Titanic DataSet - Data Analysis.ipynb

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   "source": [
    "# General Information\n",
    ">\n",
    ">Author: Lucas Lobianco De Matheo\n",
    ">\n",
    ">Title: **Kaggle Titanic DataSet**\n",
    ">\n",
    ">This dataset was one of the first I worked on and today I feel able to explore it better and with more techniques.\n",
    ">\n",
    ">Extension: .csv\n",
    ">\n",
    ">Source: https://www.kaggle.com/azeembootwala/titanic\n",
    ">\n",
    ">Date: 01-02-2022\n",
    ">\n",
    "> **Main Skills of this project:** \n",
    "> - **Data Preparation**\n",
    "> - **Data Cleansing**  \n",
    "> - **Data Wrangling**  \n",
    "> - Data pre-processing\n",
    "> - Exploratory Data Analysis (EAD)\n",
    "> - Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0d0bb6e",
   "metadata": {},
   "source": [
    "# Importing Essential Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "f06c74ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "169ed784",
   "metadata": {},
   "source": [
    "# Importing DataSet\n",
    "- pandas.read_csv — pandas 1.3.5 documentation (pydata.org)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "0fe84ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = r\"C:\\Users\\lucas\\OneDrive\\Documents\\TI\\DataScience\\Projects\\Titanic\\titanic_preprocessed.csv\"\n",
    "df = pd.read_csv(path, sep =',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "d372f2b8",
   "metadata": {},
   "outputs": [
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "        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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>female</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>23.4500</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>male</td>\n",
       "      <td>C</td>\n",
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       "      <th>890</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>male</td>\n",
       "      <td>Q</td>\n",
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       "<p>891 rows × 8 columns</p>\n",
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       "     Survived  Pclass   Age  SibSp  Parch     Fare     Sex Embarked\n",
       "0         0.0     3.0  22.0    1.0    0.0   7.2500    male        S\n",
       "1         1.0     1.0  38.0    1.0    0.0  71.2833  female        C\n",
       "2         1.0     3.0  26.0    0.0    0.0   7.9250  female        S\n",
       "3         1.0     1.0  35.0    1.0    0.0  53.1000  female        S\n",
       "4         0.0     3.0  35.0    0.0    0.0   8.0500    male        S\n",
       "..        ...     ...   ...    ...    ...      ...     ...      ...\n",
       "886       0.0     2.0  27.0    0.0    0.0  13.0000    male        S\n",
       "887       1.0     1.0  19.0    0.0    0.0  30.0000  female        S\n",
       "888       0.0     3.0  20.0    1.0    2.0  23.4500  female        S\n",
       "889       1.0     1.0  26.0    0.0    0.0  30.0000    male        C\n",
       "890       0.0     3.0  32.0    0.0    0.0   7.7500    male        Q\n",
       "\n",
       "[891 rows x 8 columns]"
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     "output_type": "display_data"
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   "source": [
    "display(df)"
   ]
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  {
   "cell_type": "markdown",
   "id": "56417560",
   "metadata": {},
   "source": [
    "# Checking Data Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "9b840cf1",
   "metadata": {},
   "outputs": [
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     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 8 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   Survived  891 non-null    float64\n",
      " 1   Pclass    891 non-null    float64\n",
      " 2   Age       891 non-null    float64\n",
      " 3   SibSp     891 non-null    float64\n",
      " 4   Parch     891 non-null    float64\n",
      " 5   Fare      891 non-null    float64\n",
      " 6   Sex       891 non-null    object \n",
      " 7   Embarked  889 non-null    object \n",
      "dtypes: float64(6), object(2)\n",
      "memory usage: 55.8+ KB\n"
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   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "665dd111",
   "metadata": {},
   "source": [
    "# First Analysis"
   ]
  },
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   "cell_type": "code",
   "execution_count": 180,
   "id": "9fdb7b4e",
   "metadata": {
    "scrolled": true
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   "source": [
    "for v in df: \n",
    "    grafico = px.histogram(df, x = v, color='Survived')\n",
    "    grafico.show()"
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   "id": "f21d9e2b",
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   "source": [
    "> Data is **not balanced**: Survived population is almost half of the entire population!  \n",
    "> \n",
    "> - First Class seems to survive more than others  \n",
    "> - Males also seems to survive more than females, but not proportionaly  \n",
    "> - Better to investigate the age more deeply  \n",
    "> - Does having relatives on the ship make you more likely to die?  \n",
    "> - Better to investigate parch more deeply   \n",
    "> - Check Fare proportions  \n",
    "> - Investigate types of ship Embarke in external materials\n",
    ">\n",
    "> **These questions raised will be answered throughout the analysis**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "15329dc8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Survived\n",
      "0.0 -> 62%\n",
      "1.0 -> 38%\n",
      " \n",
      "Pclass\n",
      "3.0 -> 55%\n",
      "1.0 -> 24%\n",
      "2.0 -> 21%\n",
      " \n",
      "Age\n",
      "22.0 -> 3%\n",
      "38.0 -> 2%\n",
      "26.0 -> 2%\n",
      "35.0 -> 2%\n",
      "26.5 -> 0%\n",
      "54.0 -> 1%\n",
      "2.0 -> 1%\n",
      "27.0 -> 2%\n",
      "14.0 -> 1%\n",
      "4.0 -> 1%\n",
      "58.0 -> 1%\n",
      "20.0 -> 2%\n",
      "39.0 -> 2%\n",
      "55.0 -> 0%\n",
      "31.0 -> 2%\n",
      "34.0 -> 2%\n",
      "15.0 -> 1%\n",
      "28.0 -> 3%\n",
      "8.0 -> 0%\n",
      "37.75 -> 1%\n",
      "19.0 -> 4%\n",
      "22.5 -> 1%\n",
      "33.0 -> 4%\n",
      "40.0 -> 2%\n",
      "66.0 -> 0%\n",
      "42.0 -> 2%\n",
      "21.0 -> 3%\n",
      "18.0 -> 3%\n",
      "3.0 -> 1%\n",
      "27.5 -> 2%\n",
      "15.5 -> 0%\n",
      "7.0 -> 0%\n",
      "49.0 -> 1%\n",
      "29.0 -> 3%\n",
      "65.0 -> 0%\n",
      "28.5 -> 0%\n",
      "5.0 -> 0%\n",
      "11.0 -> 0%\n",
      "45.0 -> 1%\n",
      "11.5 -> 0%\n",
      "17.0 -> 2%\n",
      "32.0 -> 2%\n",
      "16.0 -> 2%\n",
      "25.0 -> 3%\n",
      "0.83 -> 0%\n",
      "30.0 -> 3%\n",
      "23.0 -> 2%\n",
      "24.0 -> 3%\n",
      "46.0 -> 0%\n",
      "59.0 -> 0%\n",
      "71.0 -> 0%\n",
      "37.0 -> 1%\n",
      "47.0 -> 1%\n",
      "14.5 -> 0%\n",
      "70.5 -> 0%\n",
      "32.5 -> 0%\n",
      "12.0 -> 0%\n",
      "67.75 -> 1%\n",
      "9.0 -> 1%\n",
      "36.5 -> 0%\n",
      "51.0 -> 1%\n",
      "55.5 -> 1%\n",
      "40.5 -> 1%\n",
      "45.5 -> 1%\n",
      "44.0 -> 1%\n",
      "1.0 -> 1%\n",
      "30.5 -> 0%\n",
      "61.0 -> 0%\n",
      "56.0 -> 0%\n",
      "50.0 -> 1%\n",
      "36.0 -> 2%\n",
      "19.5 -> 0%\n",
      "25.5 -> 0%\n",
      "20.5 -> 0%\n",
      "30.75 -> 0%\n",
      "62.0 -> 0%\n",
      "41.0 -> 1%\n",
      "52.0 -> 1%\n",
      "63.0 -> 0%\n",
      "23.5 -> 0%\n",
      "39.5 -> 0%\n",
      "0.92 -> 0%\n",
      "43.0 -> 1%\n",
      "60.0 -> 0%\n",
      "29.5 -> 0%\n",
      "10.0 -> 0%\n",
      "64.0 -> 0%\n",
      "31.5 -> 0%\n",
      "13.0 -> 0%\n",
      "48.0 -> 1%\n",
      "0.75 -> 0%\n",
      "50.5 -> 0%\n",
      "37.5 -> 0%\n",
      "25.25 -> 1%\n",
      "53.0 -> 0%\n",
      "43.5 -> 0%\n",
      "57.0 -> 0%\n",
      "80.0 -> 0%\n",
      "70.0 -> 0%\n",
      "24.5 -> 0%\n",
      "63.5 -> 0%\n",
      "24.75 -> 0%\n",
      "6.0 -> 0%\n",
      "0.67 -> 0%\n",
      "41.5 -> 0%\n",
      "0.42 -> 0%\n",
      "34.5 -> 0%\n",
      "74.0 -> 0%\n",
      " \n",
      "SibSp\n",
      "1.0 -> 23%\n",
      "0.0 -> 68%\n",
      "3.0 -> 2%\n",
      "4.0 -> 2%\n",
      "2.0 -> 3%\n",
      "5.0 -> 1%\n",
      "8.0 -> 1%\n",
      " \n",
      "Parch\n",
      "0.0 -> 76%\n",
      "1.0 -> 13%\n",
      "2.0 -> 9%\n",
      "5.0 -> 1%\n",
      "3.0 -> 1%\n",
      "4.0 -> 0%\n",
      "6.0 -> 0%\n",
      " \n",
      "Fare\n",
      "7.25 -> 1%\n",
      "71.2833 -> 0%\n",
      "7.925 -> 2%\n",
      "53.1 -> 1%\n",
      "8.05 -> 5%\n",
      "8.4583 -> 0%\n",
      "51.8625 -> 0%\n",
      "21.075 -> 0%\n",
      "11.1333 -> 0%\n",
      "30.0708 -> 0%\n",
      "16.7 -> 0%\n",
      "26.55 -> 2%\n",
      "31.275 -> 1%\n",
      "7.8542 -> 1%\n",
      "16.0 -> 0%\n",
      "29.125 -> 1%\n",
      "13.0 -> 5%\n",
      "18.0 -> 0%\n",
      "7.225 -> 1%\n",
      "26.0 -> 3%\n",
      "8.0292 -> 0%\n",
      "35.5 -> 0%\n",
      "31.3875 -> 0%\n",
      "263.0 -> 0%\n",
      "7.8792 -> 0%\n",
      "7.8958 -> 4%\n",
      "27.7208 -> 1%\n",
      "146.5208 -> 0%\n",
      "7.75 -> 4%\n",
      "10.5 -> 3%\n",
      "82.1708 -> 0%\n",
      "52.0 -> 1%\n",
      "7.2292 -> 2%\n",
      "11.2417 -> 0%\n",
      "9.475 -> 0%\n",
      "21.0 -> 1%\n",
      "41.5792 -> 0%\n",
      "15.5 -> 1%\n",
      "21.6792 -> 0%\n",
      "17.8 -> 0%\n",
      "39.6875 -> 1%\n",
      "7.8 -> 0%\n",
      "76.7292 -> 0%\n",
      "61.9792 -> 0%\n",
      "27.75 -> 0%\n",
      "46.9 -> 1%\n",
      "80.0 -> 0%\n",
      "83.475 -> 0%\n",
      "27.9 -> 1%\n",
      "15.2458 -> 1%\n",
      "8.1583 -> 0%\n",
      "8.6625 -> 1%\n",
      "73.5 -> 1%\n",
      "14.4542 -> 1%\n",
      "56.4958 -> 1%\n",
      "7.65 -> 0%\n",
      "29.0 -> 0%\n",
      "12.475 -> 0%\n",
      "9.0 -> 0%\n",
      "9.5 -> 1%\n",
      "7.7875 -> 0%\n",
      "47.1 -> 0%\n",
      "15.85 -> 0%\n",
      "34.375 -> 0%\n",
      "61.175 -> 0%\n",
      "20.575 -> 0%\n",
      "34.6542 -> 0%\n",
      "63.3583 -> 0%\n",
      "23.0 -> 0%\n",
      "77.2875 -> 0%\n",
      "8.6542 -> 0%\n",
      "7.775 -> 2%\n",
      "24.15 -> 1%\n",
      "9.825 -> 0%\n",
      "14.4583 -> 0%\n",
      "247.5208 -> 0%\n",
      "7.1417 -> 0%\n",
      "22.3583 -> 0%\n",
      "6.975 -> 0%\n",
      "7.05 -> 1%\n",
      "14.5 -> 1%\n",
      "15.0458 -> 0%\n",
      "26.2833 -> 0%\n",
      "9.2167 -> 0%\n",
      "79.2 -> 0%\n",
      "6.75 -> 0%\n",
      "11.5 -> 0%\n",
      "36.75 -> 0%\n",
      "7.7958 -> 1%\n",
      "12.525 -> 0%\n",
      "66.6 -> 0%\n",
      "7.3125 -> 0%\n",
      "61.3792 -> 0%\n",
      "7.7333 -> 0%\n",
      "69.55 -> 1%\n",
      "16.1 -> 1%\n",
      "15.75 -> 0%\n",
      "20.525 -> 0%\n",
      "55.0 -> 0%\n",
      "25.925 -> 0%\n",
      "33.5 -> 0%\n",
      "30.6958 -> 0%\n",
      "25.4667 -> 0%\n",
      "28.7125 -> 0%\n",
      "0.0 -> 2%\n",
      "15.05 -> 0%\n",
      "39.0 -> 0%\n",
      "22.025 -> 0%\n",
      "50.0 -> 0%\n",
      "8.4042 -> 0%\n",
      "6.4958 -> 0%\n",
      "10.4625 -> 0%\n",
      "18.7875 -> 0%\n",
      "31.0 -> 0%\n",
      "113.275 -> 0%\n",
      "27.0 -> 0%\n",
      "76.2917 -> 0%\n",
      "90.0 -> 0%\n",
      "9.35 -> 0%\n",
      "13.5 -> 0%\n",
      "7.55 -> 0%\n",
      "26.25 -> 1%\n",
      "12.275 -> 0%\n",
      "7.125 -> 0%\n",
      "52.5542 -> 0%\n",
      "20.2125 -> 0%\n",
      "86.5 -> 0%\n",
      "512.3292 -> 0%\n",
      "79.65 -> 0%\n",
      "153.4625 -> 0%\n",
      "135.6333 -> 0%\n",
      "19.5 -> 0%\n",
      "29.7 -> 0%\n",
      "77.9583 -> 0%\n",
      "20.25 -> 0%\n",
      "78.85 -> 0%\n",
      "91.0792 -> 0%\n",
      "12.875 -> 0%\n",
      "8.85 -> 0%\n",
      "151.55 -> 0%\n",
      "30.5 -> 1%\n",
      "23.25 -> 0%\n",
      "12.35 -> 0%\n",
      "110.8833 -> 0%\n",
      "108.9 -> 0%\n",
      "24.0 -> 0%\n",
      "56.9292 -> 0%\n",
      "83.1583 -> 0%\n",
      "262.375 -> 0%\n",
      "14.0 -> 0%\n",
      "164.8667 -> 0%\n",
      "134.5 -> 0%\n",
      "6.2375 -> 0%\n",
      "57.9792 -> 0%\n",
      "28.5 -> 0%\n",
      "133.65 -> 0%\n",
      "15.9 -> 0%\n",
      "9.225 -> 0%\n",
      "35.0 -> 0%\n",
      "75.25 -> 0%\n",
      "69.3 -> 0%\n",
      "55.4417 -> 0%\n",
      "211.5 -> 0%\n",
      "4.0125 -> 0%\n",
      "227.525 -> 0%\n",
      "15.7417 -> 0%\n",
      "7.7292 -> 0%\n",
      "12.0 -> 0%\n",
      "120.0 -> 0%\n",
      "12.65 -> 0%\n",
      "18.75 -> 0%\n",
      "6.8583 -> 0%\n",
      "32.5 -> 0%\n",
      "7.875 -> 0%\n",
      "14.4 -> 0%\n",
      "55.9 -> 0%\n",
      "8.1125 -> 0%\n",
      "81.8583 -> 0%\n",
      "19.2583 -> 0%\n",
      "19.9667 -> 0%\n",
      "89.1042 -> 0%\n",
      "38.5 -> 0%\n",
      "7.725 -> 0%\n",
      "13.7917 -> 0%\n",
      "9.8375 -> 0%\n",
      "7.0458 -> 0%\n",
      "7.5208 -> 0%\n",
      "12.2875 -> 0%\n",
      "9.5875 -> 0%\n",
      "49.5042 -> 0%\n",
      "78.2667 -> 0%\n",
      "15.1 -> 0%\n",
      "7.6292 -> 0%\n",
      "22.525 -> 0%\n",
      "26.2875 -> 0%\n",
      "59.4 -> 0%\n",
      "7.4958 -> 0%\n",
      "34.0208 -> 0%\n",
      "93.5 -> 0%\n",
      "221.7792 -> 0%\n",
      "106.425 -> 0%\n",
      "49.5 -> 0%\n",
      "71.0 -> 0%\n",
      "13.8625 -> 0%\n",
      "7.8292 -> 0%\n",
      "39.6 -> 0%\n",
      "17.4 -> 0%\n",
      "51.4792 -> 0%\n",
      "26.3875 -> 0%\n",
      "30.0 -> 1%\n",
      "40.125 -> 0%\n",
      "8.7125 -> 0%\n",
      "15.0 -> 0%\n",
      "33.0 -> 0%\n",
      "42.4 -> 0%\n",
      "15.55 -> 0%\n",
      "65.0 -> 0%\n",
      "32.3208 -> 0%\n",
      "7.0542 -> 0%\n",
      "8.4333 -> 0%\n",
      "25.5875 -> 0%\n",
      "9.8417 -> 0%\n",
      "8.1375 -> 0%\n",
      "10.1708 -> 0%\n",
      "211.3375 -> 0%\n",
      "57.0 -> 0%\n",
      "13.4167 -> 0%\n",
      "7.7417 -> 0%\n",
      "9.4833 -> 0%\n",
      "7.7375 -> 0%\n",
      "8.3625 -> 0%\n",
      "23.45 -> 0%\n",
      "25.9292 -> 0%\n",
      "8.6833 -> 0%\n",
      "8.5167 -> 0%\n",
      "7.8875 -> 0%\n",
      "37.0042 -> 0%\n",
      "6.45 -> 0%\n",
      "6.95 -> 0%\n",
      "8.3 -> 0%\n",
      "6.4375 -> 0%\n",
      "39.4 -> 0%\n",
      "14.1083 -> 0%\n",
      "13.8583 -> 0%\n",
      "50.4958 -> 0%\n",
      "5.0 -> 0%\n",
      "9.8458 -> 0%\n",
      "10.5167 -> 0%\n",
      " \n",
      "Sex\n",
      "male -> 65%\n",
      "female -> 35%\n",
      " \n",
      "Embarked\n",
      "S -> 72%\n",
      "C -> 19%\n",
      "Q -> 9%\n",
      "nan -> 0%\n",
      " \n"
     ]
    }
   ],
   "source": [
    "population = df.shape[0]\n",
    "for atribute in df:\n",
    "    print(f'{atribute}')\n",
    "    count = 0\n",
    "    for v in df[atribute].unique():\n",
    "        for result in df[atribute]:\n",
    "            if result == v:\n",
    "                count += 1\n",
    "        print(f'{v}', end=' -> ')\n",
    "        print(f'{(count/population)*100:.0f}%')\n",
    "        count = 0\n",
    "    print(' ')\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "c56783ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "80"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[(df['Pclass'] == 1) & (df['Survived'] == 0)].count()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "87969786",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Survived\n",
      "0.0\n",
      "Not Survived:  -> 549 ----- 62%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "1.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 342 ----- 38%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "Pclass\n",
      "3.0\n",
      "Not Survived:  -> 372 ----- 42%\n",
      "Survived:  -> 119 ----- 13%\n",
      "Survived/Death Ratio ------------------------------------ 24.2%\n",
      " \n",
      "1.0\n",
      "Not Survived:  -> 80 ----- 9%\n",
      "Survived:  -> 136 ----- 15%\n",
      "Survived/Death Ratio ------------------------------------ 63.0%\n",
      " \n",
      "2.0\n",
      "Not Survived:  -> 97 ----- 11%\n",
      "Survived:  -> 87 ----- 10%\n",
      "Survived/Death Ratio ------------------------------------ 47.3%\n",
      " \n",
      "Age\n",
      "22.0\n",
      "Not Survived:  -> 18 ----- 2%\n",
      "Survived:  -> 12 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 40.0%\n",
      " \n",
      "38.0\n",
      "Not Survived:  -> 12 ----- 1%\n",
      "Survived:  -> 7 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 36.8%\n",
      " \n",
      "26.0\n",
      "Not Survived:  -> 12 ----- 1%\n",
      "Survived:  -> 6 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "35.0\n",
      "Not Survived:  -> 10 ----- 1%\n",
      "Survived:  -> 12 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 54.5%\n",
      " \n",
      "26.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "54.0\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 37.5%\n",
      " \n",
      "2.0\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 30.0%\n",
      " \n",
      "27.0\n",
      "Not Survived:  -> 8 ----- 1%\n",
      "Survived:  -> 12 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 60.0%\n",
      " \n",
      "14.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 62.5%\n",
      " \n",
      "4.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 8 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 72.7%\n",
      " \n",
      "58.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "20.0\n",
      "Not Survived:  -> 14 ----- 2%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 22.2%\n",
      " \n",
      "39.0\n",
      "Not Survived:  -> 9 ----- 1%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 35.7%\n",
      " \n",
      "55.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "31.0\n",
      "Not Survived:  -> 9 ----- 1%\n",
      "Survived:  -> 8 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 47.1%\n",
      " \n",
      "34.0\n",
      "Not Survived:  -> 12 ----- 1%\n",
      "Survived:  -> 7 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 36.8%\n",
      " \n",
      "15.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "28.0\n",
      "Not Survived:  -> 18 ----- 2%\n",
      "Survived:  -> 8 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 30.8%\n",
      " \n",
      "8.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "37.75\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "19.0\n",
      "Not Survived:  -> 16 ----- 2%\n",
      "Survived:  -> 19 ----- 2%\n",
      "Survived/Death Ratio ------------------------------------ 54.3%\n",
      " \n",
      "22.5\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 57.1%\n",
      " \n",
      "33.0\n",
      "Not Survived:  -> 28 ----- 3%\n",
      "Survived:  -> 6 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 17.6%\n",
      " \n",
      "40.0\n",
      "Not Survived:  -> 9 ----- 1%\n",
      "Survived:  -> 7 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 43.8%\n",
      " \n",
      "66.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "42.0\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 7 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "21.0\n",
      "Not Survived:  -> 19 ----- 2%\n",
      "Survived:  -> 6 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 24.0%\n",
      " \n",
      "18.0\n",
      "Not Survived:  -> 17 ----- 2%\n",
      "Survived:  -> 9 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 34.6%\n",
      " \n",
      "3.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 83.3%\n",
      " \n",
      "27.5\n",
      "Not Survived:  -> 14 ----- 2%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "15.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "49.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "29.0\n",
      "Not Survived:  -> 12 ----- 1%\n",
      "Survived:  -> 12 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "65.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "28.5\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "5.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "11.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "45.0\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 41.7%\n",
      " \n",
      "11.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "17.0\n",
      "Not Survived:  -> 10 ----- 1%\n",
      "Survived:  -> 6 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 37.5%\n",
      " \n",
      "32.0\n",
      "Not Survived:  -> 11 ----- 1%\n",
      "Survived:  -> 10 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 47.6%\n",
      " \n",
      "16.0\n",
      "Not Survived:  -> 11 ----- 1%\n",
      "Survived:  -> 7 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 38.9%\n",
      " \n",
      "25.0\n",
      "Not Survived:  -> 21 ----- 2%\n",
      "Survived:  -> 9 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 30.0%\n",
      " \n",
      "0.83\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "30.0\n",
      "Not Survived:  -> 17 ----- 2%\n",
      "Survived:  -> 10 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 37.0%\n",
      " \n",
      "23.0\n",
      "Not Survived:  -> 14 ----- 2%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 26.3%\n",
      " \n",
      "24.0\n",
      "Not Survived:  -> 15 ----- 2%\n",
      "Survived:  -> 16 ----- 2%\n",
      "Survived/Death Ratio ------------------------------------ 51.6%\n",
      " \n",
      "46.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "59.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "71.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "37.0\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 16.7%\n",
      " \n",
      "47.0\n",
      "Not Survived:  -> 8 ----- 1%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 11.1%\n",
      " \n",
      "14.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "70.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "32.5\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "12.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "67.75\n",
      "Not Survived:  -> 9 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "9.0\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "36.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "51.0\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "55.5\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "40.5\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 14.3%\n",
      " \n",
      "45.5\n",
      "Not Survived:  -> 9 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "44.0\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 40.0%\n",
      " \n",
      "1.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 71.4%\n",
      " \n",
      "30.5\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "61.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "56.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "50.0\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "36.0\n",
      "Not Survived:  -> 11 ----- 1%\n",
      "Survived:  -> 11 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "19.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "25.5\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "20.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "30.75\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "62.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "41.0\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "52.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "63.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "23.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "39.5\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "0.92\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "43.0\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 20.0%\n",
      " \n",
      "60.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "29.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "10.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "64.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "31.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "13.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "48.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 6 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "0.75\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "50.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "37.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "25.25\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "53.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "43.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "57.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "80.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "70.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "24.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "63.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "24.75\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "6.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "0.67\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "41.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "0.42\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "34.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "74.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "SibSp\n",
      "1.0\n",
      "Not Survived:  -> 97 ----- 11%\n",
      "Survived:  -> 112 ----- 13%\n",
      "Survived/Death Ratio ------------------------------------ 53.6%\n",
      " \n",
      "0.0\n",
      "Not Survived:  -> 398 ----- 45%\n",
      "Survived:  -> 210 ----- 24%\n",
      "Survived/Death Ratio ------------------------------------ 34.5%\n",
      " \n",
      "3.0\n",
      "Not Survived:  -> 12 ----- 1%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "4.0\n",
      "Not Survived:  -> 15 ----- 2%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 16.7%\n",
      " \n",
      "2.0\n",
      "Not Survived:  -> 15 ----- 2%\n",
      "Survived:  -> 13 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 46.4%\n",
      " \n",
      "5.0\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.0\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "Parch\n",
      "0.0\n",
      "Not Survived:  -> 445 ----- 50%\n",
      "Survived:  -> 233 ----- 26%\n",
      "Survived/Death Ratio ------------------------------------ 34.4%\n",
      " \n",
      "1.0\n",
      "Not Survived:  -> 53 ----- 6%\n",
      "Survived:  -> 65 ----- 7%\n",
      "Survived/Death Ratio ------------------------------------ 55.1%\n",
      " \n",
      "2.0\n",
      "Not Survived:  -> 40 ----- 4%\n",
      "Survived:  -> 40 ----- 4%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "5.0\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 20.0%\n",
      " \n",
      "3.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 60.0%\n",
      " \n",
      "4.0\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "6.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "Fare\n",
      "7.25\n",
      "Not Survived:  -> 12 ----- 1%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 7.7%\n",
      " \n",
      "71.2833\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.925\n",
      "Not Survived:  -> 10 ----- 1%\n",
      "Survived:  -> 8 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 44.4%\n",
      " \n",
      "53.1\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 60.0%\n",
      " \n",
      "8.05\n",
      "Not Survived:  -> 38 ----- 4%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 11.6%\n",
      " \n",
      "8.4583\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "51.8625\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "21.075\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "11.1333\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "30.0708\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "16.7\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "26.55\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 8 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 53.3%\n",
      " \n",
      "31.275\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.8542\n",
      "Not Survived:  -> 10 ----- 1%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 23.1%\n",
      " \n",
      "16.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "29.125\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "13.0\n",
      "Not Survived:  -> 26 ----- 3%\n",
      "Survived:  -> 16 ----- 2%\n",
      "Survived/Death Ratio ------------------------------------ 38.1%\n",
      " \n",
      "18.0\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.225\n",
      "Not Survived:  -> 9 ----- 1%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "26.0\n",
      "Not Survived:  -> 16 ----- 2%\n",
      "Survived:  -> 15 ----- 2%\n",
      "Survived/Death Ratio ------------------------------------ 48.4%\n",
      " \n",
      "8.0292\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "35.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 75.0%\n",
      " \n",
      "31.3875\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 75.0%\n",
      " \n",
      "263.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "7.8792\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.8958\n",
      "Not Survived:  -> 37 ----- 4%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 2.6%\n",
      " \n",
      "27.7208\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 20.0%\n",
      " \n",
      "146.5208\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.75\n",
      "Not Survived:  -> 22 ----- 2%\n",
      "Survived:  -> 12 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 35.3%\n",
      " \n",
      "10.5\n",
      "Not Survived:  -> 15 ----- 2%\n",
      "Survived:  -> 9 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 37.5%\n",
      " \n",
      "82.1708\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "52.0\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 42.9%\n",
      " \n",
      "7.2292\n",
      "Not Survived:  -> 11 ----- 1%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 26.7%\n",
      " \n",
      "11.2417\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "9.475\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "21.0\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "41.5792\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "15.5\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 37.5%\n",
      " \n",
      "21.6792\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "17.8\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "39.6875\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.8\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "76.7292\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "61.9792\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "27.75\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "46.9\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "80.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "83.475\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "27.9\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "15.2458\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 60.0%\n",
      " \n",
      "8.1583\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.6625\n",
      "Not Survived:  -> 12 ----- 1%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 7.7%\n",
      " \n",
      "73.5\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "14.4542\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 14.3%\n",
      " \n",
      "56.4958\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 71.4%\n",
      " \n",
      "7.65\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "29.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "12.475\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "9.0\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "9.5\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 22.2%\n",
      " \n",
      "7.7875\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "47.1\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "15.85\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "34.375\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "61.175\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "20.575\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "34.6542\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "63.3583\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "23.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "77.2875\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.6542\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.775\n",
      "Not Survived:  -> 13 ----- 1%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 18.8%\n",
      " \n",
      "24.15\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 12.5%\n",
      " \n",
      "9.825\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "14.4583\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "247.5208\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "7.1417\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "22.3583\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "6.975\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "7.05\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "14.5\n",
      "Not Survived:  -> 5 ----- 1%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 28.6%\n",
      " \n",
      "15.0458\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "26.2833\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "9.2167\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "79.2\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "6.75\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "11.5\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "36.75\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "7.7958\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "12.525\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "66.6\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "7.3125\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "61.3792\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.7333\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "69.55\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "16.1\n",
      "Not Survived:  -> 7 ----- 1%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 22.2%\n",
      " \n",
      "15.75\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "20.525\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "55.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "25.925\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "33.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "30.6958\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "25.4667\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "28.7125\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "0.0\n",
      "Not Survived:  -> 14 ----- 2%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 6.7%\n",
      " \n",
      "15.05\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "39.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 75.0%\n",
      " \n",
      "22.025\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "50.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.4042\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "6.4958\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "10.4625\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "18.7875\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "31.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "113.275\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "27.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "76.2917\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "90.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 75.0%\n",
      " \n",
      "9.35\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "13.5\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "7.55\n",
      "Not Survived:  -> 3 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 25.0%\n",
      " \n",
      "26.25\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "12.275\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.125\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "52.5542\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "20.2125\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "86.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "512.3292\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "79.65\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "153.4625\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "135.6333\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "19.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "29.7\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "77.9583\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "20.25\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "78.85\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "91.0792\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "12.875\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.85\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "151.55\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "30.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 80.0%\n",
      " \n",
      "23.25\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "12.35\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "110.8833\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 75.0%\n",
      " \n",
      "108.9\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "24.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "56.9292\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "83.1583\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "262.375\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "14.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "164.8667\n",
      "Not Survived:  -> 0 ----- 0%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "134.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "6.2375\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "57.9792\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "28.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "133.65\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "15.9\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "9.225\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "35.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "75.25\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "69.3\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "55.4417\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "211.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "4.0125\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "227.525\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 75.0%\n",
      " \n",
      "15.7417\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.7292\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "12.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "120.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "12.65\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "18.75\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "6.8583\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "32.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.875\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "14.4\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "55.9\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "8.1125\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "81.8583\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "19.2583\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "19.9667\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "89.1042\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "38.5\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.725\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "13.7917\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "9.8375\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.0458\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.5208\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "12.2875\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "9.5875\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "49.5042\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "78.2667\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "15.1\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.6292\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "22.525\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "26.2875\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "59.4\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.4958\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 33.3%\n",
      " \n",
      "34.0208\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "93.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "221.7792\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "106.425\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "49.5\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "71.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "13.8625\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.8292\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "39.6\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "17.4\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "51.4792\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "26.3875\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "30.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 5 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 83.3%\n",
      " \n",
      "40.125\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.7125\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "15.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "33.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 66.7%\n",
      " \n",
      "42.4\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "15.55\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "65.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "32.3208\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.0542\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.4333\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "25.5875\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "9.8417\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "8.1375\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "10.1708\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "211.3375\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "57.0\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "13.4167\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.7417\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "9.4833\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "7.7375\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "8.3625\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "23.45\n",
      "Not Survived:  -> 2 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "25.9292\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 2 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "8.6833\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "8.5167\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "7.8875\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "37.0042\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 50.0%\n",
      " \n",
      "6.45\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "6.95\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "8.3\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "6.4375\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "39.4\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "14.1083\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "13.8583\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n",
      "50.4958\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "5.0\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "9.8458\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "10.5167\n",
      "Not Survived:  -> 1 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 0.0%\n",
      " \n",
      "Sex\n",
      "male\n",
      "Not Survived:  -> 468 ----- 53%\n",
      "Survived:  -> 109 ----- 12%\n",
      "Survived/Death Ratio ------------------------------------ 18.9%\n",
      " \n",
      "female\n",
      "Not Survived:  -> 81 ----- 9%\n",
      "Survived:  -> 233 ----- 26%\n",
      "Survived/Death Ratio ------------------------------------ 74.2%\n",
      " \n",
      "Embarked\n",
      "S\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not Survived:  -> 427 ----- 48%\n",
      "Survived:  -> 217 ----- 24%\n",
      "Survived/Death Ratio ------------------------------------ 33.7%\n",
      " \n",
      "C\n",
      "Not Survived:  -> 75 ----- 8%\n",
      "Survived:  -> 93 ----- 10%\n",
      "Survived/Death Ratio ------------------------------------ 55.4%\n",
      " \n",
      "Q\n",
      "Not Survived:  -> 47 ----- 5%\n",
      "Survived:  -> 30 ----- 3%\n",
      "Survived/Death Ratio ------------------------------------ 39.0%\n",
      " \n",
      "nan\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 0 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ nan%\n",
      " \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lucas\\AppData\\Local\\Temp/ipykernel_24372/2375729696.py:18: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in longlong_scalars\n",
      "\n"
     ]
    }
   ],
   "source": [
    "population = df.shape[0]\n",
    "for atribute in df:\n",
    "    print(f'{atribute}')\n",
    "    for v in df[atribute].unique():\n",
    "        print(v)\n",
    "        for i in [0, 1]:\n",
    "            if i == 0:\n",
    "                print('Not Survived: ', end=' -> ')\n",
    "                val_0 = df.loc[(df[atribute] == v) & (df['Survived'] == i)].count()[0]\n",
    "                print(f'{val_0}', end = ' ----- ')\n",
    "                print(f'{(val_0/population)*100:.0f}%')\n",
    "                \n",
    "            elif i == 1:\n",
    "                print('Survived: ', end=' -> ')\n",
    "                val_1 = df.loc[(df[atribute] == v) & (df['Survived'] == i)].count()[0]\n",
    "                print(f'{val_1}', end = ' ----- ')\n",
    "                print(f'{(val_1/population)*100:.0f}%')\n",
    "        print(f'Survived/Death Ratio ------------------------------------ {((val_1/(val_0+val_1))*100):.1f}%')\n",
    "        print(' ')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "295f0b00",
   "metadata": {},
   "source": [
    "> - **First Class seems to survive more than others**  \n",
    "> indeed,  \n",
    "> PClass 1's chances of survival are nearly twice as high  \n",
    "> PClass 2 are 47%  \n",
    "> Pclass 3's chances of die are nearly 3 times as high\n",
    "\n",
    "\n",
    "> - **Males also seems to survive more than females, but not proportionaly**\n",
    "> Males survived more in absolute numbers, but females did it proportionaly  \n",
    "> 74% of females survide  \n",
    "> 19% of males survived  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41e44a88",
   "metadata": {},
   "source": [
    "# Futher analysis on Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "08264c2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_age = []\n",
    "for v in df['Age']:\n",
    "    if v <= 5:\n",
    "        list_age.append('1 - 5')\n",
    "    elif v <= 10:\n",
    "        list_age.append('6 - 10')\n",
    "    elif v <= 15:\n",
    "        list_age.append('11 - 15')\n",
    "    elif v <= 20:\n",
    "        list_age.append('16 - 20')\n",
    "    elif v <= 30:\n",
    "        list_age.append('21 - 30')\n",
    "    elif v <= 40:\n",
    "        list_age.append('31 - 40')\n",
    "    elif v <= 50:\n",
    "        list_age.append('41 - 55')\n",
    "    elif v <= 60:\n",
    "        list_age.append('51 - 60')\n",
    "    elif v <= 70:\n",
    "        list_age.append('61 - 70')\n",
    "    elif v <= 80:\n",
    "        list_age.append('71 - 80')\n",
    "df['Age_Range'] = list_age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "a1710c87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Embarked</th>\n",
       "      <th>Age_Range</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "      <td>21 - 30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>female</td>\n",
       "      <td>C</td>\n",
       "      <td>31 - 40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>21 - 30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>31 - 40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "      <td>31 - 40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "      <td>21 - 30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>16 - 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>23.4500</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>16 - 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>male</td>\n",
       "      <td>C</td>\n",
       "      <td>21 - 30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>male</td>\n",
       "      <td>Q</td>\n",
       "      <td>31 - 40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Survived  Pclass   Age  SibSp  Parch     Fare     Sex Embarked Age_Range\n",
       "0         0.0     3.0  22.0    1.0    0.0   7.2500    male        S   21 - 30\n",
       "1         1.0     1.0  38.0    1.0    0.0  71.2833  female        C   31 - 40\n",
       "2         1.0     3.0  26.0    0.0    0.0   7.9250  female        S   21 - 30\n",
       "3         1.0     1.0  35.0    1.0    0.0  53.1000  female        S   31 - 40\n",
       "4         0.0     3.0  35.0    0.0    0.0   8.0500    male        S   31 - 40\n",
       "..        ...     ...   ...    ...    ...      ...     ...      ...       ...\n",
       "886       0.0     2.0  27.0    0.0    0.0  13.0000    male        S   21 - 30\n",
       "887       1.0     1.0  19.0    0.0    0.0  30.0000  female        S   16 - 20\n",
       "888       0.0     3.0  20.0    1.0    2.0  23.4500  female        S   16 - 20\n",
       "889       1.0     1.0  26.0    0.0    0.0  30.0000    male        C   21 - 30\n",
       "890       0.0     3.0  32.0    0.0    0.0   7.7500    male        Q   31 - 40\n",
       "\n",
       "[891 rows x 9 columns]"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "f7325092",
   "metadata": {},
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grafico = px.histogram(df, x = df.Age_Range, color='Survived')\n",
    "grafico.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "1cb2639d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21 - 30\n",
      "Not Survived:  -> 187 ----- 21%\n",
      "Survived:  -> 101 ----- 11%\n",
      "Survived/Death Ratio ------------------------------------ 35.1%\n",
      " \n",
      "31 - 40\n",
      "Not Survived:  -> 133 ----- 15%\n",
      "Survived:  -> 79 ----- 9%\n",
      "Survived/Death Ratio ------------------------------------ 37.3%\n",
      " \n",
      "51 - 60\n",
      "Not Survived:  -> 32 ----- 4%\n",
      "Survived:  -> 19 ----- 2%\n",
      "Survived/Death Ratio ------------------------------------ 37.3%\n",
      " \n",
      "1 - 5\n",
      "Not Survived:  -> 13 ----- 1%\n",
      "Survived:  -> 32 ----- 4%\n",
      "Survived/Death Ratio ------------------------------------ 71.1%\n",
      " \n",
      "11 - 15\n",
      "Not Survived:  -> 9 ----- 1%\n",
      "Survived:  -> 15 ----- 2%\n",
      "Survived/Death Ratio ------------------------------------ 62.5%\n",
      " \n",
      "16 - 20\n",
      "Not Survived:  -> 69 ----- 8%\n",
      "Survived:  -> 48 ----- 5%\n",
      "Survived/Death Ratio ------------------------------------ 41.0%\n",
      " \n",
      "6 - 10\n",
      "Not Survived:  -> 13 ----- 1%\n",
      "Survived:  -> 7 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 35.0%\n",
      " \n",
      "61 - 70\n",
      "Not Survived:  -> 23 ----- 3%\n",
      "Survived:  -> 4 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 14.8%\n",
      " \n",
      "41 - 55\n",
      "Not Survived:  -> 66 ----- 7%\n",
      "Survived:  -> 36 ----- 4%\n",
      "Survived/Death Ratio ------------------------------------ 35.3%\n",
      " \n",
      "71 - 80\n",
      "Not Survived:  -> 4 ----- 0%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 20.0%\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for v in df['Age_Range'].unique():\n",
    "        print(v)\n",
    "        for i in [0, 1]:\n",
    "            if i == 0:\n",
    "                print('Not Survived: ', end=' -> ')\n",
    "                val_0 = df.loc[(df['Age_Range'] == v) & (df['Survived'] == i)].count()[0]\n",
    "                print(f'{val_0}', end = ' ----- ')\n",
    "                print(f'{(val_0/population)*100:.0f}%')\n",
    "                \n",
    "            elif i == 1:\n",
    "                print('Survived: ', end=' -> ')\n",
    "                val_1 = df.loc[(df['Age_Range'] == v) & (df['Survived'] == i)].count()[0]\n",
    "                print(f'{val_1}', end = ' ----- ')\n",
    "                print(f'{(val_1/population)*100:.0f}%')\n",
    "        print(f'Survived/Death Ratio ------------------------------------ {((val_1/(val_0+val_1))*100):.1f}%')\n",
    "        print(' ')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "818a9731",
   "metadata": {},
   "source": [
    "> - **Better to investigate the age more deeply**  \n",
    "> Proportionally, children from 0 to 5 years old were the ones that survived the most   \n",
    "> 11 to 15 also had better chances od survival (57%)  \n",
    "> Oddly, children aged 6 to 10 years maintained survival rates close to the average  \n",
    "> Elderly people had death as the most likely outcome  \n",
    "\n",
    "> - **Does having relatives on the ship make you more likely to die?**  \n",
    "> The answer is probably yes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "fbda7ef9",
   "metadata": {},
   "outputs": [],
   "source": [
    "col = ['SibSp', 'Parch']\n",
    "df_ = df[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "e47f7c7a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qsAaMiL9ExF+AfYE1ZftrgX26YoCN9Mgjz3Dccedz7LHn0dJSeXfEFrNnP8XQoaewcGHp7oi1a99iwoTvM2LEGTQ339hVw7VOOPGGH3LB6sc4a+FvGz2U7qfAhyIWodaJ7HXAurL9ddmxHqutbSPNzTdy/fWTmTnzR9x772O0tq7Yqt26deu55Zbfcdhhgzcf69dvF8499yQmTz61K4dsnTD/pt9w25iJjR5G95TYmlitP1nZ7QAARMRGeviFsgsWtLL//k0MGtRE3759OOGEo3jggXlbtbv66rs488wv0q/fLpuPDRjQnyOPPDh3zLqXFx+dy/o1bzZ6GN1TD63Elkk6R9Iu2XYuVe4sT93q1WvZZ589N+83Ne3B6tVrcm0WLXqeVateZ9SoEV09PLPi9NAQ+wbwKUrP/lkBfIL8w892Ohs3buSyy27ju9/9p0YPxWzH6tWrvq1Rw63WIHu4/1URMT4iPhQRTRFxSkfPvpY0SdJcSXNbWjr7YMfuoalpd1at2vIEkNWr19DUtMfm/bff/itLly7ntNMuYfToc5g/v5Wzzrp88+K+WbpU59YYVde1IqJN0v6S+kbEu7V0WvGExyjdrZSW4cM/wgsvrGL58ldoatqDmTMf54orzt78/q67DuDJJ7cE9IQJlzB58qkMH35QI4ZrtuMkdsV+rYvzy4A/SpoBvL3pYERcWciouoE+fXozZcrpTJx4GW1tGxk3bhRDhgzk6qvv4pBDDuKYY47o8POjR5/DunXree+9Ddx//zymT7+QwYMHdtHorZov/fIKDhg1kgF77c55yx/moanX8PT0uxs9rO6hgWca66Gyk47bbiRNbe94REyr4WckWYkZQCmop2log8dhnTU1lkCdc7xo/V71UGiHBn+/ISVcTZVYjWFlZj1BT5xOStobmAx8DOi/6XhEjC5oXGbWKIlNJ2sd7S+APwEHAtOAF+jgK5TMLGVpnZ2sNcT2jIgbgPci4uGI+BrgKsysJ0rsYtdaz06+l/3zZUknAC8Be3TQ3sySldZ0stYQ+76k3YDzgWuADwLnFTYqM2ucnrSwL6k/pVuOBgP7ATdExNFdMTAza5DEQqxa3XgzcCSwEDgeuKLwEZmZdUK16eSwiBgOIOkG4Knih2RmjZVWJVYtxDYt6BMRG5RYmWlmdUjsOrFqIXaYpP/NXgt4X7a/6YtCPljo6Mys6yVWrHQYYhHRu6sGYmbdRQ8KMTPbCfWw6aSZ7WRSW/t2iJlZBYeYmaXM00kzS5srMTNLmdfEzCxpnk6aWdrSqsTSilwzK16BD0WUNEbSEkmtki5s5/3TJb0qaX62TazWpysxM8sraDqZfRH3tcCxwApgjqQZEbG4oumdEXH2Vh1sgysxM6tQ2DP2RwKtEbEs+yLuO4Cx2ztah5iZ5RU3ndwPWF62vyI7VmmcpAWS7pY0qFqnDjEz2yEkTZI0t2ybVEc3vwUOiIhDgf+i9GDWDnlNzMwq1FfbREQL0NJBk5VAeWU1MDtW3sfrZbvXA/9W7ee6EjOzvOKmk3OAIZIOlNQXGA/MyP9o7Vu2eyLwXLVOXYmZWV5BV+xnT4c+G5gN9AamR8QiSc3A3IiYAZwj6URgA7AGOL1avw4xM6tQ3AQtImYBsyqOTSl7fRFwUWf6dIiZWZ7vnTSztDnEzCxlvgHczJLm6aSZpc0hZmYp83TSzNLmSszMUuY1MTNLm6eTZpYyV2JmljQv7JtZ2tKqxNKKXDOzCq7EzCzPa2Jmlra0JmgOMTPLcyVmZmlzJWZmKXMlZmZJc4iZWdo8nTSzlLkSM7O0OcTMLGW+d9LM0uZKzMxS5krMzNLmSszMUuazk2aWNE8nzSxtrsTMLGWJTSfTqhvNzCq4EjOzCmnVNg4xM8tLbDrpEDOzCmlVYoqIon9G4T/AzNpVZ0k1r87/Zo9oSAnXFSHWo0maFBEtjR6H1cd/v/SlVTd2T5MaPQDbLv77Jc4hZmZJc4iZWdIcYtvP6ylp898vcV7YN7OkuRIzs6Q5xCpI+ldJiyQtkDRf0ickXS9pWPb+um187pOSnsw+85yki7t04Iaktux//2cl3SVpwHb2d4CkZ3fU+KwYvmK/jKSjgC8Ah0fEO5L2AvpGxMQaPn4z8OWIeEZSb2BokWO1dq2PiI8DSPoF8A3gymofktQnIjYUPDYriCuxvH2B1yLiHYCIeC0iXpL0kKQjNzWSdFVWrT0gae/s8IeAl7PPtUXE4qztxZJulfS4pP+RdGYX/047q0eBwZK+mFXIT0u6X1IT5P4ufwRuldQk6T8kPZNtn8r66S3p59nf+z5J72vYb2Ttcojl3QcMkrRU0k8kfbadNu8H5kbEx4CHganZ8auAJdl/CF+X1L/sM4cCo4GjgCmS/rbA32GnJ6kPcDywEPgD8MmIGAHcAUwuazoM+FxEnAz8GHg4Ig4DDgcWZW2GANdmf+83gHFd8ktYzRxiZSJiHXAEpau4XwXulHR6RbONwJ3Z69uAz2SfbQaOpBSEpwC/K/vMPRGxPiJeA34PjCzqd9jJvU/SfGAu8CJwAzAQmC1pIfAd4GNl7WdExPrs9WjgOthcSb+ZHX8+IuZnr+cBBxT5C1jneU2sQkS0AQ8BD2X/4n+12kfKPvtn4DpJPwdelbRnZZtt7NuOsXlNbBNJ1wBXRsQMSaOAi8vefruGPt8pe90GeDrZzbgSKyNpqKQhZYc+Dvylolkv4KTs9SmUpitIOkHa/CCmIZT+hX8j2x8rqX8WaqOAOTt88LYtuwErs9cd/R/SA8BZAJJ6S9qt6IHZjuEQy/sAcLOkxZIWUFozubiizdvAyOzU+2igOTs+gdKa2HzgVuDUrKoDWEBpGvkEcElEvFTob2HlLgbukjQPeK2DducCR2fV9zxKf3tLgK/YL1h2vdi6iLi80WMx64lciZlZ0lyJmVnSXImZWdIcYmaWNIeYmSXNIWZmSXOImVnSHGJmlrT/B1EKn06GtEGLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlations = df_.corr()\n",
    "f, ax = plt.subplots(figsize=(5,5))\n",
    "sns.heatmap(correlations, cmap = \"YlOrRd\", linewidths=0.1, annot = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0695bed",
   "metadata": {},
   "source": [
    "> - **Better to investigate parch more deeply**  \n",
    "> Attribute closely linked with SibSp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "1f88ad7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "512.3292"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Fare'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "e57a1590",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Embarked</th>\n",
       "      <th>Age_Range</th>\n",
       "      <th>Fare_range</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "      <td>21 - 30</td>\n",
       "      <td>1 - 10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>female</td>\n",
       "      <td>C</td>\n",
       "      <td>31 - 40</td>\n",
       "      <td>41 - 80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>21 - 30</td>\n",
       "      <td>1 - 10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>31 - 40</td>\n",
       "      <td>41 - 80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "      <td>31 - 40</td>\n",
       "      <td>1 - 10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>male</td>\n",
       "      <td>S</td>\n",
       "      <td>21 - 30</td>\n",
       "      <td>11 - 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>16 - 20</td>\n",
       "      <td>21 - 40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>23.4500</td>\n",
       "      <td>female</td>\n",
       "      <td>S</td>\n",
       "      <td>16 - 20</td>\n",
       "      <td>21 - 40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>male</td>\n",
       "      <td>C</td>\n",
       "      <td>21 - 30</td>\n",
       "      <td>21 - 40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>male</td>\n",
       "      <td>Q</td>\n",
       "      <td>31 - 40</td>\n",
       "      <td>1 - 10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Survived  Pclass   Age  SibSp  Parch     Fare     Sex Embarked Age_Range  \\\n",
       "0         0.0     3.0  22.0    1.0    0.0   7.2500    male        S   21 - 30   \n",
       "1         1.0     1.0  38.0    1.0    0.0  71.2833  female        C   31 - 40   \n",
       "2         1.0     3.0  26.0    0.0    0.0   7.9250  female        S   21 - 30   \n",
       "3         1.0     1.0  35.0    1.0    0.0  53.1000  female        S   31 - 40   \n",
       "4         0.0     3.0  35.0    0.0    0.0   8.0500    male        S   31 - 40   \n",
       "..        ...     ...   ...    ...    ...      ...     ...      ...       ...   \n",
       "886       0.0     2.0  27.0    0.0    0.0  13.0000    male        S   21 - 30   \n",
       "887       1.0     1.0  19.0    0.0    0.0  30.0000  female        S   16 - 20   \n",
       "888       0.0     3.0  20.0    1.0    2.0  23.4500  female        S   16 - 20   \n",
       "889       1.0     1.0  26.0    0.0    0.0  30.0000    male        C   21 - 30   \n",
       "890       0.0     3.0  32.0    0.0    0.0   7.7500    male        Q   31 - 40   \n",
       "\n",
       "    Fare_range  \n",
       "0       1 - 10  \n",
       "1      41 - 80  \n",
       "2       1 - 10  \n",
       "3      41 - 80  \n",
       "4       1 - 10  \n",
       "..         ...  \n",
       "886    11 - 20  \n",
       "887    21 - 40  \n",
       "888    21 - 40  \n",
       "889    21 - 40  \n",
       "890     1 - 10  \n",
       "\n",
       "[891 rows x 10 columns]"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_fare = []\n",
    "for v in df['Fare']:\n",
    "    if v == 0:\n",
    "        list_fare.append('0')\n",
    "    elif v <= 10:\n",
    "        list_fare.append('1 - 10')\n",
    "    elif v <= 20:\n",
    "        list_fare.append('11 - 20')\n",
    "    elif v <= 40:\n",
    "        list_fare.append('21 - 40')\n",
    "    elif v <= 80:\n",
    "        list_fare.append('41 - 80')\n",
    "    elif v <= 160:\n",
    "        list_fare.append('81 - 160')\n",
    "    elif v <= 320:\n",
    "        list_fare.append('161 - 320')\n",
    "    elif v <= 513:\n",
    "        list_fare.append('321 - 513')\n",
    "\n",
    "df['Fare_range'] = list_fare\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "4e56ad23",
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       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grafico = px.histogram(df, x = df.Fare_range, color='Survived')\n",
    "grafico.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "2fe756b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - 10\n",
      "Not Survived:  -> 255 ----- 29%\n",
      "Survived:  -> 66 ----- 7%\n",
      "Survived/Death Ratio ------------------------------------ 20.6%\n",
      " \n",
      "41 - 80\n",
      "Not Survived:  -> 46 ----- 5%\n",
      "Survived:  -> 56 ----- 6%\n",
      "Survived/Death Ratio ------------------------------------ 54.9%\n",
      " \n",
      "21 - 40\n",
      "Not Survived:  -> 114 ----- 13%\n",
      "Survived:  -> 86 ----- 10%\n",
      "Survived/Death Ratio ------------------------------------ 43.0%\n",
      " \n",
      "11 - 20\n",
      "Not Survived:  -> 103 ----- 12%\n",
      "Survived:  -> 76 ----- 9%\n",
      "Survived/Death Ratio ------------------------------------ 42.5%\n",
      " \n",
      "161 - 320\n",
      "Not Survived:  -> 6 ----- 1%\n",
      "Survived:  -> 13 ----- 1%\n",
      "Survived/Death Ratio ------------------------------------ 68.4%\n",
      " \n",
      "81 - 160\n",
      "Not Survived:  -> 11 ----- 1%\n",
      "Survived:  -> 41 ----- 5%\n",
      "Survived/Death Ratio ------------------------------------ 78.8%\n",
      " \n",
      "0\n",
      "Not Survived:  -> 14 ----- 2%\n",
      "Survived:  -> 1 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 6.7%\n",
      " \n",
      "321 - 513\n",
      "Not Survived:  -> 0 ----- 0%\n",
      "Survived:  -> 3 ----- 0%\n",
      "Survived/Death Ratio ------------------------------------ 100.0%\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for v in df['Fare_range'].unique():\n",
    "        print(v)\n",
    "        for i in [0, 1]:\n",
    "            if i == 0:\n",
    "                print('Not Survived: ', end=' -> ')\n",
    "                val_0 = df.loc[(df['Fare_range'] == v) & (df['Survived'] == i)].count()[0]\n",
    "                print(f'{val_0}', end = ' ----- ')\n",
    "                print(f'{(val_0/population)*100:.0f}%')\n",
    "                \n",
    "            elif i == 1:\n",
    "                print('Survived: ', end=' -> ')\n",
    "                val_1 = df.loc[(df['Fare_range'] == v) & (df['Survived'] == i)].count()[0]\n",
    "                print(f'{val_1}', end = ' ----- ')\n",
    "                print(f'{(val_1/population)*100:.0f}%')\n",
    "        print(f'Survived/Death Ratio ------------------------------------ {((val_1/(val_0+val_1))*100):.1f}%')\n",
    "        print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "00689e9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "col = ['Pclass', 'Fare']\n",
    "df_ = df[col]\n",
    "\n",
    "correlations = df_.corr()\n",
    "f, ax = plt.subplots(figsize=(5,5))\n",
    "sns.heatmap(correlations, cmap = \"YlOrRd\", linewidths=0.1, annot = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86b552a0",
   "metadata": {},
   "source": [
    "> - **Check Fare proportions**  \n",
    "> As expected, the Pclass and Fare attributes are linked.  \n",
    "> And having paid more for the ticket suggests that there is a greater chance of surviving, as well as belonging to first class.  \n",
    "> Very cheap tickets (up to 40$) are more susceptible to death\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b2c8c08",
   "metadata": {},
   "source": [
    "> **In short, being in the richer classes, being a woman or a child, raises the chances of survival.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "661f0741",
   "metadata": {},
   "source": [
    "# Exporting Changes in DataSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "a3cdaa48",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df.to_csv(r'C:\\Users\\lucas\\OneDrive\\Documents\\TI\\DataScience\\Projects\\Titanic\\titanic_preprocessed_2.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5846f6bb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}