test-your-ds.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Testing your Data Science Skills with TITANIC DATASET"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "5IKYN_qOcTPG"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Introduction\n",
    "\n",
    "Hi! Welcome to our small notebook for self-evaluating your Data Science skills. Since you want to join the AI Track you should have some prior coding experience, for example by taking the Data Science track in the last semester or using Pandas/Numpy/Matplotlib in your studies or Hiwi-Job.\n",
    "\n",
    "If you never ever heard of Pandas/Numpy/Matplotlib you probably already can stop reading here - the Data Science track might be just right to start! \n",
    "\n",
    "This notebook won't be evaluated, we even won't see it at all. If you want to cheat - we cannot hinder you, but we also can't help you changing tracks after the semester started. Be honest to yourself, it's totally fine to start with the basics :) \n",
    "\n",
    "\n",
    "That's it with the trivia. We did the notebook ourselfes and needed ~30 minutes to solve it, just to give you a rough estimate. "
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Needed Skills\n",
    "\n",
    "- Know how to clean data\n",
    "- Know how to investigate your data through visualizations\n",
    "- Explore what representations exist in your dataset\n",
    "- Create new data/features using the data at hand\n",
    "\n",
    "Everything you will need to do will be inside of this notebook, and We've marked which cells you will need to edit by saying <b><font color='red'>\"TODO! COMPLETE THIS SECTION!\"</font></b>."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "AUrnQfPPcTPQ"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "\n",
    "\n",
    "## import libraries\n",
    "\n",
    "Seaborn is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics. And it generates prettier plots than matplotlib.\n",
    "\n",
    "It is ok if you don't know how to plot data with Seaborn. That's what google is for, or you can also use whatever library you want."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "NCSSHIMWcTPS"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ],
   "outputs": [],
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3QOAscN3cTPT"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "3tK0g33UcTPX"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "# Import the train.csv file using pandas in a variable called train\n"
   ],
   "outputs": [],
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "s-i9uzplcTPX"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "0bNAz3OJcTPb"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "# display the shape of the dataframe train\n",
    "\n",
    "###### YOUR CODE ######"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(891, 12)"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "P3sCowudcTPd",
    "outputId": "34a44e44-7a55-40c4-eee3-22fad74406ea"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "7o7Wj8pIcTPi"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "# use head and display the first 5 rows of your dataframe\n",
    "\n",
    "###### YOUR CODE ######"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 496
    },
    "colab_type": "code",
    "id": "Jvq7NnidcTPj",
    "outputId": "00b71f9f-11de-4bd2-dad1-a73549d2715a"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Short description of the data\n",
    "\n",
    "1. The Survived variable is our outcome or dependent variable. It is a binary nominal datatype of 1 for survived and 0 for did not survive. All other variables are potential predictors or independent variables. What's important to note, more predictor variables do not make a better model, but the right variables.\n",
    "2. The PassengerID and Ticket variables are assumed to be random unique identifiers, that have no impact on the outcome variable. Thus, they will be excluded from analysis.\n",
    "3. The Pclass variable is an ordinal datatype for the ticket class, a proxy for socio-economic status (SES), representing 1 = upper class, 2 = middle class, and 3 = lower class.\n",
    "4. The Name variable is a nominal datatype. Besides the name of the passenger it also holds the information about the title, like master and so on.\n",
    "5. The Sex stores the information about the passengers sex as string (female or male)\n",
    "6. Embarked variables are a nominal datatype and hold the information about the port of embarkation (C = Cherbourg, Q = Queenstown, S = Southampton)\n",
    "6. The Age and Fare variable are continuous quantitative datatypes.\n",
    "7. The SibSp represents number of related siblings/spouse aboard and Parch represents number of related parents/children aboard. Both are discrete quantitative datatypes. \n",
    "8. The Cabin represents the cabin number.\n",
    "\n",
    "Let's check how many entries are nan  "
   ],
   "metadata": {
    "colab_type": "text",
    "id": "W_BJc9MkcTPn"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "# use the isnull method to find out which columns contain null values\n",
    "train.isnull().sum()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age            177\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 238
    },
    "colab_type": "code",
    "id": "vbEvq7QncTPo",
    "outputId": "b741030b-0299-4a42-93cb-d9946dd569e0"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "There are NaN values in our data set in the age column. Furthermore, the Cabin column has a lot of missing values as well. These NaN values will get in the way of training a machine learning model. You need to fill in the NaN values with replacement values in order for the model to have a complete prediction for every row in the data set. This process is known as imputation and you will practice how to replace the missing data as well as get a feeling what story the data is telling you by using visualizations.\n",
    "\n",
    "Let's start with the age columns."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "RaB_u3XLcTPr"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## visualize and clean data: Age\n",
    "\n",
    "Let's look how the age is dristributed. First create a copy of the dataframe to avoid maniplulating the main dataframe while doing first investigations.\n",
    "\n",
    "Then plot the distribution of the age column by using seaborns displot function (you can google \"seaborn distribution\" to see how the function is used)."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "GOzZ0G0ScTPs"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "N9hxBoRzcTPt"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "# make a copy of the dataframe\n",
    "copy = train.copy()\n",
    "# drop all nan values of the age column using dropna.\n",
    "# don't forget to set the inplace parameter to True\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "# plot the distribution of the age by using seaborns displot function\n",
    "# input the Age column of your copy dataframe.\n",
    "# And set the bins parameter to 15\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"264.740366pt\" version=\"1.1\" viewBox=\"0 0 384.828125 264.740366\" width=\"384.828125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 264.740366 \nL 384.828125 264.740366 \nL 384.828125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 42.828125 227.184116 \nL 377.628125 227.184116 \nL 377.628125 9.744116 \nL 42.828125 9.744116 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 91.731782 227.184116 \nL 107.531295 227.184116 \nL 107.531295 155.437885 \nL 91.731782 155.437885 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 107.531295 227.184116 \nL 123.330807 227.184116 \nL 123.330807 188.049808 \nL 107.531295 188.049808 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 123.330807 227.184116 \nL 139.130319 227.184116 \nL 139.130319 175.005039 \nL 123.330807 175.005039 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 139.130319 227.184116 \nL 154.929832 227.184116 \nL 154.929832 57.602114 \nL 139.130319 57.602114 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 154.929832 227.184116 \nL 170.729344 227.184116 \nL 170.729344 39.665556 \nL 154.929832 39.665556 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 170.729344 227.184116 \nL 186.528856 227.184116 \nL 186.528856 20.098402 \nL 170.729344 20.098402 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 186.528856 227.184116 \nL 202.328369 227.184116 \nL 202.328369 96.736422 \nL 186.528856 96.736422 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 202.328369 227.184116 \nL 218.127881 227.184116 \nL 218.127881 130.978942 \nL 202.328369 130.978942 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 218.127881 227.184116 \nL 233.927394 227.184116 \nL 233.927394 147.284904 \nL 218.127881 147.284904 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 233.927394 227.184116 \nL 249.726906 227.184116 \nL 249.726906 178.266231 \nL 233.927394 178.266231 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 249.726906 227.184116 \nL 265.526418 227.184116 \nL 265.526418 191.311 \nL 249.726906 191.311 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 265.526418 227.184116 \nL 281.325931 227.184116 \nL 281.325931 199.463981 \nL 265.526418 199.463981 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 281.325931 227.184116 \nL 297.125443 227.184116 \nL 297.125443 220.661732 \nL 281.325931 220.661732 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 297.125443 227.184116 \nL 312.924955 227.184116 \nL 312.924955 217.400539 \nL 297.125443 217.400539 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 312.924955 227.184116 \nL 328.724468 227.184116 \nL 328.724468 225.55352 \nL 312.924955 225.55352 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m730981a435\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"90.481004\" xlink:href=\"#m730981a435\" y=\"227.184116\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(87.299754 241.782554)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"150.04187\" xlink:href=\"#m730981a435\" y=\"227.184116\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(143.67937 241.782554)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"209.602736\" xlink:href=\"#m730981a435\" y=\"227.184116\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(203.240236 241.782554)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"269.163602\" xlink:href=\"#m730981a435\" y=\"227.184116\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(262.801102 241.782554)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.724468\" xlink:href=\"#m730981a435\" y=\"227.184116\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(322.361968 241.782554)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- Age -->\n     <defs>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n     </defs>\n     <g transform=\"translate(200.557031 255.460679)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_6\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m4d5229ef4e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"227.184116\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.000 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(7.2 230.983335)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"196.300559\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.005 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(7.2 200.099778)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"165.417003\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.010 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(7.2 169.216221)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"134.533446\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.015 -->\n      <g transform=\"translate(7.2 138.332665)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"103.649889\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.020 -->\n      <g transform=\"translate(7.2 107.449108)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"72.766332\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.025 -->\n      <g transform=\"translate(7.2 76.565551)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"41.882776\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.030 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(7.2 45.681994)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m4d5229ef4e\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.035 -->\n      <g transform=\"translate(7.2 14.798437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p0d19c5b238)\" d=\"M 58.046307 227.031442 \nL 62.839435 226.657867 \nL 65.235999 226.252836 \nL 67.632563 225.601425 \nL 70.029127 224.602856 \nL 72.425691 223.143701 \nL 74.822255 221.112197 \nL 77.218819 218.419562 \nL 79.615383 215.025686 \nL 82.011947 210.963946 \nL 84.408512 206.358065 \nL 91.598204 191.774474 \nL 93.994768 187.70821 \nL 96.391332 184.511871 \nL 98.787896 182.339135 \nL 101.18446 181.216031 \nL 103.581024 181.039832 \nL 105.977588 181.597688 \nL 113.16728 184.541354 \nL 115.563844 184.764765 \nL 117.960408 184.018036 \nL 120.356973 181.974707 \nL 122.753537 178.35136 \nL 125.150101 172.935435 \nL 127.546665 165.619093 \nL 129.943229 156.431439 \nL 132.339793 145.55886 \nL 134.736357 133.344509 \nL 144.322613 81.415586 \nL 146.719177 70.32003 \nL 149.115741 60.758995 \nL 151.512305 52.891783 \nL 153.908869 46.745489 \nL 156.305434 42.240698 \nL 158.701998 39.225102 \nL 161.098562 37.508539 \nL 163.495126 36.894725 \nL 165.89169 37.206633 \nL 168.288254 38.303467 \nL 170.684818 40.087989 \nL 173.081382 42.503957 \nL 175.477946 45.525188 \nL 177.87451 49.139583 \nL 180.271074 53.332773 \nL 182.667638 58.075781 \nL 185.064202 63.319276 \nL 187.460766 68.994379 \nL 192.253895 81.297618 \nL 204.236715 113.235844 \nL 206.633279 119.104361 \nL 209.029843 124.624693 \nL 211.426407 129.748648 \nL 213.822971 134.447132 \nL 216.219535 138.71223 \nL 218.616099 142.55866 \nL 221.012663 146.024333 \nL 223.409227 149.169411 \nL 228.202355 154.827075 \nL 232.995484 160.261089 \nL 237.788612 166.077214 \nL 242.58174 172.447498 \nL 249.771432 182.194014 \nL 252.167996 185.179541 \nL 254.56456 187.925358 \nL 256.961124 190.4034 \nL 259.357688 192.615905 \nL 261.754252 194.593149 \nL 266.547381 198.063316 \nL 273.737073 203.010838 \nL 278.530201 206.588896 \nL 285.719893 212.025134 \nL 288.116457 213.648723 \nL 290.513021 215.104767 \nL 292.909585 216.378955 \nL 295.306149 217.481294 \nL 300.099277 219.299619 \nL 307.28897 221.600681 \nL 312.082098 223.005371 \nL 316.875226 224.185897 \nL 321.668354 225.039769 \nL 326.461482 225.601859 \nL 336.047738 226.335115 \nL 345.633995 226.877522 \nL 352.823687 227.086943 \nL 360.013379 227.129711 \nL 362.409943 227.100379 \nL 362.409943 227.100379 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 42.828125 227.184116 \nL 42.828125 9.744116 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 377.628125 227.184116 \nL 377.628125 9.744116 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 42.828125 227.184116 \nL 377.628125 227.184116 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 42.828125 9.744116 \nL 377.628125 9.744116 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p0d19c5b238\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"42.828125\" y=\"9.744116\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 380
    },
    "colab_type": "code",
    "id": "s-xLds-AcTPu",
    "outputId": "e2cb7336-62c9-4681-d88d-e4de1d0e738f"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "The distribution does not look crazy skewed. thus let's try using the mean value of the age to fill all nan values (if you want to use median instead feel free to try it) and display again the distribution: "
   ],
   "metadata": {
    "colab_type": "text",
    "id": "BpPIo5JAcTPx"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "8GznW8ezcTPy"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "# make a copy of the dataframe\n",
    "copy = train.copy()\n",
    "# fill NaN values in age column with mean value. use the .fillna method. \n",
    "# Don't forget to set the inplace parameter to True\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "# we will create a subplot with 2 figures to look how the age distribution changed\n",
    "fig, ax = plt.subplots(1, 2, figsize=(15, 5))\n",
    "# this will plot the age distribution without nan values.\n",
    "# the ax parameter is set to ax[0] so that the subplot knows where to place the plot\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "# plot here the age distribution in the copy dataframe where you\n",
    "# replaced all nan values with the mean age value. \n",
    "# don't forget to set the ax parameter to ax[1]\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"316.55625pt\" version=\"1.1\" viewBox=\"0 0 887.028125 316.55625\" width=\"887.028125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 316.55625 \nL 887.028125 316.55625 \nL 887.028125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 42.828125 279 \nL 423.28267 279 \nL 423.28267 7.2 \nL 42.828125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 113.24859 279 \nL 129.222831 279 \nL 129.222831 183.126984 \nL 113.24859 183.126984 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 129.222831 279 \nL 145.197072 279 \nL 145.197072 269.412698 \nL 129.222831 269.412698 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 145.197072 279 \nL 161.171313 279 \nL 161.171313 231.063492 \nL 145.197072 231.063492 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 161.171313 279 \nL 177.145554 279 \nL 177.145554 96.84127 \nL 161.171313 96.84127 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 177.145554 279 \nL 193.119795 279 \nL 193.119795 58.492063 \nL 177.145554 58.492063 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 193.119795 279 \nL 209.094036 279 \nL 209.094036 87.253968 \nL 193.119795 87.253968 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 209.094036 279 \nL 225.068277 279 \nL 225.068277 20.142857 \nL 209.094036 20.142857 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 225.068277 279 \nL 241.042518 279 \nL 241.042518 106.428571 \nL 225.068277 106.428571 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 241.042518 279 \nL 257.016759 279 \nL 257.016759 96.84127 \nL 241.042518 96.84127 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 257.016759 279 \nL 272.991 279 \nL 272.991 125.603175 \nL 257.016759 125.603175 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 272.991 279 \nL 288.965241 279 \nL 288.965241 154.365079 \nL 272.991 154.365079 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 288.965241 279 \nL 304.939483 279 \nL 304.939483 211.888889 \nL 288.965241 211.888889 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 304.939483 279 \nL 320.913724 279 \nL 320.913724 259.825397 \nL 304.939483 259.825397 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 320.913724 279 \nL 336.887965 279 \nL 336.887965 259.825397 \nL 320.913724 259.825397 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 336.887965 279 \nL 352.862206 279 \nL 352.862206 269.412698 \nL 336.887965 269.412698 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m3514f7110e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.860668\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −20 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(39.308324 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.460976\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0 -->\n      <g transform=\"translate(107.279726 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"171.061283\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <g transform=\"translate(164.698783 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"231.661591\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(225.299091 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.261898\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(285.899398 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"352.862206\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(346.499706 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"413.462513\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(403.918763 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_8\">\n     <!-- Age -->\n     <defs>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n     </defs>\n     <g transform=\"translate(223.384304 307.276562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mfba10b0bbd\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#mfba10b0bbd\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.000 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(7.2 282.799219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#mfba10b0bbd\" y=\"232.752008\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.005 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(7.2 236.551226)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#mfba10b0bbd\" y=\"186.504015\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.010 -->\n      <g transform=\"translate(7.2 190.303234)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#mfba10b0bbd\" y=\"140.256023\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.015 -->\n      <g transform=\"translate(7.2 144.055242)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#mfba10b0bbd\" y=\"94.00803\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.020 -->\n      <g transform=\"translate(7.2 97.807249)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#mfba10b0bbd\" y=\"47.760038\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.025 -->\n      <g transform=\"translate(7.2 51.559257)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#pada4020484)\" d=\"M 60.121513 278.785622 \nL 65.56825 278.520419 \nL 71.014986 277.924569 \nL 73.738355 277.431959 \nL 76.461723 276.761356 \nL 79.185091 275.872567 \nL 81.908459 274.725555 \nL 84.631828 273.284546 \nL 87.355196 271.523004 \nL 90.078564 269.429025 \nL 92.801933 267.01043 \nL 95.525301 264.29866 \nL 100.972037 258.246991 \nL 106.418774 251.985385 \nL 109.142142 249.048593 \nL 111.86551 246.3736 \nL 114.588879 244.027505 \nL 117.312247 242.036186 \nL 120.035615 240.375142 \nL 125.482352 237.675607 \nL 128.20572 236.330262 \nL 130.929088 234.723882 \nL 133.652456 232.639181 \nL 136.375825 229.867501 \nL 139.099193 226.229028 \nL 141.822561 221.590487 \nL 144.545929 215.878374 \nL 147.269298 209.086343 \nL 149.992666 201.276172 \nL 152.716034 192.572447 \nL 155.439402 183.151869 \nL 160.886139 163.03688 \nL 166.332875 142.783503 \nL 169.056244 133.140433 \nL 171.779612 124.041426 \nL 174.50298 115.59756 \nL 177.226348 107.872163 \nL 179.949717 100.882946 \nL 182.673085 94.608298 \nL 185.396453 88.997161 \nL 188.119821 83.981588 \nL 190.84319 79.490728 \nL 193.566558 75.464708 \nL 196.289926 71.866638 \nL 199.013295 68.691036 \nL 201.736663 65.967172 \nL 204.460031 63.75645 \nL 207.183399 62.143737 \nL 209.906768 61.223516 \nL 212.630136 61.082707 \nL 215.353504 61.782752 \nL 218.076872 63.343938 \nL 220.800241 65.734822 \nL 223.523609 68.86894 \nL 226.246977 72.609895 \nL 228.970345 76.784495 \nL 237.14045 90.054143 \nL 239.863818 94.220595 \nL 242.587187 98.124842 \nL 245.310555 101.775977 \nL 256.204028 115.661672 \nL 258.927396 119.574745 \nL 261.650764 123.87725 \nL 264.374133 128.619768 \nL 267.097501 133.813205 \nL 269.820869 139.43301 \nL 272.544237 145.427581 \nL 277.990974 158.261928 \nL 286.161079 178.570037 \nL 294.331184 198.858826 \nL 299.77792 211.848158 \nL 305.224657 224.039445 \nL 307.948025 229.728773 \nL 310.671393 235.092747 \nL 313.394761 240.09676 \nL 316.11813 244.714041 \nL 318.841498 248.927188 \nL 321.564866 252.728823 \nL 324.288234 256.121419 \nL 327.011603 259.116485 \nL 329.734971 261.733347 \nL 332.458339 263.997742 \nL 335.181707 265.94039 \nL 337.905076 267.595596 \nL 340.628444 268.999895 \nL 343.351812 270.190684 \nL 346.07518 271.204812 \nL 351.521917 272.839216 \nL 356.968653 274.13481 \nL 365.138758 275.74234 \nL 373.308863 277.054398 \nL 378.755599 277.734693 \nL 384.202336 278.239229 \nL 389.649072 278.576941 \nL 397.819177 278.831169 \nL 405.989282 278.843308 \nL 405.989282 278.843308 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 42.828125 279 \nL 42.828125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 423.28267 279 \nL 423.28267 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 42.828125 279 \nL 423.28267 279 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 42.828125 7.2 \nL 423.28267 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_22\">\n    <path d=\"M 499.37358 279 \nL 879.828125 279 \nL 879.828125 7.2 \nL 499.37358 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 545.223102 279 \nL 564.473469 279 \nL 564.473469 241.533835 \nL 545.223102 241.533835 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 564.473469 279 \nL 583.723835 279 \nL 583.723835 258.56391 \nL 564.473469 258.56391 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 583.723835 279 \nL 602.974202 279 \nL 602.974202 251.75188 \nL 583.723835 251.75188 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 602.974202 279 \nL 622.224569 279 \nL 622.224569 190.443609 \nL 602.974202 190.443609 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 622.224569 279 \nL 641.474935 279 \nL 641.474935 181.077068 \nL 622.224569 181.077068 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 641.474935 279 \nL 660.725302 279 \nL 660.725302 20.142857 \nL 641.474935 20.142857 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 660.725302 279 \nL 679.975669 279 \nL 679.975669 210.879699 \nL 660.725302 210.879699 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 679.975669 279 \nL 699.226036 279 \nL 699.226036 228.761278 \nL 679.975669 228.761278 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 699.226036 279 \nL 718.476402 279 \nL 718.476402 237.276316 \nL 699.226036 237.276316 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_32\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 718.476402 279 \nL 737.726769 279 \nL 737.726769 253.454887 \nL 718.476402 253.454887 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 737.726769 279 \nL 756.977136 279 \nL 756.977136 260.266917 \nL 737.726769 260.266917 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 756.977136 279 \nL 776.227503 279 \nL 776.227503 264.524436 \nL 756.977136 264.524436 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 776.227503 279 \nL 795.477869 279 \nL 795.477869 275.593985 \nL 776.227503 275.593985 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 795.477869 279 \nL 814.728236 279 \nL 814.728236 273.890977 \nL 795.477869 273.890977 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 814.728236 279 \nL 833.978603 279 \nL 833.978603 278.148496 \nL 814.728236 278.148496 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"543.699135\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(540.517885 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"616.269002\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 20 -->\n      <g transform=\"translate(609.906502 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"688.838869\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 40 -->\n      <g transform=\"translate(682.476369 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"761.408736\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 60 -->\n      <g transform=\"translate(755.046236 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"833.978603\" xlink:href=\"#m3514f7110e\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 80 -->\n      <g transform=\"translate(827.616103 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_20\">\n     <!-- Age -->\n     <g transform=\"translate(679.929759 307.276562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#mfba10b0bbd\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0.00 -->\n      <g transform=\"translate(470.107955 282.799219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#mfba10b0bbd\" y=\"238.748975\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 0.01 -->\n      <g transform=\"translate(470.107955 242.548193)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#mfba10b0bbd\" y=\"198.497949\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0.02 -->\n      <g transform=\"translate(470.107955 202.297168)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#mfba10b0bbd\" y=\"158.246924\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 0.03 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(470.107955 162.046142)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#mfba10b0bbd\" y=\"117.995898\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0.04 -->\n      <g transform=\"translate(470.107955 121.795117)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#mfba10b0bbd\" y=\"77.744873\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 0.05 -->\n      <g transform=\"translate(470.107955 81.544091)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#mfba10b0bbd\" y=\"37.493847\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.06 -->\n      <g transform=\"translate(470.107955 41.293066)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_27\">\n    <path clip-path=\"url(#p7d74582cd6)\" d=\"M 516.666968 278.914111 \nL 519.390336 278.800609 \nL 522.113704 278.558541 \nL 524.837073 278.089395 \nL 527.560441 277.255445 \nL 530.283809 275.894412 \nL 533.007178 273.856869 \nL 535.730546 271.063846 \nL 538.453914 267.56834 \nL 546.624019 255.819359 \nL 549.347387 252.934303 \nL 552.070755 251.16978 \nL 554.794124 250.61361 \nL 557.517492 251.127599 \nL 560.24086 252.405001 \nL 568.410965 257.323007 \nL 571.134333 258.577508 \nL 573.857701 259.530878 \nL 576.58107 260.170034 \nL 579.304438 260.409838 \nL 582.027806 260.051557 \nL 584.751174 258.797519 \nL 587.474543 256.317779 \nL 590.197911 252.344853 \nL 592.921279 246.764734 \nL 595.644647 239.676602 \nL 598.368016 231.404519 \nL 606.53812 204.939337 \nL 609.261489 197.424644 \nL 611.984857 191.15706 \nL 614.708225 186.177448 \nL 617.431593 182.332954 \nL 620.154962 179.322323 \nL 622.87833 176.714872 \nL 625.601698 173.918971 \nL 628.325066 170.123663 \nL 631.048435 164.293231 \nL 633.771803 155.321843 \nL 636.495171 142.412606 \nL 639.21854 125.618212 \nL 644.665276 87.300061 \nL 647.388644 72.26245 \nL 650.112013 64.729826 \nL 652.835381 66.851562 \nL 655.558749 78.602399 \nL 658.282117 97.797761 \nL 663.728854 144.274622 \nL 666.452222 165.118308 \nL 669.17559 182.041807 \nL 671.898959 194.900651 \nL 674.622327 204.331199 \nL 677.345695 211.234316 \nL 680.069063 216.4286 \nL 682.792432 220.517686 \nL 685.5158 223.899681 \nL 688.239168 226.822542 \nL 690.962536 229.428881 \nL 693.685905 231.782879 \nL 696.409273 233.894558 \nL 699.132641 235.750311 \nL 701.856009 237.343256 \nL 704.579378 238.691243 \nL 707.302746 239.838057 \nL 712.749482 241.781839 \nL 718.196219 243.766287 \nL 720.919587 244.980367 \nL 723.642955 246.430289 \nL 726.366324 248.13207 \nL 731.81306 252.072934 \nL 737.259797 256.012061 \nL 739.983165 257.729093 \nL 742.706533 259.210739 \nL 745.429902 260.451168 \nL 748.15327 261.466741 \nL 750.876638 262.286833 \nL 756.323375 263.50862 \nL 761.770111 264.549163 \nL 764.493479 265.157406 \nL 767.216848 265.892225 \nL 769.940216 266.779835 \nL 772.663584 267.819582 \nL 783.557057 272.484026 \nL 786.280425 273.360467 \nL 789.003794 273.985681 \nL 791.727162 274.368827 \nL 797.173898 274.711532 \nL 802.620635 275.147617 \nL 808.067371 276.026639 \nL 813.514108 277.053345 \nL 818.960844 277.809532 \nL 824.407581 278.153165 \nL 846.194527 278.69494 \nL 854.364632 278.926684 \nL 862.534737 278.959898 \nL 862.534737 278.959898 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 499.37358 279 \nL 499.37358 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 879.828125 279 \nL 879.828125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 499.37358 279 \nL 879.828125 279 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 499.37358 7.2 \nL 879.828125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pada4020484\">\n   <rect height=\"271.8\" width=\"380.454545\" x=\"42.828125\" y=\"7.2\"/>\n  </clipPath>\n  <clipPath id=\"p7d74582cd6\">\n   <rect height=\"271.8\" width=\"380.454545\" x=\"499.37358\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 371
    },
    "colab_type": "code",
    "id": "mW7dhCK2cTP0",
    "outputId": "373bc709-036e-42fb-ca64-79b83c31f12d"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "now there is a very large peak. maybe just the mean value is not a very good idea. another idea is to generate random numbers between (mean - std) and (mean + std). For this you will generate an age_generator function below."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "xtxDJb43cTP3"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "rfMd8QZBcTP4"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "def age_generator(df):\n",
    "    # save the mean value of the age column here\n",
    "\n",
    "    ###### YOUR CODE ######\n",
    "\n",
    "\n",
    "    # save the standard deviation of the age column here\n",
    "\n",
    "    ###### YOUR CODE ######\n",
    "\n",
    "\n",
    "    # we need the number of null values to know how much random ages to generate\n",
    "    # use the isnull and sum functions\n",
    "\n",
    "    ###### YOUR CODE ######\n",
    "\n",
    "\n",
    "    # this will generate a list of random numbers between (mean - std) and (mean + std)\n",
    "    age_null_random_list = np.random.randint(\n",
    "        age_avg - age_std, age_avg + age_std, size=age_null_count)\n",
    "    # select all nan ages and set it equal to the list of random ages\n",
    "    df['Age'][np.isnan(df['Age'])] = age_null_random_list\n",
    "    return df"
   ],
   "outputs": [],
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "zqNDF4d9cTP4"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "After successfully implementig the age_generator you can now use it."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "5XVIS5SUcTP7"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "# again let's first create a copy of our dataframe\n",
    "copy = train.copy()\n",
    "# apply the age_generator function to the copied dataframe\n",
    "copy = age_generator(copy)\n",
    "\n",
    "# and here we will plot again the distribution of the age from the raw dataframe\n",
    "# and the dataframe where you replaced all nan values\n",
    "fig, ax = plt.subplots(1, 2, figsize=(15, 5))\n",
    "# plot the age column of the train data. \n",
    "# don't forget to drop the nan values otherwise an error will occure.\n",
    "# set the bins and ax like in the plot above\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "# plot the age column of the copy data.\n",
    "# you don't have to drop the nan values since to replaced them\n",
    "# with the age_generator.\n",
    "# set the bins and ax like in the plot above\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"316.55625pt\" version=\"1.1\" viewBox=\"0 0 887.028125 316.55625\" width=\"887.028125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 316.55625 \nL 887.028125 316.55625 \nL 887.028125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 42.828125 279 \nL 423.28267 279 \nL 423.28267 7.2 \nL 42.828125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 113.24859 279 \nL 129.222831 279 \nL 129.222831 183.126984 \nL 113.24859 183.126984 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 129.222831 279 \nL 145.197072 279 \nL 145.197072 269.412698 \nL 129.222831 269.412698 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 145.197072 279 \nL 161.171313 279 \nL 161.171313 231.063492 \nL 145.197072 231.063492 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 161.171313 279 \nL 177.145554 279 \nL 177.145554 96.84127 \nL 161.171313 96.84127 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 177.145554 279 \nL 193.119795 279 \nL 193.119795 58.492063 \nL 177.145554 58.492063 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 193.119795 279 \nL 209.094036 279 \nL 209.094036 87.253968 \nL 193.119795 87.253968 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 209.094036 279 \nL 225.068277 279 \nL 225.068277 20.142857 \nL 209.094036 20.142857 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 225.068277 279 \nL 241.042518 279 \nL 241.042518 106.428571 \nL 225.068277 106.428571 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 241.042518 279 \nL 257.016759 279 \nL 257.016759 96.84127 \nL 241.042518 96.84127 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 257.016759 279 \nL 272.991 279 \nL 272.991 125.603175 \nL 257.016759 125.603175 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 272.991 279 \nL 288.965241 279 \nL 288.965241 154.365079 \nL 272.991 154.365079 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 288.965241 279 \nL 304.939483 279 \nL 304.939483 211.888889 \nL 288.965241 211.888889 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 304.939483 279 \nL 320.913724 279 \nL 320.913724 259.825397 \nL 304.939483 259.825397 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 320.913724 279 \nL 336.887965 279 \nL 336.887965 259.825397 \nL 320.913724 259.825397 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 336.887965 279 \nL 352.862206 279 \nL 352.862206 269.412698 \nL 336.887965 269.412698 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m6130ab179f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.860668\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −20 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(39.308324 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.460976\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0 -->\n      <g transform=\"translate(107.279726 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"171.061283\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <g transform=\"translate(164.698783 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"231.661591\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(225.299091 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.261898\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(285.899398 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"352.862206\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(346.499706 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"413.462513\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(403.918763 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_8\">\n     <!-- Age -->\n     <defs>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n     </defs>\n     <g transform=\"translate(223.384304 307.276562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m26a2ad2180\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m26a2ad2180\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.000 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(7.2 282.799219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m26a2ad2180\" y=\"232.752008\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.005 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(7.2 236.551226)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m26a2ad2180\" y=\"186.504015\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.010 -->\n      <g transform=\"translate(7.2 190.303234)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m26a2ad2180\" y=\"140.256023\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.015 -->\n      <g transform=\"translate(7.2 144.055242)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m26a2ad2180\" y=\"94.00803\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.020 -->\n      <g transform=\"translate(7.2 97.807249)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m26a2ad2180\" y=\"47.760038\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.025 -->\n      <g transform=\"translate(7.2 51.559257)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p970c9115f9)\" d=\"M 60.121513 278.785622 \nL 65.56825 278.520419 \nL 71.014986 277.924569 \nL 73.738355 277.431959 \nL 76.461723 276.761356 \nL 79.185091 275.872567 \nL 81.908459 274.725555 \nL 84.631828 273.284546 \nL 87.355196 271.523004 \nL 90.078564 269.429025 \nL 92.801933 267.01043 \nL 95.525301 264.29866 \nL 100.972037 258.246991 \nL 106.418774 251.985385 \nL 109.142142 249.048593 \nL 111.86551 246.3736 \nL 114.588879 244.027505 \nL 117.312247 242.036186 \nL 120.035615 240.375142 \nL 125.482352 237.675607 \nL 128.20572 236.330262 \nL 130.929088 234.723882 \nL 133.652456 232.639181 \nL 136.375825 229.867501 \nL 139.099193 226.229028 \nL 141.822561 221.590487 \nL 144.545929 215.878374 \nL 147.269298 209.086343 \nL 149.992666 201.276172 \nL 152.716034 192.572447 \nL 155.439402 183.151869 \nL 160.886139 163.03688 \nL 166.332875 142.783503 \nL 169.056244 133.140433 \nL 171.779612 124.041426 \nL 174.50298 115.59756 \nL 177.226348 107.872163 \nL 179.949717 100.882946 \nL 182.673085 94.608298 \nL 185.396453 88.997161 \nL 188.119821 83.981588 \nL 190.84319 79.490728 \nL 193.566558 75.464708 \nL 196.289926 71.866638 \nL 199.013295 68.691036 \nL 201.736663 65.967172 \nL 204.460031 63.75645 \nL 207.183399 62.143737 \nL 209.906768 61.223516 \nL 212.630136 61.082707 \nL 215.353504 61.782752 \nL 218.076872 63.343938 \nL 220.800241 65.734822 \nL 223.523609 68.86894 \nL 226.246977 72.609895 \nL 228.970345 76.784495 \nL 237.14045 90.054143 \nL 239.863818 94.220595 \nL 242.587187 98.124842 \nL 245.310555 101.775977 \nL 256.204028 115.661672 \nL 258.927396 119.574745 \nL 261.650764 123.87725 \nL 264.374133 128.619768 \nL 267.097501 133.813205 \nL 269.820869 139.43301 \nL 272.544237 145.427581 \nL 277.990974 158.261928 \nL 286.161079 178.570037 \nL 294.331184 198.858826 \nL 299.77792 211.848158 \nL 305.224657 224.039445 \nL 307.948025 229.728773 \nL 310.671393 235.092747 \nL 313.394761 240.09676 \nL 316.11813 244.714041 \nL 318.841498 248.927188 \nL 321.564866 252.728823 \nL 324.288234 256.121419 \nL 327.011603 259.116485 \nL 329.734971 261.733347 \nL 332.458339 263.997742 \nL 335.181707 265.94039 \nL 337.905076 267.595596 \nL 340.628444 268.999895 \nL 343.351812 270.190684 \nL 346.07518 271.204812 \nL 351.521917 272.839216 \nL 356.968653 274.13481 \nL 365.138758 275.74234 \nL 373.308863 277.054398 \nL 378.755599 277.734693 \nL 384.202336 278.239229 \nL 389.649072 278.576941 \nL 397.819177 278.831169 \nL 405.989282 278.843308 \nL 405.989282 278.843308 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 42.828125 279 \nL 42.828125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 423.28267 279 \nL 423.28267 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 42.828125 279 \nL 423.28267 279 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 42.828125 7.2 \nL 423.28267 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_22\">\n    <path d=\"M 499.37358 279 \nL 879.828125 279 \nL 879.828125 7.2 \nL 499.37358 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 552.204022 279 \nL 570.523599 279 \nL 570.523599 210.387263 \nL 552.204022 210.387263 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 570.523599 279 \nL 588.843177 279 \nL 588.843177 241.574871 \nL 570.523599 241.574871 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 588.843177 279 \nL 607.162754 279 \nL 607.162754 215.065404 \nL 588.843177 215.065404 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 607.162754 279 \nL 625.482331 279 \nL 625.482331 76.280551 \nL 607.162754 76.280551 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 625.482331 279 \nL 643.801909 279 \nL 643.801909 46.652324 \nL 625.482331 46.652324 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 643.801909 279 \nL 662.121486 279 \nL 662.121486 20.142857 \nL 643.801909 20.142857 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 662.121486 279 \nL 680.441064 279 \nL 680.441064 105.908778 \nL 662.121486 105.908778 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 680.441064 279 \nL 698.760641 279 \nL 698.760641 133.977625 \nL 680.441064 133.977625 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 698.760641 279 \nL 717.080218 279 \nL 717.080218 196.35284 \nL 698.760641 196.35284 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_32\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 717.080218 279 \nL 735.399796 279 \nL 735.399796 232.218589 \nL 717.080218 232.218589 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 735.399796 279 \nL 753.719373 279 \nL 753.719373 244.693632 \nL 735.399796 244.693632 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 753.719373 279 \nL 772.038951 279 \nL 772.038951 252.490534 \nL 753.719373 252.490534 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 772.038951 279 \nL 790.358528 279 \nL 790.358528 272.762478 \nL 772.038951 272.762478 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 790.358528 279 \nL 808.678105 279 \nL 808.678105 269.643718 \nL 790.358528 269.643718 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 808.678105 279 \nL 826.997683 279 \nL 826.997683 277.44062 \nL 808.678105 277.44062 \nz\n\" style=\"fill:#1f77b4;opacity:0.4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"550.753741\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(547.572491 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"619.814727\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 20 -->\n      <g transform=\"translate(613.452227 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"688.875712\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 40 -->\n      <g transform=\"translate(682.513212 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"757.936697\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 60 -->\n      <g transform=\"translate(751.574197 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"826.997683\" xlink:href=\"#m6130ab179f\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 80 -->\n      <g transform=\"translate(820.635183 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_20\">\n     <!-- Age -->\n     <g transform=\"translate(679.929759 307.276562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0.000 -->\n      <g transform=\"translate(463.745455 282.799219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"242.143639\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 0.005 -->\n      <g transform=\"translate(463.745455 245.942858)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"205.287279\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0.010 -->\n      <g transform=\"translate(463.745455 209.086497)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"168.430918\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 0.015 -->\n      <g transform=\"translate(463.745455 172.230137)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"131.574557\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0.020 -->\n      <g transform=\"translate(463.745455 135.373776)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"94.718197\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 0.025 -->\n      <g transform=\"translate(463.745455 98.517415)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"57.861836\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.030 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(463.745455 61.661055)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.37358\" xlink:href=\"#m26a2ad2180\" y=\"21.005475\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 0.035 -->\n      <g transform=\"translate(463.745455 24.804694)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_28\">\n    <path clip-path=\"url(#pef0cebdb82)\" d=\"M 516.666968 278.8507 \nL 519.390336 278.705876 \nL 522.113704 278.436111 \nL 524.837073 277.96502 \nL 527.560441 277.187905 \nL 530.283809 275.975034 \nL 533.007178 274.184238 \nL 535.730546 271.684673 \nL 538.453914 268.390283 \nL 541.177282 264.296932 \nL 543.900651 259.512993 \nL 552.070755 243.849406 \nL 554.794124 239.478298 \nL 557.517492 236.127801 \nL 560.24086 233.986879 \nL 562.964228 233.075917 \nL 565.687597 233.250937 \nL 568.410965 234.237726 \nL 573.857701 237.189486 \nL 576.58107 238.366629 \nL 579.304438 238.818012 \nL 582.027806 238.148354 \nL 584.751174 235.959435 \nL 587.474543 231.864688 \nL 590.197911 225.527791 \nL 592.921279 216.721325 \nL 595.644647 205.390607 \nL 598.368016 191.70198 \nL 601.091384 176.056714 \nL 606.53812 141.453161 \nL 609.261489 124.010163 \nL 611.984857 107.445377 \nL 614.708225 92.330983 \nL 617.431593 79.05358 \nL 620.154962 67.808956 \nL 622.87833 58.628499 \nL 625.601698 51.42353 \nL 628.325066 46.03322 \nL 631.048435 42.266042 \nL 633.771803 39.930559 \nL 636.495171 38.855663 \nL 639.21854 38.901545 \nL 641.941908 39.961853 \nL 644.665276 41.95693 \nL 647.388644 44.819557 \nL 650.112013 48.477836 \nL 652.835381 52.842288 \nL 655.558749 57.803436 \nL 658.282117 63.241561 \nL 661.005486 69.044054 \nL 666.452222 81.417048 \nL 671.898959 94.557317 \nL 677.345695 108.384031 \nL 682.792432 122.941088 \nL 688.239168 138.415184 \nL 693.685905 154.827076 \nL 699.132641 171.431045 \nL 701.856009 179.345603 \nL 704.579378 186.736862 \nL 707.302746 193.462119 \nL 710.026114 199.458771 \nL 712.749482 204.751757 \nL 715.472851 209.440075 \nL 718.196219 213.667331 \nL 723.642955 221.319901 \nL 729.089692 228.49614 \nL 734.536429 235.208608 \nL 737.259797 238.253445 \nL 739.983165 241.014972 \nL 742.706533 243.463298 \nL 745.429902 245.598973 \nL 748.15327 247.452787 \nL 750.876638 249.080882 \nL 756.323375 251.961933 \nL 761.770111 254.857872 \nL 767.216848 258.168464 \nL 778.110321 265.37266 \nL 780.833689 266.909912 \nL 783.557057 268.230787 \nL 786.280425 269.330763 \nL 789.003794 270.23989 \nL 794.45053 271.712728 \nL 810.79074 275.828392 \nL 816.237476 276.785902 \nL 821.684213 277.364182 \nL 832.577686 278.027404 \nL 846.194527 278.734933 \nL 854.364632 278.926444 \nL 862.534737 278.921352 \nL 862.534737 278.921352 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 499.37358 279 \nL 499.37358 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 879.828125 279 \nL 879.828125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 499.37358 279 \nL 879.828125 279 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 499.37358 7.2 \nL 879.828125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p970c9115f9\">\n   <rect height=\"271.8\" width=\"380.454545\" x=\"42.828125\" y=\"7.2\"/>\n  </clipPath>\n  <clipPath id=\"pef0cebdb82\">\n   <rect height=\"271.8\" width=\"380.454545\" x=\"499.37358\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 371
    },
    "colab_type": "code",
    "id": "LTFT2KHmcTP8",
    "outputId": "147745ff-3f57-4025-9f86-7d6d1d8cd99c"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "now the distribution is slightly skewed right, but this seems better than just using the mean value. So let's use the random age distribtion as cleaning method"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "qUjvg5kScTP_"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "rCWRae4ncTQB"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "source": [
    "# generate random age between (mean - std) and (mean + std)\n",
    "# this time we will apply it onto our raw dataframe since \n",
    "# we want to keep this change\n",
    "train = age_generator(train)\n",
    "\n",
    "# the age column should be clean now\n",
    "# display the sum of nan values for each column\n",
    "# use the isnull and sum functions\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age              0\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 238
    },
    "colab_type": "code",
    "id": "LS9d0FlmcTQC",
    "outputId": "99cddce9-2986-4f9f-b935-39b0daaa06c2"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "All NaN values should be removed from the age column. Great work. The only nan values left are in the Cabin column. But we will focus on the Cabin column later.\n",
    "\n",
    "Now let's get a feeling if the age column alone is a good feature to predict who survived. What do you think? Will it be a good predictor? \n",
    "\n",
    "We can analyze this for example with two different plots: a boxplot or as before by using a distribution plot. Let's start with a box plot"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "-aBp2WtdcTQJ"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "Yy4NKl8ccTQK"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "source": [
    "# call the boxplot function from seaborn and set the x parameter \n",
    "# to the \"Survived\" column and the y parameter to the \"Age\" column.\n",
    "# also set the data parameter to the train dataset.\n",
    "# feel free to google seaborn boxplot if you are not sure \n",
    "# how to use it\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 382.603125 262.19625\" width=\"382.603125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 382.603125 262.19625 \nL 382.603125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 40.603125 224.64 \nL 375.403125 224.64 \nL 375.403125 7.2 \nL 40.603125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 57.343125 163.636676 \nL 191.263125 163.636676 \nL 191.263125 121.409529 \nL 57.343125 121.409529 \nL 57.343125 163.636676 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 224.743125 166.120626 \nL 358.663125 166.120626 \nL 358.663125 126.377429 \nL 224.743125 126.377429 \nL 224.743125 166.120626 \nz\n\" style=\"fill:#e1812c;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m439cdbcc28\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"124.303125\" xlink:href=\"#m439cdbcc28\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(121.121875 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"291.703125\" xlink:href=\"#m439cdbcc28\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(288.521875 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_3\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(186.046094 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"ma397f7cc05\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"215.799623\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0 -->\n      <g transform=\"translate(27.240625 219.598841)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"190.960124\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 194.759343)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"166.120626\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(20.878125 169.919845)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"141.281128\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 30 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(20.878125 145.080346)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"116.441629\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(20.878125 120.240848)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"91.602131\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(20.878125 95.40135)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"66.762633\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(20.878125 70.561852)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"41.923135\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 70 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(20.878125 45.722353)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#ma397f7cc05\" y=\"17.083636\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(20.878125 20.882855)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Age -->\n     <defs>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n     </defs>\n     <g transform=\"translate(14.798438 125.591094)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 124.303125 163.636676 \nL 124.303125 213.315673 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 124.303125 121.409529 \nL 124.303125 61.794733 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 90.823125 213.315673 \nL 157.783125 213.315673 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 90.823125 61.794733 \nL 157.783125 61.794733 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"m430795e317\" style=\"stroke:#3f3f3f;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#p9f29fee5ef)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"51.858934\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"54.342884\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"39.439185\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"40.68116\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"54.342884\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"56.826834\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"54.342884\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"39.439185\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"56.826834\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"41.923135\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"41.923135\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m430795e317\" y=\"31.987335\"/>\n    </g>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 291.703125 166.120626 \nL 291.703125 214.756364 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 291.703125 126.377429 \nL 291.703125 66.762633 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 258.223125 214.756364 \nL 325.183125 214.756364 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 258.223125 66.762633 \nL 325.183125 66.762633 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <g clip-path=\"url(#p9f29fee5ef)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m430795e317\" y=\"59.310783\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m430795e317\" y=\"59.310783\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m430795e317\" y=\"61.794733\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m430795e317\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m430795e317\" y=\"61.794733\"/>\n    </g>\n   </g>\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 57.343125 145.007052 \nL 191.263125 145.007052 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <path clip-path=\"url(#p9f29fee5ef)\" d=\"M 224.743125 146.249027 \nL 358.663125 146.249027 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 40.603125 224.64 \nL 40.603125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 375.403125 224.64 \nL 375.403125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 40.603125 224.64 \nL 375.403125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 40.603125 7.2 \nL 375.403125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p9f29fee5ef\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"40.603125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 378
    },
    "colab_type": "code",
    "id": "cG0ZI-t_cTQL",
    "outputId": "64e0f472-2c0b-4ac9-d454-ba954c9e0f45"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "We see that the age for both survived and not survived has nearly the same range. Thus the age alone won't be a good predictor if we want to know who survived and who didn't.\n",
    "\n",
    "As promised we can also use the distribution plot to visualize that the age of survived passengers and not survived passengers have a significant overlap."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "G2DSd8FhcTQQ"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "fiH_sLXxcTQQ"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "# slice/filter the train dataframe to plot first only the survived passengers\n",
    "# and second only the not survived passengers\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEGCAYAAABsLkJ6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeVyVZfr48c/FjqKIiMqi4q6oaYlraeZui42laVY21WTmODU1Td/6zrfG1pmmZvrV5FRWU7aq2WbZYi6llhsoauKGirIpioCioCz374/7YIggBzlwWK7363VenPOc+3nO9Sg813nuVYwxKKWUang83B2AUkop99AEoJRSDZQmAKWUaqA0ASilVAOlCUAppRooL3cHUBktWrQwkZGR7g5DKaXqlNjY2KPGmJDS2+tUAoiMjCQmJsbdYSilVJ0iIgfK2q5VQEop1UBpAlBKqQZKE4BSSjVQdaoNQClV++Tn55OcnExeXp67Q2nw/Pz8iIiIwNvb26nymgCUUlWSnJxMkyZNiIyMRETcHU6DZYwhIyOD5ORk2rdv79Q+WgWklKqSvLw8goOD9eLvZiJCcHBwpe7EnEoAIjJWRHaJSIKIPFLG+74issDx/noRiXRs7y8icY7HFhGZUGKfRBHZ5nhP+3YqVYfpxb92qOz/Q4VVQCLiCcwBRgHJwEYRWWyMiS9R7C4g0xjTSUSmAM8Bk4FfgGhjTIGIhAJbRORLY0yBY7+rjDFHKxWxUkopl3CmDaA/kGCM2QcgIvOB64GSCeB6YLbj+SLgFRERY8ypEmX8AF18QKl6bu5c1x5v+nTnyj3zzDN8+OGHeHp64uHhweuvv86AAQOq9NmLFy8mPj6eRx45r+Kj0gICAsjJyanycVzJmQQQDiSVeJ0MlP5XPVvG8W0/GwgGjorIAOC/QDvgthLf/g2wVEQM8LoxpsxfGxGZDkwHaNu2rVMnpWpAZf/Knf0rduFHuuhjVR2wdu1avvrqKzZt2oSvry9Hjx7lzJkzTu1bUFCAl1fZl8Lx48czfvx4V4ZaqzjTBlBWpVLpb/LlljHGrDfG9AD6AY+KiJ/j/cuNMZcB44Dfi8jQsj7cGDPXGBNtjIkOCTlvKgullCItLY0WLVrg6+sLQIsWLQgLCyMyMpKjR20tc0xMDMOGDQNg9uzZTJ8+ndGjRzNt2jQGDBjA9u3bzx5v2LBhxMbG8s477zBr1iyys7OJjIykqKgIgFOnTtGmTRvy8/PZu3cvY8eOpW/fvgwZMoSdO3cCsH//fgYNGkS/fv147LHHavBfw3nO3AEkA21KvI4AUsspkywiXkAgcKxkAWPMDhE5CfQEYowxqY7t6SLyGbaqadVFnYWq/VxQL9DtAr8dO4fqV/2GbPTo0Tz55JN06dKFkSNHMnnyZK688soL7hMbG8uaNWvw9/fnxRdfZOHChTzxxBOkpaWRmppK37592bZtGwCBgYH07t2bH3/8kauuuoovv/ySMWPG4O3tzfTp03nttdfo3Lkz69evZ+bMmaxYsYL777+fe++9l2nTpjFnzpya+GeoNGfuADYCnUWkvYj4AFOAxaXKLAZudzyfCKwwxhjHPl4AItIO6AokikhjEWni2N4YGI1tMFZKqUoLCAggNjaWuXPnEhISwuTJk3nnnXcuuM/48ePx9/cH4KabbuLjjz8GYOHChUyaNOm88pMnT2bBggUAzJ8/n8mTJ5OTk8PPP//MpEmT6NOnD/fccw9paWkA/PTTT9x8880A3Hbbba46VZeq8A7AUac/C/gO8AT+a4zZLiJPYr/JLwbeAt4TkQTsN/8pjt2vAB4RkXygCJhpjDkqIh2AzxxdlryAD40x37r65FQdkpQE+/eDlxc0aQJRUeDp6e6oVB3i6enJsGHDGDZsGL169WLevHl4eXmdrbYp3T++cePGZ5+Hh4cTHBzM1q1bWbBgAa+//vp5xx8/fjyPPvoox44dIzY2luHDh3Py5EmaNWtGXFxcmTHV9u6xTo0ENsZ8DXxdatvjJZ7nAeelTGPMe8B7ZWzfB/SubLCqHtq/HxYvhvj4c7e3aAFjxsDll2siUBXatWsXHh4edO7cGYC4uDjatWtHbm4usbGxjBs3jk8++eSCx5gyZQr/+Mc/yM7OplevXue9HxAQQP/+/bn//vu59tpr8fT0pGnTprRv356PP/6YSZMmYYxh69at9O7dm8svv5z58+dz66238sEHH1TLeVeVTgWh3GfHDnjlFfD3h9/8Bvr3B2MgORm++QY++AC2boW77wZH456q/dzR8yonJ4c//OEPZGVl4eXlRadOnZg7dy47duzgrrvu4tlnn62wS+jEiRO5//77L9hgO3nyZCZNmsQPP/xwdtsHH3zAvffey9NPP01+fj5Tpkyhd+/evPTSS0ydOpWXXnqJG2+80VWn6lJiTN3pmh8dHW10QZhaoqqNurt3w8svQ8uW8OCDEBBw7vvGwI8/wvz5EBkJs2axalNAmYeC8huBtRto9duxYwfdu3d3dxjKoaz/DxGJNcZEly6rcwGpmnfsGMyZA8HB8Mc/nn/xBxCBYcNgxgx7R/DKK0hhwfnllFIXTROAqnkffwyFhfCHP0DTphcu26cP3HEH7N9Px9iFNROfUg2EJgBVs+LjYdMmGDfONvQ6o29fGDWKsD0/0mrvz9Ubn1INiCYAVXPy822dfsuWMHp05fadMIGsVl3oGDMfn1OZ1ROfUg2MJgBVc9avh8OH4aabwMkVi87y9GT3wNsRU0SnmPnVE59SDYwmAFUzjIEVKyAiAnr2vKhD5AW04ECva2mRFEfz5C0uDlCphkfHAaiasWcPpKTAbbfZHj4XKaX7KFrtX0+njR8R07o7RV4+LgxSuYS75oOuhHfeeYfRo0cTFhZ23nvr1q3j/vvv5/Tp05w+fZrJkycze/Zsl3zu4MGD+fnnqrdj/fa3v+Xaa69l4sSJVTqO3gGomrFiBTRubAd7VYHx8CSh3834ncokbPdKFwWnGpp33nmH1NTSc1pat99+O3PnziUuLo5ffvmFm266yenjGmPOTj1RFldc/F1JE4CqfseOQVwcXHEF+FT9G3t2qy4cC+1Bm+3f4nnmVMU7qHotMTGR7t27c/fdd9OjRw9Gjx5Nbm4uYKeEGDhwIJdccgkTJkwgMzOTRYsWERMTwy233EKfPn3Oli2Wnp5OaGgoYOcXioqKAuwU0i+88MLZcj179iQxMfHs58+cOZPLLruMp556iocffvhsuXfeeYc//OEPgJ1OAuyI4q+//nV2nd/+9rd88sknFBYW8uc//5l+/fpxySWXnJ2TyBjDrFmziIqK4pprriE9Pd0l/3aaAFT1W7PG/nTMxe4K+/v8Bu8zp2gTv9Rlx1R11549e/j973/P9u3badas2dl5f6ZNm8Zzzz3H1q1b6dWrF0888QQTJ04kOjqaDz74gLi4uLMzghZ74IEH6Nq1KxMmTOD11193apH1Xbt2MW3aNDZv3szMmTP59NNPz763YMECJk+efE75KVOmnJ1Z9MyZMyxfvpyrr76at956i8DAQDZu3MjGjRt544032L9/P5999hm7du1i27ZtvPHGGy67k9AEoKrfpk3QpQs0b+6yQ55s3pb0tn0J37kc79zjLjuuqpvat29Pnz59AOjbty+JiYlkZ2eTlZV1dl2A22+/nVWrKl5y5PHHHycmJobRo0fz4YcfMnbs2Ar3adeuHQMHDgQgJCSEDh06sG7dOjIyMti1axeXX375OeXHjRvHihUrOH36NN988w1Dhw7F39+fpUuX8u6779KnTx8GDBhARkYGe/bsYdWqVdx88814enoSFhbG8OHDK/tPVCZNAKp6paZCWhpcdpnLD32g93g8CvMJ37nc5cdWdYtvickCPT09KSio2rQhHTt25N5772X58uVs2bKFjIyMc6aWhnOnly45tTTYKp6FCxfyySefMGHChPOmhfbz82PYsGF89913LFiwgClT7Az6xhj+/e9/ExcXR1xcHPv372e0Y8xMdUwtrQlAVa/Nm22vn0svdfmhc5u25mjbywjb8wPeudkuP76q2wIDAwkKCmL16tUAvPfee2fvBpo0acKJEyfK3G/JkiUUT5K5Z88ePD09adasGZGRkWzatAmATZs2sX///nI/+4YbbuDzzz/no48+Oq/6p9iUKVN4++23Wb16NWPGjAFgzJgxvPrqq+Tn5wOwe/duTp48ydChQ5k/fz6FhYWkpaWxcqVrOkBoN1BVvTZtgg4dIDCwWg5/sMdYQg7GEvXjq2wZ+0i1fIaqpFo0Beu8efOYMWMGp06dokOHDrz99tuAbXSdMWMG/v7+rF279px2gPfee48HHniARo0a4eXlxQcffICnpyc33njj2eqZfv360aVLl3I/NygoiKioKOLj4+lfTs+34vWIx48fj4+jc8Tvfvc7EhMTueyyyzDGEBISwueff86ECRNYsWIFvXr1okuXLhUud+ksnQ5aXRxn+nqnp8Njj8GkSTByZJU/srzq254rXsIv5ygfPZtIoc+5DXq16FpUb+l00LWLTgetagfH7XJ11P+XlNRjHI1OpNNl7TvV+jlK1TeaAFT12boV2rVzae+fsmS37Ex6u2h6rnjZTjmhlHKKJgBVPXJz7Xq/jkE0VWEMbE8NYtOhUFYdjCT2UBiZeX6/FhBh+/D7CDq0k/Ady6r8eary6lJVcn1W2f8HpxqBRWQs8BLgCbxpjPl7qfd9gXeBvkAGMNkYkygi/YHiymIBZhtjPnPmmKqO27MHioqgW7eLPsSuQ4G8tiqKTza1Jynz/FXDWjbK4ZqOO7mu8w4yBt3EgEUP0XPlv0mJGlWVyFUl+fn5kZGRQXBwcLV0VVTOMcaQkZGBn59fxYUdKkwAIuIJzAFGAcnARhFZbIyJL1HsLiDTGNNJRKYAzwGTgV+AaGNMgYiEAltE5EvAOHFMVZft3GmnfO7YsdK75uV78uw3ffj7t30QgTFRycy+LpYTqccJ8D7D8TO+7M0MZmNaOG9vi+a97ZcyPMeT3pffQ/R3T9PkyF5OhFT+c9XFiYiIIDk5mSNHjrg7lAbPz8+PiIgIp8s7cwfQH0gwxuwDEJH5wPVAyYv19cBsx/NFwCsiIsaYkhO1+GEv/M4eU9VlO3fai38l5/0/kBHA2JfHsfNQELf038M/J62jVVM7V0vJXkB9W6dyU/dtJB9vyvvbL+WbpV3JCJ3BevkbPVbOYd1N/3Ll2agL8Pb2pn379u4OQ10EZ9oAwoGkEq+THdvKLGOMKQCygWAAERkgItuBbcAMx/vOHFPVVceP26mfK1n9k5DelCHPjyctuxHf3b+E9+9aefbiX56Ipsd5ZNCPzJwJu3PCWMQkuqx+C6+8nKqcgVINgjMJoKxKvdItDeWWMcasN8b0APoBj4qIn5PHtAcWmS4iMSISo7eYdcSuXfZnJRLAnsNNGfrCdeTme7Lywa8YHZVSqY/s3Rv+8hd4N/AP+J05TvOv3q3U/ko1RM4kgGSgTYnXEUDpibTPlhERLyAQOFaygDFmB3AS6OnkMYv3m2uMiTbGRIeEhDgRrnK7HTvA3992AXVC7hlPbnx9FGcKPPnxT19yaduMi/rYoCAY+vBANntF023Zv0lJ1p4pSl2IMwlgI9BZRNqLiA8wBVhcqsxi4HbH84nACmOMcezjBSAi7YCuQKKTx1R11a5ddvZPD+d6Gd+/YDDbUoJ5/84VRIVlVemjg5oLKTfcRzezk52vLCNHa4KUKleFf6GOOvtZwHfADmChMWa7iDwpIuMdxd4CgkUkAXgQKJ6U5Qpsz5844DNgpjHmaHnHdOWJKTfJyoKjR20CcMKHGzryxpruPDp2M2N7JrskhENDb+JEo5bclvkSs2a55JBK1UtOjQMwxnwNfF1q2+MlnucBk8rY7z3gPWePqeqBffvszw4dKiyakePLrI8u5/KOh3hyvOvmeCry9mX3Vfdw9ZKnuW/ePt4b0YHbbnPZ4ZWqN3QksHKt/fvBywvatKmw6Owv+5Kd68Nrt6zGy9O19fU7htwDHh48HfYqDzxgV6VUSp1LE4ByrX377MW/gv7/21ODeHVVFDOG7qBneKbLwzgVFM7+S2/gppy3yDt2itmzXf4RStV5mgCU6xQWwoEDFVb/GAMPLBxEE798nnBh1U9p24fNwut4Jq9d+RH/+Q/88ku1fZRSdZImAOU6ycmQnw8VjApdsTOM73dE8NdrYmkRcLrawjnUeQj06sWUjFdo2sTwxz/qZKFKlaQJQLmOkw3A/1jam1ZNTzHjyh3VG48IzJqF17Y4Xr/9Z5YvBxetpKdUvaAJQLnOvn126ccLzP8flxTM0vg2/HHENvy8C6s/pltugcBAbkibQ2goPPNM9X+kUnWFJgDlOvv22eqfC0wJ/I/vetPE7wwzhlbzt/9ijRvDnXfi+enHPH53GitWwLp1NfPRStV2mgCUaxw/bgeAXaD6Z//RJiyM7cA9Q3bQrNGZmott5kwoKOCOwjdo3hyefbbmPlqp2sypgWBKVejgQfszMrLcIi+v6ImHGP44Ylu5C7y7ml27vhNje44j+JXXGHrFo3z+pTePPw7lTZuuC8mrhkLvAJRrFCeAcgaAnc734N11nZnQJ5HwoFNllqlO24fNonF2Gr9r/gm+vrB8eY2HoFStowlAuUZSErRoAY0alfn2F1siOXbSj7uu2FnDgVlJPcaS1aoL/Vb/i/79DBs3wsmTbglFqVpDE4ByjYMHoW3bct9+c0032jY/wchulZvn32U8PNg28kFaJm5kWvvV5OfD2rXuCUWp2kITgKq63FzbAFxO9c+BjACW7QznjsG7nZ0hulrsHjiN3IAWjNryAh062CUmdWCYasg0AaiqS3Ks7lnOHcDbP3cF4I7Bu2oqojIV+vgTP+z3tNv6JZN77+TwYbt0sVINlSYAVXUXaAAuKoJ31nZhZLcU2gW7f3WW7VfOpMDbj1vSX6RxY2qsN5JStZF2A1VVl5QETZvaUcClrN/fkgMZTXiqGid9A+i2aq7TZdPb9afr+nmMG/wUn65pSU4OBARUY3BK1VJ6B6Cq7gINwAtjO+LjVcj43ok1G9MFpHQfgVfBaWaaORQVwcaN7o5IKffQBKCq5swZOHSo3OqfRZvaMyYqmUD/fDcEV7bcpq1J7D2eQZvm0CnslE4NoRosTQCqalJT7ZW+jDuA9ftbkpwZwKS++9wQ2IVtHfUQficzeLjVPBITbQ5TqqHRBKCq5gINwLWx+qfYoU5XkB7Zn0kHXsCLAr0LUA2SJgBVNSkp4OsLwcHnbK6t1T9nibB53KM0O7aPh8I/Yt06G7NSDYlTCUBExorILhFJEJFHynjfV0QWON5fLyKRju2jRCRWRLY5fg4vsc8PjmPGOR4tXXVSqgalpkJYGKVHeNXm6p9iBy4ZT0bEJdyf8zTZmYXs2ePuiJSqWRUmABHxBOYA44Ao4GYRiSpV7C4g0xjTCXgReM6x/ShwnTGmF3A78F6p/W4xxvRxPNKrcB7KHYyxdwDh4ee99cWWSLw8irjukgNuCMxJHh5suvoxWmfvZqrnQmJj3R2QUjXLmTuA/kCCMWafMeYMMB+4vlSZ64F5jueLgBEiIsaYzcaYVMf27YCfiPi6InBVCxw/bmdUKyMBLNnWliGd02p23v+LsP/SGzgWGsVs76eJ21Sk1UCqQXEmAYQDSSVeJzu2lVnGGFMAZAPBpcrcCGw2xpRcBfxtR/XPYyJlLyMlItNFJEZEYo4cOeJEuKrGpDgmdiuVAA5kBPBLanOu6XXQDUFVkocHm695jI558Yw88SkJCe4OSKma40wCKOvCXHoKrQuWEZEe2Gqhe0q8f4ujamiI43FbWR9ujJlrjIk2xkSHhIQ4Ea6qMcUJICzsnM1LttkuoXUiAQD7+k7iWMuuPM5TbIrRWwDVcDiTAJKBkn38IoDU8sqIiBcQCBxzvI4APgOmGWP2Fu9gjElx/DwBfIitalJ1SUqKnQKiSZNzNi/Z1paOIdl0bZXtpsAqx3h4EnfN/3EJW2m9YTGFNbBWvVK1gTNzAW0EOotIeyAFmAJMLVVmMbaRdy0wEVhhjDEi0gxYAjxqjPmpuLAjSTQzxhwVEW/gWmBZlc9G1azUVAgPP2dCtbwCT5btCOO6TjtYvdp9oVXW3n5T6PHJEzx0/El+/ul6hgwtf2F7peqLCu8AHHX6s4DvgB3AQmPMdhF5UkTGO4q9BQSLSALwIFDcVXQW0Al4rFR3T1/gOxHZCsRhE8sbrjwxVc2Kin7tAlrCpkPhnCn0YlB43aj+KWY8vdh67V+4jM3seP4rd4ejVI1wajZQY8zXwNeltj1e4nkeMKmM/Z4Gni7nsH2dD1PVOkeOQH6+bQAuUWWyNrUt/l759G6Z5r7YnFDW7KFiCkn1bEP/b2ZT9GoqHp4l7gJ0pXhVD+lIYHVxUh3NQCV6ABkDG1Ij6Ns6BR/PuteYajw8WR95E30KN7FzebK7w1Gq2mkCUBcnJQVEIDT07KbUnCYcOtmU6NZ19+LZ6NKuHKAdjb//XNeLVPWeJgB1cVJT7fw/vr+O64s9FAFA31A3LfzuAv6+hiUR02l3/BeKftnu7nCUqlaaANTFSUs759s/QMyhcEIa5dCmSd3o/lmeZsP7coC2nPx0qd4FqHpNE4CqvIICOHz4nARQWCRsPhRGdOsUyh7TXXdcc1kqz3v8D01Sd8GOHe4OR6lqowlAVd6+fVBYeE4CSMgM5vgZP/rW4fr/YoH++aRGjSRVwjFffqV3Aare0gSgKi8+3v4skQBiDtneQH1blx4kXjf9JjqFp83/Ivv2ws6d7g5HqWqhCUBVXnG1SOvWZzfFHgqnQ7MMmvvnuiko17r2koPMkzvI9m0JX+nAMFU/aQJQlbdjBwQFgb8/AKcLPNmW3pq+retu75/Smjc+zeXdMpjjfT8kJMDate4OSSmXc2oksFLniI8/59v/9qOtOFPkVW8SQPHcRj0D9vNszn38yftZ0u59jqUzPy93Hx0orOoivQNQlVNUZOvES9T/x6WH4iFF9Ao55MbAXG9Im0RO0ZilQVOI3PIFzdK0R5CqXzQBqMpJSrKrgJVIAFsOh9IpKIMAn1q4+HsVBPvnEtXiMM+c+RMF3v70Xvq8u0NSyqU0AajKKW4AdiSAvHxP4o+2rPWTv12soW0SWZ/Vnbi+d9Fp/fv4Z9fP81QNkyYAVTmluoBu2B/CmSIv+tTTBDCkzX4A5gXdj0dRAVE/vurmiJRyHW0EVpWzYweEhEBAAAA/7glFMFzSsn7V/xcLb3KCjs0yWBXTmIzwS+i17EVONWmF8fS+8I7aKqzqAL0DUJUTHw/du599+ePuUDo0O0ZT39NuDKp6DWmTyLYjrdnZfhw+p3NombjB3SEp5RKaAJTzjLF3AFFRAJwp8ODnva3p3ap+Vv8UG9pmPwbhi9NjyWkWQfjO5To9hKoXNAEo5x0+DJmZZ+8AYg6EkJtff+v/i3VodoywgOOsSmpPSrfhBGSlEJi+291hKVVlmgCU84p7ADkSwKo9djBYfe0BVEzE3gVsOhzO/rDB5Ps0InTPKneHpVSVaQJQzitOAI4qoDUJrenWOpNmfnluDKpmDGmTSEGRJz8d6sThDoNokbQZ79zj7g5LqSpxKgGIyFgR2SUiCSLySBnv+4rIAsf760Uk0rF9lIjEisg2x8/hJfbp69ieICIvi9T1WeQbgPh4aNIEwsIoKoKf97bi8o6H3R1VjYhqcZjmfqdYndyetM5D8SgqpPW+n90dllJVUmE3UBHxBOYAo4BkYKOILDbGxJcodheQaYzpJCJTgOeAycBR4DpjTKqI9AS+A4pXEX8VmA6sA74GxgLfuOa01MWaO7f8965ZtgOvFlF88Ybgt6QZmaf8CC5sGAnAQ+CKNoks3deZrEHhZLXqSuieVSRFjQbRG2lVNznzm9sfSDDG7DPGnAHmA9eXKnM9MM/xfBEwQkTEGLPZGFM8Qfx2wM9xtxAKNDXGrDXGGOBd4DdVPhtVrYLS4slqbev/fznSCqDezf9zIUPb7Cev0JuYQxGkdr4Sv5MZBKXGV7yjUrWUMwkgHEgq8TqZX7/Fn1fGGFMAZAPBpcrcCGw2xpx2lC+5dFRZx1S1iM/JTBodP0RmqK3//+VIawJ98+r8+r+VcWmrVAJ8TrMqKZKMiN6c8Q3QaiBVpzmTAMqqmy/dCfqCZUSkB7Za6J5KHLN43+kiEiMiMUeOHHEiXFUdgg7ZBuCs0F/vAHq0OFzn1/+tDC8Pw+DwA/yc3I588SY9sj/ByVvwOn3S3aEpdVGcSQDJQJsSryOA0uv+nS0jIl5AIHDM8ToC+AyYZozZW6J8RAXHBMAYM9cYE22MiQ4JCXEiXFUdiqdCzgyNIicHkk40a1DVP8WGtEnk+Bk/tqSHcrjDIDyKCgg5EOPusJS6KM4kgI1AZxFpLyI+wBRgcakyi4HbHc8nAiuMMUZEmgFLgEeNMT8VFzbGpAEnRGSgo/fPNOCLKp6LqkZBafEUePuRE9yOvY403iOkYTQAl9Q/NAlfzwJWJ7XnZFAbcppF0Gqfrham6qYKE4CjTn8WtgfPDmChMWa7iDwpIuMdxd4CgkUkAXgQKO4qOgvoBDwmInGOR0vHe/cCbwIJwF60B1Ct1uzQDrJad8N4eLJ3L3h5FNKtecOrkvPzKmRAWBKrkyIpQjjcYSBNM/bDoYZ3N6TqPqdmAzXGfI3tqlly2+MlnucBk8rY72ng6XKOGQP0rEywyn2C0uI53GEwAHv3Qpego/h6Fbo5KvcY0mY/q5LasyOjJb6RA+iw+VNk7VqYMMHdoSlVKdqBWVXI6/RJmmQcIDO0OwUFkJgIPRtg9U+xweEH8PYoZOWBDuT7N+VYWA9Yt84ul6lUHaIJQFWo2aGdAGSG9uDgQSgoaNgJIMAnn/5hSfxwsANFBg53GARZWXatZKXqEE0AqkJBaXawU2ZY1NkG4J4NsAdQSVe13ceRUwHEH21FRvgl0KgR/KxjAlTdoglAVahZWjyFnt4cD+nI3r3QooVdML0hGxxxAB+PAlYc6GBXB+vXD+LiILdh/7uoukUTgKpQ89TtZLfqQpTQnYwAACAASURBVJGHN3v3QseO7o7I/Rp7n1sNxODBkJ8PMTomQNUdmgBUhZqlxZMZ2oOjR+H4cU0AxYa320dGbmO2HWkN7dpBaCis1TEBqu7QBKAuyPNMLk2P7iMz9Nf6f00A1qDwA/h4FrDyQEe7aszAgbaP7NGj7g5NKac4NQ5AudaFplwuz/Tpro/DGc0O70KMsQ3AO8HPD8LCgH3uiac2aeRdwKCwg/x4sD2FRT/jGR0Nn30GGze6OzSlnKJ3AOqCglK3A5AVGsW+fdChA3job81ZV7Xby7G8Rqze09q2jnfsCBs2uDsspZyif8rqgoLS4iny8OJQk86kpGj1T2kDw5Pw88xnQYzjH6Z/f0hNha1b3RuYUk7QBKAuqFlaPNmtOrM3yQdjNAGU5u9VwKDwg3yyuT0FhQJ9+9pbpA8/dHdoSlVIE4C6oKC0eDJDo0hIsO2c7du7O6LaZ3i7vRw54c+Pu0PtmslRUfDRRzo1hKr1NAGocnnm59E0PYFMR/1/RIRtBFbnGhCWRGPfUtVABw/qyGBV62kCUOUKPLwbD1PEsVa/NgCr8/l6FTL+kgN8urk9+YUCvXuDv79WA6laTxOAKlfxHEC7vHpw+jR06uTmgGqxm/slkHHSj6Xxjtuk66+HhQvt6GClailNAKpczdLiKRIPNmZ3AfQO4ELG9EgmuHEe762z/1ZMnQoZGfD99+4NTKkL0ASgytU8dTvHW3Zi535fAgMhONjdEdVePl5FTI7eyxdb2nE81xvGjIGgIK0GUrWaJgBVrmaOHkD79tnunyLujqh2u23gHvLyvfh0c3vw8YFJk+Dzz+HkSXeHplSZNAGoMnkUnCEwfQ+Hmkdx9KhW/zhjQPt0OoZk8966znbD1Kn24r94sXsDU6ocmgBUmQIP78ajqJB4egA6AMwZInDrgARW7g4jORkYMsT2ndVqIFVLaQJQZSruAbTxZBReXtC2rZsDqiNuHbAHY4T338eOCL75Zvj2W9sgrFQt41QCEJGxIrJLRBJE5JEy3vcVkQWO99eLSKRje7CIrBSRHBF5pdQ+PziOGed4tHTFCSnXCEqLx4jw46GuREaCl84b65ROLY9zRac03n4bjMFWAxUUwKJF7g5NqfNUmABExBOYA4wDooCbRSSqVLG7gExjTCfgReA5x/Y84DHgoXIOf4sxpo/jkX4xJ6CqR7O0eI4Hd2BPsr/W/1fSnYN3sXu3YyBw797QvbtWA6layZnvdf2BBGPMPgARmQ9cD8SXKHM9MNvxfBHwioiIMeYksEZEdAhRbedYpKDbKvuydcIa0n3aUFgIV+Z9R7dVB9wYXN0yqe8+7vt0GP/9L1x+udi7gMceg6QkaNPG3eEpdZYzVUDhQFKJ18mObWWWMcYUANmAM73G33ZU/zwmUnYnQxGZLiIxIhJz5MgRJw6pqkqKCvE/fphd0g2AHiGH3RxR3RLgV8DkybBgAZw4gW0HADtBnFK1iDMJoKwLs7mIMqXdYozpBQxxPG4rq5AxZq4xJtoYEx0SElJhsKrq/E6k42GKiMnvTUSTLIL88twdUp1z5522B+jHH2O7UA0YoNVAqtZxJgEkAyXvWyOA1PLKiIgXEAgcu9BBjTEpjp8ngA+xVU2qFmicnQbAspwB9NRv/xdl0CDo2hXefNOx4ZZbYMsW2L7drXEpVZIzCWAj0FlE2ouIDzAFKD2yZTFwu+P5RGCFMabcOwAR8RKRFo7n3sC1wC+VDV5Vj0bZNr9vzO9DjxaaAC6GCNx9N6xda6/73HST7Raq1UCqFqkwATjq9GcB3wE7gIXGmO0i8qSIjHcUewsIFpEE4EHgbFdREUkE/gX8VkSSHT2IfIHvRGQrEAekAG+47rRUVTTOTCHDN4xTNNY7gCq44w47MeirrwKtWsHIkbYaqPzvRkrVKKd6dxtjvga+LrXt8RLP84BJ5ewbWc5h+zoXoqppAVnJbPbqTUDRaSIDM90dTp3VvLlt/33/fXjuOQicOhV++1tYvx4GDnR3eErpSGB1Lo/8PPxOHGF9QV+iWhzGQyeAq5KZM21j8LvvAhMmgK8vfPCBu8NSCtAEoEppnJWCYPjxtDYAu0J0tF0h8j//AdOkKYwfD/Pnw5kz7g5NKU0A6lwBmckAxNGHXpoAXGLmTNi5E5YtA26/HY4eha+/rnA/paqbzvCiztE4K5mTHgGkmgiiWix3dzh1l2NkNcCUfA8eaTqVF/6YwahZB6FpU3jiCUgvMfvJ9OluCFI1dHoHoM7RODOZHR496dbiCH5ehe4Op17w9S7ivuG/sDS+DVtSQ+ygsK1bHcOElXIfTQDqV0VFNM5KYV1BX/q0THN3NPXKjKHxBPie4fmlve0osaIi2LDB3WGpBk4TgPrV0aN4FZwmjj70bqUJwJWCGp/h7it2Mj+mIwf9u0C7dnaUmFJupAlA/SrZNgD/Qi/tAVQN/jhyGwL88/tL7F1AUhIc0FlWlftoAlC/Sk6mEA/yg1vi71Xg7mjqnbbNTzJt0G5eX9WdlK5Xgbc3rFnj7rBUA6YJQJ1VcCCF3XShe6ssd4dSbz129SaKjPDUyiugb1/bDpCns60q99AEoM4qSExiE5dp/X81imyRw91X7OStNd1I6TnaXvxjY90dlmqgNAEoKzsbv5wMYonWAWDV7C9Xb8bLs4hHt02F0FBYvdrdIakGSgeCKSsxEYAjgR1p5H3IvbHUQatWVab0KX7TaTvvb7iEZ0eMJmLZPDtndO/e1RWeUmXSOwAFwKndSRTgSeM2zd0dSoNwa8/NhATkctfuRzDe3jBnjrtDUg2QJgAFQPbONLbTgz7huu5yTWjic4bnbtjA0oPd2NNulJ0zOlOn3lY1SxOAAmNocmgPW70uo2vzo+6OpsGYNnA3gzseYkbqY5CbC2+/7e6QVAOjCUBh9u0noCCbvLAOeHroalU1xcMD5tz8Ez/m9md3yytsNVBRkbvDUg2IJgBF0qcbAWjZq5WbI2l4+rTJ4NGxcTyWPgv27YNvvnF3SKoB0QSgSF+ykdP40HeQr7tDaZD+el0sBy67gVSPcE7/7Z/uDkc1IJoAFN5bY9jl3ZOIkNPuDqVB8vY0zPvQm397/BHfn1ZSuEEHhqmaoeMAGrjjxwrokBnL1jbXuDuUBqfk2IGdQMaN08le8BSbr3+e3U/ML3MfXTdGuZJTdwAiMlZEdolIgog8Usb7viKywPH+ehGJdGwPFpGVIpIjIq+U2qeviGxz7POyiOjy427w06tbaEIOIb3D3R1Kgxc9vClfR9zDkEMfs3fZfneHoxqAChOAiHgCc4BxQBRws4hElSp2F5BpjOkEvAg859ieBzwGPFTGoV8FpgOdHY+xF3MCqmrSFtivoZ0ub+nmSBRA/r33UYQHbT/5F3v3ujsaVd85cwfQH0gwxuwzxpwB5gPXlypzPTDP8XwRMEJExBhz0hizBpsIzhKRUKCpMWatMcYA7wK/qcqJqMrLyYEW21dxJLAjHs2D3B2OAvJaRLCz/zTuLHqTRf9OIyXF3RGp+syZBBAOJJV4nezYVmYZY0wBkA0EV3DM5AqOCYCITBeRGBGJOXKk/o9SLSiA0zXUFrvkyyIGF62mcPDQmvlA5ZRfxv8vvh75PFj4PC+/DEd1bJ6qJs4kgLLq5kuPFnKmzEWVN8bMNcZEG2OiQ0JCLnDIuu3wYVi0CB5+GO6/H2bPhvfeq97ZAda9vYMWZNByoiaA2uRESEf2DLiVu4teo9npw7z4os4SoaqHMwkgGWhT4nUEkFpeGRHxAgKBYxUcM6KCYzYYW7bYC/7y5dC1K1xzDbRoAevXw1NPQVyc6z/z5Eko+sHW/3sM0wRQ22we9xe8Ck8zr9fz5OTAiy9Cdra7o1L1jTMJYCPQWUTai4gPMAVYXKrMYuB2x/OJwApH3X6ZjDFpwAkRGejo/TMN+KLS0dcD8fEwdy60bQt//zvccw9cdx3MmgWPPQbBwfDqq/D446793MWLYWD+KvJahEP79q49uKqy4606kzDgFgZv/g//d0cKWVk2CaSnuzsyVZ9UmAAcdfqzgO+AHcBCY8x2EXlSRMY7ir0FBItIAvAgcLarqIgkAv8CfisiySV6EN0LvAkkAHuBBjcGfv9++M9/oHVruO8+CAw89/1WrWyV0ODB9k7gny4cJPqfOYarPFfhM3IoaA/cWin22tlIUQE3bHuCWbNsW8DIkdomoFzHqYFgxpivga9LbXu8xPM8YFI5+0aWsz0G6OlsoPVNQQHMmwdNm9o6/8aNyy7n7Q233Qbh4fDQQxAUBHfeWbXPjouDtJ/20ppUuFKrf2qrEyEdiL/yXnqsfIV+ox7k97/vxmuvwahRtrqwuS7doKpIp4Jwk2XLIC0Nbr7ZJoEL8fCwDcKjRtmRoMuXV+2zX3kFxnt/a1+MGFG1g6lqtfnq/6PAtzH9P3uU7t3h889tteGYMdomoKpOE4AbZGTAkiXQpw/06uXcPr6+8Mkn0K0bTJoEe/Zc/Gd/8AHc2XoJdOkCnTtf3IFUjchrEsKW0Q/TPu5zQnf9wJgx9vdgyxYYOxZOnHB3hKou0wTgBgsX2p+TJ1duvyZNbOOthweMH39x3wD/+1/wyDtJ1OGVtruRqvW2jnqQE83bMnjBfVBQwLXXwoIFsHEjXHttzY0bUfWPJoAatmWLrYMfO/bi6nA7dLDjBRISbPVRYaHz+2ZkwD/+AQ9eshyPM6c1AdQRhT6NWDvpRYJTttkuYcCECfDuu3ZCuTvu0HVk1MXRBFDD/v538PODq666+GMMGwb//rddO+SR86bmK9///A9kZcEfuyyxtxNDhlx8EKpGJV46geTuI21/YEdf0KlT4dln4aOPXN9NWDUMmgBq0N69tvpn6FBo1Khqx5oxA2bOhBdecG4p2dWr4a234MEHDMFrl9gWZR+fqgWhao4IP09+2Y7ge+CBs5sfeQTuvhueeQbefNON8ak6SRNADXr+efDysn25XeH//T/bieeuu+D118svd+KETRjt2sHsCVsgJcVWHqs6JSu0O/zlL/Dhh/DVV4AdwjFnju0VNGMGLF3q5iBVnaIJoIYcOgTvvAO//e35A74ulre3bRQeN87+8T/11PltAklJcMUVsGsXvPYa+H/7mb1qjBvnmiBUzXr0UejZ0/6HO3oBeHvDxx/bzRMnwtatbo5R1RmaAGrIm2/a3hoPlbUyQhU0amT7ht96q60H7tbNXui/+cbeIQwYAImJ9vXY0UW25XDECDv8WNU9Pj62Li8t7ZyqoCZN7E1B06Z2KhGdMkI5QxNADSgqsn+zw4dXT7d7b287qnjhQjtS+N574eqr7fUhIAB++slW+bNmjc0Gt99e0SFVbda/v23Rf/tt2yXMISICvvjCXvwnToQzZ9wYo6oTdE3gGrB8ub3u/u1vF3+MuXOdK3fXXfYLfmEh/PnPdlbRs1P9vPuuzQgTJlx8IKpadFvl3H9w8TrCuy5/gusjlxF4+90sShjAyea/Tth76632jnPECPv8nnuqI2JVH+gdQA144w3b5/83NbDmmYid3LNTJwgJKXHxz821twgTJ5Y/8ZCqM4ynNyvu+hCPwnyGvzUVKcw/+16/fraJZ80a+OEH98Woaj9NANXsyBFbRz9tmu3/7zaff267A02b5sYglCsdb9mJVbfOJTRhDQMXndu4NH48XHKJzfkrVrgpQFXraQKoZu++C/n58LvfuTmQ116z/UCvvNLNgShX2tt/KtuG30+vFS/Tad37Z7d7eNhZY1u3tnNH6QLzqiyaAKqRMbb6Z9Ag6NHDjYH89JOtPH7gAXtlUPXKuonPk9rlSoa+fzet9v58dru/vx0sCPaO4PhxNwWoai29GlSjn36y/e/vvtvNgTzzjG0NdvttiKoOxtObZdM/5mRQBGPmjCfw8O6z74WE2GqgXbtsg7DOGaRK0gRQjd54w/bPvukmNwaxebMdBPDAA9r4W4/lNQnhmz98gxFh3Mtj8c9OO/veiBF2TMiXX9plRpUqpgmgmmRl2dGZU6e6+br7zDN2dFBxXYCqt4637MS3s77C/0Q61/5rOP7HD5997/e/t3eixZPHKQU6DqDafPih7XlZXvWPs/2+i+0cOr3yQXz/vV095K9/hWbNKr+/qrUu9PsTP2QGPVf+mxuevpStIx4EmiLTp/PKK7Bjh20c7tIF+vatuXhV7aR3ANWguPH30kvd90fmeeaUnS+mS5fKzRmt6rzsVl345apZ+OUcpc/3z9u+yNhZJD75BFq2hOuvt3MCqobNqQQgImNFZJeIJIjIeVcTEfEVkQWO99eLSGSJ9x51bN8lImNKbE8UkW0iEiciMa44mdoiNtYu+uLONtfoL2fDvn12CLFbByAod8hu1ZWtIx7A6/RJeO45+0uJvfgvXmx7BI0eDceOuTlQ5VYVJgAR8QTmAOOAKOBmEYkqVewuINMY0wl4EXjOsW8UMAXoAYwF/uM4XrGrjDF9jDHRVT6TWuTNN20XvKlT3fP54fFL6bXsXzYDab//ButESEfiRj9sJ4u64gp4344T6N3bzhmUkGAXhTt50s2BKrdx5g6gP5BgjNlnjDkDzAeuL1XmemCe4/kiYISIiGP7fGPMaWPMfiDBcbx6KyfH1v9PmuSeaveglG2Men0imaFR8M9/1nwAqlbJDWxtp5AeMABuuw3uuw/y8rjqKpg/HzZssLOHahJomJxJAOFAUonXyY5tZZYxxhQA2UBwBfsaYKmIxIpIuS2cIjJdRGJEJOaIoy6zNlu40M644I6+/42PHWTcv68h368J385aYnv/KNW0qe0Q8MADdi3R6GjYvJkJE+wssj/+aNcH0iTQ8DjTC0jK2GacLHOhfS83xqSKSEvgexHZaYxZdV5hY+YCcwGio6NLf26t8+abdk7+yy937XEr6jUUkJFIzx/m4FF4hi0j/3TO7JBK8fbb9hfzvvvsVT86GkaN4tZrrsHjjihu++9VjOtzmC9nfUugfz5Mv4heZ6rOcSYBJAMlryYRQGo5ZZJFxAsIBI5daF9jTPHPdBH5DFs1dF4CqEu2b4e1a+06vVJW6qsOxtBq31o6bfyQfL+mbB3xAKeahdXQh6s6p0cPu3LQJ5/Ad9/Bhg1MveEGPO8s5LZ3RjD0hfF884dv+KpyvZQBzRl1kTNVQBuBziLSXkR8sI26i0uVWQwUrzIyEVhhjDGO7VMcvYTaA52BDSLSWESaAIhIY2A08EvVT8e9Xn/dtrfV1ISbfscP02vFS3RdN4+c5u3YPPYRvfirigUE2EWB/vxnO0rxrbeYvPR3bBg3m/3pjRn8j+tJLf0VT9VLFd4BGGMKRGQW8B3gCfzXGLNdRJ4EYowxi4G3gPdEJAH7zX+KY9/tIrIQiAcKgN8bYwpFpBXwmW0nxgv40BjzbTWcX43JybF31jfdZOdfqTbGEJi+h/CdywlO3kKhly97+k0lrfMQEB3WoSqhUye7yPzGjbB4MX2+epr05v/lLyf/lxf/dhdT7/Tj0kvdHaSqTk6NBDbGfA18XWrb4yWe5wGTytn3GeCZUtv2Ab0rG2xt9sEHtm91dc24IIX5tDwQQ/jO5QRkJpHv25ikHmNJ7XoVZ/xdtMq8ang8PGwPoehoiI3Fb+lS/nlsFo94PMVLr83ixxF3M2RiK51Etp7SqSBcwBiYMwf69LFTP7uSd+5xwvb8SOieH/HJO8HJwDB2D7iN9Mj+FHn5uPbDVL20yqmWNU+gPwzpR7PDuwiL/56n0x7jzPInWfnz1TQZ2IOC0LblNm5d1FQlyu00AbjATz/Btm12+gdXNf42zkwmfOcyWiZuxKOogIywXqR0G0FW62412MKsGhwRslp3I6t1N/yyDpEb8wsDDi+l2covyGjSjozuV5DefgBFXr7ujlS5gCYAF5gzBwID4eabq36sgGMHabvtK1o46vfTOl1Batfh5DZtVfWDK1UJec1aIyNb81HaRHatOsIdJ+bSe8MHdNj8CYc7DCa185V2oJmqszQBVFFiop32+f77qzbts09uNpFxn9F631ryfRpxoNe1pHQdToGvzuGv3KtHaBah45ty55ol+KYf5Bnfv3Hlnm8I37WCzNbdSO18JVJYgF5O6h79H6uif/7TtqM98MBFHsAYWu/9iQ6xH+NRlE9S99Ec7Hk1hT7+Lo1Tqapo7p/LCyO+Yd4vlzFi22L6NtnN3PDZdD+4lB6rX6fdtq/g6D12/qnQUHeHq5ykCaAK0tPtyN/bboOIiMrv752bTdd179I89ReyWnVld/9byNOqHlVLeXoY7rwkll4hh3jqp+FcnvAuD/VbyU0+XxC2+wc7wGz2bOjXD0aNgjYXGI2uo8ZqBU0AVfDSS3D6NDz8cOX3bZq+h+6r5+KVn0tC9BRSu1yp/fhVndAvNIW3rv6EJ9aM4Km1o9nSKYJZV17GqKhU+OEH2yti/Xro3t3OOd29u3ZcqKU0AVyk7Gzb+HvjjdC1a+X2jVo5h97L/kVeQAs2D/8jp4JKz62nVO0W0ugU/2/kV7y5pR8fxfchPqMl3/RYRqfJrezMcqtXw4oV9ltSRIS9I+jXDzw9Kz64qjFiZ2yoG6Kjo01MTO1YO+Yvf7Hrq8bGwmWXOblTUZG9XfjnP8kIv4Sdg++strr+yvbLruwSlUoV+zm5Lc+uHYZ4ePD27T9ww2WJ9o38fDvK+PvvITUVgoJg+HAYMsT2mqiMuZX8/dQqpnOISGxZ667oHcBFOHDANv7eemslLv65uXaSoEWL+GXYLI6F9kCHV6r6YHDEQd4c9yn/3DKSG18fzZ9Hb+HZ32zAy9sbBg+2oyO3b4elS+0kdEuWwO7dds70Pn3cHX6Dplegi/C//2urNJ991skdjh6FkSNh0SJ44QV+nvKyXvxVvdI6IIdVDy3m3iu38/zS3ox+6WrSjzuWIhWBnj3hwQftrXOfPvDWW3bR7P79bU+KEyfcewINlN4BVNL69XbFr//7vwt3cjhr714YNw4OHrSrxUya5FjdoHpplY6qab7eRfxn6k8MaJ/OjA+G0PfZG1h0z/cMaF9iIae2beGOO+xdwPvv26qdu++26xRccw1Mnmx/+ms36JqgX0Mr4fRpmDEDWreG//kfJ3bYuNHe/mZkwLJl9uKvVD13+6A9/PzwF3h7FjH0hfG8vqo75zU1Nm9uL/rbttleQ3fcYSctmjTJTqc7dSp89pmtOlXVRhNAJTz+OMTF2Xn/AwIqKPzVVzBsmB0e/PPPdlFupRqIS9tmEPO/nzGiWwozPhjCnfOuJPdMGT2ARGw7wZw5kJJivyjdcottL7jhBpsMJk+2vS3y8mr+ROo5rQJy0g8/wPPP284F48dXUPj11+280JdeahNBa50vRTU8zRuf5qvff8uTS/ryxFd9iUsOZv7vltO1dXbZO3h5wYgR9jFnjl2seNEi+PRTO+rS29uuaNa3L/TqpdVELqB3AE5ITbWjfTt1gn/96wIFCwrsKkszZsCYMTZr6MVfNWAeHjD7uli+mvUNSccCuOyZG3hrTdfzq4RKK04Gr75q/wD/9Ce70Pb+/bYB+aGHbJKIjbXdTdVF0TuAChw7ZgczZmXB4sUXmPDtyBF7q7pypf32/9JL9pdYqQbiQusONCGJ10cv4tmfr+J3713Jy1tsNb9TbWmentCli31Mngz79sGmTfbiv3UrNGpkF7QZNAjat9dRx5WgV6gLyMmxHRISEuCbbyh/ebwlS+wkWFlZ8M47dr1VpdQ5Qhqd4oXhX7NoV0/e2DaIJ56w06jffXclBgh7eNhb8U6dYOJE2LkT1q61j1WroFUrGDgQxo61PY7UBWkVUDkSEuwd54YNMH8+XHVVGYWOHIG77rJD30NCYN06vfgrdQGeHobJ3bfx+OO2G/W999ovVsuWXcTBPDwgKsr+DT7/vB1o2bQpfPEFREbaKqR337Xf5FSZNAGUYoxtc4qOhuRk+Ppr+M1vShU6dco2BnTubFeCf/hh2+Wzd71a5lipatOypR0X9vHHdgzYqFG2o9xXX1Fx+0BZ/P3tN7aHHoKnn7azkiYm2i9krVvbnytW2OlY1FlaBVTChg32Wv7jj3aKh08+sV8kzkpKsqMW58yxffvHjbNzQnTv7q6QlaqzRGwtzrXX2j+r55+H666DDh3s9frWW+3zSgsJsd31HnvMjjGYN88Ownz3XU40b8uBS8aT0n0kqV2Hke8feMFD1fcphZyaDE5ExgIvYVeOftMY8/dS7/sC7wJ9gQxgsjEm0fHeo8BdQCFwnzHmO2eOWRZXTwZnjJ3XZ/FieO89iImxvzt//autl/TxLIQtW+w3hy++gDVr7I7XXWd7+wwZclGfO3eujtRVCmDo0F+f5xcKC2M68t+furJil50ht2urLMb0SGJg+3T6tjtKp5Bs52ZRKX3lzs1l2R++oMPa94nYsxKf/FMUiif7W/RnW/CV7PbrzQ6vXuz17MIZ401Rkb1ZaNsWfHxs54+Sj6AgO5YtONj+LH4EBtbOWV7KmwyuwgQgIp7AbmAUkAxsBG42xsSXKDMTuMQYM0NEpgATjDGTRSQK+AjoD4QBy4Aujt0ueMyyXGwC2LsXDh2yU/KkJ58hadcpkvfksmNTLsfTcwkkm8Ht07i6TxqXd0zD92gqxMfbCaxOnrQH6dHDLvo7ZQp07FjpGErSBKCUVTIBlHQgI4DP4yL5dnsEP+wOIy/fVlb4eBXSrvkJ2gSdpHnj0zRrdBovD3sNM4AxQpGB42Hdycri7CMz0960FxWBD6cZxFpGsoxRfM9lbMKbAgBO40OCZzeSPduR7hVGdkA4aRLGoYIWHD3dhKOnm5CR34QcAsjHmwK8znkU4kVgkAfBzQ3Nm0NQcyG4hZyTJEo+goLA19c2gnt52Z8lH8bY3uUFBfbL6cV2cKpKAhgEzDbGjHG8fhTAGPO3EmW+c5RZKyJewCEgBHikZNnico7dNSGGFQAABmVJREFULnjMslxsAuje3XYWAMjFDz9Ol1/Y09P2JOjWzQ426d/fjugNC6v055ZHE4BSVnkJoKT8QiE+NYjYgyHsPhxIYkYTkjIbk3nKl8yTvhQaQTCIgAAeHoamrRvTrJn9Rt6smX0cPGi/vQcEnPsz0O80odk7CU7dRnDKVoJSt9M4K5lGWan45xyt0vnd2HMXcae6cOyYTURVkZsLfn4Xt29VpoMOB5JKvE4GBpRXxhhTICLZQLBj+7pS+xavflLRMYsDnw4U38/liMguJ2IuV4VjBwsL7cCT1FRb9eNaLYCq/UbVHXqu9ZfrzvcDlxzlPKlVvNiWULVz/aWSq0VdQBUHPrcra6MzCaCsm47Stw3llSlve1m1ZGXeihhj5lIj82dWPxGJKSsL10d6rvVXQzrf+n6uzjRXJAMlJz6OAFLLK+OoAgoEjl1gX2eOqZRSqho5kwA2Ap1FpL2I+ABTgMWlyiwGikdATQRWGNu4sBiYIiK+ItIe6AxscPKYSimlqlGFVUCOOv1ZwHfYLpv/NcZsF5EngRhjzGLgLeA9EUnAfvOf4th3u4gsBOKBAuD3xphCgLKO6frTq3XqRVWWk/Rc66+GdL71+lzr1KLwSimlXKcWDllQSilVEzQBKKVUA6UJoIaIyFgR2SUiCSLyiLvjcSURaSMiK0Vkh4hsF5H7Hdubi8j3IrLH8TPI3bG6ioh4ishmEfnK8bq9iKx3nOsCR+eGOk9EmonIIhHZ6fj/HfT/27u3EKuqOI7j319plEpIUiJaTUJ0M0qN0IwQ66WS7DKRQ0EEvQVdKKJ6i+hBiC5ERWCFQRSlRiBRhEnUi4FZZEgRGmVoGqZdXkz69bDWTIPpKDKe46zz+zydffYeWJv/mf0/Z+29f7vVukp6oH5+N0l6U9LJrdZ1UBpAB9Q4jReAa4ELgYEak9GK/cCDti8A5gH31P17BFhr+1xgbV1uxX3A5mHLy4Bn6r7+Rsm/asFzwAe2zwcuoexzc3WVNB24F7jM9izKxSlLabeuQBpAp1wOfG97i+19wFvAki6PadTY3m77i/r6D8pBYjplH1fUzVYABwZrj0mSZgDXA8vrsoBFwMq6SRP7KulU4CrKVX7Y3md7D43WlXJV5Cn1XqYJwHYarOtwaQCdcbA4jemH2HZMk9QHzAbWA1Ntb4fSJIAzujeyUfUs8DAwGC4/Bdhje39dbqW+M4FdwGt1umu5pIk0WFfbPwNPAT9SDvx7gQ20WdchaQCdcSRxGmOepEnAKuB+2793ezzHgqTFwE7bG4a/fZBNW6jvOGAO8JLt2cBfNDDdczD1PMYS4BxKcvFEypTtgVqo65A0gM5oPvpC0njKwf8N26vr279ImlbXTwN2dmt8o2gBcIOkHyhTeYsovwgm16kDaKe+24BtttfX5ZWUhtBiXa8BttreZftvYDVwBW3WdUgaQGc0HX1R58BfATbbfnrYquERIXcC73V6bKPN9qO2Z9juo9TxY9u3A+soMSjQzr7uAH6SNBhpeTXlrv7m6kqZ+pknaUL9PA/ua3N1HS53AneIpOso3xQHoy+e7PKQRo2kK4FPga/5b178Mcp5gLeBsyj/YLfa3t2VQR4DkhYCD9leLGkm5RfBacBG4A7bIzx4YmyQdCnlZPdJwBbgLsoXx+bqKulx4DbKVW0bgbspc/7N1XVQGkBERI/KFFBERI9KA4iI6FFpABERPSoNICKiR6UBRET0qDSAiCMg6SZJlnR+t8cSMVrSACKOzADwGfVxpxEtSAOIOIyacbSAEgW8tL53gqQXa378GknvS+qv6+ZK+kTSBkkfDsYmRBxv0gAiDu9GSib+d8BuSXOAm4E+4GLKHaPzYSgT6Xmg3/Zc4FWgmbu+oy3jDr9JRM8boMR4QIkFGADGA+/Y/gfYIWldXX8eMAv4qETKcCIlXjjiuJMGEDECSVMoiZ+zJJlyQDfw7qH+BPjG9vwODTHiqGUKKGJk/cDrts+23Wf7TGAr8CtwSz0XMBVYWLf/Fjhd0tCUkKSLujHwiMNJA4gY2QD//7a/ivLQkG3AJuBlSvLp3vrIz35gmaSvgC8pufIRx52kgUYcJUmTbP9Zp4k+BxbUDP2IMSHnACKO3hpJkylZ+U/k4B9jTX4BRET0qJwDiIjoUWkAERE9Kg0gIqJHpQFERPSoNICIiB71LwhG8KxoTX4EAAAAAElFTkSuQmCC",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 384.828125 262.19625\" width=\"384.828125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 384.828125 262.19625 \nL 384.828125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 42.828125 224.64 \nL 377.628125 224.64 \nL 377.628125 7.2 \nL 42.828125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 92.696202 224.64 \nL 105.755305 224.64 \nL 105.755305 119.143504 \nL 92.696202 119.143504 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 105.755305 224.64 \nL 118.814407 224.64 \nL 118.814407 181.659946 \nL 105.755305 181.659946 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 118.814407 224.64 \nL 131.87351 224.64 \nL 131.87351 209.010889 \nL 118.814407 209.010889 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 131.87351 224.64 \nL 144.932612 224.64 \nL 144.932612 103.514394 \nL 131.87351 103.514394 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 144.932612 224.64 \nL 157.991715 224.64 \nL 157.991715 80.070728 \nL 144.932612 80.070728 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 157.991715 224.64 \nL 171.050817 224.64 \nL 171.050817 60.53434 \nL 157.991715 60.53434 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 171.050817 224.64 \nL 184.10992 224.64 \nL 184.10992 17.554286 \nL 171.050817 17.554286 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 184.10992 224.64 \nL 197.169022 224.64 \nL 197.169022 60.53434 \nL 184.10992 60.53434 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 197.169022 224.64 \nL 210.228125 224.64 \nL 210.228125 91.792561 \nL 197.169022 91.792561 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 210.228125 224.64 \nL 223.287228 224.64 \nL 223.287228 154.309003 \nL 210.228125 154.309003 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 223.287228 224.64 \nL 236.34633 224.64 \nL 236.34633 162.123558 \nL 223.287228 162.123558 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 236.34633 224.64 \nL 249.405433 224.64 \nL 249.405433 181.659946 \nL 236.34633 181.659946 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 249.405433 224.64 \nL 262.464535 224.64 \nL 262.464535 201.196334 \nL 249.405433 201.196334 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 262.464535 224.64 \nL 275.523638 224.64 \nL 275.523638 197.289057 \nL 262.464535 197.289057 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 275.523638 224.64 \nL 288.58274 224.64 \nL 288.58274 216.825445 \nL 275.523638 216.825445 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 288.58274 224.64 \nL 301.641843 224.64 \nL 301.641843 224.64 \nL 288.58274 224.64 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 301.641843 224.64 \nL 314.700945 224.64 \nL 314.700945 224.64 \nL 301.641843 224.64 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 314.700945 224.64 \nL 327.760048 224.64 \nL 327.760048 220.732722 \nL 314.700945 220.732722 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 94.409409 224.64 \nL 106.388732 224.64 \nL 106.388732 190.145293 \nL 94.409409 190.145293 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_22\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 106.388732 224.64 \nL 118.368054 224.64 \nL 118.368054 195.452171 \nL 106.388732 195.452171 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 118.368054 224.64 \nL 130.347377 224.64 \nL 130.347377 211.372805 \nL 118.368054 211.372805 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 130.347377 224.64 \nL 142.326699 224.64 \nL 142.326699 134.423074 \nL 130.347377 134.423074 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 142.326699 224.64 \nL 154.306022 224.64 \nL 154.306022 17.671759 \nL 142.326699 17.671759 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 154.306022 224.64 \nL 166.285344 224.64 \nL 166.285344 20.325197 \nL 154.306022 20.325197 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 166.285344 224.64 \nL 178.264667 224.64 \nL 178.264667 20.325197 \nL 166.285344 20.325197 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 178.264667 224.64 \nL 190.243989 224.64 \nL 190.243989 68.087099 \nL 178.264667 68.087099 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 190.243989 224.64 \nL 202.223312 224.64 \nL 202.223312 81.354294 \nL 190.243989 81.354294 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 202.223312 224.64 \nL 214.202634 224.64 \nL 214.202634 97.274928 \nL 202.223312 97.274928 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 214.202634 224.64 \nL 226.181957 224.64 \nL 226.181957 145.03683 \nL 214.202634 145.03683 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_32\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 226.181957 224.64 \nL 238.161279 224.64 \nL 238.161279 182.184976 \nL 226.181957 182.184976 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 238.161279 224.64 \nL 250.140602 224.64 \nL 250.140602 190.145293 \nL 238.161279 190.145293 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 250.140602 224.64 \nL 262.119924 224.64 \nL 262.119924 195.452171 \nL 250.140602 195.452171 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 262.119924 224.64 \nL 274.099247 224.64 \nL 274.099247 200.759049 \nL 262.119924 200.759049 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 274.099247 224.64 \nL 286.078569 224.64 \nL 286.078569 206.065927 \nL 274.099247 206.065927 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 286.078569 224.64 \nL 298.057892 224.64 \nL 298.057892 221.986561 \nL 286.078569 221.986561 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"patch_38\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 298.057892 224.64 \nL 310.037214 224.64 \nL 310.037214 208.719366 \nL 298.057892 208.719366 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m12d4883517\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.455604\" xlink:href=\"#m12d4883517\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(88.274354 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"150.531715\" xlink:href=\"#m12d4883517\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(144.169215 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"209.607826\" xlink:href=\"#m12d4883517\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(203.245326 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"268.683937\" xlink:href=\"#m12d4883517\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(262.321437 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.760048\" xlink:href=\"#m12d4883517\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(321.397548 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- Age -->\n     <defs>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n     </defs>\n     <g transform=\"translate(200.557031 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_6\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m8863d94dd6\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.000 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(7.2 228.439219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"195.10059\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.005 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(7.2 198.899809)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"165.561181\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.010 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(7.2 169.3604)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"136.021771\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.015 -->\n      <g transform=\"translate(7.2 139.82099)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"106.482362\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.020 -->\n      <g transform=\"translate(7.2 110.28158)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"76.942952\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.025 -->\n      <g transform=\"translate(7.2 80.742171)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"47.403542\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.030 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(7.2 51.202761)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#m8863d94dd6\" y=\"17.864133\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.035 -->\n      <g transform=\"translate(7.2 21.663352)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 58.046307 224.410585 \nL 60.442871 224.223751 \nL 62.839435 223.895245 \nL 65.235999 223.350265 \nL 67.632563 222.489075 \nL 70.029127 221.189391 \nL 72.425691 219.315269 \nL 74.822255 216.733923 \nL 77.218819 213.340234 \nL 79.615383 209.086177 \nL 82.011947 204.00976 \nL 84.408512 198.256169 \nL 91.598204 179.971972 \nL 93.994768 174.880293 \nL 96.391332 170.949793 \nL 98.787896 168.445067 \nL 101.18446 167.476098 \nL 103.581024 167.977498 \nL 105.977588 169.71355 \nL 108.374152 172.306588 \nL 113.16728 178.121822 \nL 115.563844 180.317028 \nL 117.960408 181.415051 \nL 120.356973 181.056147 \nL 122.753537 178.998802 \nL 125.150101 175.133439 \nL 127.546665 169.484654 \nL 129.943229 162.202127 \nL 132.339793 153.540664 \nL 134.736357 143.830865 \nL 139.529485 122.753024 \nL 144.322613 101.792088 \nL 146.719177 92.047745 \nL 149.115741 83.043817 \nL 151.512305 74.902124 \nL 153.908869 67.705537 \nL 156.305434 61.506165 \nL 158.701998 56.327632 \nL 161.098562 52.162613 \nL 163.495126 48.969888 \nL 165.89169 46.676168 \nL 168.288254 45.186273 \nL 170.684818 44.401621 \nL 173.081382 44.242914 \nL 175.477946 44.67023 \nL 177.87451 45.693559 \nL 180.271074 47.36937 \nL 182.667638 49.782993 \nL 185.064202 53.021093 \nL 187.460766 57.141571 \nL 189.85733 62.149049 \nL 192.253895 67.982498 \nL 194.650459 74.518034 \nL 199.443587 88.994754 \nL 206.633279 111.575769 \nL 211.426407 125.789402 \nL 213.822971 132.430589 \nL 216.219535 138.674811 \nL 218.616099 144.446722 \nL 221.012663 149.671838 \nL 223.409227 154.294951 \nL 225.805791 158.300755 \nL 228.202355 161.728722 \nL 230.59892 164.675822 \nL 232.995484 167.284584 \nL 240.185176 174.647871 \nL 244.978304 180.167111 \nL 254.56456 191.86061 \nL 256.961124 194.459321 \nL 259.357688 196.833532 \nL 261.754252 198.991901 \nL 266.547381 202.826952 \nL 276.133637 210.084698 \nL 283.323329 215.717052 \nL 285.719893 217.448325 \nL 288.116457 219.015182 \nL 290.513021 220.376313 \nL 292.909585 221.508038 \nL 295.306149 222.40532 \nL 297.702713 223.079189 \nL 300.099277 223.551884 \nL 302.495842 223.851365 \nL 304.892406 224.006638 \nL 309.685534 223.990443 \nL 314.478662 223.692536 \nL 324.064918 222.978179 \nL 328.858046 222.901764 \nL 333.651174 223.103372 \nL 352.823687 224.461689 \nL 360.013379 224.547351 \nL 362.409943 224.507521 \nL 362.409943 224.507521 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p24e617ac82)\" d=\"M 60.91891 224.557619 \nL 65.369443 224.397078 \nL 69.819975 223.9633 \nL 72.045241 223.56786 \nL 74.270507 223.00202 \nL 76.495774 222.226708 \nL 78.72104 221.209813 \nL 80.946306 219.933826 \nL 83.171572 218.403107 \nL 85.396838 216.648779 \nL 89.847371 212.725415 \nL 94.297903 208.832746 \nL 96.523169 207.10751 \nL 98.748435 205.598112 \nL 100.973701 204.312886 \nL 103.198968 203.224345 \nL 112.100032 199.334572 \nL 114.325298 197.920884 \nL 116.550565 196.027219 \nL 118.775831 193.449643 \nL 121.001097 189.956968 \nL 123.226363 185.307739 \nL 125.451629 179.279445 \nL 127.676895 171.705998 \nL 129.902162 162.515983 \nL 132.127428 151.762681 \nL 134.352694 139.637852 \nL 138.803226 112.670132 \nL 143.253759 85.17348 \nL 145.479025 72.421856 \nL 147.704291 60.859934 \nL 149.929557 50.755446 \nL 152.154823 42.262353 \nL 154.380089 35.428607 \nL 156.605356 30.215685 \nL 158.830622 26.52481 \nL 161.055888 24.224598 \nL 163.281154 23.175452 \nL 165.50642 23.247178 \nL 167.731686 24.327778 \nL 169.956953 26.323053 \nL 172.182219 29.148571 \nL 174.407485 32.717172 \nL 176.632751 36.92641 \nL 178.858017 41.650436 \nL 183.30855 52.030491 \nL 187.759082 62.592032 \nL 192.209614 72.432154 \nL 196.660147 81.480805 \nL 201.110679 90.459898 \nL 203.335945 95.232838 \nL 205.561211 100.325646 \nL 207.786477 105.783315 \nL 212.23701 117.713986 \nL 221.138074 142.998035 \nL 223.363341 148.945421 \nL 225.588607 154.570091 \nL 227.813873 159.830432 \nL 230.039139 164.708056 \nL 232.264405 169.202016 \nL 234.489671 173.322739 \nL 236.714938 177.086821 \nL 238.940204 180.513235 \nL 241.16547 183.620939 \nL 243.390736 186.427688 \nL 245.616002 188.949808 \nL 247.841268 191.202734 \nL 250.066535 193.202106 \nL 252.291801 194.965183 \nL 254.517067 196.512254 \nL 256.742333 197.867697 \nL 258.967599 199.060363 \nL 263.418132 201.091476 \nL 276.769729 206.639688 \nL 285.670793 210.685582 \nL 290.121326 212.454737 \nL 294.571858 213.969985 \nL 303.472923 216.885846 \nL 316.82452 221.828388 \nL 321.275052 223.019333 \nL 325.725584 223.80972 \nL 330.176117 224.263063 \nL 334.626649 224.487346 \nL 341.302447 224.590682 \nL 343.527714 224.585104 \nL 343.527714 224.585104 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 42.828125 224.64 \nL 42.828125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 377.628125 224.64 \nL 377.628125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 42.828125 224.64 \nL 377.628125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_42\">\n    <path d=\"M 42.828125 7.2 \nL 377.628125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_43\">\n     <path d=\"M 275.159375 44.55625 \nL 370.628125 44.55625 \nQ 372.628125 44.55625 372.628125 42.55625 \nL 372.628125 14.2 \nQ 372.628125 12.2 370.628125 12.2 \nL 275.159375 12.2 \nQ 273.159375 12.2 273.159375 14.2 \nL 273.159375 42.55625 \nQ 273.159375 44.55625 275.159375 44.55625 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_44\">\n     <path d=\"M 277.159375 23.798437 \nL 297.159375 23.798437 \nL 297.159375 16.798437 \nL 277.159375 16.798437 \nz\n\" style=\"fill:#0000ff;opacity:0.4;\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(305.159375 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n    <g id=\"patch_45\">\n     <path d=\"M 277.159375 38.476562 \nL 297.159375 38.476562 \nL 297.159375 31.476562 \nL 277.159375 31.476562 \nz\n\" style=\"fill:#ff0000;opacity:0.4;\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- not Survived -->\n     <defs>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path id=\"DejaVuSans-32\"/>\n     </defs>\n     <g transform=\"translate(305.159375 38.476562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"124.560547\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"163.769531\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"195.556641\" xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"259.033203\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"322.412109\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"363.525391\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"422.705078\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"450.488281\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"509.667969\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"571.191406\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p24e617ac82\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"42.828125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 378
    },
    "colab_type": "code",
    "id": "uE3Wxs5-cTQR",
    "outputId": "4439a86d-6fea-4d21-d06f-d56e896094b9"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Here you should see that the distribution of survived passengers has two peaks. The big one is very close to the peak of not survived passengers, but the second smaller peak is in the range of small children. This means a lot more small children survived the tragic accident."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "MVdYbvSXcTQT"
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "colab_type": "text",
    "id": "JJJPZBHecTQU"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## visualize and clean data: Sex\n",
    "\n",
    "Let's now anaylse the sex of the passengers. What do you think? Did more women or men survive the tragic titanc accident?\n",
    "\n",
    "Let's find out by plotting a barplot of the Sex column."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "7SbiGN8ucTQV"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "tZ8GU9HYcTQW"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "# use the barplot function of seaborn. \n",
    "# enter the train dataset as data and plot Sex (x)\n",
    "# against Survived (y)\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 385.78125 262.19625\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 385.78125 262.19625 \nL 385.78125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \nL 378.58125 7.2 \nL 43.78125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pa82b79f799)\" d=\"M 60.52125 224.64 \nL 194.44125 224.64 \nL 194.44125 175.108807 \nL 60.52125 175.108807 \nz\n\" style=\"fill:#3274a1;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pa82b79f799)\" d=\"M 227.92125 224.64 \nL 361.84125 224.64 \nL 361.84125 30.079631 \nL 227.92125 30.079631 \nz\n\" style=\"fill:#e1812c;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m6c78037307\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"127.48125\" xlink:href=\"#m6c78037307\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- male -->\n      <defs>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      </defs>\n      <g transform=\"translate(115.08125 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"158.691406\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"186.474609\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"294.88125\" xlink:href=\"#m6c78037307\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- female -->\n      <defs>\n       <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n      </defs>\n      <g transform=\"translate(277.644531 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"35.205078\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"96.728516\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"194.140625\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"255.419922\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"283.203125\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_3\">\n     <!-- Sex -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n     </defs>\n     <g transform=\"translate(201.971875 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"124.984375\" xlink:href=\"#DejaVuSans-120\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m332fe5c131\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(20.878125 228.439219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"198.420276\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(20.878125 202.219495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"172.200553\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(20.878125 175.999772)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"145.980829\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(20.878125 149.780048)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"119.761106\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(20.878125 123.560325)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"93.541382\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(20.878125 97.340601)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"67.321659\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(20.878125 71.120878)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"41.101935\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.7 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(20.878125 44.901154)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m332fe5c131\" y=\"14.882212\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(20.878125 18.681431)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(14.798438 137.877031)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pa82b79f799)\" d=\"M 127.48125 183.28827 \nL 127.48125 166.929343 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pa82b79f799)\" d=\"M 294.88125 42.604977 \nL 294.88125 17.554286 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 43.78125 224.64 \nL 43.78125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 378.58125 224.64 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 43.78125 7.2 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pa82b79f799\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 378
    },
    "colab_type": "code",
    "id": "i0yYOsoDcTQX",
    "outputId": "e33a3dc6-05ae-4496-bf7a-c98eaf63e98f"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "The plot shows us that more female passengers survived than male passengers. \n",
    "\n",
    "Until now we have analysed the age and sex information. We saw that the age alone was not an important feature to predict who survived and who didn't, but the sex is. Do you think there is an age difference between survived and not survived inside each sex?\n",
    "\n",
    "Use boxplots to find out:"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "y7VHZ5aMcTQZ"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "mC33sRVucTQa"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "source": [
    "# this will create a subplot figure with two plot side by side\n",
    "fig, ax = plt.subplots(1, 2, figsize=(15, 5))\n",
    "# first plot the data for females by \n",
    "# slicing/filtering the train data with 'female'\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "# second plot the data for males by slicing the train data with 'male'\n",
    "# don't forget to set the ax to ax[1]\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3UAAAE9CAYAAACsmksIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3db3Bd9X3n8fcXKSQGQsGO8LoCalq5kOwmEKKlSZlJU7A7zp8GdhNa0mxRdjzjfZAIJWmnodnM0Ga9LJnZaep622w9pUXupAFCw+BJvUpsFyZpp0uQCcEQ0/qGGmLh2IqABIwXI/u7D+5xImzZlozOPffovl8znnvP0Tm6H3k0/vlzfudPZCaSJEmSpHo6reoAkiRJkqRTZ6mTJEmSpBqz1EmSJElSjVnqJEmSJKnGLHWSJEmSVGOWOkmSJEmqse6qA8zEG97whly6dGnVMSRJJdu2bdsPM7On6hx14fgoSZ3jRGNkLUrd0qVLGR0drTqGJKlkEfFk1RnqxPFRkjrHicZIT7+UJEmSpBqz1EmSJElSjVnqJEmSJKnGLHWSJEmSVGOWOkmSJEmqMUudJEmSJNWYpU6Spmg0Grz3ve+l0WhUHUWSpLYyMTHBjTfeyMTERNVRdBRLnSRNsWbNGvbv38+aNWuqjqJ5LCI+ERGPRcSjEfGliHhdRFwUEQ9ExM6IuDMiTq86pyRNNTw8zPbt29mwYUPVUXQUS50kFRqNBrt27QJg165dztapFBHRC9wI9GfmvwO6gOuBzwGfz8xlwLPAqupSStIrTUxMMDIyQmYyMjLibF2bsdRJUuHo2Tln61SibmBBRHQDZwB7gKuAu4uvDwPXVpRNko4xPDzM4cOHATh06JCzdW3GUidJhSOzdMdbluZCZo4B/xN4imaZ+xGwDXguMyeLzXYDvdPtHxGrI2I0IkbHx8dbEVmS2LJlC5OTzX+iJicn2bx5c8WJNJWlTpIKS5cuPeGyNBci4lzgGuAi4GeBM4F3T7NpTrd/Zq7PzP7M7O/p6SkvqCRNsXz5crq7uwHo7u5mxYoVFSfSVJY6SSp87GMfe8Xy4OBgRUk0zy0H/jUzxzPzZeArwC8D5xSnYwKcDzxdVUBJOtrAwACnndasDl1dXdxwww0VJ9JUljpJKnzjG9844bI0R54C3h4RZ0REAFcD3wXuAz5YbDMA3FtRPkk6xqJFi1i5ciURwcqVK1m0aFHVkTSFpU6SClu2bHnFstcLqAyZ+QDNG6I8BGynORavBz4FfDIiGsAi4LbKQkrSNAYGBnjzm9/sLF0b6j75JpLUGZYvX86mTZuYnJz0egGVKjNvBm4+avUTwBUVxJGkGVm0aBF/8id/UnUMTcOZOkkqeL2AJEmqI0udJBW8XkCSJNVRqaUuIs6JiLsj4vGI2BER74iIhRGxOSJ2Fq/nlplBkmbD6wUkSVLdlD1TtxYYycxLgEuBHcBNwNbMXAZsLZYlqS0cuV7AWTpJklQXpZW6iDgbeCfF3bsy82BmPkfzgavDxWbDwLVlZZAkSZKk+a7Mu1/+PDAO/FVEXApsA4aAxZm5ByAz90TEeSVmkNSm1q1bR6PRqDrGMcbGxgDo7e2tOMmx+vr6fCC6JEk6RpmnX3YDlwNfyMy3AvuZxamWEbE6IkYjYnR8fLysjJL0CgcOHODAgQNVx5AkSZqxMmfqdgO7i4esQvNBqzcBeyNiSTFLtwTYN93Ombme5sNY6e/vzxJzSqpAu844DQ0NAbB27dqKk0iSJM1MaTN1mfkD4PsRcXGx6mrgu8BGYKBYNwDcW1YGSZIkSZrvyr775SDwxYh4BLgMuAW4FVgRETuBFcWyJElSLUxMTHDjjTcyMTFRdRRJAkoudZn5cGb2Z+ZbMvPazHw2Mycy8+rMXFa8PlNmBkmSpLk0PDzM9u3b2bBhQ9VRJAkof6ZOkiRp3piYmGBkZITMZGRkxNk6SW3BUidJkjRDw8PDHD58GIBDhw45WyepLVjqJEmSZmjLli1MTk4CMDk5yebNmytOJEmWOkmSpBlbvnw53d3NJ0J1d3ezYsWKihNJkqVOkiRpxgYGBjjttOZ/n7q6urjhhhsqTiRJljpJkqQZW7RoEStXriQiWLlyJYsWLao6kiTRXXUAwbp162g0GlXHOMbY2BgAvb29FSc5Vl9fH4ODg1XHkCR1oIGBAXbt2uUsnaS24UydjuvAgQMcOHCg6hiSJLWVZ599lu9973s8++yzVUeRJMCZurbQrjNOQ0NDAKxdu7biJJIktY81a9awf/9+1qxZw+233151HElypk6SJGmmGo0Gu3btAmDXrl1tefmEpM5jqZMkSZqhNWvWnHBZkqpgqZMkqcUi4uKIeHjKnx9HxMcjYmFEbI6IncXruVVn1SsdmaU73rIkVcFSJ0lSi2XmP2fmZZl5GfA24EXgHuAmYGtmLgO2FstqIwsWLDjhsiRVwVInSVK1rga+l5lPAtcAw8X6YeDaylJpWkffFdq7REtqB5Y6SZKqdT3wpeL94szcA1C8nnf0xhGxOiJGI2J0fHy8hTElSe3KUidJUkUi4nTg/cCXZ7pPZq7PzP7M7O/p6SkvnKZ1wQUXnHBZkqpgqZMkqTrvBh7KzL3F8t6IWAJQvO6rLJmmdfPNN59wWZKqYKmTJKk6H+Knp14CbAQGivcDwL0tT6QT6uvr+8ns3AUXXEBfX1/FiSTJUidJUiUi4gxgBfCVKatvBVZExM7ia7dWkU0ndvPNN3PmmWc6SyepbXRXHUCSpE6UmS8Ci45aN0HzbphqY319ffzd3/1d1TEk6SecqZMkSZKkGrPUSZIkSVKNWeokSZIkqcYsdZIkSbMwMTHBjTfeyMTERNVRJAmw1EmSJM3K8PAw27dvZ8OGDVVHkSTAUidJkjRjExMTjIyMkJmMjIw4WyepLVjqJEmSZmh4eJiXX34ZgIMHDzpbJ6ktWOokSZJmaMuWLWQmAJnJ5s2bK04kSZY6SZKkGXvLW97yiuVLL720oiSS9FOWOkmSpBnavn37K5YfeeSRipJI0k9Z6iRJkmZo//79J1yWpCqUWuoiYldEbI+IhyNitFi3MCI2R8TO4vXcMjNIkiTNlQULFpxwWZKq0IqZul/NzMsys79YvgnYmpnLgK3FsiRJUts7++yzT7gsSVWo4vTLa4Dh4v0wcG0FGSRJkmZt7969J1yWpCqUXeoS+HpEbIuI1cW6xZm5B6B4Pa/kDJIkSXNi6dKlJ1yWpCqUXequzMzLgXcDH42Id850x4hYHRGjETE6Pj5eXkJJkqQZ+sxnPnPCZWk+m5iY4MYbb2RiYqLqKDpKqaUuM58uXvcB9wBXAHsjYglA8brvOPuuz8z+zOzv6ekpM6YkSdKM9PX1/WR2bunSpfT19VUbSGqh4eFhtm/fzoYNG6qOoqOUVuoi4syIeP2R98CvAY8CG4GBYrMB4N6yMkiSJM21z3zmM5x55pnO0qmjTExMMDIyQmYyMjLibF2b6S7xey8G7omII5/zN5k5EhEPAndFxCrgKeC6EjNIkqSaWrduHY1Go+oYxxgbG2PBggWsW7eu6ijT6uvrY3BwsOoYmmeGh4c5fPgwAIcOHWLDhg184hOfqDiVjiit1GXmE8Cl06yfAK4u63MlSZLKdODAgaojSC23ZcsWJicnAZicnGTz5s2WujZS5kydJEnSKWvX2aahoSEA1q5dW3ESqXWWL1/Opk2bmJycpLu7mxUrVlQdSVNU8Zw6SZIkSTUyMDDAaac1q0NXVxc33HBDxYk0laVOkqQWi4hzIuLuiHg8InZExDsiYmFEbI6IncXruVXnlKQjFi1axMqVK4kIVq5cyaJFi6qOpCksdZIktd5aYCQzL6F5/fkO4CZga2YuA7YWy5LUNgYGBnjzm9/sLF0b8po6SZJaKCLOBt4JfAQgMw8CByPiGuBdxWbDwP3Ap1qfUFLV2vnOrwCf/exnK05yrE6/66szdZIktdbPA+PAX0XEtyPiL4rnuS7OzD0Axet50+0cEasjYjQiRsfHx1uXWlLHO3DggHd/bVPO1EmS1FrdwOXAYGY+EBFrmcWplpm5HlgP0N/fn+VElFSldp1x8s6v7cuZOkmSWms3sDszHyiW76ZZ8vZGxBKA4nVfRfkkSTVjqZMkqYUy8wfA9yPi4mLV1cB3gY3AQLFuALi3gniSpBry9EtJklpvEPhiRJwOPAH8Z5oHWu+KiFXAU8B1FeaTJNWIpU6SpBbLzIeB/mm+dHWrs0iS6s/TLyVJkiSpxix1kiRJklRjljpJkiRJqjFLnSRJkiTVmKVOkiRJkmrMUidJkiRJNWapkyRJkqQas9RJkiRJUo1Z6iRJkiSpxix1kiRJklRjljpJkiRJqjFLnSRJkiTVmKVOkiRJkmrMUidJkiRJNWapkyRJkqQas9RJkiRJUo1Z6iRJkiSpxix1kiRJklRjljpJkiRJqjFLnSRJkiTVWOmlLiK6IuLbEfHVYvmiiHggInZGxJ0RcXrZGSRJkiRpvmrFTN0QsGPK8ueAz2fmMuBZYFULMkiSJEnSvFRqqYuI84H3An9RLAdwFXB3sckwcG2ZGSRJakcRsSsitkfEwxExWqxbGBGbi7NZNkfEuVXnlCS1v7Jn6v4Y+D3gcLG8CHguMyeL5d1Ab8kZJElqV7+amZdlZn+xfBOwtTibZWuxLEnSCZVW6iLifcC+zNw2dfU0m+Zx9l8dEaMRMTo+Pl5KRkmS2sw1NM9iAc9mkSTNUJkzdVcC74+IXcAdNE+7/GPgnIjoLrY5H3h6up0zc31m9mdmf09PT4kxJUmqRAJfj4htEbG6WLc4M/cAFK/nVZZOklQbpZW6zPz9zDw/M5cC1wN/n5kfBu4DPlhsNgDcW1YGSZLa2JWZeTnwbuCjEfHOmezkmSySpKNV8Zy6TwGfjIgGzWvsbqsggyRJlcrMp4vXfcA9wBXA3ohYAlC87ptmP89kkSS9QktKXWben5nvK94/kZlXZGZfZl6XmS+1IoMkSe0iIs6MiNcfeQ/8GvAosJHmWSzg2SySpBnqPvkmkiRpji0G7mk+6Ydu4G8ycyQiHgTuiohVwFPAdRVmlCTVhKVOkqQWy8wngEunWT8BXN36RJKkOuuoUrdu3ToajUbVMWrjyN/V0NBQxUnqo6+vj8HBwapjSJIkqYN0VKlrNBo8/OgODp2xsOootXDaweYjBLc9sbfiJPXQ9eIzVUeQJElSB+qoUgdw6IyFHLjkPVXH0Dy04PFNVUeQJElSB6rikQaSJEmSpDnScTN1UqfxWtLZ8VrS2fNaUkmSqmWpk+a5RqPBzse+zYVnHao6Si2c/nLzBIaXnhytOEk9PPVCV9URJEnqeJY6qQNceNYhPn35j6uOoXnolofOrjqCJEkdz2vqJEmSJKnGLHWSJEmSVGOWOkmSJEmqMUudJEmSJNWYpU6SJEmSasxSJ0mSJEk1ZqmTJEmSpBqz1EmSJElSjVnqJEmSJKnGLHWSJEmSVGOWOkmSJEmqsZOWuohYHBG3RcT/KZbfFBGryo8mSVJ7c4yUJLWDmczU3Q58DfjZYvlfgI+XFUiSpBq5HcdISVLFZlLq3pCZdwGHATJzEjhUaipJkurBMVKSVLmZlLr9EbEISICIeDvwo1JTSZJUD46RkqTKdc9gm08CG4FfiIh/BHqAD5aaSpKkejjlMTIiuoBRYCwz3xcRFwF3AAuBh4DfzsyD5cSWJM0nJy11mflQRPwKcDEQwD9n5sulJ5Mkqc29yjFyCNgBnF0sfw74fGbeERH/G1gFfGGuM0uS5p+TlrqI+I9HrfrFiPgRsD0z95UTS5Kk9neqY2REnA+8F/jvwCcjIoCrgN8qNhkG/gBLnSRpBmZy+uUq4B3AfcXyu4D/S3Pg+mxm/nVJ2SRJanenOkb+MfB7wOuL5UXAc8WNVgB2A72lJJYkzTszuVHKYeCNmfmBzPwA8CbgJeCXgE+VGU6SpDY36zEyIt4H7MvMbVNXT7NpHmf/1RExGhGj4+Pjry69JGlemEmpW5qZe6cs7wN+MTOfAby2TpLUyU5ljLwSeH9E7KJ5Y5SraM7cnRMRR86gOR94erqdM3N9ZvZnZn9PT89c/AySpJqbyemX34yIrwJfLpY/AHwjIs4EnistmSRJ7W/WY2Rm/j7w+wAR8S7gdzPzwxHxZZp3zrwDGADuLTm7JGmemMlM3UeBvwIuK/58C8jM3J+Zv3q8nSLidRHxrYj4TkQ8FhF/WKy/KCIeiIidEXFnRJw+Fz+IJEkVOKUx8jg+RfOmKQ2a19jdNqdJJUnz1klLXWYm8D2ap5H8B+BqmrdgPpmXgKsy81KaA93K4qGsR27ZvAx4luZF5pIk1c6rGCOP7H9/Zr6veP9EZl6RmX2ZeV1mvlRKaEnSvHPc0y8j4heB64EPARPAnUDM9MhjMdC9UCy+pviTeMtmSVLNvdoxst2sW7eORqNRdYzaOPJ3NTQ0VHGSeunr62NwcLDqGNK8dKJr6h4Hvgn8emY2ACLiE7P55hHRBWwD+oA/pXk0c0a3bI6I1cBqgAsvvHA2HytJUtle9RjZThqNBg8/uoNDZyysOkotnHaweWPSbU/sPcmWOqLrxWeqjiDNaycqdR+geRTyvogYoXnh9nS3XD6uzDwEXBYR5wD3AG+cbrPj7LseWA/Q398/7TaSJFXkVY+R7ebQGQs5cMl7qo6heWrB45uqjiDNa8e9pi4z78nM3wQuAe4HPgEsjogvRMSvzeZDMvO54nu8nRneslmSpHY1l2OkJEmv1kkfaZCZ+4EvAl+MiIXAdcBNwNdPtF9E9AAvZ+ZzEbEAWE7zJin34S2bpZYZGxtj//Nd3PLQ2VVH0Tz05PNdnDk2VnWMypzqGClJ0lyaySMNfiIzn8nMP8/Mq2aw+RKap6U8AjwIbM7Mr+ItmyVJ89Asx0hJkubMTB4+fkoy8xHgrdOsfwK4oqzPlfRKvb29vDS5h09f/uOqo2geuuWhs3lt77T3u5KktuedX2fHO7/OXqvu+lpaqZMkSZLaWaPRYOdj3+bCsw5VHaUWTn+5eZLfS0+OVpykHp56oatln2WpkyRJUse68KxDns2iUrTyfgazuqZOkiRJktReLHWSJEmSVGOWOkmSJEmqMUudJEmSJNWYpU6SJEmSasxSJ0mSJEk1ZqmTJEmSpBrrqOfUjY2N0fXij1jw+Kaqo2ge6npxgrGxyapjSJIkqcM4UydJkiRJNdZRM3W9vb384KVuDlzynqqjaB5a8PgmensXVx1DkiRJHcaZOkmSJEmqMUudJEmSJNWYpU6SJEmSasxSJ0lSi0XE6yLiWxHxnYh4LCL+sFh/UUQ8EBE7I+LOiDi96qySpPZnqZMkqfVeAq7KzEuBy4CVEfF24HPA5zNzGfAssKrCjJKkmrDUSZLUYtn0QrH4muJPAlcBdxfrh4FrK4gnSaoZS50kSRWIiK6IeBjYB2wGvgc8l5mTxSa7gd6q8kmS6sNSJ0lSBTLzUGZeBpwPXAG8cbrNjl4REasjYjQiRsfHx8uOKUmqAUudJEkVyszngPuBtwPnRER38aXzgaen2X59ZvZnZn9PT0/rgkqS2lb3yTeRJElzKSJ6gJcz87mIWAAsp3mTlPuADwJ3AAPAva3IMzY2RteLP2LB45ta8XHqQF0vTjA2NnnyDSWdEkudJEmttwQYjogummfN3JWZX42I7wJ3RMQa4NvAbVWGlCTVg6VOkqQWy8xHgLdOs/4JmtfXtVRvby8/eKmbA5e8p9UfrQ6x4PFN9PYurjqGNG95TZ0kSZIk1ZilTpIkSZJqzFInSZIkSTXmNXWSJEnqSGNjY+x/votbHjq76iiah558voszx8Za8lnO1EmSJElSjTlTJ3WAp17wKORM7X2xeaxr8RmHK05SD0+90MWyqkNI0inq7e3lpck9fPryH1cdRfPQLQ+dzWt7e1vyWaWVuoi4ANgA/BvgMLA+M9dGxELgTmApsAv4jcx8tqwcUqfr6+urOkKtHGw0AHjtz/n3NhPL8HdMkqSqlTlTNwn8TmY+FBGvB7ZFxGbgI8DWzLw1Im4CbgI+VWIOqaMNDg5WHaFWhoaGAFi7dm3FSSRJkmamtGvqMnNPZj5UvH8e2AH0AtcAw8Vmw8C1ZWWQJEmSpPmuJTdKiYilwFuBB4DFmbkHmsUPOK8VGSRJkiRpPiq91EXEWcDfAh/PzBlfhRoRqyNiNCJGx8fHywsoSZIkSTVWaqmLiNfQLHRfzMyvFKv3RsSS4utLgH3T7ZuZ6zOzPzP7e3p6yowpSZIkSbVVWqmLiABuA3Zk5h9N+dJGYKB4PwDcW1YGSZIkSZrvyrz75ZXAbwPbI+LhYt2ngVuBuyJiFfAUcF2JGSRJkiRpXiut1GXmPwBxnC9fXdbnSpIkSVInacndLyVJkiRJ5bDUSZIkSVKNlXlNXVvqevEZFjy+qeoYtXDa/2s+geLw686uOEk9dL34DLC46hiSJEnqMB1V6vr6+qqOUCuNxvMA9P28RWVmFvs7Jqm2POg5cx70nD0PfErl6qhSNzg4WHWEWhkaGgJg7dq1FSeRJJXJA1Kz40HPU+GBT6lMHVXqJEnSsTzoOTse9JTUbrxRiiRJkiTVmKVOkqQWiogLIuK+iNgREY9FxFCxfmFEbI6IncXruVVnlSTVg6VOkqTWmgR+JzPfCLwd+GhEvAm4CdiamcuArcWyJEknZamTJKmFMnNPZj5UvH8e2AH0AtcAw8Vmw8C11SSUJNWNN0qRJKkiEbEUeCvwALA4M/dAs/hFxHkVRpM6xlMvdHHLQz6eYib2vticD1p8xuGKk9TDUy90saxFn2WpkySpAhFxFvC3wMcz88cRMdP9VgOrAS688MLyAkodwMcszM7BRgOA1/6cf28zsYzW/Y5Z6iRJarGIeA3NQvfFzPxKsXpvRCwpZumWAPum2zcz1wPrAfr7+7MlgaV5ysd5zI6P82hfXlMnSVILRXNK7jZgR2b+0ZQvbQQGivcDwL2tziZJqidn6iRJaq0rgd8GtkfEw8W6TwO3AndFxCrgKeC6ivJJkmrGUidJUgtl5j8Ax7uA7upWZpEkzQ+efilJkiRJNWapkyRJkqQas9RJkiRJUo1Z6iRJkiSpxix1kiRJklRjljpJkiRJqjFLnSRJkiTVmKVOkiRJkmrMUidJkiRJNWapkyRJkqQas9RJkiRJUo1Z6iRJkiSpxix1kiRJklRjljpJkiRJqjFLnSRJkiTVWGmlLiL+MiL2RcSjU9YtjIjNEbGzeD23rM+XJEmSpE5Q5kzd7cDKo9bdBGzNzGXA1mJZkiRJknSKSit1mfkN4JmjVl8DDBfvh4Fry/p8SZIkSeoErb6mbnFm7gEoXs9r8edLkiRJ0rzStjdKiYjVETEaEaPj4+NVx5EkSZKkttTqUrc3IpYAFK/7jrdhZq7PzP7M7O/p6WlZQEmSJEmqk1aXuo3AQPF+ALi3xZ8vSZIkSfNKmY80+BLwT8DFEbE7IlYBtwIrImInsKJYliSpo/jYH0nSXCrz7pcfyswlmfmazDw/M2/LzInMvDozlxWvR98dU5KkTnA7PvZHkjRH2vZGKZIkzVc+9keSNJcsdZIktQcf+yNJOiWWOkmSasRH/kiSjmapkySpPczosT8+8keSdDRLnSRJ7cHH/kiSTomlTpKkFvOxP5KkudRddQBJkjpNZn7oOF+6uqVBJEnzgjN1kiRJklRjljpJkiRJqjFLnSRJkiTVmKVOkiRJkmrMUidJkiRJNWapkyRJkqQas9RJkiRJUo1Z6iRJkiSpxix1kiRJklRjljpJkiRJqjFLnSRJkiTVmKVOkiRJkmrMUidJkiRJNWapkyRJkqQas9RJkiRJUo1Z6iRJkiSpxix1kiRJklRjljpJkiRJqrHuqgMI1q1bR6PRqDrGMY5kGhoaqjjJsfr6+hgcHKw6hiRJklQ5S52Oa8GCBVVHkCRJknQSlro24IyTJEmSpFPlNXWSJEmSVGPO1EmS1EYiYiWwFugC/iIzb604UmW85vzUeN251HksdZIq4X/WZs//qM1/EdEF/CmwAtgNPBgRGzPzu9Um01Rec66yOUbOXqePkZWUOo9CSmpX/mdNFbsCaGTmEwARcQdwDdCRpa6T/4MmtSPHyPbV8lLnUUhJ4H/WpOPoBb4/ZXk38EsVZZFUEcdIzVYVN0r5yVHIzDwIHDkKKUlSp4tp1uUrNohYHRGjETE6Pj7eoliSpHZWRamb7ihk79EbOWhJkjrQbuCCKcvnA09P3SAz12dmf2b29/T0tDScJKk9VVHqTnoUEhy0JEkd6UFgWURcFBGnA9cDGyvOJElqc1XcKOWkRyElSepEmTkZER8DvkbzZmJ/mZmPVRxLktTmqih1PzkKCYzRPAr5WxXkkCSp7WTmJmBT1TkkSfXR8lLnUUhJkiRJmjuVPKfOo5CSJEmSNDequFGKJEmSJGmOWOokSZIkqcYsdZIkSZJUY5Y6SZIkSaqxyDzmud9tJyLGgSerztGh3gD8sOoQUov5e1+dn8vMnqpD1IXjY6X8d0Kdyt/96hx3jKxFqVN1ImI0M/urziG1kr/3kk7GfyfUqfzdb0+efilJkiRJNWapkyRJkqQas9TpZNZXHUCqgL/3kk7GfyfUqfzdb0NeUydJkiRJNeZMnSRJkiTVmKVO04qIlRHxzxHRiIibqs4jtUJE/GVE7IuIR6vOIql9OUaqEzlGtjdLnY4REV3AnwLvBt4EfCgi3lRtKqklbgdWVh1CUvtyjFQHux3HyLZlqdN0rgAamflEZh4E7gCuqTiTVLrM/AbwTNU5JLU1x0h1JMfI9map03R6ge9PWd5drJMkqdM5RkpqO5Y6TSemWedtUiVJcoyU1IYsdZrObuCCKcvnA09XlEWSpHbiGCmp7VjqNJ0HgWURcVFEnA5cD2ysOJMkSe3AMVJS27HU6RiZOQl8DPgasAO4KzMfqzaVVL6I+BLwT8DFEbE7IlZVnUlSe3GMVKdyjGxvkelp4JIkSZJUV87USZIkSVKNWeokSZIkqcYsdZIkSZJUY5Y6SZIkSaoxS50kSZIk1ZilTpojEfFfI+KxiHgkIh6OiF+ag+/5/jp5wFQAAAKLSURBVIi4aY7yvTAX30eSpNlwfJTK5yMNpDkQEe8A/gh4V2a+FBFvAE7PzKdnsG938dyjsjO+kJlnlf05kiQd4fgotYYzddLcWAL8MDNfAsjMH2bm0xGxqxjAiIj+iLi/eP8HEbE+Ir4ObIiIByLi3x75ZhFxf0S8LSI+EhH/KyJ+pvhepxVfPyMivh8Rr4mIX4iIkYjYFhHfjIhLim0uioh/iogHI+K/tfjvQ5IkcHyUWsJSJ82NrwMXRMS/RMSfRcSvzGCftwHXZOZvAXcAvwEQEUuAn83MbUc2zMwfAd8BjnzfXwe+lpkvA+uBwcx8G/C7wJ8V26wFvpCZ/x74wav+CSVJmj3HR6kFLHXSHMjMF2gOQquBceDOiPjISXbbmJkHivd3AdcV738D+PI0298J/Gbx/vriM84Cfhn4ckQ8DPw5zaOiAFcCXyre//WsfiBJkuaA46PUGt1VB5Dmi8w8BNwP3B8R24EBYJKfHjx53VG77J+y71hETETEW2gOTP9lmo/YCPyPiFhIc4D8e+BM4LnMvOx4sU7xx5EkaU44Pkrlc6ZOmgMRcXFELJuy6jLgSWAXzQEG4AMn+TZ3AL8H/Exmbj/6i8XRzm/RPG3kq5l5KDN/DPxrRFxX5IiIuLTY5R9pHrEE+PDsfypJkl4dx0epNSx10tw4CxiOiO9GxCPAm4A/AP4QWBsR3wQOneR73E1zkLnrBNvcCfyn4vWIDwOrIuI7wGPANcX6IeCjEfEg8DOz+3EkSZoTjo9SC/hIA0mSJEmqMWfqJEmSJKnGLHWSJEmSVGOWOkmSJEmqMUudJEmSJNWYpU6SJEmSasxSJ0mSJEk1ZqmTJEmSpBqz1EmSJElSjf1/YEGvkeirBt0AAAAASUVORK5CYII=",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"316.55625pt\" version=\"1.1\" viewBox=\"0 0 884.803125 316.55625\" width=\"884.803125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 316.55625 \nL 884.803125 316.55625 \nL 884.803125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 40.603125 279 \nL 421.05767 279 \nL 421.05767 7.2 \nL 40.603125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 59.625852 198.17448 \nL 211.80767 198.17448 \nL 211.80767 118.787842 \nL 59.625852 118.787842 \nL 59.625852 198.17448 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 249.853125 186.266484 \nL 402.034943 186.266484 \nL 402.034943 122.757174 \nL 249.853125 122.757174 \nL 249.853125 186.266484 \nz\n\" style=\"fill:#e1812c;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"ma2d609cddb\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"135.716761\" xlink:href=\"#ma2d609cddb\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(132.535511 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"325.944034\" xlink:href=\"#ma2d609cddb\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(322.762784 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_3\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(208.873366 307.276562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m913652a5b2\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m913652a5b2\" y=\"269.622453\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0 -->\n      <g transform=\"translate(27.240625 273.421672)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m913652a5b2\" y=\"229.929135\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 233.728353)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m913652a5b2\" y=\"190.235816\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(20.878125 194.035035)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m913652a5b2\" y=\"150.542497\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 30 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(20.878125 154.341716)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m913652a5b2\" y=\"110.849179\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(20.878125 114.648397)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m913652a5b2\" y=\"71.15586\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(20.878125 74.955079)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m913652a5b2\" y=\"31.462541\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(20.878125 35.26176)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_11\">\n     <!-- Age -->\n     <defs>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n     </defs>\n     <g transform=\"translate(14.798438 152.771094)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_10\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 135.716761 198.17448 \nL 135.716761 261.68379 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 135.716761 118.787842 \nL 135.716761 43.370537 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 97.671307 261.68379 \nL 173.762216 261.68379 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 97.671307 43.370537 \nL 173.762216 43.370537 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\"/>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 325.944034 186.266484 \nL 325.944034 266.645455 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 325.944034 122.757174 \nL 325.944034 31.462541 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 287.89858 266.645455 \nL 363.989489 266.645455 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 287.89858 31.462541 \nL 363.989489 31.462541 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"m348a0ed768\" style=\"stroke:#3f3f3f;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#p6b37a0f162)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"325.944034\" xlink:href=\"#m348a0ed768\" y=\"19.554545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"325.944034\" xlink:href=\"#m348a0ed768\" y=\"19.554545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"325.944034\" xlink:href=\"#m348a0ed768\" y=\"23.523877\"/>\n    </g>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 59.625852 166.419825 \nL 211.80767 166.419825 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <path clip-path=\"url(#p6b37a0f162)\" d=\"M 249.853125 154.511829 \nL 402.034943 154.511829 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 40.603125 279 \nL 40.603125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 421.05767 279 \nL 421.05767 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 40.603125 279 \nL 421.05767 279 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 40.603125 7.2 \nL 421.05767 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_9\">\n    <path d=\"M 497.14858 279 \nL 877.603125 279 \nL 877.603125 7.2 \nL 497.14858 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 516.171307 199.640908 \nL 668.353125 199.640908 \nL 668.353125 149.961911 \nL 516.171307 149.961911 \nL 516.171307 199.640908 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 706.39858 205.850783 \nL 858.580398 205.850783 \nL 858.580398 156.171786 \nL 706.39858 156.171786 \nL 706.39858 205.850783 \nz\n\" style=\"fill:#e1812c;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_3\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"592.262216\" xlink:href=\"#ma2d609cddb\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0 -->\n      <g transform=\"translate(589.080966 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"782.489489\" xlink:href=\"#ma2d609cddb\" y=\"279\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 1 -->\n      <g transform=\"translate(779.308239 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_14\">\n     <!-- Survived -->\n     <g transform=\"translate(665.418821 307.276562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_8\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"267.949528\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(483.78608 271.748747)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"236.900155\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 10 -->\n      <g transform=\"translate(477.42358 240.699374)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"205.850783\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 20 -->\n      <g transform=\"translate(477.42358 209.650001)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"174.80141\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 30 -->\n      <g transform=\"translate(477.42358 178.600628)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"143.752037\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 40 -->\n      <g transform=\"translate(477.42358 147.551256)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"112.702664\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 50 -->\n      <g transform=\"translate(477.42358 116.501883)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"81.653291\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 60 -->\n      <g transform=\"translate(477.42358 85.45251)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"50.603918\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 70 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(477.42358 54.403137)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"497.14858\" xlink:href=\"#m913652a5b2\" y=\"19.554545\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(477.42358 23.353764)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_24\">\n     <!-- Age -->\n     <g transform=\"translate(471.343892 152.771094)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_33\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 592.262216 199.640908 \nL 592.262216 264.844591 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_34\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 592.262216 149.961911 \nL 592.262216 75.443417 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_35\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 554.216761 264.844591 \nL 630.30767 264.844591 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_36\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 554.216761 75.443417 \nL 630.30767 75.443417 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_37\">\n    <g clip-path=\"url(#pc65bb7c6f9)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"63.023667\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"66.128605\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"47.498981\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"49.05145\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"66.128605\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"69.233542\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"66.128605\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"47.498981\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"69.233542\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"50.603918\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"50.603918\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"592.262216\" xlink:href=\"#m348a0ed768\" y=\"38.184169\"/>\n    </g>\n   </g>\n   <g id=\"line2d_38\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 782.489489 205.850783 \nL 782.489489 266.645455 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_39\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 782.489489 156.171786 \nL 782.489489 81.653291 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_40\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 744.444034 266.645455 \nL 820.534943 266.645455 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_41\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 744.444034 81.653291 \nL 820.534943 81.653291 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_42\">\n    <g clip-path=\"url(#pc65bb7c6f9)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"782.489489\" xlink:href=\"#m348a0ed768\" y=\"75.443417\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"782.489489\" xlink:href=\"#m348a0ed768\" y=\"19.554545\"/>\n    </g>\n   </g>\n   <g id=\"line2d_43\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 516.171307 177.906347 \nL 668.353125 177.906347 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_44\">\n    <path clip-path=\"url(#pc65bb7c6f9)\" d=\"M 706.39858 184.116222 \nL 858.580398 184.116222 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 497.14858 279 \nL 497.14858 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 877.603125 279 \nL 877.603125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 497.14858 279 \nL 877.603125 279 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 497.14858 7.2 \nL 877.603125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p6b37a0f162\">\n   <rect height=\"271.8\" width=\"380.454545\" x=\"40.603125\" y=\"7.2\"/>\n  </clipPath>\n  <clipPath id=\"pc65bb7c6f9\">\n   <rect height=\"271.8\" width=\"380.454545\" x=\"497.14858\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 371
    },
    "colab_type": "code",
    "id": "FZ3Au0M_cTQb",
    "outputId": "d478cf8e-5296-4adc-aea0-98921481ac92"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "You should now see that both gender groups have an overlapping age range regarding survived and not survived passengers."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "KDcCJd0HcTQd"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### visualize and clean data: Pclass"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "iX3H1gYwcTQe"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Recall that Pclass holds the information about the class each passenger had with 1 = first class, 2 = middle class and 3 = low class. Let's find out how the survival rate is distributed over the different classes."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "cAV5Dx-HcTQg"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "QiNmfoGzcTQh"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "source": [
    "# use seaborns barplot function to plot the information of Pclass against Survived\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 385.78125 262.19625\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 385.78125 262.19625 \nL 385.78125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \nL 378.58125 7.2 \nL 43.78125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pec9fac49e0)\" d=\"M 54.94125 224.64 \nL 144.22125 224.64 \nL 144.22125 35.622167 \nL 54.94125 35.622167 \nz\n\" style=\"fill:#3274a1;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pec9fac49e0)\" d=\"M 166.54125 224.64 \nL 255.82125 224.64 \nL 255.82125 82.695342 \nL 166.54125 82.695342 \nz\n\" style=\"fill:#e1812c;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pec9fac49e0)\" d=\"M 278.14125 224.64 \nL 367.42125 224.64 \nL 367.42125 151.881608 \nL 278.14125 151.881608 \nz\n\" style=\"fill:#3a923a;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m39549f8a8c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.58125\" xlink:href=\"#m39549f8a8c\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(96.4 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"211.18125\" xlink:href=\"#m39549f8a8c\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(208 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"322.78125\" xlink:href=\"#m39549f8a8c\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(319.6 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_4\">\n     <!-- Pclass -->\n     <defs>\n      <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n     </defs>\n     <g transform=\"translate(195.754688 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"60.302734\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"115.283203\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"143.066406\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"204.345703\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"256.445312\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mb5ec801eb9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(20.878125 228.439219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"194.619521\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.1 -->\n      <g transform=\"translate(20.878125 198.418739)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"164.599041\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.2 -->\n      <g transform=\"translate(20.878125 168.39826)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"134.578562\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.3 -->\n      <g transform=\"translate(20.878125 138.377781)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"104.558082\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(20.878125 108.357301)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"74.537603\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(20.878125 78.336822)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"44.517124\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(20.878125 48.316342)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb5ec801eb9\" y=\"14.496644\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.7 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(20.878125 18.295863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(14.798438 137.877031)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pec9fac49e0)\" d=\"M 99.58125 55.079885 \nL 99.58125 17.554286 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pec9fac49e0)\" d=\"M 211.18125 102.273916 \nL 211.18125 61.485221 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#pec9fac49e0)\" d=\"M 322.78125 163.498494 \nL 322.78125 139.653307 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 43.78125 224.64 \nL 43.78125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 378.58125 224.64 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 43.78125 7.2 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pec9fac49e0\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 378
    },
    "colab_type": "code",
    "id": "bEg-oAzLcTQi",
    "outputId": "a1b834ce-b15f-45b4-d880-c643be18290e"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Did you anticipate the result? More people from the first class survived than from the second class and from the second class more people survived than from the thrid class.\n",
    "\n",
    "What does this distribution look like if we make the same analysis but differentiate between the two genders. You can do this by using the \"hue\" parameter of the barplot function in seaborn:"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "Iy2iUCNXcTQm"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "jIQclRqccTQn"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "source": [
    "# create a barplot with sex plotted against survived and set hue to 'Pclass'\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 385.78125 262.19625\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 385.78125 262.19625 \nL 385.78125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \nL 378.58125 7.2 \nL 43.78125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 60.52125 224.64 \nL 105.16125 224.64 \nL 105.16125 148.255925 \nL 60.52125 148.255925 \nz\n\" style=\"fill:#3274a1;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 227.92125 224.64 \nL 272.56125 224.64 \nL 272.56125 24.163404 \nL 227.92125 24.163404 \nz\n\" style=\"fill:#3274a1;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 105.16125 224.64 \nL 149.80125 224.64 \nL 149.80125 192.043175 \nL 105.16125 192.043175 \nz\n\" style=\"fill:#e1812c;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 272.56125 224.64 \nL 317.20125 224.64 \nL 317.20125 33.903158 \nL 272.56125 33.903158 \nz\n\" style=\"fill:#e1812c;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 149.80125 224.64 \nL 194.44125 224.64 \nL 194.44125 196.590926 \nL 149.80125 196.590926 \nz\n\" style=\"fill:#3a923a;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 317.20125 224.64 \nL 361.84125 224.64 \nL 361.84125 121.097143 \nL 317.20125 121.097143 \nz\n\" style=\"fill:#3a923a;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"ma3e80b267c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"127.48125\" xlink:href=\"#ma3e80b267c\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- male -->\n      <defs>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      </defs>\n      <g transform=\"translate(115.08125 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"158.691406\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"186.474609\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"294.88125\" xlink:href=\"#ma3e80b267c\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- female -->\n      <defs>\n       <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n      </defs>\n      <g transform=\"translate(277.644531 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"35.205078\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"96.728516\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"194.140625\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"255.419922\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"283.203125\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_3\">\n     <!-- Sex -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n     </defs>\n     <g transform=\"translate(201.971875 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"124.984375\" xlink:href=\"#DejaVuSans-120\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m188e3bb20c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m188e3bb20c\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(20.878125 228.439219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m188e3bb20c\" y=\"183.222857\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(20.878125 187.022076)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m188e3bb20c\" y=\"141.805714\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(20.878125 145.604933)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m188e3bb20c\" y=\"100.388571\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(20.878125 104.18779)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m188e3bb20c\" y=\"58.971429\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(20.878125 62.770647)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m188e3bb20c\" y=\"17.554286\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 1.0 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(20.878125 21.353504)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_10\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(14.798438 137.877031)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_9\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 82.84125 166.927588 \nL 82.84125 131.281686 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_10\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 250.24125 32.975562 \nL 250.24125 17.554286 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 127.48125 205.465397 \nL 127.48125 178.620952 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 294.88125 47.527218 \nL 294.88125 23.00391 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 172.12125 203.752392 \nL 172.12125 189.429461 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#pc483fae3f3)\" d=\"M 339.52125 136.91619 \nL 339.52125 103.84 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 43.78125 224.64 \nL 43.78125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 378.58125 224.64 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 43.78125 7.2 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_13\">\n     <path d=\"M 333.21875 73.9125 \nL 371.58125 73.9125 \nQ 373.58125 73.9125 373.58125 71.9125 \nL 373.58125 14.2 \nQ 373.58125 12.2 371.58125 12.2 \nL 333.21875 12.2 \nQ 331.21875 12.2 331.21875 14.2 \nL 331.21875 71.9125 \nQ 331.21875 73.9125 333.21875 73.9125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"text_11\">\n     <!-- Pclass -->\n     <defs>\n      <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n     </defs>\n     <g transform=\"translate(336.973437 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"60.302734\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"115.283203\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"143.066406\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"204.345703\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"256.445312\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n    <g id=\"patch_14\">\n     <path d=\"M 335.21875 38.476562 \nL 355.21875 38.476562 \nL 355.21875 31.476562 \nL 335.21875 31.476562 \nz\n\" style=\"fill:#3274a1;\"/>\n    </g>\n    <g id=\"text_12\">\n     <!-- 1 -->\n     <g transform=\"translate(363.21875 38.476562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-49\"/>\n     </g>\n    </g>\n    <g id=\"patch_15\">\n     <path d=\"M 335.21875 53.154687 \nL 355.21875 53.154687 \nL 355.21875 46.154687 \nL 335.21875 46.154687 \nz\n\" style=\"fill:#e1812c;\"/>\n    </g>\n    <g id=\"text_13\">\n     <!-- 2 -->\n     <g transform=\"translate(363.21875 53.154687)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n     </g>\n    </g>\n    <g id=\"patch_16\">\n     <path d=\"M 335.21875 67.832812 \nL 355.21875 67.832812 \nL 355.21875 60.832812 \nL 335.21875 60.832812 \nz\n\" style=\"fill:#3a923a;\"/>\n    </g>\n    <g id=\"text_14\">\n     <!-- 3 -->\n     <defs>\n      <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n     </defs>\n     <g transform=\"translate(363.21875 67.832812)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-51\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pc483fae3f3\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 378
    },
    "colab_type": "code",
    "id": "s52toJt5cTQn",
    "outputId": "dfa78e74-117e-492e-ebe3-89c6f12b090d"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "You should see a plot where each, male and female, have three bars representing the three different classes. \n",
    "\n",
    "Now we don't see a linear decline in survived passengers acrose the different classes. What you can see instead is that much more men from the first class survived. In contrast the percentage of survived women in the first and second class is nearly the same and much higher than the survival rate of the third class."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "R1EdTBLwcTQu"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### clean data: Embarked and Cabin\n",
    "Let's also clean the embarked and cabin column since it also has nan values:"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "xleeNmhHcTQu"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "source": [
    "train.isnull().sum()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age              0\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 17
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 238
    },
    "colab_type": "code",
    "id": "zVCMJ9e-cTQw",
    "outputId": "6e90180c-2c3f-44bc-8bcf-647fbc5756ac"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "the embarked column has some missing value. Fill those with the most occurred value ('S')."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "y_70tRmXcTQ1"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "dqGIfVx-cTQ2"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "# use the fillna method to replace the nan's with 'S'\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n"
   ],
   "outputs": [],
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Y_Q7XxmjcTQ4"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "The cabin column has too many missing values (687 out of 891). Thus it is hard to replace the nan values with something meaningful. That's why we can just drop the column"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "XL58dMLLcTQ8"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "W0PROYsEcTRA"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "source": [
    "# drop the cabin column\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n"
   ],
   "outputs": [],
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8Eh3sSv4cTRC"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Let's check once more if everything is clean"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "X2WhNtJ1cTRF"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "source": [
    "train.isnull().sum()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "PassengerId    0\n",
       "Survived       0\n",
       "Pclass         0\n",
       "Name           0\n",
       "Sex            0\n",
       "Age            0\n",
       "SibSp          0\n",
       "Parch          0\n",
       "Ticket         0\n",
       "Fare           0\n",
       "Embarked       0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "id": "WkCWLaf5cTRG",
    "outputId": "f7f9b1a2-ce05-4578-fd94-046aa9679f5d"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "YAHOO!!! You successfully managed to clean the dataframe."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "BaopGs24cTRJ"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### create new feature\n",
    "Besides analysing features in a dataset the task of a good data scientist is also to use the existing dataset to come up with new features. This it not an easy task but it is a task where you can be very creative. What do yo think could be another interesing feature? You can scroll to the describtion of the dataset if you want to remind yourself what other information is stored in the dataframe and what you could use to create new features. \n",
    "\n",
    "For the rest of the notebook, we'll use two additional features. But feel free to further play around and also check other features! :)\n",
    "\n",
    "1. family size \n",
    "2. alone\n"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "-fIV_1rrcTRK"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### new feature: family size\n",
    "With the number of siblings/spouses from the column SibSp and the number of children/parents from the Parch column we can create a new feature called family size. "
   ],
   "metadata": {
    "colab_type": "text",
    "id": "3Xf11vV_cTRN"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "6T9iu8pVcTRO"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "source": [
    "# create the family size feature by adding the SibSp and Parch columns\n",
    "# (don't forget to add 1 because the person with the family is also a member of the family)\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n"
   ],
   "outputs": [],
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1f4AvEsRcTRP"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Great! You now created the FamilySize feature. Let's have a look at the question if bigger or smaller families survived."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "q7gjDXVDcTRV"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "iBcKMSpYcTRX"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "source": [
    "# use a boxplot and plot Survived against FamilySize \n",
    "# use the train dataframe as data input into the boxplot method\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 382.603125 262.19625\" width=\"382.603125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 382.603125 262.19625 \nL 382.603125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 40.603125 224.64 \nL 375.403125 224.64 \nL 375.403125 7.2 \nL 40.603125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 57.343125 214.756364 \nL 191.263125 214.756364 \nL 191.263125 194.989091 \nL 57.343125 194.989091 \nL 57.343125 214.756364 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 224.743125 214.756364 \nL 358.663125 214.756364 \nL 358.663125 175.221818 \nL 224.743125 175.221818 \nL 224.743125 214.756364 \nz\n\" style=\"fill:#e1812c;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m1fa7f602fa\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"124.303125\" xlink:href=\"#m1fa7f602fa\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(121.121875 239.238438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"291.703125\" xlink:href=\"#m1fa7f602fa\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(288.521875 239.238438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_3\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(186.046094 252.916563)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mfed8d713f8\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mfed8d713f8\" y=\"194.989091\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(27.240625 198.78831)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mfed8d713f8\" y=\"155.454545\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(27.240625 159.253764)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mfed8d713f8\" y=\"115.92\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(27.240625 119.719219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mfed8d713f8\" y=\"76.385455\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(27.240625 80.184673)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mfed8d713f8\" y=\"36.850909\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 40.650128)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_9\">\n     <!-- FamilySize -->\n     <defs>\n      <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n      <path d=\"M 5.515625 54.6875 \nL 48.1875 54.6875 \nL 48.1875 46.484375 \nL 14.40625 7.171875 \nL 48.1875 7.171875 \nL 48.1875 0 \nL 4.296875 0 \nL 4.296875 8.203125 \nL 38.09375 47.515625 \nL 5.515625 47.515625 \nz\n\" id=\"DejaVuSans-122\"/>\n     </defs>\n     <g transform=\"translate(14.798438 142.724688)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"57.378906\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"118.658203\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"216.070312\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"243.853516\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"271.636719\" xlink:href=\"#DejaVuSans-121\"/>\n      <use x=\"330.816406\" xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"394.292969\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"422.076172\" xlink:href=\"#DejaVuSans-122\"/>\n      <use x=\"474.566406\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_8\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 124.303125 214.756364 \nL 124.303125 214.756364 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_9\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 124.303125 194.989091 \nL 124.303125 175.221818 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_10\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 90.823125 214.756364 \nL 157.783125 214.756364 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 90.823125 175.221818 \nL 157.783125 175.221818 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_12\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"m26ef745c7c\" style=\"stroke:#3f3f3f;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#p22031b6b88)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"76.385455\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"76.385455\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"76.385455\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"76.385455\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"76.385455\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"76.385455\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"135.687273\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"17.083636\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"115.92\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"124.303125\" xlink:href=\"#m26ef745c7c\" y=\"155.454545\"/>\n    </g>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 291.703125 214.756364 \nL 291.703125 214.756364 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 291.703125 175.221818 \nL 291.703125 115.92 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 258.223125 214.756364 \nL 325.183125 214.756364 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 258.223125 115.92 \nL 325.183125 115.92 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_17\">\n    <g clip-path=\"url(#p22031b6b88)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"291.703125\" xlink:href=\"#m26ef745c7c\" y=\"96.152727\"/>\n    </g>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 57.343125 214.756364 \nL 191.263125 214.756364 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#p22031b6b88)\" d=\"M 224.743125 194.989091 \nL 358.663125 194.989091 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 40.603125 224.64 \nL 40.603125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 375.403125 224.64 \nL 375.403125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 40.603125 224.64 \nL 375.403125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 40.603125 7.2 \nL 375.403125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p22031b6b88\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"40.603125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 378
    },
    "colab_type": "code",
    "id": "6qIbJW3ocTRY",
    "outputId": "66200eec-3f06-4b03-eecb-b4c85e4b473b"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "you should see that both boxplots have an overlap but the the family sizes of survived passengers are distributed over a larger range. Does this mean that bigger families had a bigger chance to survive?"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "D-i7o9qycTRh"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### new feature: is alone\n",
    "\n",
    "In the last section you successfully created a new feature called FamilySize. Now you can leverage that feature to create another one. This time you will create the \"is alone\" feature. This will denote if a passenger was alone on the ship (= 1) or if he was there with his family (= 0)."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "6yCeWIuPcTRi"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "u2rQTtWGcTRj"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "source": [
    "# create a IsAlone column (1 = is alone, 0 = is not alone).\n",
    "# first create the column and set it so 0\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "# now filter the dataframe and set IsAlone to 1 where FamilySize is equal to 1\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n"
   ],
   "outputs": [],
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "OyjN1cXwcTRk"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Now check how many passengers survived who were alone and how many survived who were not alone"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "hU2-ZuwNcTRp"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<h4><font color='red'>TODO! COMPLETE THIS SECTION!</font></h4>"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "eEOJGs3icTRq"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "source": [
    "# use a barplot again and plot the IsAlone column against the Survived column\n",
    "\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 385.78125 262.19625\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 385.78125 262.19625 \nL 385.78125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \nL 378.58125 7.2 \nL 43.78125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p8b77c42220)\" d=\"M 60.52125 224.64 \nL 194.44125 224.64 \nL 194.44125 37.426147 \nL 60.52125 37.426147 \nz\n\" style=\"fill:#3274a1;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p8b77c42220)\" d=\"M 227.92125 224.64 \nL 361.84125 224.64 \nL 361.84125 112.256765 \nL 227.92125 112.256765 \nz\n\" style=\"fill:#e1812c;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"md42c1b680f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"127.48125\" xlink:href=\"#md42c1b680f\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(124.3 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"294.88125\" xlink:href=\"#md42c1b680f\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(291.7 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_3\">\n     <!-- IsAlone -->\n     <defs>\n      <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-73\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n     </defs>\n     <g transform=\"translate(192.9875 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"29.492188\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"81.591797\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"150\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"177.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"238.964844\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"302.34375\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m98e12bc7a9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m98e12bc7a9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(20.878125 228.439219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m98e12bc7a9\" y=\"187.615584\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.1 -->\n      <g transform=\"translate(20.878125 191.414803)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m98e12bc7a9\" y=\"150.591169\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(20.878125 154.390388)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m98e12bc7a9\" y=\"113.566753\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(20.878125 117.365972)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m98e12bc7a9\" y=\"76.542338\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(20.878125 80.341556)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m98e12bc7a9\" y=\"39.517922\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(20.878125 43.317141)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_10\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(14.798438 137.877031)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_9\">\n    <path clip-path=\"url(#p8b77c42220)\" d=\"M 127.48125 56.252121 \nL 127.48125 17.554286 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_10\">\n    <path clip-path=\"url(#p8b77c42220)\" d=\"M 294.88125 126.735586 \nL 294.88125 98.467411 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 43.78125 224.64 \nL 43.78125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 378.58125 224.64 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 43.78125 7.2 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p8b77c42220\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 378
    },
    "colab_type": "code",
    "id": "ui74bSmzcTRs",
    "outputId": "8959ebe2-4d6d-4de4-e5ef-71c3bf4ec426"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "You should see that approximately 50% of passengers survived who were not alone and that sadly only 30 of lone passengers survived.\n",
    "\n",
    "Since we now have a lot of interesting features, we can also ask and analyse interesting questions. For example we saw that more women than men survived and that inside both groups the age wasn't a big differentiator. But what do you think? Did more lone women than not lone women survive? And how did being alone affect the men?\n",
    "\n",
    "To answer this you can again use a barplot."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "_OJbqQBZcTRv"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "source": [
    "# use seaborns barplot function and plot Sex against Survived\n",
    "# and set the hue to IsAlone\n",
    "\n",
    "###### YOUR CODE ######\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAT/klEQVR4nO3df5BdZ33f8ffHMooHY6DgbWEsGakgIAoYXC+iNCkxxRA57VhpgETGGeOpi4YpsjslRjWFqlSEMjWd0NCIBCV1Q5mAcEybLhm1agKGScyPah2MjWyUbGWDVkJljflhktRG9rd/3Cv3cnVXurL37Fp63q+ZHd3nnOee+13paj97nnPP86SqkCS164ylLkCStLQMAklqnEEgSY0zCCSpcQaBJDXuzKUu4GSde+65tWrVqqUuQ5JOKbfddtt9VTUxat8pFwSrVq1ienp6qcuQpFNKkq/Pt8+hIUlqnEEgSY0zCCSpcQaBJDWu0yBIsj7JviQzSa4fsf/8JLck+XKSO5L8bJf1SJKO1VkQJFkGbAcuBdYClydZO9TtXcBNVXUhsBH4UFf1SJJG6/KMYB0wU1X7q+ohYCewYahPAU/tP34acKjDeiRJI3QZBOcBBwbas/1tg94N/FKSWWAXcM2oAyXZlGQ6yfTc3FwXtUpSs7oMgozYNrz4weXA71TVCuBngY8mOaamqtpRVZNVNTkxMfLGOEmnkS1btnDllVeyZcuWpS6lCV3eWTwLrBxor+DYoZ+rgfUAVfWFJGcB5wLf6rAuSU9whw8f5uDBg0tdRjO6PCPYA6xJsjrJcnoXg6eG+nwDeDVAkh8HzgIc+5GkRdRZEFTVEWAzsBu4m96ng/Ym2Zbksn63XwbenOQrwMeBq8q1MyVpUXU66VxV7aJ3EXhw29aBx3cBP9llDZKk4/POYklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJalyndxZLOjnf2PbipS7hCeHI/c8AzuTI/V/37wQ4f+udnR7fMwJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhrXaRAkWZ9kX5KZJNeP2P+BJLf3v/4syXe7rEeSdKzObihLsgzYDrwGmAX2JJnqL08JQFX9s4H+1wAXdlWPJGm0Ls8I1gEzVbW/qh4CdgIbjtP/cnoL2EuSFlGXQXAecGCgPdvfdowkzwFWA5+ZZ/+mJNNJpufm5ha8UElqWZdBkBHbap6+G4Gbq+rhUTurakdVTVbV5MTExIIVKEnqNghmgZUD7RXAoXn6bsRhIUlaEl3OProHWJNkNXCQ3g/7Nw53SvIC4K8BX+iwFkmnkHPPegQ40v9TXessCKrqSJLNwG5gGXBjVe1Nsg2YrqqpftfLgZ1VNd+wkaTGXHeBnyRfTJ2uR1BVu4BdQ9u2DrXf3WUNkqTj885iSWqcQSBJjTMIJKlxBoEkNc4gkKTGGQSS1DiDQJIaZxBIUuMMAklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJalynQZBkfZJ9SWaSXD9Pn19IcleSvUk+1mU9kqRjdbZUZZJlwHbgNcAssCfJVFXdNdBnDfAO4Cer6jtJ/npX9UiSRuvyjGAdMFNV+6vqIWAnsGGoz5uB7VX1HYCq+laH9UiSRugyCM4DDgy0Z/vbBj0feH6SW5N8Mcn6UQdKsinJdJLpubm5jsqVpDZ1GQQZsa2G2mcCa4CLgcuB307y9GOeVLWjqiaranJiYmLBC5WklnUZBLPAyoH2CuDQiD7/rap+WFX3APvoBYMkaZF0GQR7gDVJVidZDmwEpob6/D7wKoAk59IbKtrfYU2SpCGdBUFVHQE2A7uBu4Gbqmpvkm1JLut32w18O8ldwC3A26vq213VJEk6VmcfHwWoql3ArqFtWwceF/C2/pckaQl4Z7EkNc4gkKTGGQSS1DiDQJIaZxBIUuMMAklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJapxBIEmNMwgkqXEGgSQ1rtMgSLI+yb4kM0muH7H/qiRzSW7vf/3jLuuRJB2rs6UqkywDtgOvAWaBPUmmququoa6fqKrNXdUhSTq+Ls8I1gEzVbW/qh4CdgIbOnw9SdJj0GUQnAccGGjP9rcNe12SO5LcnGTlqAMl2ZRkOsn03NxcF7VKUrO6DIKM2FZD7U8Bq6rqAuCPgI+MOlBV7aiqyaqanJiYWOAyJaltXQbBLDD4G/4K4NBgh6r6dlU92G/+FnBRh/VIkkboMgj2AGuSrE6yHNgITA12SPLsgeZlwN0d1iNJGuG4nxpK8gDHDuc8qqqeepx9R5JsBnYDy4Abq2pvkm3AdFVNAdcmuQw4AtwPXHXy34Ik6fE4bhBU1TkA/R/eh4GP0hv7vwI450QHr6pdwK6hbVsHHr8DeMdJVy1JWjDjDg39TFV9qKoeqKrvV9VvAK/rsjBJ0uIYNwgeTnJFkmVJzkhyBfBwl4VJkhbHuEHwRuAXgP/T/3pDf5sk6RQ31hQTVXUv3hUsSaelsc4Ikjw/yaeTfLXfviDJu7otTZK0GMYdGvotep/u+SFAVd1B774ASdIpbtwgeHJV/a+hbUcWuhhJ0uIbNwjuS/Jc+jeXJXk98M3OqpIkLZpx1yN4K7ADeGGSg8A99G4qkySd4sYNgq9X1SVJzgbOqKoHuixKkrR4xh0auifJDuBvAz/osB5J0iIbNwheQG+9gLfSC4VfT/JT3ZUlSVosYwVBVf1VVd1UVT8PXAg8Ffhcp5VJkhbF2OsRJPnpJB8C/hQ4i96UE5KkU9xYF4uT3APcDtwEvL2q/qLTqiRJi2bcTw29pKq+32klkqQlcaIVyrZU1Q3Ae5Mcs1JZVV3bWWWSpEVxomsER9cQngZuG/F1XEnWJ9mXZCbJ9cfp9/oklWRyzLolSQvkREtVfqr/8I6q+vLJHDjJMmA78BpgFtiTZKqq7hrqdw5wLfClkzm+JGlhjPupoV9N8rUk70nyE2M+Zx0wU1X7q+ohYCej1zR4D3AD8H/HPK4kaQGNex/Bq4CLgTlgR5I7x1iP4DzgwEB7tr/tUUkuBFZW1R8c70BJNiWZTjI9Nzc3TsmSpDGNfR9BVR2uqg8Cb6H3UdKtJ3hKRh3m0Z3JGcAHgF8e47V3VNVkVU1OTEyMW7IkaQzjrlD240ne3V+h7NeBzwMrTvC0WWDlQHsFcGigfQ7wIuCzSe6lN4/RlBeMJWlxjXsfwX8CPg68tqoOnahz3x5gTZLVwEF6K5o9uuB9VX0POPdoO8lngeuqanrM40uSFsAJzwj6n/7531X1aycRAlTVEWAzsJvex1Bvqqq9SbYluewxVyxJWlAnPCOoqoeTPDPJ8v6nf8ZWVbuAXUPbRl5bqKqLT+bYkqSFMfbCNMCtSaaAR+cZqqpf7aQqSdKiGTcIDvW/zqB3kVeSdJoYKwiq6l93XYgkaWmMOw31LQzcA3BUVf29Ba9IkrSoxh0aum7g8VnA64AjC1+OJGmxjTs0NDzT6K1JXKpSkk4D4w4NPWOgeQYwCTyrk4okSYtq3KGh2/j/1wiOAPcCV3dRkCRpcZ1ohbKXAQeqanW//SZ61wfuBe46zlMlSaeIE00x8WHgIYAkrwTeB3wE+B6wo9vSJEmL4URDQ8uq6v7+418EdlTVJ4FPJrm929IkSYvhRGcEy5IcDYtXA58Z2Dfu9QVJ0hPYiX6Yfxz4XJL7gL8C/hggyfPoDQ9Jkk5xJ1q8/r1JPg08G/ifVXX0k0NnANd0XZwkqXvjTEP9xRHb/qybciRJi23sNYslSacng0CSGtdpECRZn2Rfkpkk14/Y/5Ykdya5PcmfJFnbZT2SpGN1FgT9tY63A5cCa4HLR/yg/1hVvbiqXgrcALjimSQtsi7PCNYBM1W1v7/W8U5gw2CHqvr+QPNsRqx5IEnqVpc3hZ0HHBhozwIvH+6U5K3A24DlwMiFbpJsAjYBnH/++QteqCS1rMszgozYNmqVs+1V9VzgnwPvGnWgqtpRVZNVNTkxMbHAZUpS27oMgllg5UB7BXDoOP13Aj/XYT2SpBG6DII9wJokq5MsBzYCU4MdkqwZaP594M87rEeSNEJn1wiq6kiSzcBuYBlwY1XtTbINmK6qKWBzkkuAHwLfAd7UVT2SpNE6nUG0qnYBu4a2bR14/E+7fH1J0ol5Z7EkNc4gkKTGGQSS1DiDQJIaZxBIUuMMAklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJalyn01DriW3Lli0cPnyYZz3rWdxwww1LXY6kJWIQNOzw4cMcPHhwqcuQtMQcGpKkxnUaBEnWJ9mXZCbJ9SP2vy3JXUnuSPLpJM/psh5J0rE6C4Iky4DtwKXAWuDyJGuHun0ZmKyqC4CbAQeqJWmRdXlGsA6Yqar9VfUQsBPYMNihqm6pqr/sN78IrOiwHknSCF0GwXnAgYH2bH/bfK4G/nuH9UiSRujyU0MZsa1Gdkx+CZgEfnqe/ZuATQDnn3/+QtUnSaLbM4JZYOVAewVwaLhTkkuAdwKXVdWDow5UVTuqarKqJicmJjopVpJa1eUZwR5gTZLVwEFgI/DGwQ5JLgQ+DKyvqm91WMuPuOjt/3mxXuoJ7Zz7HmAZ8I37HvDvBLjt/VcudQnSkujsjKCqjgCbgd3A3cBNVbU3ybYkl/W7vR94CvB7SW5PMtVVPZKk0Tq9s7iqdgG7hrZtHXh8SZevL0k6Me8slqTGGQSS1DiDQJIaZxBIUuMMAklqnEEgSY1zYZqGPbL87B/5U1KbDIKG/cWa1y51CZKeABwakqTGGQSS1DiDQJIaZxBIUuMMAklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktS4ToMgyfok+5LMJLl+xP5XJvnTJEeSvL7LWiRJo3UWBEmWAduBS4G1wOVJ1g51+wZwFfCxruqQJB1fl5POrQNmqmo/QJKdwAbgrqMdqure/r5HOqxDknQcXQ4NnQccGGjP9redtCSbkkwnmZ6bm1uQ4iRJPV0GQUZsq8dyoKraUVWTVTU5MTHxOMuSJA3qMghmgZUD7RXAoQ5fT5L0GHQZBHuANUlWJ1kObASmOnw9SdJj0FkQVNURYDOwG7gbuKmq9ibZluQygCQvSzILvAH4cJK9XdUjSRqt06Uqq2oXsGto29aBx3voDRlJkpaIdxZLUuMMAklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhpnEEhS4zoNgiTrk+xLMpPk+hH7fyzJJ/r7v5RkVZf1SJKO1VkQJFkGbAcuBdYClydZO9TtauA7VfU84APAv+2qHknSaF2eEawDZqpqf1U9BOwENgz12QB8pP/4ZuDVSdJhTZKkIV0uXn8ecGCgPQu8fL4+VXUkyfeAZwL3DXZKsgnY1G/+IMm+Tipu07kM/X23Kv/uTUtdgn6U782j/tWC/H78nPl2dBkEoyqvx9CHqtoB7FiIovSjkkxX1eRS1yEN8725eLocGpoFVg60VwCH5uuT5EzgacD9HdYkSRrSZRDsAdYkWZ1kObARmBrqMwUcPR9/PfCZqjrmjECS1J3Ohob6Y/6bgd3AMuDGqtqbZBswXVVTwH8EPppkht6ZwMau6tG8HHLTE5XvzUUSfwGXpLZ5Z7EkNc4gkKTGGQR6VJKLk/zBUteh00OSa5PcneR3Ozr+u5Nc18WxW9PlfQSS2vZPgEur6p6lLkTH5xnBaSbJqiRfS/LbSb6a5HeTXJLk1iR/nmRd/+vzSb7c//MFI45zdpIbk+zp9xueHkSaV5LfBP4mMJXknaPeS0muSvL7ST6V5J4km5O8rd/ni0me0e/35v5zv5Lkk0mePOL1npvkfyS5LckfJ3nh4n7HpzaD4PT0PODXgAuAFwJvBH4KuA74F8DXgFdW1YXAVuDfjDjGO+nd1/Ey4FXA+5OcvQi16zRQVW+hdwPpq4Czmf+99CJ67891wHuBv+y/L78AXNnv81+q6mVV9RLgbnqTVQ7bAVxTVRfRe59/qJvv7PTk0NDp6Z6quhMgyV7g01VVSe4EVtG7g/sjSdbQm9LjSSOO8VrgsoEx2LOA8+n9R5ROxnzvJYBbquoB4IH+XGOf6m+/k94vMgAvSvIrwNOBp9C7N+lRSZ4C/B3g9wbmrPyxLr6R05VBcHp6cODxIwPtR+j9m7+H3n/Af9hfA+KzI44R4HVV5QR/erxGvpeSvJwTv1cBfgf4uar6SpKrgIuHjn8G8N2qeunClt0Oh4ba9DTgYP/xVfP02Q1cc3Ra8CQXLkJdOj093vfSOcA3kzwJuGJ4Z1V9H7gnyRv6x0+SlzzOmptiELTpBuB9SW6lN/3HKO+hN2R0R5Kv9tvSY/F430v/EvgS8If0rm+NcgVwdZKvAHs5du0THYdTTEhS4zwjkKTGGQSS1DiDQJIaZxBIUuMMAklqnEEgnYT+vDl7k9yR5Pb+TVHSKc07i6UxJXkF8A+Av1VVDyY5F1i+xGVJj5tnBNL4ng3cV1UPAlTVfVV1KMlFST7Xn/lyd5JnJzmzP2PmxQBJ3pfkvUtZvDQfbyiTxtSf3OxPgCcDfwR8Avg88DlgQ1XNJflF4Geq6h8l+QngZuBaendzv7yqHlqa6qX5OTQkjamqfpDkIuDv0ptO+RPAr9CbSvkP+1PpLAO+2e+/N8lH6c2o+QpDQE9UBoF0EqrqYXqztX62P633W4G9VfWKeZ7yYuC7wN9YnAqlk+c1AmlMSV7QX8PhqJfSW59hon8hmSRP6g8JkeTngWcCrwQ+mOTpi12zNA6vEUhj6g8L/Qd6C6QcAWaATcAK4IP0pvc+E/j3wH+ld/3g1VV1IMm1wEVV9aalqF06HoNAkhrn0JAkNc4gkKTGGQSS1DiDQJIaZxBIUuMMAklqnEEgSY37f3KnUCIMtY9mAAAAAElFTkSuQmCC",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 385.78125 262.19625\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 385.78125 262.19625 \nL 385.78125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \nL 378.58125 7.2 \nL 43.78125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p482b4e87d2)\" d=\"M 60.52125 224.64 \nL 194.44125 224.64 \nL 194.44125 175.307727 \nL 60.52125 175.307727 \nz\n\" style=\"fill:#3274a1;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p482b4e87d2)\" d=\"M 227.92125 224.64 \nL 361.84125 224.64 \nL 361.84125 30.860998 \nL 227.92125 30.860998 \nz\n\" style=\"fill:#e1812c;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m218be65b6b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"127.48125\" xlink:href=\"#m218be65b6b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- male -->\n      <defs>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      </defs>\n      <g transform=\"translate(115.08125 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"158.691406\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"186.474609\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"294.88125\" xlink:href=\"#m218be65b6b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- female -->\n      <defs>\n       <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n      </defs>\n      <g transform=\"translate(277.644531 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"35.205078\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"96.728516\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"194.140625\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"255.419922\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"283.203125\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_3\">\n     <!-- Sex -->\n     <defs>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n      <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n     </defs>\n     <g transform=\"translate(201.971875 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"124.984375\" xlink:href=\"#DejaVuSans-120\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m6c89bf8c52\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(20.878125 228.439219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"198.525577\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(20.878125 202.324795)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"172.411153\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(20.878125 176.210372)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"146.29673\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(20.878125 150.095949)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"120.182306\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(20.878125 123.981525)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"94.067883\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(20.878125 97.867102)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"67.95346\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(20.878125 71.752678)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"41.839036\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.7 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(20.878125 45.638255)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m6c89bf8c52\" y=\"15.724613\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(20.878125 19.523831)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Survived -->\n     <defs>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(14.798438 137.877031)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"167.96875\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"227.148438\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"254.931641\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"314.111328\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"375.634766\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p482b4e87d2)\" d=\"M 127.48125 183.013066 \nL 127.48125 167.149798 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p482b4e87d2)\" d=\"M 294.88125 43.356833 \nL 294.88125 17.554286 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 43.78125 224.64 \nL 43.78125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 378.58125 224.64 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 43.78125 224.64 \nL 378.58125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 43.78125 7.2 \nL 378.58125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p482b4e87d2\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 382
    },
    "colab_type": "code",
    "id": "hpCG9xAXcTRv",
    "outputId": "c22e43cb-4f60-471a-f847-81de3eacc63e",
    "scrolled": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "You should now see that being alone affected the genders and their change of survival differently. More lone females survived the titanic accident but in contast more lone males died in the titanic accident."
   ],
   "metadata": {
    "colab_type": "text",
    "id": "X0Ol6Vw-cTRy"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# DONE!\n",
    "If you reached this part - well done :) you should now be very good at cleaning, investigating and visualizing data. \n",
    "The Techlabs AI track will help you to gain further knowledge in the field of AI!"
   ],
   "metadata": {
    "colab_type": "text",
    "id": "JuIQnWn7cTRz"
   }
  }
 ],
 "metadata": {
  "colab": {
   "name": "techlabs_notebook_titanic_solution.ipynb",
   "provenance": [],
   "toc_visible": true,
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}