', ' Harriet R'],\n",
              " ['Andersson, Miss', ' Ingeborg Constanzia'],\n",
              " ['Andersson, Miss', ' Sigrid Elisabeth'],\n",
              " ['Beane, Mr', ' Edward'],\n",
              " ['Douglas, Mr', ' Walter Donald'],\n",
              " ['Nicholson, Mr', ' Arthur Ernest'],\n",
              " ['Beane, Mrs', ' Edward (Ethel Clarke)'],\n",
              " ['Padro y Manent, Mr', ' Julian'],\n",
              " ['Goldsmith, Mr', ' Frank John'],\n",
              " ['Davies, Master', ' John Morgan Jr'],\n",
              " ['Thayer, Mr', ' John Borland Jr'],\n",
              " ['Sharp, Mr', ' Percival James R'],\n",
              " [\"O'Brien, Mr\", ' Timothy'],\n",
              " ['Leeni, Mr', ' Fahim (\"Philip Zenni\")'],\n",
              " ['Ohman, Miss', ' Velin'],\n",
              " ['Wright, Mr', ' George'],\n",
              " ['Duff Gordon, Lady', ' (Lucille Christiana Sutherland) (\"Mrs Morgan\")'],\n",
              " ['Robbins, Mr', ' Victor'],\n",
              " ['Taussig, Mrs', ' Emil (Tillie Mandelbaum)'],\n",
              " ['de Messemaeker, Mrs', ' Guillaume Joseph (Emma)'],\n",
              " ['Morrow, Mr', ' Thomas Rowan'],\n",
              " ['Sivic, Mr', ' Husein'],\n",
              " ['Norman, Mr', ' Robert Douglas'],\n",
              " ['Simmons, Mr', ' John'],\n",
              " ['Meanwell, Miss', ' (Marion Ogden)'],\n",
              " ['Davies, Mr', ' Alfred J'],\n",
              " ['Stoytcheff, Mr', ' Ilia'],\n",
              " ['Palsson, Mrs', ' Nils (Alma Cornelia Berglund)'],\n",
              " ['Doharr, Mr', ' Tannous'],\n",
              " ['Jonsson, Mr', ' Carl'],\n",
              " ['Harris, Mr', ' George'],\n",
              " ['Appleton, Mrs', ' Edward Dale (Charlotte Lamson)'],\n",
              " ['Flynn, Mr', ' John Irwin (\"Irving\")'],\n",
              " ['Kelly, Miss', ' Mary'],\n",
              " ['Rush, Mr', ' Alfred George John'],\n",
              " ['Patchett, Mr', ' George'],\n",
              " ['Garside, Miss', ' Ethel'],\n",
              " ['Silvey, Mrs', ' William Baird (Alice Munger)'],\n",
              " ['Caram, Mrs', ' Joseph (Maria Elias)'],\n",
              " ['Jussila, Mr', ' Eiriik'],\n",
              " ['Christy, Miss', ' Julie Rachel'],\n",
              " ['Thayer, Mrs', ' John Borland (Marian Longstreth Morris)'],\n",
              " ['Downton, Mr', ' William James'],\n",
              " ['Ross, Mr', ' John Hugo'],\n",
              " ['Paulner, Mr', ' Uscher'],\n",
              " ['Taussig, Miss', ' Ruth'],\n",
              " ['Jarvis, Mr', ' John Denzil'],\n",
              " ['Frolicher-Stehli, Mr', ' Maxmillian'],\n",
              " ['Gilinski, Mr', ' Eliezer'],\n",
              " ['Murdlin, Mr', ' Joseph'],\n",
              " ['Rintamaki, Mr', ' Matti'],\n",
              " ['Stephenson, Mrs', ' Walter Bertram (Martha Eustis)'],\n",
              " ['Elsbury, Mr', ' William James'],\n",
              " ['Bourke, Miss', ' Mary'],\n",
              " ['Chapman, Mr', ' John Henry'],\n",
              " ['Van Impe, Mr', ' Jean Baptiste'],\n",
              " ['Leitch, Miss', ' Jessie Wills'],\n",
              " ['Johnson, Mr', ' Alfred'],\n",
              " ['Boulos, Mr', ' Hanna'],\n",
              " ['Duff Gordon, Sir', ' Cosmo Edmund (\"Mr Morgan\")'],\n",
              " ['Jacobsohn, Mrs', ' Sidney Samuel (Amy Frances Christy)'],\n",
              " ['Slabenoff, Mr', ' Petco'],\n",
              " ['Harrington, Mr', ' Charles H'],\n",
              " ['Torber, Mr', ' Ernst William'],\n",
              " ['Homer, Mr', ' Harry (\"Mr E Haven\")'],\n",
              " ['Lindell, Mr', ' Edvard Bengtsson'],\n",
              " ['Karaic, Mr', ' Milan'],\n",
              " ['Daniel, Mr', ' Robert Williams'],\n",
              " ['Laroche, Mrs', ' Joseph (Juliette Marie Louise Lafargue)'],\n",
              " ['Shutes, Miss', ' Elizabeth W'],\n",
              " ['Andersson, Mrs', ' Anders Johan (Alfrida Konstantia Brogren)'],\n",
              " ['Jardin, Mr', ' Jose Neto'],\n",
              " ['Murphy, Miss', ' Margaret Jane'],\n",
              " ['Horgan, Mr', ' John'],\n",
              " ['Brocklebank, Mr', ' William Alfred'],\n",
              " ['Herman, Miss', ' Alice'],\n",
              " ['Danbom, Mr', ' Ernst Gilbert'],\n",
              " ['Lobb, Mrs', ' William Arthur (Cordelia K Stanlick)'],\n",
              " ['Becker, Miss', ' Marion Louise'],\n",
              " ['Gavey, Mr', ' Lawrence'],\n",
              " ['Yasbeck, Mr', ' Antoni'],\n",
              " ['Kimball, Mr', ' Edwin Nelson Jr'],\n",
              " ['Nakid, Mr', ' Sahid'],\n",
              " ['Hansen, Mr', ' Henry Damsgaard'],\n",
              " ['Bowen, Mr', ' David John \"Dai\"'],\n",
              " ['Sutton, Mr', ' Frederick'],\n",
              " ['Kirkland, Rev', ' Charles Leonard'],\n",
              " ['Longley, Miss', ' Gretchen Fiske'],\n",
              " ['Bostandyeff, Mr', ' Guentcho'],\n",
              " [\"O'Connell, Mr\", ' Patrick D'],\n",
              " ['Barkworth, Mr', ' Algernon Henry Wilson'],\n",
              " ['Lundahl, Mr', ' Johan Svensson'],\n",
              " ['Stahelin-Maeglin, Dr', ' Max'],\n",
              " ['Parr, Mr', ' William Henry Marsh'],\n",
              " ['Skoog, Miss', ' Mabel'],\n",
              " ['Davis, Miss', ' Mary'],\n",
              " ['Leinonen, Mr', ' Antti Gustaf'],\n",
              " ['Collyer, Mr', ' Harvey'],\n",
              " ['Panula, Mrs', ' Juha (Maria Emilia Ojala)'],\n",
              " ['Thorneycroft, Mr', ' Percival'],\n",
              " ['Jensen, Mr', ' Hans Peder'],\n",
              " ['Sagesser, Mlle', ' Emma'],\n",
              " ['Skoog, Miss', ' Margit Elizabeth'],\n",
              " ['Foo, Mr', ' Choong'],\n",
              " ['Baclini, Miss', ' Eugenie'],\n",
              " ['Harper, Mr', ' Henry Sleeper'],\n",
              " ['Cor, Mr', ' Liudevit'],\n",
              " ['Simonius-Blumer, Col', ' Oberst Alfons'],\n",
              " ['Willey, Mr', ' Edward'],\n",
              " ['Stanley, Miss', ' Amy Zillah Elsie'],\n",
              " ['Mitkoff, Mr', ' Mito'],\n",
              " ['Doling, Miss', ' Elsie'],\n",
              " ['Kalvik, Mr', ' Johannes Halvorsen'],\n",
              " [\"O'Leary, Miss\", ' Hanora \"Norah\"'],\n",
              " ['Hegarty, Miss', ' Hanora \"Nora\"'],\n",
              " ['Hickman, Mr', ' Leonard Mark'],\n",
              " ['Radeff, Mr', ' Alexander'],\n",
              " ['Bourke, Mrs', ' John (Catherine)'],\n",
              " ['Eitemiller, Mr', ' George Floyd'],\n",
              " ['Newell, Mr', ' Arthur Webster'],\n",
              " ['Frauenthal, Dr', ' Henry William'],\n",
              " ['Badt, Mr', ' Mohamed'],\n",
              " ['Colley, Mr', ' Edward Pomeroy'],\n",
              " ['Coleff, Mr', ' Peju'],\n",
              " ['Lindqvist, Mr', ' Eino William'],\n",
              " ['Hickman, Mr', ' Lewis'],\n",
              " ['Butler, Mr', ' Reginald Fenton'],\n",
              " ['Rommetvedt, Mr', ' Knud Paust'],\n",
              " ['Cook, Mr', ' Jacob'],\n",
              " ['Taylor, Mrs', ' Elmer Zebley (Juliet Cummins Wright)'],\n",
              " ['Brown, Mrs', ' Thomas William Solomon (Elizabeth Catherine Ford)'],\n",
              " ['Davidson, Mr', ' Thornton'],\n",
              " ['Mitchell, Mr', ' Henry Michael'],\n",
              " ['Wilhelms, Mr', ' Charles'],\n",
              " ['Watson, Mr', ' Ennis Hastings'],\n",
              " ['Edvardsson, Mr', ' Gustaf Hjalmar'],\n",
              " ['Sawyer, Mr', ' Frederick Charles'],\n",
              " ['Turja, Miss', ' Anna Sofia'],\n",
              " ['Goodwin, Mrs', ' Frederick (Augusta Tyler)'],\n",
              " ['Cardeza, Mr', ' Thomas Drake Martinez'],\n",
              " ['Peters, Miss', ' Katie'],\n",
              " ['Hassab, Mr', ' Hammad'],\n",
              " ['Olsvigen, Mr', ' Thor Anderson'],\n",
              " ['Goodwin, Mr', ' Charles Edward'],\n",
              " ['Brown, Mr', ' Thomas William Solomon'],\n",
              " ['Laroche, Mr', ' Joseph Philippe Lemercier'],\n",
              " ['Panula, Mr', ' Jaako Arnold'],\n",
              " ['Dakic, Mr', ' Branko'],\n",
              " ['Fischer, Mr', ' Eberhard Thelander'],\n",
              " ['Madill, Miss', ' Georgette Alexandra'],\n",
              " ['Dick, Mr', ' Albert Adrian'],\n",
              " ['Karun, Miss', ' Manca'],\n",
              " ['Lam, Mr', ' Ali'],\n",
              " ['Saad, Mr', ' Khalil'],\n",
              " ['Weir, Col', ' John'],\n",
              " ['Chapman, Mr', ' Charles Henry'],\n",
              " ['Kelly, Mr', ' James'],\n",
              " ['Mullens, Miss', ' Katherine \"Katie\"'],\n",
              " ['Thayer, Mr', ' John Borland'],\n",
              " ['Humblen, Mr', ' Adolf Mathias Nicolai Olsen'],\n",
              " ['Astor, Mrs', ' John Jacob (Madeleine Talmadge Force)'],\n",
              " ['Silverthorne, Mr', ' Spencer Victor'],\n",
              " ['Barbara, Miss', ' Saiide'],\n",
              " ['Gallagher, Mr', ' Martin'],\n",
              " ['Hansen, Mr', ' Henrik Juul'],\n",
              " ['Morley, Mr', ' Henry Samuel (\"Mr Henry Marshall\")'],\n",
              " ['Kelly, Mrs', ' Florence \"Fannie\"'],\n",
              " ['Calderhead, Mr', ' Edward Pennington'],\n",
              " ['Cleaver, Miss', ' Alice'],\n",
              " ['Moubarek, Master', ' Halim Gonios (\"William George\")'],\n",
              " ['Mayne, Mlle', ' Berthe Antonine (\"Mrs de Villiers\")'],\n",
              " ['Klaber, Mr', ' Herman'],\n",
              " ['Taylor, Mr', ' Elmer Zebley'],\n",
              " ['Larsson, Mr', ' August Viktor'],\n",
              " ['Greenberg, Mr', ' Samuel'],\n",
              " ['Soholt, Mr', ' Peter Andreas Lauritz Andersen'],\n",
              " ['Endres, Miss', ' Caroline Louise'],\n",
              " ['Troutt, Miss', ' Edwina Celia \"Winnie\"'],\n",
              " ['McEvoy, Mr', ' Michael'],\n",
              " ['Johnson, Mr', ' Malkolm Joackim'],\n",
              " ['Harper, Miss', ' Annie Jessie \"Nina\"'],\n",
              " ['Jensen, Mr', ' Svend Lauritz'],\n",
              " ['Gillespie, Mr', ' William Henry'],\n",
              " ['Hodges, Mr', ' Henry Price'],\n",
              " ['Chambers, Mr', ' Norman Campbell'],\n",
              " ['Oreskovic, Mr', ' Luka'],\n",
              " ['Renouf, Mrs', ' Peter Henry (Lillian Jefferys)'],\n",
              " ['Mannion, Miss', ' Margareth'],\n",
              " ['Bryhl, Mr', ' Kurt Arnold Gottfrid'],\n",
              " ['Ilmakangas, Miss', ' Pieta Sofia'],\n",
              " ['Allen, Miss', ' Elisabeth Walton'],\n",
              " ['Hassan, Mr', ' Houssein G N'],\n",
              " ['Knight, Mr', ' Robert J'],\n",
              " ['Berriman, Mr', ' William John'],\n",
              " ['Troupiansky, Mr', ' Moses Aaron'],\n",
              " ['Williams, Mr', ' Leslie'],\n",
              " ['Ford, Mrs', ' Edward (Margaret Ann Watson)'],\n",
              " ['Lesurer, Mr', ' Gustave J'],\n",
              " ['Ivanoff, Mr', ' Kanio'],\n",
              " ['Nankoff, Mr', ' Minko'],\n",
              " ['Hawksford, Mr', ' Walter James'],\n",
              " ['Cavendish, Mr', ' Tyrell William'],\n",
              " ['Ryerson, Miss', ' Susan Parker \"Suzette\"'],\n",
              " ['McNamee, Mr', ' Neal'],\n",
              " ['Stranden, Mr', ' Juho'],\n",
              " ['Crosby, Capt', ' Edward Gifford'],\n",
              " ['Abbott, Mr', ' Rossmore Edward'],\n",
              " ['Sinkkonen, Miss', ' Anna'],\n",
              " ['Marvin, Mr', ' Daniel Warner'],\n",
              " ['Connaghton, Mr', ' Michael'],\n",
              " ['Wells, Miss', ' Joan'],\n",
              " ['Moor, Master', ' Meier'],\n",
              " ['Vande Velde, Mr', ' Johannes Joseph'],\n",
              " ['Jonkoff, Mr', ' Lalio'],\n",
              " ['Herman, Mrs', ' Samuel (Jane Laver)'],\n",
              " ['Hamalainen, Master', ' Viljo'],\n",
              " ['Carlsson, Mr', ' August Sigfrid'],\n",
              " ['Bailey, Mr', ' Percy Andrew'],\n",
              " ['Theobald, Mr', ' Thomas Leonard'],\n",
              " ['Rothes, the Countess', ' of (Lucy Noel Martha Dyer-Edwards)'],\n",
              " ['Garfirth, Mr', ' John'],\n",
              " ['Nirva, Mr', ' Iisakki Antino Aijo'],\n",
              " ['Barah, Mr', ' Hanna Assi'],\n",
              " ['Carter, Mrs', ' William Ernest (Lucile Polk)'],\n",
              " ['Eklund, Mr', ' Hans Linus'],\n",
              " ['Hogeboom, Mrs', ' John C (Anna Andrews)'],\n",
              " ['Brewe, Dr', ' Arthur Jackson'],\n",
              " ['Mangan, Miss', ' Mary'],\n",
              " ['Moran, Mr', ' Daniel J'],\n",
              " ['Gronnestad, Mr', ' Daniel Danielsen'],\n",
              " ['Lievens, Mr', ' Rene Aime'],\n",
              " ['Jensen, Mr', ' Niels Peder'],\n",
              " ['Mack, Mrs', ' (Mary)'],\n",
              " ['Elias, Mr', ' Dibo'],\n",
              " ['Hocking, Mrs', ' Elizabeth (Eliza Needs)'],\n",
              " ['Myhrman, Mr', ' Pehr Fabian Oliver Malkolm'],\n",
              " ['Tobin, Mr', ' Roger'],\n",
              " ['Emanuel, Miss', ' Virginia Ethel'],\n",
              " ['Kilgannon, Mr', ' Thomas J'],\n",
              " ['Robert, Mrs', ' Edward Scott (Elisabeth Walton McMillan)'],\n",
              " ['Ayoub, Miss', ' Banoura'],\n",
              " ['Dick, Mrs', ' Albert Adrian (Vera Gillespie)'],\n",
              " ['Long, Mr', ' Milton Clyde'],\n",
              " ['Johnston, Mr', ' Andrew G'],\n",
              " ['Ali, Mr', ' William'],\n",
              " ['Harmer, Mr', ' Abraham (David Lishin)'],\n",
              " ['Sjoblom, Miss', ' Anna Sofia'],\n",
              " ['Rice, Master', ' George Hugh'],\n",
              " ['Dean, Master', ' Bertram Vere'],\n",
              " ['Guggenheim, Mr', ' Benjamin'],\n",
              " ['Keane, Mr', ' Andrew \"Andy\"'],\n",
              " ['Gaskell, Mr', ' Alfred'],\n",
              " ['Sage, Miss', ' Stella Anna'],\n",
              " ['Hoyt, Mr', ' William Fisher'],\n",
              " ['Dantcheff, Mr', ' Ristiu'],\n",
              " ['Otter, Mr', ' Richard'],\n",
              " ['Leader, Dr', ' Alice (Farnham)'],\n",
              " ['Osman, Mrs', ' Mara'],\n",
              " ['Ibrahim Shawah, Mr', ' Yousseff'],\n",
              " ['Van Impe, Mrs', ' Jean Baptiste (Rosalie Paula Govaert)'],\n",
              " ['Ponesell, Mr', ' Martin'],\n",
              " ['Collyer, Mrs', ' Harvey (Charlotte Annie Tate)'],\n",
              " ['Carter, Master', ' William Thornton II'],\n",
              " ['Thomas, Master', ' Assad Alexander'],\n",
              " ['Hedman, Mr', ' Oskar Arvid'],\n",
              " ['Johansson, Mr', ' Karl Johan'],\n",
              " ['Andrews, Mr', ' Thomas Jr'],\n",
              " ['Pettersson, Miss', ' Ellen Natalia'],\n",
              " ['Meyer, Mr', ' August'],\n",
              " ['Chambers, Mrs', ' Norman Campbell (Bertha Griggs)'],\n",
              " ['Alexander, Mr', ' William'],\n",
              " ['Lester, Mr', ' James'],\n",
              " ['Slemen, Mr', ' Richard James'],\n",
              " ['Andersson, Miss', ' Ebba Iris Alfrida'],\n",
              " ['Tomlin, Mr', ' Ernest Portage'],\n",
              " ['Fry, Mr', ' Richard'],\n",
              " ['Heininen, Miss', ' Wendla Maria'],\n",
              " ['Mallet, Mr', ' Albert'],\n",
              " ['Holm, Mr', ' John Fredrik Alexander'],\n",
              " ['Skoog, Master', ' Karl Thorsten'],\n",
              " ['Hays, Mrs', ' Charles Melville (Clara Jennings Gregg)'],\n",
              " ['Lulic, Mr', ' Nikola'],\n",
              " ['Reuchlin, Jonkheer', ' John George'],\n",
              " ['Moor, Mrs', ' (Beila)'],\n",
              " ['Panula, Master', ' Urho Abraham'],\n",
              " ['Flynn, Mr', ' John'],\n",
              " ['Lam, Mr', ' Len'],\n",
              " ['Mallet, Master', ' Andre'],\n",
              " ['McCormack, Mr', ' Thomas Joseph'],\n",
              " ['Stone, Mrs', ' George Nelson (Martha Evelyn)'],\n",
              " ['Yasbeck, Mrs', ' Antoni (Selini Alexander)'],\n",
              " ['Richards, Master', ' George Sibley'],\n",
              " ['Saad, Mr', ' Amin'],\n",
              " ['Augustsson, Mr', ' Albert'],\n",
              " ['Allum, Mr', ' Owen George'],\n",
              " ['Compton, Miss', ' Sara Rebecca'],\n",
              " ['Pasic, Mr', ' Jakob'],\n",
              " ['Sirota, Mr', ' Maurice'],\n",
              " ['Chip, Mr', ' Chang'],\n",
              " ['Marechal, Mr', ' Pierre'],\n",
              " ['Alhomaki, Mr', ' Ilmari Rudolf'],\n",
              " ['Mudd, Mr', ' Thomas Charles'],\n",
              " ['Serepeca, Miss', ' Augusta'],\n",
              " ['Lemberopolous, Mr', ' Peter L'],\n",
              " ['Culumovic, Mr', ' Jeso'],\n",
              " ['Abbing, Mr', ' Anthony'],\n",
              " ['Sage, Mr', ' Douglas Bullen'],\n",
              " ['Markoff, Mr', ' Marin'],\n",
              " ['Harper, Rev', ' John'],\n",
              " ['Goldenberg, Mrs', ' Samuel L (Edwiga Grabowska)'],\n",
              " ['Andersson, Master', ' Sigvard Harald Elias'],\n",
              " ['Svensson, Mr', ' Johan'],\n",
              " ['Boulos, Miss', ' Nourelain'],\n",
              " ['Lines, Miss', ' Mary Conover'],\n",
              " ['Carter, Mrs', ' Ernest Courtenay (Lilian Hughes)'],\n",
              " ['Aks, Mrs', ' Sam (Leah Rosen)'],\n",
              " ['Wick, Mrs', ' George Dennick (Mary Hitchcock)'],\n",
              " ['Daly, Mr', ' Peter Denis '],\n",
              " ['Baclini, Mrs', ' Solomon (Latifa Qurban)'],\n",
              " ['Razi, Mr', ' Raihed'],\n",
              " ['Hansen, Mr', ' Claus Peter'],\n",
              " ['Giles, Mr', ' Frederick Edward'],\n",
              " ['Swift, Mrs', ' Frederick Joel (Margaret Welles Barron)'],\n",
              " ['Sage, Miss', ' Dorothy Edith \"Dolly\"'],\n",
              " ['Gill, Mr', ' John William'],\n",
              " ['Bystrom, Mrs', ' (Karolina)'],\n",
              " ['Duran y More, Miss', ' Asuncion'],\n",
              " ['Roebling, Mr', ' Washington Augustus II'],\n",
              " ['van Melkebeke, Mr', ' Philemon'],\n",
              " ['Johnson, Master', ' Harold Theodor'],\n",
              " ['Balkic, Mr', ' Cerin'],\n",
              " ['Beckwith, Mrs', ' Richard Leonard (Sallie Monypeny)'],\n",
              " ['Carlsson, Mr', ' Frans Olof'],\n",
              " ['Vander Cruyssen, Mr', ' Victor'],\n",
              " ['Abelson, Mrs', ' Samuel (Hannah Wizosky)'],\n",
              " ['Najib, Miss', ' Adele Kiamie \"Jane\"'],\n",
              " ['Gustafsson, Mr', ' Alfred Ossian'],\n",
              " ['Petroff, Mr', ' Nedelio'],\n",
              " ['Laleff, Mr', ' Kristo'],\n",
              " ['Potter, Mrs', ' Thomas Jr (Lily Alexenia Wilson)'],\n",
              " ['Shelley, Mrs', ' William (Imanita Parrish Hall)'],\n",
              " ['Markun, Mr', ' Johann'],\n",
              " ['Dahlberg, Miss', ' Gerda Ulrika'],\n",
              " ['Banfield, Mr', ' Frederick James'],\n",
              " ['Sutehall, Mr', ' Henry Jr'],\n",
              " ['Rice, Mrs', ' William (Margaret Norton)'],\n",
              " ['Montvila, Rev', ' Juozas'],\n",
              " ['Graham, Miss', ' Margaret Edith'],\n",
              " ['Johnston, Miss', ' Catherine Helen \"Carrie\"'],\n",
              " ['Behr, Mr', ' Karl Howell'],\n",
              " ['Dooley, Mr', ' Patrick']]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6U34ByrqTXX0"
      },
      "source": [
        "first_part = []\n",
        "for words in name_list:\n",
        "    first_part.append(words[0])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ISBCKSl2TXX1",
        "outputId": "fa6d2b49-6bd9-4bc3-a66f-b105d1f29f18"
      },
      "source": [
        "first_part"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Braund, Mr',\n",
              " 'Cumings, Mrs',\n",
              " 'Heikkinen, Miss',\n",
              " 'Futrelle, Mrs',\n",
              " 'Allen, Mr',\n",
              " 'Moran, Mr',\n",
              " 'McCarthy, Mr',\n",
              " 'Palsson, Master',\n",
              " 'Johnson, Mrs',\n",
              " 'Nasser, Mrs',\n",
              " 'Sandstrom, Miss',\n",
              " 'Bonnell, Miss',\n",
              " 'Saundercock, Mr',\n",
              " 'Andersson, Mr',\n",
              " 'Vestrom, Miss',\n",
              " 'Hewlett, Mrs',\n",
              " 'Rice, Master',\n",
              " 'Williams, Mr',\n",
              " 'Vander Planke, Mrs',\n",
              " 'Masselmani, Mrs',\n",
              " 'Fynney, Mr',\n",
              " 'Beesley, Mr',\n",
              " 'McGowan, Miss',\n",
              " 'Sloper, Mr',\n",
              " 'Palsson, Miss',\n",
              " 'Asplund, Mrs',\n",
              " 'Emir, Mr',\n",
              " 'Fortune, Mr',\n",
              " \"O'Dwyer, Miss\",\n",
              " 'Todoroff, Mr',\n",
              " 'Uruchurtu, Don',\n",
              " 'Spencer, Mrs',\n",
              " 'Glynn, Miss',\n",
              " 'Wheadon, Mr',\n",
              " 'Meyer, Mr',\n",
              " 'Holverson, Mr',\n",
              " 'Mamee, Mr',\n",
              " 'Cann, Mr',\n",
              " 'Vander Planke, Miss',\n",
              " 'Nicola-Yarred, Miss',\n",
              " 'Ahlin, Mrs',\n",
              " 'Turpin, Mrs',\n",
              " 'Kraeff, Mr',\n",
              " 'Laroche, Miss',\n",
              " 'Devaney, Miss',\n",
              " 'Rogers, Mr',\n",
              " 'Lennon, Mr',\n",
              " \"O'Driscoll, Miss\",\n",
              " 'Samaan, Mr',\n",
              " 'Arnold-Franchi, Mrs',\n",
              " 'Panula, Master',\n",
              " 'Nosworthy, Mr',\n",
              " 'Harper, Mrs',\n",
              " 'Faunthorpe, Mrs',\n",
              " 'Ostby, Mr',\n",
              " 'Woolner, Mr',\n",
              " 'Rugg, Miss',\n",
              " 'Novel, Mr',\n",
              " 'West, Miss',\n",
              " 'Goodwin, Master',\n",
              " 'Sirayanian, Mr',\n",
              " 'Icard, Miss',\n",
              " 'Harris, Mr',\n",
              " 'Skoog, Master',\n",
              " 'Stewart, Mr',\n",
              " 'Moubarek, Master',\n",
              " 'Nye, Mrs',\n",
              " 'Crease, Mr',\n",
              " 'Andersson, Miss',\n",
              " 'Kink, Mr',\n",
              " 'Jenkin, Mr',\n",
              " 'Goodwin, Miss',\n",
              " 'Hood, Mr',\n",
              " 'Chronopoulos, Mr',\n",
              " 'Bing, Mr',\n",
              " 'Moen, Mr',\n",
              " 'Staneff, Mr',\n",
              " 'Moutal, Mr',\n",
              " 'Caldwell, Master',\n",
              " 'Dowdell, Miss',\n",
              " 'Waelens, Mr',\n",
              " 'Sheerlinck, Mr',\n",
              " 'McDermott, Miss',\n",
              " 'Carrau, Mr',\n",
              " 'Ilett, Miss',\n",
              " 'Backstrom, Mrs',\n",
              " 'Ford, Mr',\n",
              " 'Slocovski, Mr',\n",
              " 'Fortune, Miss',\n",
              " 'Celotti, Mr',\n",
              " 'Christmann, Mr',\n",
              " 'Andreasson, Mr',\n",
              " 'Chaffee, Mr',\n",
              " 'Dean, Mr',\n",
              " 'Coxon, Mr',\n",
              " 'Shorney, Mr',\n",
              " 'Goldschmidt, Mr',\n",
              " 'Greenfield, Mr',\n",
              " 'Doling, Mrs',\n",
              " 'Kantor, Mr',\n",
              " 'Petranec, Miss',\n",
              " 'Petroff, Mr',\n",
              " 'White, Mr',\n",
              " 'Johansson, Mr',\n",
              " 'Gustafsson, Mr',\n",
              " 'Mionoff, Mr',\n",
              " 'Salkjelsvik, Miss',\n",
              " 'Moss, Mr',\n",
              " 'Rekic, Mr',\n",
              " 'Moran, Miss',\n",
              " 'Porter, Mr',\n",
              " 'Zabour, Miss',\n",
              " 'Barton, Mr',\n",
              " 'Jussila, Miss',\n",
              " 'Attalah, Miss',\n",
              " 'Pekoniemi, Mr',\n",
              " 'Connors, Mr',\n",
              " 'Turpin, Mr',\n",
              " 'Baxter, Mr',\n",
              " 'Andersson, Miss',\n",
              " 'Hickman, Mr',\n",
              " 'Moore, Mr',\n",
              " 'Nasser, Mr',\n",
              " 'Webber, Miss',\n",
              " 'White, Mr',\n",
              " 'Nicola-Yarred, Master',\n",
              " 'McMahon, Mr',\n",
              " 'Madsen, Mr',\n",
              " 'Peter, Miss',\n",
              " 'Ekstrom, Mr',\n",
              " 'Drazenoic, Mr',\n",
              " 'Coelho, Mr',\n",
              " 'Robins, Mrs',\n",
              " 'Weisz, Mrs',\n",
              " 'Sobey, Mr',\n",
              " 'Richard, Mr',\n",
              " 'Newsom, Miss',\n",
              " 'Futrelle, Mr',\n",
              " 'Osen, Mr',\n",
              " 'Giglio, Mr',\n",
              " 'Boulos, Mrs',\n",
              " 'Nysten, Miss',\n",
              " 'Hakkarainen, Mrs',\n",
              " 'Burke, Mr',\n",
              " 'Andrew, Mr',\n",
              " 'Nicholls, Mr',\n",
              " 'Andersson, Mr',\n",
              " 'Ford, Miss',\n",
              " 'Navratil, Mr',\n",
              " 'Byles, Rev',\n",
              " 'Bateman, Rev',\n",
              " 'Pears, Mrs',\n",
              " 'Meo, Mr',\n",
              " 'van Billiard, Mr',\n",
              " 'Olsen, Mr',\n",
              " 'Williams, Mr',\n",
              " 'Gilnagh, Miss',\n",
              " 'Corn, Mr',\n",
              " 'Smiljanic, Mr',\n",
              " 'Sage, Master',\n",
              " 'Cribb, Mr',\n",
              " 'Watt, Mrs',\n",
              " 'Bengtsson, Mr',\n",
              " 'Calic, Mr',\n",
              " 'Panula, Master',\n",
              " 'Goldsmith, Master',\n",
              " 'Chibnall, Mrs',\n",
              " 'Skoog, Mrs',\n",
              " 'Baumann, Mr',\n",
              " 'Ling, Mr',\n",
              " 'Van der hoef, Mr',\n",
              " 'Rice, Master',\n",
              " 'Johnson, Miss',\n",
              " 'Sivola, Mr',\n",
              " 'Smith, Mr',\n",
              " 'Klasen, Mr',\n",
              " 'Lefebre, Master',\n",
              " 'Isham, Miss',\n",
              " 'Hale, Mr',\n",
              " 'Leonard, Mr',\n",
              " 'Sage, Miss',\n",
              " 'Pernot, Mr',\n",
              " 'Asplund, Master',\n",
              " 'Becker, Master',\n",
              " 'Kink-Heilmann, Miss',\n",
              " 'Rood, Mr',\n",
              " \"O'Brien, Mrs\",\n",
              " 'Romaine, Mr',\n",
              " 'Bourke, Mr',\n",
              " 'Turcin, Mr',\n",
              " 'Pinsky, Mrs',\n",
              " 'Carbines, Mr',\n",
              " 'Andersen-Jensen, Miss',\n",
              " 'Navratil, Master',\n",
              " 'Brown, Mrs',\n",
              " 'Lurette, Miss',\n",
              " 'Mernagh, Mr',\n",
              " 'Olsen, Mr',\n",
              " 'Madigan, Miss',\n",
              " 'Yrois, Miss',\n",
              " 'Vande Walle, Mr',\n",
              " 'Sage, Mr',\n",
              " 'Johanson, Mr',\n",
              " 'Youseff, Mr',\n",
              " 'Cohen, Mr',\n",
              " 'Strom, Miss',\n",
              " 'Backstrom, Mr',\n",
              " 'Albimona, Mr',\n",
              " 'Carr, Miss',\n",
              " 'Blank, Mr',\n",
              " 'Ali, Mr',\n",
              " 'Cameron, Miss',\n",
              " 'Perkin, Mr',\n",
              " 'Givard, Mr',\n",
              " 'Kiernan, Mr',\n",
              " 'Newell, Miss',\n",
              " 'Honkanen, Miss',\n",
              " 'Jacobsohn, Mr',\n",
              " 'Bazzani, Miss',\n",
              " 'Harris, Mr',\n",
              " 'Sunderland, Mr',\n",
              " 'Bracken, Mr',\n",
              " 'Green, Mr',\n",
              " 'Nenkoff, Mr',\n",
              " 'Hoyt, Mr',\n",
              " 'Berglund, Mr',\n",
              " 'Mellors, Mr',\n",
              " 'Lovell, Mr',\n",
              " 'Fahlstrom, Mr',\n",
              " 'Lefebre, Miss',\n",
              " 'Harris, Mrs',\n",
              " 'Larsson, Mr',\n",
              " 'Sjostedt, Mr',\n",
              " 'Asplund, Miss',\n",
              " 'Leyson, Mr',\n",
              " 'Harknett, Miss',\n",
              " 'Hold, Mr',\n",
              " 'Collyer, Miss',\n",
              " 'Pengelly, Mr',\n",
              " 'Hunt, Mr',\n",
              " 'Zabour, Miss',\n",
              " 'Murphy, Miss',\n",
              " 'Coleridge, Mr',\n",
              " 'Maenpaa, Mr',\n",
              " 'Attalah, Mr',\n",
              " 'Minahan, Dr',\n",
              " 'Lindahl, Miss',\n",
              " 'Hamalainen, Mrs',\n",
              " 'Beckwith, Mr',\n",
              " 'Carter, Rev',\n",
              " 'Reed, Mr',\n",
              " 'Strom, Mrs',\n",
              " 'Stead, Mr',\n",
              " 'Lobb, Mr',\n",
              " 'Rosblom, Mrs',\n",
              " 'Touma, Mrs',\n",
              " 'Thorne, Mrs',\n",
              " 'Cherry, Miss',\n",
              " 'Ward, Miss',\n",
              " 'Parrish, Mrs',\n",
              " 'Smith, Mr',\n",
              " 'Asplund, Master',\n",
              " 'Taussig, Mr',\n",
              " 'Harrison, Mr',\n",
              " 'Henry, Miss',\n",
              " 'Reeves, Mr',\n",
              " 'Panula, Mr',\n",
              " 'Persson, Mr',\n",
              " 'Graham, Mrs',\n",
              " 'Bissette, Miss',\n",
              " 'Cairns, Mr',\n",
              " 'Tornquist, Mr',\n",
              " 'Mellinger, Mrs',\n",
              " 'Natsch, Mr',\n",
              " 'Healy, Miss',\n",
              " 'Andrews, Miss',\n",
              " 'Lindblom, Miss',\n",
              " 'Parkes, Mr',\n",
              " 'Rice, Master',\n",
              " 'Abbott, Mrs',\n",
              " 'Duane, Mr',\n",
              " 'Olsson, Mr',\n",
              " 'de Pelsmaeker, Mr',\n",
              " 'Dorking, Mr',\n",
              " 'Smith, Mr',\n",
              " 'Stankovic, Mr',\n",
              " 'de Mulder, Mr',\n",
              " 'Naidenoff, Mr',\n",
              " 'Hosono, Mr',\n",
              " 'Connolly, Miss',\n",
              " 'Barber, Miss',\n",
              " 'Bishop, Mrs',\n",
              " 'Levy, Mr',\n",
              " 'Haas, Miss',\n",
              " 'Mineff, Mr',\n",
              " 'Lewy, Mr',\n",
              " 'Hanna, Mr',\n",
              " 'Allison, Miss',\n",
              " 'Saalfeld, Mr',\n",
              " 'Baxter, Mrs',\n",
              " 'Kelly, Miss',\n",
              " 'McCoy, Mr',\n",
              " 'Johnson, Mr',\n",
              " 'Keane, Miss',\n",
              " 'Williams, Mr',\n",
              " 'Allison, Master',\n",
              " 'Fleming, Miss',\n",
              " 'Penasco y Castellana, Mrs',\n",
              " 'Abelson, Mr',\n",
              " 'Francatelli, Miss',\n",
              " 'Hays, Miss',\n",
              " 'Ryerson, Miss',\n",
              " 'Lahtinen, Mrs',\n",
              " 'Hendekovic, Mr',\n",
              " 'Hart, Mr',\n",
              " 'Nilsson, Miss',\n",
              " 'Kantor, Mrs',\n",
              " 'Moraweck, Dr',\n",
              " 'Wick, Miss',\n",
              " 'Spedden, Mrs',\n",
              " 'Dennis, Mr',\n",
              " 'Danoff, Mr',\n",
              " 'Slayter, Miss',\n",
              " 'Caldwell, Mrs',\n",
              " 'Sage, Mr',\n",
              " 'Young, Miss',\n",
              " 'Nysveen, Mr',\n",
              " 'Ball, Mrs',\n",
              " 'Goldsmith, Mrs',\n",
              " 'Hippach, Miss',\n",
              " 'McCoy, Miss',\n",
              " 'Partner, Mr',\n",
              " 'Graham, Mr',\n",
              " 'Vander Planke, Mr',\n",
              " 'Frauenthal, Mrs',\n",
              " 'Denkoff, Mr',\n",
              " 'Pears, Mr',\n",
              " 'Burns, Miss',\n",
              " 'Dahl, Mr',\n",
              " 'Blackwell, Mr',\n",
              " 'Navratil, Master',\n",
              " 'Fortune, Miss',\n",
              " 'Collander, Mr',\n",
              " 'Sedgwick, Mr',\n",
              " 'Fox, Mr',\n",
              " 'Brown, Miss',\n",
              " 'Smith, Miss',\n",
              " 'Davison, Mrs',\n",
              " 'Coutts, Master',\n",
              " 'Dimic, Mr',\n",
              " 'Odahl, Mr',\n",
              " 'Williams-Lambert, Mr',\n",
              " 'Elias, Mr',\n",
              " 'Arnold-Franchi, Mr',\n",
              " 'Yousif, Mr',\n",
              " 'Vanden Steen, Mr',\n",
              " 'Bowerman, Miss',\n",
              " 'Funk, Miss',\n",
              " 'McGovern, Miss',\n",
              " 'Mockler, Miss',\n",
              " 'Skoog, Mr',\n",
              " 'del Carlo, Mr',\n",
              " 'Barbara, Mrs',\n",
              " 'Asim, Mr',\n",
              " \"O'Brien, Mr\",\n",
              " 'Adahl, Mr',\n",
              " 'Warren, Mrs',\n",
              " 'Moussa, Mrs',\n",
              " 'Jermyn, Miss',\n",
              " 'Aubart, Mme',\n",
              " 'Harder, Mr',\n",
              " 'Wiklund, Mr',\n",
              " 'Beavan, Mr',\n",
              " 'Ringhini, Mr',\n",
              " 'Palsson, Miss',\n",
              " 'Meyer, Mrs',\n",
              " 'Landergren, Miss',\n",
              " 'Widener, Mr',\n",
              " 'Betros, Mr',\n",
              " 'Gustafsson, Mr',\n",
              " 'Bidois, Miss',\n",
              " 'Nakid, Miss',\n",
              " 'Tikkanen, Mr',\n",
              " 'Holverson, Mrs',\n",
              " 'Plotcharsky, Mr',\n",
              " 'Davies, Mr',\n",
              " 'Goodwin, Master',\n",
              " 'Buss, Miss',\n",
              " 'Sadlier, Mr',\n",
              " 'Lehmann, Miss',\n",
              " 'Carter, Mr',\n",
              " 'Jansson, Mr',\n",
              " 'Gustafsson, Mr',\n",
              " 'Newell, Miss',\n",
              " 'Sandstrom, Mrs',\n",
              " 'Johansson, Mr',\n",
              " 'Olsson, Miss',\n",
              " 'McKane, Mr',\n",
              " 'Pain, Dr',\n",
              " 'Trout, Mrs',\n",
              " 'Niskanen, Mr',\n",
              " 'Adams, Mr',\n",
              " 'Jussila, Miss',\n",
              " 'Hakkarainen, Mr',\n",
              " 'Oreskovic, Miss',\n",
              " 'Gale, Mr',\n",
              " 'Widegren, Mr',\n",
              " 'Richards, Master',\n",
              " 'Birkeland, Mr',\n",
              " 'Lefebre, Miss',\n",
              " 'Sdycoff, Mr',\n",
              " 'Hart, Mr',\n",
              " 'Minahan, Miss',\n",
              " 'Cunningham, Mr',\n",
              " 'Sundman, Mr',\n",
              " 'Meek, Mrs',\n",
              " 'Drew, Mrs',\n",
              " 'Silven, Miss',\n",
              " 'Matthews, Mr',\n",
              " 'Van Impe, Miss',\n",
              " 'Gheorgheff, Mr',\n",
              " 'Charters, Mr',\n",
              " 'Zimmerman, Mr',\n",
              " 'Danbom, Mrs',\n",
              " 'Rosblom, Mr',\n",
              " 'Wiseman, Mr',\n",
              " 'Clarke, Mrs',\n",
              " 'Phillips, Miss',\n",
              " 'Flynn, Mr',\n",
              " 'Pickard, Mr',\n",
              " 'Bjornstrom-Steffansson, Mr',\n",
              " 'Thorneycroft, Mrs',\n",
              " 'Louch, Mrs',\n",
              " 'Kallio, Mr',\n",
              " 'Silvey, Mr',\n",
              " 'Carter, Miss',\n",
              " 'Ford, Miss',\n",
              " 'Richards, Mrs',\n",
              " 'Fortune, Mr',\n",
              " 'Kvillner, Mr',\n",
              " 'Hart, Mrs',\n",
              " 'Hampe, Mr',\n",
              " 'Petterson, Mr',\n",
              " 'Reynaldo, Ms',\n",
              " 'Johannesen-Bratthammer, Mr',\n",
              " 'Dodge, Master',\n",
              " 'Mellinger, Miss',\n",
              " 'Seward, Mr',\n",
              " 'Baclini, Miss',\n",
              " 'Peuchen, Major',\n",
              " 'West, Mr',\n",
              " 'Hagland, Mr',\n",
              " 'Foreman, Mr',\n",
              " 'Goldenberg, Mr',\n",
              " 'Peduzzi, Mr',\n",
              " 'Jalsevac, Mr',\n",
              " 'Millet, Mr',\n",
              " 'Kenyon, Mrs',\n",
              " 'Toomey, Miss',\n",
              " \"O'Connor, Mr\",\n",
              " 'Anderson, Mr',\n",
              " 'Morley, Mr',\n",
              " 'Gee, Mr',\n",
              " 'Milling, Mr',\n",
              " 'Maisner, Mr',\n",
              " 'Goncalves, Mr',\n",
              " 'Campbell, Mr',\n",
              " 'Smart, Mr',\n",
              " 'Scanlan, Mr',\n",
              " 'Baclini, Miss',\n",
              " 'Keefe, Mr',\n",
              " 'Cacic, Mr',\n",
              " 'West, Mrs',\n",
              " 'Jerwan, Mrs',\n",
              " 'Strandberg, Miss',\n",
              " 'Clifford, Mr',\n",
              " 'Renouf, Mr',\n",
              " 'Braund, Mr',\n",
              " 'Karlsson, Mr',\n",
              " 'Hirvonen, Miss',\n",
              " 'Goodwin, Master',\n",
              " 'Frost, Mr',\n",
              " 'Rouse, Mr',\n",
              " 'Turkula, Mrs',\n",
              " 'Bishop, Mr',\n",
              " 'Lefebre, Miss',\n",
              " 'Hoyt, Mrs',\n",
              " 'Kent, Mr',\n",
              " 'Somerton, Mr',\n",
              " 'Coutts, Master',\n",
              " 'Hagland, Mr',\n",
              " 'Windelov, Mr',\n",
              " 'Molson, Mr',\n",
              " 'Artagaveytia, Mr',\n",
              " 'Stanley, Mr',\n",
              " 'Yousseff, Mr',\n",
              " 'Eustis, Miss',\n",
              " 'Shellard, Mr',\n",
              " 'Allison, Mrs',\n",
              " 'Svensson, Mr',\n",
              " 'Calic, Mr',\n",
              " 'Canavan, Miss',\n",
              " \"O'Sullivan, Miss\",\n",
              " 'Laitinen, Miss',\n",
              " 'Maioni, Miss',\n",
              " 'Penasco y Castellana, Mr',\n",
              " 'Quick, Mrs',\n",
              " 'Bradley, Mr',\n",
              " 'Olsen, Mr',\n",
              " 'Lang, Mr',\n",
              " 'Daly, Mr',\n",
              " 'Webber, Mr',\n",
              " 'McGough, Mr',\n",
              " 'Rothschild, Mrs',\n",
              " 'Coleff, Mr',\n",
              " 'Walker, Mr',\n",
              " 'Lemore, Mrs',\n",
              " 'Ryan, Mr',\n",
              " 'Angle, Mrs',\n",
              " 'Pavlovic, Mr',\n",
              " 'Perreault, Miss',\n",
              " 'Vovk, Mr',\n",
              " 'Lahoud, Mr',\n",
              " 'Hippach, Mrs',\n",
              " 'Kassem, Mr',\n",
              " 'Farrell, Mr',\n",
              " 'Ridsdale, Miss',\n",
              " 'Farthing, Mr',\n",
              " 'Salonen, Mr',\n",
              " 'Hocking, Mr',\n",
              " 'Quick, Miss',\n",
              " 'Toufik, Mr',\n",
              " 'Elias, Mr',\n",
              " 'Peter, Mrs',\n",
              " 'Cacic, Miss',\n",
              " 'Hart, Miss',\n",
              " 'Butt, Major',\n",
              " 'LeRoy, Miss',\n",
              " 'Risien, Mr',\n",
              " 'Frolicher, Miss',\n",
              " 'Crosby, Miss',\n",
              " 'Andersson, Miss',\n",
              " 'Andersson, Miss',\n",
              " 'Beane, Mr',\n",
              " 'Douglas, Mr',\n",
              " 'Nicholson, Mr',\n",
              " 'Beane, Mrs',\n",
              " 'Padro y Manent, Mr',\n",
              " 'Goldsmith, Mr',\n",
              " 'Davies, Master',\n",
              " 'Thayer, Mr',\n",
              " 'Sharp, Mr',\n",
              " \"O'Brien, Mr\",\n",
              " 'Leeni, Mr',\n",
              " 'Ohman, Miss',\n",
              " 'Wright, Mr',\n",
              " 'Duff Gordon, Lady',\n",
              " 'Robbins, Mr',\n",
              " 'Taussig, Mrs',\n",
              " 'de Messemaeker, Mrs',\n",
              " 'Morrow, Mr',\n",
              " 'Sivic, Mr',\n",
              " 'Norman, Mr',\n",
              " 'Simmons, Mr',\n",
              " 'Meanwell, Miss',\n",
              " 'Davies, Mr',\n",
              " 'Stoytcheff, Mr',\n",
              " 'Palsson, Mrs',\n",
              " 'Doharr, Mr',\n",
              " 'Jonsson, Mr',\n",
              " 'Harris, Mr',\n",
              " 'Appleton, Mrs',\n",
              " 'Flynn, Mr',\n",
              " 'Kelly, Miss',\n",
              " 'Rush, Mr',\n",
              " 'Patchett, Mr',\n",
              " 'Garside, Miss',\n",
              " 'Silvey, Mrs',\n",
              " 'Caram, Mrs',\n",
              " 'Jussila, Mr',\n",
              " 'Christy, Miss',\n",
              " 'Thayer, Mrs',\n",
              " 'Downton, Mr',\n",
              " 'Ross, Mr',\n",
              " 'Paulner, Mr',\n",
              " 'Taussig, Miss',\n",
              " 'Jarvis, Mr',\n",
              " 'Frolicher-Stehli, Mr',\n",
              " 'Gilinski, Mr',\n",
              " 'Murdlin, Mr',\n",
              " 'Rintamaki, Mr',\n",
              " 'Stephenson, Mrs',\n",
              " 'Elsbury, Mr',\n",
              " 'Bourke, Miss',\n",
              " 'Chapman, Mr',\n",
              " 'Van Impe, Mr',\n",
              " 'Leitch, Miss',\n",
              " 'Johnson, Mr',\n",
              " 'Boulos, Mr',\n",
              " 'Duff Gordon, Sir',\n",
              " 'Jacobsohn, Mrs',\n",
              " 'Slabenoff, Mr',\n",
              " 'Harrington, Mr',\n",
              " 'Torber, Mr',\n",
              " 'Homer, Mr',\n",
              " 'Lindell, Mr',\n",
              " 'Karaic, Mr',\n",
              " 'Daniel, Mr',\n",
              " 'Laroche, Mrs',\n",
              " 'Shutes, Miss',\n",
              " 'Andersson, Mrs',\n",
              " 'Jardin, Mr',\n",
              " 'Murphy, Miss',\n",
              " 'Horgan, Mr',\n",
              " 'Brocklebank, Mr',\n",
              " 'Herman, Miss',\n",
              " 'Danbom, Mr',\n",
              " 'Lobb, Mrs',\n",
              " 'Becker, Miss',\n",
              " 'Gavey, Mr',\n",
              " 'Yasbeck, Mr',\n",
              " 'Kimball, Mr',\n",
              " 'Nakid, Mr',\n",
              " 'Hansen, Mr',\n",
              " 'Bowen, Mr',\n",
              " 'Sutton, Mr',\n",
              " 'Kirkland, Rev',\n",
              " 'Longley, Miss',\n",
              " 'Bostandyeff, Mr',\n",
              " \"O'Connell, Mr\",\n",
              " 'Barkworth, Mr',\n",
              " 'Lundahl, Mr',\n",
              " 'Stahelin-Maeglin, Dr',\n",
              " 'Parr, Mr',\n",
              " 'Skoog, Miss',\n",
              " 'Davis, Miss',\n",
              " 'Leinonen, Mr',\n",
              " 'Collyer, Mr',\n",
              " 'Panula, Mrs',\n",
              " 'Thorneycroft, Mr',\n",
              " 'Jensen, Mr',\n",
              " 'Sagesser, Mlle',\n",
              " 'Skoog, Miss',\n",
              " 'Foo, Mr',\n",
              " 'Baclini, Miss',\n",
              " 'Harper, Mr',\n",
              " 'Cor, Mr',\n",
              " 'Simonius-Blumer, Col',\n",
              " 'Willey, Mr',\n",
              " 'Stanley, Miss',\n",
              " 'Mitkoff, Mr',\n",
              " 'Doling, Miss',\n",
              " 'Kalvik, Mr',\n",
              " \"O'Leary, Miss\",\n",
              " 'Hegarty, Miss',\n",
              " 'Hickman, Mr',\n",
              " 'Radeff, Mr',\n",
              " 'Bourke, Mrs',\n",
              " 'Eitemiller, Mr',\n",
              " 'Newell, Mr',\n",
              " 'Frauenthal, Dr',\n",
              " 'Badt, Mr',\n",
              " 'Colley, Mr',\n",
              " 'Coleff, Mr',\n",
              " 'Lindqvist, Mr',\n",
              " 'Hickman, Mr',\n",
              " 'Butler, Mr',\n",
              " 'Rommetvedt, Mr',\n",
              " 'Cook, Mr',\n",
              " 'Taylor, Mrs',\n",
              " 'Brown, Mrs',\n",
              " 'Davidson, Mr',\n",
              " 'Mitchell, Mr',\n",
              " 'Wilhelms, Mr',\n",
              " 'Watson, Mr',\n",
              " 'Edvardsson, Mr',\n",
              " 'Sawyer, Mr',\n",
              " 'Turja, Miss',\n",
              " 'Goodwin, Mrs',\n",
              " 'Cardeza, Mr',\n",
              " 'Peters, Miss',\n",
              " 'Hassab, Mr',\n",
              " 'Olsvigen, Mr',\n",
              " 'Goodwin, Mr',\n",
              " 'Brown, Mr',\n",
              " 'Laroche, Mr',\n",
              " 'Panula, Mr',\n",
              " 'Dakic, Mr',\n",
              " 'Fischer, Mr',\n",
              " 'Madill, Miss',\n",
              " 'Dick, Mr',\n",
              " 'Karun, Miss',\n",
              " 'Lam, Mr',\n",
              " 'Saad, Mr',\n",
              " 'Weir, Col',\n",
              " 'Chapman, Mr',\n",
              " 'Kelly, Mr',\n",
              " 'Mullens, Miss',\n",
              " 'Thayer, Mr',\n",
              " 'Humblen, Mr',\n",
              " 'Astor, Mrs',\n",
              " 'Silverthorne, Mr',\n",
              " 'Barbara, Miss',\n",
              " 'Gallagher, Mr',\n",
              " 'Hansen, Mr',\n",
              " 'Morley, Mr',\n",
              " 'Kelly, Mrs',\n",
              " 'Calderhead, Mr',\n",
              " 'Cleaver, Miss',\n",
              " 'Moubarek, Master',\n",
              " 'Mayne, Mlle',\n",
              " 'Klaber, Mr',\n",
              " 'Taylor, Mr',\n",
              " 'Larsson, Mr',\n",
              " 'Greenberg, Mr',\n",
              " 'Soholt, Mr',\n",
              " 'Endres, Miss',\n",
              " 'Troutt, Miss',\n",
              " 'McEvoy, Mr',\n",
              " 'Johnson, Mr',\n",
              " 'Harper, Miss',\n",
              " 'Jensen, Mr',\n",
              " 'Gillespie, Mr',\n",
              " 'Hodges, Mr',\n",
              " 'Chambers, Mr',\n",
              " 'Oreskovic, Mr',\n",
              " 'Renouf, Mrs',\n",
              " 'Mannion, Miss',\n",
              " 'Bryhl, Mr',\n",
              " 'Ilmakangas, Miss',\n",
              " 'Allen, Miss',\n",
              " 'Hassan, Mr',\n",
              " 'Knight, Mr',\n",
              " 'Berriman, Mr',\n",
              " 'Troupiansky, Mr',\n",
              " 'Williams, Mr',\n",
              " 'Ford, Mrs',\n",
              " 'Lesurer, Mr',\n",
              " 'Ivanoff, Mr',\n",
              " 'Nankoff, Mr',\n",
              " 'Hawksford, Mr',\n",
              " 'Cavendish, Mr',\n",
              " 'Ryerson, Miss',\n",
              " 'McNamee, Mr',\n",
              " 'Stranden, Mr',\n",
              " 'Crosby, Capt',\n",
              " 'Abbott, Mr',\n",
              " 'Sinkkonen, Miss',\n",
              " 'Marvin, Mr',\n",
              " 'Connaghton, Mr',\n",
              " 'Wells, Miss',\n",
              " 'Moor, Master',\n",
              " 'Vande Velde, Mr',\n",
              " 'Jonkoff, Mr',\n",
              " 'Herman, Mrs',\n",
              " 'Hamalainen, Master',\n",
              " 'Carlsson, Mr',\n",
              " 'Bailey, Mr',\n",
              " 'Theobald, Mr',\n",
              " 'Rothes, the Countess',\n",
              " 'Garfirth, Mr',\n",
              " 'Nirva, Mr',\n",
              " 'Barah, Mr',\n",
              " 'Carter, Mrs',\n",
              " 'Eklund, Mr',\n",
              " 'Hogeboom, Mrs',\n",
              " 'Brewe, Dr',\n",
              " 'Mangan, Miss',\n",
              " 'Moran, Mr',\n",
              " 'Gronnestad, Mr',\n",
              " 'Lievens, Mr',\n",
              " 'Jensen, Mr',\n",
              " 'Mack, Mrs',\n",
              " 'Elias, Mr',\n",
              " 'Hocking, Mrs',\n",
              " 'Myhrman, Mr',\n",
              " 'Tobin, Mr',\n",
              " 'Emanuel, Miss',\n",
              " 'Kilgannon, Mr',\n",
              " 'Robert, Mrs',\n",
              " 'Ayoub, Miss',\n",
              " 'Dick, Mrs',\n",
              " 'Long, Mr',\n",
              " 'Johnston, Mr',\n",
              " 'Ali, Mr',\n",
              " 'Harmer, Mr',\n",
              " 'Sjoblom, Miss',\n",
              " 'Rice, Master',\n",
              " 'Dean, Master',\n",
              " 'Guggenheim, Mr',\n",
              " 'Keane, Mr',\n",
              " 'Gaskell, Mr',\n",
              " 'Sage, Miss',\n",
              " 'Hoyt, Mr',\n",
              " 'Dantcheff, Mr',\n",
              " 'Otter, Mr',\n",
              " 'Leader, Dr',\n",
              " 'Osman, Mrs',\n",
              " 'Ibrahim Shawah, Mr',\n",
              " 'Van Impe, Mrs',\n",
              " 'Ponesell, Mr',\n",
              " 'Collyer, Mrs',\n",
              " 'Carter, Master',\n",
              " 'Thomas, Master',\n",
              " 'Hedman, Mr',\n",
              " 'Johansson, Mr',\n",
              " 'Andrews, Mr',\n",
              " 'Pettersson, Miss',\n",
              " 'Meyer, Mr',\n",
              " 'Chambers, Mrs',\n",
              " 'Alexander, Mr',\n",
              " 'Lester, Mr',\n",
              " 'Slemen, Mr',\n",
              " 'Andersson, Miss',\n",
              " 'Tomlin, Mr',\n",
              " 'Fry, Mr',\n",
              " 'Heininen, Miss',\n",
              " 'Mallet, Mr',\n",
              " 'Holm, Mr',\n",
              " 'Skoog, Master',\n",
              " 'Hays, Mrs',\n",
              " 'Lulic, Mr',\n",
              " 'Reuchlin, Jonkheer',\n",
              " 'Moor, Mrs',\n",
              " 'Panula, Master',\n",
              " 'Flynn, Mr',\n",
              " 'Lam, Mr',\n",
              " 'Mallet, Master',\n",
              " 'McCormack, Mr',\n",
              " 'Stone, Mrs',\n",
              " 'Yasbeck, Mrs',\n",
              " 'Richards, Master',\n",
              " 'Saad, Mr',\n",
              " 'Augustsson, Mr',\n",
              " 'Allum, Mr',\n",
              " 'Compton, Miss',\n",
              " 'Pasic, Mr',\n",
              " 'Sirota, Mr',\n",
              " 'Chip, Mr',\n",
              " 'Marechal, Mr',\n",
              " 'Alhomaki, Mr',\n",
              " 'Mudd, Mr',\n",
              " 'Serepeca, Miss',\n",
              " 'Lemberopolous, Mr',\n",
              " 'Culumovic, Mr',\n",
              " 'Abbing, Mr',\n",
              " 'Sage, Mr',\n",
              " 'Markoff, Mr',\n",
              " 'Harper, Rev',\n",
              " 'Goldenberg, Mrs',\n",
              " 'Andersson, Master',\n",
              " 'Svensson, Mr',\n",
              " 'Boulos, Miss',\n",
              " 'Lines, Miss',\n",
              " 'Carter, Mrs',\n",
              " 'Aks, Mrs',\n",
              " 'Wick, Mrs',\n",
              " 'Daly, Mr',\n",
              " 'Baclini, Mrs',\n",
              " 'Razi, Mr',\n",
              " 'Hansen, Mr',\n",
              " 'Giles, Mr',\n",
              " 'Swift, Mrs',\n",
              " 'Sage, Miss',\n",
              " 'Gill, Mr',\n",
              " 'Bystrom, Mrs',\n",
              " 'Duran y More, Miss',\n",
              " 'Roebling, Mr',\n",
              " 'van Melkebeke, Mr',\n",
              " 'Johnson, Master',\n",
              " 'Balkic, Mr',\n",
              " 'Beckwith, Mrs',\n",
              " 'Carlsson, Mr',\n",
              " 'Vander Cruyssen, Mr',\n",
              " 'Abelson, Mrs',\n",
              " 'Najib, Miss',\n",
              " 'Gustafsson, Mr',\n",
              " 'Petroff, Mr',\n",
              " 'Laleff, Mr',\n",
              " 'Potter, Mrs',\n",
              " 'Shelley, Mrs',\n",
              " 'Markun, Mr',\n",
              " 'Dahlberg, Miss',\n",
              " 'Banfield, Mr',\n",
              " 'Sutehall, Mr',\n",
              " 'Rice, Mrs',\n",
              " 'Montvila, Rev',\n",
              " 'Graham, Miss',\n",
              " 'Johnston, Miss',\n",
              " 'Behr, Mr',\n",
              " 'Dooley, Mr']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tS5z_nuHTXX1"
      },
      "source": [
        "gender_list = []\n",
        "for word in first_part:\n",
        "    word = word.split(\",\")\n",
        "    gender_list.append(word)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L3ks0uelTXX1",
        "outputId": "850d1533-718a-4966-d953-2b0774ef11d5"
      },
      "source": [
        "gender_list"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['Braund', ' Mr'],\n",
              " ['Cumings', ' Mrs'],\n",
              " ['Heikkinen', ' Miss'],\n",
              " ['Futrelle', ' Mrs'],\n",
              " ['Allen', ' Mr'],\n",
              " ['Moran', ' Mr'],\n",
              " ['McCarthy', ' Mr'],\n",
              " ['Palsson', ' Master'],\n",
              " ['Johnson', ' Mrs'],\n",
              " ['Nasser', ' Mrs'],\n",
              " ['Sandstrom', ' Miss'],\n",
              " ['Bonnell', ' Miss'],\n",
              " ['Saundercock', ' Mr'],\n",
              " ['Andersson', ' Mr'],\n",
              " ['Vestrom', ' Miss'],\n",
              " ['Hewlett', ' Mrs'],\n",
              " ['Rice', ' Master'],\n",
              " ['Williams', ' Mr'],\n",
              " ['Vander Planke', ' Mrs'],\n",
              " ['Masselmani', ' Mrs'],\n",
              " ['Fynney', ' Mr'],\n",
              " ['Beesley', ' Mr'],\n",
              " ['McGowan', ' Miss'],\n",
              " ['Sloper', ' Mr'],\n",
              " ['Palsson', ' Miss'],\n",
              " ['Asplund', ' Mrs'],\n",
              " ['Emir', ' Mr'],\n",
              " ['Fortune', ' Mr'],\n",
              " [\"O'Dwyer\", ' Miss'],\n",
              " ['Todoroff', ' Mr'],\n",
              " ['Uruchurtu', ' Don'],\n",
              " ['Spencer', ' Mrs'],\n",
              " ['Glynn', ' Miss'],\n",
              " ['Wheadon', ' Mr'],\n",
              " ['Meyer', ' Mr'],\n",
              " ['Holverson', ' Mr'],\n",
              " ['Mamee', ' Mr'],\n",
              " ['Cann', ' Mr'],\n",
              " ['Vander Planke', ' Miss'],\n",
              " ['Nicola-Yarred', ' Miss'],\n",
              " ['Ahlin', ' Mrs'],\n",
              " ['Turpin', ' Mrs'],\n",
              " ['Kraeff', ' Mr'],\n",
              " ['Laroche', ' Miss'],\n",
              " ['Devaney', ' Miss'],\n",
              " ['Rogers', ' Mr'],\n",
              " ['Lennon', ' Mr'],\n",
              " [\"O'Driscoll\", ' Miss'],\n",
              " ['Samaan', ' Mr'],\n",
              " ['Arnold-Franchi', ' Mrs'],\n",
              " ['Panula', ' Master'],\n",
              " ['Nosworthy', ' Mr'],\n",
              " ['Harper', ' Mrs'],\n",
              " ['Faunthorpe', ' Mrs'],\n",
              " ['Ostby', ' Mr'],\n",
              " ['Woolner', ' Mr'],\n",
              " ['Rugg', ' Miss'],\n",
              " ['Novel', ' Mr'],\n",
              " ['West', ' Miss'],\n",
              " ['Goodwin', ' Master'],\n",
              " ['Sirayanian', ' Mr'],\n",
              " ['Icard', ' Miss'],\n",
              " ['Harris', ' Mr'],\n",
              " ['Skoog', ' Master'],\n",
              " ['Stewart', ' Mr'],\n",
              " ['Moubarek', ' Master'],\n",
              " ['Nye', ' Mrs'],\n",
              " ['Crease', ' Mr'],\n",
              " ['Andersson', ' Miss'],\n",
              " ['Kink', ' Mr'],\n",
              " ['Jenkin', ' Mr'],\n",
              " ['Goodwin', ' Miss'],\n",
              " ['Hood', ' Mr'],\n",
              " ['Chronopoulos', ' Mr'],\n",
              " ['Bing', ' Mr'],\n",
              " ['Moen', ' Mr'],\n",
              " ['Staneff', ' Mr'],\n",
              " ['Moutal', ' Mr'],\n",
              " ['Caldwell', ' Master'],\n",
              " ['Dowdell', ' Miss'],\n",
              " ['Waelens', ' Mr'],\n",
              " ['Sheerlinck', ' Mr'],\n",
              " ['McDermott', ' Miss'],\n",
              " ['Carrau', ' Mr'],\n",
              " ['Ilett', ' Miss'],\n",
              " ['Backstrom', ' Mrs'],\n",
              " ['Ford', ' Mr'],\n",
              " ['Slocovski', ' Mr'],\n",
              " ['Fortune', ' Miss'],\n",
              " ['Celotti', ' Mr'],\n",
              " ['Christmann', ' Mr'],\n",
              " ['Andreasson', ' Mr'],\n",
              " ['Chaffee', ' Mr'],\n",
              " ['Dean', ' Mr'],\n",
              " ['Coxon', ' Mr'],\n",
              " ['Shorney', ' Mr'],\n",
              " ['Goldschmidt', ' Mr'],\n",
              " ['Greenfield', ' Mr'],\n",
              " ['Doling', ' Mrs'],\n",
              " ['Kantor', ' Mr'],\n",
              " ['Petranec', ' Miss'],\n",
              " ['Petroff', ' Mr'],\n",
              " ['White', ' Mr'],\n",
              " ['Johansson', ' Mr'],\n",
              " ['Gustafsson', ' Mr'],\n",
              " ['Mionoff', ' Mr'],\n",
              " ['Salkjelsvik', ' Miss'],\n",
              " ['Moss', ' Mr'],\n",
              " ['Rekic', ' Mr'],\n",
              " ['Moran', ' Miss'],\n",
              " ['Porter', ' Mr'],\n",
              " ['Zabour', ' Miss'],\n",
              " ['Barton', ' Mr'],\n",
              " ['Jussila', ' Miss'],\n",
              " ['Attalah', ' Miss'],\n",
              " ['Pekoniemi', ' Mr'],\n",
              " ['Connors', ' Mr'],\n",
              " ['Turpin', ' Mr'],\n",
              " ['Baxter', ' Mr'],\n",
              " ['Andersson', ' Miss'],\n",
              " ['Hickman', ' Mr'],\n",
              " ['Moore', ' Mr'],\n",
              " ['Nasser', ' Mr'],\n",
              " ['Webber', ' Miss'],\n",
              " ['White', ' Mr'],\n",
              " ['Nicola-Yarred', ' Master'],\n",
              " ['McMahon', ' Mr'],\n",
              " ['Madsen', ' Mr'],\n",
              " ['Peter', ' Miss'],\n",
              " ['Ekstrom', ' Mr'],\n",
              " ['Drazenoic', ' Mr'],\n",
              " ['Coelho', ' Mr'],\n",
              " ['Robins', ' Mrs'],\n",
              " ['Weisz', ' Mrs'],\n",
              " ['Sobey', ' Mr'],\n",
              " ['Richard', ' Mr'],\n",
              " ['Newsom', ' Miss'],\n",
              " ['Futrelle', ' Mr'],\n",
              " ['Osen', ' Mr'],\n",
              " ['Giglio', ' Mr'],\n",
              " ['Boulos', ' Mrs'],\n",
              " ['Nysten', ' Miss'],\n",
              " ['Hakkarainen', ' Mrs'],\n",
              " ['Burke', ' Mr'],\n",
              " ['Andrew', ' Mr'],\n",
              " ['Nicholls', ' Mr'],\n",
              " ['Andersson', ' Mr'],\n",
              " ['Ford', ' Miss'],\n",
              " ['Navratil', ' Mr'],\n",
              " ['Byles', ' Rev'],\n",
              " ['Bateman', ' Rev'],\n",
              " ['Pears', ' Mrs'],\n",
              " ['Meo', ' Mr'],\n",
              " ['van Billiard', ' Mr'],\n",
              " ['Olsen', ' Mr'],\n",
              " ['Williams', ' Mr'],\n",
              " ['Gilnagh', ' Miss'],\n",
              " ['Corn', ' Mr'],\n",
              " ['Smiljanic', ' Mr'],\n",
              " ['Sage', ' Master'],\n",
              " ['Cribb', ' Mr'],\n",
              " ['Watt', ' Mrs'],\n",
              " ['Bengtsson', ' Mr'],\n",
              " ['Calic', ' Mr'],\n",
              " ['Panula', ' Master'],\n",
              " ['Goldsmith', ' Master'],\n",
              " ['Chibnall', ' Mrs'],\n",
              " ['Skoog', ' Mrs'],\n",
              " ['Baumann', ' Mr'],\n",
              " ['Ling', ' Mr'],\n",
              " ['Van der hoef', ' Mr'],\n",
              " ['Rice', ' Master'],\n",
              " ['Johnson', ' Miss'],\n",
              " ['Sivola', ' Mr'],\n",
              " ['Smith', ' Mr'],\n",
              " ['Klasen', ' Mr'],\n",
              " ['Lefebre', ' Master'],\n",
              " ['Isham', ' Miss'],\n",
              " ['Hale', ' Mr'],\n",
              " ['Leonard', ' Mr'],\n",
              " ['Sage', ' Miss'],\n",
              " ['Pernot', ' Mr'],\n",
              " ['Asplund', ' Master'],\n",
              " ['Becker', ' Master'],\n",
              " ['Kink-Heilmann', ' Miss'],\n",
              " ['Rood', ' Mr'],\n",
              " [\"O'Brien\", ' Mrs'],\n",
              " ['Romaine', ' Mr'],\n",
              " ['Bourke', ' Mr'],\n",
              " ['Turcin', ' Mr'],\n",
              " ['Pinsky', ' Mrs'],\n",
              " ['Carbines', ' Mr'],\n",
              " ['Andersen-Jensen', ' Miss'],\n",
              " ['Navratil', ' Master'],\n",
              " ['Brown', ' Mrs'],\n",
              " ['Lurette', ' Miss'],\n",
              " ['Mernagh', ' Mr'],\n",
              " ['Olsen', ' Mr'],\n",
              " ['Madigan', ' Miss'],\n",
              " ['Yrois', ' Miss'],\n",
              " ['Vande Walle', ' Mr'],\n",
              " ['Sage', ' Mr'],\n",
              " ['Johanson', ' Mr'],\n",
              " ['Youseff', ' Mr'],\n",
              " ['Cohen', ' Mr'],\n",
              " ['Strom', ' Miss'],\n",
              " ['Backstrom', ' Mr'],\n",
              " ['Albimona', ' Mr'],\n",
              " ['Carr', ' Miss'],\n",
              " ['Blank', ' Mr'],\n",
              " ['Ali', ' Mr'],\n",
              " ['Cameron', ' Miss'],\n",
              " ['Perkin', ' Mr'],\n",
              " ['Givard', ' Mr'],\n",
              " ['Kiernan', ' Mr'],\n",
              " ['Newell', ' Miss'],\n",
              " ['Honkanen', ' Miss'],\n",
              " ['Jacobsohn', ' Mr'],\n",
              " ['Bazzani', ' Miss'],\n",
              " ['Harris', ' Mr'],\n",
              " ['Sunderland', ' Mr'],\n",
              " ['Bracken', ' Mr'],\n",
              " ['Green', ' Mr'],\n",
              " ['Nenkoff', ' Mr'],\n",
              " ['Hoyt', ' Mr'],\n",
              " ['Berglund', ' Mr'],\n",
              " ['Mellors', ' Mr'],\n",
              " ['Lovell', ' Mr'],\n",
              " ['Fahlstrom', ' Mr'],\n",
              " ['Lefebre', ' Miss'],\n",
              " ['Harris', ' Mrs'],\n",
              " ['Larsson', ' Mr'],\n",
              " ['Sjostedt', ' Mr'],\n",
              " ['Asplund', ' Miss'],\n",
              " ['Leyson', ' Mr'],\n",
              " ['Harknett', ' Miss'],\n",
              " ['Hold', ' Mr'],\n",
              " ['Collyer', ' Miss'],\n",
              " ['Pengelly', ' Mr'],\n",
              " ['Hunt', ' Mr'],\n",
              " ['Zabour', ' Miss'],\n",
              " ['Murphy', ' Miss'],\n",
              " ['Coleridge', ' Mr'],\n",
              " ['Maenpaa', ' Mr'],\n",
              " ['Attalah', ' Mr'],\n",
              " ['Minahan', ' Dr'],\n",
              " ['Lindahl', ' Miss'],\n",
              " ['Hamalainen', ' Mrs'],\n",
              " ['Beckwith', ' Mr'],\n",
              " ['Carter', ' Rev'],\n",
              " ['Reed', ' Mr'],\n",
              " ['Strom', ' Mrs'],\n",
              " ['Stead', ' Mr'],\n",
              " ['Lobb', ' Mr'],\n",
              " ['Rosblom', ' Mrs'],\n",
              " ['Touma', ' Mrs'],\n",
              " ['Thorne', ' Mrs'],\n",
              " ['Cherry', ' Miss'],\n",
              " ['Ward', ' Miss'],\n",
              " ['Parrish', ' Mrs'],\n",
              " ['Smith', ' Mr'],\n",
              " ['Asplund', ' Master'],\n",
              " ['Taussig', ' Mr'],\n",
              " ['Harrison', ' Mr'],\n",
              " ['Henry', ' Miss'],\n",
              " ['Reeves', ' Mr'],\n",
              " ['Panula', ' Mr'],\n",
              " ['Persson', ' Mr'],\n",
              " ['Graham', ' Mrs'],\n",
              " ['Bissette', ' Miss'],\n",
              " ['Cairns', ' Mr'],\n",
              " ['Tornquist', ' Mr'],\n",
              " ['Mellinger', ' Mrs'],\n",
              " ['Natsch', ' Mr'],\n",
              " ['Healy', ' Miss'],\n",
              " ['Andrews', ' Miss'],\n",
              " ['Lindblom', ' Miss'],\n",
              " ['Parkes', ' Mr'],\n",
              " ['Rice', ' Master'],\n",
              " ['Abbott', ' Mrs'],\n",
              " ['Duane', ' Mr'],\n",
              " ['Olsson', ' Mr'],\n",
              " ['de Pelsmaeker', ' Mr'],\n",
              " ['Dorking', ' Mr'],\n",
              " ['Smith', ' Mr'],\n",
              " ['Stankovic', ' Mr'],\n",
              " ['de Mulder', ' Mr'],\n",
              " ['Naidenoff', ' Mr'],\n",
              " ['Hosono', ' Mr'],\n",
              " ['Connolly', ' Miss'],\n",
              " ['Barber', ' Miss'],\n",
              " ['Bishop', ' Mrs'],\n",
              " ['Levy', ' Mr'],\n",
              " ['Haas', ' Miss'],\n",
              " ['Mineff', ' Mr'],\n",
              " ['Lewy', ' Mr'],\n",
              " ['Hanna', ' Mr'],\n",
              " ['Allison', ' Miss'],\n",
              " ['Saalfeld', ' Mr'],\n",
              " ['Baxter', ' Mrs'],\n",
              " ['Kelly', ' Miss'],\n",
              " ['McCoy', ' Mr'],\n",
              " ['Johnson', ' Mr'],\n",
              " ['Keane', ' Miss'],\n",
              " ['Williams', ' Mr'],\n",
              " ['Allison', ' Master'],\n",
              " ['Fleming', ' Miss'],\n",
              " ['Penasco y Castellana', ' Mrs'],\n",
              " ['Abelson', ' Mr'],\n",
              " ['Francatelli', ' Miss'],\n",
              " ['Hays', ' Miss'],\n",
              " ['Ryerson', ' Miss'],\n",
              " ['Lahtinen', ' Mrs'],\n",
              " ['Hendekovic', ' Mr'],\n",
              " ['Hart', ' Mr'],\n",
              " ['Nilsson', ' Miss'],\n",
              " ['Kantor', ' Mrs'],\n",
              " ['Moraweck', ' Dr'],\n",
              " ['Wick', ' Miss'],\n",
              " ['Spedden', ' Mrs'],\n",
              " ['Dennis', ' Mr'],\n",
              " ['Danoff', ' Mr'],\n",
              " ['Slayter', ' Miss'],\n",
              " ['Caldwell', ' Mrs'],\n",
              " ['Sage', ' Mr'],\n",
              " ['Young', ' Miss'],\n",
              " ['Nysveen', ' Mr'],\n",
              " ['Ball', ' Mrs'],\n",
              " ['Goldsmith', ' Mrs'],\n",
              " ['Hippach', ' Miss'],\n",
              " ['McCoy', ' Miss'],\n",
              " ['Partner', ' Mr'],\n",
              " ['Graham', ' Mr'],\n",
              " ['Vander Planke', ' Mr'],\n",
              " ['Frauenthal', ' Mrs'],\n",
              " ['Denkoff', ' Mr'],\n",
              " ['Pears', ' Mr'],\n",
              " ['Burns', ' Miss'],\n",
              " ['Dahl', ' Mr'],\n",
              " ['Blackwell', ' Mr'],\n",
              " ['Navratil', ' Master'],\n",
              " ['Fortune', ' Miss'],\n",
              " ['Collander', ' Mr'],\n",
              " ['Sedgwick', ' Mr'],\n",
              " ['Fox', ' Mr'],\n",
              " ['Brown', ' Miss'],\n",
              " ['Smith', ' Miss'],\n",
              " ['Davison', ' Mrs'],\n",
              " ['Coutts', ' Master'],\n",
              " ['Dimic', ' Mr'],\n",
              " ['Odahl', ' Mr'],\n",
              " ['Williams-Lambert', ' Mr'],\n",
              " ['Elias', ' Mr'],\n",
              " ['Arnold-Franchi', ' Mr'],\n",
              " ['Yousif', ' Mr'],\n",
              " ['Vanden Steen', ' Mr'],\n",
              " ['Bowerman', ' Miss'],\n",
              " ['Funk', ' Miss'],\n",
              " ['McGovern', ' Miss'],\n",
              " ['Mockler', ' Miss'],\n",
              " ['Skoog', ' Mr'],\n",
              " ['del Carlo', ' Mr'],\n",
              " ['Barbara', ' Mrs'],\n",
              " ['Asim', ' Mr'],\n",
              " [\"O'Brien\", ' Mr'],\n",
              " ['Adahl', ' Mr'],\n",
              " ['Warren', ' Mrs'],\n",
              " ['Moussa', ' Mrs'],\n",
              " ['Jermyn', ' Miss'],\n",
              " ['Aubart', ' Mme'],\n",
              " ['Harder', ' Mr'],\n",
              " ['Wiklund', ' Mr'],\n",
              " ['Beavan', ' Mr'],\n",
              " ['Ringhini', ' Mr'],\n",
              " ['Palsson', ' Miss'],\n",
              " ['Meyer', ' Mrs'],\n",
              " ['Landergren', ' Miss'],\n",
              " ['Widener', ' Mr'],\n",
              " ['Betros', ' Mr'],\n",
              " ['Gustafsson', ' Mr'],\n",
              " ['Bidois', ' Miss'],\n",
              " ['Nakid', ' Miss'],\n",
              " ['Tikkanen', ' Mr'],\n",
              " ['Holverson', ' Mrs'],\n",
              " ['Plotcharsky', ' Mr'],\n",
              " ['Davies', ' Mr'],\n",
              " ['Goodwin', ' Master'],\n",
              " ['Buss', ' Miss'],\n",
              " ['Sadlier', ' Mr'],\n",
              " ['Lehmann', ' Miss'],\n",
              " ['Carter', ' Mr'],\n",
              " ['Jansson', ' Mr'],\n",
              " ['Gustafsson', ' Mr'],\n",
              " ['Newell', ' Miss'],\n",
              " ['Sandstrom', ' Mrs'],\n",
              " ['Johansson', ' Mr'],\n",
              " ['Olsson', ' Miss'],\n",
              " ['McKane', ' Mr'],\n",
              " ['Pain', ' Dr'],\n",
              " ['Trout', ' Mrs'],\n",
              " ['Niskanen', ' Mr'],\n",
              " ['Adams', ' Mr'],\n",
              " ['Jussila', ' Miss'],\n",
              " ['Hakkarainen', ' Mr'],\n",
              " ['Oreskovic', ' Miss'],\n",
              " ['Gale', ' Mr'],\n",
              " ['Widegren', ' Mr'],\n",
              " ['Richards', ' Master'],\n",
              " ['Birkeland', ' Mr'],\n",
              " ['Lefebre', ' Miss'],\n",
              " ['Sdycoff', ' Mr'],\n",
              " ['Hart', ' Mr'],\n",
              " ['Minahan', ' Miss'],\n",
              " ['Cunningham', ' Mr'],\n",
              " ['Sundman', ' Mr'],\n",
              " ['Meek', ' Mrs'],\n",
              " ['Drew', ' Mrs'],\n",
              " ['Silven', ' Miss'],\n",
              " ['Matthews', ' Mr'],\n",
              " ['Van Impe', ' Miss'],\n",
              " ['Gheorgheff', ' Mr'],\n",
              " ['Charters', ' Mr'],\n",
              " ['Zimmerman', ' Mr'],\n",
              " ['Danbom', ' Mrs'],\n",
              " ['Rosblom', ' Mr'],\n",
              " ['Wiseman', ' Mr'],\n",
              " ['Clarke', ' Mrs'],\n",
              " ['Phillips', ' Miss'],\n",
              " ['Flynn', ' Mr'],\n",
              " ['Pickard', ' Mr'],\n",
              " ['Bjornstrom-Steffansson', ' Mr'],\n",
              " ['Thorneycroft', ' Mrs'],\n",
              " ['Louch', ' Mrs'],\n",
              " ['Kallio', ' Mr'],\n",
              " ['Silvey', ' Mr'],\n",
              " ['Carter', ' Miss'],\n",
              " ['Ford', ' Miss'],\n",
              " ['Richards', ' Mrs'],\n",
              " ['Fortune', ' Mr'],\n",
              " ['Kvillner', ' Mr'],\n",
              " ['Hart', ' Mrs'],\n",
              " ['Hampe', ' Mr'],\n",
              " ['Petterson', ' Mr'],\n",
              " ['Reynaldo', ' Ms'],\n",
              " ['Johannesen-Bratthammer', ' Mr'],\n",
              " ['Dodge', ' Master'],\n",
              " ['Mellinger', ' Miss'],\n",
              " ['Seward', ' Mr'],\n",
              " ['Baclini', ' Miss'],\n",
              " ['Peuchen', ' Major'],\n",
              " ['West', ' Mr'],\n",
              " ['Hagland', ' Mr'],\n",
              " ['Foreman', ' Mr'],\n",
              " ['Goldenberg', ' Mr'],\n",
              " ['Peduzzi', ' Mr'],\n",
              " ['Jalsevac', ' Mr'],\n",
              " ['Millet', ' Mr'],\n",
              " ['Kenyon', ' Mrs'],\n",
              " ['Toomey', ' Miss'],\n",
              " [\"O'Connor\", ' Mr'],\n",
              " ['Anderson', ' Mr'],\n",
              " ['Morley', ' Mr'],\n",
              " ['Gee', ' Mr'],\n",
              " ['Milling', ' Mr'],\n",
              " ['Maisner', ' Mr'],\n",
              " ['Goncalves', ' Mr'],\n",
              " ['Campbell', ' Mr'],\n",
              " ['Smart', ' Mr'],\n",
              " ['Scanlan', ' Mr'],\n",
              " ['Baclini', ' Miss'],\n",
              " ['Keefe', ' Mr'],\n",
              " ['Cacic', ' Mr'],\n",
              " ['West', ' Mrs'],\n",
              " ['Jerwan', ' Mrs'],\n",
              " ['Strandberg', ' Miss'],\n",
              " ['Clifford', ' Mr'],\n",
              " ['Renouf', ' Mr'],\n",
              " ['Braund', ' Mr'],\n",
              " ['Karlsson', ' Mr'],\n",
              " ['Hirvonen', ' Miss'],\n",
              " ['Goodwin', ' Master'],\n",
              " ['Frost', ' Mr'],\n",
              " ['Rouse', ' Mr'],\n",
              " ['Turkula', ' Mrs'],\n",
              " ['Bishop', ' Mr'],\n",
              " ['Lefebre', ' Miss'],\n",
              " ['Hoyt', ' Mrs'],\n",
              " ['Kent', ' Mr'],\n",
              " ['Somerton', ' Mr'],\n",
              " ['Coutts', ' Master'],\n",
              " ['Hagland', ' Mr'],\n",
              " ['Windelov', ' Mr'],\n",
              " ['Molson', ' Mr'],\n",
              " ['Artagaveytia', ' Mr'],\n",
              " ['Stanley', ' Mr'],\n",
              " ['Yousseff', ' Mr'],\n",
              " ['Eustis', ' Miss'],\n",
              " ['Shellard', ' Mr'],\n",
              " ['Allison', ' Mrs'],\n",
              " ['Svensson', ' Mr'],\n",
              " ['Calic', ' Mr'],\n",
              " ['Canavan', ' Miss'],\n",
              " [\"O'Sullivan\", ' Miss'],\n",
              " ['Laitinen', ' Miss'],\n",
              " ['Maioni', ' Miss'],\n",
              " ['Penasco y Castellana', ' Mr'],\n",
              " ['Quick', ' Mrs'],\n",
              " ['Bradley', ' Mr'],\n",
              " ['Olsen', ' Mr'],\n",
              " ['Lang', ' Mr'],\n",
              " ['Daly', ' Mr'],\n",
              " ['Webber', ' Mr'],\n",
              " ['McGough', ' Mr'],\n",
              " ['Rothschild', ' Mrs'],\n",
              " ['Coleff', ' Mr'],\n",
              " ['Walker', ' Mr'],\n",
              " ['Lemore', ' Mrs'],\n",
              " ['Ryan', ' Mr'],\n",
              " ['Angle', ' Mrs'],\n",
              " ['Pavlovic', ' Mr'],\n",
              " ['Perreault', ' Miss'],\n",
              " ['Vovk', ' Mr'],\n",
              " ['Lahoud', ' Mr'],\n",
              " ['Hippach', ' Mrs'],\n",
              " ['Kassem', ' Mr'],\n",
              " ['Farrell', ' Mr'],\n",
              " ['Ridsdale', ' Miss'],\n",
              " ['Farthing', ' Mr'],\n",
              " ['Salonen', ' Mr'],\n",
              " ['Hocking', ' Mr'],\n",
              " ['Quick', ' Miss'],\n",
              " ['Toufik', ' Mr'],\n",
              " ['Elias', ' Mr'],\n",
              " ['Peter', ' Mrs'],\n",
              " ['Cacic', ' Miss'],\n",
              " ['Hart', ' Miss'],\n",
              " ['Butt', ' Major'],\n",
              " ['LeRoy', ' Miss'],\n",
              " ['Risien', ' Mr'],\n",
              " ['Frolicher', ' Miss'],\n",
              " ['Crosby', ' Miss'],\n",
              " ['Andersson', ' Miss'],\n",
              " ['Andersson', ' Miss'],\n",
              " ['Beane', ' Mr'],\n",
              " ['Douglas', ' Mr'],\n",
              " ['Nicholson', ' Mr'],\n",
              " ['Beane', ' Mrs'],\n",
              " ['Padro y Manent', ' Mr'],\n",
              " ['Goldsmith', ' Mr'],\n",
              " ['Davies', ' Master'],\n",
              " ['Thayer', ' Mr'],\n",
              " ['Sharp', ' Mr'],\n",
              " [\"O'Brien\", ' Mr'],\n",
              " ['Leeni', ' Mr'],\n",
              " ['Ohman', ' Miss'],\n",
              " ['Wright', ' Mr'],\n",
              " ['Duff Gordon', ' Lady'],\n",
              " ['Robbins', ' Mr'],\n",
              " ['Taussig', ' Mrs'],\n",
              " ['de Messemaeker', ' Mrs'],\n",
              " ['Morrow', ' Mr'],\n",
              " ['Sivic', ' Mr'],\n",
              " ['Norman', ' Mr'],\n",
              " ['Simmons', ' Mr'],\n",
              " ['Meanwell', ' Miss'],\n",
              " ['Davies', ' Mr'],\n",
              " ['Stoytcheff', ' Mr'],\n",
              " ['Palsson', ' Mrs'],\n",
              " ['Doharr', ' Mr'],\n",
              " ['Jonsson', ' Mr'],\n",
              " ['Harris', ' Mr'],\n",
              " ['Appleton', ' Mrs'],\n",
              " ['Flynn', ' Mr'],\n",
              " ['Kelly', ' Miss'],\n",
              " ['Rush', ' Mr'],\n",
              " ['Patchett', ' Mr'],\n",
              " ['Garside', ' Miss'],\n",
              " ['Silvey', ' Mrs'],\n",
              " ['Caram', ' Mrs'],\n",
              " ['Jussila', ' Mr'],\n",
              " ['Christy', ' Miss'],\n",
              " ['Thayer', ' Mrs'],\n",
              " ['Downton', ' Mr'],\n",
              " ['Ross', ' Mr'],\n",
              " ['Paulner', ' Mr'],\n",
              " ['Taussig', ' Miss'],\n",
              " ['Jarvis', ' Mr'],\n",
              " ['Frolicher-Stehli', ' Mr'],\n",
              " ['Gilinski', ' Mr'],\n",
              " ['Murdlin', ' Mr'],\n",
              " ['Rintamaki', ' Mr'],\n",
              " ['Stephenson', ' Mrs'],\n",
              " ['Elsbury', ' Mr'],\n",
              " ['Bourke', ' Miss'],\n",
              " ['Chapman', ' Mr'],\n",
              " ['Van Impe', ' Mr'],\n",
              " ['Leitch', ' Miss'],\n",
              " ['Johnson', ' Mr'],\n",
              " ['Boulos', ' Mr'],\n",
              " ['Duff Gordon', ' Sir'],\n",
              " ['Jacobsohn', ' Mrs'],\n",
              " ['Slabenoff', ' Mr'],\n",
              " ['Harrington', ' Mr'],\n",
              " ['Torber', ' Mr'],\n",
              " ['Homer', ' Mr'],\n",
              " ['Lindell', ' Mr'],\n",
              " ['Karaic', ' Mr'],\n",
              " ['Daniel', ' Mr'],\n",
              " ['Laroche', ' Mrs'],\n",
              " ['Shutes', ' Miss'],\n",
              " ['Andersson', ' Mrs'],\n",
              " ['Jardin', ' Mr'],\n",
              " ['Murphy', ' Miss'],\n",
              " ['Horgan', ' Mr'],\n",
              " ['Brocklebank', ' Mr'],\n",
              " ['Herman', ' Miss'],\n",
              " ['Danbom', ' Mr'],\n",
              " ['Lobb', ' Mrs'],\n",
              " ['Becker', ' Miss'],\n",
              " ['Gavey', ' Mr'],\n",
              " ['Yasbeck', ' Mr'],\n",
              " ['Kimball', ' Mr'],\n",
              " ['Nakid', ' Mr'],\n",
              " ['Hansen', ' Mr'],\n",
              " ['Bowen', ' Mr'],\n",
              " ['Sutton', ' Mr'],\n",
              " ['Kirkland', ' Rev'],\n",
              " ['Longley', ' Miss'],\n",
              " ['Bostandyeff', ' Mr'],\n",
              " [\"O'Connell\", ' Mr'],\n",
              " ['Barkworth', ' Mr'],\n",
              " ['Lundahl', ' Mr'],\n",
              " ['Stahelin-Maeglin', ' Dr'],\n",
              " ['Parr', ' Mr'],\n",
              " ['Skoog', ' Miss'],\n",
              " ['Davis', ' Miss'],\n",
              " ['Leinonen', ' Mr'],\n",
              " ['Collyer', ' Mr'],\n",
              " ['Panula', ' Mrs'],\n",
              " ['Thorneycroft', ' Mr'],\n",
              " ['Jensen', ' Mr'],\n",
              " ['Sagesser', ' Mlle'],\n",
              " ['Skoog', ' Miss'],\n",
              " ['Foo', ' Mr'],\n",
              " ['Baclini', ' Miss'],\n",
              " ['Harper', ' Mr'],\n",
              " ['Cor', ' Mr'],\n",
              " ['Simonius-Blumer', ' Col'],\n",
              " ['Willey', ' Mr'],\n",
              " ['Stanley', ' Miss'],\n",
              " ['Mitkoff', ' Mr'],\n",
              " ['Doling', ' Miss'],\n",
              " ['Kalvik', ' Mr'],\n",
              " [\"O'Leary\", ' Miss'],\n",
              " ['Hegarty', ' Miss'],\n",
              " ['Hickman', ' Mr'],\n",
              " ['Radeff', ' Mr'],\n",
              " ['Bourke', ' Mrs'],\n",
              " ['Eitemiller', ' Mr'],\n",
              " ['Newell', ' Mr'],\n",
              " ['Frauenthal', ' Dr'],\n",
              " ['Badt', ' Mr'],\n",
              " ['Colley', ' Mr'],\n",
              " ['Coleff', ' Mr'],\n",
              " ['Lindqvist', ' Mr'],\n",
              " ['Hickman', ' Mr'],\n",
              " ['Butler', ' Mr'],\n",
              " ['Rommetvedt', ' Mr'],\n",
              " ['Cook', ' Mr'],\n",
              " ['Taylor', ' Mrs'],\n",
              " ['Brown', ' Mrs'],\n",
              " ['Davidson', ' Mr'],\n",
              " ['Mitchell', ' Mr'],\n",
              " ['Wilhelms', ' Mr'],\n",
              " ['Watson', ' Mr'],\n",
              " ['Edvardsson', ' Mr'],\n",
              " ['Sawyer', ' Mr'],\n",
              " ['Turja', ' Miss'],\n",
              " ['Goodwin', ' Mrs'],\n",
              " ['Cardeza', ' Mr'],\n",
              " ['Peters', ' Miss'],\n",
              " ['Hassab', ' Mr'],\n",
              " ['Olsvigen', ' Mr'],\n",
              " ['Goodwin', ' Mr'],\n",
              " ['Brown', ' Mr'],\n",
              " ['Laroche', ' Mr'],\n",
              " ['Panula', ' Mr'],\n",
              " ['Dakic', ' Mr'],\n",
              " ['Fischer', ' Mr'],\n",
              " ['Madill', ' Miss'],\n",
              " ['Dick', ' Mr'],\n",
              " ['Karun', ' Miss'],\n",
              " ['Lam', ' Mr'],\n",
              " ['Saad', ' Mr'],\n",
              " ['Weir', ' Col'],\n",
              " ['Chapman', ' Mr'],\n",
              " ['Kelly', ' Mr'],\n",
              " ['Mullens', ' Miss'],\n",
              " ['Thayer', ' Mr'],\n",
              " ['Humblen', ' Mr'],\n",
              " ['Astor', ' Mrs'],\n",
              " ['Silverthorne', ' Mr'],\n",
              " ['Barbara', ' Miss'],\n",
              " ['Gallagher', ' Mr'],\n",
              " ['Hansen', ' Mr'],\n",
              " ['Morley', ' Mr'],\n",
              " ['Kelly', ' Mrs'],\n",
              " ['Calderhead', ' Mr'],\n",
              " ['Cleaver', ' Miss'],\n",
              " ['Moubarek', ' Master'],\n",
              " ['Mayne', ' Mlle'],\n",
              " ['Klaber', ' Mr'],\n",
              " ['Taylor', ' Mr'],\n",
              " ['Larsson', ' Mr'],\n",
              " ['Greenberg', ' Mr'],\n",
              " ['Soholt', ' Mr'],\n",
              " ['Endres', ' Miss'],\n",
              " ['Troutt', ' Miss'],\n",
              " ['McEvoy', ' Mr'],\n",
              " ['Johnson', ' Mr'],\n",
              " ['Harper', ' Miss'],\n",
              " ['Jensen', ' Mr'],\n",
              " ['Gillespie', ' Mr'],\n",
              " ['Hodges', ' Mr'],\n",
              " ['Chambers', ' Mr'],\n",
              " ['Oreskovic', ' Mr'],\n",
              " ['Renouf', ' Mrs'],\n",
              " ['Mannion', ' Miss'],\n",
              " ['Bryhl', ' Mr'],\n",
              " ['Ilmakangas', ' Miss'],\n",
              " ['Allen', ' Miss'],\n",
              " ['Hassan', ' Mr'],\n",
              " ['Knight', ' Mr'],\n",
              " ['Berriman', ' Mr'],\n",
              " ['Troupiansky', ' Mr'],\n",
              " ['Williams', ' Mr'],\n",
              " ['Ford', ' Mrs'],\n",
              " ['Lesurer', ' Mr'],\n",
              " ['Ivanoff', ' Mr'],\n",
              " ['Nankoff', ' Mr'],\n",
              " ['Hawksford', ' Mr'],\n",
              " ['Cavendish', ' Mr'],\n",
              " ['Ryerson', ' Miss'],\n",
              " ['McNamee', ' Mr'],\n",
              " ['Stranden', ' Mr'],\n",
              " ['Crosby', ' Capt'],\n",
              " ['Abbott', ' Mr'],\n",
              " ['Sinkkonen', ' Miss'],\n",
              " ['Marvin', ' Mr'],\n",
              " ['Connaghton', ' Mr'],\n",
              " ['Wells', ' Miss'],\n",
              " ['Moor', ' Master'],\n",
              " ['Vande Velde', ' Mr'],\n",
              " ['Jonkoff', ' Mr'],\n",
              " ['Herman', ' Mrs'],\n",
              " ['Hamalainen', ' Master'],\n",
              " ['Carlsson', ' Mr'],\n",
              " ['Bailey', ' Mr'],\n",
              " ['Theobald', ' Mr'],\n",
              " ['Rothes', ' the Countess'],\n",
              " ['Garfirth', ' Mr'],\n",
              " ['Nirva', ' Mr'],\n",
              " ['Barah', ' Mr'],\n",
              " ['Carter', ' Mrs'],\n",
              " ['Eklund', ' Mr'],\n",
              " ['Hogeboom', ' Mrs'],\n",
              " ['Brewe', ' Dr'],\n",
              " ['Mangan', ' Miss'],\n",
              " ['Moran', ' Mr'],\n",
              " ['Gronnestad', ' Mr'],\n",
              " ['Lievens', ' Mr'],\n",
              " ['Jensen', ' Mr'],\n",
              " ['Mack', ' Mrs'],\n",
              " ['Elias', ' Mr'],\n",
              " ['Hocking', ' Mrs'],\n",
              " ['Myhrman', ' Mr'],\n",
              " ['Tobin', ' Mr'],\n",
              " ['Emanuel', ' Miss'],\n",
              " ['Kilgannon', ' Mr'],\n",
              " ['Robert', ' Mrs'],\n",
              " ['Ayoub', ' Miss'],\n",
              " ['Dick', ' Mrs'],\n",
              " ['Long', ' Mr'],\n",
              " ['Johnston', ' Mr'],\n",
              " ['Ali', ' Mr'],\n",
              " ['Harmer', ' Mr'],\n",
              " ['Sjoblom', ' Miss'],\n",
              " ['Rice', ' Master'],\n",
              " ['Dean', ' Master'],\n",
              " ['Guggenheim', ' Mr'],\n",
              " ['Keane', ' Mr'],\n",
              " ['Gaskell', ' Mr'],\n",
              " ['Sage', ' Miss'],\n",
              " ['Hoyt', ' Mr'],\n",
              " ['Dantcheff', ' Mr'],\n",
              " ['Otter', ' Mr'],\n",
              " ['Leader', ' Dr'],\n",
              " ['Osman', ' Mrs'],\n",
              " ['Ibrahim Shawah', ' Mr'],\n",
              " ['Van Impe', ' Mrs'],\n",
              " ['Ponesell', ' Mr'],\n",
              " ['Collyer', ' Mrs'],\n",
              " ['Carter', ' Master'],\n",
              " ['Thomas', ' Master'],\n",
              " ['Hedman', ' Mr'],\n",
              " ['Johansson', ' Mr'],\n",
              " ['Andrews', ' Mr'],\n",
              " ['Pettersson', ' Miss'],\n",
              " ['Meyer', ' Mr'],\n",
              " ['Chambers', ' Mrs'],\n",
              " ['Alexander', ' Mr'],\n",
              " ['Lester', ' Mr'],\n",
              " ['Slemen', ' Mr'],\n",
              " ['Andersson', ' Miss'],\n",
              " ['Tomlin', ' Mr'],\n",
              " ['Fry', ' Mr'],\n",
              " ['Heininen', ' Miss'],\n",
              " ['Mallet', ' Mr'],\n",
              " ['Holm', ' Mr'],\n",
              " ['Skoog', ' Master'],\n",
              " ['Hays', ' Mrs'],\n",
              " ['Lulic', ' Mr'],\n",
              " ['Reuchlin', ' Jonkheer'],\n",
              " ['Moor', ' Mrs'],\n",
              " ['Panula', ' Master'],\n",
              " ['Flynn', ' Mr'],\n",
              " ['Lam', ' Mr'],\n",
              " ['Mallet', ' Master'],\n",
              " ['McCormack', ' Mr'],\n",
              " ['Stone', ' Mrs'],\n",
              " ['Yasbeck', ' Mrs'],\n",
              " ['Richards', ' Master'],\n",
              " ['Saad', ' Mr'],\n",
              " ['Augustsson', ' Mr'],\n",
              " ['Allum', ' Mr'],\n",
              " ['Compton', ' Miss'],\n",
              " ['Pasic', ' Mr'],\n",
              " ['Sirota', ' Mr'],\n",
              " ['Chip', ' Mr'],\n",
              " ['Marechal', ' Mr'],\n",
              " ['Alhomaki', ' Mr'],\n",
              " ['Mudd', ' Mr'],\n",
              " ['Serepeca', ' Miss'],\n",
              " ['Lemberopolous', ' Mr'],\n",
              " ['Culumovic', ' Mr'],\n",
              " ['Abbing', ' Mr'],\n",
              " ['Sage', ' Mr'],\n",
              " ['Markoff', ' Mr'],\n",
              " ['Harper', ' Rev'],\n",
              " ['Goldenberg', ' Mrs'],\n",
              " ['Andersson', ' Master'],\n",
              " ['Svensson', ' Mr'],\n",
              " ['Boulos', ' Miss'],\n",
              " ['Lines', ' Miss'],\n",
              " ['Carter', ' Mrs'],\n",
              " ['Aks', ' Mrs'],\n",
              " ['Wick', ' Mrs'],\n",
              " ['Daly', ' Mr'],\n",
              " ['Baclini', ' Mrs'],\n",
              " ['Razi', ' Mr'],\n",
              " ['Hansen', ' Mr'],\n",
              " ['Giles', ' Mr'],\n",
              " ['Swift', ' Mrs'],\n",
              " ['Sage', ' Miss'],\n",
              " ['Gill', ' Mr'],\n",
              " ['Bystrom', ' Mrs'],\n",
              " ['Duran y More', ' Miss'],\n",
              " ['Roebling', ' Mr'],\n",
              " ['van Melkebeke', ' Mr'],\n",
              " ['Johnson', ' Master'],\n",
              " ['Balkic', ' Mr'],\n",
              " ['Beckwith', ' Mrs'],\n",
              " ['Carlsson', ' Mr'],\n",
              " ['Vander Cruyssen', ' Mr'],\n",
              " ['Abelson', ' Mrs'],\n",
              " ['Najib', ' Miss'],\n",
              " ['Gustafsson', ' Mr'],\n",
              " ['Petroff', ' Mr'],\n",
              " ['Laleff', ' Mr'],\n",
              " ['Potter', ' Mrs'],\n",
              " ['Shelley', ' Mrs'],\n",
              " ['Markun', ' Mr'],\n",
              " ['Dahlberg', ' Miss'],\n",
              " ['Banfield', ' Mr'],\n",
              " ['Sutehall', ' Mr'],\n",
              " ['Rice', ' Mrs'],\n",
              " ['Montvila', ' Rev'],\n",
              " ['Graham', ' Miss'],\n",
              " ['Johnston', ' Miss'],\n",
              " ['Behr', ' Mr'],\n",
              " ['Dooley', ' Mr']]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A5AYX_D4TXX1"
      },
      "source": [
        "genders = []\n",
        "for gender in gender_list:\n",
        "    genders.append(gender[-1].strip())"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kcZ5-we8TXX1",
        "outputId": "dca4b1b4-2dd2-42b5-d225-32ecd6756fff"
      },
      "source": [
        "set(genders)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Capt',\n",
              " 'Col',\n",
              " 'Don',\n",
              " 'Dr',\n",
              " 'Jonkheer',\n",
              " 'Lady',\n",
              " 'Major',\n",
              " 'Master',\n",
              " 'Miss',\n",
              " 'Mlle',\n",
              " 'Mme',\n",
              " 'Mr',\n",
              " 'Mrs',\n",
              " 'Ms',\n",
              " 'Rev',\n",
              " 'Sir',\n",
              " 'the Countess'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6ZiIqQBnTXX1"
      },
      "source": [
        "### Завдання 5"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5at0Ak_NTXX2"
      },
      "source": [
        "Чи можна, базуючись на `set(genders)` придумати, як заповнити пропущені значення в `Age`? Знайти спосіб заповнення пропущенних значень, можна користуватись додатковими фічами - сімейний склад, наявність дітей тощо..."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oEmD3zTY08vZ"
      },
      "source": [
        "Так, заповнити можна, але в результаті інформація може виявитися недостовірною в деяких випадках. \n",
        "Якщо заповнювати значення в Age, там де він не вказаний, то схема може бути така: розбивши інформацію по фічам - сімейний склад, кількість дітей, батьків, можна далі вказувати середньостатистичний вік для пасажира, опираючись на статистику по всім пасажирам. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8rz-PpIiTXX2"
      },
      "source": [
        "### Завдання 6\n",
        "\n",
        "Знайти додаткові спостереження, подумати про додаткові ознаки, які можна згенерувати, щоб потім можна було їх вікористовувати для прогнозу (Виживе/Загине)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4LP4scHK3aVH"
      },
      "source": [
        "Для генерації можна було б ще використовувати дані про захворювання кожного з пасажирів, в такому випадку була б можливість провести аналітику, яка в данному випадку змогла показати наскільки стан пасажира, в тому числі емоційний, впливає на подальший хід подій. Проте, так як дана інформація відсутня, даний варіант не підходить.\n",
        "Наразі, можна використати дані про розміщення кают. Так як планування корабля відоме і розташування кают також, то, знаючи, з якого боку корабель починає тонути, можна спрогнозувати виживе людина чи ні. Звичайно, пасажир може знаходитись взагалі на іншому боці корабля і інші нюанси, тут можна додати ще одну умову - вік.\n",
        "  "
      ]
    }
  ]
}