lab09.ipynb

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      "source": [
        "Lab 8: Decision Trees \n",
        "\n",
        "Kobie Williams \n",
        "\n",
        "3/4/2022\n",
        "\n",
        "Experimenting with training a random forest classifier and think about over/under fitting "
      ],
      "metadata": {
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    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.tree import export_graphviz\n",
        "import graphviz\n"
      ],
      "metadata": {
        "id": "uhmkkH6X5j9V"
      },
      "execution_count": 18,
      "outputs": []
    },
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      "cell_type": "code",
      "source": [
        "df = pd.read_csv('https://drive.google.com/uc?export=download&id=1ATf3eoCvAKG_I2luCV2gj_GRDUXoybFR') \n",
        "df.head(5)"
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
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              "      <td>Braund, Mr. Owen Harris</td>\n",
              "      <td>male</td>\n",
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              "      <td>1</td>\n",
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              "      <td>PC 17599</td>\n",
              "      <td>71.2833</td>\n",
              "      <td>C85</td>\n",
              "      <td>C</td>\n",
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              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Heikkinen, Miss. Laina</td>\n",
              "      <td>female</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>STON/O2. 3101282</td>\n",
              "      <td>7.9250</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
              "      <td>female</td>\n",
              "      <td>35.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "      <th>4</th>\n",
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              "      <td>Allen, Mr. William Henry</td>\n",
              "      <td>male</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>373450</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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            "text/plain": [
              "   PassengerId  Survived  Pclass  \\\n",
              "0            1         0       3   \n",
              "1            2         1       1   \n",
              "2            3         1       3   \n",
              "3            4         1       1   \n",
              "4            5         0       3   \n",
              "\n",
              "                                                Name     Sex   Age  SibSp  \\\n",
              "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
              "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
              "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
              "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
              "4                           Allen, Mr. William Henry    male  35.0      0   \n",
              "\n",
              "   Parch            Ticket     Fare Cabin Embarked  \n",
              "0      0         A/5 21171   7.2500   NaN        S  \n",
              "1      0          PC 17599  71.2833   C85        C  \n",
              "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
              "3      0            113803  53.1000  C123        S  \n",
              "4      0            373450   8.0500   NaN        S  "
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
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    },
    {
      "cell_type": "code",
      "source": [
        "#Survived column \n",
        "#target variable \n",
        "y = df['Survived'] "
      ],
      "metadata": {
        "id": "VUlV0BoL5-y_"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X = df[['Pclass', 'Sex', 'SibSp', 'Parch']] "
      ],
      "metadata": {
        "id": "A41oH87Q6HLH"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X = pd.get_dummies(X) "
      ],
      "metadata": {
        "id": "5izJV9op6Ol0"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#making a tree object \n",
        "Xtrain, Xtest, ytrain, ytest = train_test_split(X,y, test_size=0.1, random_state=0)\n",
        "Xtest[0:5] "
      ],
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              "      <th></th>\n",
              "      <th>Pclass</th>\n",
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              "      <th>Sex_male</th>\n",
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              "      <th>495</th>\n",
              "      <td>3</td>\n",
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              "      <th>31</th>\n",
              "      <td>1</td>\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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            "text/plain": [
              "     Pclass  SibSp  Parch  Sex_female  Sex_male\n",
              "495       3      0      0           0         1\n",
              "648       3      0      0           0         1\n",
              "278       3      4      1           0         1\n",
              "31        1      1      0           1         0\n",
              "255       3      0      2           1         0"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#make a tree object \n",
        "clf = DecisionTreeClassifier(criterion='entropy', random_state=0) \n",
        "\n",
        "#fit a model to the training data \n",
        "clf = clf.fit(Xtrain,ytrain) \n",
        "clf "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RDT83qc--7cm",
        "outputId": "ae5b2cc6-07a2-426b-d011-889741875183"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(criterion='entropy', random_state=0)"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "classes = ['survived_false', 'survived_true'] "
      ],
      "metadata": {
        "id": "WeGb1XSS_hyO"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vis_data = export_graphviz(clf, out_file=None,\n",
        "                feature_names=Xtrain.columns,\n",
        "                class_names=['survived_false', 'survived_true'],\n",
        "                filled=True)\n",
        "\n",
        "graph = graphviz.Source(vis_data) \n",
        "graph"
      ],
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          "height": 1000
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        "id": "A3DKdUjmALGU",
        "outputId": "43ca22e6-357f-483a-d866-54f9c8dfc356"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.files.Source at 0x7f5e9cf5a810>"
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y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M588.8328,-341.8796C575.7817,-330.1138 561.5899,-317.3197 548.5739,-305.5855\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"550.8346,-302.9113 541.0636,-298.8149 546.1474,-308.1104 550.8346,-302.9113\"/>\n</g>\n<!-- 13 -->\n<g id=\"node14\" class=\"node\">\n<title>13</title>\n<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"755,-298.5 601,-298.5 601,-230.5 755,-230.5 755,-298.5\"/>\n<text text-anchor=\"middle\" x=\"678\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"678\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"middle\" x=\"678\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n<text text-anchor=\"middle\" x=\"678\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M650.0393,-341.8796C653.973,-330.9935 658.2247,-319.227 662.1968,-308.2344\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"665.4937,-309.4092 665.6005,-298.8149 658.9103,-307.0303 665.4937,-309.4092\"/>\n</g>\n<!-- 15 -->\n<g id=\"node16\" class=\"node\">\n<title>15</title>\n<polygon fill=\"#55abe9\" stroke=\"#000000\" points=\"906,-544 752,-544 752,-461 906,-461 906,-544\"/>\n<text text-anchor=\"middle\" x=\"829\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"829\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.544</text>\n<text text-anchor=\"middle\" x=\"829\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 40</text>\n<text text-anchor=\"middle\" x=\"829\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 35]</text>\n<text text-anchor=\"middle\" x=\"829\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M856.9607,-579.8796C853.9341,-571.5037 850.7192,-562.6067 847.5883,-553.942\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"850.7937,-552.5135 844.1035,-544.2981 844.2103,-554.8924 850.7937,-552.5135\"/>\n</g>\n<!-- 18 -->\n<g id=\"node19\" class=\"node\">\n<title>18</title>\n<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"1078,-536.5 924,-536.5 924,-468.5 1078,-468.5 1078,-536.5\"/>\n<text text-anchor=\"middle\" x=\"1001\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"1001\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 26</text>\n<text text-anchor=\"middle\" x=\"1001\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 26]</text>\n<text text-anchor=\"middle\" x=\"1001\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 14&#45;&gt;18 -->\n<g id=\"edge18\" class=\"edge\">\n<title>14&#45;&gt;18</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M917.1179,-579.8796C929.7533,-568.2237 943.4826,-555.5587 956.105,-543.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"958.8244,-546.168 963.8015,-536.8149 954.078,-541.0228 958.8244,-546.168\"/>\n</g>\n<!-- 16 -->\n<g id=\"node17\" class=\"node\">\n<title>16</title>\n<polygon fill=\"#50a8e8\" stroke=\"#000000\" points=\"884,-417.5 730,-417.5 730,-349.5 884,-349.5 884,-417.5\"/>\n<text text-anchor=\"middle\" x=\"807\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.48</text>\n<text text-anchor=\"middle\" x=\"807\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 29</text>\n<text text-anchor=\"middle\" x=\"807\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 26]</text>\n<text text-anchor=\"middle\" x=\"807\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M821.3055,-460.8796C819.3336,-450.2134 817.2054,-438.7021 815.2087,-427.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"818.6036,-427.012 813.3439,-417.8149 811.7203,-428.2846 818.6036,-427.012\"/>\n</g>\n<!-- 17 -->\n<g id=\"node18\" class=\"node\">\n<title>17</title>\n<polygon fill=\"#65b3eb\" stroke=\"#000000\" points=\"1056,-417.5 902,-417.5 902,-349.5 1056,-349.5 1056,-417.5\"/>\n<text text-anchor=\"middle\" x=\"979\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.684</text>\n<text text-anchor=\"middle\" x=\"979\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n<text text-anchor=\"middle\" x=\"979\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 9]</text>\n<text text-anchor=\"middle\" x=\"979\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 15&#45;&gt;17 -->\n<g id=\"edge17\" class=\"edge\">\n<title>15&#45;&gt;17</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M881.4627,-460.8796C896.4322,-449.0038 912.7222,-436.0804 927.6259,-424.2568\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"930.087,-426.772 935.7459,-417.8149 925.7365,-421.2881 930.087,-426.772\"/>\n</g>\n<!-- 20 -->\n<g id=\"node21\" class=\"node\">\n<title>20</title>\n<polygon fill=\"#d3e9f9\" stroke=\"#000000\" points=\"1663,-663 1509,-663 1509,-580 1663,-580 1663,-663\"/>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 2.5</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.989</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 105</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [46, 59]</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M1699.7935,-698.8796C1685.5394,-689.1868 1670.259,-678.7961 1655.6693,-668.8752\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1657.4093,-665.8258 1647.1719,-663.0969 1653.4731,-671.6143 1657.4093,-665.8258\"/>\n</g>\n<!-- 35 -->\n<g id=\"node36\" class=\"node\">\n<title>35</title>\n<polygon fill=\"#efb184\" stroke=\"#000000\" points=\"1930,-663 1770,-663 1770,-580 1930,-580 1930,-663\"/>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 4.5</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.85</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 29</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [21, 8]</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 19&#45;&gt;35 -->\n<g id=\"edge35\" class=\"edge\">\n<title>19&#45;&gt;35</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1792.1279,-698.8796C1798.729,-690.0534 1805.7629,-680.6485 1812.5702,-671.5466\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1815.5528,-673.4024 1818.7393,-663.2981 1809.9472,-669.2099 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id=\"edge21\" class=\"edge\">\n<title>20&#45;&gt;21</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1508.7508,-586.2791C1478.1048,-572.3064 1442.7297,-556.1775 1411.2509,-541.8251\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1412.6019,-538.5945 1402.051,-537.6305 1409.6979,-544.9637 1412.6019,-538.5945\"/>\n</g>\n<!-- 32 -->\n<g id=\"node33\" class=\"node\">\n<title>32</title>\n<polygon fill=\"#ea9a61\" stroke=\"#000000\" points=\"1666,-544 1506,-544 1506,-461 1666,-461 1666,-544\"/>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.65</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 1]</text>\n<text text-anchor=\"middle\" x=\"1586\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 20&#45;&gt;32 -->\n<g id=\"edge32\" class=\"edge\">\n<title>20&#45;&gt;32</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1586,-579.8796C1586,-571.6838 1586,-562.9891 1586,-554.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1589.5001,-554.298 1586,-544.2981 1582.5001,-554.2981 1589.5001,-554.298\"/>\n</g>\n<!-- 22 -->\n<g id=\"node23\" class=\"node\">\n<title>22</title>\n<polygon fill=\"#cce6f8\" stroke=\"#000000\" points=\"1228,-425 1074,-425 1074,-342 1228,-342 1228,-425\"/>\n<text text-anchor=\"middle\" x=\"1151\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"1151\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.984</text>\n<text text-anchor=\"middle\" x=\"1151\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 94</text>\n<text text-anchor=\"middle\" x=\"1151\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [40, 54]</text>\n<text text-anchor=\"middle\" x=\"1151\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M1264.1432,-460.8796C1249.9706,-451.1868 1234.7775,-440.7961 1220.2712,-430.8752\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1222.0525,-427.8531 1211.8224,-425.0969 1218.1008,-433.6311 1222.0525,-427.8531\"/>\n</g>\n<!-- 29 -->\n<g id=\"node30\" class=\"node\">\n<title>29</title>\n<polygon fill=\"#6ab6ec\" stroke=\"#000000\" points=\"1402,-425 1248,-425 1248,-342 1402,-342 1402,-425\"/>\n<text text-anchor=\"middle\" x=\"1325\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"1325\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.722</text>\n<text text-anchor=\"middle\" x=\"1325\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"middle\" x=\"1325\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 4]</text>\n<text text-anchor=\"middle\" x=\"1325\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 21&#45;&gt;29 -->\n<g id=\"edge29\" class=\"edge\">\n<title>21&#45;&gt;29</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1325,-460.8796C1325,-452.6838 1325,-443.9891 1325,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1328.5001,-435.298 1325,-425.2981 1321.5001,-435.2981 1328.5001,-435.298\"/>\n</g>\n<!-- 23 -->\n<g id=\"node24\" class=\"node\">\n<title>23</title>\n<polygon fill=\"#b6dbf5\" stroke=\"#000000\" points=\"1051,-306 897,-306 897,-223 1051,-223 1051,-306\"/>\n<text text-anchor=\"middle\" x=\"974\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"974\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.963</text>\n<text text-anchor=\"middle\" x=\"974\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 62</text>\n<text text-anchor=\"middle\" x=\"974\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [24, 38]</text>\n<text text-anchor=\"middle\" x=\"974\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M1089.094,-341.8796C1074.677,-332.1868 1059.222,-321.7961 1044.4656,-311.8752\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1046.1227,-308.7718 1035.8711,-306.0969 1042.2171,-314.581 1046.1227,-308.7718\"/>\n</g>\n<!-- 26 -->\n<g id=\"node27\" class=\"node\">\n<title>26</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"1229,-306 1069,-306 1069,-223 1229,-223 1229,-306\"/>\n<text text-anchor=\"middle\" x=\"1149\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"1149\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"1149\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 32</text>\n<text text-anchor=\"middle\" x=\"1149\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [16, 16]</text>\n<text text-anchor=\"middle\" x=\"1149\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 22&#45;&gt;26 -->\n<g id=\"edge26\" class=\"edge\">\n<title>22&#45;&gt;26</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1150.3005,-341.8796C1150.1628,-333.6838 1150.0166,-324.9891 1149.874,-316.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1153.3701,-316.2378 1149.7025,-306.2981 1146.3711,-316.3555 1153.3701,-316.2378\"/>\n</g>\n<!-- 24 -->\n<g id=\"node25\" class=\"node\">\n<title>24</title>\n<polygon fill=\"#b3daf5\" stroke=\"#000000\" points=\"879,-179.5 725,-179.5 725,-111.5 879,-111.5 879,-179.5\"/>\n<text text-anchor=\"middle\" x=\"802\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.959</text>\n<text text-anchor=\"middle\" x=\"802\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 55</text>\n<text text-anchor=\"middle\" x=\"802\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [21, 34]</text>\n<text text-anchor=\"middle\" x=\"802\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 23&#45;&gt;24 -->\n<g id=\"edge24\" class=\"edge\">\n<title>23&#45;&gt;24</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M913.8427,-222.8796C896.2766,-210.7263 877.1248,-197.4759 859.7136,-185.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"861.5357,-182.4344 851.3207,-179.623 857.553,-188.191 861.5357,-182.4344\"/>\n</g>\n<!-- 25 -->\n<g 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fill=\"none\" stroke=\"#000000\" d=\"M1149,-222.8796C1149,-212.2134 1149,-200.7021 1149,-189.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1152.5001,-189.8149 1149,-179.8149 1145.5001,-189.815 1152.5001,-189.8149\"/>\n</g>\n<!-- 28 -->\n<g id=\"node29\" class=\"node\">\n<title>28</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"1407,-179.5 1247,-179.5 1247,-111.5 1407,-111.5 1407,-179.5\"/>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 5]</text>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M1211.2558,-222.8796C1229.4346,-210.7263 1249.2546,-197.4759 1267.2731,-185.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1269.5907,-188.0905 1275.9588,-179.623 1265.7003,-182.2712 1269.5907,-188.0905\"/>\n</g>\n<!-- 30 -->\n<g id=\"node31\" class=\"node\">\n<title>30</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"1407,-298.5 1247,-298.5 1247,-230.5 1407,-230.5 1407,-298.5\"/>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"middle\" x=\"1327\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M1325.6995,-341.8796C1325.8788,-331.2134 1326.0722,-319.7021 1326.2538,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1329.7546,-308.8724 1326.4233,-298.8149 1322.7556,-308.7547 1329.7546,-308.8724\"/>\n</g>\n<!-- 31 -->\n<g id=\"node32\" class=\"node\">\n<title>31</title>\n<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"1579,-298.5 1425,-298.5 1425,-230.5 1579,-230.5 1579,-298.5\"/>\n<text text-anchor=\"middle\" x=\"1502\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"1502\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"middle\" x=\"1502\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n<text text-anchor=\"middle\" x=\"1502\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 29&#45;&gt;31 -->\n<g id=\"edge31\" class=\"edge\">\n<title>29&#45;&gt;31</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1386.906,-341.8796C1404.9828,-329.7263 1424.6914,-316.4759 1442.6087,-304.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1444.8996,-307.1071 1451.2456,-298.623 1440.9939,-301.2979 1444.8996,-307.1071\"/>\n</g>\n<!-- 33 -->\n<g id=\"node34\" class=\"node\">\n<title>33</title>\n<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"1574,-417.5 1420,-417.5 1420,-349.5 1574,-349.5 1574,-417.5\"/>\n<text text-anchor=\"middle\" x=\"1497\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"1497\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"middle\" x=\"1497\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"middle\" x=\"1497\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 32&#45;&gt;33 -->\n<g id=\"edge33\" class=\"edge\">\n<title>32&#45;&gt;33</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1554.8721,-460.8796C1546.4014,-449.5536 1537.2181,-437.2748 1528.7153,-425.9058\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1531.4562,-423.7268 1522.6641,-417.8149 1525.8505,-427.9193 1531.4562,-423.7268\"/>\n</g>\n<!-- 34 -->\n<g id=\"node35\" 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fill=\"#000000\">value = [4, 0]</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 35&#45;&gt;49 -->\n<g id=\"edge49\" class=\"edge\">\n<title>35&#45;&gt;49</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1912.2558,-579.8796C1930.4346,-567.7263 1950.2546,-554.4759 1968.2731,-542.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1970.5907,-545.0905 1976.9588,-536.623 1966.7003,-539.2712 1970.5907,-545.0905\"/>\n</g>\n<!-- 37 -->\n<g id=\"node38\" class=\"node\">\n<title>37</title>\n<polygon fill=\"#fbeade\" stroke=\"#000000\" points=\"1930,-425 1770,-425 1770,-342 1930,-342 1930,-425\"/>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 4.0</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.994</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 5]</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 36&#45;&gt;37 -->\n<g id=\"edge37\" class=\"edge\">\n<title>36&#45;&gt;37</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1850,-460.8796C1850,-452.6838 1850,-443.9891 1850,-435.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1853.5001,-435.298 1850,-425.2981 1846.5001,-435.2981 1853.5001,-435.298\"/>\n</g>\n<!-- 42 -->\n<g id=\"node43\" class=\"node\">\n<title>42</title>\n<polygon fill=\"#eca36f\" stroke=\"#000000\" points=\"2108,-425 1948,-425 1948,-342 2108,-342 2108,-425\"/>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 3.5</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.75</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 14</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 3]</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 36&#45;&gt;42 -->\n<g id=\"edge42\" class=\"edge\">\n<title>36&#45;&gt;42</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1912.2558,-460.8796C1926.7542,-451.1868 1942.2965,-440.7961 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font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M1788.7935,-341.8796C1774.5394,-332.1868 1759.259,-321.7961 1744.6693,-311.8752\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1746.4093,-308.8258 1736.1719,-306.0969 1742.4731,-314.6143 1746.4093,-308.8258\"/>\n</g>\n<!-- 41 -->\n<g id=\"node42\" class=\"node\">\n<title>41</title>\n<polygon fill=\"#e58139\" stroke=\"#000000\" points=\"1930,-298.5 1770,-298.5 1770,-230.5 1930,-230.5 1930,-298.5\"/>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0]</text>\n<text text-anchor=\"middle\" x=\"1850\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 37&#45;&gt;41 -->\n<g id=\"edge41\" class=\"edge\">\n<title>37&#45;&gt;41</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1850,-341.8796C1850,-331.2134 1850,-319.7021 1850,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1853.5001,-308.8149 1850,-298.8149 1846.5001,-308.815 1853.5001,-308.8149\"/>\n</g>\n<!-- 39 -->\n<g id=\"node40\" class=\"node\">\n<title>39</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"1628,-179.5 1468,-179.5 1468,-111.5 1628,-111.5 1628,-179.5\"/>\n<text text-anchor=\"middle\" x=\"1548\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"1548\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n<text text-anchor=\"middle\" x=\"1548\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 4]</text>\n<text text-anchor=\"middle\" x=\"1548\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 38&#45;&gt;39 -->\n<g id=\"edge39\" class=\"edge\">\n<title>38&#45;&gt;39</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1630.5816,-222.8796C1618.1421,-211.2237 1604.6257,-198.5587 1592.199,-186.9148\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1594.3121,-184.0985 1584.6218,-179.8149 1589.5259,-189.2065 1594.3121,-184.0985\"/>\n</g>\n<!-- 40 -->\n<g id=\"node41\" class=\"node\">\n<title>40</title>\n<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"1800,-179.5 1646,-179.5 1646,-111.5 1800,-111.5 1800,-179.5\"/>\n<text text-anchor=\"middle\" x=\"1723\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"1723\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"middle\" x=\"1723\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n<text text-anchor=\"middle\" x=\"1723\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 38&#45;&gt;40 -->\n<g id=\"edge40\" class=\"edge\">\n<title>38&#45;&gt;40</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1691.7881,-222.8796C1696.1791,-211.9935 1700.9252,-200.227 1705.3592,-189.2344\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1708.6638,-190.3982 1709.1587,-179.8149 1702.172,-187.7796 1708.6638,-190.3982\"/>\n</g>\n<!-- 43 -->\n<g id=\"node44\" class=\"node\">\n<title>43</title>\n<polygon fill=\"#e89152\" stroke=\"#000000\" points=\"2108,-306 1948,-306 1948,-223 2108,-223 2108,-306\"/>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 4.5</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.503</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 1]</text>\n<text text-anchor=\"middle\" x=\"2028\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M2028,-341.8796C2028,-333.6838 2028,-324.9891 2028,-316.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2031.5001,-316.298 2028,-306.2981 2024.5001,-316.2981 2031.5001,-316.298\"/>\n</g>\n<!-- 48 -->\n<g id=\"node49\" class=\"node\">\n<title>48</title>\n<polygon fill=\"#f6d5bd\" stroke=\"#000000\" points=\"2286,-298.5 2126,-298.5 2126,-230.5 2286,-230.5 2286,-298.5\"/>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.971</text>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 2]</text>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 42&#45;&gt;48 -->\n<g id=\"edge48\" class=\"edge\">\n<title>42&#45;&gt;48</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2090.2558,-341.8796C2108.4346,-329.7263 2128.2546,-316.4759 2146.2731,-304.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2148.5907,-307.0905 2154.9588,-298.623 2144.7003,-301.2712 2148.5907,-307.0905\"/>\n</g>\n<!-- 44 -->\n<g id=\"node45\" class=\"node\">\n<title>44</title>\n<polygon fill=\"#e58139\" stroke=\"#000000\" points=\"2064,-179.5 1904,-179.5 1904,-111.5 2064,-111.5 2064,-179.5\"/>\n<text text-anchor=\"middle\" x=\"1984\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"1984\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n<text text-anchor=\"middle\" x=\"1984\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 0]</text>\n<text text-anchor=\"middle\" x=\"1984\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M2012.6109,-222.8796C2008.5858,-211.9935 2004.2352,-200.227 2000.1707,-189.2344\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2003.4387,-187.9805 1996.6879,-179.8149 1996.8732,-190.4082 2003.4387,-187.9805\"/>\n</g>\n<!-- 45 -->\n<g id=\"node46\" class=\"node\">\n<title>45</title>\n<polygon fill=\"#f2c09c\" stroke=\"#000000\" points=\"2242,-187 2082,-187 2082,-104 2242,-104 2242,-187\"/>\n<text text-anchor=\"middle\" x=\"2162\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 5.5</text>\n<text text-anchor=\"middle\" x=\"2162\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.918</text>\n<text text-anchor=\"middle\" x=\"2162\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"middle\" x=\"2162\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 1]</text>\n<text text-anchor=\"middle\" x=\"2162\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 43&#45;&gt;45 -->\n<g id=\"edge45\" class=\"edge\">\n<title>43&#45;&gt;45</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2074.8667,-222.8796C2085.3125,-213.6031 2096.4781,-203.6874 2107.211,-194.1559\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2109.7801,-196.5553 2114.9333,-187.2981 2105.132,-191.3213 2109.7801,-196.5553\"/>\n</g>\n<!-- 46 -->\n<g id=\"node47\" class=\"node\">\n<title>46</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"2153,-68 1993,-68 1993,0 2153,0 2153,-68\"/>\n<text text-anchor=\"middle\" x=\"2073\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"2073\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"middle\" x=\"2073\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"middle\" x=\"2073\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M2128.8597,-103.9815C2121.597,-94.8828 2113.9017,-85.242 2106.6204,-76.1199\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" 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d=\"M2195.1403,-103.9815C2202.403,-94.8828 2210.0983,-85.242 2217.3796,-76.1199\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2220.1475,-78.2627 2223.6505,-68.2637 2214.6766,-73.8958 2220.1475,-78.2627\"/>\n</g>\n<!-- 51 -->\n<g id=\"node52\" class=\"node\">\n<title>51</title>\n<polygon fill=\"#f3c3a0\" stroke=\"#000000\" points=\"2731,-782 2571,-782 2571,-699 2731,-699 2731,-782\"/>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.928</text>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 105</text>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [69, 36]</text>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 50&#45;&gt;51 -->\n<g id=\"edge51\" class=\"edge\">\n<title>50&#45;&gt;51</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2651,-817.8796C2651,-809.6838 2651,-800.9891 2651,-792.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2654.5001,-792.298 2651,-782.2981 2647.5001,-792.2981 2654.5001,-792.298\"/>\n</g>\n<!-- 66 -->\n<g id=\"node67\" class=\"node\">\n<title>66</title>\n<polygon fill=\"#e9975b\" stroke=\"#000000\" points=\"3526,-782 3366,-782 3366,-699 3526,-699 3526,-782\"/>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.602</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 415</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [354, 61]</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 50&#45;&gt;66 -->\n<g id=\"edge66\" class=\"edge\">\n<title>50&#45;&gt;66</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2731.2354,-847.4899C2880.4366,-825.1567 3199.5743,-777.3864 3355.9207,-753.9836\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3356.6084,-757.4197 3365.98,-752.4778 3355.572,-750.4968 3356.6084,-757.4197\"/>\n</g>\n<!-- 52 -->\n<g id=\"node53\" class=\"node\">\n<title>52</title>\n<polygon fill=\"#f0b68c\" stroke=\"#000000\" points=\"2642,-663 2482,-663 2482,-580 2642,-580 2642,-663\"/>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 1.5</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.875</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 78</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [55, 23]</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 51&#45;&gt;52 -->\n<g id=\"edge52\" class=\"edge\">\n<title>51&#45;&gt;52</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2619.8721,-698.8796C2613.271,-690.0534 2606.2371,-680.6485 2599.4298,-671.5466\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2602.0528,-669.2099 2593.2607,-663.2981 2596.4472,-673.4024 2602.0528,-669.2099\"/>\n</g>\n<!-- 57 -->\n<g id=\"node58\" class=\"node\">\n<title>57</title>\n<polygon fill=\"#fdf6f1\" stroke=\"#000000\" points=\"2820,-663 2660,-663 2660,-580 2820,-580 2820,-663\"/>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 1.5</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.999</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 27</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [14, 13]</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 51&#45;&gt;57 -->\n<g id=\"edge57\" class=\"edge\">\n<title>51&#45;&gt;57</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2682.1279,-698.8796C2688.729,-690.0534 2695.7629,-680.6485 2702.5702,-671.5466\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2705.5528,-673.4024 2708.7393,-663.2981 2699.9472,-669.2099 2705.5528,-673.4024\"/>\n</g>\n<!-- 53 -->\n<g id=\"node54\" class=\"node\">\n<title>53</title>\n<polygon fill=\"#efb387\" stroke=\"#000000\" points=\"2464,-544 2304,-544 2304,-461 2464,-461 2464,-544\"/>\n<text text-anchor=\"middle\" x=\"2384\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"2384\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.861</text>\n<text text-anchor=\"middle\" x=\"2384\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 74</text>\n<text text-anchor=\"middle\" x=\"2384\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [53, 21]</text>\n<text text-anchor=\"middle\" x=\"2384\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 52&#45;&gt;53 -->\n<g id=\"edge53\" class=\"edge\">\n<title>52&#45;&gt;53</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2499.7442,-579.8796C2485.2458,-570.1868 2469.7035,-559.7961 2454.8637,-549.8752\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2456.4792,-546.7451 2446.2206,-544.0969 2452.5887,-552.5644 2456.4792,-546.7451\"/>\n</g>\n<!-- 56 -->\n<g id=\"node57\" class=\"node\">\n<title>56</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"2642,-536.5 2482,-536.5 2482,-468.5 2642,-468.5 2642,-536.5\"/>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 2]</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 52&#45;&gt;56 -->\n<g id=\"edge56\" class=\"edge\">\n<title>52&#45;&gt;56</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2562,-579.8796C2562,-569.2134 2562,-557.7021 2562,-546.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2565.5001,-546.8149 2562,-536.8149 2558.5001,-546.815 2565.5001,-546.8149\"/>\n</g>\n<!-- 54 -->\n<g id=\"node55\" class=\"node\">\n<title>54</title>\n<polygon fill=\"#f0b88f\" stroke=\"#000000\" points=\"2286,-417.5 2126,-417.5 2126,-349.5 2286,-349.5 2286,-417.5\"/>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.885</text>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 66</text>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [46, 20]</text>\n<text text-anchor=\"middle\" x=\"2206\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M2321.7442,-460.8796C2303.5654,-448.7263 2283.7454,-435.4759 2265.7269,-423.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" 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fill=\"none\" stroke=\"#000000\" d=\"M2384,-460.8796C2384,-450.2134 2384,-438.7021 2384,-427.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2387.5001,-427.8149 2384,-417.8149 2380.5001,-427.815 2387.5001,-427.8149\"/>\n</g>\n<!-- 58 -->\n<g id=\"node59\" class=\"node\">\n<title>58</title>\n<polygon fill=\"#f9e2d1\" stroke=\"#000000\" points=\"2820,-544 2660,-544 2660,-461 2820,-461 2820,-544\"/>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.988</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 23</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [13, 10]</text>\n<text text-anchor=\"middle\" x=\"2740\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 57&#45;&gt;58 -->\n<g id=\"edge58\" class=\"edge\">\n<title>57&#45;&gt;58</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2740,-579.8796C2740,-571.6838 2740,-562.9891 2740,-554.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2743.5001,-554.298 2740,-544.2981 2736.5001,-554.2981 2743.5001,-554.298\"/>\n</g>\n<!-- 63 -->\n<g id=\"node64\" class=\"node\">\n<title>63</title>\n<polygon fill=\"#7bbeee\" stroke=\"#000000\" points=\"2992,-544 2838,-544 2838,-461 2992,-461 2992,-544\"/>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 3.0</text>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.811</text>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 3]</text>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 57&#45;&gt;63 -->\n<g id=\"edge63\" class=\"edge\">\n<title>57&#45;&gt;63</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2801.2065,-579.8796C2815.4606,-570.1868 2830.741,-559.7961 2845.3307,-549.8752\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2847.5269,-552.6143 2853.8281,-544.0969 2843.5907,-546.8258 2847.5269,-552.6143\"/>\n</g>\n<!-- 59 -->\n<g id=\"node60\" class=\"node\">\n<title>59</title>\n<polygon fill=\"#fae8db\" stroke=\"#000000\" points=\"2642,-425 2482,-425 2482,-342 2642,-342 2642,-425\"/>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 1.5</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.993</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 20</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 9]</text>\n<text text-anchor=\"middle\" x=\"2562\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 58&#45;&gt;59 -->\n<g id=\"edge59\" class=\"edge\">\n<title>58&#45;&gt;59</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2677.7442,-460.8796C2663.2458,-451.1868 2647.7035,-440.7961 2632.8637,-430.8752\"/>\n<polygon 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class=\"edge\">\n<title>58&#45;&gt;62</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2740,-460.8796C2740,-450.2134 2740,-438.7021 2740,-427.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2743.5001,-427.8149 2740,-417.8149 2736.5001,-427.815 2743.5001,-427.8149\"/>\n</g>\n<!-- 60 -->\n<g id=\"node61\" class=\"node\">\n<title>60</title>\n<polygon fill=\"#fae6d7\" stroke=\"#000000\" points=\"2553,-298.5 2393,-298.5 2393,-230.5 2553,-230.5 2553,-298.5\"/>\n<text text-anchor=\"middle\" x=\"2473\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.991</text>\n<text text-anchor=\"middle\" x=\"2473\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 18</text>\n<text text-anchor=\"middle\" x=\"2473\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [10, 8]</text>\n<text text-anchor=\"middle\" x=\"2473\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 59&#45;&gt;60 -->\n<g id=\"edge60\" class=\"edge\">\n<title>59&#45;&gt;60</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2530.8721,-341.8796C2522.4014,-330.5536 2513.2181,-318.2748 2504.7153,-306.9058\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2507.4562,-304.7268 2498.6641,-298.8149 2501.8505,-308.9193 2507.4562,-304.7268\"/>\n</g>\n<!-- 61 -->\n<g id=\"node62\" class=\"node\">\n<title>61</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"2731,-298.5 2571,-298.5 2571,-230.5 2731,-230.5 2731,-298.5\"/>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n<text text-anchor=\"middle\" x=\"2651\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 59&#45;&gt;61 -->\n<g id=\"edge61\" class=\"edge\">\n<title>59&#45;&gt;61</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2593.1279,-341.8796C2601.5986,-330.5536 2610.7819,-318.2748 2619.2847,-306.9058\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2622.1495,-308.9193 2625.3359,-298.8149 2616.5438,-304.7268 2622.1495,-308.9193\"/>\n</g>\n<!-- 64 -->\n<g id=\"node65\" class=\"node\">\n<title>64</title>\n<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"2992,-417.5 2838,-417.5 2838,-349.5 2992,-349.5 2992,-417.5\"/>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n<text text-anchor=\"middle\" x=\"2915\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M2915,-460.8796C2915,-450.2134 2915,-438.7021 2915,-427.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2918.5001,-427.8149 2915,-417.8149 2911.5001,-427.815 2918.5001,-427.8149\"/>\n</g>\n<!-- 65 -->\n<g id=\"node66\" class=\"node\">\n<title>65</title>\n<polygon fill=\"#e58139\" stroke=\"#000000\" points=\"3170,-417.5 3010,-417.5 3010,-349.5 3170,-349.5 3170,-417.5\"/>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 63&#45;&gt;65 -->\n<g id=\"edge65\" class=\"edge\">\n<title>63&#45;&gt;65</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2976.2065,-460.8796C2994.079,-448.7263 3013.5649,-435.4759 3031.2798,-423.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3033.5179,-426.1404 3039.8191,-417.623 3029.5817,-420.3519 3033.5179,-426.1404\"/>\n</g>\n<!-- 67 -->\n<g id=\"node68\" 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class=\"edge\">\n<title>66&#45;&gt;67</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3446,-698.8796C3446,-690.6838 3446,-681.9891 3446,-673.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3449.5001,-673.298 3446,-663.2981 3442.5001,-673.2981 3449.5001,-673.298\"/>\n</g>\n<!-- 76 -->\n<g id=\"node77\" class=\"node\">\n<title>76</title>\n<polygon fill=\"#efb388\" stroke=\"#000000\" points=\"4045,-663 3885,-663 3885,-580 4045,-580 4045,-663\"/>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 2.5</text>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.863</text>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 63</text>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-602.8\" 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y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.545</text>\n<text text-anchor=\"middle\" x=\"3357\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 343</text>\n<text text-anchor=\"middle\" x=\"3357\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [300, 43]</text>\n<text text-anchor=\"middle\" x=\"3357\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M3414.8721,-579.8796C3408.271,-571.0534 3401.2371,-561.6485 3394.4298,-552.5466\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3397.0528,-550.2099 3388.2607,-544.2981 3391.4472,-554.4024 3397.0528,-550.2099\"/>\n</g>\n<!-- 75 -->\n<g id=\"node76\" 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y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 264</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [229, 35]</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 68&#45;&gt;72 -->\n<g id=\"edge72\" class=\"edge\">\n<title>68&#45;&gt;72</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3388.1279,-460.8796C3394.729,-452.0534 3401.7629,-442.6485 3408.5702,-433.5466\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3411.5528,-435.4024 3414.7393,-425.2981 3405.9472,-431.2099 3411.5528,-435.4024\"/>\n</g>\n<!-- 70 -->\n<g id=\"node71\" class=\"node\">\n<title>70</title>\n<polygon fill=\"#e89051\" stroke=\"#000000\" points=\"3170,-298.5 3010,-298.5 3010,-230.5 3170,-230.5 3170,-298.5\"/>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.493</text>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 65</text>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [58, 7]</text>\n<text text-anchor=\"middle\" x=\"3090\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 69&#45;&gt;70 -->\n<g id=\"edge70\" class=\"edge\">\n<title>69&#45;&gt;70</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3205.7442,-341.8796C3187.5654,-329.7263 3167.7454,-316.4759 3149.7269,-304.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3151.2997,-301.2712 3141.0412,-298.623 3147.4093,-307.0905 3151.2997,-301.2712\"/>\n</g>\n<!-- 71 -->\n<g id=\"node72\" class=\"node\">\n<title>71</title>\n<polygon fill=\"#e78b48\" stroke=\"#000000\" points=\"3348,-298.5 3188,-298.5 3188,-230.5 3348,-230.5 3348,-298.5\"/>\n<text text-anchor=\"middle\" x=\"3268\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.371</text>\n<text text-anchor=\"middle\" x=\"3268\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 14</text>\n<text text-anchor=\"middle\" x=\"3268\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [13, 1]</text>\n<text text-anchor=\"middle\" x=\"3268\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 69&#45;&gt;71 -->\n<g id=\"edge71\" class=\"edge\">\n<title>69&#45;&gt;71</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3268,-341.8796C3268,-331.2134 3268,-319.7021 3268,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3271.5001,-308.8149 3268,-298.8149 3264.5001,-308.815 3271.5001,-308.8149\"/>\n</g>\n<!-- 73 -->\n<g id=\"node74\" class=\"node\">\n<title>73</title>\n<polygon fill=\"#e99457\" stroke=\"#000000\" points=\"3526,-298.5 3366,-298.5 3366,-230.5 3526,-230.5 3526,-298.5\"/>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.562</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 243</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [211, 32]</text>\n<text text-anchor=\"middle\" x=\"3446\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</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=\"M3446,-341.8796C3446,-331.2134 3446,-319.7021 3446,-308.9015\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3449.5001,-308.8149 3446,-298.8149 3442.5001,-308.815 3449.5001,-308.8149\"/>\n</g>\n<!-- 74 -->\n<g id=\"node75\" class=\"node\">\n<title>74</title>\n<polygon fill=\"#e9965a\" stroke=\"#000000\" points=\"3704,-298.5 3544,-298.5 3544,-230.5 3704,-230.5 3704,-298.5\"/>\n<text text-anchor=\"middle\" x=\"3624\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.592</text>\n<text text-anchor=\"middle\" x=\"3624\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 21</text>\n<text text-anchor=\"middle\" x=\"3624\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [18, 3]</text>\n<text text-anchor=\"middle\" x=\"3624\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 72&#45;&gt;74 -->\n<g id=\"edge74\" class=\"edge\">\n<title>72&#45;&gt;74</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3508.2558,-341.8796C3526.4346,-329.7263 3546.2546,-316.4759 3564.2731,-304.4297\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3566.5907,-307.0905 3572.9588,-298.623 3562.7003,-301.2712 3566.5907,-307.0905\"/>\n</g>\n<!-- 77 -->\n<g id=\"node78\" class=\"node\">\n<title>77</title>\n<polygon fill=\"#f7d7c0\" stroke=\"#000000\" points=\"4045,-544 3885,-544 3885,-461 4045,-461 4045,-544\"/>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 2.5</text>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.974</text>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 42</text>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [25, 17]</text>\n<text text-anchor=\"middle\" x=\"3965\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 76&#45;&gt;77 -->\n<g id=\"edge77\" class=\"edge\">\n<title>76&#45;&gt;77</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3965,-579.8796C3965,-571.6838 3965,-562.9891 3965,-554.5013\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3968.5001,-554.298 3965,-544.2981 3961.5001,-554.2981 3968.5001,-554.298\"/>\n</g>\n<!-- 94 -->\n<g id=\"node95\" class=\"node\">\n<title>94</title>\n<polygon fill=\"#e68743\" stroke=\"#000000\" points=\"4312,-544 4152,-544 4152,-461 4312,-461 4312,-544\"/>\n<text text-anchor=\"middle\" x=\"4232\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 1.5</text>\n<text text-anchor=\"middle\" x=\"4232\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.276</text>\n<text text-anchor=\"middle\" x=\"4232\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 21</text>\n<text text-anchor=\"middle\" x=\"4232\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [20, 1]</text>\n<text text-anchor=\"middle\" x=\"4232\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 76&#45;&gt;94 -->\n<g id=\"edge94\" class=\"edge\">\n<title>76&#45;&gt;94</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M4045.1088,-585.7961C4075.8661,-572.0878 4111.1503,-556.3618 4142.7164,-542.293\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" 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fill=\"#000000\">class = survived_false</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=\"M3918.4831,-460.8796C3908.1152,-451.6031 3897.0329,-441.6874 3886.3801,-432.1559\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3888.5017,-429.3577 3878.7155,-425.2981 3883.8341,-434.5744 3888.5017,-429.3577\"/>\n</g>\n<!-- 93 -->\n<g id=\"node94\" class=\"node\">\n<title>93</title>\n<polygon fill=\"#e58139\" stroke=\"#000000\" points=\"4090,-417.5 3930,-417.5 3930,-349.5 4090,-349.5 4090,-417.5\"/>\n<text text-anchor=\"middle\" x=\"4010\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.0</text>\n<text text-anchor=\"middle\" x=\"4010\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n<text text-anchor=\"middle\" x=\"4010\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 0]</text>\n<text text-anchor=\"middle\" x=\"4010\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 77&#45;&gt;93 -->\n<g id=\"edge93\" class=\"edge\">\n<title>77&#45;&gt;93</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3980.7388,-460.8796C3984.8554,-449.9935 3989.3049,-438.227 3993.4618,-427.2344\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3996.7604,-428.4065 3997.0238,-417.8149 3990.2129,-425.9305 3996.7604,-428.4065\"/>\n</g>\n<!-- 79 -->\n<g id=\"node80\" class=\"node\">\n<title>79</title>\n<polygon fill=\"#e9f4fc\" stroke=\"#000000\" points=\"3876,-306 3722,-306 3722,-223 3876,-223 3876,-306\"/>\n<text text-anchor=\"middle\" x=\"3799\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 1.5</text>\n<text text-anchor=\"middle\" x=\"3799\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.998</text>\n<text text-anchor=\"middle\" x=\"3799\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 17</text>\n<text text-anchor=\"middle\" x=\"3799\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [8, 9]</text>\n<text text-anchor=\"middle\" x=\"3799\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</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=\"M3820.4582,-341.8796C3818.1355,-333.5037 3815.6682,-324.6067 3813.2654,-315.942\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3816.6361,-314.9991 3810.5911,-306.2981 3809.8907,-316.8697 3816.6361,-314.9991\"/>\n</g>\n<!-- 86 -->\n<g id=\"node87\" class=\"node\">\n<title>86</title>\n<polygon fill=\"#f4c9aa\" stroke=\"#000000\" points=\"4055,-306 3895,-306 3895,-223 4055,-223 4055,-306\"/>\n<text text-anchor=\"middle\" x=\"3975\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Parch &lt;= 1.5</text>\n<text text-anchor=\"middle\" x=\"3975\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.946</text>\n<text text-anchor=\"middle\" x=\"3975\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 22</text>\n<text text-anchor=\"middle\" x=\"3975\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [14, 8]</text>\n<text text-anchor=\"middle\" x=\"3975\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 78&#45;&gt;86 -->\n<g id=\"edge86\" class=\"edge\">\n<title>78&#45;&gt;86</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3882.0145,-341.8796C3893.2701,-332.513 3905.3088,-322.4948 3916.8646,-312.8784\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3919.3242,-315.385 3924.7721,-306.2981 3914.8466,-310.0043 3919.3242,-315.385\"/>\n</g>\n<!-- 80 -->\n<g id=\"node81\" class=\"node\">\n<title>80</title>\n<polygon fill=\"#c6e3f8\" stroke=\"#000000\" points=\"3507,-187 3353,-187 3353,-104 3507,-104 3507,-187\"/>\n<text text-anchor=\"middle\" x=\"3430\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 1.5</text>\n<text text-anchor=\"middle\" x=\"3430\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.98</text>\n<text text-anchor=\"middle\" x=\"3430\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n<text text-anchor=\"middle\" x=\"3430\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 7]</text>\n<text text-anchor=\"middle\" x=\"3430\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 79&#45;&gt;80 -->\n<g id=\"edge80\" class=\"edge\">\n<title>79&#45;&gt;80</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3721.935,-226.4931C3718.9352,-225.2746 3715.9496,-224.105 3713,-223 3648.7606,-198.9339 3573.7961,-178.7418 3517.1657,-165.0074\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3517.711,-161.5388 3507.1698,-162.6039 3516.0744,-168.3448 3517.711,-161.5388\"/>\n</g>\n<!-- 83 -->\n<g id=\"node84\" class=\"node\">\n<title>83</title>\n<polygon fill=\"#f6d5bd\" stroke=\"#000000\" points=\"3860,-187 3700,-187 3700,-104 3860,-104 3860,-187\"/>\n<text text-anchor=\"middle\" x=\"3780\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">SibSp &lt;= 0.5</text>\n<text text-anchor=\"middle\" x=\"3780\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.971</text>\n<text text-anchor=\"middle\" x=\"3780\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n<text text-anchor=\"middle\" x=\"3780\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 2]</text>\n<text text-anchor=\"middle\" x=\"3780\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_false</text>\n</g>\n<!-- 79&#45;&gt;83 -->\n<g id=\"edge83\" class=\"edge\">\n<title>79&#45;&gt;83</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3792.3547,-222.8796C3791.0318,-214.5938 3789.6274,-205.798 3788.2581,-197.2216\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3791.7066,-196.6211 3786.6736,-187.2981 3784.7942,-197.7249 3791.7066,-196.6211\"/>\n</g>\n<!-- 81 -->\n<g id=\"node82\" class=\"node\">\n<title>81</title>\n<polygon fill=\"#bddef6\" stroke=\"#000000\" points=\"3332,-68 3178,-68 3178,0 3332,0 3332,-68\"/>\n<text text-anchor=\"middle\" x=\"3255\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.971</text>\n<text text-anchor=\"middle\" x=\"3255\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n<text text-anchor=\"middle\" x=\"3255\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 6]</text>\n<text text-anchor=\"middle\" x=\"3255\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">class = survived_true</text>\n</g>\n<!-- 80&#45;&gt;81 -->\n<g id=\"edge81\" class=\"edge\">\n<title>80&#45;&gt;81</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M3364.8365,-103.9815C3349.1757,-94.0034 3332.4918,-83.3733 3316.9805,-73.4904\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3318.812,-70.5073 3308.4976,-68.0856 3315.0506,-76.4109 3318.812,-70.5073\"/>\n</g>\n<!-- 82 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          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Because the top node is deciding based upon sex, it seems like this is the most important attribute. \n",
        "\n",
        "There is a leaf node with 0 entropy and 33 samples which is the largest number and these passengers survived. To find the attributes they have in common we just go back up the tree. The passengers had no siblings or spouses aboard and they also had less than 1.5 parents/children. They had to be first class and female. "
      ],
      "metadata": {
        "id": "CqJMQ1JOC4RL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Training Accuracy \n",
        "print('Training accuracy:')\n",
        "ypred = clf.predict(Xtrain)\n",
        "print(classification_report(ytrain, ypred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O0XQ6qFxI5px",
        "outputId": "dd6e322e-44a8-464d-b35e-822cfe857e75"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training accuracy:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.81      0.93      0.86       498\n",
            "           1       0.85      0.63      0.72       303\n",
            "\n",
            "    accuracy                           0.82       801\n",
            "   macro avg       0.83      0.78      0.79       801\n",
            "weighted avg       0.82      0.82      0.81       801\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#precision, recall, and accuracy \n",
        "ypred = clf.predict(Xtest)\n",
        "print(classification_report(ytest, ypred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dGBfA_jwJC2V",
        "outputId": "583b95d2-eb4c-4047-adaa-25257ebb824a"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.76      0.86      0.81        51\n",
            "           1       0.78      0.64      0.70        39\n",
            "\n",
            "    accuracy                           0.77        90\n",
            "   macro avg       0.77      0.75      0.76        90\n",
            "weighted avg       0.77      0.77      0.76        90\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Our confusion matrix \n",
        "from sklearn.metrics import confusion_matrix \n",
        "\n",
        "cm = confusion_matrix(ytest, ypred) \n",
        "\n",
        "sns.heatmap(cm, square=True, annot=True, fmt='d', cbar=True, cmap=\"PuBu\",\n",
        "                    xticklabels=clf.classes_,\n",
        "                    yticklabels=clf.classes_)\n",
        "\n",
        "plt.xlabel('Predicted Label');\n",
        "plt.ylabel('True Label')\n",
        "plt.title('Classification Confusion Matrix')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "ON6XpoTFJ38u",
        "outputId": "c3a327d8-228e-486a-e48b-99a86d68ce99"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Our model predicts the training data with solid accuracy at 82%. \n",
        "\n",
        "Our model predicts the testing data with 77% accuracy. \n",
        "\n",
        "We care more about predicting the testing data better because we are trying to get the best output possible. \n",
        "\n",
        "Because our training data is being predicted with a higher accuracy, the model is slightly overfitting by 5%. \n",
        "\n"
      ],
      "metadata": {
        "id": "VSlpe9XkK8IG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import accuracy_score \n",
        "\n",
        "for i in range(1,10): \n",
        "  #creating the tree object \n",
        "  clf = DecisionTreeClassifier(criterion = 'entropy', max_depth = i, random_state=0) \n",
        "\n",
        "  #fit a model to the training data \n",
        "  clf = clf.fit(Xtrain, ytrain) \n",
        "\n",
        "  #See how well the model predicts the training data \n",
        "  ypred = clf.predict(Xtrain) \n",
        "\n",
        "  #the accuracy of our training \n",
        "  acc_train = accuracy_score(ytrain,ypred) \n",
        "\n",
        "  #See how well the model predicts the test data \n",
        "  ypred = clf.predict(Xtest) \n",
        "\n",
        "  #the accuracy of our test data \n",
        "  acc_test = accuracy_score(ytest, ypred) \n",
        "\n",
        "  print(f'max_depth = {i}: train accuracy {acc_train:.2f}, test accuracy {acc_test:.2f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nI6R6Ja_KNOZ",
        "outputId": "18668e2f-7601-4ac4-f82d-e16abb184858"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "max_depth = 1: train accuracy 0.79, test accuracy 0.80\n",
            "max_depth = 2: train accuracy 0.79, test accuracy 0.80\n",
            "max_depth = 3: train accuracy 0.80, test accuracy 0.81\n",
            "max_depth = 4: train accuracy 0.81, test accuracy 0.80\n",
            "max_depth = 5: train accuracy 0.81, test accuracy 0.80\n",
            "max_depth = 6: train accuracy 0.81, test accuracy 0.79\n",
            "max_depth = 7: train accuracy 0.82, test accuracy 0.77\n",
            "max_depth = 8: train accuracy 0.82, test accuracy 0.77\n",
            "max_depth = 9: train accuracy 0.82, test accuracy 0.77\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The best accuracy we can get for the test data is 81% "
      ],
      "metadata": {
        "id": "UrLBQ40hSEpY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import RandomForestClassifier \n",
        "model = RandomForestClassifier(n_estimators=100, random_state=0, criterion='entropy')\n",
        "model.fit(Xtrain, ytrain) \n",
        "ypred = model.predict(Xtest) "
      ],
      "metadata": {
        "id": "ZjJX_d4gSI1z"
      },
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Classification Report\n",
        "\n",
        "print(classification_report(ytest,ypred))\n",
        "\n",
        "#Confusion Matrix \n",
        "cm = confusion_matrix(ytest, ypred) \n",
        "\n",
        "sns.heatmap(cm, square=True, annot=True, fmt='d', cbar=True, cmap=\"PuBu\",\n",
        "                    xticklabels=clf.classes_,\n",
        "                    yticklabels=clf.classes_)\n",
        "\n",
        "plt.xlabel('Predicted Label');\n",
        "plt.ylabel('True Label')\n",
        "plt.title('Classification Confusion Matrix')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "ctYS-epsYj1n",
        "outputId": "ffa9c9f0-64ef-41b8-9622-c96a9ba058ce"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.79      0.90      0.84        51\n",
            "           1       0.84      0.69      0.76        39\n",
            "\n",
            "    accuracy                           0.81        90\n",
            "   macro avg       0.82      0.80      0.80        90\n",
            "weighted avg       0.82      0.81      0.81        90\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "-q8NbcyxZEGW"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "This model predicted the test data at 81% accuracy. We care about the model predicting the test data the most. We can infer that there was very slight overfitting because the training data was predicted at 82%. "
      ],
      "metadata": {
        "id": "kHxX4kxIW_TL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import GridSearchCV \n",
        "param_grid = {'n_estimators': np.arange(10,110,20),\n",
        "              'max_depth': np.arange(1,8)} \n",
        "\n",
        "#Cross validation \n",
        "model = RandomForestClassifier(criterion='entropy', max_depth=5) \n",
        "grid = GridSearchCV(model, param_grid, cv=5, verbose=1) \n",
        "grid.fit(Xtrain,ytrain) \n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K6yBUpPKdRBn",
        "outputId": "e1cc5e00-501c-4ed2-906d-c97266ed4db2"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fitting 5 folds for each of 35 candidates, totalling 175 fits\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GridSearchCV(cv=5,\n",
              "             estimator=RandomForestClassifier(criterion='entropy', max_depth=5),\n",
              "             param_grid={'max_depth': array([1, 2, 3, 4, 5, 6, 7]),\n",
              "                         'n_estimators': array([10, 30, 50, 70, 90])},\n",
              "             verbose=1)"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grid.best_params_ "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "axmz8vW-f_RQ",
        "outputId": "2b7b785a-a665-48c0-a2a9-13d7b4eea9d1"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'max_depth': 4, 'n_estimators': 90}"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = grid.best_estimator_ \n",
        "model.fit(Xtrain, ytrain) \n",
        "ypred = model.predict(Xtest) \n",
        "print(classification_report(ytest,ypred)) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1AnS-ZIagE4G",
        "outputId": "4d381159-d52b-4ee8-f5de-8225f01183db"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.80      0.94      0.86        51\n",
            "           1       0.90      0.69      0.78        39\n",
            "\n",
            "    accuracy                           0.83        90\n",
            "   macro avg       0.85      0.82      0.82        90\n",
            "weighted avg       0.84      0.83      0.83        90\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The best accuracy we could get for the test data was 83%. This is not overfitting because the accuracy for the training data was only 82%. "
      ],
      "metadata": {
        "id": "60D9Pss6eCrb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "HdN1REvXkFzU"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}