Lecture 01 - Decision Trees.ipynb

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  "metadata": {
    "colab": {
      "name": "Lecture 01 - Decision Trees.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F9kBFSKuH9Sd"
      },
      "source": [
        "# Example code for decision trees"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DHjLDJ2bjutJ"
      },
      "source": [
        "import numpy as np\n",
        "from sklearn.datasets import make_classification, make_moons, make_blobs\n",
        "\n",
        "import graphviz\n",
        "from sklearn.tree import export_graphviz\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9rM-bPBlIROD"
      },
      "source": [
        "## Toy data for examples"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GkrlVZ2j_ypc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "outputId": "8cfe699f-428d-4fc3-822c-0fcdda90d55a"
      },
      "source": [
        "def plot_classification(classifier=None):\n",
        "  data = [make_blobs(n_samples=200, centers=2, cluster_std=.7, n_features=2, random_state=0),\n",
        "          make_moons(n_samples=200, noise=.1, random_state=0),\n",
        "          make_classification(n_samples=200, n_features=2, n_informative=2, \n",
        "                              n_redundant=0, n_repeated=0, n_classes=3, class_sep=1.8,\n",
        "                              n_clusters_per_class=1, random_state=0)]\n",
        "\n",
        "  fig = plt.figure(figsize=(15, 5), dpi=100)\n",
        "  ax = fig.subplots(1, 3)\n",
        "  titles = ['Linearly separable', 'Not linearly separable', 'Overlapping multiclass']\n",
        "  for i, (X, y) in enumerate(data):\n",
        "    if len(np.unique(y)) == 2:\n",
        "      markers = ['o', 'd']\n",
        "    else:\n",
        "      markers = ['o', 's', 'd']\n",
        "    for j, label in enumerate(np.unique(y)):\n",
        "      ax[i].scatter(X[y==label, 0], X[y==label, 1], c=y[y==label], s=50, marker=markers[j], edgecolor='k', cmap='coolwarm', vmin=y.min(), vmax=y.max())\n",
        "    ax[i].set_title(titles[i])\n",
        "    if classifier is not None:\n",
        "      classifier.fit(X, y)\n",
        "      a = ax[i].axis()\n",
        "      XX, YY = np.meshgrid(np.linspace(a[0], a[1], 200),\n",
        "                          np.linspace(a[2], a[3], 200))\n",
        "      Z = classifier.predict(np.concatenate([np.vstack(XX.ravel()), \n",
        "                                            np.vstack(YY.ravel())], axis=1))\n",
        "      ax[i].contourf(XX, YY, Z.reshape(XX.shape), alpha=.5, cmap='coolwarm', zorder=-1)#, levels=np.arange(y.min()+0.5, y.max()))\n",
        "      # ax[i].pcolor(XX, YY, Z.reshape(XX.shape), alpha=.5, cmap='coolwarm', edgecolors='none', snap=True, zorder=-1)\n",
        "    ax[i].set_xticks([])\n",
        "    ax[i].set_yticks([])\n",
        "  fig.tight_layout()\n",
        "  fig.show()\n",
        "\n",
        "plot_classification()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 1500x500 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_qNH3ikZkk_W"
      },
      "source": [
        "Now for testing the tree classifier"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tva-iyRtkrCH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "outputId": "f25a6124-6449-43f4-f533-939aaab7439c"
      },
      "source": [
        "from sklearn.tree import DecisionTreeClassifier\n",
        "classifier = DecisionTreeClassifier(max_depth=3, ccp_alpha=0.1)\n",
        "plot_classification(classifier)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1500x500 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dX9VZYAekeun"
      },
      "source": [
        "A visualisation of the tree"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qtzhpjE1AbiG",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        },
        "outputId": "1c7fe0f2-45e3-4648-d18b-d2f3b742d17a"
      },
      "source": [
        "dot_data = export_graphviz(classifier, out_file=None, filled=True, rounded=True, \n",
        "                           special_characters=True, leaves_parallel=True)\n",
        "graph = graphviz.Source(dot_data)\n",
        "graph.render(\"test\", format='png')\n",
        "graph "
      ],
      "execution_count": 4,
      "outputs": [
        {
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4HeRdehGIOPu"
      },
      "source": [
        "## Pruning on the Iris dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZOFjmJtDndNQ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8d460669-d0d2-41ca-8f8b-a01af947b515"
      },
      "source": [
        "from sklearn.datasets import load_iris\n",
        "X, y = load_iris(return_X_y=True)\n",
        "\n",
        "classifier = DecisionTreeClassifier(max_depth=4)\n",
        "classifier_with_pruning = DecisionTreeClassifier(max_depth=4, ccp_alpha=.1)\n",
        "classifier.fit(X, y)\n",
        "classifier_with_pruning.fit(X, y)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(ccp_alpha=0.1, class_weight=None, criterion='gini',\n",
              "                       max_depth=4, max_features=None, max_leaf_nodes=None,\n",
              "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
              "                       min_samples_leaf=1, min_samples_split=2,\n",
              "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
              "                       random_state=None, splitter='best')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LfqXIBwNoFko",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 785
        },
        "outputId": "12441e35-1ba4-4ffb-868e-cad349519cbc"
      },
      "source": [
        "print(\"Training data accuracy %.1f%%\" % (100*classifier.score(X, y)))\n",
        "dot_data = export_graphviz(classifier, out_file=None, filled=True, rounded=True, \n",
        "                           special_characters=True, leaves_parallel=True, feature_names=load_iris().feature_names, \n",
        "                           class_names=load_iris().target_names)\n",
        "graph = graphviz.Source(dot_data)  \n",
        "graph.render(\"without_pruning\", format='png')\n",
        "graph"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training data accuracy 99.3%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4LkiYYSMpJcV",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "outputId": "618bea09-140b-4a3d-a634-5e7714c2aded"
      },
      "source": [
        "print(\"Training data accuracy %.1f%%\" % (100*classifier_with_pruning.score(X, y)))\n",
        "dot_data = export_graphviz(classifier_with_pruning, out_file=None, filled=True, rounded=True, \n",
        "                           special_characters=True, leaves_parallel=True, feature_names=load_iris().feature_names, \n",
        "                           class_names=load_iris().target_names)\n",
        "graph = graphviz.Source(dot_data)  \n",
        "graph.render(\"with_pruning\", format='png')\n",
        "graph\n"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training data accuracy 96.0%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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            ],
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FQRxr2bapssT",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "outputId": "dab02f58-7099-4528-921e-61c620e601e6"
      },
      "source": [
        "def make_tree_classifier(pruning):\n",
        "  classifier = DecisionTreeClassifier(max_depth=10, ccp_alpha=pruning)\n",
        "  classifier.fit(X, y)\n",
        "  return classifier.score(X, y)\n",
        "\n",
        "pruning_coefficients = np.linspace(0, 1, 30)\n",
        "\n",
        "plt.figure(figsize=(5, 5), dpi=150)\n",
        "plt.plot(pruning_coefficients, [100*make_tree_classifier(p) for p in pruning_coefficients])\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.xlabel(\"Pruning coefficient\")\n",
        "a = list(plt.axis())\n",
        "a[2] = 0\n",
        "plt.axis(a)\n",
        "plt.show()\n"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 750x750 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-UavglLJco5C"
      },
      "source": [
        "## Titanic"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U3cAZ6jHNT09",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1e9c1d6b-52e9-4ac4-b8ec-fddbf0ed0a6c"
      },
      "source": [
        "!wget -N https://cl.lingfil.uu.se/~frewa417/train.csv\n",
        "!wget -N https://cl.lingfil.uu.se/~frewa417/test.csv"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2021-03-29 13:51:11--  https://cl.lingfil.uu.se/~frewa417/train.csv\n",
            "Resolving cl.lingfil.uu.se (cl.lingfil.uu.se)... 130.238.78.148\n",
            "Connecting to cl.lingfil.uu.se (cl.lingfil.uu.se)|130.238.78.148|:443... connected.\n",
            "HTTP request sent, awaiting response... 304 Not Modified\n",
            "File ‘train.csv’ not modified on server. Omitting download.\n",
            "\n",
            "--2021-03-29 13:51:12--  https://cl.lingfil.uu.se/~frewa417/test.csv\n",
            "Resolving cl.lingfil.uu.se (cl.lingfil.uu.se)... 130.238.78.148\n",
            "Connecting to cl.lingfil.uu.se (cl.lingfil.uu.se)|130.238.78.148|:443... connected.\n",
            "HTTP request sent, awaiting response... 304 Not Modified\n",
            "File ‘test.csv’ not modified on server. Omitting download.\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eccxKHr7EN7r",
        "outputId": "597c09c0-71b3-494f-9e1b-37e0154a4160"
      },
      "source": [
        "!head train.csv"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked\r\n",
            "1,0,3,\"Braund, Mr. Owen Harris\",male,22,1,0,A/5 21171,7.25,,S\r\n",
            "2,1,1,\"Cumings, Mrs. John Bradley (Florence Briggs Thayer)\",female,38,1,0,PC 17599,71.2833,C85,C\r\n",
            "3,1,3,\"Heikkinen, Miss. Laina\",female,26,0,0,STON/O2. 3101282,7.925,,S\r\n",
            "4,1,1,\"Futrelle, Mrs. Jacques Heath (Lily May Peel)\",female,35,1,0,113803,53.1,C123,S\r\n",
            "5,0,3,\"Allen, Mr. William Henry\",male,35,0,0,373450,8.05,,S\r\n",
            "6,0,3,\"Moran, Mr. James\",male,,0,0,330877,8.4583,,Q\r\n",
            "7,0,1,\"McCarthy, Mr. Timothy J\",male,54,0,0,17463,51.8625,E46,S\r\n",
            "8,0,3,\"Palsson, Master. Gosta Leonard\",male,2,3,1,349909,21.075,,S\r\n",
            "9,1,3,\"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)\",female,27,0,2,347742,11.1333,,S\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-pt85bAKNfBO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fd79da8e-dbb0-47e1-8244-e613f45a5992"
      },
      "source": [
        "import csv\n",
        "def load_titanic(file):\n",
        "  with open('train.csv') as csvfile:\n",
        "    X = list()\n",
        "    y = list()\n",
        "    names = list()\n",
        "    feature_idx = [2, 4, 5, 6]\n",
        "    for n, row in enumerate(csv.reader(csvfile)):\n",
        "      if n == 0:\n",
        "        all_feature_names = row\n",
        "        feature_names = [row[i] for i in feature_idx]\n",
        "      else:\n",
        "        try:\n",
        "          v = [row[i] for i in feature_idx]\n",
        "          for i in range(len(v)):\n",
        "            if v[i] == 'male':\n",
        "              v[i] = 0\n",
        "            elif v[i] == 'female':\n",
        "              v[i] = 1\n",
        "            else:\n",
        "              v[i] = float(v[i])\n",
        "          X.append(v)\n",
        "          y.append(float(row[1]))\n",
        "          names.append(row[3])\n",
        "        except:\n",
        "          pass\n",
        "  assert len(X) == len(y)\n",
        "  assert len(X) == len(names)\n",
        "  X = np.asarray(X)\n",
        "  y = np.asarray(y)\n",
        "  assert X.shape[0] == y.shape[0]\n",
        "  assert feature_names[1] == 'Sex'\n",
        "  feature_names[1] = 'IsFemale'\n",
        "  return X, y, feature_names\n",
        "X, y, feature_names = load_titanic(\"train.csv\")\n",
        "print(\"Found %i data point for features %s\" % (X.shape[0], feature_names))"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 714 data point for features ['Pclass', 'IsFemale', 'Age', 'SibSp']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iw_Oe1O6S3yr"
      },
      "source": [
        "# print(all_feature_names)\n",
        "# print(row)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bPL8hxOpAQju",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8fb68a72-6388-4c41-c966-5e0dc452e8c7"
      },
      "source": [
        "X[:10, :]"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 3.,  0., 22.,  1.],\n",
              "       [ 1.,  1., 38.,  1.],\n",
              "       [ 3.,  1., 26.,  0.],\n",
              "       [ 1.,  1., 35.,  1.],\n",
              "       [ 3.,  0., 35.,  0.],\n",
              "       [ 1.,  0., 54.,  0.],\n",
              "       [ 3.,  0.,  2.,  3.],\n",
              "       [ 3.,  1., 27.,  0.],\n",
              "       [ 2.,  1., 14.,  1.],\n",
              "       [ 3.,  1.,  4.,  1.]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H8xExwoSttR6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 805
        },
        "outputId": "f1eff693-2423-4ccb-e51a-8939a3d36a5d"
      },
      "source": [
        "classifier = DecisionTreeClassifier(max_depth=4, ccp_alpha=.001)\n",
        "classifier.fit(X, y)\n",
        "print(\"Training accuracy: %.1f%%\" % (100*classifier.score(X, y)))\n",
        "\n",
        "dot_data = export_graphviz(classifier, out_file=None, feature_names=feature_names, \n",
        "                           class_names=['Dead', 'Survived'], filled=True,\n",
        "                           rounded=True, special_characters=True, leaves_parallel=True, )  \n",
        "graph = graphviz.Source(dot_data)\n",
        "# graph.render(\"titanic\")\n",
        "graph.render(\"titanic\", format='png')\n",
        "graph"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training accuracy: 82.1%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.files.Source at 0x7f1d4ab13c50>"
            ],
            "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<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n -->\n<!-- Title: Tree Pages: 1 -->\n<svg width=\"1718pt\" height=\"560pt\"\n viewBox=\"0.00 0.00 1718.00 559.50\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 555.5)\">\n<title>Tree</title>\n<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-555.5 1714,-555.5 1714,4 -4,4\"/>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<path fill=\"#f7d7c0\" stroke=\"#000000\" d=\"M822.5,-551.5C822.5,-551.5 714.5,-551.5 714.5,-551.5 708.5,-551.5 702.5,-545.5 702.5,-539.5 702.5,-539.5 702.5,-480.5 702.5,-480.5 702.5,-474.5 708.5,-468.5 714.5,-468.5 714.5,-468.5 822.5,-468.5 822.5,-468.5 828.5,-468.5 834.5,-474.5 834.5,-480.5 834.5,-480.5 834.5,-539.5 834.5,-539.5 834.5,-545.5 828.5,-551.5 822.5,-551.5\"/>\n<text text-anchor=\"start\" x=\"720.5\" y=\"-536.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">IsFemale ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"730.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.482</text>\n<text text-anchor=\"start\" x=\"720.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 714</text>\n<text text-anchor=\"start\" x=\"710.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [424, 290]</text>\n<text text-anchor=\"start\" x=\"726\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<path fill=\"#eca26c\" stroke=\"#000000\" d=\"M560.5,-432.5C560.5,-432.5 460.5,-432.5 460.5,-432.5 454.5,-432.5 448.5,-426.5 448.5,-420.5 448.5,-420.5 448.5,-361.5 448.5,-361.5 448.5,-355.5 454.5,-349.5 460.5,-349.5 460.5,-349.5 560.5,-349.5 560.5,-349.5 566.5,-349.5 572.5,-355.5 572.5,-361.5 572.5,-361.5 572.5,-420.5 572.5,-420.5 572.5,-426.5 566.5,-432.5 560.5,-432.5\"/>\n<text text-anchor=\"start\" x=\"479.5\" y=\"-417.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 6.5</text>\n<text text-anchor=\"start\" x=\"472.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.326</text>\n<text text-anchor=\"start\" x=\"462.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 453</text>\n<text text-anchor=\"start\" x=\"456.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [360, 93]</text>\n<text text-anchor=\"start\" x=\"468\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 0&#45;&gt;1 -->\n<g id=\"edge1\" class=\"edge\">\n<title>0&#45;&gt;1</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M702.3936,-479.5091C665.6447,-462.559 619.8801,-441.4505 582.2614,-424.0992\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"583.4298,-420.7839 572.8833,-419.7737 580.498,-427.1403 583.4298,-420.7839\"/>\n<text text-anchor=\"middle\" x=\"581.5317\" y=\"-439.5301\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">True</text>\n</g>\n<!-- 12 -->\n<g id=\"node13\" class=\"node\">\n<title>12</title>\n<path fill=\"#79bded\" stroke=\"#000000\" d=\"M1085.5,-432.5C1085.5,-432.5 985.5,-432.5 985.5,-432.5 979.5,-432.5 973.5,-426.5 973.5,-420.5 973.5,-420.5 973.5,-361.5 973.5,-361.5 973.5,-355.5 979.5,-349.5 985.5,-349.5 985.5,-349.5 1085.5,-349.5 1085.5,-349.5 1091.5,-349.5 1097.5,-355.5 1097.5,-361.5 1097.5,-361.5 1097.5,-420.5 1097.5,-420.5 1097.5,-426.5 1091.5,-432.5 1085.5,-432.5\"/>\n<text text-anchor=\"start\" x=\"996\" y=\"-417.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"1002\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.37</text>\n<text text-anchor=\"start\" x=\"987.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 261</text>\n<text text-anchor=\"start\" x=\"981.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [64, 197]</text>\n<text text-anchor=\"start\" x=\"982\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 0&#45;&gt;12 -->\n<g id=\"edge12\" class=\"edge\">\n<title>0&#45;&gt;12</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M834.5,-480.5843C873.8984,-463.0247 923.9406,-440.7212 964.2366,-422.7616\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"965.757,-425.9159 973.466,-418.6481 962.9073,-419.5222 965.757,-425.9159\"/>\n<text text-anchor=\"middle\" x=\"964.5159\" y=\"-438.2911\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">False</text>\n</g>\n<!-- 2 -->\n<g id=\"node3\" class=\"node\">\n<title>2</title>\n<path fill=\"#9ccef2\" stroke=\"#000000\" d=\"M241,-313.5C241,-313.5 142,-313.5 142,-313.5 136,-313.5 130,-307.5 130,-301.5 130,-301.5 130,-242.5 130,-242.5 130,-236.5 136,-230.5 142,-230.5 142,-230.5 241,-230.5 241,-230.5 247,-230.5 253,-236.5 253,-242.5 253,-242.5 253,-301.5 253,-301.5 253,-307.5 247,-313.5 241,-313.5\"/>\n<text text-anchor=\"start\" x=\"154\" y=\"-298.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"153.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"147.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 24</text>\n<text text-anchor=\"start\" x=\"146\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 16]</text>\n<text text-anchor=\"start\" x=\"138\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 1&#45;&gt;2 -->\n<g id=\"edge2\" class=\"edge\">\n<title>1&#45;&gt;2</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M448.2363,-367.7731C394.9302,-347.8878 318.1928,-319.2616 262.5082,-298.489\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"263.6566,-295.1818 253.064,-294.9659 261.21,-301.7403 263.6566,-295.1818\"/>\n</g>\n<!-- 5 -->\n<g id=\"node6\" class=\"node\">\n<title>5</title>\n<path fill=\"#eb9d64\" stroke=\"#000000\" d=\"M560.5,-313.5C560.5,-313.5 460.5,-313.5 460.5,-313.5 454.5,-313.5 448.5,-307.5 448.5,-301.5 448.5,-301.5 448.5,-242.5 448.5,-242.5 448.5,-236.5 454.5,-230.5 460.5,-230.5 460.5,-230.5 560.5,-230.5 560.5,-230.5 566.5,-230.5 572.5,-236.5 572.5,-242.5 572.5,-242.5 572.5,-301.5 572.5,-301.5 572.5,-307.5 566.5,-313.5 560.5,-313.5\"/>\n<text text-anchor=\"start\" x=\"471\" y=\"-298.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"472.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.295</text>\n<text text-anchor=\"start\" x=\"462.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 429</text>\n<text text-anchor=\"start\" x=\"456.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [352, 77]</text>\n<text text-anchor=\"start\" x=\"468\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 1&#45;&gt;5 -->\n<g id=\"edge5\" class=\"edge\">\n<title>1&#45;&gt;5</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M510.5,-349.3796C510.5,-341.1838 510.5,-332.4891 510.5,-324.0013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"514.0001,-323.798 510.5,-313.7981 507.0001,-323.7981 514.0001,-323.798\"/>\n</g>\n<!-- 3 -->\n<g id=\"node4\" class=\"node\">\n<title>3</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M111,-68C111,-68 12,-68 12,-68 6,-68 0,-62 0,-56 0,-56 0,-12 0,-12 0,-6 6,0 12,0 12,0 111,0 111,0 117,0 123,-6 123,-12 123,-12 123,-56 123,-56 123,-62 117,-68 111,-68\"/>\n<text text-anchor=\"start\" x=\"32\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"17.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n<text text-anchor=\"start\" x=\"16\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 15]</text>\n<text text-anchor=\"start\" x=\"8\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 2&#45;&gt;3 -->\n<g id=\"edge3\" class=\"edge\">\n<title>2&#45;&gt;3</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M168.707,-230.2712C145.2526,-187.3317 108.8812,-120.744 85.1264,-77.2545\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"88.1234,-75.44 80.2581,-68.3417 81.9801,-78.7956 88.1234,-75.44\"/>\n</g>\n<!-- 4 -->\n<g id=\"node5\" class=\"node\">\n<title>4</title>\n<path fill=\"#e89152\" stroke=\"#000000\" d=\"M230,-68C230,-68 153,-68 153,-68 147,-68 141,-62 141,-56 141,-56 141,-12 141,-12 141,-6 147,0 153,0 153,0 230,0 230,0 236,0 242,-6 242,-12 242,-12 242,-56 242,-56 242,-62 236,-68 230,-68\"/>\n<text text-anchor=\"start\" x=\"153.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.198</text>\n<text text-anchor=\"start\" x=\"152\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n<text text-anchor=\"start\" x=\"150\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 1]</text>\n<text text-anchor=\"start\" x=\"149\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 2&#45;&gt;4 -->\n<g id=\"edge4\" class=\"edge\">\n<title>2&#45;&gt;4</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M191.5,-230.2712C191.5,-187.6911 191.5,-121.8568 191.5,-78.3511\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"195.0001,-78.3416 191.5,-68.3417 188.0001,-78.3417 195.0001,-78.3416\"/>\n</g>\n<!-- 6 -->\n<g id=\"node7\" class=\"node\">\n<title>6</title>\n<path fill=\"#f5cfb4\" stroke=\"#000000\" d=\"M487.5,-194.5C487.5,-194.5 395.5,-194.5 395.5,-194.5 389.5,-194.5 383.5,-188.5 383.5,-182.5 383.5,-182.5 383.5,-123.5 383.5,-123.5 383.5,-117.5 389.5,-111.5 395.5,-111.5 395.5,-111.5 487.5,-111.5 487.5,-111.5 493.5,-111.5 499.5,-117.5 499.5,-123.5 499.5,-123.5 499.5,-182.5 499.5,-182.5 499.5,-188.5 493.5,-194.5 487.5,-194.5\"/>\n<text text-anchor=\"start\" x=\"406.5\" y=\"-179.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 53.0</text>\n<text text-anchor=\"start\" x=\"403.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.473</text>\n<text text-anchor=\"start\" x=\"397.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 99</text>\n<text text-anchor=\"start\" x=\"391.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [61, 38]</text>\n<text text-anchor=\"start\" x=\"399\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 5&#45;&gt;6 -->\n<g id=\"edge6\" class=\"edge\">\n<title>5&#45;&gt;6</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M486.3671,-230.3796C481.3539,-221.7335 476.0187,-212.5322 470.8419,-203.6042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"473.7798,-201.6934 465.7359,-194.7981 467.7242,-205.2047 473.7798,-201.6934\"/>\n</g>\n<!-- 9 -->\n<g id=\"node10\" class=\"node\">\n<title>9</title>\n<path fill=\"#e89254\" stroke=\"#000000\" d=\"M629.5,-194.5C629.5,-194.5 529.5,-194.5 529.5,-194.5 523.5,-194.5 517.5,-188.5 517.5,-182.5 517.5,-182.5 517.5,-123.5 517.5,-123.5 517.5,-117.5 523.5,-111.5 529.5,-111.5 529.5,-111.5 629.5,-111.5 629.5,-111.5 635.5,-111.5 641.5,-117.5 641.5,-123.5 641.5,-123.5 641.5,-182.5 641.5,-182.5 641.5,-188.5 635.5,-194.5 629.5,-194.5\"/>\n<text text-anchor=\"start\" x=\"544.5\" y=\"-179.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 13.0</text>\n<text text-anchor=\"start\" x=\"541.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.208</text>\n<text text-anchor=\"start\" x=\"531.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 330</text>\n<text text-anchor=\"start\" x=\"525.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [291, 39]</text>\n<text text-anchor=\"start\" x=\"537\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 5&#45;&gt;9 -->\n<g id=\"edge9\" class=\"edge\">\n<title>5&#45;&gt;9</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M534.6329,-230.3796C539.6461,-221.7335 544.9813,-212.5322 550.1581,-203.6042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"553.2758,-205.2047 555.2641,-194.7981 547.2202,-201.6934 553.2758,-205.2047\"/>\n</g>\n<!-- 7 -->\n<g id=\"node8\" class=\"node\">\n<title>7</title>\n<path fill=\"#fbeade\" stroke=\"#000000\" d=\"M364.5,-68C364.5,-68 272.5,-68 272.5,-68 266.5,-68 260.5,-62 260.5,-56 260.5,-56 260.5,-12 260.5,-12 260.5,-6 266.5,0 272.5,0 272.5,0 364.5,0 364.5,0 370.5,0 376.5,-6 376.5,-12 376.5,-12 376.5,-56 376.5,-56 376.5,-62 370.5,-68 364.5,-68\"/>\n<text text-anchor=\"start\" x=\"280.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.496</text>\n<text text-anchor=\"start\" x=\"274.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 77</text>\n<text text-anchor=\"start\" x=\"268.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [42, 35]</text>\n<text text-anchor=\"start\" x=\"276\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 6&#45;&gt;7 -->\n<g id=\"edge7\" class=\"edge\">\n<title>6&#45;&gt;7</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M398.4806,-111.3796C386.4329,-99.7237 373.3422,-87.0587 361.3069,-75.4148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"363.589,-72.7528 353.9684,-68.3149 358.7217,-77.7837 363.589,-72.7528\"/>\n</g>\n<!-- 8 -->\n<g id=\"node9\" class=\"node\">\n<title>8</title>\n<path fill=\"#e99558\" stroke=\"#000000\" d=\"M490,-68C490,-68 407,-68 407,-68 401,-68 395,-62 395,-56 395,-56 395,-12 395,-12 395,-6 401,0 407,0 407,0 490,0 490,0 496,0 502,-6 502,-12 502,-12 502,-56 502,-56 502,-62 496,-68 490,-68\"/>\n<text text-anchor=\"start\" x=\"410.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.236</text>\n<text text-anchor=\"start\" x=\"404.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22</text>\n<text text-anchor=\"start\" x=\"403\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [19, 3]</text>\n<text text-anchor=\"start\" x=\"406\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 6&#45;&gt;8 -->\n<g id=\"edge8\" class=\"edge\">\n<title>6&#45;&gt;8</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M443.9483,-111.3796C444.5757,-100.7134 445.2528,-89.2021 445.8881,-78.4015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"449.3881,-78.5032 446.4815,-68.3149 442.4002,-78.0921 449.3881,-78.5032\"/>\n</g>\n<!-- 10 -->\n<g id=\"node11\" class=\"node\">\n<title>10</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M612.5,-68C612.5,-68 532.5,-68 532.5,-68 526.5,-68 520.5,-62 520.5,-56 520.5,-56 520.5,-12 520.5,-12 520.5,-6 526.5,0 532.5,0 532.5,0 612.5,0 612.5,0 618.5,0 624.5,-6 624.5,-12 624.5,-12 624.5,-56 624.5,-56 624.5,-62 618.5,-68 612.5,-68\"/>\n<text text-anchor=\"start\" x=\"534.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"528.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"531\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 4]</text>\n<text text-anchor=\"start\" x=\"530\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 9&#45;&gt;10 -->\n<g id=\"edge10\" class=\"edge\">\n<title>9&#45;&gt;10</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M577.0517,-111.3796C576.4243,-100.7134 575.7472,-89.2021 575.1119,-78.4015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"578.5998,-78.0921 574.5185,-68.3149 571.6119,-78.5032 578.5998,-78.0921\"/>\n</g>\n<!-- 11 -->\n<g id=\"node12\" class=\"node\">\n<title>11</title>\n<path fill=\"#e89151\" stroke=\"#000000\" d=\"M754.5,-68C754.5,-68 654.5,-68 654.5,-68 648.5,-68 642.5,-62 642.5,-56 642.5,-56 642.5,-12 642.5,-12 642.5,-6 648.5,0 654.5,0 654.5,0 754.5,0 754.5,0 760.5,0 766.5,-6 766.5,-12 766.5,-12 766.5,-56 766.5,-56 766.5,-62 760.5,-68 754.5,-68\"/>\n<text text-anchor=\"start\" x=\"666.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.196</text>\n<text text-anchor=\"start\" x=\"656.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 318</text>\n<text text-anchor=\"start\" x=\"650.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [283, 35]</text>\n<text text-anchor=\"start\" x=\"662\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 9&#45;&gt;11 -->\n<g id=\"edge11\" class=\"edge\">\n<title>9&#45;&gt;11</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M623.2189,-111.3796C635.4625,-99.7237 648.7661,-87.0587 660.9971,-75.4148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"663.6254,-77.745 668.4549,-68.3149 658.7988,-72.6751 663.6254,-77.745\"/>\n</g>\n<!-- 13 -->\n<g id=\"node14\" class=\"node\">\n<title>13</title>\n<path fill=\"#45a3e7\" stroke=\"#000000\" d=\"M1085,-313.5C1085,-313.5 986,-313.5 986,-313.5 980,-313.5 974,-307.5 974,-301.5 974,-301.5 974,-242.5 974,-242.5 974,-236.5 980,-230.5 986,-230.5 986,-230.5 1085,-230.5 1085,-230.5 1091,-230.5 1097,-236.5 1097,-242.5 1097,-242.5 1097,-301.5 1097,-301.5 1097,-307.5 1091,-313.5 1085,-313.5\"/>\n<text text-anchor=\"start\" x=\"1004.5\" y=\"-298.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"997.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.107</text>\n<text text-anchor=\"start\" x=\"987.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 159</text>\n<text text-anchor=\"start\" x=\"985.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 150]</text>\n<text text-anchor=\"start\" x=\"982\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 12&#45;&gt;13 -->\n<g id=\"edge13\" class=\"edge\">\n<title>12&#45;&gt;13</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1035.5,-349.3796C1035.5,-341.1838 1035.5,-332.4891 1035.5,-324.0013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1039.0001,-323.798 1035.5,-313.7981 1032.0001,-323.7981 1039.0001,-323.798\"/>\n</g>\n<!-- 18 -->\n<g id=\"node19\" class=\"node\">\n<title>18</title>\n<path fill=\"#fbede2\" stroke=\"#000000\" d=\"M1360.5,-313.5C1360.5,-313.5 1268.5,-313.5 1268.5,-313.5 1262.5,-313.5 1256.5,-307.5 1256.5,-301.5 1256.5,-301.5 1256.5,-242.5 1256.5,-242.5 1256.5,-236.5 1262.5,-230.5 1268.5,-230.5 1268.5,-230.5 1360.5,-230.5 1360.5,-230.5 1366.5,-230.5 1372.5,-236.5 1372.5,-242.5 1372.5,-242.5 1372.5,-301.5 1372.5,-301.5 1372.5,-307.5 1366.5,-313.5 1360.5,-313.5\"/>\n<text text-anchor=\"start\" x=\"1279.5\" y=\"-298.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 38.5</text>\n<text text-anchor=\"start\" x=\"1276.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.497</text>\n<text text-anchor=\"start\" x=\"1266.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 102</text>\n<text text-anchor=\"start\" x=\"1264.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [55, 47]</text>\n<text text-anchor=\"start\" x=\"1272\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 12&#45;&gt;18 -->\n<g id=\"edge18\" class=\"edge\">\n<title>12&#45;&gt;18</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1097.7658,-364.4422C1141.9969,-345.5766 1201.3548,-320.2591 1246.7676,-300.8895\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1248.411,-303.9936 1256.2361,-296.8509 1245.6646,-297.5549 1248.411,-303.9936\"/>\n</g>\n<!-- 14 -->\n<g id=\"node15\" class=\"node\">\n<title>14</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M1004,-194.5C1004,-194.5 927,-194.5 927,-194.5 921,-194.5 915,-188.5 915,-182.5 915,-182.5 915,-123.5 915,-123.5 915,-117.5 921,-111.5 927,-111.5 927,-111.5 1004,-111.5 1004,-111.5 1010,-111.5 1016,-117.5 1016,-123.5 1016,-123.5 1016,-182.5 1016,-182.5 1016,-188.5 1010,-194.5 1004,-194.5\"/>\n<text text-anchor=\"start\" x=\"926\" y=\"-179.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"936\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"926\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"924\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"923\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 13&#45;&gt;14 -->\n<g id=\"edge14\" class=\"edge\">\n<title>13&#45;&gt;14</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1011.0174,-230.3796C1005.9315,-221.7335 1000.5189,-212.5322 995.2672,-203.6042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"998.1741,-201.6428 990.0871,-194.7981 992.1406,-205.192 998.1741,-201.6428\"/>\n</g>\n<!-- 17 -->\n<g id=\"node18\" class=\"node\">\n<title>17</title>\n<path fill=\"#44a2e6\" stroke=\"#000000\" d=\"M1156,-68C1156,-68 1057,-68 1057,-68 1051,-68 1045,-62 1045,-56 1045,-56 1045,-12 1045,-12 1045,-6 1051,0 1057,0 1057,0 1156,0 1156,0 1162,0 1168,-6 1168,-12 1168,-12 1168,-56 1168,-56 1168,-62 1162,-68 1156,-68\"/>\n<text text-anchor=\"start\" x=\"1068.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.097</text>\n<text text-anchor=\"start\" x=\"1058.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 157</text>\n<text text-anchor=\"start\" x=\"1056.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 149]</text>\n<text text-anchor=\"start\" x=\"1053\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 13&#45;&gt;17 -->\n<g id=\"edge17\" class=\"edge\">\n<title>13&#45;&gt;17</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1047.9485,-230.2712C1060.6778,-187.6012 1080.3735,-121.5789 1093.3513,-78.076\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1096.7504,-78.9249 1096.2552,-68.3417 1090.0425,-76.9238 1096.7504,-78.9249\"/>\n</g>\n<!-- 15 -->\n<g id=\"node16\" class=\"node\">\n<title>15</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M874,-68C874,-68 797,-68 797,-68 791,-68 785,-62 785,-56 785,-56 785,-12 785,-12 785,-6 791,0 797,0 797,0 874,0 874,0 880,0 886,-6 886,-12 886,-12 886,-56 886,-56 886,-62 880,-68 874,-68\"/>\n<text text-anchor=\"start\" x=\"806\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"796\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"794\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"793\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 14&#45;&gt;15 -->\n<g id=\"edge15\" class=\"edge\">\n<title>14&#45;&gt;15</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M920.0323,-111.3796C907.1789,-99.6138 893.2021,-86.8197 880.3834,-75.0855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"882.7264,-72.4854 872.9869,-68.3149 877.9999,-77.6488 882.7264,-72.4854\"/>\n</g>\n<!-- 16 -->\n<g id=\"node17\" class=\"node\">\n<title>16</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1015,-68C1015,-68 916,-68 916,-68 910,-68 904,-62 904,-56 904,-56 904,-12 904,-12 904,-6 910,0 916,0 916,0 1015,0 1015,0 1021,0 1027,-6 1027,-12 1027,-12 1027,-56 1027,-56 1027,-62 1021,-68 1015,-68\"/>\n<text text-anchor=\"start\" x=\"936\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"926\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"924\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"912\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 14&#45;&gt;16 -->\n<g id=\"edge16\" class=\"edge\">\n<title>14&#45;&gt;16</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M965.5,-111.3796C965.5,-100.7134 965.5,-89.2021 965.5,-78.4015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"969.0001,-78.3149 965.5,-68.3149 962.0001,-78.315 969.0001,-78.3149\"/>\n</g>\n<!-- 19 -->\n<g id=\"node20\" class=\"node\">\n<title>19</title>\n<path fill=\"#f6fbfe\" stroke=\"#000000\" d=\"M1364,-194.5C1364,-194.5 1265,-194.5 1265,-194.5 1259,-194.5 1253,-188.5 1253,-182.5 1253,-182.5 1253,-123.5 1253,-123.5 1253,-117.5 1259,-111.5 1265,-111.5 1265,-111.5 1364,-111.5 1364,-111.5 1370,-111.5 1376,-117.5 1376,-123.5 1376,-123.5 1376,-182.5 1376,-182.5 1376,-188.5 1370,-194.5 1364,-194.5\"/>\n<text text-anchor=\"start\" x=\"1283.5\" y=\"-179.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"1285\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"1270.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 90</text>\n<text text-anchor=\"start\" x=\"1264.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [44, 46]</text>\n<text text-anchor=\"start\" x=\"1261\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 18&#45;&gt;19 -->\n<g id=\"edge19\" class=\"edge\">\n<title>18&#45;&gt;19</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1314.5,-230.3796C1314.5,-222.1838 1314.5,-213.4891 1314.5,-205.0013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1318.0001,-204.798 1314.5,-194.7981 1311.0001,-204.7981 1318.0001,-204.798\"/>\n</g>\n<!-- 22 -->\n<g id=\"node23\" class=\"node\">\n<title>22</title>\n<path fill=\"#e78c4b\" stroke=\"#000000\" d=\"M1557,-194.5C1557,-194.5 1474,-194.5 1474,-194.5 1468,-194.5 1462,-188.5 1462,-182.5 1462,-182.5 1462,-123.5 1462,-123.5 1462,-117.5 1468,-111.5 1474,-111.5 1474,-111.5 1557,-111.5 1557,-111.5 1563,-111.5 1569,-117.5 1569,-123.5 1569,-123.5 1569,-182.5 1569,-182.5 1569,-188.5 1563,-194.5 1557,-194.5\"/>\n<text text-anchor=\"start\" x=\"1480.5\" y=\"-179.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 55.5</text>\n<text text-anchor=\"start\" x=\"1477.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.153</text>\n<text text-anchor=\"start\" x=\"1471.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"1470\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 1]</text>\n<text text-anchor=\"start\" x=\"1473\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 18&#45;&gt;22 -->\n<g id=\"edge22\" class=\"edge\">\n<title>18&#45;&gt;22</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1372.6375,-237.5803C1397.8402,-222.6593 1427.3935,-205.1626 1453.0605,-189.9667\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1455.1417,-192.802 1461.9636,-184.6957 1451.5755,-186.7785 1455.1417,-192.802\"/>\n</g>\n<!-- 20 -->\n<g id=\"node21\" class=\"node\">\n<title>20</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1297,-68C1297,-68 1198,-68 1198,-68 1192,-68 1186,-62 1186,-56 1186,-56 1186,-12 1186,-12 1186,-6 1192,0 1198,0 1198,0 1297,0 1297,0 1303,0 1309,-6 1309,-12 1309,-12 1309,-56 1309,-56 1309,-62 1303,-68 1297,-68\"/>\n<text text-anchor=\"start\" x=\"1218\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1208\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"1206\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4]</text>\n<text text-anchor=\"start\" x=\"1194\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 19&#45;&gt;20 -->\n<g id=\"edge20\" class=\"edge\">\n<title>19&#45;&gt;20</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1291.0667,-111.3796C1284.8137,-100.2735 1278.0448,-88.2513 1271.749,-77.0691\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1274.7761,-75.3116 1266.8202,-68.3149 1268.6765,-78.7459 1274.7761,-75.3116\"/>\n</g>\n<!-- 21 -->\n<g id=\"node22\" class=\"node\">\n<title>21</title>\n<path fill=\"#fef9f6\" stroke=\"#000000\" d=\"M1431.5,-68C1431.5,-68 1339.5,-68 1339.5,-68 1333.5,-68 1327.5,-62 1327.5,-56 1327.5,-56 1327.5,-12 1327.5,-12 1327.5,-6 1333.5,0 1339.5,0 1339.5,0 1431.5,0 1431.5,0 1437.5,0 1443.5,-6 1443.5,-12 1443.5,-12 1443.5,-56 1443.5,-56 1443.5,-62 1437.5,-68 1431.5,-68\"/>\n<text text-anchor=\"start\" x=\"1356\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"1341.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 86</text>\n<text text-anchor=\"start\" x=\"1335.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [44, 42]</text>\n<text text-anchor=\"start\" x=\"1343\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 19&#45;&gt;21 -->\n<g id=\"edge21\" class=\"edge\">\n<title>19&#45;&gt;21</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1339.3324,-111.3796C1345.9587,-100.2735 1353.1316,-88.2513 1359.8033,-77.0691\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1362.9083,-78.6959 1365.0264,-68.3149 1356.8969,-75.1093 1362.9083,-78.6959\"/>\n</g>\n<!-- 23 -->\n<g id=\"node24\" class=\"node\">\n<title>23</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1557,-68C1557,-68 1474,-68 1474,-68 1468,-68 1462,-62 1462,-56 1462,-56 1462,-12 1462,-12 1462,-6 1468,0 1474,0 1474,0 1557,0 1557,0 1563,0 1569,-6 1569,-12 1569,-12 1569,-56 1569,-56 1569,-62 1563,-68 1557,-68\"/>\n<text text-anchor=\"start\" x=\"1486\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1471.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n<text text-anchor=\"start\" x=\"1470\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 0]</text>\n<text text-anchor=\"start\" x=\"1473\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 22&#45;&gt;23 -->\n<g id=\"edge23\" class=\"edge\">\n<title>22&#45;&gt;23</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1515.5,-111.3796C1515.5,-100.7134 1515.5,-89.2021 1515.5,-78.4015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1519.0001,-78.3149 1515.5,-68.3149 1512.0001,-78.315 1519.0001,-78.3149\"/>\n</g>\n<!-- 24 -->\n<g id=\"node25\" class=\"node\">\n<title>24</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1698,-68C1698,-68 1599,-68 1599,-68 1593,-68 1587,-62 1587,-56 1587,-56 1587,-12 1587,-12 1587,-6 1593,0 1599,0 1599,0 1698,0 1698,0 1704,0 1710,-6 1710,-12 1710,-12 1710,-56 1710,-56 1710,-62 1704,-68 1698,-68\"/>\n<text text-anchor=\"start\" x=\"1619\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1609\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"1607\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"1595\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 22&#45;&gt;24 -->\n<g id=\"edge24\" class=\"edge\">\n<title>22&#45;&gt;24</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1562.0169,-111.3796C1575.167,-99.6138 1589.4663,-86.8197 1602.5809,-75.0855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1605.0294,-77.5913 1610.148,-68.3149 1600.3618,-72.3746 1605.0294,-77.5913\"/>\n</g>\n</g>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RYhnaHwCuUOl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 942
        },
        "outputId": "a1d09ae3-8976-441d-a035-8bec7fb64bc6"
      },
      "source": [
        "classifier = DecisionTreeClassifier(max_depth=3, ccp_alpha=.001)\n",
        "classifier.fit(X, y)\n",
        "print(\"Training accuracy: %.1f%%\" % (100*classifier.score(X, y)))\n",
        "\n",
        "dot_data = export_graphviz(classifier, out_file=None, feature_names=feature_names, \n",
        "                           class_names=['Dead', 'Survived'], filled=True,\n",
        "                           rounded=True, special_characters=True, leaves_parallel=True, rotate=True, proportion=True)  \n",
        "graph = graphviz.Source(dot_data)  \n",
        "# graph.render(\"titanic\")\n",
        "graph "
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training accuracy: 81.5%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.files.Source at 0x7f1d4ab5a1d0>"
            ],
            "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<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n -->\n<!-- Title: Tree Pages: 1 -->\n<svg width=\"740pt\" height=\"678pt\"\n viewBox=\"0.00 0.00 740.00 678.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 674)\">\n<title>Tree</title>\n<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-674 736,-674 736,4 -4,4\"/>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<path fill=\"#f7d7c0\" stroke=\"#000000\" d=\"M144,-411.5C144,-411.5 12,-411.5 12,-411.5 6,-411.5 0,-405.5 0,-399.5 0,-399.5 0,-340.5 0,-340.5 0,-334.5 6,-328.5 12,-328.5 12,-328.5 144,-328.5 144,-328.5 150,-328.5 156,-334.5 156,-340.5 156,-340.5 156,-399.5 156,-399.5 156,-405.5 150,-411.5 144,-411.5\"/>\n<text text-anchor=\"start\" x=\"30\" y=\"-396.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">IsFemale ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"40\" y=\"-381.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.482</text>\n<text text-anchor=\"start\" x=\"17.5\" y=\"-366.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 100.0%</text>\n<text text-anchor=\"start\" x=\"8\" y=\"-351.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.594, 0.406]</text>\n<text text-anchor=\"start\" x=\"35.5\" y=\"-336.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<path fill=\"#eca26c\" stroke=\"#000000\" d=\"M336,-455.5C336,-455.5 204,-455.5 204,-455.5 198,-455.5 192,-449.5 192,-443.5 192,-443.5 192,-384.5 192,-384.5 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class=\"edge\">\n<title>0&#45;&gt;1</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M156.0938,-387.8965C164.693,-389.8672 173.491,-391.8834 182.1984,-393.8788\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"181.4463,-397.2971 191.9755,-396.1194 183.01,-390.474 181.4463,-397.2971\"/>\n<text text-anchor=\"middle\" x=\"170.7957\" y=\"-405.7016\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">True</text>\n</g>\n<!-- 8 -->\n<g id=\"node9\" class=\"node\">\n<title>8</title>\n<path fill=\"#79bded\" stroke=\"#000000\" d=\"M336,-297.5C336,-297.5 204,-297.5 204,-297.5 198,-297.5 192,-291.5 192,-285.5 192,-285.5 192,-226.5 192,-226.5 192,-220.5 198,-214.5 204,-214.5 204,-214.5 336,-214.5 336,-214.5 342,-214.5 348,-220.5 348,-226.5 348,-226.5 348,-285.5 348,-285.5 348,-291.5 342,-297.5 336,-297.5\"/>\n<text text-anchor=\"start\" x=\"230.5\" y=\"-282.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"236.5\" y=\"-267.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.37</text>\n<text text-anchor=\"start\" x=\"214\" y=\"-252.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36.6%</text>\n<text text-anchor=\"start\" x=\"200\" y=\"-237.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.245, 0.755]</text>\n<text text-anchor=\"start\" x=\"216.5\" y=\"-222.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 0&#45;&gt;8 -->\n<g id=\"edge8\" class=\"edge\">\n<title>0&#45;&gt;8</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M148.1314,-328.3595C162.1479,-320.0372 176.9594,-311.2428 191.2443,-302.7612\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"193.247,-305.6426 200.0587,-297.5276 189.6732,-299.6236 193.247,-305.6426\"/>\n<text text-anchor=\"middle\" x=\"175.8333\" y=\"-287.6525\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">False</text>\n</g>\n<!-- 2 -->\n<g id=\"node3\" class=\"node\">\n<title>2</title>\n<path fill=\"#9ccef2\" stroke=\"#000000\" d=\"M528,-591.5C528,-591.5 396,-591.5 396,-591.5 390,-591.5 384,-585.5 384,-579.5 384,-579.5 384,-520.5 384,-520.5 384,-514.5 390,-508.5 396,-508.5 396,-508.5 528,-508.5 528,-508.5 534,-508.5 540,-514.5 540,-520.5 540,-520.5 540,-579.5 540,-579.5 540,-585.5 534,-591.5 528,-591.5\"/>\n<text text-anchor=\"start\" x=\"424.5\" y=\"-576.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"424\" y=\"-561.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"410\" y=\"-546.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3.4%</text>\n<text text-anchor=\"start\" x=\"392\" y=\"-531.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.333, 0.667]</text>\n<text text-anchor=\"start\" x=\"408.5\" y=\"-516.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 1&#45;&gt;2 -->\n<g id=\"edge2\" class=\"edge\">\n<title>1&#45;&gt;2</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M328.6496,-455.5435C349.674,-470.4357 373.53,-487.3337 395.1939,-502.679\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"393.1957,-505.5527 403.379,-508.4768 397.2418,-499.8405 393.1957,-505.5527\"/>\n</g>\n<!-- 5 -->\n<g id=\"node6\" class=\"node\">\n<title>5</title>\n<path fill=\"#eb9d64\" stroke=\"#000000\" d=\"M528,-455.5C528,-455.5 396,-455.5 396,-455.5 390,-455.5 384,-449.5 384,-443.5 384,-443.5 384,-384.5 384,-384.5 384,-378.5 390,-372.5 396,-372.5 396,-372.5 528,-372.5 528,-372.5 534,-372.5 540,-378.5 540,-384.5 540,-384.5 540,-443.5 540,-443.5 540,-449.5 534,-455.5 528,-455.5\"/>\n<text text-anchor=\"start\" x=\"422.5\" y=\"-440.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"424\" y=\"-425.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.295</text>\n<text text-anchor=\"start\" x=\"406\" y=\"-410.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 60.1%</text>\n<text text-anchor=\"start\" x=\"392\" y=\"-395.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.821, 0.179]</text>\n<text text-anchor=\"start\" x=\"419.5\" y=\"-380.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 1&#45;&gt;5 -->\n<g id=\"edge5\" class=\"edge\">\n<title>1&#45;&gt;5</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M348.0938,-414C356.6006,-414 365.3019,-414 373.9175,-414\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"373.9755,-417.5001 383.9755,-414 373.9754,-410.5001 373.9755,-417.5001\"/>\n</g>\n<!-- 3 -->\n<g id=\"node4\" class=\"node\">\n<title>3</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M703.5,-670C703.5,-670 604.5,-670 604.5,-670 598.5,-670 592.5,-664 592.5,-658 592.5,-658 592.5,-614 592.5,-614 592.5,-608 598.5,-602 604.5,-602 604.5,-602 703.5,-602 703.5,-602 709.5,-602 715.5,-608 715.5,-614 715.5,-614 715.5,-658 715.5,-658 715.5,-664 709.5,-670 703.5,-670\"/>\n<text text-anchor=\"start\" x=\"624.5\" y=\"-654.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"602\" y=\"-639.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2.1%</text>\n<text text-anchor=\"start\" x=\"600.5\" y=\"-624.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.0, 1.0]</text>\n<text text-anchor=\"start\" x=\"600.5\" y=\"-609.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 2&#45;&gt;3 -->\n<g id=\"edge3\" class=\"edge\">\n<title>2&#45;&gt;3</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M540.0938,-584.9795C554.2653,-591.3272 568.9766,-597.9166 582.9325,-604.1677\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"581.9007,-607.5405 592.4578,-608.4342 584.7622,-601.1521 581.9007,-607.5405\"/>\n</g>\n<!-- 4 -->\n<g id=\"node5\" class=\"node\">\n<title>4</title>\n<path fill=\"#e89152\" stroke=\"#000000\" d=\"M720,-584C720,-584 588,-584 588,-584 582,-584 576,-578 576,-572 576,-572 576,-528 576,-528 576,-522 582,-516 588,-516 588,-516 720,-516 720,-516 726,-516 732,-522 732,-528 732,-528 732,-572 732,-572 732,-578 726,-584 720,-584\"/>\n<text text-anchor=\"start\" x=\"616\" y=\"-568.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.198</text>\n<text text-anchor=\"start\" x=\"602\" y=\"-553.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1.3%</text>\n<text text-anchor=\"start\" x=\"584\" y=\"-538.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.889, 0.111]</text>\n<text text-anchor=\"start\" x=\"611.5\" y=\"-523.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 2&#45;&gt;4 -->\n<g id=\"edge4\" class=\"edge\">\n<title>2&#45;&gt;4</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M540.0938,-550C548.6006,-550 557.3019,-550 565.9175,-550\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"565.9755,-553.5001 575.9755,-550 565.9754,-546.5001 565.9755,-553.5001\"/>\n</g>\n<!-- 6 -->\n<g id=\"node7\" class=\"node\">\n<title>6</title>\n<path fill=\"#f5cfb4\" stroke=\"#000000\" d=\"M720,-498C720,-498 588,-498 588,-498 582,-498 576,-492 576,-486 576,-486 576,-442 576,-442 576,-436 582,-430 588,-430 588,-430 720,-430 720,-430 726,-430 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565.4161,-444.548\"/>\n</g>\n<!-- 7 -->\n<g id=\"node8\" class=\"node\">\n<title>7</title>\n<path fill=\"#e89254\" stroke=\"#000000\" d=\"M720,-412C720,-412 588,-412 588,-412 582,-412 576,-406 576,-400 576,-400 576,-356 576,-356 576,-350 582,-344 588,-344 588,-344 720,-344 720,-344 726,-344 732,-350 732,-356 732,-356 732,-400 732,-400 732,-406 726,-412 720,-412\"/>\n<text text-anchor=\"start\" x=\"616\" y=\"-396.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.208</text>\n<text text-anchor=\"start\" x=\"598\" y=\"-381.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 46.2%</text>\n<text text-anchor=\"start\" x=\"584\" y=\"-366.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.882, 0.118]</text>\n<text text-anchor=\"start\" x=\"611.5\" y=\"-351.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 5&#45;&gt;7 -->\n<g id=\"edge7\" class=\"edge\">\n<title>5&#45;&gt;7</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M540.0938,-399.3574C548.6006,-397.7624 557.3019,-396.1309 565.9175,-394.5155\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"566.7918,-397.9126 575.9755,-392.6296 565.5017,-391.0325 566.7918,-397.9126\"/>\n</g>\n<!-- 9 -->\n<g id=\"node10\" class=\"node\">\n<title>9</title>\n<path fill=\"#45a3e7\" stroke=\"#000000\" d=\"M528,-297.5C528,-297.5 396,-297.5 396,-297.5 390,-297.5 384,-291.5 384,-285.5 384,-285.5 384,-226.5 384,-226.5 384,-220.5 390,-214.5 396,-214.5 396,-214.5 528,-214.5 528,-214.5 534,-214.5 540,-220.5 540,-226.5 540,-226.5 540,-285.5 540,-285.5 540,-291.5 534,-297.5 528,-297.5\"/>\n<text text-anchor=\"start\" x=\"431\" y=\"-282.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"424\" y=\"-267.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.107</text>\n<text text-anchor=\"start\" x=\"406\" y=\"-252.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22.3%</text>\n<text text-anchor=\"start\" x=\"392\" y=\"-237.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.057, 0.943]</text>\n<text text-anchor=\"start\" x=\"408.5\" y=\"-222.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 8&#45;&gt;9 -->\n<g id=\"edge9\" class=\"edge\">\n<title>8&#45;&gt;9</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M348.0938,-256C356.6006,-256 365.3019,-256 373.9175,-256\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"373.9755,-259.5001 383.9755,-256 373.9754,-252.5001 373.9755,-259.5001\"/>\n</g>\n<!-- 12 -->\n<g id=\"node13\" class=\"node\">\n<title>12</title>\n<path fill=\"#fbede2\" stroke=\"#000000\" d=\"M528,-161.5C528,-161.5 396,-161.5 396,-161.5 390,-161.5 384,-155.5 384,-149.5 384,-149.5 384,-90.5 384,-90.5 384,-84.5 390,-78.5 396,-78.5 396,-78.5 528,-78.5 528,-78.5 534,-78.5 540,-84.5 540,-90.5 540,-90.5 540,-149.5 540,-149.5 540,-155.5 534,-161.5 528,-161.5\"/>\n<text text-anchor=\"start\" x=\"427\" y=\"-146.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 38.5</text>\n<text text-anchor=\"start\" x=\"424\" y=\"-131.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.497</text>\n<text text-anchor=\"start\" x=\"406\" y=\"-116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 14.3%</text>\n<text text-anchor=\"start\" x=\"392\" y=\"-101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.539, 0.461]</text>\n<text text-anchor=\"start\" x=\"419.5\" y=\"-86.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 8&#45;&gt;12 -->\n<g id=\"edge12\" class=\"edge\">\n<title>8&#45;&gt;12</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M328.6496,-214.4565C349.674,-199.5643 373.53,-182.6663 395.1939,-167.321\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"397.2418,-170.1595 403.379,-161.5232 393.1957,-164.4473 397.2418,-170.1595\"/>\n</g>\n<!-- 10 -->\n<g id=\"node11\" class=\"node\">\n<title>10</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M703.5,-326C703.5,-326 604.5,-326 604.5,-326 598.5,-326 592.5,-320 592.5,-314 592.5,-314 592.5,-270 592.5,-270 592.5,-264 598.5,-258 604.5,-258 604.5,-258 703.5,-258 703.5,-258 709.5,-258 715.5,-264 715.5,-270 715.5,-270 715.5,-314 715.5,-314 715.5,-320 709.5,-326 703.5,-326\"/>\n<text text-anchor=\"start\" x=\"624.5\" y=\"-310.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"602\" y=\"-295.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 0.3%</text>\n<text text-anchor=\"start\" x=\"600.5\" y=\"-280.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.5, 0.5]</text>\n<text text-anchor=\"start\" x=\"611.5\" y=\"-265.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 9&#45;&gt;10 -->\n<g id=\"edge10\" class=\"edge\">\n<title>9&#45;&gt;10</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M540.0938,-270.6426C554.129,-273.2742 568.6937,-276.0051 582.5297,-278.5993\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"581.984,-282.0579 592.4578,-280.4608 583.2741,-275.1778 581.984,-282.0579\"/>\n</g>\n<!-- 11 -->\n<g id=\"node12\" class=\"node\">\n<title>11</title>\n<path fill=\"#44a2e6\" stroke=\"#000000\" d=\"M720,-240C720,-240 588,-240 588,-240 582,-240 576,-234 576,-228 576,-228 576,-184 576,-184 576,-178 582,-172 588,-172 588,-172 720,-172 720,-172 726,-172 732,-178 732,-184 732,-184 732,-228 732,-228 732,-234 726,-240 720,-240\"/>\n<text text-anchor=\"start\" x=\"616\" y=\"-224.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.097</text>\n<text text-anchor=\"start\" x=\"598\" y=\"-209.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22.0%</text>\n<text text-anchor=\"start\" x=\"584\" y=\"-194.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.051, 0.949]</text>\n<text text-anchor=\"start\" x=\"600.5\" y=\"-179.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 9&#45;&gt;11 -->\n<g id=\"edge11\" class=\"edge\">\n<title>9&#45;&gt;11</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M540.0938,-235.6631C548.693,-233.4237 557.491,-231.1325 566.1984,-228.865\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"567.1803,-232.2261 575.9755,-226.3189 565.4161,-225.452 567.1803,-232.2261\"/>\n</g>\n<!-- 13 -->\n<g id=\"node14\" class=\"node\">\n<title>13</title>\n<path fill=\"#f6fbfe\" stroke=\"#000000\" d=\"M720,-154C720,-154 588,-154 588,-154 582,-154 576,-148 576,-142 576,-142 576,-98 576,-98 576,-92 582,-86 588,-86 588,-86 720,-86 720,-86 726,-86 732,-92 732,-98 732,-98 732,-142 732,-142 732,-148 726,-154 720,-154\"/>\n<text text-anchor=\"start\" x=\"624.5\" y=\"-138.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"598\" y=\"-123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12.6%</text>\n<text text-anchor=\"start\" x=\"584\" y=\"-108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.489, 0.511]</text>\n<text text-anchor=\"start\" x=\"600.5\" y=\"-93.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 12&#45;&gt;13 -->\n<g id=\"edge13\" class=\"edge\">\n<title>12&#45;&gt;13</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M540.0938,-120C548.6006,-120 557.3019,-120 565.9175,-120\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"565.9755,-123.5001 575.9755,-120 565.9754,-116.5001 565.9755,-123.5001\"/>\n</g>\n<!-- 14 -->\n<g id=\"node15\" class=\"node\">\n<title>14</title>\n<path fill=\"#e78c4b\" stroke=\"#000000\" d=\"M720,-68C720,-68 588,-68 588,-68 582,-68 576,-62 576,-56 576,-56 576,-12 576,-12 576,-6 582,0 588,0 588,0 720,0 720,0 726,0 732,-6 732,-12 732,-12 732,-56 732,-56 732,-62 726,-68 720,-68\"/>\n<text text-anchor=\"start\" x=\"616\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.153</text>\n<text text-anchor=\"start\" x=\"602\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1.7%</text>\n<text text-anchor=\"start\" x=\"584\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0.917, 0.083]</text>\n<text text-anchor=\"start\" x=\"611.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 12&#45;&gt;14 -->\n<g id=\"edge14\" class=\"edge\">\n<title>12&#45;&gt;14</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M540.0938,-85.0205C549.4376,-80.8352 559.0161,-76.5449 568.4581,-72.3157\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"570.1452,-75.3951 577.8408,-68.113 567.2837,-69.0067 570.1452,-75.3951\"/>\n</g>\n</g>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bbcbVmh9tU7T",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 626
        },
        "outputId": "d54327d5-58f5-4766-93f3-27afa07c68e0"
      },
      "source": [
        "classifier = DecisionTreeClassifier(max_depth=5, ccp_alpha=.01)\n",
        "classifier.fit(X, y)\n",
        "print(\"Training accuracy: %.1f%%\" % (100*classifier.score(X, y)))\n",
        "\n",
        "dot_data = export_graphviz(classifier, out_file=None, feature_names=feature_names, \n",
        "                           class_names=['Dead', 'Survived'], filled=True,\n",
        "                           rounded=True, special_characters=True, leaves_parallel=True)  \n",
        "graph = graphviz.Source(dot_data)  \n",
        "# graph.render(\"titanic\")\n",
        "graph "
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training accuracy: 81.2%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.files.Source at 0x7f1d4ab5a350>"
            ],
            "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<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n -->\n<!-- Title: Tree Pages: 1 -->\n<svg width=\"803pt\" height=\"441pt\"\n viewBox=\"0.00 0.00 802.50 440.50\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 436.5)\">\n<title>Tree</title>\n<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-436.5 798.5,-436.5 798.5,4 -4,4\"/>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<path fill=\"#f7d7c0\" stroke=\"#000000\" d=\"M580.5,-432.5C580.5,-432.5 472.5,-432.5 472.5,-432.5 466.5,-432.5 460.5,-426.5 460.5,-420.5 460.5,-420.5 460.5,-361.5 460.5,-361.5 460.5,-355.5 466.5,-349.5 472.5,-349.5 472.5,-349.5 580.5,-349.5 580.5,-349.5 586.5,-349.5 592.5,-355.5 592.5,-361.5 592.5,-361.5 592.5,-420.5 592.5,-420.5 592.5,-426.5 586.5,-432.5 580.5,-432.5\"/>\n<text text-anchor=\"start\" x=\"478.5\" y=\"-417.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">IsFemale ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"488.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.482</text>\n<text text-anchor=\"start\" x=\"478.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 714</text>\n<text text-anchor=\"start\" x=\"468.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [424, 290]</text>\n<text text-anchor=\"start\" x=\"484\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<path fill=\"#eca26c\" stroke=\"#000000\" d=\"M444.5,-313.5C444.5,-313.5 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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ywWYShNPtlyi",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "outputId": "fedf92c3-09cc-4a5a-ad64-8ff96113db63"
      },
      "source": [
        "def make_tree_classifier(pruning):\n",
        "  classifier = DecisionTreeClassifier(max_depth=10, ccp_alpha=pruning)\n",
        "  classifier.fit(X, y)\n",
        "  return classifier.score(X, y)\n",
        "\n",
        "pruning_coefficients = np.linspace(0, 1, 30)\n",
        "\n",
        "plt.figure(figsize=(5, 5))\n",
        "plt.plot(pruning_coefficients, [100*make_tree_classifier(p) for p in pruning_coefficients])\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.xlabel(\"Pruning coefficient\")\n",
        "plt.show()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OMVFoA-Vsxj6"
      },
      "source": [
        "Overfitting"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V1SaTA6vB1eX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9249a507-3aba-4d9f-cff5-ad069f319510"
      },
      "source": [
        "classifier = DecisionTreeClassifier(max_depth=10)\n",
        "classifier.fit(X, y)\n",
        "print(\"Training accuracy: %.1f%%\" % (100*classifier.score(X, y)))\n",
        "\n",
        "dot_data = export_graphviz(classifier, out_file=None, feature_names=feature_names, \n",
        "                           class_names=['Dead', 'Survived'], filled=True,\n",
        "                           rounded=True, special_characters=True)#, leaves_parallel=True)  \n",
        "graph = graphviz.Source(dot_data)  \n",
        "# graph.render(\"titanic\")\n",
        "graph "
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training accuracy: 89.9%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.files.Source at 0x7f1d54891590>"
            ],
            "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<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n -->\n<!-- Title: Tree Pages: 1 -->\n<svg width=\"6262pt\" height=\"1266pt\"\n viewBox=\"0.00 0.00 6262.00 1266.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 1262)\">\n<title>Tree</title>\n<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-1262 6258,-1262 6258,4 -4,4\"/>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<path fill=\"#f7d7c0\" stroke=\"#000000\" d=\"M2876.5,-1258C2876.5,-1258 2768.5,-1258 2768.5,-1258 2762.5,-1258 2756.5,-1252 2756.5,-1246 2756.5,-1246 2756.5,-1187 2756.5,-1187 2756.5,-1181 2762.5,-1175 2768.5,-1175 2768.5,-1175 2876.5,-1175 2876.5,-1175 2882.5,-1175 2888.5,-1181 2888.5,-1187 2888.5,-1187 2888.5,-1246 2888.5,-1246 2888.5,-1252 2882.5,-1258 2876.5,-1258\"/>\n<text text-anchor=\"start\" x=\"2774.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">IsFemale ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"2784.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.482</text>\n<text text-anchor=\"start\" x=\"2774.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 714</text>\n<text text-anchor=\"start\" x=\"2764.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [424, 290]</text>\n<text text-anchor=\"start\" x=\"2780\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<path fill=\"#eca26c\" stroke=\"#000000\" d=\"M1751.5,-1139C1751.5,-1139 1651.5,-1139 1651.5,-1139 1645.5,-1139 1639.5,-1133 1639.5,-1127 1639.5,-1127 1639.5,-1068 1639.5,-1068 1639.5,-1062 1645.5,-1056 1651.5,-1056 1651.5,-1056 1751.5,-1056 1751.5,-1056 1757.5,-1056 1763.5,-1062 1763.5,-1068 1763.5,-1068 1763.5,-1127 1763.5,-1127 1763.5,-1133 1757.5,-1139 1751.5,-1139\"/>\n<text text-anchor=\"start\" x=\"1670.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 6.5</text>\n<text text-anchor=\"start\" x=\"1663.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.326</text>\n<text text-anchor=\"start\" x=\"1653.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 453</text>\n<text text-anchor=\"start\" x=\"1647.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [360, 93]</text>\n<text text-anchor=\"start\" x=\"1659\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 0&#45;&gt;1 -->\n<g id=\"edge1\" class=\"edge\">\n<title>0&#45;&gt;1</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2756.148,-1209.4564C2559.1107,-1188.5399 1978.4456,-1126.8992 1773.8479,-1105.1801\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1774.1248,-1101.6899 1763.8111,-1104.1147 1773.3858,-1108.6508 1774.1248,-1101.6899\"/>\n<text text-anchor=\"middle\" x=\"1779.5239\" y=\"-1119.8596\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">True</text>\n</g>\n<!-- 120 -->\n<g id=\"node121\" class=\"node\">\n<title>120</title>\n<path fill=\"#79bded\" stroke=\"#000000\" d=\"M3927.5,-1139C3927.5,-1139 3827.5,-1139 3827.5,-1139 3821.5,-1139 3815.5,-1133 3815.5,-1127 3815.5,-1127 3815.5,-1068 3815.5,-1068 3815.5,-1062 3821.5,-1056 3827.5,-1056 3827.5,-1056 3927.5,-1056 3927.5,-1056 3933.5,-1056 3939.5,-1062 3939.5,-1068 3939.5,-1068 3939.5,-1127 3939.5,-1127 3939.5,-1133 3933.5,-1139 3927.5,-1139\"/>\n<text text-anchor=\"start\" x=\"3838\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"3844\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.37</text>\n<text text-anchor=\"start\" x=\"3829.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 261</text>\n<text text-anchor=\"start\" x=\"3823.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [64, 197]</text>\n<text text-anchor=\"start\" x=\"3824\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 0&#45;&gt;120 -->\n<g id=\"edge120\" class=\"edge\">\n<title>0&#45;&gt;120</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2888.8946,-1209.0109C3076.6306,-1187.835 3610.2937,-1127.6399 3805.1432,-1105.6616\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3805.7283,-1109.1179 3815.273,-1104.519 3804.9437,-1102.162 3805.7283,-1109.1179\"/>\n<text text-anchor=\"middle\" x=\"3799.6881\" y=\"-1120.3667\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">False</text>\n</g>\n<!-- 2 -->\n<g id=\"node3\" class=\"node\">\n<title>2</title>\n<path fill=\"#9ccef2\" stroke=\"#000000\" d=\"M1062,-1020C1062,-1020 963,-1020 963,-1020 957,-1020 951,-1014 951,-1008 951,-1008 951,-949 951,-949 951,-943 957,-937 963,-937 963,-937 1062,-937 1062,-937 1068,-937 1074,-943 1074,-949 1074,-949 1074,-1008 1074,-1008 1074,-1014 1068,-1020 1062,-1020\"/>\n<text text-anchor=\"start\" x=\"975\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"974.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"968.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 24</text>\n<text text-anchor=\"start\" x=\"967\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 16]</text>\n<text text-anchor=\"start\" x=\"959\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 1&#45;&gt;2 -->\n<g id=\"edge2\" class=\"edge\">\n<title>1&#45;&gt;2</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1639.4454,-1086.7823C1511.6539,-1064.7109 1219.7606,-1014.2968 1084.1715,-990.8787\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1084.7407,-987.4252 1074.2909,-989.1722 1083.5493,-994.3231 1084.7407,-987.4252\"/>\n</g>\n<!-- 9 -->\n<g id=\"node10\" class=\"node\">\n<title>9</title>\n<path fill=\"#eb9d64\" stroke=\"#000000\" d=\"M1751.5,-1020C1751.5,-1020 1651.5,-1020 1651.5,-1020 1645.5,-1020 1639.5,-1014 1639.5,-1008 1639.5,-1008 1639.5,-949 1639.5,-949 1639.5,-943 1645.5,-937 1651.5,-937 1651.5,-937 1751.5,-937 1751.5,-937 1757.5,-937 1763.5,-943 1763.5,-949 1763.5,-949 1763.5,-1008 1763.5,-1008 1763.5,-1014 1757.5,-1020 1751.5,-1020\"/>\n<text text-anchor=\"start\" x=\"1662\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"1663.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.295</text>\n<text text-anchor=\"start\" x=\"1653.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 429</text>\n<text text-anchor=\"start\" x=\"1647.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [352, 77]</text>\n<text text-anchor=\"start\" x=\"1659\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 1&#45;&gt;9 -->\n<g id=\"edge9\" class=\"edge\">\n<title>1&#45;&gt;9</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1701.5,-1055.8796C1701.5,-1047.6838 1701.5,-1038.9891 1701.5,-1030.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1705.0001,-1030.298 1701.5,-1020.2981 1698.0001,-1030.2981 1705.0001,-1030.298\"/>\n</g>\n<!-- 3 -->\n<g id=\"node4\" class=\"node\">\n<title>3</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M932,-893.5C932,-893.5 833,-893.5 833,-893.5 827,-893.5 821,-887.5 821,-881.5 821,-881.5 821,-837.5 821,-837.5 821,-831.5 827,-825.5 833,-825.5 833,-825.5 932,-825.5 932,-825.5 938,-825.5 944,-831.5 944,-837.5 944,-837.5 944,-881.5 944,-881.5 944,-887.5 938,-893.5 932,-893.5\"/>\n<text text-anchor=\"start\" x=\"853\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"838.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n<text text-anchor=\"start\" x=\"837\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 15]</text>\n<text text-anchor=\"start\" x=\"829\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 2&#45;&gt;3 -->\n<g id=\"edge3\" class=\"edge\">\n<title>2&#45;&gt;3</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M967.0323,-936.8796C954.1789,-925.1138 940.2021,-912.3197 927.3834,-900.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"929.7264,-897.9854 919.9869,-893.8149 924.9999,-903.1488 929.7264,-897.9854\"/>\n</g>\n<!-- 4 -->\n<g id=\"node5\" class=\"node\">\n<title>4</title>\n<path fill=\"#e89152\" stroke=\"#000000\" d=\"M1051,-901C1051,-901 974,-901 974,-901 968,-901 962,-895 962,-889 962,-889 962,-830 962,-830 962,-824 968,-818 974,-818 974,-818 1051,-818 1051,-818 1057,-818 1063,-824 1063,-830 1063,-830 1063,-889 1063,-889 1063,-895 1057,-901 1051,-901\"/>\n<text text-anchor=\"start\" x=\"981.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"974.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.198</text>\n<text text-anchor=\"start\" x=\"973\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n<text text-anchor=\"start\" x=\"971\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 1]</text>\n<text text-anchor=\"start\" x=\"970\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 2&#45;&gt;4 -->\n<g id=\"edge4\" class=\"edge\">\n<title>2&#45;&gt;4</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1012.5,-936.8796C1012.5,-928.6838 1012.5,-919.9891 1012.5,-911.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1016.0001,-911.298 1012.5,-901.2981 1009.0001,-911.2981 1016.0001,-911.298\"/>\n</g>\n<!-- 5 -->\n<g id=\"node6\" class=\"node\">\n<title>5</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M932,-774.5C932,-774.5 855,-774.5 855,-774.5 849,-774.5 843,-768.5 843,-762.5 843,-762.5 843,-718.5 843,-718.5 843,-712.5 849,-706.5 855,-706.5 855,-706.5 932,-706.5 932,-706.5 938,-706.5 944,-712.5 944,-718.5 944,-718.5 944,-762.5 944,-762.5 944,-768.5 938,-774.5 932,-774.5\"/>\n<text text-anchor=\"start\" x=\"864\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"854\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"852\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 0]</text>\n<text text-anchor=\"start\" x=\"851\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 4&#45;&gt;5 -->\n<g id=\"edge5\" class=\"edge\">\n<title>4&#45;&gt;5</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M970.8796,-817.8796C959.2237,-806.2237 946.5587,-793.5587 934.9148,-781.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"937.3609,-779.4111 927.8149,-774.8149 932.4111,-784.3609 937.3609,-779.4111\"/>\n</g>\n<!-- 6 -->\n<g id=\"node7\" class=\"node\">\n<title>6</title>\n<path fill=\"#eeab7b\" stroke=\"#000000\" d=\"M1051,-782C1051,-782 974,-782 974,-782 968,-782 962,-776 962,-770 962,-770 962,-711 962,-711 962,-705 968,-699 974,-699 974,-699 1051,-699 1051,-699 1057,-699 1063,-705 1063,-711 1063,-711 1063,-770 1063,-770 1063,-776 1057,-782 1051,-782\"/>\n<text text-anchor=\"start\" x=\"981.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 3.5</text>\n<text text-anchor=\"start\" x=\"974.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"973\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"971\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 1]</text>\n<text text-anchor=\"start\" x=\"970\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 4&#45;&gt;6 -->\n<g id=\"edge6\" class=\"edge\">\n<title>4&#45;&gt;6</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1012.5,-817.8796C1012.5,-809.6838 1012.5,-800.9891 1012.5,-792.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1016.0001,-792.298 1012.5,-782.2981 1009.0001,-792.2981 1016.0001,-792.298\"/>\n</g>\n<!-- 7 -->\n<g id=\"node8\" class=\"node\">\n<title>7</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M932,-655.5C932,-655.5 833,-655.5 833,-655.5 827,-655.5 821,-649.5 821,-643.5 821,-643.5 821,-599.5 821,-599.5 821,-593.5 827,-587.5 833,-587.5 833,-587.5 932,-587.5 932,-587.5 938,-587.5 944,-593.5 944,-599.5 944,-599.5 944,-643.5 944,-643.5 944,-649.5 938,-655.5 932,-655.5\"/>\n<text text-anchor=\"start\" x=\"853\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"843\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"841\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"829\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 6&#45;&gt;7 -->\n<g id=\"edge7\" class=\"edge\">\n<title>6&#45;&gt;7</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M967.0323,-698.8796C954.1789,-687.1138 940.2021,-674.3197 927.3834,-662.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"929.7264,-659.9854 919.9869,-655.8149 924.9999,-665.1488 929.7264,-659.9854\"/>\n</g>\n<!-- 8 -->\n<g id=\"node9\" class=\"node\">\n<title>8</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1051,-655.5C1051,-655.5 974,-655.5 974,-655.5 968,-655.5 962,-649.5 962,-643.5 962,-643.5 962,-599.5 962,-599.5 962,-593.5 968,-587.5 974,-587.5 974,-587.5 1051,-587.5 1051,-587.5 1057,-587.5 1063,-593.5 1063,-599.5 1063,-599.5 1063,-643.5 1063,-643.5 1063,-649.5 1057,-655.5 1051,-655.5\"/>\n<text text-anchor=\"start\" x=\"983\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"973\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"971\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 0]</text>\n<text text-anchor=\"start\" x=\"970\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 6&#45;&gt;8 -->\n<g id=\"edge8\" class=\"edge\">\n<title>6&#45;&gt;8</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1012.5,-698.8796C1012.5,-688.2134 1012.5,-676.7021 1012.5,-665.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1016.0001,-665.8149 1012.5,-655.8149 1009.0001,-665.815 1016.0001,-665.8149\"/>\n</g>\n<!-- 10 -->\n<g id=\"node11\" class=\"node\">\n<title>10</title>\n<path fill=\"#f5cfb4\" stroke=\"#000000\" d=\"M1529.5,-901C1529.5,-901 1437.5,-901 1437.5,-901 1431.5,-901 1425.5,-895 1425.5,-889 1425.5,-889 1425.5,-830 1425.5,-830 1425.5,-824 1431.5,-818 1437.5,-818 1437.5,-818 1529.5,-818 1529.5,-818 1535.5,-818 1541.5,-824 1541.5,-830 1541.5,-830 1541.5,-889 1541.5,-889 1541.5,-895 1535.5,-901 1529.5,-901\"/>\n<text text-anchor=\"start\" x=\"1448.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 53.0</text>\n<text text-anchor=\"start\" x=\"1445.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.473</text>\n<text text-anchor=\"start\" x=\"1439.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 99</text>\n<text text-anchor=\"start\" x=\"1433.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [61, 38]</text>\n<text text-anchor=\"start\" x=\"1441\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 9&#45;&gt;10 -->\n<g id=\"edge10\" class=\"edge\">\n<title>9&#45;&gt;10</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1639.3217,-944.5586C1611.6132,-929.4334 1578.9208,-911.5875 1550.6547,-896.1578\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1552.0992,-892.9589 1541.6448,-891.2396 1548.7452,-899.1031 1552.0992,-892.9589\"/>\n</g>\n<!-- 53 -->\n<g id=\"node54\" class=\"node\">\n<title>53</title>\n<path fill=\"#e89254\" stroke=\"#000000\" d=\"M1924.5,-901C1924.5,-901 1824.5,-901 1824.5,-901 1818.5,-901 1812.5,-895 1812.5,-889 1812.5,-889 1812.5,-830 1812.5,-830 1812.5,-824 1818.5,-818 1824.5,-818 1824.5,-818 1924.5,-818 1924.5,-818 1930.5,-818 1936.5,-824 1936.5,-830 1936.5,-830 1936.5,-889 1936.5,-889 1936.5,-895 1930.5,-901 1924.5,-901\"/>\n<text text-anchor=\"start\" x=\"1839.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 13.0</text>\n<text text-anchor=\"start\" x=\"1836.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.208</text>\n<text text-anchor=\"start\" x=\"1826.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 330</text>\n<text text-anchor=\"start\" x=\"1820.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [291, 39]</text>\n<text text-anchor=\"start\" x=\"1832\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 9&#45;&gt;53 -->\n<g id=\"edge53\" class=\"edge\">\n<title>9&#45;&gt;53</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1762.007,-936.8796C1776.0982,-927.1868 1791.2039,-916.7961 1805.6269,-906.8752\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1807.7717,-909.6479 1814.0272,-901.0969 1803.8045,-903.8806 1807.7717,-909.6479\"/>\n</g>\n<!-- 11 -->\n<g id=\"node12\" class=\"node\">\n<title>11</title>\n<path fill=\"#fbeade\" stroke=\"#000000\" d=\"M1326.5,-782C1326.5,-782 1234.5,-782 1234.5,-782 1228.5,-782 1222.5,-776 1222.5,-770 1222.5,-770 1222.5,-711 1222.5,-711 1222.5,-705 1228.5,-699 1234.5,-699 1234.5,-699 1326.5,-699 1326.5,-699 1332.5,-699 1338.5,-705 1338.5,-711 1338.5,-711 1338.5,-770 1338.5,-770 1338.5,-776 1332.5,-782 1326.5,-782\"/>\n<text text-anchor=\"start\" x=\"1245.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 17.5</text>\n<text text-anchor=\"start\" x=\"1242.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.496</text>\n<text text-anchor=\"start\" x=\"1236.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 77</text>\n<text text-anchor=\"start\" x=\"1230.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [42, 35]</text>\n<text text-anchor=\"start\" x=\"1238\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 10&#45;&gt;11 -->\n<g id=\"edge11\" class=\"edge\">\n<title>10&#45;&gt;11</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1425.3283,-825.3994C1401.0139,-811.1461 1372.6157,-794.4989 1347.4391,-779.7402\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1349.0772,-776.6434 1338.6801,-774.6056 1345.5371,-782.6823 1349.0772,-776.6434\"/>\n</g>\n<!-- 42 -->\n<g id=\"node43\" class=\"node\">\n<title>42</title>\n<path fill=\"#e99558\" stroke=\"#000000\" d=\"M1525,-782C1525,-782 1442,-782 1442,-782 1436,-782 1430,-776 1430,-770 1430,-770 1430,-711 1430,-711 1430,-705 1436,-699 1442,-699 1442,-699 1525,-699 1525,-699 1531,-699 1537,-705 1537,-711 1537,-711 1537,-770 1537,-770 1537,-776 1531,-782 1525,-782\"/>\n<text text-anchor=\"start\" x=\"1448.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 75.5</text>\n<text text-anchor=\"start\" x=\"1445.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.236</text>\n<text text-anchor=\"start\" x=\"1439.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22</text>\n<text text-anchor=\"start\" x=\"1438\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [19, 3]</text>\n<text text-anchor=\"start\" x=\"1441\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 10&#45;&gt;42 -->\n<g id=\"edge42\" class=\"edge\">\n<title>10&#45;&gt;42</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1483.5,-817.8796C1483.5,-809.6838 1483.5,-800.9891 1483.5,-792.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1487.0001,-792.298 1483.5,-782.2981 1480.0001,-792.2981 1487.0001,-792.298\"/>\n</g>\n<!-- 12 -->\n<g id=\"node13\" class=\"node\">\n<title>12</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1192,-655.5C1192,-655.5 1093,-655.5 1093,-655.5 1087,-655.5 1081,-649.5 1081,-643.5 1081,-643.5 1081,-599.5 1081,-599.5 1081,-593.5 1087,-587.5 1093,-587.5 1093,-587.5 1192,-587.5 1192,-587.5 1198,-587.5 1204,-593.5 1204,-599.5 1204,-599.5 1204,-643.5 1204,-643.5 1204,-649.5 1198,-655.5 1192,-655.5\"/>\n<text text-anchor=\"start\" x=\"1113\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1103\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"1101\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2]</text>\n<text text-anchor=\"start\" x=\"1089\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 11&#45;&gt;12 -->\n<g id=\"edge12\" class=\"edge\">\n<title>11&#45;&gt;12</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1232.2343,-698.8796C1218.5899,-687.1138 1203.7531,-674.3197 1190.1454,-662.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1192.1527,-659.6948 1182.2938,-655.8149 1187.5813,-664.9961 1192.1527,-659.6948\"/>\n</g>\n<!-- 13 -->\n<g id=\"node14\" class=\"node\">\n<title>13</title>\n<path fill=\"#f9e4d5\" stroke=\"#000000\" d=\"M1326.5,-663C1326.5,-663 1234.5,-663 1234.5,-663 1228.5,-663 1222.5,-657 1222.5,-651 1222.5,-651 1222.5,-592 1222.5,-592 1222.5,-586 1228.5,-580 1234.5,-580 1234.5,-580 1326.5,-580 1326.5,-580 1332.5,-580 1338.5,-586 1338.5,-592 1338.5,-592 1338.5,-651 1338.5,-651 1338.5,-657 1332.5,-663 1326.5,-663\"/>\n<text text-anchor=\"start\" x=\"1245.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 22.5</text>\n<text text-anchor=\"start\" x=\"1242.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.493</text>\n<text text-anchor=\"start\" x=\"1236.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 75</text>\n<text text-anchor=\"start\" x=\"1230.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [42, 33]</text>\n<text text-anchor=\"start\" x=\"1238\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 11&#45;&gt;13 -->\n<g id=\"edge13\" class=\"edge\">\n<title>11&#45;&gt;13</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1280.5,-698.8796C1280.5,-690.6838 1280.5,-681.9891 1280.5,-673.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1284.0001,-673.298 1280.5,-663.2981 1277.0001,-673.2981 1284.0001,-673.298\"/>\n</g>\n<!-- 14 -->\n<g id=\"node15\" class=\"node\">\n<title>14</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1142,-536.5C1142,-536.5 1065,-536.5 1065,-536.5 1059,-536.5 1053,-530.5 1053,-524.5 1053,-524.5 1053,-480.5 1053,-480.5 1053,-474.5 1059,-468.5 1065,-468.5 1065,-468.5 1142,-468.5 1142,-468.5 1148,-468.5 1154,-474.5 1154,-480.5 1154,-480.5 1154,-524.5 1154,-524.5 1154,-530.5 1148,-536.5 1142,-536.5\"/>\n<text text-anchor=\"start\" x=\"1074\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1064\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"1062\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 0]</text>\n<text text-anchor=\"start\" x=\"1061\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 13&#45;&gt;14 -->\n<g id=\"edge14\" class=\"edge\">\n<title>13&#45;&gt;14</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1222.3233,-583.2951C1203.4998,-570.8453 1182.5667,-556.9069 1163.5,-544 1162.7199,-543.4719 1161.9345,-542.9395 1161.1448,-542.4035\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1162.7952,-539.2927 1152.5609,-536.5523 1158.8525,-545.0768 1162.7952,-539.2927\"/>\n</g>\n<!-- 15 -->\n<g id=\"node16\" class=\"node\">\n<title>15</title>\n<path fill=\"#fcf1ea\" stroke=\"#000000\" d=\"M1276.5,-544C1276.5,-544 1184.5,-544 1184.5,-544 1178.5,-544 1172.5,-538 1172.5,-532 1172.5,-532 1172.5,-473 1172.5,-473 1172.5,-467 1178.5,-461 1184.5,-461 1184.5,-461 1276.5,-461 1276.5,-461 1282.5,-461 1288.5,-467 1288.5,-473 1288.5,-473 1288.5,-532 1288.5,-532 1288.5,-538 1282.5,-544 1276.5,-544\"/>\n<text text-anchor=\"start\" x=\"1195.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 36.5</text>\n<text text-anchor=\"start\" x=\"1192.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.498</text>\n<text text-anchor=\"start\" x=\"1186.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 70</text>\n<text text-anchor=\"start\" x=\"1180.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [37, 33]</text>\n<text text-anchor=\"start\" x=\"1188\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 13&#45;&gt;15 -->\n<g id=\"edge15\" class=\"edge\">\n<title>13&#45;&gt;15</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1263.0124,-579.8796C1259.4553,-571.4136 1255.6745,-562.4153 1251.9969,-553.6626\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1255.1627,-552.1616 1248.0622,-544.2981 1248.7092,-554.8731 1255.1627,-552.1616\"/>\n</g>\n<!-- 16 -->\n<g id=\"node17\" class=\"node\">\n<title>16</title>\n<path fill=\"#c0e0f7\" stroke=\"#000000\" d=\"M642,-425C642,-425 543,-425 543,-425 537,-425 531,-419 531,-413 531,-413 531,-354 531,-354 531,-348 537,-342 543,-342 543,-342 642,-342 642,-342 648,-342 654,-348 654,-354 654,-354 654,-413 654,-413 654,-419 648,-425 642,-425\"/>\n<text text-anchor=\"start\" x=\"557.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 33.5</text>\n<text text-anchor=\"start\" x=\"554.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.482</text>\n<text text-anchor=\"start\" x=\"548.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 32</text>\n<text text-anchor=\"start\" x=\"542.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [13, 19]</text>\n<text text-anchor=\"start\" x=\"539\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 15&#45;&gt;16 -->\n<g id=\"edge16\" class=\"edge\">\n<title>15&#45;&gt;16</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1172.2768,-464.9389C1169.028,-463.4858 1165.7579,-462.1581 1162.5,-461 1072.0501,-428.8472 796.0131,-401.2807 664.1263,-389.544\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"664.3873,-386.0535 654.1179,-388.6591 663.7708,-393.0263 664.3873,-386.0535\"/>\n</g>\n<!-- 29 -->\n<g id=\"node30\" class=\"node\">\n<title>29</title>\n<path fill=\"#f4caac\" stroke=\"#000000\" d=\"M1264.5,-425C1264.5,-425 1172.5,-425 1172.5,-425 1166.5,-425 1160.5,-419 1160.5,-413 1160.5,-413 1160.5,-354 1160.5,-354 1160.5,-348 1166.5,-342 1172.5,-342 1172.5,-342 1264.5,-342 1264.5,-342 1270.5,-342 1276.5,-348 1276.5,-354 1276.5,-354 1276.5,-413 1276.5,-413 1276.5,-419 1270.5,-425 1264.5,-425\"/>\n<text text-anchor=\"start\" x=\"1183.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 47.5</text>\n<text text-anchor=\"start\" x=\"1180.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.465</text>\n<text text-anchor=\"start\" x=\"1174.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 38</text>\n<text text-anchor=\"start\" x=\"1168.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [24, 14]</text>\n<text text-anchor=\"start\" x=\"1176\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 15&#45;&gt;29 -->\n<g id=\"edge29\" class=\"edge\">\n<title>15&#45;&gt;29</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1226.303,-460.8796C1225.4765,-452.6838 1224.5997,-443.9891 1223.7438,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1227.2007,-434.8964 1222.7149,-425.2981 1220.236,-435.5988 1227.2007,-434.8964\"/>\n</g>\n<!-- 17 -->\n<g id=\"node18\" class=\"node\">\n<title>17</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M383.5,-306C383.5,-306 291.5,-306 291.5,-306 285.5,-306 279.5,-300 279.5,-294 279.5,-294 279.5,-235 279.5,-235 279.5,-229 285.5,-223 291.5,-223 291.5,-223 383.5,-223 383.5,-223 389.5,-223 395.5,-229 395.5,-235 395.5,-235 395.5,-294 395.5,-294 395.5,-300 389.5,-306 383.5,-306\"/>\n<text text-anchor=\"start\" x=\"302.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 28.5</text>\n<text text-anchor=\"start\" x=\"308\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"293.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22</text>\n<text text-anchor=\"start\" x=\"287.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 11]</text>\n<text text-anchor=\"start\" x=\"295\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 16&#45;&gt;17 -->\n<g id=\"edge17\" class=\"edge\">\n<title>16&#45;&gt;17</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M530.7716,-354.6934C492.6997,-336.9265 443.8533,-314.1315 404.7928,-295.9033\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"406.1397,-292.6695 395.5977,-291.6123 403.1794,-299.0128 406.1397,-292.6695\"/>\n</g>\n<!-- 24 -->\n<g id=\"node25\" class=\"node\">\n<title>24</title>\n<path fill=\"#6ab6ec\" stroke=\"#000000\" d=\"M642,-306C642,-306 543,-306 543,-306 537,-306 531,-300 531,-294 531,-294 531,-235 531,-235 531,-229 537,-223 543,-223 543,-223 642,-223 642,-223 648,-223 654,-229 654,-235 654,-235 654,-294 654,-294 654,-300 648,-306 642,-306\"/>\n<text text-anchor=\"start\" x=\"557.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 35.5</text>\n<text text-anchor=\"start\" x=\"559\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n<text text-anchor=\"start\" x=\"548.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"start\" x=\"551\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 8]</text>\n<text text-anchor=\"start\" x=\"539\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 16&#45;&gt;24 -->\n<g id=\"edge24\" class=\"edge\">\n<title>16&#45;&gt;24</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M592.5,-341.8796C592.5,-333.6838 592.5,-324.9891 592.5,-316.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"596.0001,-316.298 592.5,-306.2981 589.0001,-316.2981 596.0001,-316.298\"/>\n</g>\n<!-- 18 -->\n<g id=\"node19\" class=\"node\">\n<title>18</title>\n<path fill=\"#a7d3f3\" stroke=\"#000000\" d=\"M230,-187C230,-187 131,-187 131,-187 125,-187 119,-181 119,-175 119,-175 119,-116 119,-116 119,-110 125,-104 131,-104 131,-104 230,-104 230,-104 236,-104 242,-110 242,-116 242,-116 242,-175 242,-175 242,-181 236,-187 230,-187\"/>\n<text text-anchor=\"start\" x=\"145.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 24.5</text>\n<text text-anchor=\"start\" x=\"142.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.459</text>\n<text text-anchor=\"start\" x=\"136.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 14</text>\n<text text-anchor=\"start\" x=\"139\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 9]</text>\n<text text-anchor=\"start\" x=\"127\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 17&#45;&gt;18 -->\n<g id=\"edge18\" class=\"edge\">\n<title>17&#45;&gt;18</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M282.589,-222.8796C269.9206,-213.2774 256.3485,-202.9903 243.3705,-193.1534\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"245.4636,-190.3482 235.38,-187.0969 241.2352,-195.9268 245.4636,-190.3482\"/>\n</g>\n<!-- 21 -->\n<g id=\"node22\" class=\"node\">\n<title>21</title>\n<path fill=\"#eeab7b\" stroke=\"#000000\" d=\"M376,-187C376,-187 299,-187 299,-187 293,-187 287,-181 287,-175 287,-175 287,-116 287,-116 287,-110 293,-104 299,-104 299,-104 376,-104 376,-104 382,-104 388,-110 388,-116 388,-116 388,-175 388,-175 388,-181 382,-187 376,-187\"/>\n<text text-anchor=\"start\" x=\"302.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 30.5</text>\n<text text-anchor=\"start\" x=\"299.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"298\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n<text text-anchor=\"start\" x=\"296\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 2]</text>\n<text text-anchor=\"start\" x=\"295\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 17&#45;&gt;21 -->\n<g id=\"edge21\" class=\"edge\">\n<title>17&#45;&gt;21</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M337.5,-222.8796C337.5,-214.6838 337.5,-205.9891 337.5,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"341.0001,-197.298 337.5,-187.2981 334.0001,-197.2981 341.0001,-197.298\"/>\n</g>\n<!-- 19 -->\n<g id=\"node20\" class=\"node\">\n<title>19</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M89,-68C89,-68 12,-68 12,-68 6,-68 0,-62 0,-56 0,-56 0,-12 0,-12 0,-6 6,0 12,0 12,0 89,0 89,0 95,0 101,-6 101,-12 101,-12 101,-56 101,-56 101,-62 95,-68 89,-68\"/>\n<text text-anchor=\"start\" x=\"12.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"11\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"9\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"8\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 18&#45;&gt;19 -->\n<g id=\"edge19\" class=\"edge\">\n<title>18&#45;&gt;19</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M132.0928,-103.9815C121.0558,-94.5151 109.3347,-84.462 98.3223,-75.0168\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"100.3178,-72.1173 90.4487,-68.2637 95.7606,-77.4307 100.3178,-72.1173\"/>\n</g>\n<!-- 20 -->\n<g id=\"node21\" class=\"node\">\n<title>20</title>\n<path fill=\"#83c2ef\" stroke=\"#000000\" d=\"M230,-68C230,-68 131,-68 131,-68 125,-68 119,-62 119,-56 119,-56 119,-12 119,-12 119,-6 125,0 131,0 131,0 230,0 230,0 236,0 242,-6 242,-12 242,-12 242,-56 242,-56 242,-62 236,-68 230,-68\"/>\n<text text-anchor=\"start\" x=\"142.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.397</text>\n<text text-anchor=\"start\" x=\"136.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n<text text-anchor=\"start\" x=\"139\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 8]</text>\n<text text-anchor=\"start\" x=\"127\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 18&#45;&gt;20 -->\n<g id=\"edge20\" class=\"edge\">\n<title>18&#45;&gt;20</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M180.5,-103.9815C180.5,-95.618 180.5,-86.7965 180.5,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"184.0001,-78.2636 180.5,-68.2637 177.0001,-78.2637 184.0001,-78.2636\"/>\n</g>\n<!-- 22 -->\n<g id=\"node23\" class=\"node\">\n<title>22</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M349,-68C349,-68 272,-68 272,-68 266,-68 260,-62 260,-56 260,-56 260,-12 260,-12 260,-6 266,0 272,0 272,0 349,0 349,0 355,0 361,-6 361,-12 361,-12 361,-56 361,-56 361,-62 355,-68 349,-68\"/>\n<text text-anchor=\"start\" x=\"281\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"271\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"269\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 0]</text>\n<text text-anchor=\"start\" x=\"268\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 21&#45;&gt;22 -->\n<g id=\"edge22\" class=\"edge\">\n<title>21&#45;&gt;22</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M327.4462,-103.9815C325.3987,-95.5261 323.2379,-86.6026 321.1698,-78.0623\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"324.5523,-77.159 318.797,-68.2637 317.7489,-78.8065 324.5523,-77.159\"/>\n</g>\n<!-- 23 -->\n<g id=\"node24\" class=\"node\">\n<title>23</title>\n<path fill=\"#f6d5bd\" stroke=\"#000000\" d=\"M468,-68C468,-68 391,-68 391,-68 385,-68 379,-62 379,-56 379,-56 379,-12 379,-12 379,-6 385,0 391,0 391,0 468,0 468,0 474,0 480,-6 480,-12 480,-12 480,-56 480,-56 480,-62 474,-68 468,-68\"/>\n<text text-anchor=\"start\" x=\"396\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n<text text-anchor=\"start\" x=\"390\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"388\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 2]</text>\n<text text-anchor=\"start\" x=\"387\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 21&#45;&gt;23 -->\n<g id=\"edge23\" class=\"edge\">\n<title>21&#45;&gt;23</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M371.7574,-103.9815C379.2649,-94.8828 387.2196,-85.242 394.7464,-76.1199\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"397.5639,-78.2045 401.2286,-68.2637 392.1646,-73.7495 397.5639,-78.2045\"/>\n</g>\n<!-- 25 -->\n<g id=\"node26\" class=\"node\">\n<title>25</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M571,-179.5C571,-179.5 472,-179.5 472,-179.5 466,-179.5 460,-173.5 460,-167.5 460,-167.5 460,-123.5 460,-123.5 460,-117.5 466,-111.5 472,-111.5 472,-111.5 571,-111.5 571,-111.5 577,-111.5 583,-117.5 583,-123.5 583,-123.5 583,-167.5 583,-167.5 583,-173.5 577,-179.5 571,-179.5\"/>\n<text text-anchor=\"start\" x=\"492\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"482\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"480\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4]</text>\n<text text-anchor=\"start\" x=\"468\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 24&#45;&gt;25 -->\n<g id=\"edge25\" class=\"edge\">\n<title>24&#45;&gt;25</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M567.6676,-222.8796C561.0413,-211.7735 553.8684,-199.7513 547.1967,-188.5691\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"550.1031,-186.6093 541.9736,-179.8149 544.0917,-190.1959 550.1031,-186.6093\"/>\n</g>\n<!-- 26 -->\n<g id=\"node27\" class=\"node\">\n<title>26</title>\n<path fill=\"#9ccef2\" stroke=\"#000000\" d=\"M712,-187C712,-187 613,-187 613,-187 607,-187 601,-181 601,-175 601,-175 601,-116 601,-116 601,-110 607,-104 613,-104 613,-104 712,-104 712,-104 718,-104 724,-110 724,-116 724,-116 724,-175 724,-175 724,-181 718,-187 712,-187\"/>\n<text text-anchor=\"start\" x=\"625\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"624.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"623\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"start\" x=\"621\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 4]</text>\n<text text-anchor=\"start\" x=\"609\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 24&#45;&gt;26 -->\n<g id=\"edge26\" class=\"edge\">\n<title>24&#45;&gt;26</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M616.9826,-222.8796C622.0685,-214.2335 627.4811,-205.0322 632.7328,-196.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"635.8594,-197.692 637.9129,-187.2981 629.8259,-194.1428 635.8594,-197.692\"/>\n</g>\n<!-- 27 -->\n<g id=\"node28\" class=\"node\">\n<title>27</title>\n<path fill=\"#7bbeee\" stroke=\"#000000\" d=\"M609,-68C609,-68 510,-68 510,-68 504,-68 498,-62 498,-56 498,-56 498,-12 498,-12 498,-6 504,0 510,0 510,0 609,0 609,0 615,0 621,-6 621,-12 621,-12 621,-56 621,-56 621,-62 615,-68 609,-68\"/>\n<text text-anchor=\"start\" x=\"521.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"520\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"518\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 3]</text>\n<text text-anchor=\"start\" x=\"506\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 26&#45;&gt;27 -->\n<g id=\"edge27\" class=\"edge\">\n<title>26&#45;&gt;27</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M624.1466,-103.9815C615.6566,-94.7908 606.6557,-85.0472 598.1537,-75.8436\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"600.5081,-73.2343 591.1516,-68.2637 595.3663,-77.9842 600.5081,-73.2343\"/>\n</g>\n<!-- 28 -->\n<g id=\"node29\" class=\"node\">\n<title>28</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M728,-68C728,-68 651,-68 651,-68 645,-68 639,-62 639,-56 639,-56 639,-12 639,-12 639,-6 645,0 651,0 651,0 728,0 728,0 734,0 740,-6 740,-12 740,-12 740,-56 740,-56 740,-62 734,-68 728,-68\"/>\n<text text-anchor=\"start\" x=\"660\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"650\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"648\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"647\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 26&#45;&gt;28 -->\n<g id=\"edge28\" class=\"edge\">\n<title>26&#45;&gt;28</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M672.5538,-103.9815C674.6013,-95.5261 676.7621,-86.6026 678.8302,-78.0623\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"682.2511,-78.8065 681.203,-68.2637 675.4477,-77.159 682.2511,-78.8065\"/>\n</g>\n<!-- 30 -->\n<g id=\"node31\" class=\"node\">\n<title>30</title>\n<path fill=\"#eda978\" stroke=\"#000000\" d=\"M1107,-306C1107,-306 1024,-306 1024,-306 1018,-306 1012,-300 1012,-294 1012,-294 1012,-235 1012,-235 1012,-229 1018,-223 1024,-223 1024,-223 1107,-223 1107,-223 1113,-223 1119,-229 1119,-235 1119,-235 1119,-294 1119,-294 1119,-300 1113,-306 1107,-306\"/>\n<text text-anchor=\"start\" x=\"1030.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 43.0</text>\n<text text-anchor=\"start\" x=\"1027.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.365</text>\n<text text-anchor=\"start\" x=\"1021.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 25</text>\n<text text-anchor=\"start\" x=\"1020\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [19, 6]</text>\n<text text-anchor=\"start\" x=\"1023\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 29&#45;&gt;30 -->\n<g id=\"edge30\" class=\"edge\">\n<title>29&#45;&gt;30</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1164.988,-341.8796C1152.7588,-332.368 1139.6656,-322.1843 1127.1268,-312.432\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1129.0241,-309.4736 1118.9818,-306.0969 1124.7265,-314.9991 1129.0241,-309.4736\"/>\n</g>\n<!-- 37 -->\n<g id=\"node38\" class=\"node\">\n<title>37</title>\n<path fill=\"#b5daf5\" stroke=\"#000000\" d=\"M1268,-306C1268,-306 1169,-306 1169,-306 1163,-306 1157,-300 1157,-294 1157,-294 1157,-235 1157,-235 1157,-229 1163,-223 1169,-223 1169,-223 1268,-223 1268,-223 1274,-223 1280,-229 1280,-235 1280,-235 1280,-294 1280,-294 1280,-300 1274,-306 1268,-306\"/>\n<text text-anchor=\"start\" x=\"1183.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 48.5</text>\n<text text-anchor=\"start\" x=\"1180.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.473</text>\n<text text-anchor=\"start\" x=\"1174.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 13</text>\n<text text-anchor=\"start\" x=\"1177\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 8]</text>\n<text text-anchor=\"start\" x=\"1165\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 29&#45;&gt;37 -->\n<g id=\"edge37\" class=\"edge\">\n<title>29&#45;&gt;37</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1218.5,-341.8796C1218.5,-333.6838 1218.5,-324.9891 1218.5,-316.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1222.0001,-316.298 1218.5,-306.2981 1215.0001,-316.2981 1222.0001,-316.298\"/>\n</g>\n<!-- 31 -->\n<g id=\"node32\" class=\"node\">\n<title>31</title>\n<path fill=\"#f5d0b5\" stroke=\"#000000\" d=\"M978.5,-187C978.5,-187 898.5,-187 898.5,-187 892.5,-187 886.5,-181 886.5,-175 886.5,-175 886.5,-116 886.5,-116 886.5,-110 892.5,-104 898.5,-104 898.5,-104 978.5,-104 978.5,-104 984.5,-104 990.5,-110 990.5,-116 990.5,-116 990.5,-175 990.5,-175 990.5,-181 984.5,-187 978.5,-187\"/>\n<text text-anchor=\"start\" x=\"901\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"900.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.473</text>\n<text text-anchor=\"start\" x=\"894.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 13</text>\n<text text-anchor=\"start\" x=\"897\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 5]</text>\n<text text-anchor=\"start\" x=\"896\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 30&#45;&gt;31 -->\n<g id=\"edge31\" class=\"edge\">\n<title>30&#45;&gt;31</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1021.0816,-222.8796C1011.1814,-213.6031 1000.5991,-203.6874 990.4269,-194.1559\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"992.7984,-191.5816 983.108,-187.2981 988.0121,-196.6896 992.7984,-191.5816\"/>\n</g>\n<!-- 34 -->\n<g id=\"node35\" class=\"node\">\n<title>34</title>\n<path fill=\"#e78c4b\" stroke=\"#000000\" d=\"M1107,-187C1107,-187 1024,-187 1024,-187 1018,-187 1012,-181 1012,-175 1012,-175 1012,-116 1012,-116 1012,-110 1018,-104 1024,-104 1024,-104 1107,-104 1107,-104 1113,-104 1119,-110 1119,-116 1119,-116 1119,-175 1119,-175 1119,-181 1113,-187 1107,-187\"/>\n<text text-anchor=\"start\" x=\"1026\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 45.25</text>\n<text text-anchor=\"start\" x=\"1027.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.153</text>\n<text text-anchor=\"start\" x=\"1021.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"1020\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 1]</text>\n<text text-anchor=\"start\" x=\"1023\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 30&#45;&gt;34 -->\n<g id=\"edge34\" class=\"edge\">\n<title>30&#45;&gt;34</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1065.5,-222.8796C1065.5,-214.6838 1065.5,-205.9891 1065.5,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1069.0001,-197.298 1065.5,-187.2981 1062.0001,-197.2981 1069.0001,-197.298\"/>\n</g>\n<!-- 32 -->\n<g id=\"node33\" class=\"node\">\n<title>32</title>\n<path fill=\"#eeab7b\" stroke=\"#000000\" d=\"M847,-68C847,-68 770,-68 770,-68 764,-68 758,-62 758,-56 758,-56 758,-12 758,-12 758,-6 764,0 770,0 770,0 847,0 847,0 853,0 859,-6 859,-12 859,-12 859,-56 859,-56 859,-62 853,-68 847,-68\"/>\n<text text-anchor=\"start\" x=\"770.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"769\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n<text text-anchor=\"start\" x=\"767\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 2]</text>\n<text text-anchor=\"start\" x=\"766\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 31&#45;&gt;32 -->\n<g id=\"edge32\" class=\"edge\">\n<title>31&#45;&gt;32</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M890.0928,-103.9815C879.0558,-94.5151 867.3347,-84.462 856.3223,-75.0168\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"858.3178,-72.1173 848.4487,-68.2637 853.7606,-77.4307 858.3178,-72.1173\"/>\n</g>\n<!-- 33 -->\n<g id=\"node34\" class=\"node\">\n<title>33</title>\n<path fill=\"#bddef6\" stroke=\"#000000\" d=\"M988,-68C988,-68 889,-68 889,-68 883,-68 877,-62 877,-56 877,-56 877,-12 877,-12 877,-6 883,0 889,0 889,0 988,0 988,0 994,0 1000,-6 1000,-12 1000,-12 1000,-56 1000,-56 1000,-62 994,-68 988,-68\"/>\n<text text-anchor=\"start\" x=\"905\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n<text text-anchor=\"start\" x=\"899\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"897\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 3]</text>\n<text text-anchor=\"start\" x=\"885\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 31&#45;&gt;33 -->\n<g id=\"edge33\" class=\"edge\">\n<title>31&#45;&gt;33</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M938.5,-103.9815C938.5,-95.618 938.5,-86.7965 938.5,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"942.0001,-78.2636 938.5,-68.2637 935.0001,-78.2637 942.0001,-78.2636\"/>\n</g>\n<!-- 35 -->\n<g id=\"node36\" class=\"node\">\n<title>35</title>\n<path fill=\"#eca06a\" stroke=\"#000000\" d=\"M1107,-68C1107,-68 1030,-68 1030,-68 1024,-68 1018,-62 1018,-56 1018,-56 1018,-12 1018,-12 1018,-6 1024,0 1030,0 1030,0 1107,0 1107,0 1113,0 1119,-6 1119,-12 1119,-12 1119,-56 1119,-56 1119,-62 1113,-68 1107,-68\"/>\n<text text-anchor=\"start\" x=\"1035\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n<text text-anchor=\"start\" x=\"1029\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"1027\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 1]</text>\n<text text-anchor=\"start\" x=\"1026\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 34&#45;&gt;35 -->\n<g id=\"edge35\" class=\"edge\">\n<title>34&#45;&gt;35</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1066.6171,-103.9815C1066.8421,-95.618 1067.0795,-86.7965 1067.307,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1070.8078,-78.3542 1067.5781,-68.2637 1063.8103,-78.1659 1070.8078,-78.3542\"/>\n</g>\n<!-- 36 -->\n<g id=\"node37\" class=\"node\">\n<title>36</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1226,-68C1226,-68 1149,-68 1149,-68 1143,-68 1137,-62 1137,-56 1137,-56 1137,-12 1137,-12 1137,-6 1143,0 1149,0 1149,0 1226,0 1226,0 1232,0 1238,-6 1238,-12 1238,-12 1238,-56 1238,-56 1238,-62 1232,-68 1226,-68\"/>\n<text text-anchor=\"start\" x=\"1158\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1148\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n<text text-anchor=\"start\" x=\"1146\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [7, 0]</text>\n<text text-anchor=\"start\" x=\"1145\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 34&#45;&gt;36 -->\n<g id=\"edge36\" class=\"edge\">\n<title>34&#45;&gt;36</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1110.9283,-103.9815C1121.2861,-94.5151 1132.2859,-84.462 1142.6206,-75.0168\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1144.9893,-77.5935 1150.0097,-68.2637 1140.2669,-72.4264 1144.9893,-77.5935\"/>\n</g>\n<!-- 38 -->\n<g id=\"node39\" class=\"node\">\n<title>38</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1248,-179.5C1248,-179.5 1149,-179.5 1149,-179.5 1143,-179.5 1137,-173.5 1137,-167.5 1137,-167.5 1137,-123.5 1137,-123.5 1137,-117.5 1143,-111.5 1149,-111.5 1149,-111.5 1248,-111.5 1248,-111.5 1254,-111.5 1260,-117.5 1260,-123.5 1260,-123.5 1260,-167.5 1260,-167.5 1260,-173.5 1254,-179.5 1248,-179.5\"/>\n<text text-anchor=\"start\" x=\"1169\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1159\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"1157\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n<text text-anchor=\"start\" x=\"1145\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 37&#45;&gt;38 -->\n<g id=\"edge38\" class=\"edge\">\n<title>37&#45;&gt;38</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1211.505,-222.8796C1209.7123,-212.2134 1207.7777,-200.7021 1205.9624,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1209.3763,-189.0965 1204.2672,-179.8149 1202.4731,-190.2568 1209.3763,-189.0965\"/>\n</g>\n<!-- 39 -->\n<g id=\"node40\" class=\"node\">\n<title>39</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M1370.5,-187C1370.5,-187 1290.5,-187 1290.5,-187 1284.5,-187 1278.5,-181 1278.5,-175 1278.5,-175 1278.5,-116 1278.5,-116 1278.5,-110 1284.5,-104 1290.5,-104 1290.5,-104 1370.5,-104 1370.5,-104 1376.5,-104 1382.5,-110 1382.5,-116 1382.5,-116 1382.5,-175 1382.5,-175 1382.5,-181 1376.5,-187 1370.5,-187\"/>\n<text text-anchor=\"start\" x=\"1293\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"1301\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"1286.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"start\" x=\"1289\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 5]</text>\n<text text-anchor=\"start\" x=\"1288\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 37&#45;&gt;39 -->\n<g id=\"edge39\" class=\"edge\">\n<title>37&#45;&gt;39</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1257.6722,-222.8796C1266.2335,-213.7832 1275.3732,-204.0722 1284.1832,-194.7116\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1286.8557,-196.9789 1291.1606,-187.2981 1281.7583,-192.1813 1286.8557,-196.9789\"/>\n</g>\n<!-- 40 -->\n<g id=\"node41\" class=\"node\">\n<title>40</title>\n<path fill=\"#fae6d7\" stroke=\"#000000\" d=\"M1357,-68C1357,-68 1280,-68 1280,-68 1274,-68 1268,-62 1268,-56 1268,-56 1268,-12 1268,-12 1268,-6 1274,0 1280,0 1280,0 1357,0 1357,0 1363,0 1369,-6 1369,-12 1369,-12 1369,-56 1369,-56 1369,-62 1363,-68 1357,-68\"/>\n<text text-anchor=\"start\" x=\"1280.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.494</text>\n<text text-anchor=\"start\" x=\"1279\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n<text text-anchor=\"start\" x=\"1277\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 4]</text>\n<text text-anchor=\"start\" x=\"1276\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 39&#45;&gt;40 -->\n<g id=\"edge40\" class=\"edge\">\n<title>39&#45;&gt;40</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1326.0316,-103.9815C1325.1315,-95.618 1324.1821,-86.7965 1323.2721,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1326.7376,-77.8317 1322.1876,-68.2637 1319.7778,-78.5808 1326.7376,-77.8317\"/>\n</g>\n<!-- 41 -->\n<g id=\"node42\" class=\"node\">\n<title>41</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1498,-68C1498,-68 1399,-68 1399,-68 1393,-68 1387,-62 1387,-56 1387,-56 1387,-12 1387,-12 1387,-6 1393,0 1399,0 1399,0 1498,0 1498,0 1504,0 1510,-6 1510,-12 1510,-12 1510,-56 1510,-56 1510,-62 1504,-68 1498,-68\"/>\n<text text-anchor=\"start\" x=\"1419\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1409\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"1407\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"1395\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 39&#45;&gt;41 -->\n<g id=\"edge41\" class=\"edge\">\n<title>39&#45;&gt;41</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1374.4388,-103.9815C1384.3598,-94.607 1394.8897,-84.6572 1404.8008,-75.2921\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1407.3743,-77.6757 1412.2389,-68.2637 1402.5666,-72.5878 1407.3743,-77.6757\"/>\n</g>\n<!-- 43 -->\n<g id=\"node44\" class=\"node\">\n<title>43</title>\n<path fill=\"#e88e4e\" stroke=\"#000000\" d=\"M1525,-663C1525,-663 1442,-663 1442,-663 1436,-663 1430,-657 1430,-651 1430,-651 1430,-592 1430,-592 1430,-586 1436,-580 1442,-580 1442,-580 1525,-580 1525,-580 1531,-580 1537,-586 1537,-592 1537,-592 1537,-651 1537,-651 1537,-657 1531,-663 1525,-663\"/>\n<text text-anchor=\"start\" x=\"1448.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 60.5</text>\n<text text-anchor=\"start\" x=\"1445.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.172</text>\n<text text-anchor=\"start\" x=\"1439.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 21</text>\n<text text-anchor=\"start\" x=\"1438\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [19, 2]</text>\n<text text-anchor=\"start\" x=\"1441\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 42&#45;&gt;43 -->\n<g id=\"edge43\" class=\"edge\">\n<title>42&#45;&gt;43</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1483.5,-698.8796C1483.5,-690.6838 1483.5,-681.9891 1483.5,-673.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1487.0001,-673.298 1483.5,-663.2981 1480.0001,-673.2981 1487.0001,-673.298\"/>\n</g>\n<!-- 52 -->\n<g id=\"node53\" class=\"node\">\n<title>52</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1666,-655.5C1666,-655.5 1567,-655.5 1567,-655.5 1561,-655.5 1555,-649.5 1555,-643.5 1555,-643.5 1555,-599.5 1555,-599.5 1555,-593.5 1561,-587.5 1567,-587.5 1567,-587.5 1666,-587.5 1666,-587.5 1672,-587.5 1678,-593.5 1678,-599.5 1678,-599.5 1678,-643.5 1678,-643.5 1678,-649.5 1672,-655.5 1666,-655.5\"/>\n<text text-anchor=\"start\" x=\"1587\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1577\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"1575\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"1563\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 42&#45;&gt;52 -->\n<g id=\"edge52\" class=\"edge\">\n<title>42&#45;&gt;52</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1530.0169,-698.8796C1543.167,-687.1138 1557.4663,-674.3197 1570.5809,-662.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1573.0294,-665.0913 1578.148,-655.8149 1568.3618,-659.8746 1573.0294,-665.0913\"/>\n</g>\n<!-- 44 -->\n<g id=\"node45\" class=\"node\">\n<title>44</title>\n<path fill=\"#eca06a\" stroke=\"#000000\" d=\"M1453.5,-544C1453.5,-544 1373.5,-544 1373.5,-544 1367.5,-544 1361.5,-538 1361.5,-532 1361.5,-532 1361.5,-473 1361.5,-473 1361.5,-467 1367.5,-461 1373.5,-461 1373.5,-461 1453.5,-461 1453.5,-461 1459.5,-461 1465.5,-467 1465.5,-473 1465.5,-473 1465.5,-532 1465.5,-532 1465.5,-538 1459.5,-544 1453.5,-544\"/>\n<text text-anchor=\"start\" x=\"1376\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"1380\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n<text text-anchor=\"start\" x=\"1369.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"start\" x=\"1372\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 2]</text>\n<text text-anchor=\"start\" x=\"1371\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 43&#45;&gt;44 -->\n<g id=\"edge44\" class=\"edge\">\n<title>43&#45;&gt;44</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1459.0174,-579.8796C1453.9315,-571.2335 1448.5189,-562.0322 1443.2672,-553.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1446.1741,-551.1428 1438.0871,-544.2981 1440.1406,-554.692 1446.1741,-551.1428\"/>\n</g>\n<!-- 51 -->\n<g id=\"node52\" class=\"node\">\n<title>51</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1579,-536.5C1579,-536.5 1496,-536.5 1496,-536.5 1490,-536.5 1484,-530.5 1484,-524.5 1484,-524.5 1484,-480.5 1484,-480.5 1484,-474.5 1490,-468.5 1496,-468.5 1496,-468.5 1579,-468.5 1579,-468.5 1585,-468.5 1591,-474.5 1591,-480.5 1591,-480.5 1591,-524.5 1591,-524.5 1591,-530.5 1585,-536.5 1579,-536.5\"/>\n<text text-anchor=\"start\" x=\"1508\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1493.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n<text text-anchor=\"start\" x=\"1492\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 0]</text>\n<text text-anchor=\"start\" x=\"1495\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 43&#45;&gt;51 -->\n<g id=\"edge51\" class=\"edge\">\n<title>43&#45;&gt;51</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1502.3866,-579.8796C1507.3265,-568.9935 1512.6659,-557.227 1517.6541,-546.2344\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1520.9834,-547.3675 1521.9285,-536.8149 1514.609,-544.4749 1520.9834,-547.3675\"/>\n</g>\n<!-- 45 -->\n<g id=\"node46\" class=\"node\">\n<title>45</title>\n<path fill=\"#e89152\" stroke=\"#000000\" d=\"M1404,-425C1404,-425 1327,-425 1327,-425 1321,-425 1315,-419 1315,-413 1315,-413 1315,-354 1315,-354 1315,-348 1321,-342 1327,-342 1327,-342 1404,-342 1404,-342 1410,-342 1416,-348 1416,-354 1416,-354 1416,-413 1416,-413 1416,-419 1410,-425 1404,-425\"/>\n<text text-anchor=\"start\" x=\"1330.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 55.5</text>\n<text text-anchor=\"start\" x=\"1327.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.198</text>\n<text text-anchor=\"start\" x=\"1326\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n<text text-anchor=\"start\" x=\"1324\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 1]</text>\n<text text-anchor=\"start\" x=\"1323\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 44&#45;&gt;45 -->\n<g id=\"edge45\" class=\"edge\">\n<title>44&#45;&gt;45</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1396.7119,-460.8796C1393.2971,-452.4136 1389.6675,-443.4153 1386.137,-434.6626\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1389.3464,-433.2628 1382.3597,-425.2981 1382.8547,-435.8813 1389.3464,-433.2628\"/>\n</g>\n<!-- 50 -->\n<g id=\"node51\" class=\"node\">\n<title>50</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1545,-417.5C1545,-417.5 1446,-417.5 1446,-417.5 1440,-417.5 1434,-411.5 1434,-405.5 1434,-405.5 1434,-361.5 1434,-361.5 1434,-355.5 1440,-349.5 1446,-349.5 1446,-349.5 1545,-349.5 1545,-349.5 1551,-349.5 1557,-355.5 1557,-361.5 1557,-361.5 1557,-405.5 1557,-405.5 1557,-411.5 1551,-417.5 1545,-417.5\"/>\n<text text-anchor=\"start\" x=\"1466\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1456\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"1454\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"1442\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 44&#45;&gt;50 -->\n<g id=\"edge50\" class=\"edge\">\n<title>44&#45;&gt;50</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1442.1796,-460.8796C1449.9083,-449.6636 1458.2809,-437.5131 1466.0508,-426.2372\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1469.0623,-428.0353 1471.8544,-417.8149 1463.2982,-424.0634 1469.0623,-428.0353\"/>\n</g>\n<!-- 46 -->\n<g id=\"node47\" class=\"node\">\n<title>46</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1393,-298.5C1393,-298.5 1316,-298.5 1316,-298.5 1310,-298.5 1304,-292.5 1304,-286.5 1304,-286.5 1304,-242.5 1304,-242.5 1304,-236.5 1310,-230.5 1316,-230.5 1316,-230.5 1393,-230.5 1393,-230.5 1399,-230.5 1405,-236.5 1405,-242.5 1405,-242.5 1405,-286.5 1405,-286.5 1405,-292.5 1399,-298.5 1393,-298.5\"/>\n<text text-anchor=\"start\" x=\"1325\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1315\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"1313\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 0]</text>\n<text text-anchor=\"start\" x=\"1312\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 45&#45;&gt;46 -->\n<g id=\"edge46\" class=\"edge\">\n<title>45&#45;&gt;46</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1361.6527,-341.8796C1360.6668,-331.2134 1359.6027,-319.7021 1358.6043,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1362.0776,-308.4503 1357.672,-298.8149 1355.1074,-309.0947 1362.0776,-308.4503\"/>\n</g>\n<!-- 47 -->\n<g id=\"node48\" class=\"node\">\n<title>47</title>\n<path fill=\"#ea9a61\" stroke=\"#000000\" d=\"M1512,-306C1512,-306 1435,-306 1435,-306 1429,-306 1423,-300 1423,-294 1423,-294 1423,-235 1423,-235 1423,-229 1429,-223 1435,-223 1435,-223 1512,-223 1512,-223 1518,-223 1524,-229 1524,-235 1524,-235 1524,-294 1524,-294 1524,-300 1518,-306 1512,-306\"/>\n<text text-anchor=\"start\" x=\"1438.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 57.0</text>\n<text text-anchor=\"start\" x=\"1435.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.278</text>\n<text text-anchor=\"start\" x=\"1434\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"start\" x=\"1432\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 1]</text>\n<text text-anchor=\"start\" x=\"1431\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 45&#45;&gt;47 -->\n<g id=\"edge47\" class=\"edge\">\n<title>45&#45;&gt;47</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1403.2732,-341.8796C1411.5287,-332.7832 1420.342,-323.0722 1428.8374,-313.7116\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1431.4368,-316.0553 1435.5656,-306.2981 1426.2533,-311.3509 1431.4368,-316.0553\"/>\n</g>\n<!-- 48 -->\n<g id=\"node49\" class=\"node\">\n<title>48</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M1490,-179.5C1490,-179.5 1413,-179.5 1413,-179.5 1407,-179.5 1401,-173.5 1401,-167.5 1401,-167.5 1401,-123.5 1401,-123.5 1401,-117.5 1407,-111.5 1413,-111.5 1413,-111.5 1490,-111.5 1490,-111.5 1496,-111.5 1502,-117.5 1502,-123.5 1502,-123.5 1502,-167.5 1502,-167.5 1502,-173.5 1496,-179.5 1490,-179.5\"/>\n<text text-anchor=\"start\" x=\"1413.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"1412\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"1410\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"1409\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 47&#45;&gt;48 -->\n<g id=\"edge48\" class=\"edge\">\n<title>47&#45;&gt;48</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1465.8055,-222.8796C1463.8336,-212.2134 1461.7054,-200.7021 1459.7087,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1463.1036,-189.012 1457.8439,-179.8149 1456.2203,-190.2846 1463.1036,-189.012\"/>\n</g>\n<!-- 49 -->\n<g id=\"node50\" class=\"node\">\n<title>49</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1609,-179.5C1609,-179.5 1532,-179.5 1532,-179.5 1526,-179.5 1520,-173.5 1520,-167.5 1520,-167.5 1520,-123.5 1520,-123.5 1520,-117.5 1526,-111.5 1532,-111.5 1532,-111.5 1609,-111.5 1609,-111.5 1615,-111.5 1621,-117.5 1621,-123.5 1621,-123.5 1621,-167.5 1621,-167.5 1621,-173.5 1615,-179.5 1609,-179.5\"/>\n<text text-anchor=\"start\" x=\"1541\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1531\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"1529\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 0]</text>\n<text text-anchor=\"start\" x=\"1528\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 47&#45;&gt;49 -->\n<g id=\"edge49\" class=\"edge\">\n<title>47&#45;&gt;49</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1507.4259,-222.8796C1516.7476,-211.4436 1526.8612,-199.0363 1536.2036,-187.575\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1538.9237,-189.7775 1542.529,-179.8149 1533.4979,-185.3548 1538.9237,-189.7775\"/>\n</g>\n<!-- 54 -->\n<g id=\"node55\" class=\"node\">\n<title>54</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M1914.5,-782C1914.5,-782 1834.5,-782 1834.5,-782 1828.5,-782 1822.5,-776 1822.5,-770 1822.5,-770 1822.5,-711 1822.5,-711 1822.5,-705 1828.5,-699 1834.5,-699 1834.5,-699 1914.5,-699 1914.5,-699 1920.5,-699 1926.5,-705 1926.5,-711 1926.5,-711 1926.5,-770 1926.5,-770 1926.5,-776 1920.5,-782 1914.5,-782\"/>\n<text text-anchor=\"start\" x=\"1837\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 2.0</text>\n<text text-anchor=\"start\" x=\"1836.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"1830.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"1833\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 4]</text>\n<text text-anchor=\"start\" x=\"1832\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 53&#45;&gt;54 -->\n<g id=\"edge54\" class=\"edge\">\n<title>53&#45;&gt;54</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1874.5,-817.8796C1874.5,-809.6838 1874.5,-800.9891 1874.5,-792.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1878.0001,-792.298 1874.5,-782.2981 1871.0001,-792.2981 1878.0001,-792.298\"/>\n</g>\n<!-- 61 -->\n<g id=\"node62\" class=\"node\">\n<title>61</title>\n<path fill=\"#e89151\" stroke=\"#000000\" d=\"M2327.5,-782C2327.5,-782 2227.5,-782 2227.5,-782 2221.5,-782 2215.5,-776 2215.5,-770 2215.5,-770 2215.5,-711 2215.5,-711 2215.5,-705 2221.5,-699 2227.5,-699 2227.5,-699 2327.5,-699 2327.5,-699 2333.5,-699 2339.5,-705 2339.5,-711 2339.5,-711 2339.5,-770 2339.5,-770 2339.5,-776 2333.5,-782 2327.5,-782\"/>\n<text text-anchor=\"start\" x=\"2238\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 32.25</text>\n<text text-anchor=\"start\" x=\"2239.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.196</text>\n<text text-anchor=\"start\" x=\"2229.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 318</text>\n<text text-anchor=\"start\" x=\"2223.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [283, 35]</text>\n<text text-anchor=\"start\" x=\"2235\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 53&#45;&gt;61 -->\n<g id=\"edge61\" class=\"edge\">\n<title>53&#45;&gt;61</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1936.5856,-841.167C2009.0626,-819.7656 2128.7391,-784.4269 2205.3005,-761.8195\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2206.7445,-765.0425 2215.3439,-758.8538 2204.762,-758.3291 2206.7445,-765.0425\"/>\n</g>\n<!-- 55 -->\n<g id=\"node56\" class=\"node\">\n<title>55</title>\n<path fill=\"#6ab6ec\" stroke=\"#000000\" d=\"M1859,-663C1859,-663 1760,-663 1760,-663 1754,-663 1748,-657 1748,-651 1748,-651 1748,-592 1748,-592 1748,-586 1754,-580 1760,-580 1760,-580 1859,-580 1859,-580 1865,-580 1871,-586 1871,-592 1871,-592 1871,-651 1871,-651 1871,-657 1865,-663 1859,-663\"/>\n<text text-anchor=\"start\" x=\"1772\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"1776\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n<text text-anchor=\"start\" x=\"1770\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"1768\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 4]</text>\n<text text-anchor=\"start\" x=\"1756\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 54&#45;&gt;55 -->\n<g id=\"edge55\" class=\"edge\">\n<title>54&#45;&gt;55</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1851.7662,-698.8796C1847.0435,-690.2335 1842.0176,-681.0322 1837.141,-672.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1840.1963,-670.3964 1832.3309,-663.2981 1834.053,-673.752 1840.1963,-670.3964\"/>\n</g>\n<!-- 60 -->\n<g id=\"node61\" class=\"node\">\n<title>60</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1978,-655.5C1978,-655.5 1901,-655.5 1901,-655.5 1895,-655.5 1889,-649.5 1889,-643.5 1889,-643.5 1889,-599.5 1889,-599.5 1889,-593.5 1895,-587.5 1901,-587.5 1901,-587.5 1978,-587.5 1978,-587.5 1984,-587.5 1990,-593.5 1990,-599.5 1990,-599.5 1990,-643.5 1990,-643.5 1990,-649.5 1984,-655.5 1978,-655.5\"/>\n<text text-anchor=\"start\" x=\"1910\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1900\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n<text text-anchor=\"start\" x=\"1898\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [7, 0]</text>\n<text text-anchor=\"start\" x=\"1897\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 54&#45;&gt;60 -->\n<g id=\"edge60\" class=\"edge\">\n<title>54&#45;&gt;60</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1897.2338,-698.8796C1903.2401,-687.8835 1909.737,-675.9893 1915.7933,-664.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1919.0345,-666.2689 1920.7565,-655.8149 1912.8912,-662.9133 1919.0345,-666.2689\"/>\n</g>\n<!-- 56 -->\n<g id=\"node57\" class=\"node\">\n<title>56</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M1769,-544C1769,-544 1692,-544 1692,-544 1686,-544 1680,-538 1680,-532 1680,-532 1680,-473 1680,-473 1680,-467 1686,-461 1692,-461 1692,-461 1769,-461 1769,-461 1775,-461 1781,-467 1781,-473 1781,-473 1781,-532 1781,-532 1781,-538 1775,-544 1769,-544\"/>\n<text text-anchor=\"start\" x=\"1695.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 10.0</text>\n<text text-anchor=\"start\" x=\"1701\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"1691\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"1689\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"1688\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 55&#45;&gt;56 -->\n<g id=\"edge56\" class=\"edge\">\n<title>55&#45;&gt;56</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1781.8696,-579.8796C1776.07,-571.1434 1769.8941,-561.8404 1763.9092,-552.8253\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1766.6951,-550.6935 1758.2483,-544.2981 1760.8632,-554.5652 1766.6951,-550.6935\"/>\n</g>\n<!-- 59 -->\n<g id=\"node60\" class=\"node\">\n<title>59</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1910,-536.5C1910,-536.5 1811,-536.5 1811,-536.5 1805,-536.5 1799,-530.5 1799,-524.5 1799,-524.5 1799,-480.5 1799,-480.5 1799,-474.5 1805,-468.5 1811,-468.5 1811,-468.5 1910,-468.5 1910,-468.5 1916,-468.5 1922,-474.5 1922,-480.5 1922,-480.5 1922,-524.5 1922,-524.5 1922,-530.5 1916,-536.5 1910,-536.5\"/>\n<text text-anchor=\"start\" x=\"1831\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1821\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"1819\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n<text text-anchor=\"start\" x=\"1807\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 55&#45;&gt;59 -->\n<g id=\"edge59\" class=\"edge\">\n<title>55&#45;&gt;59</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1827.3373,-579.8796C1832.0028,-568.9935 1837.0456,-557.227 1841.7567,-546.2344\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1845.0714,-547.3851 1845.7936,-536.8149 1838.6373,-544.6277 1845.0714,-547.3851\"/>\n</g>\n<!-- 57 -->\n<g id=\"node58\" class=\"node\">\n<title>57</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M1722,-417.5C1722,-417.5 1623,-417.5 1623,-417.5 1617,-417.5 1611,-411.5 1611,-405.5 1611,-405.5 1611,-361.5 1611,-361.5 1611,-355.5 1617,-349.5 1623,-349.5 1623,-349.5 1722,-349.5 1722,-349.5 1728,-349.5 1734,-355.5 1734,-361.5 1734,-361.5 1734,-405.5 1734,-405.5 1734,-411.5 1728,-417.5 1722,-417.5\"/>\n<text text-anchor=\"start\" x=\"1643\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1633\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"1631\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"1619\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 56&#45;&gt;57 -->\n<g id=\"edge57\" class=\"edge\">\n<title>56&#45;&gt;57</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1710.2144,-460.8796C1704.855,-449.8835 1699.0578,-437.9893 1693.6537,-426.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1696.7524,-425.2706 1689.2249,-417.8149 1690.46,-428.3375 1696.7524,-425.2706\"/>\n</g>\n<!-- 58 -->\n<g id=\"node59\" class=\"node\">\n<title>58</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1841,-417.5C1841,-417.5 1764,-417.5 1764,-417.5 1758,-417.5 1752,-411.5 1752,-405.5 1752,-405.5 1752,-361.5 1752,-361.5 1752,-355.5 1758,-349.5 1764,-349.5 1764,-349.5 1841,-349.5 1841,-349.5 1847,-349.5 1853,-355.5 1853,-361.5 1853,-361.5 1853,-405.5 1853,-405.5 1853,-411.5 1847,-417.5 1841,-417.5\"/>\n<text text-anchor=\"start\" x=\"1773\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1763\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"1761\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"1760\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 56&#45;&gt;58 -->\n<g id=\"edge58\" class=\"edge\">\n<title>56&#45;&gt;58</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1755.6821,-460.8796C1762.4017,-449.7735 1769.6757,-437.7513 1776.4414,-426.5691\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1779.5559,-428.1826 1781.738,-417.8149 1773.5668,-424.5589 1779.5559,-428.1826\"/>\n</g>\n<!-- 62 -->\n<g id=\"node63\" class=\"node\">\n<title>62</title>\n<path fill=\"#e99558\" stroke=\"#000000\" d=\"M2327.5,-663C2327.5,-663 2227.5,-663 2227.5,-663 2221.5,-663 2215.5,-657 2215.5,-651 2215.5,-651 2215.5,-592 2215.5,-592 2215.5,-586 2221.5,-580 2227.5,-580 2227.5,-580 2327.5,-580 2327.5,-580 2333.5,-580 2339.5,-586 2339.5,-592 2339.5,-592 2339.5,-651 2339.5,-651 2339.5,-657 2333.5,-663 2327.5,-663\"/>\n<text text-anchor=\"start\" x=\"2238\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 30.75</text>\n<text text-anchor=\"start\" x=\"2239.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.235</text>\n<text text-anchor=\"start\" x=\"2229.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 213</text>\n<text text-anchor=\"start\" x=\"2223.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [184, 29]</text>\n<text text-anchor=\"start\" x=\"2235\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 61&#45;&gt;62 -->\n<g id=\"edge62\" class=\"edge\">\n<title>61&#45;&gt;62</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2277.5,-698.8796C2277.5,-690.6838 2277.5,-681.9891 2277.5,-673.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2281.0001,-673.298 2277.5,-663.2981 2274.0001,-673.2981 2281.0001,-673.298\"/>\n</g>\n<!-- 99 -->\n<g id=\"node100\" class=\"node\">\n<title>99</title>\n<path fill=\"#e78945\" stroke=\"#000000\" d=\"M3261.5,-663C3261.5,-663 3173.5,-663 3173.5,-663 3167.5,-663 3161.5,-657 3161.5,-651 3161.5,-651 3161.5,-592 3161.5,-592 3161.5,-586 3167.5,-580 3173.5,-580 3173.5,-580 3261.5,-580 3261.5,-580 3267.5,-580 3273.5,-586 3273.5,-592 3273.5,-592 3273.5,-651 3273.5,-651 3273.5,-657 3267.5,-663 3261.5,-663\"/>\n<text text-anchor=\"start\" x=\"3180\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"3179.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.108</text>\n<text text-anchor=\"start\" x=\"3169.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 105</text>\n<text text-anchor=\"start\" x=\"3172\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [99, 6]</text>\n<text text-anchor=\"start\" x=\"3175\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 61&#45;&gt;99 -->\n<g id=\"edge99\" class=\"edge\">\n<title>61&#45;&gt;99</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2339.5396,-732.6461C2508.7693,-711.2223 2977.3259,-651.905 3151.3253,-629.8774\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3151.8871,-633.3343 3161.3684,-628.606 3151.0079,-626.3898 3151.8871,-633.3343\"/>\n</g>\n<!-- 63 -->\n<g id=\"node64\" class=\"node\">\n<title>63</title>\n<path fill=\"#e89051\" stroke=\"#000000\" d=\"M2115.5,-544C2115.5,-544 2015.5,-544 2015.5,-544 2009.5,-544 2003.5,-538 2003.5,-532 2003.5,-532 2003.5,-473 2003.5,-473 2003.5,-467 2009.5,-461 2015.5,-461 2015.5,-461 2115.5,-461 2115.5,-461 2121.5,-461 2127.5,-467 2127.5,-473 2127.5,-473 2127.5,-532 2127.5,-532 2127.5,-538 2121.5,-544 2115.5,-544\"/>\n<text text-anchor=\"start\" x=\"2026\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"2027.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.195</text>\n<text text-anchor=\"start\" x=\"2017.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 192</text>\n<text text-anchor=\"start\" x=\"2011.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [171, 21]</text>\n<text text-anchor=\"start\" x=\"2023\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 62&#45;&gt;63 -->\n<g id=\"edge63\" class=\"edge\">\n<title>62&#45;&gt;63</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2215.3255,-586.6001C2190.6255,-572.7355 2162.0722,-556.708 2136.5595,-542.3872\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2138.1068,-539.242 2127.6734,-537.3992 2134.6804,-545.3461 2138.1068,-539.242\"/>\n</g>\n<!-- 84 -->\n<g id=\"node85\" class=\"node\">\n<title>84</title>\n<path fill=\"#f5cfb3\" stroke=\"#000000\" d=\"M2642,-544C2642,-544 2559,-544 2559,-544 2553,-544 2547,-538 2547,-532 2547,-532 2547,-473 2547,-473 2547,-467 2553,-461 2559,-461 2559,-461 2642,-461 2642,-461 2648,-461 2654,-467 2654,-473 2654,-473 2654,-532 2654,-532 2654,-538 2648,-544 2642,-544\"/>\n<text text-anchor=\"start\" x=\"2563\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"2562.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.472</text>\n<text text-anchor=\"start\" x=\"2556.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 21</text>\n<text text-anchor=\"start\" x=\"2555\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [13, 8]</text>\n<text text-anchor=\"start\" x=\"2558\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 62&#45;&gt;84 -->\n<g id=\"edge84\" class=\"edge\">\n<title>62&#45;&gt;84</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2339.7776,-598.5556C2396.6184,-577.6143 2480.2321,-546.8092 2537.346,-525.7673\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2538.8085,-528.9585 2546.9819,-522.2172 2536.3885,-522.3901 2538.8085,-528.9585\"/>\n</g>\n<!-- 64 -->\n<g id=\"node65\" class=\"node\">\n<title>64</title>\n<path fill=\"#e6843e\" stroke=\"#000000\" d=\"M1971,-425C1971,-425 1888,-425 1888,-425 1882,-425 1876,-419 1876,-413 1876,-413 1876,-354 1876,-354 1876,-348 1882,-342 1888,-342 1888,-342 1971,-342 1971,-342 1977,-342 1983,-348 1983,-354 1983,-354 1983,-413 1983,-413 1983,-419 1977,-425 1971,-425\"/>\n<text text-anchor=\"start\" x=\"1894.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 20.0</text>\n<text text-anchor=\"start\" x=\"1891.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.045</text>\n<text text-anchor=\"start\" x=\"1885.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 43</text>\n<text text-anchor=\"start\" x=\"1884\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [42, 1]</text>\n<text text-anchor=\"start\" x=\"1887\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 63&#45;&gt;64 -->\n<g id=\"edge64\" class=\"edge\">\n<title>63&#45;&gt;64</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2017.9338,-460.8796C2007.3321,-451.6031 1995.9998,-441.6874 1985.1067,-432.1559\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1987.0998,-429.2491 1977.2692,-425.2981 1982.4902,-434.5172 1987.0998,-429.2491\"/>\n</g>\n<!-- 71 -->\n<g id=\"node72\" class=\"node\">\n<title>71</title>\n<path fill=\"#e99558\" stroke=\"#000000\" d=\"M2115.5,-425C2115.5,-425 2015.5,-425 2015.5,-425 2009.5,-425 2003.5,-419 2003.5,-413 2003.5,-413 2003.5,-354 2003.5,-354 2003.5,-348 2009.5,-342 2015.5,-342 2015.5,-342 2115.5,-342 2115.5,-342 2121.5,-342 2127.5,-348 2127.5,-354 2127.5,-354 2127.5,-413 2127.5,-413 2127.5,-419 2121.5,-425 2115.5,-425\"/>\n<text text-anchor=\"start\" x=\"2026\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 24.75</text>\n<text text-anchor=\"start\" x=\"2027.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.232</text>\n<text text-anchor=\"start\" x=\"2017.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 149</text>\n<text text-anchor=\"start\" x=\"2011.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [129, 20]</text>\n<text text-anchor=\"start\" x=\"2023\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 63&#45;&gt;71 -->\n<g id=\"edge71\" class=\"edge\">\n<title>63&#45;&gt;71</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2065.5,-460.8796C2065.5,-452.6838 2065.5,-443.9891 2065.5,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2069.0001,-435.298 2065.5,-425.2981 2062.0001,-435.2981 2069.0001,-435.298\"/>\n</g>\n<!-- 65 -->\n<g id=\"node66\" class=\"node\">\n<title>65</title>\n<path fill=\"#e88f4f\" stroke=\"#000000\" d=\"M1845.5,-306C1845.5,-306 1765.5,-306 1765.5,-306 1759.5,-306 1753.5,-300 1753.5,-294 1753.5,-294 1753.5,-235 1753.5,-235 1753.5,-229 1759.5,-223 1765.5,-223 1765.5,-223 1845.5,-223 1845.5,-223 1851.5,-223 1857.5,-229 1857.5,-235 1857.5,-235 1857.5,-294 1857.5,-294 1857.5,-300 1851.5,-306 1845.5,-306\"/>\n<text text-anchor=\"start\" x=\"1770.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 18.5</text>\n<text text-anchor=\"start\" x=\"1772\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.18</text>\n<text text-anchor=\"start\" x=\"1761.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"start\" x=\"1764\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 1]</text>\n<text text-anchor=\"start\" x=\"1763\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 64&#45;&gt;65 -->\n<g id=\"edge65\" class=\"edge\">\n<title>64&#45;&gt;65</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1886.1308,-341.8796C1876.5584,-332.6931 1866.3328,-322.8798 1856.4897,-313.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1858.6928,-310.6969 1849.0543,-306.2981 1853.8459,-315.7475 1858.6928,-310.6969\"/>\n</g>\n<!-- 70 -->\n<g id=\"node71\" class=\"node\">\n<title>70</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1971,-298.5C1971,-298.5 1888,-298.5 1888,-298.5 1882,-298.5 1876,-292.5 1876,-286.5 1876,-286.5 1876,-242.5 1876,-242.5 1876,-236.5 1882,-230.5 1888,-230.5 1888,-230.5 1971,-230.5 1971,-230.5 1977,-230.5 1983,-236.5 1983,-242.5 1983,-242.5 1983,-286.5 1983,-286.5 1983,-292.5 1977,-298.5 1971,-298.5\"/>\n<text text-anchor=\"start\" x=\"1900\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1885.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 33</text>\n<text text-anchor=\"start\" x=\"1884\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [33, 0]</text>\n<text text-anchor=\"start\" x=\"1887\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 64&#45;&gt;70 -->\n<g id=\"edge70\" class=\"edge\">\n<title>64&#45;&gt;70</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1929.5,-341.8796C1929.5,-331.2134 1929.5,-319.7021 1929.5,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1933.0001,-308.8149 1929.5,-298.8149 1926.0001,-308.815 1933.0001,-308.8149\"/>\n</g>\n<!-- 66 -->\n<g id=\"node67\" class=\"node\">\n<title>66</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1728,-179.5C1728,-179.5 1651,-179.5 1651,-179.5 1645,-179.5 1639,-173.5 1639,-167.5 1639,-167.5 1639,-123.5 1639,-123.5 1639,-117.5 1645,-111.5 1651,-111.5 1651,-111.5 1728,-111.5 1728,-111.5 1734,-111.5 1740,-117.5 1740,-123.5 1740,-123.5 1740,-167.5 1740,-167.5 1740,-173.5 1734,-179.5 1728,-179.5\"/>\n<text text-anchor=\"start\" x=\"1660\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1650\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"start\" x=\"1648\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 0]</text>\n<text text-anchor=\"start\" x=\"1647\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 65&#45;&gt;66 -->\n<g id=\"edge66\" class=\"edge\">\n<title>65&#45;&gt;66</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1764.9288,-222.8796C1753.674,-211.3337 1741.4539,-198.7976 1730.1922,-187.2446\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1732.4364,-184.5326 1722.9499,-179.8149 1727.4238,-189.4188 1732.4364,-184.5326\"/>\n</g>\n<!-- 67 -->\n<g id=\"node68\" class=\"node\">\n<title>67</title>\n<path fill=\"#eeab7b\" stroke=\"#000000\" d=\"M1847,-187C1847,-187 1770,-187 1770,-187 1764,-187 1758,-181 1758,-175 1758,-175 1758,-116 1758,-116 1758,-110 1764,-104 1770,-104 1770,-104 1847,-104 1847,-104 1853,-104 1859,-110 1859,-116 1859,-116 1859,-175 1859,-175 1859,-181 1853,-187 1847,-187\"/>\n<text text-anchor=\"start\" x=\"1771\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"1770.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"1769\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"1767\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 1]</text>\n<text text-anchor=\"start\" x=\"1766\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 65&#45;&gt;67 -->\n<g id=\"edge67\" class=\"edge\">\n<title>65&#45;&gt;67</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1806.5493,-222.8796C1806.7559,-214.6838 1806.9751,-205.9891 1807.189,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1810.693,-197.3831 1807.4463,-187.2981 1803.6953,-197.2067 1810.693,-197.3831\"/>\n</g>\n<!-- 68 -->\n<g id=\"node69\" class=\"node\">\n<title>68</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M1671,-68C1671,-68 1594,-68 1594,-68 1588,-68 1582,-62 1582,-56 1582,-56 1582,-12 1582,-12 1582,-6 1588,0 1594,0 1594,0 1671,0 1671,0 1677,0 1683,-6 1683,-12 1683,-12 1683,-56 1683,-56 1683,-62 1677,-68 1671,-68\"/>\n<text text-anchor=\"start\" x=\"1594.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"1593\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"1591\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"1590\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 67&#45;&gt;68 -->\n<g id=\"edge68\" class=\"edge\">\n<title>67&#45;&gt;68</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1757.9107,-110.1817C1754.7398,-108.0697 1751.5843,-105.9945 1748.5,-104 1730.3379,-92.2551 1710.2569,-79.9162 1691.9789,-68.9254\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1693.5443,-65.7832 1683.1672,-63.6467 1689.947,-71.7882 1693.5443,-65.7832\"/>\n</g>\n<!-- 69 -->\n<g id=\"node70\" class=\"node\">\n<title>69</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M1790,-68C1790,-68 1713,-68 1713,-68 1707,-68 1701,-62 1701,-56 1701,-56 1701,-12 1701,-12 1701,-6 1707,0 1713,0 1713,0 1790,0 1790,0 1796,0 1802,-6 1802,-12 1802,-12 1802,-56 1802,-56 1802,-62 1796,-68 1790,-68\"/>\n<text text-anchor=\"start\" x=\"1722\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"1712\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"1710\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"1709\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 67&#45;&gt;69 -->\n<g id=\"edge69\" class=\"edge\">\n<title>67&#45;&gt;69</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1787.2753,-103.9815C1782.8119,-95.2504 1778.0933,-86.0202 1773.5987,-77.2281\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1776.6842,-75.5745 1769.016,-68.2637 1770.4514,-78.7608 1776.6842,-75.5745\"/>\n</g>\n<!-- 72 -->\n<g id=\"node73\" class=\"node\">\n<title>72</title>\n<path fill=\"#e88e4e\" stroke=\"#000000\" d=\"M2096,-306C2096,-306 2013,-306 2013,-306 2007,-306 2001,-300 2001,-294 2001,-294 2001,-235 2001,-235 2001,-229 2007,-223 2013,-223 2013,-223 2096,-223 2096,-223 2102,-223 2108,-229 2108,-235 2108,-235 2108,-294 2108,-294 2108,-300 2102,-306 2096,-306\"/>\n<text text-anchor=\"start\" x=\"2017\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"2016.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.175</text>\n<text text-anchor=\"start\" x=\"2010.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 93</text>\n<text text-anchor=\"start\" x=\"2009\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [84, 9]</text>\n<text text-anchor=\"start\" x=\"2012\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 71&#45;&gt;72 -->\n<g id=\"edge72\" class=\"edge\">\n<title>71&#45;&gt;72</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2061.6527,-341.8796C2060.8951,-333.6838 2060.0914,-324.9891 2059.3068,-316.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2062.7694,-315.9334 2058.3637,-306.2981 2055.7991,-316.5778 2062.7694,-315.9334\"/>\n</g>\n<!-- 77 -->\n<g id=\"node78\" class=\"node\">\n<title>77</title>\n<path fill=\"#eba069\" stroke=\"#000000\" d=\"M2230.5,-306C2230.5,-306 2138.5,-306 2138.5,-306 2132.5,-306 2126.5,-300 2126.5,-294 2126.5,-294 2126.5,-235 2126.5,-235 2126.5,-229 2132.5,-223 2138.5,-223 2138.5,-223 2230.5,-223 2230.5,-223 2236.5,-223 2242.5,-229 2242.5,-235 2242.5,-235 2242.5,-294 2242.5,-294 2242.5,-300 2236.5,-306 2230.5,-306\"/>\n<text text-anchor=\"start\" x=\"2149.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 27.5</text>\n<text text-anchor=\"start\" x=\"2146.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.316</text>\n<text text-anchor=\"start\" x=\"2140.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 56</text>\n<text text-anchor=\"start\" x=\"2134.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [45, 11]</text>\n<text text-anchor=\"start\" x=\"2142\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 71&#45;&gt;77 -->\n<g id=\"edge77\" class=\"edge\">\n<title>71&#45;&gt;77</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2107.1204,-341.8796C2116.3069,-332.6931 2126.1202,-322.8798 2135.5664,-313.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2138.1057,-315.8441 2142.7019,-306.2981 2133.1559,-310.8943 2138.1057,-315.8441\"/>\n</g>\n<!-- 73 -->\n<g id=\"node74\" class=\"node\">\n<title>73</title>\n<path fill=\"#e88f50\" stroke=\"#000000\" d=\"M1974,-187C1974,-187 1891,-187 1891,-187 1885,-187 1879,-181 1879,-175 1879,-175 1879,-116 1879,-116 1879,-110 1885,-104 1891,-104 1891,-104 1974,-104 1974,-104 1980,-104 1986,-110 1986,-116 1986,-116 1986,-175 1986,-175 1986,-181 1980,-187 1974,-187\"/>\n<text text-anchor=\"start\" x=\"1893\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 20.25</text>\n<text text-anchor=\"start\" x=\"1894.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.184</text>\n<text text-anchor=\"start\" x=\"1888.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 88</text>\n<text text-anchor=\"start\" x=\"1887\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [79, 9]</text>\n<text text-anchor=\"start\" x=\"1890\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 72&#45;&gt;73 -->\n<g id=\"edge73\" class=\"edge\">\n<title>72&#45;&gt;73</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2011.8303,-222.8796C2002.4123,-213.6931 1992.3516,-203.8798 1982.6672,-194.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1984.9543,-191.7751 1975.3518,-187.2981 1980.0665,-196.7861 1984.9543,-191.7751\"/>\n</g>\n<!-- 76 -->\n<g id=\"node77\" class=\"node\">\n<title>76</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2093,-179.5C2093,-179.5 2016,-179.5 2016,-179.5 2010,-179.5 2004,-173.5 2004,-167.5 2004,-167.5 2004,-123.5 2004,-123.5 2004,-117.5 2010,-111.5 2016,-111.5 2016,-111.5 2093,-111.5 2093,-111.5 2099,-111.5 2105,-117.5 2105,-123.5 2105,-123.5 2105,-167.5 2105,-167.5 2105,-173.5 2099,-179.5 2093,-179.5\"/>\n<text text-anchor=\"start\" x=\"2025\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"2015\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"2013\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 0]</text>\n<text text-anchor=\"start\" x=\"2012\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 72&#45;&gt;76 -->\n<g id=\"edge76\" class=\"edge\">\n<title>72&#45;&gt;76</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2054.5,-222.8796C2054.5,-212.2134 2054.5,-200.7021 2054.5,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2058.0001,-189.8149 2054.5,-179.8149 2051.0001,-189.815 2058.0001,-189.8149\"/>\n</g>\n<!-- 74 -->\n<g id=\"node75\" class=\"node\">\n<title>74</title>\n<path fill=\"#e99356\" stroke=\"#000000\" d=\"M1915,-68C1915,-68 1832,-68 1832,-68 1826,-68 1820,-62 1820,-56 1820,-56 1820,-12 1820,-12 1820,-6 1826,0 1832,0 1832,0 1915,0 1915,0 1921,0 1927,-6 1927,-12 1927,-12 1927,-56 1927,-56 1927,-62 1921,-68 1915,-68\"/>\n<text text-anchor=\"start\" x=\"1835.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.223</text>\n<text text-anchor=\"start\" x=\"1829.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 47</text>\n<text text-anchor=\"start\" x=\"1828\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [41, 6]</text>\n<text text-anchor=\"start\" x=\"1831\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 73&#45;&gt;74 -->\n<g id=\"edge74\" class=\"edge\">\n<title>73&#45;&gt;74</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1910.5306,-103.9815C1905.9105,-95.2504 1901.0264,-86.0202 1896.374,-77.2281\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1899.4013,-75.4655 1891.6306,-68.2637 1893.2141,-78.7395 1899.4013,-75.4655\"/>\n</g>\n<!-- 75 -->\n<g id=\"node76\" class=\"node\">\n<title>75</title>\n<path fill=\"#e78b49\" stroke=\"#000000\" d=\"M2040,-68C2040,-68 1957,-68 1957,-68 1951,-68 1945,-62 1945,-56 1945,-56 1945,-12 1945,-12 1945,-6 1951,0 1957,0 1957,0 2040,0 2040,0 2046,0 2052,-6 2052,-12 2052,-12 2052,-56 2052,-56 2052,-62 2046,-68 2040,-68\"/>\n<text text-anchor=\"start\" x=\"1960.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.136</text>\n<text text-anchor=\"start\" x=\"1954.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 41</text>\n<text text-anchor=\"start\" x=\"1953\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [38, 3]</text>\n<text text-anchor=\"start\" x=\"1956\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 73&#45;&gt;75 -->\n<g id=\"edge75\" class=\"edge\">\n<title>73&#45;&gt;75</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1957.076,-103.9815C1962.2986,-95.1585 1967.8229,-85.8258 1973.0763,-76.9506\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1976.1364,-78.652 1978.2184,-68.2637 1970.1126,-75.0863 1976.1364,-78.652\"/>\n</g>\n<!-- 78 -->\n<g id=\"node79\" class=\"node\">\n<title>78</title>\n<path fill=\"#eead7e\" stroke=\"#000000\" d=\"M2218,-187C2218,-187 2135,-187 2135,-187 2129,-187 2123,-181 2123,-175 2123,-175 2123,-116 2123,-116 2123,-110 2129,-104 2135,-104 2135,-104 2218,-104 2218,-104 2224,-104 2230,-110 2230,-116 2230,-116 2230,-175 2230,-175 2230,-181 2224,-187 2218,-187\"/>\n<text text-anchor=\"start\" x=\"2141.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 26.5</text>\n<text text-anchor=\"start\" x=\"2138.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.384</text>\n<text text-anchor=\"start\" x=\"2132.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 27</text>\n<text text-anchor=\"start\" x=\"2131\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [20, 7]</text>\n<text text-anchor=\"start\" x=\"2134\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 77&#45;&gt;78 -->\n<g id=\"edge78\" class=\"edge\">\n<title>77&#45;&gt;78</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2181.702,-222.8796C2181.151,-214.6838 2180.5665,-205.9891 2179.9959,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2183.4729,-197.0408 2179.31,-187.2981 2176.4887,-197.5103 2183.4729,-197.0408\"/>\n</g>\n<!-- 81 -->\n<g id=\"node82\" class=\"node\">\n<title>81</title>\n<path fill=\"#e99559\" stroke=\"#000000\" d=\"M2343,-187C2343,-187 2260,-187 2260,-187 2254,-187 2248,-181 2248,-175 2248,-175 2248,-116 2248,-116 2248,-110 2254,-104 2260,-104 2260,-104 2343,-104 2343,-104 2349,-104 2355,-110 2355,-116 2355,-116 2355,-175 2355,-175 2355,-181 2349,-187 2343,-187\"/>\n<text text-anchor=\"start\" x=\"2262\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 28.75</text>\n<text text-anchor=\"start\" x=\"2263.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.238</text>\n<text text-anchor=\"start\" x=\"2257.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 29</text>\n<text text-anchor=\"start\" x=\"2256\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [25, 4]</text>\n<text text-anchor=\"start\" x=\"2259\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 77&#45;&gt;81 -->\n<g id=\"edge81\" class=\"edge\">\n<title>77&#45;&gt;81</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2225.4209,-222.8796C2234.453,-213.6931 2244.1013,-203.8798 2253.3888,-194.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2255.8893,-196.8827 2260.4044,-187.2981 2250.8977,-191.975 2255.8893,-196.8827\"/>\n</g>\n<!-- 79 -->\n<g id=\"node80\" class=\"node\">\n<title>79</title>\n<path fill=\"#eb9d65\" stroke=\"#000000\" d=\"M2165,-68C2165,-68 2082,-68 2082,-68 2076,-68 2070,-62 2070,-56 2070,-56 2070,-12 2070,-12 2070,-6 2076,0 2082,0 2082,0 2165,0 2165,0 2171,0 2177,-6 2177,-12 2177,-12 2177,-56 2177,-56 2177,-62 2171,-68 2165,-68\"/>\n<text text-anchor=\"start\" x=\"2085.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.298</text>\n<text text-anchor=\"start\" x=\"2079.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22</text>\n<text text-anchor=\"start\" x=\"2078\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [18, 4]</text>\n<text text-anchor=\"start\" x=\"2081\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 78&#45;&gt;79 -->\n<g id=\"edge79\" class=\"edge\">\n<title>78&#45;&gt;79</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2156.7648,-103.9815C2152.6582,-95.3423 2148.3194,-86.2144 2144.1799,-77.5059\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2147.2409,-75.7927 2139.7868,-68.2637 2140.9188,-78.7979 2147.2409,-75.7927\"/>\n</g>\n<!-- 80 -->\n<g id=\"node81\" class=\"node\">\n<title>80</title>\n<path fill=\"#bddef6\" stroke=\"#000000\" d=\"M2306,-68C2306,-68 2207,-68 2207,-68 2201,-68 2195,-62 2195,-56 2195,-56 2195,-12 2195,-12 2195,-6 2201,0 2207,0 2207,0 2306,0 2306,0 2312,0 2318,-6 2318,-12 2318,-12 2318,-56 2318,-56 2318,-62 2312,-68 2306,-68\"/>\n<text text-anchor=\"start\" x=\"2223\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n<text text-anchor=\"start\" x=\"2217\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"2215\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 3]</text>\n<text text-anchor=\"start\" x=\"2203\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 78&#45;&gt;80 -->\n<g id=\"edge80\" class=\"edge\">\n<title>78&#45;&gt;80</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2206.289,-103.9815C2212.7514,-94.9747 2219.5948,-85.4367 2226.081,-76.3965\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2228.9303,-78.4291 2231.9162,-68.2637 2223.2428,-74.3483 2228.9303,-78.4291\"/>\n</g>\n<!-- 82 -->\n<g id=\"node83\" class=\"node\">\n<title>82</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2431,-68C2431,-68 2348,-68 2348,-68 2342,-68 2336,-62 2336,-56 2336,-56 2336,-12 2336,-12 2336,-6 2342,0 2348,0 2348,0 2431,0 2431,0 2437,0 2443,-6 2443,-12 2443,-12 2443,-56 2443,-56 2443,-62 2437,-68 2431,-68\"/>\n<text text-anchor=\"start\" x=\"2360\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"2345.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"2344\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [12, 0]</text>\n<text text-anchor=\"start\" x=\"2347\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 81&#45;&gt;82 -->\n<g id=\"edge82\" class=\"edge\">\n<title>81&#45;&gt;82</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2334.268,-103.9815C2341.449,-94.8828 2349.0579,-85.242 2356.2574,-76.1199\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2359.0099,-78.2818 2362.4578,-68.2637 2353.5151,-73.9451 2359.0099,-78.2818\"/>\n</g>\n<!-- 83 -->\n<g id=\"node84\" class=\"node\">\n<title>83</title>\n<path fill=\"#eda876\" stroke=\"#000000\" d=\"M2556,-68C2556,-68 2473,-68 2473,-68 2467,-68 2461,-62 2461,-56 2461,-56 2461,-12 2461,-12 2461,-6 2467,0 2473,0 2473,0 2556,0 2556,0 2562,0 2568,-6 2568,-12 2568,-12 2568,-56 2568,-56 2568,-62 2562,-68 2556,-68\"/>\n<text text-anchor=\"start\" x=\"2481\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.36</text>\n<text text-anchor=\"start\" x=\"2470.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 17</text>\n<text text-anchor=\"start\" x=\"2469\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [13, 4]</text>\n<text text-anchor=\"start\" x=\"2472\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 81&#45;&gt;83 -->\n<g id=\"edge83\" class=\"edge\">\n<title>81&#45;&gt;83</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2355.2061,-108.6243C2357.9812,-107.0119 2360.7558,-105.4605 2363.5,-104 2400.8031,-84.1466 2413.2965,-86.0603 2451.5,-68 2451.5948,-67.9552 2451.6897,-67.9103 2451.7846,-67.8653\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2453.2814,-71.0295 2460.7374,-63.5023 2450.2147,-64.7369 2453.2814,-71.0295\"/>\n</g>\n<!-- 85 -->\n<g id=\"node86\" class=\"node\">\n<title>85</title>\n<path fill=\"#f9e3d3\" stroke=\"#000000\" d=\"M2640.5,-425C2640.5,-425 2560.5,-425 2560.5,-425 2554.5,-425 2548.5,-419 2548.5,-413 2548.5,-413 2548.5,-354 2548.5,-354 2548.5,-348 2554.5,-342 2560.5,-342 2560.5,-342 2640.5,-342 2640.5,-342 2646.5,-342 2652.5,-348 2652.5,-354 2652.5,-354 2652.5,-413 2652.5,-413 2652.5,-419 2646.5,-425 2640.5,-425\"/>\n<text text-anchor=\"start\" x=\"2561\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"2562.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.492</text>\n<text text-anchor=\"start\" x=\"2556.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 16</text>\n<text text-anchor=\"start\" x=\"2559\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 7]</text>\n<text text-anchor=\"start\" x=\"2558\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 84&#45;&gt;85 -->\n<g id=\"edge85\" class=\"edge\">\n<title>84&#45;&gt;85</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2600.5,-460.8796C2600.5,-452.6838 2600.5,-443.9891 2600.5,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2604.0001,-435.298 2600.5,-425.2981 2597.0001,-435.2981 2604.0001,-435.298\"/>\n</g>\n<!-- 92 -->\n<g id=\"node93\" class=\"node\">\n<title>92</title>\n<path fill=\"#eca06a\" stroke=\"#000000\" d=\"M2822,-425C2822,-425 2745,-425 2745,-425 2739,-425 2733,-419 2733,-413 2733,-413 2733,-354 2733,-354 2733,-348 2739,-342 2745,-342 2745,-342 2822,-342 2822,-342 2828,-342 2834,-348 2834,-354 2834,-354 2834,-413 2834,-413 2834,-419 2828,-425 2822,-425\"/>\n<text text-anchor=\"start\" x=\"2748.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 31.5</text>\n<text text-anchor=\"start\" x=\"2750\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n<text text-anchor=\"start\" x=\"2744\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"2742\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 1]</text>\n<text text-anchor=\"start\" x=\"2741\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 84&#45;&gt;92 -->\n<g id=\"edge92\" class=\"edge\">\n<title>84&#45;&gt;92</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2654.4163,-467.4397C2676.3858,-453.1535 2701.8541,-436.5922 2724.3342,-421.9739\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2726.3147,-424.861 2732.7901,-416.4753 2722.4986,-418.9926 2726.3147,-424.861\"/>\n</g>\n<!-- 86 -->\n<g id=\"node87\" class=\"node\">\n<title>86</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M2579,-306C2579,-306 2502,-306 2502,-306 2496,-306 2490,-300 2490,-294 2490,-294 2490,-235 2490,-235 2490,-229 2496,-223 2502,-223 2502,-223 2579,-223 2579,-223 2585,-223 2591,-229 2591,-235 2591,-235 2591,-294 2591,-294 2591,-300 2585,-306 2579,-306\"/>\n<text text-anchor=\"start\" x=\"2505.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 31.5</text>\n<text text-anchor=\"start\" x=\"2502.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"2501\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"2499\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"2498\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 85&#45;&gt;86 -->\n<g id=\"edge86\" class=\"edge\">\n<title>85&#45;&gt;86</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2579.5149,-341.8796C2575.201,-333.3236 2570.6128,-324.2238 2566.1554,-315.3833\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2569.2021,-313.6515 2561.5747,-306.2981 2562.9516,-316.8031 2569.2021,-313.6515\"/>\n</g>\n<!-- 89 -->\n<g id=\"node90\" class=\"node\">\n<title>89</title>\n<path fill=\"#fbede3\" stroke=\"#000000\" d=\"M2701.5,-306C2701.5,-306 2621.5,-306 2621.5,-306 2615.5,-306 2609.5,-300 2609.5,-294 2609.5,-294 2609.5,-235 2609.5,-235 2609.5,-229 2615.5,-223 2621.5,-223 2621.5,-223 2701.5,-223 2701.5,-223 2707.5,-223 2713.5,-229 2713.5,-235 2713.5,-235 2713.5,-294 2713.5,-294 2713.5,-300 2707.5,-306 2701.5,-306\"/>\n<text text-anchor=\"start\" x=\"2626.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 31.5</text>\n<text text-anchor=\"start\" x=\"2623.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.497</text>\n<text text-anchor=\"start\" x=\"2617.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 13</text>\n<text text-anchor=\"start\" x=\"2620\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [7, 6]</text>\n<text text-anchor=\"start\" x=\"2619\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 85&#45;&gt;89 -->\n<g id=\"edge89\" class=\"edge\">\n<title>85&#45;&gt;89</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2621.8348,-341.8796C2626.2207,-333.3236 2630.8853,-324.2238 2635.417,-315.3833\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2638.627,-316.7936 2640.0741,-306.2981 2632.3978,-313.6004 2638.627,-316.7936\"/>\n</g>\n<!-- 87 -->\n<g id=\"node88\" class=\"node\">\n<title>87</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M2462,-179.5C2462,-179.5 2385,-179.5 2385,-179.5 2379,-179.5 2373,-173.5 2373,-167.5 2373,-167.5 2373,-123.5 2373,-123.5 2373,-117.5 2379,-111.5 2385,-111.5 2385,-111.5 2462,-111.5 2462,-111.5 2468,-111.5 2474,-117.5 2474,-123.5 2474,-123.5 2474,-167.5 2474,-167.5 2474,-173.5 2468,-179.5 2462,-179.5\"/>\n<text text-anchor=\"start\" x=\"2394\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"2384\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"2382\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"2381\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 86&#45;&gt;87 -->\n<g id=\"edge87\" class=\"edge\">\n<title>86&#45;&gt;87</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2499.5791,-222.8796C2488.2272,-211.3337 2475.9018,-198.7976 2464.543,-187.2446\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2466.7449,-184.4919 2457.2382,-179.8149 2461.7534,-189.3995 2466.7449,-184.4919\"/>\n</g>\n<!-- 88 -->\n<g id=\"node89\" class=\"node\">\n<title>88</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2581,-179.5C2581,-179.5 2504,-179.5 2504,-179.5 2498,-179.5 2492,-173.5 2492,-167.5 2492,-167.5 2492,-123.5 2492,-123.5 2492,-117.5 2498,-111.5 2504,-111.5 2504,-111.5 2581,-111.5 2581,-111.5 2587,-111.5 2593,-117.5 2593,-123.5 2593,-123.5 2593,-167.5 2593,-167.5 2593,-173.5 2587,-179.5 2581,-179.5\"/>\n<text text-anchor=\"start\" x=\"2513\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"2503\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"2501\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"2500\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 86&#45;&gt;88 -->\n<g id=\"edge88\" class=\"edge\">\n<title>86&#45;&gt;88</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2541.1995,-222.8796C2541.3788,-212.2134 2541.5722,-200.7021 2541.7538,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2545.2546,-189.8724 2541.9233,-179.8149 2538.2556,-189.7547 2545.2546,-189.8724\"/>\n</g>\n<!-- 90 -->\n<g id=\"node91\" class=\"node\">\n<title>90</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M2700,-179.5C2700,-179.5 2623,-179.5 2623,-179.5 2617,-179.5 2611,-173.5 2611,-167.5 2611,-167.5 2611,-123.5 2611,-123.5 2611,-117.5 2617,-111.5 2623,-111.5 2623,-111.5 2700,-111.5 2700,-111.5 2706,-111.5 2712,-117.5 2712,-123.5 2712,-123.5 2712,-167.5 2712,-167.5 2712,-173.5 2706,-179.5 2700,-179.5\"/>\n<text text-anchor=\"start\" x=\"2623.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"2622\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"2620\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"2619\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 89&#45;&gt;90 -->\n<g id=\"edge90\" class=\"edge\">\n<title>89&#45;&gt;90</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2661.5,-222.8796C2661.5,-212.2134 2661.5,-200.7021 2661.5,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2665.0001,-189.8149 2661.5,-179.8149 2658.0001,-189.815 2665.0001,-189.8149\"/>\n</g>\n<!-- 91 -->\n<g id=\"node92\" class=\"node\">\n<title>91</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M2822.5,-179.5C2822.5,-179.5 2742.5,-179.5 2742.5,-179.5 2736.5,-179.5 2730.5,-173.5 2730.5,-167.5 2730.5,-167.5 2730.5,-123.5 2730.5,-123.5 2730.5,-117.5 2736.5,-111.5 2742.5,-111.5 2742.5,-111.5 2822.5,-111.5 2822.5,-111.5 2828.5,-111.5 2834.5,-117.5 2834.5,-123.5 2834.5,-123.5 2834.5,-167.5 2834.5,-167.5 2834.5,-173.5 2828.5,-179.5 2822.5,-179.5\"/>\n<text text-anchor=\"start\" x=\"2753\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"2738.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"start\" x=\"2741\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 5]</text>\n<text text-anchor=\"start\" x=\"2740\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 89&#45;&gt;91 -->\n<g id=\"edge91\" class=\"edge\">\n<title>89&#45;&gt;91</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2703.8199,-222.8796C2715.6717,-211.2237 2728.5495,-198.5587 2740.3891,-186.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2742.9327,-189.3223 2747.6083,-179.8149 2738.0244,-184.3314 2742.9327,-189.3223\"/>\n</g>\n<!-- 93 -->\n<g id=\"node94\" class=\"node\">\n<title>93</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2822,-298.5C2822,-298.5 2745,-298.5 2745,-298.5 2739,-298.5 2733,-292.5 2733,-286.5 2733,-286.5 2733,-242.5 2733,-242.5 2733,-236.5 2739,-230.5 2745,-230.5 2745,-230.5 2822,-230.5 2822,-230.5 2828,-230.5 2834,-236.5 2834,-242.5 2834,-242.5 2834,-286.5 2834,-286.5 2834,-292.5 2828,-298.5 2822,-298.5\"/>\n<text text-anchor=\"start\" x=\"2754\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"2744\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"2742\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0]</text>\n<text text-anchor=\"start\" x=\"2741\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 92&#45;&gt;93 -->\n<g id=\"edge93\" class=\"edge\">\n<title>92&#45;&gt;93</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2783.5,-341.8796C2783.5,-331.2134 2783.5,-319.7021 2783.5,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2787.0001,-308.8149 2783.5,-298.8149 2780.0001,-308.815 2787.0001,-308.8149\"/>\n</g>\n<!-- 94 -->\n<g id=\"node95\" class=\"node\">\n<title>94</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M2942,-306C2942,-306 2865,-306 2865,-306 2859,-306 2853,-300 2853,-294 2853,-294 2853,-235 2853,-235 2853,-229 2859,-223 2865,-223 2865,-223 2942,-223 2942,-223 2948,-223 2954,-229 2954,-235 2954,-235 2954,-294 2954,-294 2954,-300 2948,-306 2942,-306\"/>\n<text text-anchor=\"start\" x=\"2864\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"2865.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"2864\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"2862\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"2861\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 92&#45;&gt;94 -->\n<g id=\"edge94\" class=\"edge\">\n<title>92&#45;&gt;94</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2825.4702,-341.8796C2834.7338,-332.6931 2844.6296,-322.8798 2854.1552,-313.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2856.7146,-315.8247 2861.3507,-306.2981 2851.7856,-310.8543 2856.7146,-315.8247\"/>\n</g>\n<!-- 95 -->\n<g id=\"node96\" class=\"node\">\n<title>95</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M2942,-187C2942,-187 2865,-187 2865,-187 2859,-187 2853,-181 2853,-175 2853,-175 2853,-116 2853,-116 2853,-110 2859,-104 2865,-104 2865,-104 2942,-104 2942,-104 2948,-104 2954,-110 2954,-116 2954,-116 2954,-175 2954,-175 2954,-181 2948,-187 2942,-187\"/>\n<text text-anchor=\"start\" x=\"2866\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"2874\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"2864\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"2862\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"2861\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 94&#45;&gt;95 -->\n<g id=\"edge95\" class=\"edge\">\n<title>94&#45;&gt;95</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2903.5,-222.8796C2903.5,-214.6838 2903.5,-205.9891 2903.5,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2907.0001,-197.298 2903.5,-187.2981 2900.0001,-197.2981 2907.0001,-197.298\"/>\n</g>\n<!-- 98 -->\n<g id=\"node99\" class=\"node\">\n<title>98</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3061,-179.5C3061,-179.5 2984,-179.5 2984,-179.5 2978,-179.5 2972,-173.5 2972,-167.5 2972,-167.5 2972,-123.5 2972,-123.5 2972,-117.5 2978,-111.5 2984,-111.5 2984,-111.5 3061,-111.5 3061,-111.5 3067,-111.5 3073,-117.5 3073,-123.5 3073,-123.5 3073,-167.5 3073,-167.5 3073,-173.5 3067,-179.5 3061,-179.5\"/>\n<text text-anchor=\"start\" x=\"2993\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"2983\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"2981\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"2980\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 94&#45;&gt;98 -->\n<g id=\"edge98\" class=\"edge\">\n<title>94&#45;&gt;98</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2945.1204,-222.8796C2956.7763,-211.2237 2969.4413,-198.5587 2981.0852,-186.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2983.5889,-189.3609 2988.1851,-179.8149 2978.6391,-184.4111 2983.5889,-189.3609\"/>\n</g>\n<!-- 96 -->\n<g id=\"node97\" class=\"node\">\n<title>96</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M2838,-68C2838,-68 2739,-68 2739,-68 2733,-68 2727,-62 2727,-56 2727,-56 2727,-12 2727,-12 2727,-6 2733,0 2739,0 2739,0 2838,0 2838,0 2844,0 2850,-6 2850,-12 2850,-12 2850,-56 2850,-56 2850,-62 2844,-68 2838,-68\"/>\n<text text-anchor=\"start\" x=\"2759\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"2749\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"2747\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"2735\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 95&#45;&gt;96 -->\n<g id=\"edge96\" class=\"edge\">\n<title>95&#45;&gt;96</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2860.6782,-103.9815C2851.0095,-94.607 2840.7473,-84.6572 2831.0882,-75.2921\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2833.4551,-72.7118 2823.8392,-68.2637 2828.5824,-77.7375 2833.4551,-72.7118\"/>\n</g>\n<!-- 97 -->\n<g id=\"node98\" class=\"node\">\n<title>97</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M2957,-68C2957,-68 2880,-68 2880,-68 2874,-68 2868,-62 2868,-56 2868,-56 2868,-12 2868,-12 2868,-6 2874,0 2880,0 2880,0 2957,0 2957,0 2963,0 2969,-6 2969,-12 2969,-12 2969,-56 2969,-56 2969,-62 2963,-68 2957,-68\"/>\n<text text-anchor=\"start\" x=\"2889\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"2879\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"2877\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"2876\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 95&#45;&gt;97 -->\n<g id=\"edge97\" class=\"edge\">\n<title>95&#45;&gt;97</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2909.0854,-103.9815C2910.2106,-95.618 2911.3973,-86.7965 2912.5349,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2916.0259,-78.6411 2913.8905,-68.2637 2909.0884,-77.7077 2916.0259,-78.6411\"/>\n</g>\n<!-- 100 -->\n<g id=\"node101\" class=\"node\">\n<title>100</title>\n<path fill=\"#e78b48\" stroke=\"#000000\" d=\"M3259,-544C3259,-544 3176,-544 3176,-544 3170,-544 3164,-538 3164,-532 3164,-532 3164,-473 3164,-473 3164,-467 3170,-461 3176,-461 3176,-461 3259,-461 3259,-461 3265,-461 3271,-467 3271,-473 3271,-473 3271,-532 3271,-532 3271,-538 3265,-544 3259,-544\"/>\n<text text-anchor=\"start\" x=\"3182.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 38.5</text>\n<text text-anchor=\"start\" x=\"3179.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.131</text>\n<text text-anchor=\"start\" x=\"3173.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 85</text>\n<text text-anchor=\"start\" x=\"3172\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [79, 6]</text>\n<text text-anchor=\"start\" x=\"3175\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 99&#45;&gt;100 -->\n<g id=\"edge100\" class=\"edge\">\n<title>99&#45;&gt;100</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3217.5,-579.8796C3217.5,-571.6838 3217.5,-562.9891 3217.5,-554.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3221.0001,-554.298 3217.5,-544.2981 3214.0001,-554.2981 3221.0001,-554.298\"/>\n</g>\n<!-- 119 -->\n<g id=\"node120\" class=\"node\">\n<title>119</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3384,-536.5C3384,-536.5 3301,-536.5 3301,-536.5 3295,-536.5 3289,-530.5 3289,-524.5 3289,-524.5 3289,-480.5 3289,-480.5 3289,-474.5 3295,-468.5 3301,-468.5 3301,-468.5 3384,-468.5 3384,-468.5 3390,-468.5 3396,-474.5 3396,-480.5 3396,-480.5 3396,-524.5 3396,-524.5 3396,-530.5 3390,-536.5 3384,-536.5\"/>\n<text text-anchor=\"start\" x=\"3313\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3298.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 20</text>\n<text text-anchor=\"start\" x=\"3297\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [20, 0]</text>\n<text text-anchor=\"start\" x=\"3300\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 99&#45;&gt;119 -->\n<g id=\"edge119\" class=\"edge\">\n<title>99&#45;&gt;119</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3261.2189,-579.8796C3273.4625,-568.2237 3286.7661,-555.5587 3298.9971,-543.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3301.6254,-546.245 3306.4549,-536.8149 3296.7988,-541.1751 3301.6254,-546.245\"/>\n</g>\n<!-- 101 -->\n<g id=\"node102\" class=\"node\">\n<title>101</title>\n<path fill=\"#e68540\" stroke=\"#000000\" d=\"M3259,-425C3259,-425 3176,-425 3176,-425 3170,-425 3164,-419 3164,-413 3164,-413 3164,-354 3164,-354 3164,-348 3170,-342 3176,-342 3176,-342 3259,-342 3259,-342 3265,-342 3271,-348 3271,-354 3271,-354 3271,-413 3271,-413 3271,-419 3265,-425 3259,-425\"/>\n<text text-anchor=\"start\" x=\"3178\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"3179.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.062</text>\n<text text-anchor=\"start\" x=\"3173.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 31</text>\n<text text-anchor=\"start\" x=\"3172\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [30, 1]</text>\n<text text-anchor=\"start\" x=\"3175\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 100&#45;&gt;101 -->\n<g id=\"edge101\" class=\"edge\">\n<title>100&#45;&gt;101</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3217.5,-460.8796C3217.5,-452.6838 3217.5,-443.9891 3217.5,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3221.0001,-435.298 3217.5,-425.2981 3214.0001,-435.2981 3221.0001,-435.298\"/>\n</g>\n<!-- 108 -->\n<g id=\"node109\" class=\"node\">\n<title>108</title>\n<path fill=\"#e88e4d\" stroke=\"#000000\" d=\"M3501,-425C3501,-425 3418,-425 3418,-425 3412,-425 3406,-419 3406,-413 3406,-413 3406,-354 3406,-354 3406,-348 3412,-342 3418,-342 3418,-342 3501,-342 3501,-342 3507,-342 3513,-348 3513,-354 3513,-354 3513,-413 3513,-413 3513,-419 3507,-425 3501,-425\"/>\n<text text-anchor=\"start\" x=\"3420\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 45.25</text>\n<text text-anchor=\"start\" x=\"3421.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.168</text>\n<text text-anchor=\"start\" x=\"3415.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 54</text>\n<text text-anchor=\"start\" x=\"3414\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [49, 5]</text>\n<text text-anchor=\"start\" x=\"3417\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 100&#45;&gt;108 -->\n<g id=\"edge108\" class=\"edge\">\n<title>100&#45;&gt;108</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3271.2392,-465.6859C3274.0056,-464.0572 3276.7693,-462.4855 3279.5,-461 3317.0637,-440.5659 3361.1295,-421.516 3396.2588,-407.4165\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3397.9195,-410.5227 3405.9173,-403.5739 3395.3318,-404.0185 3397.9195,-410.5227\"/>\n</g>\n<!-- 102 -->\n<g id=\"node103\" class=\"node\">\n<title>102</title>\n<path fill=\"#e88f4f\" stroke=\"#000000\" d=\"M3195.5,-306C3195.5,-306 3115.5,-306 3115.5,-306 3109.5,-306 3103.5,-300 3103.5,-294 3103.5,-294 3103.5,-235 3103.5,-235 3103.5,-229 3109.5,-223 3115.5,-223 3115.5,-223 3195.5,-223 3195.5,-223 3201.5,-223 3207.5,-229 3207.5,-235 3207.5,-235 3207.5,-294 3207.5,-294 3207.5,-300 3201.5,-306 3195.5,-306\"/>\n<text text-anchor=\"start\" x=\"3120.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 34.5</text>\n<text text-anchor=\"start\" x=\"3122\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.18</text>\n<text text-anchor=\"start\" x=\"3111.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"start\" x=\"3114\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 1]</text>\n<text text-anchor=\"start\" x=\"3113\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 101&#45;&gt;102 -->\n<g id=\"edge102\" class=\"edge\">\n<title>101&#45;&gt;102</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3195.8154,-341.8796C3191.3577,-333.3236 3186.6166,-324.2238 3182.0106,-315.3833\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3185.0017,-313.5494 3177.2771,-306.2981 3178.7938,-316.7838 3185.0017,-313.5494\"/>\n</g>\n<!-- 107 -->\n<g id=\"node108\" class=\"node\">\n<title>107</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3321,-298.5C3321,-298.5 3238,-298.5 3238,-298.5 3232,-298.5 3226,-292.5 3226,-286.5 3226,-286.5 3226,-242.5 3226,-242.5 3226,-236.5 3232,-230.5 3238,-230.5 3238,-230.5 3321,-230.5 3321,-230.5 3327,-230.5 3333,-236.5 3333,-242.5 3333,-242.5 3333,-286.5 3333,-286.5 3333,-292.5 3327,-298.5 3321,-298.5\"/>\n<text text-anchor=\"start\" x=\"3250\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3235.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 21</text>\n<text text-anchor=\"start\" x=\"3234\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [21, 0]</text>\n<text text-anchor=\"start\" x=\"3237\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 101&#45;&gt;107 -->\n<g id=\"edge107\" class=\"edge\">\n<title>101&#45;&gt;107</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3239.1846,-341.8796C3244.9136,-330.8835 3251.1106,-318.9893 3256.8874,-307.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3260.105,-309.3007 3261.6216,-298.8149 3253.897,-306.0662 3260.105,-309.3007\"/>\n</g>\n<!-- 103 -->\n<g id=\"node104\" class=\"node\">\n<title>103</title>\n<path fill=\"#eeab7b\" stroke=\"#000000\" d=\"M3180,-187C3180,-187 3103,-187 3103,-187 3097,-187 3091,-181 3091,-175 3091,-175 3091,-116 3091,-116 3091,-110 3097,-104 3103,-104 3103,-104 3180,-104 3180,-104 3186,-104 3192,-110 3192,-116 3192,-116 3192,-175 3192,-175 3192,-181 3186,-187 3180,-187\"/>\n<text text-anchor=\"start\" x=\"3106.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 33.5</text>\n<text text-anchor=\"start\" x=\"3103.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"3102\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"3100\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 1]</text>\n<text text-anchor=\"start\" x=\"3099\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 102&#45;&gt;103 -->\n<g id=\"edge103\" class=\"edge\">\n<title>102&#45;&gt;103</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3150.6035,-222.8796C3149.6393,-214.6838 3148.6164,-205.9891 3147.6178,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3151.0619,-196.8206 3146.4174,-187.2981 3144.1099,-197.6386 3151.0619,-196.8206\"/>\n</g>\n<!-- 106 -->\n<g id=\"node107\" class=\"node\">\n<title>106</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3299,-179.5C3299,-179.5 3222,-179.5 3222,-179.5 3216,-179.5 3210,-173.5 3210,-167.5 3210,-167.5 3210,-123.5 3210,-123.5 3210,-117.5 3216,-111.5 3222,-111.5 3222,-111.5 3299,-111.5 3299,-111.5 3305,-111.5 3311,-117.5 3311,-123.5 3311,-123.5 3311,-167.5 3311,-167.5 3311,-173.5 3305,-179.5 3299,-179.5\"/>\n<text text-anchor=\"start\" x=\"3231\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3221\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"start\" x=\"3219\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 0]</text>\n<text text-anchor=\"start\" x=\"3218\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 102&#45;&gt;106 -->\n<g id=\"edge106\" class=\"edge\">\n<title>102&#45;&gt;106</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3192.2239,-222.8796C3202.3144,-211.4436 3213.2621,-199.0363 3223.375,-187.575\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3226.2303,-189.629 3230.2221,-179.8149 3220.9814,-184.9977 3226.2303,-189.629\"/>\n</g>\n<!-- 104 -->\n<g id=\"node105\" class=\"node\">\n<title>104</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3135,-68C3135,-68 3058,-68 3058,-68 3052,-68 3046,-62 3046,-56 3046,-56 3046,-12 3046,-12 3046,-6 3052,0 3058,0 3058,0 3135,0 3135,0 3141,0 3147,-6 3147,-12 3147,-12 3147,-56 3147,-56 3147,-62 3141,-68 3135,-68\"/>\n<text text-anchor=\"start\" x=\"3067\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3057\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"3055\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"3054\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 103&#45;&gt;104 -->\n<g id=\"edge104\" class=\"edge\">\n<title>103&#45;&gt;104</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3124.7437,-103.9815C3121.2941,-95.4342 3117.6514,-86.4086 3114.1706,-77.7839\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3117.3167,-76.227 3110.3284,-68.2637 3110.8254,-78.8469 3117.3167,-76.227\"/>\n</g>\n<!-- 105 -->\n<g id=\"node106\" class=\"node\">\n<title>105</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M3254,-68C3254,-68 3177,-68 3177,-68 3171,-68 3165,-62 3165,-56 3165,-56 3165,-12 3165,-12 3165,-6 3171,0 3177,0 3177,0 3254,0 3254,0 3260,0 3266,-6 3266,-12 3266,-12 3266,-56 3266,-56 3266,-62 3260,-68 3254,-68\"/>\n<text text-anchor=\"start\" x=\"3177.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"3176\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"3174\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"3173\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 103&#45;&gt;105 -->\n<g id=\"edge105\" class=\"edge\">\n<title>103&#45;&gt;105</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3169.0549,-103.9815C3174.9715,-95.0666 3181.2335,-85.6313 3187.1787,-76.6734\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3190.1464,-78.5311 3192.76,-68.2637 3184.314,-74.6602 3190.1464,-78.5311\"/>\n</g>\n<!-- 109 -->\n<g id=\"node110\" class=\"node\">\n<title>109</title>\n<path fill=\"#ea995f\" stroke=\"#000000\" d=\"M3501,-306C3501,-306 3418,-306 3418,-306 3412,-306 3406,-300 3406,-294 3406,-294 3406,-235 3406,-235 3406,-229 3412,-223 3418,-223 3418,-223 3501,-223 3501,-223 3507,-223 3513,-229 3513,-235 3513,-235 3513,-294 3513,-294 3513,-300 3507,-306 3501,-306\"/>\n<text text-anchor=\"start\" x=\"3424.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 44.5</text>\n<text text-anchor=\"start\" x=\"3421.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.269</text>\n<text text-anchor=\"start\" x=\"3415.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 25</text>\n<text text-anchor=\"start\" x=\"3414\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [21, 4]</text>\n<text text-anchor=\"start\" x=\"3417\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 108&#45;&gt;109 -->\n<g id=\"edge109\" class=\"edge\">\n<title>108&#45;&gt;109</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3459.5,-341.8796C3459.5,-333.6838 3459.5,-324.9891 3459.5,-316.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3463.0001,-316.298 3459.5,-306.2981 3456.0001,-316.2981 3463.0001,-316.298\"/>\n</g>\n<!-- 114 -->\n<g id=\"node115\" class=\"node\">\n<title>114</title>\n<path fill=\"#e68640\" stroke=\"#000000\" d=\"M3654,-306C3654,-306 3571,-306 3571,-306 3565,-306 3559,-300 3559,-294 3559,-294 3559,-235 3559,-235 3559,-229 3565,-223 3571,-223 3571,-223 3654,-223 3654,-223 3660,-223 3666,-229 3666,-235 3666,-235 3666,-294 3666,-294 3666,-300 3660,-306 3654,-306\"/>\n<text text-anchor=\"start\" x=\"3577.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 61.5</text>\n<text text-anchor=\"start\" x=\"3574.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.067</text>\n<text text-anchor=\"start\" x=\"3568.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 29</text>\n<text text-anchor=\"start\" x=\"3567\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [28, 1]</text>\n<text text-anchor=\"start\" x=\"3570\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 108&#45;&gt;114 -->\n<g id=\"edge114\" class=\"edge\">\n<title>108&#45;&gt;114</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3513.012,-341.8796C3525.2412,-332.368 3538.3344,-322.1843 3550.8732,-312.432\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3553.2735,-314.9991 3559.0182,-306.0969 3548.9759,-309.4736 3553.2735,-314.9991\"/>\n</g>\n<!-- 110 -->\n<g id=\"node111\" class=\"node\">\n<title>110</title>\n<path fill=\"#e99457\" stroke=\"#000000\" d=\"M3424,-187C3424,-187 3341,-187 3341,-187 3335,-187 3329,-181 3329,-175 3329,-175 3329,-116 3329,-116 3329,-110 3335,-104 3341,-104 3341,-104 3424,-104 3424,-104 3430,-104 3436,-110 3436,-116 3436,-116 3436,-175 3436,-175 3436,-181 3430,-187 3424,-187\"/>\n<text text-anchor=\"start\" x=\"3347.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 43.5</text>\n<text text-anchor=\"start\" x=\"3344.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.227</text>\n<text text-anchor=\"start\" x=\"3338.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 23</text>\n<text text-anchor=\"start\" x=\"3337\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [20, 3]</text>\n<text text-anchor=\"start\" x=\"3340\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 109&#45;&gt;110 -->\n<g id=\"edge110\" class=\"edge\">\n<title>109&#45;&gt;110</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3432.5691,-222.8796C3426.9163,-214.1434 3420.8967,-204.8404 3415.0634,-195.8253\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3417.9169,-193.7924 3409.5458,-187.2981 3412.0399,-197.5952 3417.9169,-193.7924\"/>\n</g>\n<!-- 113 -->\n<g id=\"node114\" class=\"node\">\n<title>113</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M3543,-179.5C3543,-179.5 3466,-179.5 3466,-179.5 3460,-179.5 3454,-173.5 3454,-167.5 3454,-167.5 3454,-123.5 3454,-123.5 3454,-117.5 3460,-111.5 3466,-111.5 3466,-111.5 3543,-111.5 3543,-111.5 3549,-111.5 3555,-117.5 3555,-123.5 3555,-123.5 3555,-167.5 3555,-167.5 3555,-173.5 3549,-179.5 3543,-179.5\"/>\n<text text-anchor=\"start\" x=\"3475\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"3465\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"3463\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"3462\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 109&#45;&gt;113 -->\n<g id=\"edge113\" class=\"edge\">\n<title>109&#45;&gt;113</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3475.2388,-222.8796C3479.3554,-211.9935 3483.8049,-200.227 3487.9618,-189.2344\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3491.2604,-190.4065 3491.5238,-179.8149 3484.7129,-187.9305 3491.2604,-190.4065\"/>\n</g>\n<!-- 111 -->\n<g id=\"node112\" class=\"node\">\n<title>111</title>\n<path fill=\"#e89050\" stroke=\"#000000\" d=\"M3409,-68C3409,-68 3326,-68 3326,-68 3320,-68 3314,-62 3314,-56 3314,-56 3314,-12 3314,-12 3314,-6 3320,0 3326,0 3326,0 3409,0 3409,0 3415,0 3421,-6 3421,-12 3421,-12 3421,-56 3421,-56 3421,-62 3415,-68 3409,-68\"/>\n<text text-anchor=\"start\" x=\"3329.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.188</text>\n<text text-anchor=\"start\" x=\"3323.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 19</text>\n<text text-anchor=\"start\" x=\"3322\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [17, 2]</text>\n<text text-anchor=\"start\" x=\"3325\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 110&#45;&gt;111 -->\n<g id=\"edge111\" class=\"edge\">\n<title>110&#45;&gt;111</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3376.9146,-103.9815C3375.7894,-95.618 3374.6027,-86.7965 3373.4651,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3376.9116,-77.7077 3372.1095,-68.2637 3369.9741,-78.6411 3376.9116,-77.7077\"/>\n</g>\n<!-- 112 -->\n<g id=\"node113\" class=\"node\">\n<title>112</title>\n<path fill=\"#eeab7b\" stroke=\"#000000\" d=\"M3528,-68C3528,-68 3451,-68 3451,-68 3445,-68 3439,-62 3439,-56 3439,-56 3439,-12 3439,-12 3439,-6 3445,0 3451,0 3451,0 3528,0 3528,0 3534,0 3540,-6 3540,-12 3540,-12 3540,-56 3540,-56 3540,-62 3534,-68 3528,-68\"/>\n<text text-anchor=\"start\" x=\"3451.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"3450\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"3448\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 1]</text>\n<text text-anchor=\"start\" x=\"3447\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 110&#45;&gt;112 -->\n<g id=\"edge112\" class=\"edge\">\n<title>110&#45;&gt;112</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3422.3429,-103.9815C3431.2508,-94.6989 3440.7001,-84.8522 3449.6099,-75.5677\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3452.2205,-77.9023 3456.6192,-68.2637 3447.1698,-73.0555 3452.2205,-77.9023\"/>\n</g>\n<!-- 115 -->\n<g id=\"node116\" class=\"node\">\n<title>115</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3668,-179.5C3668,-179.5 3585,-179.5 3585,-179.5 3579,-179.5 3573,-173.5 3573,-167.5 3573,-167.5 3573,-123.5 3573,-123.5 3573,-117.5 3579,-111.5 3585,-111.5 3585,-111.5 3668,-111.5 3668,-111.5 3674,-111.5 3680,-117.5 3680,-123.5 3680,-123.5 3680,-167.5 3680,-167.5 3680,-173.5 3674,-179.5 3668,-179.5\"/>\n<text text-anchor=\"start\" x=\"3597\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3582.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 23</text>\n<text text-anchor=\"start\" x=\"3581\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [23, 0]</text>\n<text text-anchor=\"start\" x=\"3584\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 114&#45;&gt;115 -->\n<g id=\"edge115\" class=\"edge\">\n<title>114&#45;&gt;115</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3617.3965,-222.8796C3618.6514,-212.2134 3620.0056,-200.7021 3621.2763,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3624.7705,-190.1554 3622.4629,-179.8149 3617.8184,-189.3375 3624.7705,-190.1554\"/>\n</g>\n<!-- 116 -->\n<g id=\"node117\" class=\"node\">\n<title>116</title>\n<path fill=\"#ea9a61\" stroke=\"#000000\" d=\"M3787,-187C3787,-187 3710,-187 3710,-187 3704,-187 3698,-181 3698,-175 3698,-175 3698,-116 3698,-116 3698,-110 3704,-104 3710,-104 3710,-104 3787,-104 3787,-104 3793,-104 3799,-110 3799,-116 3799,-116 3799,-175 3799,-175 3799,-181 3793,-187 3787,-187\"/>\n<text text-anchor=\"start\" x=\"3713.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 63.5</text>\n<text text-anchor=\"start\" x=\"3710.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.278</text>\n<text text-anchor=\"start\" x=\"3709\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"start\" x=\"3707\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 1]</text>\n<text text-anchor=\"start\" x=\"3706\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 114&#45;&gt;116 -->\n<g id=\"edge116\" class=\"edge\">\n<title>114&#45;&gt;116</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3660.0662,-222.8796C3670.6679,-213.6031 3682.0002,-203.6874 3692.8933,-194.1559\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3695.5098,-196.5172 3700.7308,-187.2981 3690.9002,-191.2491 3695.5098,-196.5172\"/>\n</g>\n<!-- 117 -->\n<g id=\"node118\" class=\"node\">\n<title>117</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M3741,-68C3741,-68 3642,-68 3642,-68 3636,-68 3630,-62 3630,-56 3630,-56 3630,-12 3630,-12 3630,-6 3636,0 3642,0 3642,0 3741,0 3741,0 3747,0 3753,-6 3753,-12 3753,-12 3753,-56 3753,-56 3753,-62 3747,-68 3741,-68\"/>\n<text text-anchor=\"start\" x=\"3662\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3652\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"3650\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"3638\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 116&#45;&gt;117 -->\n<g id=\"edge117\" class=\"edge\">\n<title>116&#45;&gt;117</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3727.2753,-103.9815C3722.8119,-95.2504 3718.0933,-86.0202 3713.5987,-77.2281\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3716.6842,-75.5745 3709.016,-68.2637 3710.4514,-78.7608 3716.6842,-75.5745\"/>\n</g>\n<!-- 118 -->\n<g id=\"node119\" class=\"node\">\n<title>118</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3860,-68C3860,-68 3783,-68 3783,-68 3777,-68 3771,-62 3771,-56 3771,-56 3771,-12 3771,-12 3771,-6 3777,0 3783,0 3783,0 3860,0 3860,0 3866,0 3872,-6 3872,-12 3872,-12 3872,-56 3872,-56 3872,-62 3866,-68 3860,-68\"/>\n<text text-anchor=\"start\" x=\"3792\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3782\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"3780\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 0]</text>\n<text text-anchor=\"start\" x=\"3779\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 116&#45;&gt;118 -->\n<g id=\"edge118\" class=\"edge\">\n<title>116&#45;&gt;118</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3775.6825,-103.9815C3781.5192,-95.0666 3787.6966,-85.6313 3793.5614,-76.6734\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3796.5179,-78.5472 3799.0673,-68.2637 3790.6614,-74.7129 3796.5179,-78.5472\"/>\n</g>\n<!-- 121 -->\n<g id=\"node122\" class=\"node\">\n<title>121</title>\n<path fill=\"#45a3e7\" stroke=\"#000000\" d=\"M3927,-1020C3927,-1020 3828,-1020 3828,-1020 3822,-1020 3816,-1014 3816,-1008 3816,-1008 3816,-949 3816,-949 3816,-943 3822,-937 3828,-937 3828,-937 3927,-937 3927,-937 3933,-937 3939,-943 3939,-949 3939,-949 3939,-1008 3939,-1008 3939,-1014 3933,-1020 3927,-1020\"/>\n<text text-anchor=\"start\" x=\"3846.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 2.5</text>\n<text text-anchor=\"start\" x=\"3839.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.107</text>\n<text text-anchor=\"start\" x=\"3829.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 159</text>\n<text text-anchor=\"start\" x=\"3827.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 150]</text>\n<text text-anchor=\"start\" x=\"3824\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 120&#45;&gt;121 -->\n<g id=\"edge121\" class=\"edge\">\n<title>120&#45;&gt;121</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3877.5,-1055.8796C3877.5,-1047.6838 3877.5,-1038.9891 3877.5,-1030.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3881.0001,-1030.298 3877.5,-1020.2981 3874.0001,-1030.2981 3881.0001,-1030.298\"/>\n</g>\n<!-- 158 -->\n<g id=\"node159\" class=\"node\">\n<title>158</title>\n<path fill=\"#fbede2\" stroke=\"#000000\" d=\"M5223.5,-1020C5223.5,-1020 5131.5,-1020 5131.5,-1020 5125.5,-1020 5119.5,-1014 5119.5,-1008 5119.5,-1008 5119.5,-949 5119.5,-949 5119.5,-943 5125.5,-937 5131.5,-937 5131.5,-937 5223.5,-937 5223.5,-937 5229.5,-937 5235.5,-943 5235.5,-949 5235.5,-949 5235.5,-1008 5235.5,-1008 5235.5,-1014 5229.5,-1020 5223.5,-1020\"/>\n<text text-anchor=\"start\" x=\"5142.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 38.5</text>\n<text text-anchor=\"start\" x=\"5139.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.497</text>\n<text text-anchor=\"start\" x=\"5129.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 102</text>\n<text text-anchor=\"start\" x=\"5127.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [55, 47]</text>\n<text text-anchor=\"start\" x=\"5135\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 120&#45;&gt;158 -->\n<g id=\"edge158\" class=\"edge\">\n<title>120&#45;&gt;158</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3939.7637,-1091.8005C4157.3676,-1071.8814 4882.9333,-1005.4642 5109.3843,-984.7352\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5109.8289,-988.2092 5119.4682,-983.8121 5109.1908,-981.2384 5109.8289,-988.2092\"/>\n</g>\n<!-- 122 -->\n<g id=\"node123\" class=\"node\">\n<title>122</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M3846,-901C3846,-901 3769,-901 3769,-901 3763,-901 3757,-895 3757,-889 3757,-889 3757,-830 3757,-830 3757,-824 3763,-818 3769,-818 3769,-818 3846,-818 3846,-818 3852,-818 3858,-824 3858,-830 3858,-830 3858,-889 3858,-889 3858,-895 3852,-901 3846,-901\"/>\n<text text-anchor=\"start\" x=\"3768\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"3778\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"3768\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"3766\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"3765\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 121&#45;&gt;122 -->\n<g id=\"edge122\" class=\"edge\">\n<title>121&#45;&gt;122</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3853.0174,-936.8796C3847.9315,-928.2335 3842.5189,-919.0322 3837.2672,-910.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3840.1741,-908.1428 3832.0871,-901.2981 3834.1406,-911.692 3840.1741,-908.1428\"/>\n</g>\n<!-- 125 -->\n<g id=\"node126\" class=\"node\">\n<title>125</title>\n<path fill=\"#44a2e6\" stroke=\"#000000\" d=\"M3998,-901C3998,-901 3899,-901 3899,-901 3893,-901 3887,-895 3887,-889 3887,-889 3887,-830 3887,-830 3887,-824 3893,-818 3899,-818 3899,-818 3998,-818 3998,-818 4004,-818 4010,-824 4010,-830 4010,-830 4010,-889 4010,-889 4010,-895 4004,-901 3998,-901\"/>\n<text text-anchor=\"start\" x=\"3913.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 23.5</text>\n<text text-anchor=\"start\" x=\"3910.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.097</text>\n<text text-anchor=\"start\" x=\"3900.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 157</text>\n<text text-anchor=\"start\" x=\"3898.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 149]</text>\n<text text-anchor=\"start\" x=\"3895\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 121&#45;&gt;125 -->\n<g id=\"edge125\" class=\"edge\">\n<title>121&#45;&gt;125</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3902.3324,-936.8796C3907.4909,-928.2335 3912.9808,-919.0322 3918.3076,-910.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3921.4436,-911.679 3923.5617,-901.2981 3915.4322,-908.0924 3921.4436,-911.679\"/>\n</g>\n<!-- 123 -->\n<g id=\"node124\" class=\"node\">\n<title>123</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M3716,-774.5C3716,-774.5 3639,-774.5 3639,-774.5 3633,-774.5 3627,-768.5 3627,-762.5 3627,-762.5 3627,-718.5 3627,-718.5 3627,-712.5 3633,-706.5 3639,-706.5 3639,-706.5 3716,-706.5 3716,-706.5 3722,-706.5 3728,-712.5 3728,-718.5 3728,-718.5 3728,-762.5 3728,-762.5 3728,-768.5 3722,-774.5 3716,-774.5\"/>\n<text text-anchor=\"start\" x=\"3648\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3638\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"3636\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"3635\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 122&#45;&gt;123 -->\n<g id=\"edge123\" class=\"edge\">\n<title>122&#45;&gt;123</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3762.0323,-817.8796C3749.1789,-806.1138 3735.2021,-793.3197 3722.3834,-781.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3724.7264,-778.9854 3714.9869,-774.8149 3719.9999,-784.1488 3724.7264,-778.9854\"/>\n</g>\n<!-- 124 -->\n<g id=\"node125\" class=\"node\">\n<title>124</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M3857,-774.5C3857,-774.5 3758,-774.5 3758,-774.5 3752,-774.5 3746,-768.5 3746,-762.5 3746,-762.5 3746,-718.5 3746,-718.5 3746,-712.5 3752,-706.5 3758,-706.5 3758,-706.5 3857,-706.5 3857,-706.5 3863,-706.5 3869,-712.5 3869,-718.5 3869,-718.5 3869,-762.5 3869,-762.5 3869,-768.5 3863,-774.5 3857,-774.5\"/>\n<text text-anchor=\"start\" x=\"3778\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3768\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"3766\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"3754\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 122&#45;&gt;124 -->\n<g id=\"edge124\" class=\"edge\">\n<title>122&#45;&gt;124</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3807.5,-817.8796C3807.5,-807.2134 3807.5,-795.7021 3807.5,-784.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3811.0001,-784.8149 3807.5,-774.8149 3804.0001,-784.815 3811.0001,-784.8149\"/>\n</g>\n<!-- 126 -->\n<g id=\"node127\" class=\"node\">\n<title>126</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M3998,-774.5C3998,-774.5 3899,-774.5 3899,-774.5 3893,-774.5 3887,-768.5 3887,-762.5 3887,-762.5 3887,-718.5 3887,-718.5 3887,-712.5 3893,-706.5 3899,-706.5 3899,-706.5 3998,-706.5 3998,-706.5 4004,-706.5 4010,-712.5 4010,-718.5 4010,-718.5 4010,-762.5 4010,-762.5 4010,-768.5 4004,-774.5 3998,-774.5\"/>\n<text text-anchor=\"start\" x=\"3919\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3904.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 40</text>\n<text text-anchor=\"start\" x=\"3903\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 40]</text>\n<text text-anchor=\"start\" x=\"3895\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 125&#45;&gt;126 -->\n<g id=\"edge126\" class=\"edge\">\n<title>125&#45;&gt;126</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3948.5,-817.8796C3948.5,-807.2134 3948.5,-795.7021 3948.5,-784.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3952.0001,-784.8149 3948.5,-774.8149 3945.0001,-784.815 3952.0001,-784.8149\"/>\n</g>\n<!-- 127 -->\n<g id=\"node128\" class=\"node\">\n<title>127</title>\n<path fill=\"#48a4e7\" stroke=\"#000000\" d=\"M4139,-782C4139,-782 4040,-782 4040,-782 4034,-782 4028,-776 4028,-770 4028,-770 4028,-711 4028,-711 4028,-705 4034,-699 4040,-699 4040,-699 4139,-699 4139,-699 4145,-699 4151,-705 4151,-711 4151,-711 4151,-770 4151,-770 4151,-776 4145,-782 4139,-782\"/>\n<text text-anchor=\"start\" x=\"4054.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 27.5</text>\n<text text-anchor=\"start\" x=\"4051.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.127</text>\n<text text-anchor=\"start\" x=\"4041.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 117</text>\n<text text-anchor=\"start\" x=\"4039.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 109]</text>\n<text text-anchor=\"start\" x=\"4036\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 125&#45;&gt;127 -->\n<g id=\"edge127\" class=\"edge\">\n<title>125&#45;&gt;127</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3997.815,-817.8796C4008.9132,-808.513 4020.7835,-798.4948 4032.1777,-788.8784\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4034.5899,-791.4225 4039.9746,-782.2981 4030.075,-786.0731 4034.5899,-791.4225\"/>\n</g>\n<!-- 128 -->\n<g id=\"node129\" class=\"node\">\n<title>128</title>\n<path fill=\"#6ab6ec\" stroke=\"#000000\" d=\"M4069,-663C4069,-663 3970,-663 3970,-663 3964,-663 3958,-657 3958,-651 3958,-651 3958,-592 3958,-592 3958,-586 3964,-580 3970,-580 3970,-580 4069,-580 4069,-580 4075,-580 4081,-586 4081,-592 4081,-592 4081,-651 4081,-651 4081,-657 4075,-663 4069,-663\"/>\n<text text-anchor=\"start\" x=\"3984.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 24.5</text>\n<text text-anchor=\"start\" x=\"3986\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n<text text-anchor=\"start\" x=\"3975.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 20</text>\n<text text-anchor=\"start\" x=\"3974\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 16]</text>\n<text text-anchor=\"start\" x=\"3966\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 127&#45;&gt;128 -->\n<g id=\"edge128\" class=\"edge\">\n<title>127&#45;&gt;128</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4065.0174,-698.8796C4059.9315,-690.2335 4054.5189,-681.0322 4049.2672,-672.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4052.1741,-670.1428 4044.0871,-663.2981 4046.1406,-673.692 4052.1741,-670.1428\"/>\n</g>\n<!-- 143 -->\n<g id=\"node144\" class=\"node\">\n<title>143</title>\n<path fill=\"#42a1e6\" stroke=\"#000000\" d=\"M4223,-663C4223,-663 4124,-663 4124,-663 4118,-663 4112,-657 4112,-651 4112,-651 4112,-592 4112,-592 4112,-586 4118,-580 4124,-580 4124,-580 4223,-580 4223,-580 4229,-580 4235,-586 4235,-592 4235,-592 4235,-651 4235,-651 4235,-657 4229,-663 4223,-663\"/>\n<text text-anchor=\"start\" x=\"4138.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 37.0</text>\n<text text-anchor=\"start\" x=\"4135.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.079</text>\n<text text-anchor=\"start\" x=\"4129.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 97</text>\n<text text-anchor=\"start\" x=\"4128\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 93]</text>\n<text text-anchor=\"start\" x=\"4120\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 127&#45;&gt;143 -->\n<g id=\"edge143\" class=\"edge\">\n<title>127&#45;&gt;143</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4118.8791,-698.8796C4125.1094,-690.0534 4131.7481,-680.6485 4138.173,-671.5466\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4141.088,-673.4862 4143.9955,-663.2981 4135.3692,-669.4494 4141.088,-673.4862\"/>\n</g>\n<!-- 129 -->\n<g id=\"node130\" class=\"node\">\n<title>129</title>\n<path fill=\"#4ba6e7\" stroke=\"#000000\" d=\"M3914,-544C3914,-544 3815,-544 3815,-544 3809,-544 3803,-538 3803,-532 3803,-532 3803,-473 3803,-473 3803,-467 3809,-461 3815,-461 3815,-461 3914,-461 3914,-461 3920,-461 3926,-467 3926,-473 3926,-473 3926,-532 3926,-532 3926,-538 3920,-544 3914,-544\"/>\n<text text-anchor=\"start\" x=\"3825\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"3826.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.153</text>\n<text text-anchor=\"start\" x=\"3820.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"3819\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 11]</text>\n<text text-anchor=\"start\" x=\"3811\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 128&#45;&gt;129 -->\n<g id=\"edge129\" class=\"edge\">\n<title>128&#45;&gt;129</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3965.2885,-579.8796C3952.8994,-570.368 3939.6351,-560.1843 3926.9324,-550.432\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3928.7442,-547.4105 3918.6809,-544.0969 3924.4814,-552.9628 3928.7442,-547.4105\"/>\n</g>\n<!-- 134 -->\n<g id=\"node135\" class=\"node\">\n<title>134</title>\n<path fill=\"#b0d8f5\" stroke=\"#000000\" d=\"M4069,-544C4069,-544 3970,-544 3970,-544 3964,-544 3958,-538 3958,-532 3958,-532 3958,-473 3958,-473 3958,-467 3964,-461 3970,-461 3970,-461 4069,-461 4069,-461 4075,-461 4081,-467 4081,-473 4081,-473 4081,-532 4081,-532 4081,-538 4075,-544 4069,-544\"/>\n<text text-anchor=\"start\" x=\"3982\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"3981.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.469</text>\n<text text-anchor=\"start\" x=\"3980\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n<text text-anchor=\"start\" x=\"3978\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 5]</text>\n<text text-anchor=\"start\" x=\"3966\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 128&#45;&gt;134 -->\n<g id=\"edge134\" class=\"edge\">\n<title>128&#45;&gt;134</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4019.5,-579.8796C4019.5,-571.6838 4019.5,-562.9891 4019.5,-554.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4023.0001,-554.298 4019.5,-544.2981 4016.0001,-554.2981 4023.0001,-554.298\"/>\n</g>\n<!-- 130 -->\n<g id=\"node131\" class=\"node\">\n<title>130</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M3773,-417.5C3773,-417.5 3674,-417.5 3674,-417.5 3668,-417.5 3662,-411.5 3662,-405.5 3662,-405.5 3662,-361.5 3662,-361.5 3662,-355.5 3668,-349.5 3674,-349.5 3674,-349.5 3773,-349.5 3773,-349.5 3779,-349.5 3785,-355.5 3785,-361.5 3785,-361.5 3785,-405.5 3785,-405.5 3785,-411.5 3779,-417.5 3773,-417.5\"/>\n<text text-anchor=\"start\" x=\"3694\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3684\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"3682\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 5]</text>\n<text text-anchor=\"start\" x=\"3670\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 129&#45;&gt;130 -->\n<g id=\"edge130\" class=\"edge\">\n<title>129&#45;&gt;130</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3815.185,-460.8796C3801.244,-449.1138 3786.0846,-436.3197 3772.1812,-424.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3774.0584,-421.5899 3764.1589,-417.8149 3769.5436,-426.9394 3774.0584,-421.5899\"/>\n</g>\n<!-- 131 -->\n<g id=\"node132\" class=\"node\">\n<title>131</title>\n<path fill=\"#5aade9\" stroke=\"#000000\" d=\"M3914,-425C3914,-425 3815,-425 3815,-425 3809,-425 3803,-419 3803,-413 3803,-413 3803,-354 3803,-354 3803,-348 3809,-342 3815,-342 3815,-342 3914,-342 3914,-342 3920,-342 3926,-348 3926,-354 3926,-354 3926,-413 3926,-413 3926,-419 3920,-425 3914,-425\"/>\n<text text-anchor=\"start\" x=\"3827\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"3826.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.245</text>\n<text text-anchor=\"start\" x=\"3825\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n<text text-anchor=\"start\" x=\"3823\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 6]</text>\n<text text-anchor=\"start\" x=\"3811\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 129&#45;&gt;131 -->\n<g id=\"edge131\" class=\"edge\">\n<title>129&#45;&gt;131</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3864.5,-460.8796C3864.5,-452.6838 3864.5,-443.9891 3864.5,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3868.0001,-435.298 3864.5,-425.2981 3861.0001,-435.2981 3868.0001,-435.298\"/>\n</g>\n<!-- 132 -->\n<g id=\"node133\" class=\"node\">\n<title>132</title>\n<path fill=\"#9ccef2\" stroke=\"#000000\" d=\"M3795,-298.5C3795,-298.5 3696,-298.5 3696,-298.5 3690,-298.5 3684,-292.5 3684,-286.5 3684,-286.5 3684,-242.5 3684,-242.5 3684,-236.5 3690,-230.5 3696,-230.5 3696,-230.5 3795,-230.5 3795,-230.5 3801,-230.5 3807,-236.5 3807,-242.5 3807,-242.5 3807,-286.5 3807,-286.5 3807,-292.5 3801,-298.5 3795,-298.5\"/>\n<text text-anchor=\"start\" x=\"3707.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"3706\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"3704\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 2]</text>\n<text text-anchor=\"start\" x=\"3692\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 131&#45;&gt;132 -->\n<g id=\"edge132\" class=\"edge\">\n<title>131&#45;&gt;132</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3822.8796,-341.8796C3811.2237,-330.2237 3798.5587,-317.5587 3786.9148,-305.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3789.3609,-303.4111 3779.8149,-298.8149 3784.4111,-308.3609 3789.3609,-303.4111\"/>\n</g>\n<!-- 133 -->\n<g id=\"node134\" class=\"node\">\n<title>133</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M3936,-298.5C3936,-298.5 3837,-298.5 3837,-298.5 3831,-298.5 3825,-292.5 3825,-286.5 3825,-286.5 3825,-242.5 3825,-242.5 3825,-236.5 3831,-230.5 3837,-230.5 3837,-230.5 3936,-230.5 3936,-230.5 3942,-230.5 3948,-236.5 3948,-242.5 3948,-242.5 3948,-286.5 3948,-286.5 3948,-292.5 3942,-298.5 3936,-298.5\"/>\n<text text-anchor=\"start\" x=\"3857\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3847\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"3845\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4]</text>\n<text text-anchor=\"start\" x=\"3833\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 131&#45;&gt;133 -->\n<g id=\"edge133\" class=\"edge\">\n<title>131&#45;&gt;133</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3872.1945,-341.8796C3874.1664,-331.2134 3876.2946,-319.7021 3878.2913,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3881.7797,-309.2846 3880.1561,-298.8149 3874.8964,-308.012 3881.7797,-309.2846\"/>\n</g>\n<!-- 135 -->\n<g id=\"node136\" class=\"node\">\n<title>135</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M4055,-417.5C4055,-417.5 3956,-417.5 3956,-417.5 3950,-417.5 3944,-411.5 3944,-405.5 3944,-405.5 3944,-361.5 3944,-361.5 3944,-355.5 3950,-349.5 3956,-349.5 3956,-349.5 4055,-349.5 4055,-349.5 4061,-349.5 4067,-355.5 4067,-361.5 4067,-361.5 4067,-405.5 4067,-405.5 4067,-411.5 4061,-417.5 4055,-417.5\"/>\n<text text-anchor=\"start\" x=\"3976\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3966\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"3964\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n<text text-anchor=\"start\" x=\"3952\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 134&#45;&gt;135 -->\n<g id=\"edge135\" class=\"edge\">\n<title>134&#45;&gt;135</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4014.6035,-460.8796C4013.3486,-450.2134 4011.9944,-438.7021 4010.7237,-427.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4014.1816,-427.3375 4009.5371,-417.8149 4007.2295,-428.1554 4014.1816,-427.3375\"/>\n</g>\n<!-- 136 -->\n<g id=\"node137\" class=\"node\">\n<title>136</title>\n<path fill=\"#f6d5bd\" stroke=\"#000000\" d=\"M4174,-425C4174,-425 4097,-425 4097,-425 4091,-425 4085,-419 4085,-413 4085,-413 4085,-354 4085,-354 4085,-348 4091,-342 4097,-342 4097,-342 4174,-342 4174,-342 4180,-342 4186,-348 4186,-354 4186,-354 4186,-413 4186,-413 4186,-419 4180,-425 4174,-425\"/>\n<text text-anchor=\"start\" x=\"4096\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"4102\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n<text text-anchor=\"start\" x=\"4096\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"4094\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 2]</text>\n<text text-anchor=\"start\" x=\"4093\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 134&#45;&gt;136 -->\n<g id=\"edge136\" class=\"edge\">\n<title>134&#45;&gt;136</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4060.0712,-460.8796C4068.9382,-451.7832 4078.4044,-442.0722 4087.5291,-432.7116\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4090.2817,-434.9019 4094.7557,-425.2981 4085.2691,-430.0158 4090.2817,-434.9019\"/>\n</g>\n<!-- 137 -->\n<g id=\"node138\" class=\"node\">\n<title>137</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M4055,-298.5C4055,-298.5 3978,-298.5 3978,-298.5 3972,-298.5 3966,-292.5 3966,-286.5 3966,-286.5 3966,-242.5 3966,-242.5 3966,-236.5 3972,-230.5 3978,-230.5 3978,-230.5 4055,-230.5 4055,-230.5 4061,-230.5 4067,-236.5 4067,-242.5 4067,-242.5 4067,-286.5 4067,-286.5 4067,-292.5 4061,-298.5 4055,-298.5\"/>\n<text text-anchor=\"start\" x=\"3987\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3977\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"3975\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"3974\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 136&#45;&gt;137 -->\n<g id=\"edge137\" class=\"edge\">\n<title>136&#45;&gt;137</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4093.8796,-341.8796C4082.2237,-330.2237 4069.5587,-317.5587 4057.9148,-305.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4060.3609,-303.4111 4050.8149,-298.8149 4055.4111,-308.3609 4060.3609,-303.4111\"/>\n</g>\n<!-- 138 -->\n<g id=\"node139\" class=\"node\">\n<title>138</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M4174,-306C4174,-306 4097,-306 4097,-306 4091,-306 4085,-300 4085,-294 4085,-294 4085,-235 4085,-235 4085,-229 4091,-223 4097,-223 4097,-223 4174,-223 4174,-223 4180,-223 4186,-229 4186,-235 4186,-235 4186,-294 4186,-294 4186,-300 4180,-306 4174,-306\"/>\n<text text-anchor=\"start\" x=\"4100.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 25.5</text>\n<text text-anchor=\"start\" x=\"4106\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"4096\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"4094\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 2]</text>\n<text text-anchor=\"start\" x=\"4093\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 136&#45;&gt;138 -->\n<g id=\"edge138\" class=\"edge\">\n<title>136&#45;&gt;138</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4135.5,-341.8796C4135.5,-333.6838 4135.5,-324.9891 4135.5,-316.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4139.0001,-316.298 4135.5,-306.2981 4132.0001,-316.2981 4139.0001,-316.298\"/>\n</g>\n<!-- 139 -->\n<g id=\"node140\" class=\"node\">\n<title>139</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M4066,-179.5C4066,-179.5 3967,-179.5 3967,-179.5 3961,-179.5 3955,-173.5 3955,-167.5 3955,-167.5 3955,-123.5 3955,-123.5 3955,-117.5 3961,-111.5 3967,-111.5 3967,-111.5 4066,-111.5 4066,-111.5 4072,-111.5 4078,-117.5 4078,-123.5 4078,-123.5 4078,-167.5 4078,-167.5 4078,-173.5 4072,-179.5 4066,-179.5\"/>\n<text text-anchor=\"start\" x=\"3987\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"3977\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"3975\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"start\" x=\"3963\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 138&#45;&gt;139 -->\n<g id=\"edge139\" class=\"edge\">\n<title>138&#45;&gt;139</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4093.8796,-222.8796C4082.2237,-211.2237 4069.5587,-198.5587 4057.9148,-186.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4060.3609,-184.4111 4050.8149,-179.8149 4055.4111,-189.3609 4060.3609,-184.4111\"/>\n</g>\n<!-- 140 -->\n<g id=\"node141\" class=\"node\">\n<title>140</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M4185,-187C4185,-187 4108,-187 4108,-187 4102,-187 4096,-181 4096,-175 4096,-175 4096,-116 4096,-116 4096,-110 4102,-104 4108,-104 4108,-104 4185,-104 4185,-104 4191,-104 4197,-110 4197,-116 4197,-116 4197,-175 4197,-175 4197,-181 4191,-187 4185,-187\"/>\n<text text-anchor=\"start\" x=\"4111.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 26.5</text>\n<text text-anchor=\"start\" x=\"4108.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"4107\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"4105\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"4104\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 138&#45;&gt;140 -->\n<g id=\"edge140\" class=\"edge\">\n<title>138&#45;&gt;140</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4139.3473,-222.8796C4140.1049,-214.6838 4140.9086,-205.9891 4141.6932,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4145.2009,-197.5778 4142.6363,-187.2981 4138.2306,-196.9334 4145.2009,-197.5778\"/>\n</g>\n<!-- 141 -->\n<g id=\"node142\" class=\"node\">\n<title>141</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M4126,-68C4126,-68 4049,-68 4049,-68 4043,-68 4037,-62 4037,-56 4037,-56 4037,-12 4037,-12 4037,-6 4043,0 4049,0 4049,0 4126,0 4126,0 4132,0 4138,-6 4138,-12 4138,-12 4138,-56 4138,-56 4138,-62 4132,-68 4126,-68\"/>\n<text text-anchor=\"start\" x=\"4058\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4048\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"4046\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"4045\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 140&#45;&gt;141 -->\n<g id=\"edge141\" class=\"edge\">\n<title>140&#45;&gt;141</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4124.5306,-103.9815C4119.9105,-95.2504 4115.0264,-86.0202 4110.374,-77.2281\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4113.4013,-75.4655 4105.6306,-68.2637 4107.2141,-78.7395 4113.4013,-75.4655\"/>\n</g>\n<!-- 142 -->\n<g id=\"node143\" class=\"node\">\n<title>142</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M4245,-68C4245,-68 4168,-68 4168,-68 4162,-68 4156,-62 4156,-56 4156,-56 4156,-12 4156,-12 4156,-6 4162,0 4168,0 4168,0 4245,0 4245,0 4251,0 4257,-6 4257,-12 4257,-12 4257,-56 4257,-56 4257,-62 4251,-68 4245,-68\"/>\n<text text-anchor=\"start\" x=\"4177\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"4167\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"4165\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"4164\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 140&#45;&gt;142 -->\n<g id=\"edge142\" class=\"edge\">\n<title>140&#45;&gt;142</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4168.8418,-103.9815C4173.5402,-95.2504 4178.5071,-86.0202 4183.2383,-77.2281\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4186.4056,-78.7282 4188.0621,-68.2637 4180.2414,-75.4111 4186.4056,-78.7282\"/>\n</g>\n<!-- 144 -->\n<g id=\"node145\" class=\"node\">\n<title>144</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M4223,-536.5C4223,-536.5 4124,-536.5 4124,-536.5 4118,-536.5 4112,-530.5 4112,-524.5 4112,-524.5 4112,-480.5 4112,-480.5 4112,-474.5 4118,-468.5 4124,-468.5 4124,-468.5 4223,-468.5 4223,-468.5 4229,-468.5 4235,-474.5 4235,-480.5 4235,-480.5 4235,-524.5 4235,-524.5 4235,-530.5 4229,-536.5 4223,-536.5\"/>\n<text text-anchor=\"start\" x=\"4144\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4129.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 45</text>\n<text text-anchor=\"start\" x=\"4128\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 45]</text>\n<text text-anchor=\"start\" x=\"4120\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 143&#45;&gt;144 -->\n<g id=\"edge144\" class=\"edge\">\n<title>143&#45;&gt;144</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4173.5,-579.8796C4173.5,-569.2134 4173.5,-557.7021 4173.5,-546.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4177.0001,-546.8149 4173.5,-536.8149 4170.0001,-546.815 4177.0001,-546.8149\"/>\n</g>\n<!-- 145 -->\n<g id=\"node146\" class=\"node\">\n<title>145</title>\n<path fill=\"#49a5e7\" stroke=\"#000000\" d=\"M4391,-544C4391,-544 4292,-544 4292,-544 4286,-544 4280,-538 4280,-532 4280,-532 4280,-473 4280,-473 4280,-467 4286,-461 4292,-461 4292,-461 4391,-461 4391,-461 4397,-461 4403,-467 4403,-473 4403,-473 4403,-532 4403,-532 4403,-538 4397,-544 4391,-544\"/>\n<text text-anchor=\"start\" x=\"4302\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Pclass ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"4303.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.142</text>\n<text text-anchor=\"start\" x=\"4297.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 52</text>\n<text text-anchor=\"start\" x=\"4296\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 48]</text>\n<text text-anchor=\"start\" x=\"4288\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 143&#45;&gt;145 -->\n<g id=\"edge145\" class=\"edge\">\n<title>143&#45;&gt;145</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4232.2582,-579.8796C4245.8143,-570.2774 4260.3372,-559.9903 4274.2246,-550.1534\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4276.6377,-552.7332 4282.7749,-544.0969 4272.5916,-547.021 4276.6377,-552.7332\"/>\n</g>\n<!-- 146 -->\n<g id=\"node147\" class=\"node\">\n<title>146</title>\n<path fill=\"#3fa0e6\" stroke=\"#000000\" d=\"M4391,-425C4391,-425 4292,-425 4292,-425 4286,-425 4280,-419 4280,-413 4280,-413 4280,-354 4280,-354 4280,-348 4286,-342 4292,-342 4292,-342 4391,-342 4391,-342 4397,-342 4403,-348 4403,-354 4403,-354 4403,-413 4403,-413 4403,-419 4397,-425 4391,-425\"/>\n<text text-anchor=\"start\" x=\"4306.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 49.5</text>\n<text text-anchor=\"start\" x=\"4303.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.056</text>\n<text text-anchor=\"start\" x=\"4297.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"start\" x=\"4296\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 34]</text>\n<text text-anchor=\"start\" x=\"4288\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 145&#45;&gt;146 -->\n<g id=\"edge146\" class=\"edge\">\n<title>145&#45;&gt;146</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4341.5,-460.8796C4341.5,-452.6838 4341.5,-443.9891 4341.5,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4345.0001,-435.298 4341.5,-425.2981 4338.0001,-435.2981 4345.0001,-435.298\"/>\n</g>\n<!-- 151 -->\n<g id=\"node152\" class=\"node\">\n<title>151</title>\n<path fill=\"#63b2eb\" stroke=\"#000000\" d=\"M4586,-425C4586,-425 4487,-425 4487,-425 4481,-425 4475,-419 4475,-413 4475,-413 4475,-354 4475,-354 4475,-348 4481,-342 4487,-342 4487,-342 4586,-342 4586,-342 4592,-342 4598,-348 4598,-354 4598,-354 4598,-413 4598,-413 4598,-419 4592,-425 4586,-425\"/>\n<text text-anchor=\"start\" x=\"4501.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 39.0</text>\n<text text-anchor=\"start\" x=\"4498.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.291</text>\n<text text-anchor=\"start\" x=\"4492.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 17</text>\n<text text-anchor=\"start\" x=\"4491\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 14]</text>\n<text text-anchor=\"start\" x=\"4483\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 145&#45;&gt;151 -->\n<g id=\"edge151\" class=\"edge\">\n<title>145&#45;&gt;151</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4403.1992,-464.8477C4423.2139,-452.6336 4445.5658,-438.9932 4466.1608,-426.4249\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4468.1549,-429.3084 4474.8677,-421.1115 4464.5084,-423.3331 4468.1549,-429.3084\"/>\n</g>\n<!-- 147 -->\n<g id=\"node148\" class=\"node\">\n<title>147</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M4315,-298.5C4315,-298.5 4216,-298.5 4216,-298.5 4210,-298.5 4204,-292.5 4204,-286.5 4204,-286.5 4204,-242.5 4204,-242.5 4204,-236.5 4210,-230.5 4216,-230.5 4216,-230.5 4315,-230.5 4315,-230.5 4321,-230.5 4327,-236.5 4327,-242.5 4327,-242.5 4327,-286.5 4327,-286.5 4327,-292.5 4321,-298.5 4315,-298.5\"/>\n<text text-anchor=\"start\" x=\"4236\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4221.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 20</text>\n<text text-anchor=\"start\" x=\"4220\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 20]</text>\n<text text-anchor=\"start\" x=\"4212\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 146&#45;&gt;147 -->\n<g id=\"edge147\" class=\"edge\">\n<title>146&#45;&gt;147</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4314.9189,-341.8796C4307.826,-330.7735 4300.1479,-318.7513 4293.0063,-307.5691\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4295.7477,-305.3589 4287.4154,-298.8149 4289.8482,-309.1267 4295.7477,-305.3589\"/>\n</g>\n<!-- 148 -->\n<g id=\"node149\" class=\"node\">\n<title>148</title>\n<path fill=\"#47a4e7\" stroke=\"#000000\" d=\"M4456,-306C4456,-306 4357,-306 4357,-306 4351,-306 4345,-300 4345,-294 4345,-294 4345,-235 4345,-235 4345,-229 4351,-223 4357,-223 4357,-223 4456,-223 4456,-223 4462,-223 4468,-229 4468,-235 4468,-235 4468,-294 4468,-294 4468,-300 4462,-306 4456,-306\"/>\n<text text-anchor=\"start\" x=\"4371.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 50.5</text>\n<text text-anchor=\"start\" x=\"4368.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.124</text>\n<text text-anchor=\"start\" x=\"4362.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n<text text-anchor=\"start\" x=\"4361\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 14]</text>\n<text text-anchor=\"start\" x=\"4353\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 146&#45;&gt;148 -->\n<g id=\"edge148\" class=\"edge\">\n<title>146&#45;&gt;148</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4364.2338,-341.8796C4368.9565,-333.2335 4373.9824,-324.0322 4378.859,-315.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4381.947,-316.752 4383.6691,-306.2981 4375.8037,-313.3964 4381.947,-316.752\"/>\n</g>\n<!-- 149 -->\n<g id=\"node150\" class=\"node\">\n<title>149</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M4315,-179.5C4315,-179.5 4238,-179.5 4238,-179.5 4232,-179.5 4226,-173.5 4226,-167.5 4226,-167.5 4226,-123.5 4226,-123.5 4226,-117.5 4232,-111.5 4238,-111.5 4238,-111.5 4315,-111.5 4315,-111.5 4321,-111.5 4327,-117.5 4327,-123.5 4327,-123.5 4327,-167.5 4327,-167.5 4327,-173.5 4321,-179.5 4315,-179.5\"/>\n<text text-anchor=\"start\" x=\"4247\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"4237\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"4235\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"4234\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 148&#45;&gt;149 -->\n<g id=\"edge149\" class=\"edge\">\n<title>148&#45;&gt;149</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4361.0323,-222.8796C4348.1789,-211.1138 4334.2021,-198.3197 4321.3834,-186.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4323.7264,-183.9854 4313.9869,-179.8149 4318.9999,-189.1488 4323.7264,-183.9854\"/>\n</g>\n<!-- 150 -->\n<g id=\"node151\" class=\"node\">\n<title>150</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M4456,-179.5C4456,-179.5 4357,-179.5 4357,-179.5 4351,-179.5 4345,-173.5 4345,-167.5 4345,-167.5 4345,-123.5 4345,-123.5 4345,-117.5 4351,-111.5 4357,-111.5 4357,-111.5 4456,-111.5 4456,-111.5 4462,-111.5 4468,-117.5 4468,-123.5 4468,-123.5 4468,-167.5 4468,-167.5 4468,-173.5 4462,-179.5 4456,-179.5\"/>\n<text text-anchor=\"start\" x=\"4377\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4362.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 13</text>\n<text text-anchor=\"start\" x=\"4361\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 13]</text>\n<text text-anchor=\"start\" x=\"4353\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 148&#45;&gt;150 -->\n<g id=\"edge150\" class=\"edge\">\n<title>148&#45;&gt;150</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4406.5,-222.8796C4406.5,-212.2134 4406.5,-200.7021 4406.5,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4410.0001,-189.8149 4406.5,-179.8149 4403.0001,-189.815 4410.0001,-189.8149\"/>\n</g>\n<!-- 152 -->\n<g id=\"node153\" class=\"node\">\n<title>152</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M4575,-298.5C4575,-298.5 4498,-298.5 4498,-298.5 4492,-298.5 4486,-292.5 4486,-286.5 4486,-286.5 4486,-242.5 4486,-242.5 4486,-236.5 4492,-230.5 4498,-230.5 4498,-230.5 4575,-230.5 4575,-230.5 4581,-230.5 4587,-236.5 4587,-242.5 4587,-242.5 4587,-286.5 4587,-286.5 4587,-292.5 4581,-298.5 4575,-298.5\"/>\n<text text-anchor=\"start\" x=\"4507\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4497\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"4495\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"4494\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 151&#45;&gt;152 -->\n<g id=\"edge152\" class=\"edge\">\n<title>151&#45;&gt;152</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4536.5,-341.8796C4536.5,-331.2134 4536.5,-319.7021 4536.5,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4540.0001,-308.8149 4536.5,-298.8149 4533.0001,-308.815 4540.0001,-308.8149\"/>\n</g>\n<!-- 153 -->\n<g id=\"node154\" class=\"node\">\n<title>153</title>\n<path fill=\"#55abe9\" stroke=\"#000000\" d=\"M4716,-306C4716,-306 4617,-306 4617,-306 4611,-306 4605,-300 4605,-294 4605,-294 4605,-235 4605,-235 4605,-229 4611,-223 4617,-223 4617,-223 4716,-223 4716,-223 4722,-223 4728,-229 4728,-235 4728,-235 4728,-294 4728,-294 4728,-300 4722,-306 4716,-306\"/>\n<text text-anchor=\"start\" x=\"4631.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 56.0</text>\n<text text-anchor=\"start\" x=\"4628.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.219</text>\n<text text-anchor=\"start\" x=\"4622.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 16</text>\n<text text-anchor=\"start\" x=\"4621\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 14]</text>\n<text text-anchor=\"start\" x=\"4613\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 151&#45;&gt;153 -->\n<g id=\"edge153\" class=\"edge\">\n<title>151&#45;&gt;153</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4581.9677,-341.8796C4592.1017,-332.6031 4602.934,-322.6874 4613.3465,-313.1559\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4615.8252,-315.6319 4620.8382,-306.2981 4611.0987,-310.4685 4615.8252,-315.6319\"/>\n</g>\n<!-- 154 -->\n<g id=\"node155\" class=\"node\">\n<title>154</title>\n<path fill=\"#47a4e7\" stroke=\"#000000\" d=\"M4597,-187C4597,-187 4498,-187 4498,-187 4492,-187 4486,-181 4486,-175 4486,-175 4486,-116 4486,-116 4486,-110 4492,-104 4498,-104 4498,-104 4597,-104 4597,-104 4603,-104 4609,-110 4609,-116 4609,-116 4609,-175 4609,-175 4609,-181 4603,-187 4597,-187\"/>\n<text text-anchor=\"start\" x=\"4510\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"4509.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.124</text>\n<text text-anchor=\"start\" x=\"4503.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n<text text-anchor=\"start\" x=\"4502\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 14]</text>\n<text text-anchor=\"start\" x=\"4494\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 153&#45;&gt;154 -->\n<g id=\"edge154\" class=\"edge\">\n<title>153&#45;&gt;154</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4624.8796,-222.8796C4615.6931,-213.6931 4605.8798,-203.8798 4596.4336,-194.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4598.8441,-191.8943 4589.2981,-187.2981 4593.8943,-196.8441 4598.8441,-191.8943\"/>\n</g>\n<!-- 157 -->\n<g id=\"node158\" class=\"node\">\n<title>157</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M4716,-179.5C4716,-179.5 4639,-179.5 4639,-179.5 4633,-179.5 4627,-173.5 4627,-167.5 4627,-167.5 4627,-123.5 4627,-123.5 4627,-117.5 4633,-111.5 4639,-111.5 4639,-111.5 4716,-111.5 4716,-111.5 4722,-111.5 4728,-117.5 4728,-123.5 4728,-123.5 4728,-167.5 4728,-167.5 4728,-173.5 4722,-179.5 4716,-179.5\"/>\n<text text-anchor=\"start\" x=\"4648\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4638\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"4636\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"4635\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 153&#45;&gt;157 -->\n<g id=\"edge157\" class=\"edge\">\n<title>153&#45;&gt;157</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4670.3473,-222.8796C4671.3332,-212.2134 4672.3973,-200.7021 4673.3957,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4676.8926,-190.0947 4674.328,-179.8149 4669.9224,-189.4503 4676.8926,-190.0947\"/>\n</g>\n<!-- 155 -->\n<g id=\"node156\" class=\"node\">\n<title>155</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M4486,-68C4486,-68 4387,-68 4387,-68 4381,-68 4375,-62 4375,-56 4375,-56 4375,-12 4375,-12 4375,-6 4381,0 4387,0 4387,0 4486,0 4486,0 4492,0 4498,-6 4498,-12 4498,-12 4498,-56 4498,-56 4498,-62 4492,-68 4486,-68\"/>\n<text text-anchor=\"start\" x=\"4407\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4397\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n<text text-anchor=\"start\" x=\"4395\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 9]</text>\n<text text-anchor=\"start\" x=\"4383\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 154&#45;&gt;155 -->\n<g id=\"edge155\" class=\"edge\">\n<title>154&#45;&gt;155</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4506.1677,-103.9815C4496.9267,-94.6989 4487.1242,-84.8522 4477.8813,-75.5677\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4480.1457,-72.8813 4470.61,-68.2637 4475.1848,-77.82 4480.1457,-72.8813\"/>\n</g>\n<!-- 156 -->\n<g id=\"node157\" class=\"node\">\n<title>156</title>\n<path fill=\"#61b1ea\" stroke=\"#000000\" d=\"M4627,-68C4627,-68 4528,-68 4528,-68 4522,-68 4516,-62 4516,-56 4516,-56 4516,-12 4516,-12 4516,-6 4522,0 4528,0 4528,0 4627,0 4627,0 4633,0 4639,-6 4639,-12 4639,-12 4639,-56 4639,-56 4639,-62 4633,-68 4627,-68\"/>\n<text text-anchor=\"start\" x=\"4539.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.278</text>\n<text text-anchor=\"start\" x=\"4538\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"start\" x=\"4536\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 5]</text>\n<text text-anchor=\"start\" x=\"4524\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 154&#45;&gt;156 -->\n<g id=\"edge156\" class=\"edge\">\n<title>154&#45;&gt;156</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4558.6709,-103.9815C4560.9459,-95.5261 4563.3468,-86.6026 4565.6447,-78.0623\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4569.0626,-78.8296 4568.2811,-68.2637 4562.303,-77.0109 4569.0626,-78.8296\"/>\n</g>\n<!-- 159 -->\n<g id=\"node160\" class=\"node\">\n<title>159</title>\n<path fill=\"#f6fbfe\" stroke=\"#000000\" d=\"M5227,-901C5227,-901 5128,-901 5128,-901 5122,-901 5116,-895 5116,-889 5116,-889 5116,-830 5116,-830 5116,-824 5122,-818 5128,-818 5128,-818 5227,-818 5227,-818 5233,-818 5239,-824 5239,-830 5239,-830 5239,-889 5239,-889 5239,-895 5233,-901 5227,-901\"/>\n<text text-anchor=\"start\" x=\"5146.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 1.5</text>\n<text text-anchor=\"start\" x=\"5148\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"5133.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 90</text>\n<text text-anchor=\"start\" x=\"5127.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [44, 46]</text>\n<text text-anchor=\"start\" x=\"5124\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 158&#45;&gt;159 -->\n<g id=\"edge159\" class=\"edge\">\n<title>158&#45;&gt;159</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5177.5,-936.8796C5177.5,-928.6838 5177.5,-919.9891 5177.5,-911.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5181.0001,-911.298 5177.5,-901.2981 5174.0001,-911.2981 5181.0001,-911.298\"/>\n</g>\n<!-- 202 -->\n<g id=\"node203\" class=\"node\">\n<title>202</title>\n<path fill=\"#e78c4b\" stroke=\"#000000\" d=\"M5420,-901C5420,-901 5337,-901 5337,-901 5331,-901 5325,-895 5325,-889 5325,-889 5325,-830 5325,-830 5325,-824 5331,-818 5337,-818 5337,-818 5420,-818 5420,-818 5426,-818 5432,-824 5432,-830 5432,-830 5432,-889 5432,-889 5432,-895 5426,-901 5420,-901\"/>\n<text text-anchor=\"start\" x=\"5343.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 55.5</text>\n<text text-anchor=\"start\" x=\"5340.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.153</text>\n<text text-anchor=\"start\" x=\"5334.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"5333\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 1]</text>\n<text text-anchor=\"start\" x=\"5336\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 158&#45;&gt;202 -->\n<g id=\"edge202\" class=\"edge\">\n<title>158&#45;&gt;202</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5235.6375,-944.0803C5260.8402,-929.1593 5290.3935,-911.6626 5316.0605,-896.4667\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5318.1417,-899.302 5324.9636,-891.1957 5314.5755,-893.2785 5318.1417,-899.302\"/>\n</g>\n<!-- 160 -->\n<g id=\"node161\" class=\"node\">\n<title>160</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M5160,-774.5C5160,-774.5 5061,-774.5 5061,-774.5 5055,-774.5 5049,-768.5 5049,-762.5 5049,-762.5 5049,-718.5 5049,-718.5 5049,-712.5 5055,-706.5 5061,-706.5 5061,-706.5 5160,-706.5 5160,-706.5 5166,-706.5 5172,-712.5 5172,-718.5 5172,-718.5 5172,-762.5 5172,-762.5 5172,-768.5 5166,-774.5 5160,-774.5\"/>\n<text text-anchor=\"start\" x=\"5081\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5071\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"5069\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4]</text>\n<text text-anchor=\"start\" x=\"5057\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 159&#45;&gt;160 -->\n<g id=\"edge160\" class=\"edge\">\n<title>159&#45;&gt;160</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5154.0667,-817.8796C5147.8137,-806.7735 5141.0448,-794.7513 5134.749,-783.5691\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5137.7761,-781.8116 5129.8202,-774.8149 5131.6765,-785.2459 5137.7761,-781.8116\"/>\n</g>\n<!-- 161 -->\n<g id=\"node162\" class=\"node\">\n<title>161</title>\n<path fill=\"#fef9f6\" stroke=\"#000000\" d=\"M5294.5,-782C5294.5,-782 5202.5,-782 5202.5,-782 5196.5,-782 5190.5,-776 5190.5,-770 5190.5,-770 5190.5,-711 5190.5,-711 5190.5,-705 5196.5,-699 5202.5,-699 5202.5,-699 5294.5,-699 5294.5,-699 5300.5,-699 5306.5,-705 5306.5,-711 5306.5,-711 5306.5,-770 5306.5,-770 5306.5,-776 5300.5,-782 5294.5,-782\"/>\n<text text-anchor=\"start\" x=\"5211\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 0.5</text>\n<text text-anchor=\"start\" x=\"5219\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"5204.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 86</text>\n<text text-anchor=\"start\" x=\"5198.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [44, 42]</text>\n<text text-anchor=\"start\" x=\"5206\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 159&#45;&gt;161 -->\n<g id=\"edge161\" class=\"edge\">\n<title>159&#45;&gt;161</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5202.3324,-817.8796C5207.4909,-809.2335 5212.9808,-800.0322 5218.3076,-791.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5221.4436,-792.679 5223.5617,-782.2981 5215.4322,-789.0924 5221.4436,-792.679\"/>\n</g>\n<!-- 162 -->\n<g id=\"node163\" class=\"node\">\n<title>162</title>\n<path fill=\"#c2e1f7\" stroke=\"#000000\" d=\"M5298,-663C5298,-663 5199,-663 5199,-663 5193,-663 5187,-657 5187,-651 5187,-651 5187,-592 5187,-592 5187,-586 5193,-580 5199,-580 5199,-580 5298,-580 5298,-580 5304,-580 5310,-586 5310,-592 5310,-592 5310,-651 5310,-651 5310,-657 5304,-663 5298,-663\"/>\n<text text-anchor=\"start\" x=\"5213.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 27.5</text>\n<text text-anchor=\"start\" x=\"5210.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.483</text>\n<text text-anchor=\"start\" x=\"5204.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 49</text>\n<text text-anchor=\"start\" x=\"5198.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [20, 29]</text>\n<text text-anchor=\"start\" x=\"5195\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 161&#45;&gt;162 -->\n<g id=\"edge162\" class=\"edge\">\n<title>161&#45;&gt;162</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5248.5,-698.8796C5248.5,-690.6838 5248.5,-681.9891 5248.5,-673.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5252.0001,-673.298 5248.5,-663.2981 5245.0001,-673.2981 5252.0001,-673.298\"/>\n</g>\n<!-- 187 -->\n<g id=\"node188\" class=\"node\">\n<title>187</title>\n<path fill=\"#f3c5a4\" stroke=\"#000000\" d=\"M5741.5,-663C5741.5,-663 5649.5,-663 5649.5,-663 5643.5,-663 5637.5,-657 5637.5,-651 5637.5,-651 5637.5,-592 5637.5,-592 5637.5,-586 5643.5,-580 5649.5,-580 5649.5,-580 5741.5,-580 5741.5,-580 5747.5,-580 5753.5,-586 5753.5,-592 5753.5,-592 5753.5,-651 5753.5,-651 5753.5,-657 5747.5,-663 5741.5,-663\"/>\n<text text-anchor=\"start\" x=\"5660.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 32.5</text>\n<text text-anchor=\"start\" x=\"5657.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.456</text>\n<text text-anchor=\"start\" x=\"5651.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 37</text>\n<text text-anchor=\"start\" x=\"5645.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [24, 13]</text>\n<text text-anchor=\"start\" x=\"5653\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 161&#45;&gt;187 -->\n<g id=\"edge187\" class=\"edge\">\n<title>161&#45;&gt;187</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5306.8217,-703.2022C5310.0448,-701.6803 5313.2825,-700.2659 5316.5,-699 5420.5726,-658.0548 5549.6156,-637.5855 5627.1075,-628.2787\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5627.7023,-631.733 5637.2265,-627.0918 5626.8868,-624.7807 5627.7023,-631.733\"/>\n</g>\n<!-- 163 -->\n<g id=\"node164\" class=\"node\">\n<title>163</title>\n<path fill=\"#a4d2f3\" stroke=\"#000000\" d=\"M5233,-544C5233,-544 5134,-544 5134,-544 5128,-544 5122,-538 5122,-532 5122,-532 5122,-473 5122,-473 5122,-467 5128,-461 5134,-461 5134,-461 5233,-461 5233,-461 5239,-461 5245,-467 5245,-473 5245,-473 5245,-532 5245,-532 5245,-538 5239,-544 5233,-544\"/>\n<text text-anchor=\"start\" x=\"5148.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 25.5</text>\n<text text-anchor=\"start\" x=\"5145.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.455</text>\n<text text-anchor=\"start\" x=\"5139.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 40</text>\n<text text-anchor=\"start\" x=\"5133.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [14, 26]</text>\n<text text-anchor=\"start\" x=\"5130\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 162&#45;&gt;163 -->\n<g id=\"edge163\" class=\"edge\">\n<title>162&#45;&gt;163</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5225.7662,-579.8796C5221.0435,-571.2335 5216.0176,-562.0322 5211.141,-553.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5214.1963,-551.3964 5206.3309,-544.2981 5208.053,-554.752 5214.1963,-551.3964\"/>\n</g>\n<!-- 176 -->\n<g id=\"node177\" class=\"node\">\n<title>176</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M5352,-544C5352,-544 5275,-544 5275,-544 5269,-544 5263,-538 5263,-532 5263,-532 5263,-473 5263,-473 5263,-467 5269,-461 5275,-461 5275,-461 5352,-461 5352,-461 5358,-461 5364,-467 5364,-473 5364,-473 5364,-532 5364,-532 5364,-538 5358,-544 5352,-544\"/>\n<text text-anchor=\"start\" x=\"5278.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 28.5</text>\n<text text-anchor=\"start\" x=\"5275.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"5274\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n<text text-anchor=\"start\" x=\"5272\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 3]</text>\n<text text-anchor=\"start\" x=\"5271\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 162&#45;&gt;176 -->\n<g id=\"edge176\" class=\"edge\">\n<title>162&#45;&gt;176</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5271.2338,-579.8796C5275.9565,-571.2335 5280.9824,-562.0322 5285.859,-553.1042\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5288.947,-554.752 5290.6691,-544.2981 5282.8037,-551.3964 5288.947,-554.752\"/>\n</g>\n<!-- 164 -->\n<g id=\"node165\" class=\"node\">\n<title>164</title>\n<path fill=\"#bddef6\" stroke=\"#000000\" d=\"M5092,-425C5092,-425 4993,-425 4993,-425 4987,-425 4981,-419 4981,-413 4981,-413 4981,-354 4981,-354 4981,-348 4987,-342 4993,-342 4993,-342 5092,-342 5092,-342 5098,-342 5104,-348 5104,-354 5104,-354 5104,-413 5104,-413 5104,-419 5098,-425 5092,-425\"/>\n<text text-anchor=\"start\" x=\"5007.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 16.5</text>\n<text text-anchor=\"start\" x=\"5009\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n<text text-anchor=\"start\" x=\"4998.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"start\" x=\"4992.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [14, 21]</text>\n<text text-anchor=\"start\" x=\"4989\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 163&#45;&gt;164 -->\n<g id=\"edge164\" class=\"edge\">\n<title>163&#45;&gt;164</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5134.185,-460.8796C5123.0868,-451.513 5111.2165,-441.4948 5099.8223,-431.8784\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5101.925,-429.0731 5092.0254,-425.2981 5097.4101,-434.4225 5101.925,-429.0731\"/>\n</g>\n<!-- 175 -->\n<g id=\"node176\" class=\"node\">\n<title>175</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M5233,-417.5C5233,-417.5 5134,-417.5 5134,-417.5 5128,-417.5 5122,-411.5 5122,-405.5 5122,-405.5 5122,-361.5 5122,-361.5 5122,-355.5 5128,-349.5 5134,-349.5 5134,-349.5 5233,-349.5 5233,-349.5 5239,-349.5 5245,-355.5 5245,-361.5 5245,-361.5 5245,-405.5 5245,-405.5 5245,-411.5 5239,-417.5 5233,-417.5\"/>\n<text text-anchor=\"start\" x=\"5154\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5144\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"5142\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 5]</text>\n<text text-anchor=\"start\" x=\"5130\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 163&#45;&gt;175 -->\n<g id=\"edge175\" class=\"edge\">\n<title>163&#45;&gt;175</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5183.5,-460.8796C5183.5,-450.2134 5183.5,-438.7021 5183.5,-427.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5187.0001,-427.8149 5183.5,-417.8149 5180.0001,-427.815 5187.0001,-427.8149\"/>\n</g>\n<!-- 165 -->\n<g id=\"node166\" class=\"node\">\n<title>165</title>\n<path fill=\"#7bbeee\" stroke=\"#000000\" d=\"M4992,-306C4992,-306 4893,-306 4893,-306 4887,-306 4881,-300 4881,-294 4881,-294 4881,-235 4881,-235 4881,-229 4887,-223 4893,-223 4893,-223 4992,-223 4992,-223 4998,-223 5004,-229 5004,-235 5004,-235 5004,-294 5004,-294 5004,-300 4998,-306 4992,-306\"/>\n<text text-anchor=\"start\" x=\"4907.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 14.5</text>\n<text text-anchor=\"start\" x=\"4904.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"4898.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"start\" x=\"4901\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 9]</text>\n<text text-anchor=\"start\" x=\"4889\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 164&#45;&gt;165 -->\n<g id=\"edge165\" class=\"edge\">\n<title>164&#45;&gt;165</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5007.5249,-341.8796C4999.9565,-332.8733 4991.8819,-323.2644 4984.088,-313.9897\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4986.7374,-311.7022 4977.6244,-306.2981 4981.3784,-316.2056 4986.7374,-311.7022\"/>\n</g>\n<!-- 170 -->\n<g id=\"node171\" class=\"node\">\n<title>170</title>\n<path fill=\"#eff7fd\" stroke=\"#000000\" d=\"M5133,-306C5133,-306 5034,-306 5034,-306 5028,-306 5022,-300 5022,-294 5022,-294 5022,-235 5022,-235 5022,-229 5028,-223 5034,-223 5034,-223 5133,-223 5133,-223 5139,-223 5145,-229 5145,-235 5145,-235 5145,-294 5145,-294 5145,-300 5139,-306 5133,-306\"/>\n<text text-anchor=\"start\" x=\"5048.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 17.5</text>\n<text text-anchor=\"start\" x=\"5045.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.499</text>\n<text text-anchor=\"start\" x=\"5039.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 23</text>\n<text text-anchor=\"start\" x=\"5033.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 12]</text>\n<text text-anchor=\"start\" x=\"5030\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 164&#45;&gt;170 -->\n<g id=\"edge170\" class=\"edge\">\n<title>164&#45;&gt;170</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5056.8398,-341.8796C5059.7256,-333.5037 5062.791,-324.6067 5065.7763,-315.942\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5069.1506,-316.8928 5069.099,-306.2981 5062.5324,-314.6125 5069.1506,-316.8928\"/>\n</g>\n<!-- 166 -->\n<g id=\"node167\" class=\"node\">\n<title>166</title>\n<path fill=\"#b0d8f5\" stroke=\"#000000\" d=\"M4857,-187C4857,-187 4758,-187 4758,-187 4752,-187 4746,-181 4746,-175 4746,-175 4746,-116 4746,-116 4746,-110 4752,-104 4758,-104 4758,-104 4857,-104 4857,-104 4863,-104 4869,-110 4869,-116 4869,-116 4869,-175 4869,-175 4869,-181 4863,-187 4857,-187\"/>\n<text text-anchor=\"start\" x=\"4772.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 13.5</text>\n<text text-anchor=\"start\" x=\"4769.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.469</text>\n<text text-anchor=\"start\" x=\"4768\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n<text text-anchor=\"start\" x=\"4766\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 5]</text>\n<text text-anchor=\"start\" x=\"4754\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 165&#45;&gt;166 -->\n<g id=\"edge166\" class=\"edge\">\n<title>165&#45;&gt;166</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4895.2836,-222.8796C4884.7598,-213.6031 4873.5109,-203.6874 4862.6979,-194.1559\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4864.734,-191.2851 4854.918,-187.2981 4860.1052,-196.5362 4864.734,-191.2851\"/>\n</g>\n<!-- 169 -->\n<g id=\"node170\" class=\"node\">\n<title>169</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M4998,-179.5C4998,-179.5 4899,-179.5 4899,-179.5 4893,-179.5 4887,-173.5 4887,-167.5 4887,-167.5 4887,-123.5 4887,-123.5 4887,-117.5 4893,-111.5 4899,-111.5 4899,-111.5 4998,-111.5 4998,-111.5 5004,-111.5 5010,-117.5 5010,-123.5 5010,-123.5 5010,-167.5 5010,-167.5 5010,-173.5 5004,-179.5 4998,-179.5\"/>\n<text text-anchor=\"start\" x=\"4919\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4909\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"4907\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4]</text>\n<text text-anchor=\"start\" x=\"4895\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 165&#45;&gt;169 -->\n<g id=\"edge169\" class=\"edge\">\n<title>165&#45;&gt;169</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4944.5985,-222.8796C4945.1363,-212.2134 4945.7167,-200.7021 4946.2613,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4949.7617,-189.9785 4946.7698,-179.8149 4942.7706,-189.626 4949.7617,-189.9785\"/>\n</g>\n<!-- 167 -->\n<g id=\"node168\" class=\"node\">\n<title>167</title>\n<path fill=\"#88c4ef\" stroke=\"#000000\" d=\"M4798,-68C4798,-68 4699,-68 4699,-68 4693,-68 4687,-62 4687,-56 4687,-56 4687,-12 4687,-12 4687,-6 4693,0 4699,0 4699,0 4798,0 4798,0 4804,0 4810,-6 4810,-12 4810,-12 4810,-56 4810,-56 4810,-62 4804,-68 4798,-68\"/>\n<text text-anchor=\"start\" x=\"4710.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.408</text>\n<text text-anchor=\"start\" x=\"4709\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n<text text-anchor=\"start\" x=\"4707\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 5]</text>\n<text text-anchor=\"start\" x=\"4695\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 166&#45;&gt;167 -->\n<g id=\"edge167\" class=\"edge\">\n<title>166&#45;&gt;167</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4785.5306,-103.9815C4780.9105,-95.2504 4776.0264,-86.0202 4771.374,-77.2281\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4774.4013,-75.4655 4766.6306,-68.2637 4768.2141,-78.7395 4774.4013,-75.4655\"/>\n</g>\n<!-- 168 -->\n<g id=\"node169\" class=\"node\">\n<title>168</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M4917,-68C4917,-68 4840,-68 4840,-68 4834,-68 4828,-62 4828,-56 4828,-56 4828,-12 4828,-12 4828,-6 4834,0 4840,0 4840,0 4917,0 4917,0 4923,0 4929,-6 4929,-12 4929,-12 4929,-56 4929,-56 4929,-62 4923,-68 4917,-68\"/>\n<text text-anchor=\"start\" x=\"4849\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"4839\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"4837\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"4836\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 166&#45;&gt;168 -->\n<g id=\"edge168\" class=\"edge\">\n<title>166&#45;&gt;168</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4833.9378,-103.9815C4839.556,-95.1585 4845.4988,-85.8258 4851.1503,-76.9506\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4854.2629,-78.5787 4856.6819,-68.2637 4848.3584,-74.8188 4854.2629,-78.5787\"/>\n</g>\n<!-- 171 -->\n<g id=\"node172\" class=\"node\">\n<title>171</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5117,-179.5C5117,-179.5 5040,-179.5 5040,-179.5 5034,-179.5 5028,-173.5 5028,-167.5 5028,-167.5 5028,-123.5 5028,-123.5 5028,-117.5 5034,-111.5 5040,-111.5 5040,-111.5 5117,-111.5 5117,-111.5 5123,-111.5 5129,-117.5 5129,-123.5 5129,-123.5 5129,-167.5 5129,-167.5 5129,-173.5 5123,-179.5 5117,-179.5\"/>\n<text text-anchor=\"start\" x=\"5049\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5039\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"5037\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"5036\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 170&#45;&gt;171 -->\n<g id=\"edge171\" class=\"edge\">\n<title>170&#45;&gt;171</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5081.7512,-222.8796C5081.3031,-212.2134 5080.8194,-200.7021 5080.3656,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5083.8586,-189.6592 5079.9418,-179.8149 5076.8648,-189.9531 5083.8586,-189.6592\"/>\n</g>\n<!-- 172 -->\n<g id=\"node173\" class=\"node\">\n<title>172</title>\n<path fill=\"#deeffb\" stroke=\"#000000\" d=\"M5258,-187C5258,-187 5159,-187 5159,-187 5153,-187 5147,-181 5147,-175 5147,-175 5147,-116 5147,-116 5147,-110 5153,-104 5159,-104 5159,-104 5258,-104 5258,-104 5264,-104 5270,-110 5270,-116 5270,-116 5270,-175 5270,-175 5270,-181 5264,-187 5258,-187\"/>\n<text text-anchor=\"start\" x=\"5173.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 24.5</text>\n<text text-anchor=\"start\" x=\"5170.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.496</text>\n<text text-anchor=\"start\" x=\"5164.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22</text>\n<text text-anchor=\"start\" x=\"5158.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [10, 12]</text>\n<text text-anchor=\"start\" x=\"5155\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 170&#45;&gt;172 -->\n<g id=\"edge172\" class=\"edge\">\n<title>170&#45;&gt;172</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5127.2189,-222.8796C5136.8686,-213.6931 5147.1766,-203.8798 5157.0991,-194.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5159.765,-196.7282 5164.5945,-187.2981 5154.9384,-191.6582 5159.765,-196.7282\"/>\n</g>\n<!-- 173 -->\n<g id=\"node174\" class=\"node\">\n<title>173</title>\n<path fill=\"#cee6f8\" stroke=\"#000000\" d=\"M5128,-68C5128,-68 5029,-68 5029,-68 5023,-68 5017,-62 5017,-56 5017,-56 5017,-12 5017,-12 5017,-6 5023,0 5029,0 5029,0 5128,0 5128,0 5134,0 5140,-6 5140,-12 5140,-12 5140,-56 5140,-56 5140,-62 5134,-68 5128,-68\"/>\n<text text-anchor=\"start\" x=\"5045\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.49</text>\n<text text-anchor=\"start\" x=\"5034.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 21</text>\n<text text-anchor=\"start\" x=\"5033\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 12]</text>\n<text text-anchor=\"start\" x=\"5025\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 172&#45;&gt;173 -->\n<g id=\"edge173\" class=\"edge\">\n<title>172&#45;&gt;173</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5160.0928,-103.9815C5149.0558,-94.5151 5137.3347,-84.462 5126.3223,-75.0168\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5128.3178,-72.1173 5118.4487,-68.2637 5123.7606,-77.4307 5128.3178,-72.1173\"/>\n</g>\n<!-- 174 -->\n<g id=\"node175\" class=\"node\">\n<title>174</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5247,-68C5247,-68 5170,-68 5170,-68 5164,-68 5158,-62 5158,-56 5158,-56 5158,-12 5158,-12 5158,-6 5164,0 5170,0 5170,0 5247,0 5247,0 5253,0 5259,-6 5259,-12 5259,-12 5259,-56 5259,-56 5259,-62 5253,-68 5247,-68\"/>\n<text text-anchor=\"start\" x=\"5179\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5169\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"5167\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"5166\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 172&#45;&gt;174 -->\n<g id=\"edge174\" class=\"edge\">\n<title>172&#45;&gt;174</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5208.5,-103.9815C5208.5,-95.618 5208.5,-86.7965 5208.5,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5212.0001,-78.2636 5208.5,-68.2637 5205.0001,-78.2637 5212.0001,-78.2636\"/>\n</g>\n<!-- 177 -->\n<g id=\"node178\" class=\"node\">\n<title>177</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5352,-417.5C5352,-417.5 5275,-417.5 5275,-417.5 5269,-417.5 5263,-411.5 5263,-405.5 5263,-405.5 5263,-361.5 5263,-361.5 5263,-355.5 5269,-349.5 5275,-349.5 5275,-349.5 5352,-349.5 5352,-349.5 5358,-349.5 5364,-355.5 5364,-361.5 5364,-361.5 5364,-405.5 5364,-405.5 5364,-411.5 5358,-417.5 5352,-417.5\"/>\n<text text-anchor=\"start\" x=\"5284\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5274\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"5272\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"5271\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 176&#45;&gt;177 -->\n<g id=\"edge177\" class=\"edge\">\n<title>176&#45;&gt;177</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5313.5,-460.8796C5313.5,-450.2134 5313.5,-438.7021 5313.5,-427.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5317.0001,-427.8149 5313.5,-417.8149 5310.0001,-427.815 5317.0001,-427.8149\"/>\n</g>\n<!-- 178 -->\n<g id=\"node179\" class=\"node\">\n<title>178</title>\n<path fill=\"#f5cdb0\" stroke=\"#000000\" d=\"M5471,-425C5471,-425 5394,-425 5394,-425 5388,-425 5382,-419 5382,-413 5382,-413 5382,-354 5382,-354 5382,-348 5388,-342 5394,-342 5394,-342 5471,-342 5471,-342 5477,-342 5483,-348 5483,-354 5483,-354 5483,-413 5483,-413 5483,-419 5477,-425 5471,-425\"/>\n<text text-anchor=\"start\" x=\"5397.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 34.0</text>\n<text text-anchor=\"start\" x=\"5394.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.469</text>\n<text text-anchor=\"start\" x=\"5393\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n<text text-anchor=\"start\" x=\"5391\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 3]</text>\n<text text-anchor=\"start\" x=\"5390\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 176&#45;&gt;178 -->\n<g id=\"edge178\" class=\"edge\">\n<title>176&#45;&gt;178</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5355.1204,-460.8796C5364.3069,-451.6931 5374.1202,-441.8798 5383.5664,-432.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5386.1057,-434.8441 5390.7019,-425.2981 5381.1559,-429.8943 5386.1057,-434.8441\"/>\n</g>\n<!-- 179 -->\n<g id=\"node180\" class=\"node\">\n<title>179</title>\n<path fill=\"#f8e0ce\" stroke=\"#000000\" d=\"M5431,-306C5431,-306 5354,-306 5354,-306 5348,-306 5342,-300 5342,-294 5342,-294 5342,-235 5342,-235 5342,-229 5348,-223 5354,-223 5354,-223 5431,-223 5431,-223 5437,-223 5443,-229 5443,-235 5443,-235 5443,-294 5443,-294 5443,-300 5437,-306 5431,-306\"/>\n<text text-anchor=\"start\" x=\"5353\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 30.25</text>\n<text text-anchor=\"start\" x=\"5359\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.49</text>\n<text text-anchor=\"start\" x=\"5353\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n<text text-anchor=\"start\" x=\"5351\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 3]</text>\n<text text-anchor=\"start\" x=\"5350\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 178&#45;&gt;179 -->\n<g id=\"edge179\" class=\"edge\">\n<title>178&#45;&gt;179</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5418.5099,-341.8796C5415.6945,-333.5037 5412.7039,-324.6067 5409.7914,-315.942\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5413.0536,-314.6617 5406.5498,-306.2981 5406.4184,-316.8921 5413.0536,-314.6617\"/>\n</g>\n<!-- 186 -->\n<g id=\"node187\" class=\"node\">\n<title>186</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5550,-298.5C5550,-298.5 5473,-298.5 5473,-298.5 5467,-298.5 5461,-292.5 5461,-286.5 5461,-286.5 5461,-242.5 5461,-242.5 5461,-236.5 5467,-230.5 5473,-230.5 5473,-230.5 5550,-230.5 5550,-230.5 5556,-230.5 5562,-236.5 5562,-242.5 5562,-242.5 5562,-286.5 5562,-286.5 5562,-292.5 5556,-298.5 5550,-298.5\"/>\n<text text-anchor=\"start\" x=\"5482\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5472\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"5470\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"5469\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 178&#45;&gt;186 -->\n<g id=\"edge186\" class=\"edge\">\n<title>178&#45;&gt;186</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5460.1304,-341.8796C5467.5763,-330.6636 5475.6425,-318.5131 5483.1282,-307.2372\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5486.1046,-309.082 5488.7195,-298.8149 5480.2727,-305.2104 5486.1046,-309.082\"/>\n</g>\n<!-- 180 -->\n<g id=\"node181\" class=\"node\">\n<title>180</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M5431,-187C5431,-187 5354,-187 5354,-187 5348,-187 5342,-181 5342,-175 5342,-175 5342,-116 5342,-116 5342,-110 5348,-104 5354,-104 5354,-104 5431,-104 5431,-104 5437,-104 5443,-110 5443,-116 5443,-116 5443,-175 5443,-175 5443,-181 5437,-187 5431,-187\"/>\n<text text-anchor=\"start\" x=\"5357.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 29.5</text>\n<text text-anchor=\"start\" x=\"5363\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"5353\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"5351\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 2]</text>\n<text text-anchor=\"start\" x=\"5350\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 179&#45;&gt;180 -->\n<g id=\"edge180\" class=\"edge\">\n<title>179&#45;&gt;180</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5392.5,-222.8796C5392.5,-214.6838 5392.5,-205.9891 5392.5,-197.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5396.0001,-197.298 5392.5,-187.2981 5389.0001,-197.2981 5396.0001,-197.298\"/>\n</g>\n<!-- 183 -->\n<g id=\"node184\" class=\"node\">\n<title>183</title>\n<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M5604,-187C5604,-187 5527,-187 5527,-187 5521,-187 5515,-181 5515,-175 5515,-175 5515,-116 5515,-116 5515,-110 5521,-104 5527,-104 5527,-104 5604,-104 5604,-104 5610,-104 5616,-110 5616,-116 5616,-116 5616,-175 5616,-175 5616,-181 5610,-187 5604,-187\"/>\n<text text-anchor=\"start\" x=\"5526\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 30.75</text>\n<text text-anchor=\"start\" x=\"5527.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.444</text>\n<text text-anchor=\"start\" x=\"5526\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"5524\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"start\" x=\"5523\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 179&#45;&gt;183 -->\n<g id=\"edge183\" class=\"edge\">\n<title>179&#45;&gt;183</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5443.2293,-229.3914C5446.3655,-227.2274 5449.475,-225.0834 5452.5,-223 5470.0098,-210.9401 5489.0666,-197.8548 5506.456,-185.93\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5508.576,-188.7202 5514.8446,-180.1788 5504.6177,-182.9468 5508.576,-188.7202\"/>\n</g>\n<!-- 181 -->\n<g id=\"node182\" class=\"node\">\n<title>181</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M5366,-68C5366,-68 5289,-68 5289,-68 5283,-68 5277,-62 5277,-56 5277,-56 5277,-12 5277,-12 5277,-6 5283,0 5289,0 5289,0 5366,0 5366,0 5372,0 5378,-6 5378,-12 5378,-12 5378,-56 5378,-56 5378,-62 5372,-68 5366,-68\"/>\n<text text-anchor=\"start\" x=\"5298\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"5288\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"5286\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"5285\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 180&#45;&gt;181 -->\n<g id=\"edge181\" class=\"edge\">\n<title>180&#45;&gt;181</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5368.2964,-103.9815C5363.1529,-95.1585 5357.7123,-85.8258 5352.5384,-76.9506\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5355.5344,-75.1402 5347.4743,-68.2637 5349.487,-78.6656 5355.5344,-75.1402\"/>\n</g>\n<!-- 182 -->\n<g id=\"node183\" class=\"node\">\n<title>182</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M5485,-68C5485,-68 5408,-68 5408,-68 5402,-68 5396,-62 5396,-56 5396,-56 5396,-12 5396,-12 5396,-6 5402,0 5408,0 5408,0 5485,0 5485,0 5491,0 5497,-6 5497,-12 5497,-12 5497,-56 5497,-56 5497,-62 5491,-68 5485,-68\"/>\n<text text-anchor=\"start\" x=\"5417\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"5407\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"5405\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"5404\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 180&#45;&gt;182 -->\n<g id=\"edge182\" class=\"edge\">\n<title>180&#45;&gt;182</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5412.6076,-103.9815C5416.7916,-95.3423 5421.2123,-86.2144 5425.4299,-77.5059\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5428.6971,-78.7893 5429.9059,-68.2637 5422.3971,-75.7382 5428.6971,-78.7893\"/>\n</g>\n<!-- 184 -->\n<g id=\"node185\" class=\"node\">\n<title>184</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5604,-68C5604,-68 5527,-68 5527,-68 5521,-68 5515,-62 5515,-56 5515,-56 5515,-12 5515,-12 5515,-6 5521,0 5527,0 5527,0 5604,0 5604,0 5610,0 5616,-6 5616,-12 5616,-12 5616,-56 5616,-56 5616,-62 5610,-68 5604,-68\"/>\n<text text-anchor=\"start\" x=\"5536\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5526\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"5524\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"5523\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 183&#45;&gt;184 -->\n<g id=\"edge184\" class=\"edge\">\n<title>183&#45;&gt;184</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5565.5,-103.9815C5565.5,-95.618 5565.5,-86.7965 5565.5,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5569.0001,-78.2636 5565.5,-68.2637 5562.0001,-78.2637 5569.0001,-78.2636\"/>\n</g>\n<!-- 185 -->\n<g id=\"node186\" class=\"node\">\n<title>185</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M5723,-68C5723,-68 5646,-68 5646,-68 5640,-68 5634,-62 5634,-56 5634,-56 5634,-12 5634,-12 5634,-6 5640,0 5646,0 5646,0 5723,0 5723,0 5729,0 5735,-6 5735,-12 5735,-12 5735,-56 5735,-56 5735,-62 5729,-68 5723,-68\"/>\n<text text-anchor=\"start\" x=\"5655\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"5645\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"start\" x=\"5643\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"start\" x=\"5642\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 183&#45;&gt;185 -->\n<g id=\"edge185\" class=\"edge\">\n<title>183&#45;&gt;185</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5609.8112,-103.9815C5619.8163,-94.607 5630.4354,-84.6572 5640.4304,-75.2921\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5643.0274,-77.6551 5647.9316,-68.2637 5638.2412,-72.547 5643.0274,-77.6551\"/>\n</g>\n<!-- 188 -->\n<g id=\"node189\" class=\"node\">\n<title>188</title>\n<path fill=\"#efb083\" stroke=\"#000000\" d=\"M5737,-544C5737,-544 5654,-544 5654,-544 5648,-544 5642,-538 5642,-532 5642,-532 5642,-473 5642,-473 5642,-467 5648,-461 5654,-461 5654,-461 5737,-461 5737,-461 5743,-461 5749,-467 5749,-473 5749,-473 5749,-532 5749,-532 5749,-538 5743,-544 5737,-544\"/>\n<text text-anchor=\"start\" x=\"5664.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 5.5</text>\n<text text-anchor=\"start\" x=\"5657.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.397</text>\n<text text-anchor=\"start\" x=\"5651.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 33</text>\n<text text-anchor=\"start\" x=\"5650\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [24, 9]</text>\n<text text-anchor=\"start\" x=\"5653\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 187&#45;&gt;188 -->\n<g id=\"edge188\" class=\"edge\">\n<title>187&#45;&gt;188</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5695.5,-579.8796C5695.5,-571.6838 5695.5,-562.9891 5695.5,-554.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5699.0001,-554.298 5695.5,-544.2981 5692.0001,-554.2981 5699.0001,-554.298\"/>\n</g>\n<!-- 201 -->\n<g id=\"node202\" class=\"node\">\n<title>201</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M5878,-536.5C5878,-536.5 5779,-536.5 5779,-536.5 5773,-536.5 5767,-530.5 5767,-524.5 5767,-524.5 5767,-480.5 5767,-480.5 5767,-474.5 5773,-468.5 5779,-468.5 5779,-468.5 5878,-468.5 5878,-468.5 5884,-468.5 5890,-474.5 5890,-480.5 5890,-480.5 5890,-524.5 5890,-524.5 5890,-530.5 5884,-536.5 5878,-536.5\"/>\n<text text-anchor=\"start\" x=\"5799\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5789\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"5787\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 4]</text>\n<text text-anchor=\"start\" x=\"5775\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 187&#45;&gt;201 -->\n<g id=\"edge201\" class=\"edge\">\n<title>187&#45;&gt;201</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5742.0169,-579.8796C5755.167,-568.1138 5769.4663,-555.3197 5782.5809,-543.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5785.0294,-546.0913 5790.148,-536.8149 5780.3618,-540.8746 5785.0294,-546.0913\"/>\n</g>\n<!-- 189 -->\n<g id=\"node190\" class=\"node\">\n<title>189</title>\n<path fill=\"#ffffff\" stroke=\"#000000\" d=\"M5734,-425C5734,-425 5657,-425 5657,-425 5651,-425 5645,-419 5645,-413 5645,-413 5645,-354 5645,-354 5645,-348 5651,-342 5657,-342 5657,-342 5734,-342 5734,-342 5740,-342 5746,-348 5746,-354 5746,-354 5746,-413 5746,-413 5746,-419 5740,-425 5734,-425\"/>\n<text text-anchor=\"start\" x=\"5664.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 3.5</text>\n<text text-anchor=\"start\" x=\"5666\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n<text text-anchor=\"start\" x=\"5656\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"start\" x=\"5654\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 3]</text>\n<text text-anchor=\"start\" x=\"5653\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 188&#45;&gt;189 -->\n<g id=\"edge189\" class=\"edge\">\n<title>188&#45;&gt;189</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5695.5,-460.8796C5695.5,-452.6838 5695.5,-443.9891 5695.5,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5699.0001,-435.298 5695.5,-425.2981 5692.0001,-435.2981 5699.0001,-435.298\"/>\n</g>\n<!-- 192 -->\n<g id=\"node193\" class=\"node\">\n<title>192</title>\n<path fill=\"#eca572\" stroke=\"#000000\" d=\"M5932,-425C5932,-425 5849,-425 5849,-425 5843,-425 5837,-419 5837,-413 5837,-413 5837,-354 5837,-354 5837,-348 5843,-342 5849,-342 5849,-342 5932,-342 5932,-342 5938,-342 5944,-348 5944,-354 5944,-354 5944,-413 5944,-413 5944,-419 5938,-425 5932,-425\"/>\n<text text-anchor=\"start\" x=\"5855.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 12.5</text>\n<text text-anchor=\"start\" x=\"5852.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.346</text>\n<text text-anchor=\"start\" x=\"5846.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 27</text>\n<text text-anchor=\"start\" x=\"5845\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [21, 6]</text>\n<text text-anchor=\"start\" x=\"5848\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 188&#45;&gt;192 -->\n<g id=\"edge192\" class=\"edge\">\n<title>188&#45;&gt;192</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5749.3382,-466.773C5752.4279,-464.8045 5755.4977,-462.8685 5758.5,-461 5781.0074,-446.9925 5806.0176,-432.1335 5828.1623,-419.2137\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5829.934,-422.2322 5836.817,-414.1777 5826.4134,-416.182 5829.934,-422.2322\"/>\n</g>\n<!-- 190 -->\n<g id=\"node191\" class=\"node\">\n<title>190</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5669,-298.5C5669,-298.5 5592,-298.5 5592,-298.5 5586,-298.5 5580,-292.5 5580,-286.5 5580,-286.5 5580,-242.5 5580,-242.5 5580,-236.5 5586,-230.5 5592,-230.5 5592,-230.5 5669,-230.5 5669,-230.5 5675,-230.5 5681,-236.5 5681,-242.5 5681,-242.5 5681,-286.5 5681,-286.5 5681,-292.5 5675,-298.5 5669,-298.5\"/>\n<text text-anchor=\"start\" x=\"5601\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5591\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"5589\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 0]</text>\n<text text-anchor=\"start\" x=\"5588\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 189&#45;&gt;190 -->\n<g id=\"edge190\" class=\"edge\">\n<title>189&#45;&gt;190</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5672.7662,-341.8796C5666.7599,-330.8835 5660.263,-318.9893 5654.2067,-307.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5657.1088,-305.9133 5649.2435,-298.8149 5650.9655,-309.2689 5657.1088,-305.9133\"/>\n</g>\n<!-- 191 -->\n<g id=\"node192\" class=\"node\">\n<title>191</title>\n<path fill=\"#399de5\" stroke=\"#000000\" d=\"M5810,-298.5C5810,-298.5 5711,-298.5 5711,-298.5 5705,-298.5 5699,-292.5 5699,-286.5 5699,-286.5 5699,-242.5 5699,-242.5 5699,-236.5 5705,-230.5 5711,-230.5 5711,-230.5 5810,-230.5 5810,-230.5 5816,-230.5 5822,-236.5 5822,-242.5 5822,-242.5 5822,-286.5 5822,-286.5 5822,-292.5 5816,-298.5 5810,-298.5\"/>\n<text text-anchor=\"start\" x=\"5731\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5721\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"start\" x=\"5719\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n<text text-anchor=\"start\" x=\"5707\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 189&#45;&gt;191 -->\n<g id=\"edge191\" class=\"edge\">\n<title>189&#45;&gt;191</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5718.2338,-341.8796C5724.2401,-330.8835 5730.737,-318.9893 5736.7933,-307.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5740.0345,-309.2689 5741.7565,-298.8149 5733.8912,-305.9133 5740.0345,-309.2689\"/>\n</g>\n<!-- 193 -->\n<g id=\"node194\" class=\"node\">\n<title>193</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5929,-298.5C5929,-298.5 5852,-298.5 5852,-298.5 5846,-298.5 5840,-292.5 5840,-286.5 5840,-286.5 5840,-242.5 5840,-242.5 5840,-236.5 5846,-230.5 5852,-230.5 5852,-230.5 5929,-230.5 5929,-230.5 5935,-230.5 5941,-236.5 5941,-242.5 5941,-242.5 5941,-286.5 5941,-286.5 5941,-292.5 5935,-298.5 5929,-298.5\"/>\n<text text-anchor=\"start\" x=\"5861\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5851\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n<text text-anchor=\"start\" x=\"5849\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [7, 0]</text>\n<text text-anchor=\"start\" x=\"5848\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 192&#45;&gt;193 -->\n<g id=\"edge193\" class=\"edge\">\n<title>192&#45;&gt;193</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5890.5,-341.8796C5890.5,-331.2134 5890.5,-319.7021 5890.5,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5894.0001,-308.8149 5890.5,-298.8149 5887.0001,-308.815 5894.0001,-308.8149\"/>\n</g>\n<!-- 194 -->\n<g id=\"node195\" class=\"node\">\n<title>194</title>\n<path fill=\"#f0b78e\" stroke=\"#000000\" d=\"M6054,-306C6054,-306 5971,-306 5971,-306 5965,-306 5959,-300 5959,-294 5959,-294 5959,-235 5959,-235 5959,-229 5965,-223 5971,-223 5971,-223 6054,-223 6054,-223 6060,-223 6066,-229 6066,-235 6066,-235 6066,-294 6066,-294 6066,-300 6060,-306 6054,-306\"/>\n<text text-anchor=\"start\" x=\"5977.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 17.5</text>\n<text text-anchor=\"start\" x=\"5979\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.42</text>\n<text text-anchor=\"start\" x=\"5968.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 20</text>\n<text text-anchor=\"start\" x=\"5967\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [14, 6]</text>\n<text text-anchor=\"start\" x=\"5970\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 192&#45;&gt;194 -->\n<g id=\"edge194\" class=\"edge\">\n<title>192&#45;&gt;194</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5933.1697,-341.8796C5942.5877,-332.6931 5952.6484,-322.8798 5962.3328,-313.4336\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5964.9335,-315.7861 5969.6482,-306.2981 5960.0457,-310.7751 5964.9335,-315.7861\"/>\n</g>\n<!-- 195 -->\n<g id=\"node196\" class=\"node\">\n<title>195</title>\n<path fill=\"#bddef6\" stroke=\"#000000\" d=\"M6004,-187C6004,-187 5905,-187 5905,-187 5899,-187 5893,-181 5893,-175 5893,-175 5893,-116 5893,-116 5893,-110 5899,-104 5905,-104 5905,-104 6004,-104 6004,-104 6010,-104 6016,-110 6016,-116 6016,-116 6016,-175 6016,-175 6016,-181 6010,-187 6004,-187\"/>\n<text text-anchor=\"start\" x=\"5917\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp ≤ 4.5</text>\n<text text-anchor=\"start\" x=\"5921\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n<text text-anchor=\"start\" x=\"5915\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"start\" x=\"5913\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 3]</text>\n<text text-anchor=\"start\" x=\"5901\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 194&#45;&gt;195 -->\n<g id=\"edge195\" class=\"edge\">\n<title>194&#45;&gt;195</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5992.2144,-222.8796C5988.0443,-214.3236 5983.6091,-205.2238 5979.3003,-196.3833\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5982.3997,-194.7538 5974.8722,-187.2981 5976.1073,-197.8207 5982.3997,-194.7538\"/>\n</g>\n<!-- 198 -->\n<g id=\"node199\" class=\"node\">\n<title>198</title>\n<path fill=\"#eca06a\" stroke=\"#000000\" d=\"M6129,-187C6129,-187 6046,-187 6046,-187 6040,-187 6034,-181 6034,-175 6034,-175 6034,-116 6034,-116 6034,-110 6040,-104 6046,-104 6046,-104 6129,-104 6129,-104 6135,-104 6141,-110 6141,-116 6141,-116 6141,-175 6141,-175 6141,-181 6135,-187 6129,-187\"/>\n<text text-anchor=\"start\" x=\"6052.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Age ≤ 24.5</text>\n<text text-anchor=\"start\" x=\"6054\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n<text text-anchor=\"start\" x=\"6043.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n<text text-anchor=\"start\" x=\"6042\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [12, 3]</text>\n<text text-anchor=\"start\" x=\"6045\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 194&#45;&gt;198 -->\n<g id=\"edge198\" class=\"edge\">\n<title>194&#45;&gt;198</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M6038.7314,-222.8796C6044.2373,-214.1434 6050.1006,-204.8404 6055.7824,-195.8253\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"6058.7857,-197.6242 6061.1567,-187.2981 6052.8637,-193.8919 6058.7857,-197.6242\"/>\n</g>\n<!-- 196 -->\n<g id=\"node197\" class=\"node\">\n<title>196</title>\n<path fill=\"#7bbeee\" stroke=\"#000000\" d=\"M5878,-68C5878,-68 5779,-68 5779,-68 5773,-68 5767,-62 5767,-56 5767,-56 5767,-12 5767,-12 5767,-6 5773,0 5779,0 5779,0 5878,0 5878,0 5884,0 5890,-6 5890,-12 5890,-12 5890,-56 5890,-56 5890,-62 5884,-68 5878,-68\"/>\n<text text-anchor=\"start\" x=\"5790.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n<text text-anchor=\"start\" x=\"5789\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"start\" x=\"5787\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 3]</text>\n<text text-anchor=\"start\" x=\"5775\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Survived</text>\n</g>\n<!-- 195&#45;&gt;196 -->\n<g id=\"edge196\" class=\"edge\">\n<title>195&#45;&gt;196</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5907.5823,-103.9815C5896.8848,-94.5151 5885.5244,-84.462 5874.8508,-75.0168\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5877.0278,-72.2696 5867.2195,-68.2637 5872.3889,-77.5118 5877.0278,-72.2696\"/>\n</g>\n<!-- 197 -->\n<g id=\"node198\" class=\"node\">\n<title>197</title>\n<path fill=\"#e58139\" stroke=\"#000000\" d=\"M5997,-68C5997,-68 5920,-68 5920,-68 5914,-68 5908,-62 5908,-56 5908,-56 5908,-12 5908,-12 5908,-6 5914,0 5920,0 5920,0 5997,0 5997,0 6003,0 6009,-6 6009,-12 6009,-12 6009,-56 6009,-56 6009,-62 6003,-68 5997,-68\"/>\n<text text-anchor=\"start\" x=\"5929\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n<text text-anchor=\"start\" x=\"5919\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"start\" x=\"5917\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"start\" x=\"5916\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 195&#45;&gt;197 -->\n<g id=\"edge197\" class=\"edge\">\n<title>195&#45;&gt;197</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M5955.9895,-103.9815C5956.2895,-95.618 5956.606,-86.7965 5956.9093,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"5960.41,-78.3828 5957.2708,-68.2637 5953.4145,-78.1317 5960.41,-78.3828\"/>\n</g>\n<!-- 199 -->\n<g id=\"node200\" class=\"node\">\n<title>199</title>\n<path fill=\"#efb388\" stroke=\"#000000\" d=\"M6123,-68C6123,-68 6046,-68 6046,-68 6040,-68 6034,-62 6034,-56 6034,-56 6034,-12 6034,-12 6034,-6 6040,0 6046,0 6046,0 6123,0 6123,0 6129,0 6135,-6 6135,-12 6135,-12 6135,-56 6135,-56 6135,-62 6129,-68 6123,-68\"/>\n<text text-anchor=\"start\" x=\"6046.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.408</text>\n<text text-anchor=\"start\" x=\"6045\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n<text text-anchor=\"start\" x=\"6043\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 2]</text>\n<text text-anchor=\"start\" x=\"6042\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 198&#45;&gt;199 -->\n<g id=\"edge199\" class=\"edge\">\n<title>198&#45;&gt;199</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M6086.3829,-103.9815C6086.1579,-95.618 6085.9205,-86.7965 6085.693,-78.3409\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"6089.1897,-78.1659 6085.4219,-68.2637 6082.1922,-78.3542 6089.1897,-78.1659\"/>\n</g>\n<!-- 200 -->\n<g id=\"node201\" class=\"node\">\n<title>200</title>\n<path fill=\"#e99355\" stroke=\"#000000\" d=\"M6242,-68C6242,-68 6165,-68 6165,-68 6159,-68 6153,-62 6153,-56 6153,-56 6153,-12 6153,-12 6153,-6 6159,0 6165,0 6165,0 6242,0 6242,0 6248,0 6254,-6 6254,-12 6254,-12 6254,-56 6254,-56 6254,-62 6248,-68 6242,-68\"/>\n<text text-anchor=\"start\" x=\"6165.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.219</text>\n<text text-anchor=\"start\" x=\"6164\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n<text text-anchor=\"start\" x=\"6162\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [7, 1]</text>\n<text text-anchor=\"start\" x=\"6161\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = Dead</text>\n</g>\n<!-- 198&#45;&gt;200 -->\n<g id=\"edge200\" class=\"edge\">\n<title>198&#45;&gt;200</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M6130.6941,-103.9815C6140.4469,-94.607 6150.7983,-84.6572 6160.5414,-75.2921\"/>\n<polygon fill=\"#000000\" 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          "metadata": {
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          "execution_count": 18
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    {
      "cell_type": "code",
      "metadata": {
        "id": "HNHS4cZ2tPmV"
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      "source": [
        ""
      ],
      "execution_count": 18,
      "outputs": []
    }
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}