Analytics_with_python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analytics with Python #\n",
    "### A workshop by Ryan Handley ###\n",
    "\n",
    "Welcome back!  In today's session we're going to tackle analytics in python.  In this session, we'll discuss:\n",
    "\n",
    "- Pandas\n",
    "- Numpy\n",
    "- Data Visualization\n",
    "    - Matplotlib\n",
    "    - Bokeh\n",
    "- Scikit-Learn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Numpy #\n",
    "Numpy is used for numerical computing, with array & matrix support, and mathematical functions optimized to perform strongly.\n",
    "\n",
    "## Arrays ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3]\n",
      "[[1 2 3]\n",
      " [4 5 6]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Create a 1D array\n",
    "arr1 = np.array([1, 2, 3])\n",
    "print(arr1)\n",
    "\n",
    "# Create a 2D array\n",
    "arr2 = np.array([[1, 2, 3], [4, 5, 6]])\n",
    "print(arr2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Built-in functions with Numpy ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0.]\n",
      " [0. 0. 0.]\n",
      " [0. 0. 0.]]\n",
      "[[1. 1.]\n",
      " [1. 1.]]\n",
      "[0 2 4 6 8]\n",
      "[0.   0.25 0.5  0.75 1.  ]\n"
     ]
    }
   ],
   "source": [
    "# Create a 3x3 array of zeros\n",
    "zeros = np.zeros((3, 3))\n",
    "print(zeros)\n",
    "\n",
    "# Create 2x2 array of ones\n",
    "ones = np.ones((2, 2))\n",
    "print(ones)\n",
    "\n",
    "# Create an array with a range of values\n",
    "arr_range = np.arange(0, 10, 2)\n",
    "print(arr_range)\n",
    "\n",
    "# Create an array with evenly spaced values (Ie, 0 to 1 in quarters)\n",
    "linspace = np.linspace(0, 1, 5)\n",
    "print(linspace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Array Manipulation ###\n",
    "- Reshaping - Changing the structure of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]]\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([1, 2, 3, 4, 5, 6])\n",
    "reshaped_arr = arr.reshape((2, 3))\n",
    "print(reshaped_arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Flattening - Making an array one dimensional (single row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3 4 5 6]\n"
     ]
    }
   ],
   "source": [
    "flattened_arr = reshaped_arr.flatten()\n",
    "print(flattened_arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Transpositon - flisps columns with rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 4]\n",
      " [2 5]\n",
      " [3 6]]\n"
     ]
    }
   ],
   "source": [
    "transposed_arr = reshaped_arr.T\n",
    "print(transposed_arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mathematical Operations ##\n",
    "### Element Operations ###\n",
    "- Basic Operations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5 7 9]\n",
      "[-3 -3 -3]\n",
      "[ 4 10 18]\n",
      "[0.25 0.4  0.5 ]\n"
     ]
    }
   ],
   "source": [
    "arr1 = np.array([1, 2, 3])\n",
    "arr2 = np.array([4, 5, 6])\n",
    "\n",
    "print(arr1 + arr2)\n",
    "print(arr1 - arr2)\n",
    "print(arr1 * arr2)\n",
    "print(arr1 / arr2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Univeral Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.         1.41421356 1.73205081]\n",
      "[ 2.71828183  7.3890561  20.08553692]\n",
      "[0.84147098 0.90929743 0.14112001]\n",
      "[0.         0.69314718 1.09861229]\n"
     ]
    }
   ],
   "source": [
    "print(np.sqrt(arr1))\n",
    "print(np.exp(arr1))\n",
    "print(np.sin(arr1))\n",
    "print(np.log(arr1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matrix Operations ###\n",
    "- Dot Product - Every row * every column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[19 22]\n",
      " [43 50]]\n"
     ]
    }
   ],
   "source": [
    "mat1 = np.array([[1, 2], [3, 4]])\n",
    "mat2 = np.array([[5, 6], [7, 8]])\n",
    "\n",
    "dot_product = np.dot(mat1, mat2) \n",
    "print(dot_product)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Matrix Multiplication (Same as dot product)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[19 22]\n",
      " [43 50]]\n"
     ]
    }
   ],
   "source": [
    "mat_mult = mat1 @ mat2\n",
    "print(mat_mult)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Determinant and Inverse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-2.0000000000000004\n",
      "[[-2.   1. ]\n",
      " [ 1.5 -0.5]]\n"
     ]
    }
   ],
   "source": [
    "det = np.linalg.det(mat1)\n",
    "print(det)\n",
    "\n",
    "inv = np.linalg.inv(mat1)\n",
    "print(inv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Statistical Operations ###\n",
    "- Basic Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.0\n",
      "3.0\n",
      "1.4142135623730951\n",
      "2.0\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([1, 2, 3, 4, 5])\n",
    "\n",
    "print(np.mean(arr))\n",
    "print(np.median(arr))\n",
    "print(np.std(arr))\n",
    "print(np.var(arr))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Aggregation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21\n",
      "[5 7 9]\n",
      "[ 6 15]\n"
     ]
    }
   ],
   "source": [
    "mat = np.array([[1, 2, 3], [4, 5, 6]])\n",
    "\n",
    "print(np.sum(mat))\n",
    "print(np.sum(mat, axis=0))  # Sum along columns\n",
    "print(np.sum(mat, axis=1))  # Sum along rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Advanced Indexing and Slicing ###\n",
    "- Basic Indexing and Slicing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2 3 4]\n",
      "[1 2 3]\n",
      "[1 3 5]\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([1, 2, 3, 4, 5])\n",
    "\n",
    "print(arr[1:4])\n",
    "print(arr[:3])\n",
    "print(arr[::2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Boolean Indexing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4 5]\n"
     ]
    }
   ],
   "source": [
    "bool_idx = arr > 3\n",
    "print(arr[bool_idx])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Fancy Indexing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 3 5]\n"
     ]
    }
   ],
   "source": [
    "idx = [0, 2, 4]\n",
    "print(arr[idx])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Broadcasting and Vectorization ###\n",
    "- Broadcasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3 4 5]\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([1, 2, 3])\n",
    "scalar = 2\n",
    "\n",
    "print(arr + scalar)  # Broadcasting scalar value to each element of the array"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Vectorization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 2  4  6]\n",
      " [ 8 10 12]]\n"
     ]
    }
   ],
   "source": [
    "mat = np.array([[1, 2, 3], [4, 5, 6]])\n",
    "\n",
    "print(mat * 2)  # Element-wise multiplication"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Algebra ###\n",
    "- Eigenvalues & Eigenvectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eigenvalues: [-0.37228132  5.37228132]\n",
      "Eigenvectors:\n",
      " [[-0.82456484 -0.41597356]\n",
      " [ 0.56576746 -0.90937671]]\n"
     ]
    }
   ],
   "source": [
    "mat = np.array([[1, 2], [3, 4]])\n",
    "\n",
    "eigenvalues, eigenvectors = np.linalg.eig(mat)\n",
    "print(\"Eigenvalues:\", eigenvalues)\n",
    "print(\"Eigenvectors:\\n\", eigenvectors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Singular Value Decompostion (SVD)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "U:\n",
      " [[-0.40455358 -0.9145143 ]\n",
      " [-0.9145143   0.40455358]]\n",
      "S:\n",
      " [5.4649857  0.36596619]\n",
      "V:\n",
      " [[-0.57604844 -0.81741556]\n",
      " [ 0.81741556 -0.57604844]]\n"
     ]
    }
   ],
   "source": [
    "U, S, V = np.linalg.svd(mat)\n",
    "\n",
    "print(\"U:\\n\", U)\n",
    "print(\"S:\\n\", S)\n",
    "print(\"V:\\n\", V)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Number Generation ###\n",
    "- Random Arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.63797316 0.07960444 0.01001196]\n",
      " [0.45060494 0.56468524 0.02877954]\n",
      " [0.92705228 0.16893035 0.12389775]]\n",
      "[[8 6 2]\n",
      " [4 7 3]\n",
      " [5 9 2]]\n"
     ]
    }
   ],
   "source": [
    "random_arr = np.random.rand(3, 3)  # Uniform distribution\n",
    "print(random_arr)\n",
    "\n",
    "random_int = np.random.randint(0, 10, size=(3, 3))  # Random integers\n",
    "print(random_int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Random Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5 5 4]\n"
     ]
    }
   ],
   "source": [
    "sample = np.random.choice([1, 2, 3, 4, 5], size=3)\n",
    "print(sample)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fourier Transformation ###\n",
    "- Fast Fourier Transformation (FFT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10.+0.j -2.+2.j -2.+0.j -2.-2.j]\n"
     ]
    }
   ],
   "source": [
    "signal = np.array([1, 2, 3, 4])\n",
    "fft_signal = np.fft.fft(signal)\n",
    "print(fft_signal)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving & Loading Data ###\n",
    "- Saving and Loading an Array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3 4 5]\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([1, 2, 3, 4, 5])\n",
    "\n",
    "# Save array to a file\n",
    "np.save('array.npy', arr)\n",
    "\n",
    "# Load array from a file\n",
    "loaded_arr = np.load('array.npy')\n",
    "print(loaded_arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Integration with other Libraries ###\n",
    "- Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   A  B  C\n",
      "0  1  2  3\n",
      "1  4  5  6\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Create a DataFrame from a NumPy array\n",
    "data = np.array([[1, 2, 3], [4, 5, 6]])\n",
    "df = pd.DataFrame(data, columns=['A', 'B', 'C'])\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Scikit-Learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coefficients: [1. 1.]\n",
      "Intercept: 1.7763568394002505e-15\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# Create a simple linear regression model using NumPy arrays\n",
    "X = np.array([[1, 2], [2, 3], [3, 4]])\n",
    "y = np.array([3, 5, 7])\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "\n",
    "print(\"Coefficients:\", model.coef_)\n",
    "print(\"Intercept:\", model.intercept_)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the data points\n",
    "plt.scatter(X[:, 0], y, color='blue', label='Data Points')\n",
    "\n",
    "# Calculate predictions\n",
    "X_plot = np.array([[min(X[:, 0]), min(X[:, 1])], [max(X[:, 0]), max(X[:, 1])]])\n",
    "y_plot = model.predict(X_plot)\n",
    "\n",
    "# Plot the regression line\n",
    "plt.plot(X_plot[:, 0], y_plot, color='red', label='Regression Line')\n",
    "\n",
    "# Add labels and title\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('y')\n",
    "plt.title('Linear Regression Model')\n",
    "plt.legend()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas #\n",
    "Pandas is a powerful data manipulation library used to load structured data into *dataframes* for use in analytics and ML.  We can also visualize the data with the data it stores.  We will demo it's most basic capabilities with the Titanic dataset.\n",
    "  \n",
    "Pandas can read and write data with the following sources:  \n",
    "- CSV\n",
    "- Excel\n",
    "- SQL\n",
    "- JSON\n",
    "\n",
    "We will load an excel file from Kaggle with the Titanic Dataset.  We will then use pandas to inspect the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   pclass  survived                                             name     sex  \\\n",
      "0       1         1                    Allen, Miss. Elisabeth Walton  female   \n",
      "1       1         1                   Allison, Master. Hudson Trevor    male   \n",
      "2       1         0                     Allison, Miss. Helen Loraine  female   \n",
      "3       1         0             Allison, Mr. Hudson Joshua Creighton    male   \n",
      "4       1         0  Allison, Mrs. Hudson J C (Bessie Waldo Daniels)  female   \n",
      "\n",
      "       age  sibsp  parch  ticket      fare    cabin embarked boat   body  \\\n",
      "0  29.0000      0      0   24160  211.3375       B5        S    2    NaN   \n",
      "1   0.9167      1      2  113781  151.5500  C22 C26        S   11    NaN   \n",
      "2   2.0000      1      2  113781  151.5500  C22 C26        S  NaN    NaN   \n",
      "3  30.0000      1      2  113781  151.5500  C22 C26        S  NaN  135.0   \n",
      "4  25.0000      1      2  113781  151.5500  C22 C26        S  NaN    NaN   \n",
      "\n",
      "                         home.dest  \n",
      "0                     St Louis, MO  \n",
      "1  Montreal, PQ / Chesterville, ON  \n",
      "2  Montreal, PQ / Chesterville, ON  \n",
      "3  Montreal, PQ / Chesterville, ON  \n",
      "4  Montreal, PQ / Chesterville, ON  \n",
      "            pclass     survived          age        sibsp        parch  \\\n",
      "count  1309.000000  1309.000000  1046.000000  1309.000000  1309.000000   \n",
      "mean      2.294882     0.381971    29.881135     0.498854     0.385027   \n",
      "std       0.837836     0.486055    14.413500     1.041658     0.865560   \n",
      "min       1.000000     0.000000     0.166700     0.000000     0.000000   \n",
      "25%       2.000000     0.000000    21.000000     0.000000     0.000000   \n",
      "50%       3.000000     0.000000    28.000000     0.000000     0.000000   \n",
      "75%       3.000000     1.000000    39.000000     1.000000     0.000000   \n",
      "max       3.000000     1.000000    80.000000     8.000000     9.000000   \n",
      "\n",
      "              fare        body  \n",
      "count  1308.000000  121.000000  \n",
      "mean     33.295479  160.809917  \n",
      "std      51.758668   97.696922  \n",
      "min       0.000000    1.000000  \n",
      "25%       7.895800   72.000000  \n",
      "50%      14.454200  155.000000  \n",
      "75%      31.275000  256.000000  \n",
      "max     512.329200  328.000000  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Load the Titanic dataset from a URL\n",
    "path = 'titanic3.xls'\n",
    "df = pd.read_excel(path)\n",
    "\n",
    "# Display the first few rows of the dataframe\n",
    "print(df.head())\n",
    "\n",
    "# Display basic statistics of the dataframe\n",
    "print(df.describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning ##\n",
    "This step ensures the quality of the data by ensuring there are no redundant records, null or missing values, or inaccuracies in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pclass          0\n",
      "survived        0\n",
      "name            0\n",
      "sex             0\n",
      "age           263\n",
      "sibsp           0\n",
      "parch           0\n",
      "ticket          0\n",
      "fare            1\n",
      "cabin        1014\n",
      "embarked        2\n",
      "boat          823\n",
      "body         1188\n",
      "home.dest     564\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Check for missing values\n",
    "print(df.isnull().sum())\n",
    "\n",
    "# Fill missing values in 'age' with the median\n",
    "df['age'] = df['age'].fillna(df['age'].median())\n",
    "\n",
    "# Fill missing values in 'embarked' with the mode\n",
    "df['embarked'] = df['embarked'].fillna(df['embarked'].mode()[0])\n",
    "\n",
    "# Drop the 'cabin' column as it's too sparse\n",
    "df = df.drop(columns=['cabin'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "# Check for duplicates\n",
    "print(df.duplicated().sum())\n",
    "\n",
    "# Drop duplicates if they exist\n",
    "df = df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['S' 'C' 'Q']\n"
     ]
    }
   ],
   "source": [
    "# Check for unique values in 'embarked'\n",
    "print(df['embarked'].unique())\n",
    "\n",
    "# Replace any incorrect values if necessary (no incorrect values found in this case)\n",
    "df['embarked'] = df['embarked'].replace({'S': 'Southampton', 'C': 'Cherbourg', 'Q': 'Queenstown'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Transformation ##\n",
    "\n",
    "This step allows us to transform our data so it is better suited for analytics.  We will Create new features from the existing data, scale numerical features, and encode categorical data using one-hot encoding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a new column 'FamilySize' as the sum of 'sibsp' and 'parch' + 1 (including the passenger)\n",
    "df['FamilySize'] = df['sibsp'] + df['parch'] + 1\n",
    "\n",
    "# Create a new column 'IsAlone' (1 if FamilySize is 1, else 0)\n",
    "df['IsAlone'] = (df['FamilySize'] == 1).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Encode 'sex' as a numerical variable\n",
    "df['sex'] = df['sex'].map({'male': 0, 'female': 1})\n",
    "\n",
    "# One-hot encode 'embarked'\n",
    "df = pd.get_dummies(df, columns=['embarked'], drop_first=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scikit-Learn ###\n",
    "\n",
    "While this is a machine learning library, it has preprocessing and normalization tools which help us to ready our data for modeling.  We will implement a predictive model later to try and predict survival using a random forest model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Scale 'age' and 'fare'\n",
    "scaler = StandardScaler()\n",
    "df[['age', 'fare']] = scaler.fit_transform(df[['age', 'fare']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Exploration & Visualization ###\n",
    "With the data being clean, we can now begin our analytics of the data.  We'll pull some basic stats, create a correlation matrix, and make basic visualizations before modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            pclass     survived          sex           age        sibsp  \\\n",
      "count  1309.000000  1309.000000  1309.000000  1.309000e+03  1309.000000   \n",
      "mean      2.294882     0.381971     0.355997 -1.302752e-16     0.498854   \n",
      "std       0.837836     0.486055     0.478997  1.000382e+00     1.041658   \n",
      "min       1.000000     0.000000     0.000000 -2.274090e+00     0.000000   \n",
      "25%       2.000000     0.000000     0.000000 -5.816279e-01     0.000000   \n",
      "50%       3.000000     0.000000     0.000000 -1.165230e-01     0.000000   \n",
      "75%       3.000000     1.000000     1.000000  4.260994e-01     1.000000   \n",
      "max       3.000000     1.000000     1.000000  3.914386e+00     8.000000   \n",
      "\n",
      "             parch          fare        body   FamilySize      IsAlone  \n",
      "count  1309.000000  1.308000e+03  121.000000  1309.000000  1309.000000  \n",
      "mean      0.385027 -8.691654e-17  160.809917     1.883881     0.603514  \n",
      "std       0.865560  1.000382e+00   97.696922     1.583639     0.489354  \n",
      "min       0.000000 -6.435292e-01    1.000000     1.000000     0.000000  \n",
      "25%       0.000000 -4.909206e-01   72.000000     1.000000     0.000000  \n",
      "50%       0.000000 -3.641609e-01  155.000000     1.000000     1.000000  \n",
      "75%       0.000000 -3.905147e-02  256.000000     2.000000     1.000000  \n",
      "max       9.000000  9.258680e+00  328.000000    11.000000     1.000000  \n",
      "              pclass  survived       sex       age     sibsp     parch  \\\n",
      "pclass      1.000000 -0.312469 -0.124617 -0.377908  0.060832  0.018322   \n",
      "survived   -0.312469  1.000000  0.528693 -0.043818 -0.027825  0.082660   \n",
      "sex        -0.124617  0.528693  1.000000 -0.053664  0.109609  0.213125   \n",
      "age        -0.377908 -0.043818 -0.053664  1.000000 -0.189972 -0.125851   \n",
      "sibsp       0.060832 -0.027825  0.109609 -0.189972  1.000000  0.373587   \n",
      "parch       0.018322  0.082660  0.213125 -0.125851  0.373587  1.000000   \n",
      "fare       -0.558629  0.244265  0.185523  0.179255  0.160238  0.221539   \n",
      "body       -0.034642       NaN  0.015903  0.059114 -0.099961  0.051099   \n",
      "FamilySize  0.050027  0.026876  0.188583 -0.193742  0.861952  0.792296   \n",
      "\n",
      "                fare      body  FamilySize  \n",
      "pclass     -0.558629 -0.034642    0.050027  \n",
      "survived    0.244265       NaN    0.026876  \n",
      "sex         0.185523  0.015903    0.188583  \n",
      "age         0.179255  0.059114   -0.193742  \n",
      "sibsp       0.160238 -0.099961    0.861952  \n",
      "parch       0.221539  0.051099    0.792296  \n",
      "fare        1.000000 -0.043110    0.226492  \n",
      "body       -0.043110  1.000000   -0.033628  \n",
      "FamilySize  0.226492 -0.033628    1.000000  \n"
     ]
    }
   ],
   "source": [
    "# Summary statistics\n",
    "print(df.describe())\n",
    "\n",
    "# Correlation matrix\n",
    "numeric_cols = df.select_dtypes(include=['float64', 'int64']) # Only select numeric data\n",
    "print(numeric_cols.corr())\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Visualization ##  \n",
    "  \n",
    "Data visualization is far and away one of the most important aspects of data science and analytics.  Most lay people who don't always know how to interpret numbers will have an easier time understanding data when they have it presented in a simple, eye-catching, and well-thought-out visualization.  Creating plots with matplotlib in a jupyter notebook will help anyone reading through it, including the developer, to understand it.  You may export these into powerpoint presentations for anything executives may need.  You can use Bokeh to create stunning interactive visualizations, and make dashboards.\n",
    "  \n",
    "### Matplotlib ###\n",
    "The most basic way of making plots in python.  We will use this in conjunction with seaborn to make basic statistical graphs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Set the style for seaborn\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Plot the distribution of 'age'\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(df['age'], bins=30, kde=True)\n",
    "plt.title('Distribution of Age')\n",
    "plt.show()\n",
    "\n",
    "# Plot the survival rate by 'sex'\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='sex', y='survived', data=df)\n",
    "plt.title('Survival Rate by Sex')\n",
    "plt.xticks(ticks=[0, 1], labels=['Male', 'Female'])\n",
    "plt.show()\n",
    "\n",
    "# Plot the survival rate by 'pclass'\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='pclass', y='survived', data=df)\n",
    "plt.title('Survival Rate by Passenger Class')\n",
    "plt.show()\n",
    "\n",
    "# Plot the correlation heatmap\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(numeric_cols.corr(), annot=True, cmap='coolwarm', fmt='.2f')\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bokeh ###\n",
    "Bokeh is a phenomenal data visualization tool for making attractive interactive dashboards. Bokeh plots can be embedded in webpages, allowing for simple distribution when hosted (Can be done on the cloud with compute instances or VMs like EC2 and whatnot, or simply through bokeh server (Must configure security features)).  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dashboards with Bokeh ###\n",
    "\n",
    "CD into the Visualization folder, ensure the conda environment is activated, and run the following command in the command line.  \n",
    "  \n",
    "bokeh serve --show titanic.py\n",
    "  \n",
    "This will deploy a locally hosted dashboard for a car dataset on our browser.  Local hosting is completely secure, but for actual deployment, security measures must be taken to secure the site."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scikit Learn #\n",
    "We will now use the sklearn library to create a basic supervised learning model.  \n",
    "  \n",
    "Supervised learning is "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.7913486005089059\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.79      0.87      0.83       224\n",
      "           1       0.80      0.69      0.74       169\n",
      "\n",
      "    accuracy                           0.79       393\n",
      "   macro avg       0.79      0.78      0.78       393\n",
      "weighted avg       0.79      0.79      0.79       393\n",
      "\n",
      "Confusion Matrix:\n",
      "[[194  30]\n",
      " [ 52 117]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "\n",
    "# Define the features and the target\n",
    "features = df[['pclass', 'sex', 'age', 'sibsp', 'parch', 'fare', 'body', 'FamilySize', 'IsAlone']]\n",
    "target = df['survived']\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(features, target, test_size=0.3, random_state=42)\n",
    "\n",
    "# Initialize the Random Forest model\n",
    "rf_model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
    "\n",
    "# Train the model\n",
    "rf_model.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred = rf_model.predict(X_test)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(f\"Accuracy: {accuracy}\")\n",
    "print(\"Classification Report:\")\n",
    "print(classification_report(y_test, y_pred))\n",
    "print(\"Confusion Matrix:\")\n",
    "print(confusion_matrix(y_test, y_pred))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'best_tree.pdf'"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import export_graphviz\n",
    "import graphviz\n",
    "\n",
    "# Extract one of the trees from the forest\n",
    "best_tree = rf_model.estimators_[0]\n",
    "\n",
    "# Export the tree as dot file\n",
    "dot_data = export_graphviz(best_tree, out_file=None, \n",
    "                           feature_names=features.columns,  \n",
    "                           class_names=['Not Survived', 'Survived'],  \n",
    "                           filled=True, rounded=True,  \n",
    "                           special_characters=True)  \n",
    "graph = graphviz.Source(dot_data)  \n",
    "graph.render(\"best_tree\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<text text-anchor=\"start\" x=\"3456.5\" y=\"-1941.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.466</text>\n",
       "<text text-anchor=\"start\" x=\"3447\" y=\"-1926.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 580</text>\n",
       "<text text-anchor=\"start\" x=\"3437.5\" y=\"-1911.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [578, 338]</text>\n",
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       "<text text-anchor=\"start\" x=\"2380.5\" y=\"-1703.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.392</text>\n",
       "<text text-anchor=\"start\" x=\"2371\" y=\"-1688.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 166</text>\n",
       "<text text-anchor=\"start\" x=\"2365.5\" y=\"-1673.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [197, 72]</text>\n",
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       "<text text-anchor=\"start\" x=\"3046\" y=\"-1688.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 98</text>\n",
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       "<title>3</title>\n",
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       "<text text-anchor=\"start\" x=\"2230\" y=\"-1592.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2217\" y=\"-1577.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\n",
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       "<text text-anchor=\"start\" x=\"2196\" y=\"-1547.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 2&#45;&gt;3 -->\n",
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       "<title>2&#45;&gt;3</title>\n",
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       "<text text-anchor=\"start\" x=\"2371\" y=\"-1569.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 137</text>\n",
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       "<text text-anchor=\"start\" x=\"2354\" y=\"-1539.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 2&#45;&gt;4 -->\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>2&#45;&gt;4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2416,-1650.91C2416,-1642.65 2416,-1633.86 2416,-1625.3\"/>\n",
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       "<text text-anchor=\"start\" x=\"2242\" y=\"-1473.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2232.5\" y=\"-1458.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
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       "<text text-anchor=\"start\" x=\"2220\" y=\"-1428.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<text text-anchor=\"start\" x=\"2380.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.409</text>\n",
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       "<text text-anchor=\"start\" x=\"1316.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pclass ≤ 1.5</text>\n",
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       "<title>64</title>\n",
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       "<text text-anchor=\"start\" x=\"2380.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
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       "<title>8</title>\n",
       "<path fill=\"#eeae7f\" stroke=\"black\" d=\"M867,-1258C867,-1258 751,-1258 751,-1258 745,-1258 739,-1252 739,-1246 739,-1246 739,-1187 739,-1187 739,-1181 745,-1175 751,-1175 751,-1175 867,-1175 867,-1175 873,-1175 879,-1181 879,-1187 879,-1187 879,-1246 879,-1246 879,-1252 873,-1258 867,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"773\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.581</text>\n",
       "<text text-anchor=\"start\" x=\"773.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.387</text>\n",
       "<text text-anchor=\"start\" x=\"768\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 39</text>\n",
       "<text text-anchor=\"start\" x=\"762\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 16]</text>\n",
       "<text text-anchor=\"start\" x=\"747\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;8 -->\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>7&#45;&gt;8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1283,-1319.44C1181.94,-1297.71 995.68,-1257.65 889.21,-1234.75\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"889.68,-1231.27 879.17,-1232.59 888.21,-1238.12 889.68,-1231.27\"/>\n",
       "</g>\n",
       "<!-- 37 -->\n",
       "<g id=\"node38\" class=\"node\">\n",
       "<title>37</title>\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M1411,-1258C1411,-1258 1295,-1258 1295,-1258 1289,-1258 1283,-1252 1283,-1246 1283,-1246 1283,-1187 1283,-1187 1283,-1181 1289,-1175 1295,-1175 1295,-1175 1411,-1175 1411,-1175 1417,-1175 1423,-1181 1423,-1187 1423,-1187 1423,-1246 1423,-1246 1423,-1252 1417,-1258 1411,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"1314.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.374</text>\n",
       "<text text-anchor=\"start\" x=\"1321\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"1312\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
       "<text text-anchor=\"start\" x=\"1306\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [56, 14]</text>\n",
       "<text text-anchor=\"start\" x=\"1291\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;37 -->\n",
       "<g id=\"edge37\" class=\"edge\">\n",
       "<title>7&#45;&gt;37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1353,-1293.91C1353,-1285.65 1353,-1276.86 1353,-1268.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1356.5,-1268.02 1353,-1258.02 1349.5,-1268.02 1356.5,-1268.02\"/>\n",
       "</g>\n",
       "<!-- 9 -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>9</title>\n",
       "<path fill=\"#f7d9c4\" stroke=\"black\" d=\"M636,-1139C636,-1139 520,-1139 520,-1139 514,-1139 508,-1133 508,-1127 508,-1127 508,-1068 508,-1068 508,-1062 514,-1056 520,-1056 520,-1056 636,-1056 636,-1056 642,-1056 648,-1062 648,-1068 648,-1068 648,-1127 648,-1127 648,-1133 642,-1139 636,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"539.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.138</text>\n",
       "<text text-anchor=\"start\" x=\"542.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.484</text>\n",
       "<text text-anchor=\"start\" x=\"537\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"531\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 14]</text>\n",
       "<text text-anchor=\"start\" x=\"516\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;9 -->\n",
       "<g id=\"edge9\" class=\"edge\">\n",
       "<title>8&#45;&gt;9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M738.75,-1179.92C713.1,-1166.93 683.92,-1152.15 657.52,-1138.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"658.81,-1135.51 648.31,-1134.11 655.65,-1141.75 658.81,-1135.51\"/>\n",
       "</g>\n",
       "<!-- 30 -->\n",
       "<g id=\"node31\" class=\"node\">\n",
       "<title>30</title>\n",
       "<path fill=\"#e78b49\" stroke=\"black\" d=\"M867,-1139C867,-1139 751,-1139 751,-1139 745,-1139 739,-1133 739,-1127 739,-1127 739,-1068 739,-1068 739,-1062 745,-1056 751,-1056 751,-1056 867,-1056 867,-1056 873,-1056 879,-1062 879,-1068 879,-1068 879,-1127 879,-1127 879,-1133 873,-1139 867,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"773\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.395</text>\n",
       "<text text-anchor=\"start\" x=\"773.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.137</text>\n",
       "<text text-anchor=\"start\" x=\"768\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"766\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"747\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;30 -->\n",
       "<g id=\"edge30\" class=\"edge\">\n",
       "<title>8&#45;&gt;30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M809,-1174.91C809,-1166.65 809,-1157.86 809,-1149.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"812.5,-1149.02 809,-1139.02 805.5,-1149.02 812.5,-1149.02\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g id=\"node11\" class=\"node\">\n",
       "<title>10</title>\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M438,-1020C438,-1020 322,-1020 322,-1020 316,-1020 310,-1014 310,-1008 310,-1008 310,-949 310,-949 310,-943 316,-937 322,-937 322,-937 438,-937 438,-937 444,-937 450,-943 450,-949 450,-949 450,-1008 450,-1008 450,-1014 444,-1020 438,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"342\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.039</text>\n",
       "<text text-anchor=\"start\" x=\"348\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"start\" x=\"342.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"340.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"318\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;10 -->\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>9&#45;&gt;10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M509.3,-1055.91C492.56,-1046.02 474.55,-1035.37 457.43,-1025.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"458.96,-1022.09 448.57,-1020.02 455.4,-1028.12 458.96,-1022.09\"/>\n",
       "</g>\n",
       "<!-- 15 -->\n",
       "<g id=\"node16\" class=\"node\">\n",
       "<title>15</title>\n",
       "<path fill=\"#e1f0fb\" stroke=\"black\" d=\"M624,-1020C624,-1020 532,-1020 532,-1020 526,-1020 520,-1014 520,-1008 520,-1008 520,-949 520,-949 520,-943 526,-937 532,-937 532,-937 624,-937 624,-937 630,-937 636,-943 636,-949 636,-949 636,-1008 636,-1008 636,-1014 630,-1020 624,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"542.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.116</text>\n",
       "<text text-anchor=\"start\" x=\"542.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.497</text>\n",
       "<text text-anchor=\"start\" x=\"537\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"531.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 13]</text>\n",
       "<text text-anchor=\"start\" x=\"528\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;15 -->\n",
       "<g id=\"edge15\" class=\"edge\">\n",
       "<title>9&#45;&gt;15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M578,-1055.91C578,-1047.65 578,-1038.86 578,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"581.5,-1030.02 578,-1020.02 574.5,-1030.02 581.5,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>11</title>\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M280,-901C280,-901 164,-901 164,-901 158,-901 152,-895 152,-889 152,-889 152,-830 152,-830 152,-824 158,-818 164,-818 164,-818 280,-818 280,-818 286,-818 292,-824 292,-830 292,-830 292,-889 292,-889 292,-895 286,-901 280,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"183.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.142</text>\n",
       "<text text-anchor=\"start\" x=\"186.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"184.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"182.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"160\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;11 -->\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>10&#45;&gt;11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M325.18,-936.91C312.19,-927.29 298.24,-916.95 284.92,-907.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"286.84,-904.16 276.72,-901.02 282.67,-909.78 286.84,-904.16\"/>\n",
       "</g>\n",
       "<!-- 14 -->\n",
       "<g id=\"node15\" class=\"node\">\n",
       "<title>14</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M438,-893.5C438,-893.5 322,-893.5 322,-893.5 316,-893.5 310,-887.5 310,-881.5 310,-881.5 310,-837.5 310,-837.5 310,-831.5 316,-825.5 322,-825.5 322,-825.5 438,-825.5 438,-825.5 444,-825.5 450,-831.5 450,-837.5 450,-837.5 450,-881.5 450,-881.5 450,-887.5 444,-893.5 438,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"352\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"342.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"340.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"318\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;14 -->\n",
       "<g id=\"edge14\" class=\"edge\">\n",
       "<title>10&#45;&gt;14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M380,-936.91C380,-926.2 380,-914.62 380,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"383.5,-903.67 380,-893.67 376.5,-903.67 383.5,-903.67\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>12</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M128,-774.5C128,-774.5 12,-774.5 12,-774.5 6,-774.5 0,-768.5 0,-762.5 0,-762.5 0,-718.5 0,-718.5 0,-712.5 6,-706.5 12,-706.5 12,-706.5 128,-706.5 128,-706.5 134,-706.5 140,-712.5 140,-718.5 140,-718.5 140,-762.5 140,-762.5 140,-768.5 134,-774.5 128,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"42\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"32.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"30.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;12 -->\n",
       "<g id=\"edge12\" class=\"edge\">\n",
       "<title>11&#45;&gt;12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M169.26,-817.91C153.64,-805.88 136.56,-792.73 121.04,-780.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"123.15,-777.99 113.09,-774.67 118.88,-783.54 123.15,-777.99\"/>\n",
       "</g>\n",
       "<!-- 13 -->\n",
       "<g id=\"node14\" class=\"node\">\n",
       "<title>13</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M286,-774.5C286,-774.5 170,-774.5 170,-774.5 164,-774.5 158,-768.5 158,-762.5 158,-762.5 158,-718.5 158,-718.5 158,-712.5 164,-706.5 170,-706.5 170,-706.5 286,-706.5 286,-706.5 292,-706.5 298,-712.5 298,-718.5 298,-718.5 298,-762.5 298,-762.5 298,-768.5 292,-774.5 286,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"192.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"190.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"188.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"166\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M224.08,-817.91C224.63,-807.2 225.22,-795.62 225.78,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"229.28,-784.83 226.3,-774.67 222.29,-784.47 229.28,-784.83\"/>\n",
       "</g>\n",
       "<!-- 16 -->\n",
       "<g id=\"node17\" class=\"node\">\n",
       "<title>16</title>\n",
       "<path fill=\"#fae8db\" stroke=\"black\" d=\"M596,-901C596,-901 480,-901 480,-901 474,-901 468,-895 468,-889 468,-889 468,-830 468,-830 468,-824 474,-818 480,-818 480,-818 596,-818 596,-818 602,-818 608,-824 608,-830 608,-830 608,-889 608,-889 608,-895 602,-901 596,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"503.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.31</text>\n",
       "<text text-anchor=\"start\" x=\"502.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\n",
       "<text text-anchor=\"start\" x=\"497\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"495.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"476\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;16 -->\n",
       "<g id=\"edge16\" class=\"edge\">\n",
       "<title>15&#45;&gt;16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M564.12,-936.91C561.24,-928.47 558.16,-919.48 555.18,-910.74\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"558.4,-909.35 551.85,-901.02 551.78,-911.62 558.4,-909.35\"/>\n",
       "</g>\n",
       "<!-- 29 -->\n",
       "<g id=\"node30\" class=\"node\">\n",
       "<title>29</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M730,-893.5C730,-893.5 638,-893.5 638,-893.5 632,-893.5 626,-887.5 626,-881.5 626,-881.5 626,-837.5 626,-837.5 626,-831.5 632,-825.5 638,-825.5 638,-825.5 730,-825.5 730,-825.5 736,-825.5 742,-831.5 742,-837.5 742,-837.5 742,-881.5 742,-881.5 742,-887.5 736,-893.5 730,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"656\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"646.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"644.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"634\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;29 -->\n",
       "<g id=\"edge29\" class=\"edge\">\n",
       "<title>15&#45;&gt;29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M614.78,-936.91C625.27,-925.32 636.71,-912.7 647.21,-901.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"649.83,-903.43 653.95,-893.67 644.64,-898.73 649.83,-903.43\"/>\n",
       "</g>\n",
       "<!-- 17 -->\n",
       "<g id=\"node18\" class=\"node\">\n",
       "<title>17</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M450,-774.5C450,-774.5 334,-774.5 334,-774.5 328,-774.5 322,-768.5 322,-762.5 322,-762.5 322,-718.5 322,-718.5 322,-712.5 328,-706.5 334,-706.5 334,-706.5 450,-706.5 450,-706.5 456,-706.5 462,-712.5 462,-718.5 462,-718.5 462,-762.5 462,-762.5 462,-768.5 456,-774.5 450,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"364\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"354.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"352.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"330\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;17 -->\n",
       "<g id=\"edge17\" class=\"edge\">\n",
       "<title>16&#45;&gt;17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M487.35,-817.91C472.47,-805.99 456.23,-792.98 441.44,-781.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"443.38,-778.19 433.39,-774.67 439,-783.65 443.38,-778.19\"/>\n",
       "</g>\n",
       "<!-- 18 -->\n",
       "<g id=\"node19\" class=\"node\">\n",
       "<title>18</title>\n",
       "<path fill=\"#e9f4fc\" stroke=\"black\" d=\"M584,-782C584,-782 492,-782 492,-782 486,-782 480,-776 480,-770 480,-770 480,-711 480,-711 480,-705 486,-699 492,-699 492,-699 584,-699 584,-699 590,-699 596,-705 596,-711 596,-711 596,-770 596,-770 596,-776 590,-782 584,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"501.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.194</text>\n",
       "<text text-anchor=\"start\" x=\"502.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.498</text>\n",
       "<text text-anchor=\"start\" x=\"497\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"498.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"488\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;18 -->\n",
       "<g id=\"edge18\" class=\"edge\">\n",
       "<title>16&#45;&gt;18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M538,-817.91C538,-809.65 538,-800.86 538,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"541.5,-792.02 538,-782.02 534.5,-792.02 541.5,-792.02\"/>\n",
       "</g>\n",
       "<!-- 19 -->\n",
       "<g id=\"node20\" class=\"node\">\n",
       "<title>19</title>\n",
       "<path fill=\"#83c2ef\" stroke=\"black\" d=\"M426,-663C426,-663 334,-663 334,-663 328,-663 322,-657 322,-651 322,-651 322,-592 322,-592 322,-586 328,-580 334,-580 334,-580 426,-580 426,-580 432,-580 438,-586 438,-592 438,-592 438,-651 438,-651 438,-657 432,-663 426,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"342\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.039</text>\n",
       "<text text-anchor=\"start\" x=\"344.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
       "<text text-anchor=\"start\" x=\"342.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"340.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"330\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;19 -->\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>18&#45;&gt;19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M483.18,-698.91C470.19,-689.29 456.24,-678.95 442.92,-669.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"444.84,-666.16 434.72,-663.02 440.67,-671.78 444.84,-666.16\"/>\n",
       "</g>\n",
       "<!-- 26 -->\n",
       "<g id=\"node27\" class=\"node\">\n",
       "<title>26</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M596,-663C596,-663 480,-663 480,-663 474,-663 468,-657 468,-651 468,-651 468,-592 468,-592 468,-586 474,-580 480,-580 480,-580 596,-580 596,-580 602,-580 608,-586 608,-592 608,-592 608,-651 608,-651 608,-657 602,-663 596,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"501.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.599</text>\n",
       "<text text-anchor=\"start\" x=\"502.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"500.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"498.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"476\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;26 -->\n",
       "<g id=\"edge26\" class=\"edge\">\n",
       "<title>18&#45;&gt;26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M538,-698.91C538,-690.65 538,-681.86 538,-673.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"541.5,-673.02 538,-663.02 534.5,-673.02 541.5,-673.02\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g id=\"node21\" class=\"node\">\n",
       "<title>20</title>\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M280,-544C280,-544 188,-544 188,-544 182,-544 176,-538 176,-532 176,-532 176,-473 176,-473 176,-467 182,-461 188,-461 188,-461 280,-461 280,-461 286,-461 292,-467 292,-473 292,-473 292,-532 292,-532 292,-538 286,-544 280,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"195.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.081</text>\n",
       "<text text-anchor=\"start\" x=\"202\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"196.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"194.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"184\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;20 -->\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>19&#45;&gt;20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M329.35,-579.91C317.46,-570.38 304.69,-560.15 292.49,-550.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"294.56,-547.54 284.56,-544.02 290.18,-553.01 294.56,-547.54\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g id=\"node26\" class=\"node\">\n",
       "<title>25</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M438,-536.5C438,-536.5 322,-536.5 322,-536.5 316,-536.5 310,-530.5 310,-524.5 310,-524.5 310,-480.5 310,-480.5 310,-474.5 316,-468.5 322,-468.5 322,-468.5 438,-468.5 438,-468.5 444,-468.5 450,-474.5 450,-480.5 450,-480.5 450,-524.5 450,-524.5 450,-530.5 444,-536.5 438,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"352\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"342.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"340.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"318\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;25 -->\n",
       "<g id=\"edge25\" class=\"edge\">\n",
       "<title>19&#45;&gt;25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M380,-579.91C380,-569.2 380,-557.62 380,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"383.5,-546.67 380,-536.67 376.5,-546.67 383.5,-546.67\"/>\n",
       "</g>\n",
       "<!-- 21 -->\n",
       "<g id=\"node22\" class=\"node\">\n",
       "<title>21</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M219,-425C219,-425 103,-425 103,-425 97,-425 91,-419 91,-413 91,-413 91,-354 91,-354 91,-348 97,-342 103,-342 103,-342 219,-342 219,-342 225,-342 231,-348 231,-354 231,-354 231,-413 231,-413 231,-419 225,-425 219,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"123\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.119</text>\n",
       "<text text-anchor=\"start\" x=\"125.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"123.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"121.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"99\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;21 -->\n",
       "<g id=\"edge21\" class=\"edge\">\n",
       "<title>20&#45;&gt;21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M208.67,-460.91C203.18,-452.1 197.31,-442.7 191.64,-433.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"194.55,-431.65 186.28,-425.02 188.61,-435.36 194.55,-431.65\"/>\n",
       "</g>\n",
       "<!-- 24 -->\n",
       "<g id=\"node25\" class=\"node\">\n",
       "<title>24</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M353,-417.5C353,-417.5 261,-417.5 261,-417.5 255,-417.5 249,-411.5 249,-405.5 249,-405.5 249,-361.5 249,-361.5 249,-355.5 255,-349.5 261,-349.5 261,-349.5 353,-349.5 353,-349.5 359,-349.5 365,-355.5 365,-361.5 365,-361.5 365,-405.5 365,-405.5 365,-411.5 359,-417.5 353,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"279\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"269.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"267.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"257\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;24 -->\n",
       "<g id=\"edge24\" class=\"edge\">\n",
       "<title>20&#45;&gt;24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M259.33,-460.91C266.28,-449.76 273.83,-437.66 280.83,-426.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"283.98,-428 286.31,-417.67 278.04,-424.3 283.98,-428\"/>\n",
       "</g>\n",
       "<!-- 22 -->\n",
       "<g id=\"node23\" class=\"node\">\n",
       "<title>22</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M140,-298.5C140,-298.5 24,-298.5 24,-298.5 18,-298.5 12,-292.5 12,-286.5 12,-286.5 12,-242.5 12,-242.5 12,-236.5 18,-230.5 24,-230.5 24,-230.5 140,-230.5 140,-230.5 146,-230.5 152,-236.5 152,-242.5 152,-242.5 152,-286.5 152,-286.5 152,-292.5 146,-298.5 140,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"54\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"44.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"42.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"20\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M133.59,-341.91C125.99,-330.65 117.73,-318.42 110.09,-307.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"112.89,-305 104.39,-298.67 107.09,-308.91 112.89,-305\"/>\n",
       "</g>\n",
       "<!-- 23 -->\n",
       "<g id=\"node24\" class=\"node\">\n",
       "<title>23</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M298,-298.5C298,-298.5 182,-298.5 182,-298.5 176,-298.5 170,-292.5 170,-286.5 170,-286.5 170,-242.5 170,-242.5 170,-236.5 176,-230.5 182,-230.5 182,-230.5 298,-230.5 298,-230.5 304,-230.5 310,-236.5 310,-242.5 310,-242.5 310,-286.5 310,-286.5 310,-292.5 304,-298.5 298,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"212\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"202.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"200.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"178\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 21&#45;&gt;23 -->\n",
       "<g id=\"edge23\" class=\"edge\">\n",
       "<title>21&#45;&gt;23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M188.41,-341.91C196.01,-330.65 204.27,-318.42 211.91,-307.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"214.91,-308.91 217.61,-298.67 209.11,-305 214.91,-308.91\"/>\n",
       "</g>\n",
       "<!-- 27 -->\n",
       "<g id=\"node28\" class=\"node\">\n",
       "<title>27</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M596,-536.5C596,-536.5 480,-536.5 480,-536.5 474,-536.5 468,-530.5 468,-524.5 468,-524.5 468,-480.5 468,-480.5 468,-474.5 474,-468.5 480,-468.5 480,-468.5 596,-468.5 596,-468.5 602,-468.5 608,-474.5 608,-480.5 608,-480.5 608,-524.5 608,-524.5 608,-530.5 602,-536.5 596,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"510\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"500.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"498.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"476\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 26&#45;&gt;27 -->\n",
       "<g id=\"edge27\" class=\"edge\">\n",
       "<title>26&#45;&gt;27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M538,-579.91C538,-569.2 538,-557.62 538,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"541.5,-546.67 538,-536.67 534.5,-546.67 541.5,-546.67\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g id=\"node29\" class=\"node\">\n",
       "<title>28</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M730,-536.5C730,-536.5 638,-536.5 638,-536.5 632,-536.5 626,-530.5 626,-524.5 626,-524.5 626,-480.5 626,-480.5 626,-474.5 632,-468.5 638,-468.5 638,-468.5 730,-468.5 730,-468.5 736,-468.5 742,-474.5 742,-480.5 742,-480.5 742,-524.5 742,-524.5 742,-530.5 736,-536.5 730,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"656\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"646.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"644.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"634\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</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=\"black\" d=\"M588.65,-579.91C603.53,-567.99 619.77,-554.98 634.56,-543.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"637,-545.65 642.61,-536.67 632.62,-540.19 637,-545.65\"/>\n",
       "</g>\n",
       "<!-- 31 -->\n",
       "<g id=\"node32\" class=\"node\">\n",
       "<title>31</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M824,-1012.5C824,-1012.5 708,-1012.5 708,-1012.5 702,-1012.5 696,-1006.5 696,-1000.5 696,-1000.5 696,-956.5 696,-956.5 696,-950.5 702,-944.5 708,-944.5 708,-944.5 824,-944.5 824,-944.5 830,-944.5 836,-950.5 836,-956.5 836,-956.5 836,-1000.5 836,-1000.5 836,-1006.5 830,-1012.5 824,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"738\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"725\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"723\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"704\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 30&#45;&gt;31 -->\n",
       "<g id=\"edge31\" class=\"edge\">\n",
       "<title>30&#45;&gt;31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M794.08,-1055.91C790.07,-1044.98 785.71,-1033.14 781.66,-1022.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"784.92,-1020.85 778.19,-1012.67 778.35,-1023.26 784.92,-1020.85\"/>\n",
       "</g>\n",
       "<!-- 32 -->\n",
       "<g id=\"node33\" class=\"node\">\n",
       "<title>32</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M982,-1020C982,-1020 866,-1020 866,-1020 860,-1020 854,-1014 854,-1008 854,-1008 854,-949 854,-949 854,-943 860,-937 866,-937 866,-937 982,-937 982,-937 988,-937 994,-943 994,-949 994,-949 994,-1008 994,-1008 994,-1014 988,-1020 982,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"885.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.004</text>\n",
       "<text text-anchor=\"start\" x=\"888.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"886.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"884.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"862\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 30&#45;&gt;32 -->\n",
       "<g id=\"edge32\" class=\"edge\">\n",
       "<title>30&#45;&gt;32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M848.9,-1055.91C858,-1046.65 867.75,-1036.73 877.11,-1027.21\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"879.66,-1029.61 884.17,-1020.02 874.67,-1024.7 879.66,-1029.61\"/>\n",
       "</g>\n",
       "<!-- 33 -->\n",
       "<g id=\"node34\" class=\"node\">\n",
       "<title>33</title>\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M888,-901C888,-901 772,-901 772,-901 766,-901 760,-895 760,-889 760,-889 760,-830 760,-830 760,-824 766,-818 772,-818 772,-818 888,-818 888,-818 894,-818 900,-824 900,-830 900,-830 900,-889 900,-889 900,-895 894,-901 888,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"794\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.744</text>\n",
       "<text text-anchor=\"start\" x=\"798\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"792.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"790.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"768\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M891.39,-936.91C884.17,-927.92 876.45,-918.32 869.01,-909.05\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"871.55,-906.62 862.56,-901.02 866.09,-911.01 871.55,-906.62\"/>\n",
       "</g>\n",
       "<!-- 36 -->\n",
       "<g id=\"node37\" class=\"node\">\n",
       "<title>36</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1022,-893.5C1022,-893.5 930,-893.5 930,-893.5 924,-893.5 918,-887.5 918,-881.5 918,-881.5 918,-837.5 918,-837.5 918,-831.5 924,-825.5 930,-825.5 930,-825.5 1022,-825.5 1022,-825.5 1028,-825.5 1034,-831.5 1034,-837.5 1034,-837.5 1034,-881.5 1034,-881.5 1034,-887.5 1028,-893.5 1022,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"948\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"938.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"936.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"926\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 32&#45;&gt;36 -->\n",
       "<g id=\"edge36\" class=\"edge\">\n",
       "<title>32&#45;&gt;36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M942.04,-936.91C946.9,-925.98 952.16,-914.14 957.06,-903.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"960.4,-904.23 961.26,-893.67 954,-901.38 960.4,-904.23\"/>\n",
       "</g>\n",
       "<!-- 34 -->\n",
       "<g id=\"node35\" class=\"node\">\n",
       "<title>34</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M803,-774.5C803,-774.5 711,-774.5 711,-774.5 705,-774.5 699,-768.5 699,-762.5 699,-762.5 699,-718.5 699,-718.5 699,-712.5 705,-706.5 711,-706.5 711,-706.5 803,-706.5 803,-706.5 809,-706.5 815,-712.5 815,-718.5 815,-718.5 815,-762.5 815,-762.5 815,-768.5 809,-774.5 803,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"729\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"719.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"717.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"707\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;34 -->\n",
       "<g id=\"edge34\" class=\"edge\">\n",
       "<title>33&#45;&gt;34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M804.67,-817.91C797.72,-806.76 790.17,-794.66 783.17,-783.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"785.96,-781.3 777.69,-774.67 780.02,-785 785.96,-781.3\"/>\n",
       "</g>\n",
       "<!-- 35 -->\n",
       "<g id=\"node36\" class=\"node\">\n",
       "<title>35</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M961,-774.5C961,-774.5 845,-774.5 845,-774.5 839,-774.5 833,-768.5 833,-762.5 833,-762.5 833,-718.5 833,-718.5 833,-712.5 839,-706.5 845,-706.5 845,-706.5 961,-706.5 961,-706.5 967,-706.5 973,-712.5 973,-718.5 973,-718.5 973,-762.5 973,-762.5 973,-768.5 967,-774.5 961,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"875\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"865.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"863.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"841\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;35 -->\n",
       "<g id=\"edge35\" class=\"edge\">\n",
       "<title>33&#45;&gt;35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M855.33,-817.91C862.28,-806.76 869.83,-794.66 876.83,-783.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"879.98,-785 882.31,-774.67 874.04,-781.3 879.98,-785\"/>\n",
       "</g>\n",
       "<!-- 38 -->\n",
       "<g id=\"node39\" class=\"node\">\n",
       "<title>38</title>\n",
       "<path fill=\"#efaf82\" stroke=\"black\" d=\"M1332,-1139C1332,-1139 1216,-1139 1216,-1139 1210,-1139 1204,-1133 1204,-1127 1204,-1127 1204,-1068 1204,-1068 1204,-1062 1210,-1056 1216,-1056 1216,-1056 1332,-1056 1332,-1056 1338,-1056 1344,-1062 1344,-1068 1344,-1068 1344,-1127 1344,-1127 1344,-1133 1338,-1139 1332,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"1235.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.384</text>\n",
       "<text text-anchor=\"start\" x=\"1238.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.393</text>\n",
       "<text text-anchor=\"start\" x=\"1233\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\n",
       "<text text-anchor=\"start\" x=\"1227\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [38, 14]</text>\n",
       "<text text-anchor=\"start\" x=\"1212\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 37&#45;&gt;38 -->\n",
       "<g id=\"edge38\" class=\"edge\">\n",
       "<title>37&#45;&gt;38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1325.59,-1174.91C1319.59,-1166.01 1313.17,-1156.51 1306.97,-1147.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1309.86,-1145.35 1301.36,-1139.02 1304.06,-1149.27 1309.86,-1145.35\"/>\n",
       "</g>\n",
       "<!-- 63 -->\n",
       "<g id=\"node64\" class=\"node\">\n",
       "<title>63</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1490,-1131.5C1490,-1131.5 1374,-1131.5 1374,-1131.5 1368,-1131.5 1362,-1125.5 1362,-1119.5 1362,-1119.5 1362,-1075.5 1362,-1075.5 1362,-1069.5 1368,-1063.5 1374,-1063.5 1374,-1063.5 1490,-1063.5 1490,-1063.5 1496,-1063.5 1502,-1069.5 1502,-1075.5 1502,-1075.5 1502,-1119.5 1502,-1119.5 1502,-1125.5 1496,-1131.5 1490,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1404\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1391\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"1389\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1370\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 37&#45;&gt;63 -->\n",
       "<g id=\"edge63\" class=\"edge\">\n",
       "<title>37&#45;&gt;63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1380.41,-1174.91C1388.01,-1163.65 1396.27,-1151.42 1403.91,-1140.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1406.91,-1141.91 1409.61,-1131.67 1401.11,-1138 1406.91,-1141.91\"/>\n",
       "</g>\n",
       "<!-- 39 -->\n",
       "<g id=\"node40\" class=\"node\">\n",
       "<title>39</title>\n",
       "<path fill=\"#eb9f68\" stroke=\"black\" d=\"M1259,-1020C1259,-1020 1143,-1020 1143,-1020 1137,-1020 1131,-1014 1131,-1008 1131,-1008 1131,-949 1131,-949 1131,-943 1137,-937 1143,-937 1143,-937 1259,-937 1259,-937 1265,-937 1271,-943 1271,-949 1271,-949 1271,-1008 1271,-1008 1271,-1014 1265,-1020 1259,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"1162.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.448</text>\n",
       "<text text-anchor=\"start\" x=\"1169\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\n",
       "<text text-anchor=\"start\" x=\"1160\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\n",
       "<text text-anchor=\"start\" x=\"1158\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [38, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"1139\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M1248.67,-1055.91C1243.18,-1047.1 1237.31,-1037.7 1231.64,-1028.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1234.55,-1026.65 1226.28,-1020.02 1228.61,-1030.36 1234.55,-1026.65\"/>\n",
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       "<!-- 62 -->\n",
       "<g id=\"node63\" class=\"node\">\n",
       "<title>62</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1393,-1012.5C1393,-1012.5 1301,-1012.5 1301,-1012.5 1295,-1012.5 1289,-1006.5 1289,-1000.5 1289,-1000.5 1289,-956.5 1289,-956.5 1289,-950.5 1295,-944.5 1301,-944.5 1301,-944.5 1393,-944.5 1393,-944.5 1399,-944.5 1405,-950.5 1405,-956.5 1405,-956.5 1405,-1000.5 1405,-1000.5 1405,-1006.5 1399,-1012.5 1393,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1319\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1309.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1307.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"1297\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;62 -->\n",
       "<g id=\"edge62\" class=\"edge\">\n",
       "<title>38&#45;&gt;62</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1299.33,-1055.91C1306.28,-1044.76 1313.83,-1032.66 1320.83,-1021.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1323.98,-1023 1326.31,-1012.67 1318.04,-1019.3 1323.98,-1023\"/>\n",
       "</g>\n",
       "<!-- 40 -->\n",
       "<g id=\"node41\" class=\"node\">\n",
       "<title>40</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1180,-893.5C1180,-893.5 1064,-893.5 1064,-893.5 1058,-893.5 1052,-887.5 1052,-881.5 1052,-881.5 1052,-837.5 1052,-837.5 1052,-831.5 1058,-825.5 1064,-825.5 1064,-825.5 1180,-825.5 1180,-825.5 1186,-825.5 1192,-831.5 1192,-837.5 1192,-837.5 1192,-881.5 1192,-881.5 1192,-887.5 1186,-893.5 1180,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1094\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1084.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"1082.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1060\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 39&#45;&gt;40 -->\n",
       "<g id=\"edge40\" class=\"edge\">\n",
       "<title>39&#45;&gt;40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1173.59,-936.91C1165.99,-925.65 1157.73,-913.42 1150.09,-902.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1152.89,-900 1144.39,-893.67 1147.09,-903.91 1152.89,-900\"/>\n",
       "</g>\n",
       "<!-- 41 -->\n",
       "<g id=\"node42\" class=\"node\">\n",
       "<title>41</title>\n",
       "<path fill=\"#eca36f\" stroke=\"black\" d=\"M1338,-901C1338,-901 1222,-901 1222,-901 1216,-901 1210,-895 1210,-889 1210,-889 1210,-830 1210,-830 1210,-824 1216,-818 1222,-818 1222,-818 1338,-818 1338,-818 1344,-818 1350,-824 1350,-830 1350,-830 1350,-889 1350,-889 1350,-895 1344,-901 1338,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"1242\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.543</text>\n",
       "<text text-anchor=\"start\" x=\"1244.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.337</text>\n",
       "<text text-anchor=\"start\" x=\"1239\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"1237\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [33, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"1218\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 39&#45;&gt;41 -->\n",
       "<g id=\"edge41\" class=\"edge\">\n",
       "<title>39&#45;&gt;41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1228.41,-936.91C1234.41,-928.01 1240.83,-918.51 1247.03,-909.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1249.94,-911.27 1252.64,-901.02 1244.14,-907.35 1249.94,-911.27\"/>\n",
       "</g>\n",
       "<!-- 42 -->\n",
       "<g id=\"node43\" class=\"node\">\n",
       "<title>42</title>\n",
       "<path fill=\"#cee6f8\" stroke=\"black\" d=\"M1168,-782C1168,-782 1076,-782 1076,-782 1070,-782 1064,-776 1064,-770 1064,-770 1064,-711 1064,-711 1064,-705 1070,-699 1076,-699 1076,-699 1168,-699 1168,-699 1174,-699 1180,-705 1180,-711 1180,-711 1180,-770 1180,-770 1180,-776 1174,-782 1168,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"1083.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.431</text>\n",
       "<text text-anchor=\"start\" x=\"1090\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\n",
       "<text text-anchor=\"start\" x=\"1084.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"1082.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"1072\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 41&#45;&gt;42 -->\n",
       "<g id=\"edge42\" class=\"edge\">\n",
       "<title>41&#45;&gt;42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1225.18,-817.91C1212.19,-808.29 1198.24,-797.95 1184.92,-788.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1186.84,-785.16 1176.72,-782.02 1182.67,-790.78 1186.84,-785.16\"/>\n",
       "</g>\n",
       "<!-- 47 -->\n",
       "<g id=\"node48\" class=\"node\">\n",
       "<title>47</title>\n",
       "<path fill=\"#e9965a\" stroke=\"black\" d=\"M1338,-782C1338,-782 1222,-782 1222,-782 1216,-782 1210,-776 1210,-770 1210,-770 1210,-711 1210,-711 1210,-705 1216,-699 1222,-699 1222,-699 1338,-699 1338,-699 1344,-699 1350,-705 1350,-711 1350,-711 1350,-770 1350,-770 1350,-776 1344,-782 1338,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"1248\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.31</text>\n",
       "<text text-anchor=\"start\" x=\"1244.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"1239\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"1237\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"1218\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 41&#45;&gt;47 -->\n",
       "<g id=\"edge47\" class=\"edge\">\n",
       "<title>41&#45;&gt;47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1280,-817.91C1280,-809.65 1280,-800.86 1280,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1283.5,-792.02 1280,-782.02 1276.5,-792.02 1283.5,-792.02\"/>\n",
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       "<!-- 43 -->\n",
       "<g id=\"node44\" class=\"node\">\n",
       "<title>43</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M1022,-663C1022,-663 930,-663 930,-663 924,-663 918,-657 918,-651 918,-651 918,-592 918,-592 918,-586 924,-580 930,-580 930,-580 1022,-580 1022,-580 1028,-580 1034,-586 1034,-592 1034,-592 1034,-651 1034,-651 1034,-657 1028,-663 1022,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"938\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.737</text>\n",
       "<text text-anchor=\"start\" x=\"940.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"938.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"936.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"926\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</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=\"black\" d=\"M1071.35,-698.91C1059.46,-689.38 1046.69,-679.15 1034.49,-669.37\"/>\n",
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       "</g>\n",
       "<!-- 46 -->\n",
       "<g id=\"node47\" class=\"node\">\n",
       "<title>46</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1180,-655.5C1180,-655.5 1064,-655.5 1064,-655.5 1058,-655.5 1052,-649.5 1052,-643.5 1052,-643.5 1052,-599.5 1052,-599.5 1052,-593.5 1058,-587.5 1064,-587.5 1064,-587.5 1180,-587.5 1180,-587.5 1186,-587.5 1192,-593.5 1192,-599.5 1192,-599.5 1192,-643.5 1192,-643.5 1192,-649.5 1186,-655.5 1180,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1094\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1084.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1082.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1060\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 42&#45;&gt;46 -->\n",
       "<g id=\"edge46\" class=\"edge\">\n",
       "<title>42&#45;&gt;46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1122,-698.91C1122,-688.2 1122,-676.62 1122,-665.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1125.5,-665.67 1122,-655.67 1118.5,-665.67 1125.5,-665.67\"/>\n",
       "</g>\n",
       "<!-- 44 -->\n",
       "<g id=\"node45\" class=\"node\">\n",
       "<title>44</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M888,-536.5C888,-536.5 772,-536.5 772,-536.5 766,-536.5 760,-530.5 760,-524.5 760,-524.5 760,-480.5 760,-480.5 760,-474.5 766,-468.5 772,-468.5 772,-468.5 888,-468.5 888,-468.5 894,-468.5 900,-474.5 900,-480.5 900,-480.5 900,-524.5 900,-524.5 900,-530.5 894,-536.5 888,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"802\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"792.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"790.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"768\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M925.35,-579.91C910.47,-567.99 894.23,-554.98 879.44,-543.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"881.38,-540.19 871.39,-536.67 877,-545.65 881.38,-540.19\"/>\n",
       "</g>\n",
       "<!-- 45 -->\n",
       "<g id=\"node46\" class=\"node\">\n",
       "<title>45</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1022,-536.5C1022,-536.5 930,-536.5 930,-536.5 924,-536.5 918,-530.5 918,-524.5 918,-524.5 918,-480.5 918,-480.5 918,-474.5 924,-468.5 930,-468.5 930,-468.5 1022,-468.5 1022,-468.5 1028,-468.5 1034,-474.5 1034,-480.5 1034,-480.5 1034,-524.5 1034,-524.5 1034,-530.5 1028,-536.5 1022,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"948\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"938.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"936.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"926\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</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=\"black\" d=\"M976,-579.91C976,-569.2 976,-557.62 976,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"979.5,-546.67 976,-536.67 972.5,-546.67 979.5,-546.67\"/>\n",
       "</g>\n",
       "<!-- 48 -->\n",
       "<g id=\"node49\" class=\"node\">\n",
       "<title>48</title>\n",
       "<path fill=\"#e68844\" stroke=\"black\" d=\"M1338,-663C1338,-663 1222,-663 1222,-663 1216,-663 1210,-657 1210,-651 1210,-651 1210,-592 1210,-592 1210,-586 1216,-580 1222,-580 1222,-580 1338,-580 1338,-580 1344,-580 1350,-586 1350,-592 1350,-592 1350,-651 1350,-651 1350,-657 1344,-663 1338,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1242\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.388</text>\n",
       "<text text-anchor=\"start\" x=\"1252\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
       "<text text-anchor=\"start\" x=\"1239\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"1237\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1218\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;48 -->\n",
       "<g id=\"edge48\" class=\"edge\">\n",
       "<title>47&#45;&gt;48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1280,-698.91C1280,-690.65 1280,-681.86 1280,-673.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1283.5,-673.02 1280,-663.02 1276.5,-673.02 1283.5,-673.02\"/>\n",
       "</g>\n",
       "<!-- 53 -->\n",
       "<g id=\"node54\" class=\"node\">\n",
       "<title>53</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M1496,-663C1496,-663 1380,-663 1380,-663 1374,-663 1368,-657 1368,-651 1368,-651 1368,-592 1368,-592 1368,-586 1374,-580 1380,-580 1380,-580 1496,-580 1496,-580 1502,-580 1508,-586 1508,-592 1508,-592 1508,-651 1508,-651 1508,-657 1502,-663 1496,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1399.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.416</text>\n",
       "<text text-anchor=\"start\" x=\"1402.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"1400.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"1395\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"1376\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;53 -->\n",
       "<g id=\"edge53\" class=\"edge\">\n",
       "<title>47&#45;&gt;53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1334.82,-698.91C1347.81,-689.29 1361.76,-678.95 1375.08,-669.09\"/>\n",
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       "</g>\n",
       "<!-- 49 -->\n",
       "<g id=\"node50\" class=\"node\">\n",
       "<title>49</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M1180,-544C1180,-544 1064,-544 1064,-544 1058,-544 1052,-538 1052,-532 1052,-532 1052,-473 1052,-473 1052,-467 1058,-461 1064,-461 1064,-461 1180,-461 1180,-461 1186,-461 1192,-467 1192,-473 1192,-473 1192,-532 1192,-532 1192,-538 1186,-544 1180,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1084\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.465</text>\n",
       "<text text-anchor=\"start\" x=\"1086.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"1084.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1082.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1060\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;49 -->\n",
       "<g id=\"edge49\" class=\"edge\">\n",
       "<title>48&#45;&gt;49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1225.18,-579.91C1212.19,-570.29 1198.24,-559.95 1184.92,-550.09\"/>\n",
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       "</g>\n",
       "<!-- 52 -->\n",
       "<g id=\"node53\" class=\"node\">\n",
       "<title>52</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1338,-536.5C1338,-536.5 1222,-536.5 1222,-536.5 1216,-536.5 1210,-530.5 1210,-524.5 1210,-524.5 1210,-480.5 1210,-480.5 1210,-474.5 1216,-468.5 1222,-468.5 1222,-468.5 1338,-468.5 1338,-468.5 1344,-468.5 1350,-474.5 1350,-480.5 1350,-480.5 1350,-524.5 1350,-524.5 1350,-530.5 1344,-536.5 1338,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1252\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1239\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"1237\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1218\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;52 -->\n",
       "<g id=\"edge52\" class=\"edge\">\n",
       "<title>48&#45;&gt;52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1280,-579.91C1280,-569.2 1280,-557.62 1280,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1283.5,-546.67 1280,-536.67 1276.5,-546.67 1283.5,-546.67\"/>\n",
       "</g>\n",
       "<!-- 50 -->\n",
       "<g id=\"node51\" class=\"node\">\n",
       "<title>50</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1107,-417.5C1107,-417.5 991,-417.5 991,-417.5 985,-417.5 979,-411.5 979,-405.5 979,-405.5 979,-361.5 979,-361.5 979,-355.5 985,-349.5 991,-349.5 991,-349.5 1107,-349.5 1107,-349.5 1113,-349.5 1119,-355.5 1119,-361.5 1119,-361.5 1119,-405.5 1119,-405.5 1119,-411.5 1113,-417.5 1107,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1021\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1011.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"1009.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"987\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;50 -->\n",
       "<g id=\"edge50\" class=\"edge\">\n",
       "<title>49&#45;&gt;50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1096.67,-460.91C1089.72,-449.76 1082.17,-437.66 1075.17,-426.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1077.96,-424.3 1069.69,-417.67 1072.02,-428 1077.96,-424.3\"/>\n",
       "</g>\n",
       "<!-- 51 -->\n",
       "<g id=\"node52\" class=\"node\">\n",
       "<title>51</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1241,-417.5C1241,-417.5 1149,-417.5 1149,-417.5 1143,-417.5 1137,-411.5 1137,-405.5 1137,-405.5 1137,-361.5 1137,-361.5 1137,-355.5 1143,-349.5 1149,-349.5 1149,-349.5 1241,-349.5 1241,-349.5 1247,-349.5 1253,-355.5 1253,-361.5 1253,-361.5 1253,-405.5 1253,-405.5 1253,-411.5 1247,-417.5 1241,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1167\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1157.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1155.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1145\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;51 -->\n",
       "<g id=\"edge51\" class=\"edge\">\n",
       "<title>49&#45;&gt;51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1147.33,-460.91C1154.28,-449.76 1161.83,-437.66 1168.83,-426.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1171.98,-428 1174.31,-417.67 1166.04,-424.3 1171.98,-428\"/>\n",
       "</g>\n",
       "<!-- 54 -->\n",
       "<g id=\"node55\" class=\"node\">\n",
       "<title>54</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1496,-536.5C1496,-536.5 1380,-536.5 1380,-536.5 1374,-536.5 1368,-530.5 1368,-524.5 1368,-524.5 1368,-480.5 1368,-480.5 1368,-474.5 1374,-468.5 1380,-468.5 1380,-468.5 1496,-468.5 1496,-468.5 1502,-468.5 1508,-474.5 1508,-480.5 1508,-480.5 1508,-524.5 1508,-524.5 1508,-530.5 1502,-536.5 1496,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1410\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1400.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1398.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1376\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M1438,-579.91C1438,-569.2 1438,-557.62 1438,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1441.5,-546.67 1438,-536.67 1434.5,-546.67 1441.5,-546.67\"/>\n",
       "</g>\n",
       "<!-- 55 -->\n",
       "<g id=\"node56\" class=\"node\">\n",
       "<title>55</title>\n",
       "<path fill=\"#efb388\" stroke=\"black\" d=\"M1654,-544C1654,-544 1538,-544 1538,-544 1532,-544 1526,-538 1526,-532 1526,-532 1526,-473 1526,-473 1526,-467 1532,-461 1538,-461 1538,-461 1654,-461 1654,-461 1660,-461 1666,-467 1666,-473 1666,-473 1666,-532 1666,-532 1666,-538 1660,-544 1654,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1560\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.426</text>\n",
       "<text text-anchor=\"start\" x=\"1560.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"1558.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"1553\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"1534\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;55 -->\n",
       "<g id=\"edge55\" class=\"edge\">\n",
       "<title>53&#45;&gt;55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1492.82,-579.91C1505.81,-570.29 1519.76,-559.95 1533.08,-550.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1535.33,-552.78 1541.28,-544.02 1531.16,-547.16 1535.33,-552.78\"/>\n",
       "</g>\n",
       "<!-- 56 -->\n",
       "<g id=\"node57\" class=\"node\">\n",
       "<title>56</title>\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M1534,-417.5C1534,-417.5 1442,-417.5 1442,-417.5 1436,-417.5 1430,-411.5 1430,-405.5 1430,-405.5 1430,-361.5 1430,-361.5 1430,-355.5 1436,-349.5 1442,-349.5 1442,-349.5 1534,-349.5 1534,-349.5 1540,-349.5 1546,-355.5 1546,-361.5 1546,-361.5 1546,-405.5 1546,-405.5 1546,-411.5 1540,-417.5 1534,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1456\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"1450.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1448.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"1438\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;56 -->\n",
       "<g id=\"edge56\" class=\"edge\">\n",
       "<title>55&#45;&gt;56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1558.53,-460.91C1547.83,-449.32 1536.18,-436.7 1525.49,-425.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1527.97,-422.64 1518.62,-417.67 1522.83,-427.39 1527.97,-422.64\"/>\n",
       "</g>\n",
       "<!-- 57 -->\n",
       "<g id=\"node58\" class=\"node\">\n",
       "<title>57</title>\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M1692,-425C1692,-425 1576,-425 1576,-425 1570,-425 1564,-419 1564,-413 1564,-413 1564,-354 1564,-354 1564,-348 1570,-342 1576,-342 1576,-342 1692,-342 1692,-342 1698,-342 1704,-348 1704,-354 1704,-354 1704,-413 1704,-413 1704,-419 1698,-425 1692,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"1598\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.736</text>\n",
       "<text text-anchor=\"start\" x=\"1598.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"1596.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1594.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1572\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;57 -->\n",
       "<g id=\"edge57\" class=\"edge\">\n",
       "<title>55&#45;&gt;57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1609.18,-460.91C1611.93,-452.47 1614.84,-443.48 1617.68,-434.74\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1621.08,-435.61 1620.84,-425.02 1614.42,-433.45 1621.08,-435.61\"/>\n",
       "</g>\n",
       "<!-- 58 -->\n",
       "<g id=\"node59\" class=\"node\">\n",
       "<title>58</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1623,-298.5C1623,-298.5 1507,-298.5 1507,-298.5 1501,-298.5 1495,-292.5 1495,-286.5 1495,-286.5 1495,-242.5 1495,-242.5 1495,-236.5 1501,-230.5 1507,-230.5 1507,-230.5 1623,-230.5 1623,-230.5 1629,-230.5 1635,-236.5 1635,-242.5 1635,-242.5 1635,-286.5 1635,-286.5 1635,-292.5 1629,-298.5 1623,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1537\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1527.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1525.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1503\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M1610.06,-341.91C1603.49,-330.76 1596.35,-318.66 1589.73,-307.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1592.65,-305.5 1584.56,-298.67 1586.63,-309.06 1592.65,-305.5\"/>\n",
       "</g>\n",
       "<!-- 59 -->\n",
       "<g id=\"node60\" class=\"node\">\n",
       "<title>59</title>\n",
       "<path fill=\"#e9965a\" stroke=\"black\" d=\"M1781,-306C1781,-306 1665,-306 1665,-306 1659,-306 1653,-300 1653,-294 1653,-294 1653,-235 1653,-235 1653,-229 1659,-223 1665,-223 1665,-223 1781,-223 1781,-223 1787,-223 1793,-229 1793,-235 1793,-235 1793,-294 1793,-294 1793,-300 1787,-306 1781,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"1691\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.55</text>\n",
       "<text text-anchor=\"start\" x=\"1687.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"1685.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"1683.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1661\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 57&#45;&gt;59 -->\n",
       "<g id=\"edge59\" class=\"edge\">\n",
       "<title>57&#45;&gt;59</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1664.88,-341.91C1671.71,-332.92 1679.02,-323.32 1686.07,-314.05\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1688.91,-316.1 1692.18,-306.02 1683.34,-311.86 1688.91,-316.1\"/>\n",
       "</g>\n",
       "<!-- 60 -->\n",
       "<g id=\"node61\" class=\"node\">\n",
       "<title>60</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M1716,-179.5C1716,-179.5 1600,-179.5 1600,-179.5 1594,-179.5 1588,-173.5 1588,-167.5 1588,-167.5 1588,-123.5 1588,-123.5 1588,-117.5 1594,-111.5 1600,-111.5 1600,-111.5 1716,-111.5 1716,-111.5 1722,-111.5 1728,-117.5 1728,-123.5 1728,-123.5 1728,-167.5 1728,-167.5 1728,-173.5 1722,-179.5 1716,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1622.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"1620.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"1618.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1596\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M1700.45,-222.91C1694.26,-211.76 1687.53,-199.66 1681.3,-188.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1684.34,-186.71 1676.43,-179.67 1678.22,-190.11 1684.34,-186.71\"/>\n",
       "</g>\n",
       "<!-- 61 -->\n",
       "<g id=\"node62\" class=\"node\">\n",
       "<title>61</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1874,-179.5C1874,-179.5 1758,-179.5 1758,-179.5 1752,-179.5 1746,-173.5 1746,-167.5 1746,-167.5 1746,-123.5 1746,-123.5 1746,-117.5 1752,-111.5 1758,-111.5 1758,-111.5 1874,-111.5 1874,-111.5 1880,-111.5 1886,-117.5 1886,-123.5 1886,-123.5 1886,-167.5 1886,-167.5 1886,-173.5 1880,-179.5 1874,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1788\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1778.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1776.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1754\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M1755.27,-222.91C1764.3,-211.54 1774.13,-199.18 1783.19,-187.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1786.15,-189.67 1789.64,-179.67 1780.67,-185.32 1786.15,-189.67\"/>\n",
       "</g>\n",
       "<!-- 65 -->\n",
       "<g id=\"node66\" class=\"node\">\n",
       "<title>65</title>\n",
       "<path fill=\"#fbeade\" stroke=\"black\" d=\"M2395,-1258C2395,-1258 2279,-1258 2279,-1258 2273,-1258 2267,-1252 2267,-1246 2267,-1246 2267,-1187 2267,-1187 2267,-1181 2273,-1175 2279,-1175 2279,-1175 2395,-1175 2395,-1175 2401,-1175 2407,-1181 2407,-1187 2407,-1187 2407,-1246 2407,-1246 2407,-1252 2401,-1258 2395,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"2300.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.367</text>\n",
       "<text text-anchor=\"start\" x=\"2301.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"2296\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40</text>\n",
       "<text text-anchor=\"start\" x=\"2290\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 30]</text>\n",
       "<text text-anchor=\"start\" x=\"2275\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;65 -->\n",
       "<g id=\"edge65\" class=\"edge\">\n",
       "<title>64&#45;&gt;65</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2388.59,-1293.91C2382.59,-1285.01 2376.17,-1275.51 2369.97,-1266.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2372.86,-1264.35 2364.36,-1258.02 2367.06,-1268.27 2372.86,-1264.35\"/>\n",
       "</g>\n",
       "<!-- 104 -->\n",
       "<g id=\"node105\" class=\"node\">\n",
       "<title>104</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2553,-1250.5C2553,-1250.5 2437,-1250.5 2437,-1250.5 2431,-1250.5 2425,-1244.5 2425,-1238.5 2425,-1238.5 2425,-1194.5 2425,-1194.5 2425,-1188.5 2431,-1182.5 2437,-1182.5 2437,-1182.5 2553,-1182.5 2553,-1182.5 2559,-1182.5 2565,-1188.5 2565,-1194.5 2565,-1194.5 2565,-1238.5 2565,-1238.5 2565,-1244.5 2559,-1250.5 2553,-1250.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2467\" y=\"-1235.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2457.5\" y=\"-1220.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2452\" y=\"-1205.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2433\" y=\"-1190.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;104 -->\n",
       "<g id=\"edge104\" class=\"edge\">\n",
       "<title>64&#45;&gt;104</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2443.41,-1293.91C2451.01,-1282.65 2459.27,-1270.42 2466.91,-1259.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2469.91,-1260.91 2472.61,-1250.67 2464.11,-1257 2469.91,-1260.91\"/>\n",
       "</g>\n",
       "<!-- 66 -->\n",
       "<g id=\"node67\" class=\"node\">\n",
       "<title>66</title>\n",
       "<path fill=\"#eead7e\" stroke=\"black\" d=\"M2267,-1139C2267,-1139 2151,-1139 2151,-1139 2145,-1139 2139,-1133 2139,-1127 2139,-1127 2139,-1068 2139,-1068 2139,-1062 2145,-1056 2151,-1056 2151,-1056 2267,-1056 2267,-1056 2273,-1056 2279,-1062 2279,-1068 2279,-1068 2279,-1127 2279,-1127 2279,-1133 2273,-1139 2267,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"2170.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.049</text>\n",
       "<text text-anchor=\"start\" x=\"2173.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.382</text>\n",
       "<text text-anchor=\"start\" x=\"2168\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"2166\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"2147\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 65&#45;&gt;66 -->\n",
       "<g id=\"edge66\" class=\"edge\">\n",
       "<title>65&#45;&gt;66</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2292.59,-1174.91C2282.36,-1165.56 2271.4,-1155.54 2260.89,-1145.93\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2263.07,-1143.18 2253.33,-1139.02 2258.35,-1148.35 2263.07,-1143.18\"/>\n",
       "</g>\n",
       "<!-- 83 -->\n",
       "<g id=\"node84\" class=\"node\">\n",
       "<title>83</title>\n",
       "<path fill=\"#97ccf1\" stroke=\"black\" d=\"M2401,-1139C2401,-1139 2309,-1139 2309,-1139 2303,-1139 2297,-1133 2297,-1127 2297,-1127 2297,-1068 2297,-1068 2297,-1062 2303,-1056 2309,-1056 2309,-1056 2401,-1056 2401,-1056 2407,-1056 2413,-1062 2413,-1068 2413,-1068 2413,-1127 2413,-1127 2413,-1133 2407,-1139 2401,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"2318.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 2.692</text>\n",
       "<text text-anchor=\"start\" x=\"2319.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.437</text>\n",
       "<text text-anchor=\"start\" x=\"2314\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"2308\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 21]</text>\n",
       "<text text-anchor=\"start\" x=\"2305\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 65&#45;&gt;83 -->\n",
       "<g id=\"edge83\" class=\"edge\">\n",
       "<title>65&#45;&gt;83</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2343.25,-1174.91C2344.53,-1166.56 2345.9,-1157.67 2347.23,-1149.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2350.7,-1149.44 2348.77,-1139.02 2343.79,-1148.37 2350.7,-1149.44\"/>\n",
       "</g>\n",
       "<!-- 67 -->\n",
       "<g id=\"node68\" class=\"node\">\n",
       "<title>67</title>\n",
       "<path fill=\"#f5cdb0\" stroke=\"black\" d=\"M2109,-1020C2109,-1020 1993,-1020 1993,-1020 1987,-1020 1981,-1014 1981,-1008 1981,-1008 1981,-949 1981,-949 1981,-943 1987,-937 1993,-937 1993,-937 2109,-937 2109,-937 2115,-937 2121,-943 2121,-949 2121,-949 2121,-1008 2121,-1008 2121,-1014 2115,-1020 2109,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"2017\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2015.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
       "<text text-anchor=\"start\" x=\"2010\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"2008\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"1989\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 66&#45;&gt;67 -->\n",
       "<g id=\"edge67\" class=\"edge\">\n",
       "<title>66&#45;&gt;67</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2154.18,-1055.91C2141.19,-1046.29 2127.24,-1035.95 2113.92,-1026.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2115.84,-1023.16 2105.72,-1020.02 2111.67,-1028.78 2115.84,-1023.16\"/>\n",
       "</g>\n",
       "<!-- 82 -->\n",
       "<g id=\"node83\" class=\"node\">\n",
       "<title>82</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2267,-1012.5C2267,-1012.5 2151,-1012.5 2151,-1012.5 2145,-1012.5 2139,-1006.5 2139,-1000.5 2139,-1000.5 2139,-956.5 2139,-956.5 2139,-950.5 2145,-944.5 2151,-944.5 2151,-944.5 2267,-944.5 2267,-944.5 2273,-944.5 2279,-950.5 2279,-956.5 2279,-956.5 2279,-1000.5 2279,-1000.5 2279,-1006.5 2273,-1012.5 2267,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2181\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2171.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2166.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2147\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 66&#45;&gt;82 -->\n",
       "<g id=\"edge82\" class=\"edge\">\n",
       "<title>66&#45;&gt;82</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2209,-1055.91C2209,-1045.2 2209,-1033.62 2209,-1022.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2212.5,-1022.67 2209,-1012.67 2205.5,-1022.67 2212.5,-1022.67\"/>\n",
       "</g>\n",
       "<!-- 68 -->\n",
       "<g id=\"node69\" class=\"node\">\n",
       "<title>68</title>\n",
       "<path fill=\"#eda774\" stroke=\"black\" d=\"M1975,-901C1975,-901 1859,-901 1859,-901 1853,-901 1847,-895 1847,-889 1847,-889 1847,-830 1847,-830 1847,-824 1853,-818 1859,-818 1859,-818 1975,-818 1975,-818 1981,-818 1987,-824 1987,-830 1987,-830 1987,-889 1987,-889 1987,-895 1981,-901 1975,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"1879\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.115</text>\n",
       "<text text-anchor=\"start\" x=\"1881.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.355</text>\n",
       "<text text-anchor=\"start\" x=\"1876\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"1874\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"1855\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M2004.51,-936.91C1993.7,-927.47 1982.1,-917.34 1971,-907.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1973.24,-904.96 1963.41,-901.02 1968.64,-910.23 1973.24,-904.96\"/>\n",
       "</g>\n",
       "<!-- 77 -->\n",
       "<g id=\"node78\" class=\"node\">\n",
       "<title>77</title>\n",
       "<path fill=\"#deeffb\" stroke=\"black\" d=\"M2109,-901C2109,-901 2017,-901 2017,-901 2011,-901 2005,-895 2005,-889 2005,-889 2005,-830 2005,-830 2005,-824 2011,-818 2017,-818 2017,-818 2109,-818 2109,-818 2115,-818 2121,-824 2121,-830 2121,-830 2121,-889 2121,-889 2121,-895 2115,-901 2109,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"2029\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"2027.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"2025.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"2023.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"2013\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 67&#45;&gt;77 -->\n",
       "<g id=\"edge77\" class=\"edge\">\n",
       "<title>67&#45;&gt;77</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2055.16,-936.91C2056.02,-928.56 2056.93,-919.67 2057.82,-911.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2061.31,-911.33 2058.84,-901.02 2054.34,-910.61 2061.31,-911.33\"/>\n",
       "</g>\n",
       "<!-- 69 -->\n",
       "<g id=\"node70\" class=\"node\">\n",
       "<title>69</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M1835,-782C1835,-782 1719,-782 1719,-782 1713,-782 1707,-776 1707,-770 1707,-770 1707,-711 1707,-711 1707,-705 1713,-699 1719,-699 1719,-699 1835,-699 1835,-699 1841,-699 1847,-705 1847,-711 1847,-711 1847,-770 1847,-770 1847,-776 1841,-782 1835,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"1741\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.271</text>\n",
       "<text text-anchor=\"start\" x=\"1741.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"1739.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"1734\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1715\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;69 -->\n",
       "<g id=\"edge69\" class=\"edge\">\n",
       "<title>68&#45;&gt;69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1868.43,-817.91C1857.13,-808.47 1845.02,-798.34 1833.42,-788.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1835.4,-785.75 1825.49,-782.02 1830.92,-791.12 1835.4,-785.75\"/>\n",
       "</g>\n",
       "<!-- 76 -->\n",
       "<g id=\"node77\" class=\"node\">\n",
       "<title>76</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1969,-774.5C1969,-774.5 1877,-774.5 1877,-774.5 1871,-774.5 1865,-768.5 1865,-762.5 1865,-762.5 1865,-718.5 1865,-718.5 1865,-712.5 1871,-706.5 1877,-706.5 1877,-706.5 1969,-706.5 1969,-706.5 1975,-706.5 1981,-712.5 1981,-718.5 1981,-718.5 1981,-762.5 1981,-762.5 1981,-768.5 1975,-774.5 1969,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1895\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1885.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1883.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1873\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;76 -->\n",
       "<g id=\"edge76\" class=\"edge\">\n",
       "<title>68&#45;&gt;76</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1919.08,-817.91C1919.63,-807.2 1920.22,-795.62 1920.78,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1924.28,-784.83 1921.3,-774.67 1917.29,-784.47 1924.28,-784.83\"/>\n",
       "</g>\n",
       "<!-- 70 -->\n",
       "<g id=\"node71\" class=\"node\">\n",
       "<title>70</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M1812,-663C1812,-663 1696,-663 1696,-663 1690,-663 1684,-657 1684,-651 1684,-651 1684,-592 1684,-592 1684,-586 1690,-580 1696,-580 1696,-580 1812,-580 1812,-580 1818,-580 1824,-586 1824,-592 1824,-592 1824,-651 1824,-651 1824,-657 1818,-663 1812,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1715.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.189</text>\n",
       "<text text-anchor=\"start\" x=\"1722\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"1716.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"1714.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1692\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M1769.02,-698.91C1767.38,-690.56 1765.63,-681.67 1763.93,-673.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1767.33,-672.16 1761.97,-663.02 1760.46,-673.51 1767.33,-672.16\"/>\n",
       "</g>\n",
       "<!-- 75 -->\n",
       "<g id=\"node76\" class=\"node\">\n",
       "<title>75</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1970,-655.5C1970,-655.5 1854,-655.5 1854,-655.5 1848,-655.5 1842,-649.5 1842,-643.5 1842,-643.5 1842,-599.5 1842,-599.5 1842,-593.5 1848,-587.5 1854,-587.5 1854,-587.5 1970,-587.5 1970,-587.5 1976,-587.5 1982,-593.5 1982,-599.5 1982,-599.5 1982,-643.5 1982,-643.5 1982,-649.5 1976,-655.5 1970,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1884\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1874.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1872.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1850\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 69&#45;&gt;75 -->\n",
       "<g id=\"edge75\" class=\"edge\">\n",
       "<title>69&#45;&gt;75</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1823.84,-698.91C1837.46,-687.1 1852.33,-674.22 1865.9,-662.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1868.47,-664.86 1873.73,-655.67 1863.88,-659.57 1868.47,-664.86\"/>\n",
       "</g>\n",
       "<!-- 71 -->\n",
       "<g id=\"node72\" class=\"node\">\n",
       "<title>71</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1812,-536.5C1812,-536.5 1696,-536.5 1696,-536.5 1690,-536.5 1684,-530.5 1684,-524.5 1684,-524.5 1684,-480.5 1684,-480.5 1684,-474.5 1690,-468.5 1696,-468.5 1696,-468.5 1812,-468.5 1812,-468.5 1818,-468.5 1824,-474.5 1824,-480.5 1824,-480.5 1824,-524.5 1824,-524.5 1824,-530.5 1818,-536.5 1812,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1726\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1716.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1714.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1692\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 70&#45;&gt;71 -->\n",
       "<g id=\"edge71\" class=\"edge\">\n",
       "<title>70&#45;&gt;71</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1754,-579.91C1754,-569.2 1754,-557.62 1754,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1757.5,-546.67 1754,-536.67 1750.5,-546.67 1757.5,-546.67\"/>\n",
       "</g>\n",
       "<!-- 72 -->\n",
       "<g id=\"node73\" class=\"node\">\n",
       "<title>72</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M1946,-544C1946,-544 1854,-544 1854,-544 1848,-544 1842,-538 1842,-532 1842,-532 1842,-473 1842,-473 1842,-467 1848,-461 1854,-461 1854,-461 1946,-461 1946,-461 1952,-461 1958,-467 1958,-473 1958,-473 1958,-532 1958,-532 1958,-538 1952,-544 1946,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1862\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.078</text>\n",
       "<text text-anchor=\"start\" x=\"1864.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"1862.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1860.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1850\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 70&#45;&gt;72 -->\n",
       "<g id=\"edge72\" class=\"edge\">\n",
       "<title>70&#45;&gt;72</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1804.65,-579.91C1816.54,-570.38 1829.31,-560.15 1841.51,-550.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1843.82,-553.01 1849.44,-544.02 1839.44,-547.54 1843.82,-553.01\"/>\n",
       "</g>\n",
       "<!-- 73 -->\n",
       "<g id=\"node74\" class=\"node\">\n",
       "<title>73</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1850,-417.5C1850,-417.5 1734,-417.5 1734,-417.5 1728,-417.5 1722,-411.5 1722,-405.5 1722,-405.5 1722,-361.5 1722,-361.5 1722,-355.5 1728,-349.5 1734,-349.5 1734,-349.5 1850,-349.5 1850,-349.5 1856,-349.5 1862,-355.5 1862,-361.5 1862,-361.5 1862,-405.5 1862,-405.5 1862,-411.5 1856,-417.5 1850,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1764\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1754.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1752.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1730\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</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=\"black\" d=\"M1862.53,-460.91C1851.83,-449.32 1840.18,-436.7 1829.49,-425.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1831.97,-422.64 1822.62,-417.67 1826.83,-427.39 1831.97,-422.64\"/>\n",
       "</g>\n",
       "<!-- 74 -->\n",
       "<g id=\"node75\" class=\"node\">\n",
       "<title>74</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1984,-417.5C1984,-417.5 1892,-417.5 1892,-417.5 1886,-417.5 1880,-411.5 1880,-405.5 1880,-405.5 1880,-361.5 1880,-361.5 1880,-355.5 1886,-349.5 1892,-349.5 1892,-349.5 1984,-349.5 1984,-349.5 1990,-349.5 1996,-355.5 1996,-361.5 1996,-361.5 1996,-405.5 1996,-405.5 1996,-411.5 1990,-417.5 1984,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1910\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1900.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1898.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1888\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</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=\"black\" d=\"M1913.18,-460.91C1916.7,-450.09 1920.5,-438.38 1924.05,-427.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1927.47,-428.26 1927.23,-417.67 1920.81,-426.1 1927.47,-428.26\"/>\n",
       "</g>\n",
       "<!-- 78 -->\n",
       "<g id=\"node79\" class=\"node\">\n",
       "<title>78</title>\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M2106,-782C2106,-782 2014,-782 2014,-782 2008,-782 2002,-776 2002,-770 2002,-770 2002,-711 2002,-711 2002,-705 2008,-699 2014,-699 2014,-699 2106,-699 2106,-699 2112,-699 2118,-705 2118,-711 2118,-711 2118,-770 2118,-770 2118,-776 2112,-782 2106,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"2022\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.117</text>\n",
       "<text text-anchor=\"start\" x=\"2028\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"2022.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2020.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"2010\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</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=\"black\" d=\"M2061.96,-817.91C2061.75,-809.56 2061.52,-800.67 2061.3,-792.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2064.79,-791.93 2061.04,-782.02 2057.8,-792.11 2064.79,-791.93\"/>\n",
       "</g>\n",
       "<!-- 81 -->\n",
       "<g id=\"node82\" class=\"node\">\n",
       "<title>81</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2264,-774.5C2264,-774.5 2148,-774.5 2148,-774.5 2142,-774.5 2136,-768.5 2136,-762.5 2136,-762.5 2136,-718.5 2136,-718.5 2136,-712.5 2142,-706.5 2148,-706.5 2148,-706.5 2264,-706.5 2264,-706.5 2270,-706.5 2276,-712.5 2276,-718.5 2276,-718.5 2276,-762.5 2276,-762.5 2276,-768.5 2270,-774.5 2264,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2178\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2168.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2166.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2144\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 77&#45;&gt;81 -->\n",
       "<g id=\"edge81\" class=\"edge\">\n",
       "<title>77&#45;&gt;81</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2112.61,-817.91C2127.18,-805.99 2143.09,-792.98 2157.58,-781.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2159.94,-783.71 2165.46,-774.67 2155.51,-778.29 2159.94,-783.71\"/>\n",
       "</g>\n",
       "<!-- 79 -->\n",
       "<g id=\"node80\" class=\"node\">\n",
       "<title>79</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2104,-655.5C2104,-655.5 2012,-655.5 2012,-655.5 2006,-655.5 2000,-649.5 2000,-643.5 2000,-643.5 2000,-599.5 2000,-599.5 2000,-593.5 2006,-587.5 2012,-587.5 2012,-587.5 2104,-587.5 2104,-587.5 2110,-587.5 2116,-593.5 2116,-599.5 2116,-599.5 2116,-643.5 2116,-643.5 2116,-649.5 2110,-655.5 2104,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2030\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2020.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2018.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"2008\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</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=\"black\" d=\"M2059.31,-698.91C2059.12,-688.2 2058.93,-676.62 2058.74,-665.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2062.24,-665.61 2058.57,-655.67 2055.24,-665.73 2062.24,-665.61\"/>\n",
       "</g>\n",
       "<!-- 80 -->\n",
       "<g id=\"node81\" class=\"node\">\n",
       "<title>80</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2262,-655.5C2262,-655.5 2146,-655.5 2146,-655.5 2140,-655.5 2134,-649.5 2134,-643.5 2134,-643.5 2134,-599.5 2134,-599.5 2134,-593.5 2140,-587.5 2146,-587.5 2146,-587.5 2262,-587.5 2262,-587.5 2268,-587.5 2274,-593.5 2274,-599.5 2274,-599.5 2274,-643.5 2274,-643.5 2274,-649.5 2268,-655.5 2262,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2176\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2166.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2164.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2142\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;80 -->\n",
       "<g id=\"edge80\" class=\"edge\">\n",
       "<title>78&#45;&gt;80</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2109.96,-698.91C2124.63,-686.99 2140.65,-673.98 2155.24,-662.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2157.63,-664.69 2163.18,-655.67 2153.21,-659.26 2157.63,-664.69\"/>\n",
       "</g>\n",
       "<!-- 84 -->\n",
       "<g id=\"node85\" class=\"node\">\n",
       "<title>84</title>\n",
       "<path fill=\"#84c2ef\" stroke=\"black\" d=\"M2401,-1020C2401,-1020 2309,-1020 2309,-1020 2303,-1020 2297,-1014 2297,-1008 2297,-1008 2297,-949 2297,-949 2297,-943 2303,-937 2309,-937 2309,-937 2401,-937 2401,-937 2407,-937 2413,-943 2413,-949 2413,-949 2413,-1008 2413,-1008 2413,-1014 2407,-1020 2401,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"2321\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2327\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\n",
       "<text text-anchor=\"start\" x=\"2314\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"2312\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 21]</text>\n",
       "<text text-anchor=\"start\" x=\"2305\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;84 -->\n",
       "<g id=\"edge84\" class=\"edge\">\n",
       "<title>83&#45;&gt;84</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2355,-1055.91C2355,-1047.65 2355,-1038.86 2355,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2358.5,-1030.02 2355,-1020.02 2351.5,-1030.02 2358.5,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 103 -->\n",
       "<g id=\"node104\" class=\"node\">\n",
       "<title>103</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2559,-1012.5C2559,-1012.5 2443,-1012.5 2443,-1012.5 2437,-1012.5 2431,-1006.5 2431,-1000.5 2431,-1000.5 2431,-956.5 2431,-956.5 2431,-950.5 2437,-944.5 2443,-944.5 2443,-944.5 2559,-944.5 2559,-944.5 2565,-944.5 2571,-950.5 2571,-956.5 2571,-956.5 2571,-1000.5 2571,-1000.5 2571,-1006.5 2565,-1012.5 2559,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2473\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2463.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2461.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2439\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;103 -->\n",
       "<g id=\"edge103\" class=\"edge\">\n",
       "<title>83&#45;&gt;103</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2405.65,-1055.91C2420.53,-1043.99 2436.77,-1030.98 2451.56,-1019.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2454,-1021.65 2459.61,-1012.67 2449.62,-1016.19 2454,-1021.65\"/>\n",
       "</g>\n",
       "<!-- 85 -->\n",
       "<g id=\"node86\" class=\"node\">\n",
       "<title>85</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M2401,-901C2401,-901 2309,-901 2309,-901 2303,-901 2297,-895 2297,-889 2297,-889 2297,-830 2297,-830 2297,-824 2303,-818 2309,-818 2309,-818 2401,-818 2401,-818 2407,-818 2413,-824 2413,-830 2413,-830 2413,-889 2413,-889 2413,-895 2407,-901 2401,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"2318.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pclass ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"2319.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2314\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"2312\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 16]</text>\n",
       "<text text-anchor=\"start\" x=\"2305\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 84&#45;&gt;85 -->\n",
       "<g id=\"edge85\" class=\"edge\">\n",
       "<title>84&#45;&gt;85</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2355,-936.91C2355,-928.65 2355,-919.86 2355,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2358.5,-911.02 2355,-901.02 2351.5,-911.02 2358.5,-911.02\"/>\n",
       "</g>\n",
       "<!-- 102 -->\n",
       "<g id=\"node103\" class=\"node\">\n",
       "<title>102</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2535,-893.5C2535,-893.5 2443,-893.5 2443,-893.5 2437,-893.5 2431,-887.5 2431,-881.5 2431,-881.5 2431,-837.5 2431,-837.5 2431,-831.5 2437,-825.5 2443,-825.5 2443,-825.5 2535,-825.5 2535,-825.5 2541,-825.5 2547,-831.5 2547,-837.5 2547,-837.5 2547,-881.5 2547,-881.5 2547,-887.5 2541,-893.5 2535,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2461\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2451.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2449.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"2439\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 84&#45;&gt;102 -->\n",
       "<g id=\"edge102\" class=\"edge\">\n",
       "<title>84&#45;&gt;102</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2401.49,-936.91C2415.01,-925.1 2429.77,-912.22 2443.25,-900.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2445.78,-902.88 2451.01,-893.67 2441.18,-897.61 2445.78,-902.88\"/>\n",
       "</g>\n",
       "<!-- 86 -->\n",
       "<g id=\"node87\" class=\"node\">\n",
       "<title>86</title>\n",
       "<path fill=\"#90c8f0\" stroke=\"black\" d=\"M2401.5,-782C2401.5,-782 2308.5,-782 2308.5,-782 2302.5,-782 2296.5,-776 2296.5,-770 2296.5,-770 2296.5,-711 2296.5,-711 2296.5,-705 2302.5,-699 2308.5,-699 2308.5,-699 2401.5,-699 2401.5,-699 2407.5,-699 2413.5,-705 2413.5,-711 2413.5,-711 2413.5,-770 2413.5,-770 2413.5,-776 2407.5,-782 2401.5,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"2304.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 2.5</text>\n",
       "<text text-anchor=\"start\" x=\"2319.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.423</text>\n",
       "<text text-anchor=\"start\" x=\"2314\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"2312\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 16]</text>\n",
       "<text text-anchor=\"start\" x=\"2305\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;86 -->\n",
       "<g id=\"edge86\" class=\"edge\">\n",
       "<title>85&#45;&gt;86</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2355,-817.91C2355,-809.65 2355,-800.86 2355,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2358.5,-792.02 2355,-782.02 2351.5,-792.02 2358.5,-792.02\"/>\n",
       "</g>\n",
       "<!-- 101 -->\n",
       "<g id=\"node102\" class=\"node\">\n",
       "<title>101</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2560,-774.5C2560,-774.5 2444,-774.5 2444,-774.5 2438,-774.5 2432,-768.5 2432,-762.5 2432,-762.5 2432,-718.5 2432,-718.5 2432,-712.5 2438,-706.5 2444,-706.5 2444,-706.5 2560,-706.5 2560,-706.5 2566,-706.5 2572,-712.5 2572,-718.5 2572,-718.5 2572,-762.5 2572,-762.5 2572,-768.5 2566,-774.5 2560,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2474\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2464.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2462.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2440\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;101 -->\n",
       "<g id=\"edge101\" class=\"edge\">\n",
       "<title>85&#45;&gt;101</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2406,-817.91C2420.97,-805.99 2437.33,-792.98 2452.22,-781.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2454.68,-783.63 2460.33,-774.67 2450.32,-778.16 2454.68,-783.63\"/>\n",
       "</g>\n",
       "<!-- 87 -->\n",
       "<g id=\"node88\" class=\"node\">\n",
       "<title>87</title>\n",
       "<path fill=\"#95cbf1\" stroke=\"black\" d=\"M2405.5,-663C2405.5,-663 2304.5,-663 2304.5,-663 2298.5,-663 2292.5,-657 2292.5,-651 2292.5,-651 2292.5,-592 2292.5,-592 2292.5,-586 2298.5,-580 2304.5,-580 2304.5,-580 2405.5,-580 2405.5,-580 2411.5,-580 2417.5,-586 2417.5,-592 2417.5,-592 2417.5,-651 2417.5,-651 2417.5,-657 2411.5,-663 2405.5,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"2318.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 1.024</text>\n",
       "<text text-anchor=\"start\" x=\"2319.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.434</text>\n",
       "<text text-anchor=\"start\" x=\"2314\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"2300.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7.0, 15.0]</text>\n",
       "<text text-anchor=\"start\" x=\"2305\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 86&#45;&gt;87 -->\n",
       "<g id=\"edge87\" class=\"edge\">\n",
       "<title>86&#45;&gt;87</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2355,-698.91C2355,-690.65 2355,-681.86 2355,-673.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2358.5,-673.02 2355,-663.02 2351.5,-673.02 2358.5,-673.02\"/>\n",
       "</g>\n",
       "<!-- 100 -->\n",
       "<g id=\"node101\" class=\"node\">\n",
       "<title>100</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2540,-655.5C2540,-655.5 2448,-655.5 2448,-655.5 2442,-655.5 2436,-649.5 2436,-643.5 2436,-643.5 2436,-599.5 2436,-599.5 2436,-593.5 2442,-587.5 2448,-587.5 2448,-587.5 2540,-587.5 2540,-587.5 2546,-587.5 2552,-593.5 2552,-599.5 2552,-599.5 2552,-643.5 2552,-643.5 2552,-649.5 2546,-655.5 2540,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2466\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2456.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2454.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2444\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 86&#45;&gt;100 -->\n",
       "<g id=\"edge100\" class=\"edge\">\n",
       "<title>86&#45;&gt;100</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2403.23,-698.91C2417.38,-686.99 2432.85,-673.98 2446.93,-662.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2449.2,-664.78 2454.6,-655.67 2444.69,-659.43 2449.2,-664.78\"/>\n",
       "</g>\n",
       "<!-- 88 -->\n",
       "<g id=\"node89\" class=\"node\">\n",
       "<title>88</title>\n",
       "<path fill=\"#d3e9f9\" stroke=\"black\" d=\"M2292,-544C2292,-544 2200,-544 2200,-544 2194,-544 2188,-538 2188,-532 2188,-532 2188,-473 2188,-473 2188,-467 2194,-461 2200,-461 2200,-461 2292,-461 2292,-461 2298,-461 2304,-467 2304,-473 2304,-473 2304,-532 2304,-532 2304,-538 2298,-544 2292,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"2209.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.499</text>\n",
       "<text text-anchor=\"start\" x=\"2210.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.492</text>\n",
       "<text text-anchor=\"start\" x=\"2205\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"2206.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"2196\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;88 -->\n",
       "<g id=\"edge88\" class=\"edge\">\n",
       "<title>87&#45;&gt;88</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2317.18,-579.91C2308.64,-570.74 2299.5,-560.93 2290.71,-551.49\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2293.13,-548.95 2283.75,-544.02 2288.01,-553.72 2293.13,-548.95\"/>\n",
       "</g>\n",
       "<!-- 99 -->\n",
       "<g id=\"node100\" class=\"node\">\n",
       "<title>99</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2426,-536.5C2426,-536.5 2334,-536.5 2334,-536.5 2328,-536.5 2322,-530.5 2322,-524.5 2322,-524.5 2322,-480.5 2322,-480.5 2322,-474.5 2328,-468.5 2334,-468.5 2334,-468.5 2426,-468.5 2426,-468.5 2432,-468.5 2438,-474.5 2438,-480.5 2438,-480.5 2438,-524.5 2438,-524.5 2438,-530.5 2432,-536.5 2426,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2352\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2342.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2340.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"2330\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;99 -->\n",
       "<g id=\"edge99\" class=\"edge\">\n",
       "<title>87&#45;&gt;99</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2363.67,-579.91C2365.96,-569.2 2368.44,-557.62 2370.75,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2374.25,-547.18 2372.91,-536.67 2367.4,-545.71 2374.25,-547.18\"/>\n",
       "</g>\n",
       "<!-- 89 -->\n",
       "<g id=\"node90\" class=\"node\">\n",
       "<title>89</title>\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M2191,-425C2191,-425 2099,-425 2099,-425 2093,-425 2087,-419 2087,-413 2087,-413 2087,-354 2087,-354 2087,-348 2093,-342 2099,-342 2099,-342 2191,-342 2191,-342 2197,-342 2203,-348 2203,-354 2203,-354 2203,-413 2203,-413 2203,-419 2197,-425 2191,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"2113\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.55</text>\n",
       "<text text-anchor=\"start\" x=\"2113\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"2107.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"2105.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"2095\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 88&#45;&gt;89 -->\n",
       "<g id=\"edge89\" class=\"edge\">\n",
       "<title>88&#45;&gt;89</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2210.96,-460.91C2203.12,-451.83 2194.74,-442.12 2186.67,-432.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2189.16,-430.3 2179.98,-425.02 2183.86,-434.88 2189.16,-430.3\"/>\n",
       "</g>\n",
       "<!-- 94 -->\n",
       "<g id=\"node95\" class=\"node\">\n",
       "<title>94</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M2361,-425C2361,-425 2245,-425 2245,-425 2239,-425 2233,-419 2233,-413 2233,-413 2233,-354 2233,-354 2233,-348 2239,-342 2245,-342 2245,-342 2361,-342 2361,-342 2367,-342 2373,-348 2373,-354 2373,-354 2373,-413 2373,-413 2373,-419 2367,-425 2361,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"2266.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.892</text>\n",
       "<text text-anchor=\"start\" x=\"2267.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"2265.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2263.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2241\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 88&#45;&gt;94 -->\n",
       "<g id=\"edge94\" class=\"edge\">\n",
       "<title>88&#45;&gt;94</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2265.78,-460.91C2269.98,-452.29 2274.46,-443.09 2278.8,-434.17\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2282.03,-435.54 2283.26,-425.02 2275.73,-432.48 2282.03,-435.54\"/>\n",
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       "<!-- 90 -->\n",
       "<g id=\"node91\" class=\"node\">\n",
       "<title>90</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2045,-298.5C2045,-298.5 1953,-298.5 1953,-298.5 1947,-298.5 1941,-292.5 1941,-286.5 1941,-286.5 1941,-242.5 1941,-242.5 1941,-236.5 1947,-230.5 1953,-230.5 1953,-230.5 2045,-230.5 2045,-230.5 2051,-230.5 2057,-236.5 2057,-242.5 2057,-242.5 2057,-286.5 2057,-286.5 2057,-292.5 2051,-298.5 2045,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1971\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1961.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1959.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"1949\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;90 -->\n",
       "<g id=\"edge90\" class=\"edge\">\n",
       "<title>89&#45;&gt;90</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2094.35,-341.91C2079.47,-329.99 2063.23,-316.98 2048.44,-305.12\"/>\n",
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       "</g>\n",
       "<!-- 91 -->\n",
       "<g id=\"node92\" class=\"node\">\n",
       "<title>91</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M2203,-306C2203,-306 2087,-306 2087,-306 2081,-306 2075,-300 2075,-294 2075,-294 2075,-235 2075,-235 2075,-229 2081,-223 2087,-223 2087,-223 2203,-223 2203,-223 2209,-223 2215,-229 2215,-235 2215,-235 2215,-294 2215,-294 2215,-300 2209,-306 2203,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"2109\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.744</text>\n",
       "<text text-anchor=\"start\" x=\"2109.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2107.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2105.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2083\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;91 -->\n",
       "<g id=\"edge91\" class=\"edge\">\n",
       "<title>89&#45;&gt;91</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2145,-341.91C2145,-333.65 2145,-324.86 2145,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2148.5,-316.02 2145,-306.02 2141.5,-316.02 2148.5,-316.02\"/>\n",
       "</g>\n",
       "<!-- 92 -->\n",
       "<g id=\"node93\" class=\"node\">\n",
       "<title>92</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2060,-179.5C2060,-179.5 1944,-179.5 1944,-179.5 1938,-179.5 1932,-173.5 1932,-167.5 1932,-167.5 1932,-123.5 1932,-123.5 1932,-117.5 1938,-111.5 1944,-111.5 1944,-111.5 2060,-111.5 2060,-111.5 2066,-111.5 2072,-117.5 2072,-123.5 2072,-123.5 2072,-167.5 2072,-167.5 2072,-173.5 2066,-179.5 2060,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1974\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1964.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1962.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1940\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 91&#45;&gt;92 -->\n",
       "<g id=\"edge92\" class=\"edge\">\n",
       "<title>91&#45;&gt;92</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2095.39,-222.91C2080.82,-210.99 2064.91,-197.98 2050.42,-186.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2052.49,-183.29 2042.54,-179.67 2048.06,-188.71 2052.49,-183.29\"/>\n",
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       "<!-- 93 -->\n",
       "<g id=\"node94\" class=\"node\">\n",
       "<title>93</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2194,-179.5C2194,-179.5 2102,-179.5 2102,-179.5 2096,-179.5 2090,-173.5 2090,-167.5 2090,-167.5 2090,-123.5 2090,-123.5 2090,-117.5 2096,-111.5 2102,-111.5 2102,-111.5 2194,-111.5 2194,-111.5 2200,-111.5 2206,-117.5 2206,-123.5 2206,-123.5 2206,-167.5 2206,-167.5 2206,-173.5 2200,-179.5 2194,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2120\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2110.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2108.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2098\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 91&#45;&gt;93 -->\n",
       "<g id=\"edge93\" class=\"edge\">\n",
       "<title>91&#45;&gt;93</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2146.04,-222.91C2146.32,-212.2 2146.61,-200.62 2146.89,-189.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2150.39,-189.75 2147.15,-179.67 2143.39,-189.57 2150.39,-189.75\"/>\n",
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       "<!-- 95 -->\n",
       "<g id=\"node96\" class=\"node\">\n",
       "<title>95</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M2361,-306C2361,-306 2245,-306 2245,-306 2239,-306 2233,-300 2233,-294 2233,-294 2233,-235 2233,-235 2233,-229 2239,-223 2245,-223 2245,-223 2361,-223 2361,-223 2367,-223 2373,-229 2373,-235 2373,-235 2373,-294 2373,-294 2373,-300 2367,-306 2361,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"2266.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.742</text>\n",
       "<text text-anchor=\"start\" x=\"2267.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2265.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2263.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2241\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;95 -->\n",
       "<g id=\"edge95\" class=\"edge\">\n",
       "<title>94&#45;&gt;95</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2303,-341.91C2303,-333.65 2303,-324.86 2303,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2306.5,-316.02 2303,-306.02 2299.5,-316.02 2306.5,-316.02\"/>\n",
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       "<!-- 98 -->\n",
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       "<title>98</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2519,-298.5C2519,-298.5 2403,-298.5 2403,-298.5 2397,-298.5 2391,-292.5 2391,-286.5 2391,-286.5 2391,-242.5 2391,-242.5 2391,-236.5 2397,-230.5 2403,-230.5 2403,-230.5 2519,-230.5 2519,-230.5 2525,-230.5 2531,-236.5 2531,-242.5 2531,-242.5 2531,-286.5 2531,-286.5 2531,-292.5 2525,-298.5 2519,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2433\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2423.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2421.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2399\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;98 -->\n",
       "<g id=\"edge98\" class=\"edge\">\n",
       "<title>94&#45;&gt;98</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2357.82,-341.91C2374.06,-329.88 2391.81,-316.73 2407.94,-304.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2410.26,-307.43 2416.21,-298.67 2406.09,-301.81 2410.26,-307.43\"/>\n",
       "</g>\n",
       "<!-- 96 -->\n",
       "<g id=\"node97\" class=\"node\">\n",
       "<title>96</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2358,-179.5C2358,-179.5 2242,-179.5 2242,-179.5 2236,-179.5 2230,-173.5 2230,-167.5 2230,-167.5 2230,-123.5 2230,-123.5 2230,-117.5 2236,-111.5 2242,-111.5 2242,-111.5 2358,-111.5 2358,-111.5 2364,-111.5 2370,-117.5 2370,-123.5 2370,-123.5 2370,-167.5 2370,-167.5 2370,-173.5 2364,-179.5 2358,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2272\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2262.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2260.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2238\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;96 -->\n",
       "<g id=\"edge96\" class=\"edge\">\n",
       "<title>95&#45;&gt;96</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2301.96,-222.91C2301.68,-212.2 2301.39,-200.62 2301.11,-189.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2304.61,-189.57 2300.85,-179.67 2297.61,-189.75 2304.61,-189.57\"/>\n",
       "</g>\n",
       "<!-- 97 -->\n",
       "<g id=\"node98\" class=\"node\">\n",
       "<title>97</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2492,-179.5C2492,-179.5 2400,-179.5 2400,-179.5 2394,-179.5 2388,-173.5 2388,-167.5 2388,-167.5 2388,-123.5 2388,-123.5 2388,-117.5 2394,-111.5 2400,-111.5 2400,-111.5 2492,-111.5 2492,-111.5 2498,-111.5 2504,-117.5 2504,-123.5 2504,-123.5 2504,-167.5 2504,-167.5 2504,-173.5 2498,-179.5 2492,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2418\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2408.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2406.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2396\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;97 -->\n",
       "<g id=\"edge97\" class=\"edge\">\n",
       "<title>95&#45;&gt;97</title>\n",
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       "</g>\n",
       "<!-- 106 -->\n",
       "<g id=\"node107\" class=\"node\">\n",
       "<title>106</title>\n",
       "<path fill=\"#40a0e6\" stroke=\"black\" d=\"M3065,-1615C3065,-1615 2973,-1615 2973,-1615 2967,-1615 2961,-1609 2961,-1603 2961,-1603 2961,-1544 2961,-1544 2961,-1538 2967,-1532 2973,-1532 2973,-1532 3065,-1532 3065,-1532 3071,-1532 3077,-1538 3077,-1544 3077,-1544 3077,-1603 3077,-1603 3077,-1609 3071,-1615 3065,-1615\"/>\n",
       "<text text-anchor=\"start\" x=\"2982.5\" y=\"-1599.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.018</text>\n",
       "<text text-anchor=\"start\" x=\"2983.5\" y=\"-1584.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.062</text>\n",
       "<text text-anchor=\"start\" x=\"2978\" y=\"-1569.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 61</text>\n",
       "<text text-anchor=\"start\" x=\"2976\" y=\"-1554.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 90]</text>\n",
       "<text text-anchor=\"start\" x=\"2969\" y=\"-1539.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;106 -->\n",
       "<g id=\"edge106\" class=\"edge\">\n",
       "<title>105&#45;&gt;106</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3063.41,-1650.91C3058.34,-1642.2 3052.94,-1632.9 3047.71,-1623.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3050.6,-1621.91 3042.55,-1615.02 3044.55,-1625.43 3050.6,-1621.91\"/>\n",
       "</g>\n",
       "<!-- 119 -->\n",
       "<g id=\"node120\" class=\"node\">\n",
       "<title>119</title>\n",
       "<path fill=\"#48a4e7\" stroke=\"black\" d=\"M3200,-1615C3200,-1615 3108,-1615 3108,-1615 3102,-1615 3096,-1609 3096,-1603 3096,-1603 3096,-1544 3096,-1544 3096,-1538 3102,-1532 3108,-1532 3108,-1532 3200,-1532 3200,-1532 3206,-1532 3212,-1538 3212,-1544 3212,-1544 3212,-1603 3212,-1603 3212,-1609 3206,-1615 3200,-1615\"/>\n",
       "<text text-anchor=\"start\" x=\"3116\" y=\"-1599.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.233</text>\n",
       "<text text-anchor=\"start\" x=\"3118.5\" y=\"-1584.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.131</text>\n",
       "<text text-anchor=\"start\" x=\"3113\" y=\"-1569.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"start\" x=\"3111\" y=\"-1554.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 53]</text>\n",
       "<text text-anchor=\"start\" x=\"3104\" y=\"-1539.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;119 -->\n",
       "<g id=\"edge119\" class=\"edge\">\n",
       "<title>105&#45;&gt;119</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3110.25,-1650.91C3115.23,-1642.2 3120.56,-1632.9 3125.71,-1623.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3128.86,-1625.44 3130.8,-1615.02 3122.79,-1621.96 3128.86,-1625.44\"/>\n",
       "</g>\n",
       "<!-- 107 -->\n",
       "<g id=\"node108\" class=\"node\">\n",
       "<title>107</title>\n",
       "<path fill=\"#49a5e7\" stroke=\"black\" d=\"M2931,-1496C2931,-1496 2839,-1496 2839,-1496 2833,-1496 2827,-1490 2827,-1484 2827,-1484 2827,-1425 2827,-1425 2827,-1419 2833,-1413 2839,-1413 2839,-1413 2931,-1413 2931,-1413 2937,-1413 2943,-1419 2943,-1425 2943,-1425 2943,-1484 2943,-1484 2943,-1490 2937,-1496 2931,-1496\"/>\n",
       "<text text-anchor=\"start\" x=\"2852\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"2849.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.142</text>\n",
       "<text text-anchor=\"start\" x=\"2844\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"2842\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 36]</text>\n",
       "<text text-anchor=\"start\" x=\"2835\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 106&#45;&gt;107 -->\n",
       "<g id=\"edge107\" class=\"edge\">\n",
       "<title>106&#45;&gt;107</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2972.51,-1531.91C2961.7,-1522.47 2950.1,-1512.34 2939,-1502.65\"/>\n",
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       "<!-- 118 -->\n",
       "<g id=\"node119\" class=\"node\">\n",
       "<title>118</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3065,-1488.5C3065,-1488.5 2973,-1488.5 2973,-1488.5 2967,-1488.5 2961,-1482.5 2961,-1476.5 2961,-1476.5 2961,-1432.5 2961,-1432.5 2961,-1426.5 2967,-1420.5 2973,-1420.5 2973,-1420.5 3065,-1420.5 3065,-1420.5 3071,-1420.5 3077,-1426.5 3077,-1432.5 3077,-1432.5 3077,-1476.5 3077,-1476.5 3077,-1482.5 3071,-1488.5 3065,-1488.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2991\" y=\"-1473.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2978\" y=\"-1458.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\n",
       "<text text-anchor=\"start\" x=\"2976\" y=\"-1443.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 54]</text>\n",
       "<text text-anchor=\"start\" x=\"2969\" y=\"-1428.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 106&#45;&gt;118 -->\n",
       "<g id=\"edge118\" class=\"edge\">\n",
       "<title>106&#45;&gt;118</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3019,-1531.91C3019,-1521.2 3019,-1509.62 3019,-1498.78\"/>\n",
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       "<!-- 108 -->\n",
       "<g id=\"node109\" class=\"node\">\n",
       "<title>108</title>\n",
       "<path fill=\"#4aa6e7\" stroke=\"black\" d=\"M2817,-1377C2817,-1377 2725,-1377 2725,-1377 2719,-1377 2713,-1371 2713,-1365 2713,-1365 2713,-1306 2713,-1306 2713,-1300 2719,-1294 2725,-1294 2725,-1294 2817,-1294 2817,-1294 2823,-1294 2829,-1300 2829,-1306 2829,-1306 2829,-1365 2829,-1365 2829,-1371 2823,-1377 2817,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"2732.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.038</text>\n",
       "<text text-anchor=\"start\" x=\"2735.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.149</text>\n",
       "<text text-anchor=\"start\" x=\"2730\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"2728\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 34]</text>\n",
       "<text text-anchor=\"start\" x=\"2721\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 107&#45;&gt;108 -->\n",
       "<g id=\"edge108\" class=\"edge\">\n",
       "<title>107&#45;&gt;108</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2845.45,-1412.91C2836.43,-1403.65 2826.76,-1393.73 2817.49,-1384.21\"/>\n",
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       "<!-- 117 -->\n",
       "<g id=\"node118\" class=\"node\">\n",
       "<title>117</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2951,-1369.5C2951,-1369.5 2859,-1369.5 2859,-1369.5 2853,-1369.5 2847,-1363.5 2847,-1357.5 2847,-1357.5 2847,-1313.5 2847,-1313.5 2847,-1307.5 2853,-1301.5 2859,-1301.5 2859,-1301.5 2951,-1301.5 2951,-1301.5 2957,-1301.5 2963,-1307.5 2963,-1313.5 2963,-1313.5 2963,-1357.5 2963,-1357.5 2963,-1363.5 2957,-1369.5 2951,-1369.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2877\" y=\"-1354.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2867.5\" y=\"-1339.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2865.5\" y=\"-1324.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2855\" y=\"-1309.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 107&#45;&gt;117 -->\n",
       "<g id=\"edge117\" class=\"edge\">\n",
       "<title>107&#45;&gt;117</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2891.94,-1412.91C2893.77,-1402.2 2895.75,-1390.62 2897.6,-1379.78\"/>\n",
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       "<!-- 109 -->\n",
       "<g id=\"node110\" class=\"node\">\n",
       "<title>109</title>\n",
       "<path fill=\"#45a3e7\" stroke=\"black\" d=\"M2711,-1258C2711,-1258 2619,-1258 2619,-1258 2613,-1258 2607,-1252 2607,-1246 2607,-1246 2607,-1187 2607,-1187 2607,-1181 2613,-1175 2619,-1175 2619,-1175 2711,-1175 2711,-1175 2717,-1175 2723,-1181 2723,-1187 2723,-1187 2723,-1246 2723,-1246 2723,-1252 2717,-1258 2711,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"2633\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 2.17</text>\n",
       "<text text-anchor=\"start\" x=\"2629.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.105</text>\n",
       "<text text-anchor=\"start\" x=\"2624\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"2622\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 34]</text>\n",
       "<text text-anchor=\"start\" x=\"2615\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 108&#45;&gt;109 -->\n",
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       "<title>108&#45;&gt;109</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"2711.02,-1263.08 2701.71,-1258.02 2705.83,-1267.78 2711.02,-1263.08\"/>\n",
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       "<!-- 116 -->\n",
       "<g id=\"node117\" class=\"node\">\n",
       "<title>116</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2869,-1250.5C2869,-1250.5 2753,-1250.5 2753,-1250.5 2747,-1250.5 2741,-1244.5 2741,-1238.5 2741,-1238.5 2741,-1194.5 2741,-1194.5 2741,-1188.5 2747,-1182.5 2753,-1182.5 2753,-1182.5 2869,-1182.5 2869,-1182.5 2875,-1182.5 2881,-1188.5 2881,-1194.5 2881,-1194.5 2881,-1238.5 2881,-1238.5 2881,-1244.5 2875,-1250.5 2869,-1250.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2783\" y=\"-1235.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2773.5\" y=\"-1220.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2771.5\" y=\"-1205.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2749\" y=\"-1190.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 108&#45;&gt;116 -->\n",
       "<g id=\"edge116\" class=\"edge\">\n",
       "<title>108&#45;&gt;116</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2784.88,-1293.91C2788.57,-1283.09 2792.58,-1271.38 2796.32,-1260.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2799.74,-1261.26 2799.66,-1250.67 2793.11,-1259 2799.74,-1261.26\"/>\n",
       "</g>\n",
       "<!-- 110 -->\n",
       "<g id=\"node111\" class=\"node\">\n",
       "<title>110</title>\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M2702,-1139C2702,-1139 2610,-1139 2610,-1139 2604,-1139 2598,-1133 2598,-1127 2598,-1127 2598,-1068 2598,-1068 2598,-1062 2604,-1056 2610,-1056 2610,-1056 2702,-1056 2702,-1056 2708,-1056 2714,-1062 2714,-1068 2714,-1068 2714,-1127 2714,-1127 2714,-1133 2708,-1139 2702,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"2617.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.384</text>\n",
       "<text text-anchor=\"start\" x=\"2620.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.056</text>\n",
       "<text text-anchor=\"start\" x=\"2615\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"2613\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 34]</text>\n",
       "<text text-anchor=\"start\" x=\"2606\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 109&#45;&gt;110 -->\n",
       "<g id=\"edge110\" class=\"edge\">\n",
       "<title>109&#45;&gt;110</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2661.88,-1174.91C2661.24,-1166.56 2660.55,-1157.67 2659.89,-1149.02\"/>\n",
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       "<!-- 115 -->\n",
       "<g id=\"node116\" class=\"node\">\n",
       "<title>115</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2860,-1131.5C2860,-1131.5 2744,-1131.5 2744,-1131.5 2738,-1131.5 2732,-1125.5 2732,-1119.5 2732,-1119.5 2732,-1075.5 2732,-1075.5 2732,-1069.5 2738,-1063.5 2744,-1063.5 2744,-1063.5 2860,-1063.5 2860,-1063.5 2866,-1063.5 2872,-1069.5 2872,-1075.5 2872,-1075.5 2872,-1119.5 2872,-1119.5 2872,-1125.5 2866,-1131.5 2860,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2774\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2764.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2762.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2740\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 109&#45;&gt;115 -->\n",
       "<g id=\"edge115\" class=\"edge\">\n",
       "<title>109&#45;&gt;115</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2712.53,-1174.91C2726.36,-1163.1 2741.44,-1150.22 2755.22,-1138.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2757.83,-1140.82 2763.16,-1131.67 2753.29,-1135.5 2757.83,-1140.82\"/>\n",
       "</g>\n",
       "<!-- 111 -->\n",
       "<g id=\"node112\" class=\"node\">\n",
       "<title>111</title>\n",
       "<path fill=\"#52a9e8\" stroke=\"black\" d=\"M2693,-1020C2693,-1020 2601,-1020 2601,-1020 2595,-1020 2589,-1014 2589,-1008 2589,-1008 2589,-949 2589,-949 2589,-943 2595,-937 2601,-937 2601,-937 2693,-937 2693,-937 2699,-937 2705,-943 2705,-949 2705,-949 2705,-1008 2705,-1008 2705,-1014 2699,-1020 2693,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"2609\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.272</text>\n",
       "<text text-anchor=\"start\" x=\"2611.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"2609.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2607.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"2597\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;111 -->\n",
       "<g id=\"edge111\" class=\"edge\">\n",
       "<title>110&#45;&gt;111</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2652.88,-1055.91C2652.24,-1047.56 2651.55,-1038.67 2650.89,-1030.02\"/>\n",
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       "<!-- 114 -->\n",
       "<g id=\"node115\" class=\"node\">\n",
       "<title>114</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2827,-1012.5C2827,-1012.5 2735,-1012.5 2735,-1012.5 2729,-1012.5 2723,-1006.5 2723,-1000.5 2723,-1000.5 2723,-956.5 2723,-956.5 2723,-950.5 2729,-944.5 2735,-944.5 2735,-944.5 2827,-944.5 2827,-944.5 2833,-944.5 2839,-950.5 2839,-956.5 2839,-956.5 2839,-1000.5 2839,-1000.5 2839,-1006.5 2833,-1012.5 2827,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2753\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2740\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"2738\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 26]</text>\n",
       "<text text-anchor=\"start\" x=\"2731\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;114 -->\n",
       "<g id=\"edge114\" class=\"edge\">\n",
       "<title>110&#45;&gt;114</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2699.37,-1055.91C2711.86,-1044.21 2725.49,-1031.46 2737.97,-1019.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2740.66,-1022.06 2745.57,-1012.67 2735.87,-1016.95 2740.66,-1022.06\"/>\n",
       "</g>\n",
       "<!-- 112 -->\n",
       "<g id=\"node113\" class=\"node\">\n",
       "<title>112</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2693,-893.5C2693,-893.5 2577,-893.5 2577,-893.5 2571,-893.5 2565,-887.5 2565,-881.5 2565,-881.5 2565,-837.5 2565,-837.5 2565,-831.5 2571,-825.5 2577,-825.5 2577,-825.5 2693,-825.5 2693,-825.5 2699,-825.5 2705,-831.5 2705,-837.5 2705,-837.5 2705,-881.5 2705,-881.5 2705,-887.5 2699,-893.5 2693,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2607\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2597.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2595.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2573\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;112 -->\n",
       "<g id=\"edge112\" class=\"edge\">\n",
       "<title>111&#45;&gt;112</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2642.84,-936.91C2641.74,-926.2 2640.55,-914.62 2639.44,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2642.9,-903.26 2638.4,-893.67 2635.94,-903.97 2642.9,-903.26\"/>\n",
       "</g>\n",
       "<!-- 113 -->\n",
       "<g id=\"node114\" class=\"node\">\n",
       "<title>113</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2827,-893.5C2827,-893.5 2735,-893.5 2735,-893.5 2729,-893.5 2723,-887.5 2723,-881.5 2723,-881.5 2723,-837.5 2723,-837.5 2723,-831.5 2729,-825.5 2735,-825.5 2735,-825.5 2827,-825.5 2827,-825.5 2833,-825.5 2839,-831.5 2839,-837.5 2839,-837.5 2839,-881.5 2839,-881.5 2839,-887.5 2833,-893.5 2827,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2753\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2743.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"2741.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"2731\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;113 -->\n",
       "<g id=\"edge113\" class=\"edge\">\n",
       "<title>111&#45;&gt;113</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2693.49,-936.91C2707.01,-925.1 2721.77,-912.22 2735.25,-900.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2737.78,-902.88 2743.01,-893.67 2733.18,-897.61 2737.78,-902.88\"/>\n",
       "</g>\n",
       "<!-- 120 -->\n",
       "<g id=\"node121\" class=\"node\">\n",
       "<title>120</title>\n",
       "<path fill=\"#55abe9\" stroke=\"black\" d=\"M3200.5,-1496C3200.5,-1496 3107.5,-1496 3107.5,-1496 3101.5,-1496 3095.5,-1490 3095.5,-1484 3095.5,-1484 3095.5,-1425 3095.5,-1425 3095.5,-1419 3101.5,-1413 3107.5,-1413 3107.5,-1413 3200.5,-1413 3200.5,-1413 3206.5,-1413 3212.5,-1419 3212.5,-1425 3212.5,-1425 3212.5,-1484 3212.5,-1484 3212.5,-1490 3206.5,-1496 3200.5,-1496\"/>\n",
       "<text text-anchor=\"start\" x=\"3103.5\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 3.5</text>\n",
       "<text text-anchor=\"start\" x=\"3118.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"3113\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"3111\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 28]</text>\n",
       "<text text-anchor=\"start\" x=\"3104\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;120 -->\n",
       "<g id=\"edge120\" class=\"edge\">\n",
       "<title>119&#45;&gt;120</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3154,-1531.91C3154,-1523.65 3154,-1514.86 3154,-1506.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3157.5,-1506.02 3154,-1496.02 3150.5,-1506.02 3157.5,-1506.02\"/>\n",
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       "<!-- 139 -->\n",
       "<g id=\"node140\" class=\"node\">\n",
       "<title>139</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3335,-1488.5C3335,-1488.5 3243,-1488.5 3243,-1488.5 3237,-1488.5 3231,-1482.5 3231,-1476.5 3231,-1476.5 3231,-1432.5 3231,-1432.5 3231,-1426.5 3237,-1420.5 3243,-1420.5 3243,-1420.5 3335,-1420.5 3335,-1420.5 3341,-1420.5 3347,-1426.5 3347,-1432.5 3347,-1432.5 3347,-1476.5 3347,-1476.5 3347,-1482.5 3341,-1488.5 3335,-1488.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3261\" y=\"-1473.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3248\" y=\"-1458.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"3246\" y=\"-1443.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 25]</text>\n",
       "<text text-anchor=\"start\" x=\"3239\" y=\"-1428.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;139 -->\n",
       "<g id=\"edge139\" class=\"edge\">\n",
       "<title>119&#45;&gt;139</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3200.84,-1531.91C3214.46,-1520.1 3229.33,-1507.22 3242.9,-1495.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3245.47,-1497.86 3250.73,-1488.67 3240.88,-1492.57 3245.47,-1497.86\"/>\n",
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       "<!-- 121 -->\n",
       "<g id=\"node122\" class=\"node\">\n",
       "<title>121</title>\n",
       "<path fill=\"#67b4eb\" stroke=\"black\" d=\"M3180.5,-1377C3180.5,-1377 3087.5,-1377 3087.5,-1377 3081.5,-1377 3075.5,-1371 3075.5,-1365 3075.5,-1365 3075.5,-1306 3075.5,-1306 3075.5,-1300 3081.5,-1294 3087.5,-1294 3087.5,-1294 3180.5,-1294 3180.5,-1294 3186.5,-1294 3192.5,-1300 3192.5,-1306 3192.5,-1306 3192.5,-1365 3192.5,-1365 3192.5,-1371 3186.5,-1377 3180.5,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"3083.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 2.5</text>\n",
       "<text text-anchor=\"start\" x=\"3098.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.305</text>\n",
       "<text text-anchor=\"start\" x=\"3093\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"3091\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 13]</text>\n",
       "<text text-anchor=\"start\" x=\"3084\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 120&#45;&gt;121 -->\n",
       "<g id=\"edge121\" class=\"edge\">\n",
       "<title>120&#45;&gt;121</title>\n",
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       "<g id=\"node133\" class=\"node\">\n",
       "<title>132</title>\n",
       "<path fill=\"#46a4e7\" stroke=\"black\" d=\"M3326,-1377C3326,-1377 3234,-1377 3234,-1377 3228,-1377 3222,-1371 3222,-1365 3222,-1365 3222,-1306 3222,-1306 3222,-1300 3228,-1294 3234,-1294 3234,-1294 3326,-1294 3326,-1294 3332,-1294 3338,-1300 3338,-1306 3338,-1306 3338,-1365 3338,-1365 3338,-1371 3332,-1377 3326,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"3243.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pclass ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"3245\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\n",
       "<text text-anchor=\"start\" x=\"3242.5\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"3237\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 15]</text>\n",
       "<text text-anchor=\"start\" x=\"3230\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 120&#45;&gt;132 -->\n",
       "<g id=\"edge132\" class=\"edge\">\n",
       "<title>120&#45;&gt;132</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3197.72,-1412.91C3207.78,-1403.56 3218.57,-1393.54 3228.92,-1383.93\"/>\n",
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       "<!-- 122 -->\n",
       "<g id=\"node123\" class=\"node\">\n",
       "<title>122</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3046,-1250.5C3046,-1250.5 2954,-1250.5 2954,-1250.5 2948,-1250.5 2942,-1244.5 2942,-1238.5 2942,-1238.5 2942,-1194.5 2942,-1194.5 2942,-1188.5 2948,-1182.5 2954,-1182.5 2954,-1182.5 3046,-1182.5 3046,-1182.5 3052,-1182.5 3058,-1188.5 3058,-1194.5 3058,-1194.5 3058,-1238.5 3058,-1238.5 3058,-1244.5 3052,-1250.5 3046,-1250.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2972\" y=\"-1235.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2962.5\" y=\"-1220.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2960.5\" y=\"-1205.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"2950\" y=\"-1190.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 121&#45;&gt;122 -->\n",
       "<g id=\"edge122\" class=\"edge\">\n",
       "<title>121&#45;&gt;122</title>\n",
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       "<!-- 123 -->\n",
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       "<title>123</title>\n",
       "<path fill=\"#8ec7f0\" stroke=\"black\" d=\"M3180,-1258C3180,-1258 3088,-1258 3088,-1258 3082,-1258 3076,-1252 3076,-1246 3076,-1246 3076,-1187 3076,-1187 3076,-1181 3082,-1175 3088,-1175 3088,-1175 3180,-1175 3180,-1175 3186,-1175 3192,-1181 3192,-1187 3192,-1187 3192,-1246 3192,-1246 3192,-1252 3186,-1258 3180,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"3096\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.349</text>\n",
       "<text text-anchor=\"start\" x=\"3102\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\n",
       "<text text-anchor=\"start\" x=\"3096.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"3094.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"3084\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 121&#45;&gt;123 -->\n",
       "<g id=\"edge123\" class=\"edge\">\n",
       "<title>121&#45;&gt;123</title>\n",
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       "<!-- 124 -->\n",
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       "<title>124</title>\n",
       "<path fill=\"#55abe9\" stroke=\"black\" d=\"M3034,-1139C3034,-1139 2942,-1139 2942,-1139 2936,-1139 2930,-1133 2930,-1127 2930,-1127 2930,-1068 2930,-1068 2930,-1062 2936,-1056 2942,-1056 2942,-1056 3034,-1056 3034,-1056 3040,-1056 3046,-1062 3046,-1068 3046,-1068 3046,-1127 3046,-1127 3046,-1133 3040,-1139 3034,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"2954\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"2952.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"2950.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2948.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"2938\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;124 -->\n",
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       "<title>123&#45;&gt;124</title>\n",
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       "<!-- 131 -->\n",
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       "<title>131</title>\n",
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       "<text text-anchor=\"start\" x=\"3106\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3096.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3094.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3072\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;131 -->\n",
       "<g id=\"edge131\" class=\"edge\">\n",
       "<title>123&#45;&gt;131</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3134,-1174.91C3134,-1164.2 3134,-1152.62 3134,-1141.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3137.5,-1141.67 3134,-1131.67 3130.5,-1141.67 3137.5,-1141.67\"/>\n",
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       "<!-- 125 -->\n",
       "<g id=\"node126\" class=\"node\">\n",
       "<title>125</title>\n",
       "<path fill=\"#5aade9\" stroke=\"black\" d=\"M2961,-1020C2961,-1020 2869,-1020 2869,-1020 2863,-1020 2857,-1014 2857,-1008 2857,-1008 2857,-949 2857,-949 2857,-943 2863,-937 2869,-937 2869,-937 2961,-937 2961,-937 2967,-937 2973,-943 2973,-949 2973,-949 2973,-1008 2973,-1008 2973,-1014 2967,-1020 2961,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"2877\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;1.279</text>\n",
       "<text text-anchor=\"start\" x=\"2879.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"2877.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"2875.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"2865\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 124&#45;&gt;125 -->\n",
       "<g id=\"edge125\" class=\"edge\">\n",
       "<title>124&#45;&gt;125</title>\n",
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       "<!-- 130 -->\n",
       "<g id=\"node131\" class=\"node\">\n",
       "<title>130</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3095,-1012.5C3095,-1012.5 3003,-1012.5 3003,-1012.5 2997,-1012.5 2991,-1006.5 2991,-1000.5 2991,-1000.5 2991,-956.5 2991,-956.5 2991,-950.5 2997,-944.5 3003,-944.5 3003,-944.5 3095,-944.5 3095,-944.5 3101,-944.5 3107,-950.5 3107,-956.5 3107,-956.5 3107,-1000.5 3107,-1000.5 3107,-1006.5 3101,-1012.5 3095,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3021\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3011.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3009.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2999\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 124&#45;&gt;130 -->\n",
       "<g id=\"edge130\" class=\"edge\">\n",
       "<title>124&#45;&gt;130</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3009.16,-1055.91C3014.92,-1044.87 3021.16,-1032.9 3026.96,-1021.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3030.19,-1023.15 3031.71,-1012.67 3023.98,-1019.92 3030.19,-1023.15\"/>\n",
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       "<!-- 126 -->\n",
       "<g id=\"node127\" class=\"node\">\n",
       "<title>126</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2961,-893.5C2961,-893.5 2869,-893.5 2869,-893.5 2863,-893.5 2857,-887.5 2857,-881.5 2857,-881.5 2857,-837.5 2857,-837.5 2857,-831.5 2863,-825.5 2869,-825.5 2869,-825.5 2961,-825.5 2961,-825.5 2967,-825.5 2973,-831.5 2973,-837.5 2973,-837.5 2973,-881.5 2973,-881.5 2973,-887.5 2967,-893.5 2961,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2887\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2877.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2875.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"2865\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 125&#45;&gt;126 -->\n",
       "<g id=\"edge126\" class=\"edge\">\n",
       "<title>125&#45;&gt;126</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2915,-936.91C2915,-926.2 2915,-914.62 2915,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2918.5,-903.67 2915,-893.67 2911.5,-903.67 2918.5,-903.67\"/>\n",
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       "<!-- 127 -->\n",
       "<g id=\"node128\" class=\"node\">\n",
       "<title>127</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M3095,-901C3095,-901 3003,-901 3003,-901 2997,-901 2991,-895 2991,-889 2991,-889 2991,-830 2991,-830 2991,-824 2997,-818 3003,-818 3003,-818 3095,-818 3095,-818 3101,-818 3107,-824 3107,-830 3107,-830 3107,-889 3107,-889 3107,-895 3101,-901 3095,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"3014\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.16</text>\n",
       "<text text-anchor=\"start\" x=\"3013.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"3011.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3009.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2999\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 125&#45;&gt;127 -->\n",
       "<g id=\"edge127\" class=\"edge\">\n",
       "<title>125&#45;&gt;127</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2961.49,-936.91C2972.3,-927.47 2983.9,-917.34 2995,-907.65\"/>\n",
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       "</g>\n",
       "<!-- 128 -->\n",
       "<g id=\"node129\" class=\"node\">\n",
       "<title>128</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3034,-774.5C3034,-774.5 2918,-774.5 2918,-774.5 2912,-774.5 2906,-768.5 2906,-762.5 2906,-762.5 2906,-718.5 2906,-718.5 2906,-712.5 2912,-706.5 2918,-706.5 2918,-706.5 3034,-706.5 3034,-706.5 3040,-706.5 3046,-712.5 3046,-718.5 3046,-718.5 3046,-762.5 3046,-762.5 3046,-768.5 3040,-774.5 3034,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2948\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2938.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2936.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2914\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 127&#45;&gt;128 -->\n",
       "<g id=\"edge128\" class=\"edge\">\n",
       "<title>127&#45;&gt;128</title>\n",
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       "<!-- 129 -->\n",
       "<g id=\"node130\" class=\"node\">\n",
       "<title>129</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3168,-774.5C3168,-774.5 3076,-774.5 3076,-774.5 3070,-774.5 3064,-768.5 3064,-762.5 3064,-762.5 3064,-718.5 3064,-718.5 3064,-712.5 3070,-706.5 3076,-706.5 3076,-706.5 3168,-706.5 3168,-706.5 3174,-706.5 3180,-712.5 3180,-718.5 3180,-718.5 3180,-762.5 3180,-762.5 3180,-768.5 3174,-774.5 3168,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3094\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3084.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3082.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3072\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 127&#45;&gt;129 -->\n",
       "<g id=\"edge129\" class=\"edge\">\n",
       "<title>127&#45;&gt;129</title>\n",
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       "<!-- 133 -->\n",
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       "<title>133</title>\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M3326.5,-1258C3326.5,-1258 3233.5,-1258 3233.5,-1258 3227.5,-1258 3221.5,-1252 3221.5,-1246 3221.5,-1246 3221.5,-1187 3221.5,-1187 3221.5,-1181 3227.5,-1175 3233.5,-1175 3233.5,-1175 3326.5,-1175 3326.5,-1175 3332.5,-1175 3338.5,-1181 3338.5,-1187 3338.5,-1187 3338.5,-1246 3338.5,-1246 3338.5,-1252 3332.5,-1258 3326.5,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"3229.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 4.5</text>\n",
       "<text text-anchor=\"start\" x=\"3248\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"3242.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"3240.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"3230\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 132&#45;&gt;133 -->\n",
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       "<title>132&#45;&gt;133</title>\n",
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       "<!-- 138 -->\n",
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       "<title>138</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3461,-1250.5C3461,-1250.5 3369,-1250.5 3369,-1250.5 3363,-1250.5 3357,-1244.5 3357,-1238.5 3357,-1238.5 3357,-1194.5 3357,-1194.5 3357,-1188.5 3363,-1182.5 3369,-1182.5 3369,-1182.5 3461,-1182.5 3461,-1182.5 3467,-1182.5 3473,-1188.5 3473,-1194.5 3473,-1194.5 3473,-1238.5 3473,-1238.5 3473,-1244.5 3467,-1250.5 3461,-1250.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3387\" y=\"-1235.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3377.5\" y=\"-1220.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"3372.5\" y=\"-1205.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 11]</text>\n",
       "<text text-anchor=\"start\" x=\"3365\" y=\"-1190.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 132&#45;&gt;138 -->\n",
       "<g id=\"edge138\" class=\"edge\">\n",
       "<title>132&#45;&gt;138</title>\n",
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       "<title>134</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M3326,-1139C3326,-1139 3234,-1139 3234,-1139 3228,-1139 3222,-1133 3222,-1127 3222,-1127 3222,-1068 3222,-1068 3222,-1062 3228,-1056 3234,-1056 3234,-1056 3326,-1056 3326,-1056 3332,-1056 3338,-1062 3338,-1068 3338,-1068 3338,-1127 3338,-1127 3338,-1133 3332,-1139 3326,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"3242\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.775</text>\n",
       "<text text-anchor=\"start\" x=\"3244.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"3242.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3240.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3230\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 133&#45;&gt;134 -->\n",
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       "<title>133&#45;&gt;134</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"3283.5,-1149.02 3280,-1139.02 3276.5,-1149.02 3283.5,-1149.02\"/>\n",
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       "<!-- 137 -->\n",
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       "<title>137</title>\n",
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       "<text text-anchor=\"start\" x=\"3386\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3376.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3374.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3364\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 133&#45;&gt;137 -->\n",
       "<g id=\"edge137\" class=\"edge\">\n",
       "<title>133&#45;&gt;137</title>\n",
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       "<!-- 135 -->\n",
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       "<title>135</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3229,-1012.5C3229,-1012.5 3137,-1012.5 3137,-1012.5 3131,-1012.5 3125,-1006.5 3125,-1000.5 3125,-1000.5 3125,-956.5 3125,-956.5 3125,-950.5 3131,-944.5 3137,-944.5 3137,-944.5 3229,-944.5 3229,-944.5 3235,-944.5 3241,-950.5 3241,-956.5 3241,-956.5 3241,-1000.5 3241,-1000.5 3241,-1006.5 3235,-1012.5 3229,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3155\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3145.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3143.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3133\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 134&#45;&gt;135 -->\n",
       "<g id=\"edge135\" class=\"edge\">\n",
       "<title>134&#45;&gt;135</title>\n",
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       "<!-- 136 -->\n",
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       "<title>136</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3387,-1012.5C3387,-1012.5 3271,-1012.5 3271,-1012.5 3265,-1012.5 3259,-1006.5 3259,-1000.5 3259,-1000.5 3259,-956.5 3259,-956.5 3259,-950.5 3265,-944.5 3271,-944.5 3271,-944.5 3387,-944.5 3387,-944.5 3393,-944.5 3399,-950.5 3399,-956.5 3399,-956.5 3399,-1000.5 3399,-1000.5 3399,-1006.5 3393,-1012.5 3387,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3301\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3291.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3289.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3267\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 134&#45;&gt;136 -->\n",
       "<g id=\"edge136\" class=\"edge\">\n",
       "<title>134&#45;&gt;136</title>\n",
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       "<!-- 141 -->\n",
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       "<title>141</title>\n",
       "<path fill=\"#ea9a60\" stroke=\"black\" d=\"M4156,-1734C4156,-1734 4040,-1734 4040,-1734 4034,-1734 4028,-1728 4028,-1722 4028,-1722 4028,-1663 4028,-1663 4028,-1657 4034,-1651 4040,-1651 4040,-1651 4156,-1651 4156,-1651 4162,-1651 4168,-1657 4168,-1663 4168,-1663 4168,-1722 4168,-1722 4168,-1728 4162,-1734 4156,-1734\"/>\n",
       "<text text-anchor=\"start\" x=\"4065\" y=\"-1718.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 4.5</text>\n",
       "<text text-anchor=\"start\" x=\"4062.5\" y=\"-1703.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.275</text>\n",
       "<text text-anchor=\"start\" x=\"4053\" y=\"-1688.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 218</text>\n",
       "<text text-anchor=\"start\" x=\"4047.5\" y=\"-1673.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [285, 56]</text>\n",
       "<text text-anchor=\"start\" x=\"4036\" y=\"-1658.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;141 -->\n",
       "<g id=\"edge141\" class=\"edge\">\n",
       "<title>140&#45;&gt;141</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"4101.5,-1744.02 4098,-1734.02 4094.5,-1744.02 4101.5,-1744.02\"/>\n",
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       "<!-- 272 -->\n",
       "<g id=\"node273\" class=\"node\">\n",
       "<title>272</title>\n",
       "<path fill=\"#f9e0ce\" stroke=\"black\" d=\"M7136,-1734C7136,-1734 7020,-1734 7020,-1734 7014,-1734 7008,-1728 7008,-1722 7008,-1722 7008,-1663 7008,-1663 7008,-1657 7014,-1651 7020,-1651 7020,-1651 7136,-1651 7136,-1651 7142,-1651 7148,-1657 7148,-1663 7148,-1663 7148,-1722 7148,-1722 7148,-1728 7142,-1734 7136,-1734\"/>\n",
       "<text text-anchor=\"start\" x=\"7039.5\" y=\"-1718.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.164</text>\n",
       "<text text-anchor=\"start\" x=\"7046\" y=\"-1703.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\n",
       "<text text-anchor=\"start\" x=\"7037\" y=\"-1688.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 98</text>\n",
       "<text text-anchor=\"start\" x=\"7031\" y=\"-1673.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 67]</text>\n",
       "<text text-anchor=\"start\" x=\"7016\" y=\"-1658.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;272 -->\n",
       "<g id=\"edge272\" class=\"edge\">\n",
       "<title>140&#45;&gt;272</title>\n",
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       "<!-- 142 -->\n",
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       "<title>142</title>\n",
       "<path fill=\"#ea9b61\" stroke=\"black\" d=\"M4077,-1615C4077,-1615 3961,-1615 3961,-1615 3955,-1615 3949,-1609 3949,-1603 3949,-1603 3949,-1544 3949,-1544 3949,-1538 3955,-1532 3961,-1532 3961,-1532 4077,-1532 4077,-1532 4083,-1532 4089,-1538 4089,-1544 4089,-1544 4089,-1603 4089,-1603 4089,-1609 4083,-1615 4077,-1615\"/>\n",
       "<text text-anchor=\"start\" x=\"3981\" y=\"-1599.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;1.163</text>\n",
       "<text text-anchor=\"start\" x=\"3983.5\" y=\"-1584.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.281</text>\n",
       "<text text-anchor=\"start\" x=\"3974\" y=\"-1569.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 212</text>\n",
       "<text text-anchor=\"start\" x=\"3968.5\" y=\"-1554.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [275, 56]</text>\n",
       "<text text-anchor=\"start\" x=\"3957\" y=\"-1539.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 141&#45;&gt;142 -->\n",
       "<g id=\"edge142\" class=\"edge\">\n",
       "<title>141&#45;&gt;142</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4070.59,-1650.91C4064.59,-1642.01 4058.17,-1632.51 4051.97,-1623.33\"/>\n",
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       "<!-- 271 -->\n",
       "<g id=\"node272\" class=\"node\">\n",
       "<title>271</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4235,-1607.5C4235,-1607.5 4119,-1607.5 4119,-1607.5 4113,-1607.5 4107,-1601.5 4107,-1595.5 4107,-1595.5 4107,-1551.5 4107,-1551.5 4107,-1545.5 4113,-1539.5 4119,-1539.5 4119,-1539.5 4235,-1539.5 4235,-1539.5 4241,-1539.5 4247,-1545.5 4247,-1551.5 4247,-1551.5 4247,-1595.5 4247,-1595.5 4247,-1601.5 4241,-1607.5 4235,-1607.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4149\" y=\"-1592.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4139.5\" y=\"-1577.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"4134\" y=\"-1562.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4115\" y=\"-1547.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 141&#45;&gt;271 -->\n",
       "<g id=\"edge271\" class=\"edge\">\n",
       "<title>141&#45;&gt;271</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4125.41,-1650.91C4133.01,-1639.65 4141.27,-1627.42 4148.91,-1616.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4151.91,-1617.91 4154.61,-1607.67 4146.11,-1614 4151.91,-1617.91\"/>\n",
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       "<!-- 143 -->\n",
       "<g id=\"node144\" class=\"node\">\n",
       "<title>143</title>\n",
       "<path fill=\"#fdf8f3\" stroke=\"black\" d=\"M3922,-1496C3922,-1496 3806,-1496 3806,-1496 3800,-1496 3794,-1490 3794,-1484 3794,-1484 3794,-1425 3794,-1425 3794,-1419 3800,-1413 3806,-1413 3806,-1413 3922,-1413 3922,-1413 3928,-1413 3934,-1419 3934,-1425 3934,-1425 3934,-1484 3934,-1484 3934,-1490 3928,-1496 3922,-1496\"/>\n",
       "<text text-anchor=\"start\" x=\"3829\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.39</text>\n",
       "<text text-anchor=\"start\" x=\"3836\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3823\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"3817\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 16]</text>\n",
       "<text text-anchor=\"start\" x=\"3802\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 142&#45;&gt;143 -->\n",
       "<g id=\"edge143\" class=\"edge\">\n",
       "<title>142&#45;&gt;143</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3965.22,-1531.91C3952.48,-1522.29 3938.79,-1511.95 3925.72,-1502.09\"/>\n",
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       "<!-- 160 -->\n",
       "<g id=\"node161\" class=\"node\">\n",
       "<title>160</title>\n",
       "<path fill=\"#e99558\" stroke=\"black\" d=\"M4232,-1496C4232,-1496 4116,-1496 4116,-1496 4110,-1496 4104,-1490 4104,-1484 4104,-1484 4104,-1425 4104,-1425 4104,-1419 4110,-1413 4116,-1413 4116,-1413 4232,-1413 4232,-1413 4238,-1413 4244,-1419 4244,-1425 4244,-1425 4244,-1484 4244,-1484 4244,-1490 4238,-1496 4232,-1496\"/>\n",
       "<text text-anchor=\"start\" x=\"4144.5\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">body ≤ inf</text>\n",
       "<text text-anchor=\"start\" x=\"4138.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.232</text>\n",
       "<text text-anchor=\"start\" x=\"4129\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 194</text>\n",
       "<text text-anchor=\"start\" x=\"4123.5\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [258, 40]</text>\n",
       "<text text-anchor=\"start\" x=\"4112\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 142&#45;&gt;160 -->\n",
       "<g id=\"edge160\" class=\"edge\">\n",
       "<title>142&#45;&gt;160</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4072.78,-1531.91C4085.52,-1522.29 4099.21,-1511.95 4112.28,-1502.09\"/>\n",
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       "<!-- 144 -->\n",
       "<g id=\"node145\" class=\"node\">\n",
       "<title>144</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3764,-1369.5C3764,-1369.5 3672,-1369.5 3672,-1369.5 3666,-1369.5 3660,-1363.5 3660,-1357.5 3660,-1357.5 3660,-1313.5 3660,-1313.5 3660,-1307.5 3666,-1301.5 3672,-1301.5 3672,-1301.5 3764,-1301.5 3764,-1301.5 3770,-1301.5 3776,-1307.5 3776,-1313.5 3776,-1313.5 3776,-1357.5 3776,-1357.5 3776,-1363.5 3770,-1369.5 3764,-1369.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3690\" y=\"-1354.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3680.5\" y=\"-1339.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"3678.5\" y=\"-1324.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"3668\" y=\"-1309.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 143&#45;&gt;144 -->\n",
       "<g id=\"edge144\" class=\"edge\">\n",
       "<title>143&#45;&gt;144</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3813.35,-1412.91C3798.47,-1400.99 3782.23,-1387.98 3767.44,-1376.12\"/>\n",
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       "<!-- 145 -->\n",
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       "<title>145</title>\n",
       "<path fill=\"#f0b58b\" stroke=\"black\" d=\"M3922,-1377C3922,-1377 3806,-1377 3806,-1377 3800,-1377 3794,-1371 3794,-1365 3794,-1365 3794,-1306 3794,-1306 3794,-1300 3800,-1294 3806,-1294 3806,-1294 3922,-1294 3922,-1294 3928,-1294 3934,-1300 3934,-1306 3934,-1306 3934,-1365 3934,-1365 3934,-1371 3928,-1377 3922,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"3830\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3828.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.413</text>\n",
       "<text text-anchor=\"start\" x=\"3823\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"3821\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"3802\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 143&#45;&gt;145 -->\n",
       "<g id=\"edge145\" class=\"edge\">\n",
       "<title>143&#45;&gt;145</title>\n",
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       "<title>146</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3764,-1250.5C3764,-1250.5 3648,-1250.5 3648,-1250.5 3642,-1250.5 3636,-1244.5 3636,-1238.5 3636,-1238.5 3636,-1194.5 3636,-1194.5 3636,-1188.5 3642,-1182.5 3648,-1182.5 3648,-1182.5 3764,-1182.5 3764,-1182.5 3770,-1182.5 3776,-1188.5 3776,-1194.5 3776,-1194.5 3776,-1238.5 3776,-1238.5 3776,-1244.5 3770,-1250.5 3764,-1250.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3678\" y=\"-1235.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3668.5\" y=\"-1220.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3666.5\" y=\"-1205.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3644\" y=\"-1190.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 145&#45;&gt;146 -->\n",
       "<g id=\"edge146\" class=\"edge\">\n",
       "<title>145&#45;&gt;146</title>\n",
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       "<!-- 147 -->\n",
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       "<title>147</title>\n",
       "<path fill=\"#f1bc95\" stroke=\"black\" d=\"M3922,-1258C3922,-1258 3806,-1258 3806,-1258 3800,-1258 3794,-1252 3794,-1246 3794,-1246 3794,-1187 3794,-1187 3794,-1181 3800,-1175 3806,-1175 3806,-1175 3922,-1175 3922,-1175 3928,-1175 3934,-1181 3934,-1187 3934,-1187 3934,-1246 3934,-1246 3934,-1252 3928,-1258 3922,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"3813.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 4.0</text>\n",
       "<text text-anchor=\"start\" x=\"3828.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.434</text>\n",
       "<text text-anchor=\"start\" x=\"3823\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"3809.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15.0, 7.0]</text>\n",
       "<text text-anchor=\"start\" x=\"3802\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 145&#45;&gt;147 -->\n",
       "<g id=\"edge147\" class=\"edge\">\n",
       "<title>145&#45;&gt;147</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3864,-1293.91C3864,-1285.65 3864,-1276.86 3864,-1268.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3867.5,-1268.02 3864,-1258.02 3860.5,-1268.02 3867.5,-1268.02\"/>\n",
       "</g>\n",
       "<!-- 148 -->\n",
       "<g id=\"node149\" class=\"node\">\n",
       "<title>148</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M3691,-1139C3691,-1139 3575,-1139 3575,-1139 3569,-1139 3563,-1133 3563,-1127 3563,-1127 3563,-1068 3563,-1068 3563,-1062 3569,-1056 3575,-1056 3575,-1056 3691,-1056 3691,-1056 3697,-1056 3703,-1062 3703,-1068 3703,-1068 3703,-1127 3703,-1127 3703,-1133 3697,-1139 3691,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"3600\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3605\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3595.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"3593.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"3571\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 147&#45;&gt;148 -->\n",
       "<g id=\"edge148\" class=\"edge\">\n",
       "<title>147&#45;&gt;148</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3793.8,-1179.48C3790.83,-1177.96 3787.89,-1176.47 3785,-1175 3761.4,-1163.01 3735.7,-1150.04 3712.26,-1138.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3713.56,-1134.99 3703.05,-1133.62 3710.41,-1141.24 3713.56,-1134.99\"/>\n",
       "</g>\n",
       "<!-- 155 -->\n",
       "<g id=\"node156\" class=\"node\">\n",
       "<title>155</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M3922,-1139C3922,-1139 3806,-1139 3806,-1139 3800,-1139 3794,-1133 3794,-1127 3794,-1127 3794,-1068 3794,-1068 3794,-1062 3800,-1056 3806,-1056 3806,-1056 3922,-1056 3922,-1056 3928,-1056 3934,-1062 3934,-1068 3934,-1068 3934,-1127 3934,-1127 3934,-1133 3928,-1139 3922,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"3830\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"3828.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"3826.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"3821\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3802\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 147&#45;&gt;155 -->\n",
       "<g id=\"edge155\" class=\"edge\">\n",
       "<title>147&#45;&gt;155</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3864,-1174.91C3864,-1166.65 3864,-1157.86 3864,-1149.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3867.5,-1149.02 3864,-1139.02 3860.5,-1149.02 3867.5,-1149.02\"/>\n",
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       "<!-- 149 -->\n",
       "<g id=\"node150\" class=\"node\">\n",
       "<title>149</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3545,-1012.5C3545,-1012.5 3429,-1012.5 3429,-1012.5 3423,-1012.5 3417,-1006.5 3417,-1000.5 3417,-1000.5 3417,-956.5 3417,-956.5 3417,-950.5 3423,-944.5 3429,-944.5 3429,-944.5 3545,-944.5 3545,-944.5 3551,-944.5 3557,-950.5 3557,-956.5 3557,-956.5 3557,-1000.5 3557,-1000.5 3557,-1006.5 3551,-1012.5 3545,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3459\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3449.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3447.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3425\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 148&#45;&gt;149 -->\n",
       "<g id=\"edge149\" class=\"edge\">\n",
       "<title>148&#45;&gt;149</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3582.35,-1055.91C3567.47,-1043.99 3551.23,-1030.98 3536.44,-1019.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3538.38,-1016.19 3528.39,-1012.67 3534,-1021.65 3538.38,-1016.19\"/>\n",
       "</g>\n",
       "<!-- 150 -->\n",
       "<g id=\"node151\" class=\"node\">\n",
       "<title>150</title>\n",
       "<path fill=\"#d7ebfa\" stroke=\"black\" d=\"M3679,-1020C3679,-1020 3587,-1020 3587,-1020 3581,-1020 3575,-1014 3575,-1008 3575,-1008 3575,-949 3575,-949 3575,-943 3581,-937 3587,-937 3587,-937 3679,-937 3679,-937 3685,-937 3691,-943 3691,-949 3691,-949 3691,-1008 3691,-1008 3691,-1014 3685,-1020 3679,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"3595\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;2.142</text>\n",
       "<text text-anchor=\"start\" x=\"3597.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.494</text>\n",
       "<text text-anchor=\"start\" x=\"3595.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"3593.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"3583\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 148&#45;&gt;150 -->\n",
       "<g id=\"edge150\" class=\"edge\">\n",
       "<title>148&#45;&gt;150</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3633,-1055.91C3633,-1047.65 3633,-1038.86 3633,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3636.5,-1030.02 3633,-1020.02 3629.5,-1030.02 3636.5,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 151 -->\n",
       "<g id=\"node152\" class=\"node\">\n",
       "<title>151</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3545,-893.5C3545,-893.5 3429,-893.5 3429,-893.5 3423,-893.5 3417,-887.5 3417,-881.5 3417,-881.5 3417,-837.5 3417,-837.5 3417,-831.5 3423,-825.5 3429,-825.5 3429,-825.5 3545,-825.5 3545,-825.5 3551,-825.5 3557,-831.5 3557,-837.5 3557,-837.5 3557,-881.5 3557,-881.5 3557,-887.5 3551,-893.5 3545,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3459\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3449.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3447.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3425\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 150&#45;&gt;151 -->\n",
       "<g id=\"edge151\" class=\"edge\">\n",
       "<title>150&#45;&gt;151</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3582.35,-936.91C3567.47,-924.99 3551.23,-911.98 3536.44,-900.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3538.38,-897.19 3528.39,-893.67 3534,-902.65 3538.38,-897.19\"/>\n",
       "</g>\n",
       "<!-- 152 -->\n",
       "<g id=\"node153\" class=\"node\">\n",
       "<title>152</title>\n",
       "<path fill=\"#88c4ef\" stroke=\"black\" d=\"M3679,-901C3679,-901 3587,-901 3587,-901 3581,-901 3575,-895 3575,-889 3575,-889 3575,-830 3575,-830 3575,-824 3581,-818 3587,-818 3587,-818 3679,-818 3679,-818 3685,-818 3691,-824 3691,-830 3691,-830 3691,-889 3691,-889 3691,-895 3685,-901 3679,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"3595\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;1.492</text>\n",
       "<text text-anchor=\"start\" x=\"3597.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"3595.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"3593.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"3583\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 150&#45;&gt;152 -->\n",
       "<g id=\"edge152\" class=\"edge\">\n",
       "<title>150&#45;&gt;152</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3633,-936.91C3633,-928.65 3633,-919.86 3633,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3636.5,-911.02 3633,-901.02 3629.5,-911.02 3636.5,-911.02\"/>\n",
       "</g>\n",
       "<!-- 153 -->\n",
       "<g id=\"node154\" class=\"node\">\n",
       "<title>153</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3533,-774.5C3533,-774.5 3441,-774.5 3441,-774.5 3435,-774.5 3429,-768.5 3429,-762.5 3429,-762.5 3429,-718.5 3429,-718.5 3429,-712.5 3435,-706.5 3441,-706.5 3441,-706.5 3533,-706.5 3533,-706.5 3539,-706.5 3545,-712.5 3545,-718.5 3545,-718.5 3545,-762.5 3545,-762.5 3545,-768.5 3539,-774.5 3533,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3459\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3449.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3447.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"3437\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;153 -->\n",
       "<g id=\"edge153\" class=\"edge\">\n",
       "<title>152&#45;&gt;153</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3582.35,-817.91C3567.47,-805.99 3551.23,-792.98 3536.44,-781.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3538.38,-778.19 3528.39,-774.67 3534,-783.65 3538.38,-778.19\"/>\n",
       "</g>\n",
       "<!-- 154 -->\n",
       "<g id=\"node155\" class=\"node\">\n",
       "<title>154</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3691,-774.5C3691,-774.5 3575,-774.5 3575,-774.5 3569,-774.5 3563,-768.5 3563,-762.5 3563,-762.5 3563,-718.5 3563,-718.5 3563,-712.5 3569,-706.5 3575,-706.5 3575,-706.5 3691,-706.5 3691,-706.5 3697,-706.5 3703,-712.5 3703,-718.5 3703,-718.5 3703,-762.5 3703,-762.5 3703,-768.5 3697,-774.5 3691,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3605\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3595.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3593.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3571\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;154 -->\n",
       "<g id=\"edge154\" class=\"edge\">\n",
       "<title>152&#45;&gt;154</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3633,-817.91C3633,-807.2 3633,-795.62 3633,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3636.5,-784.67 3633,-774.67 3629.5,-784.67 3636.5,-784.67\"/>\n",
       "</g>\n",
       "<!-- 156 -->\n",
       "<g id=\"node157\" class=\"node\">\n",
       "<title>156</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3837,-1012.5C3837,-1012.5 3721,-1012.5 3721,-1012.5 3715,-1012.5 3709,-1006.5 3709,-1000.5 3709,-1000.5 3709,-956.5 3709,-956.5 3709,-950.5 3715,-944.5 3721,-944.5 3721,-944.5 3837,-944.5 3837,-944.5 3843,-944.5 3849,-950.5 3849,-956.5 3849,-956.5 3849,-1000.5 3849,-1000.5 3849,-1006.5 3843,-1012.5 3837,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3751\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3741.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"3739.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3717\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 155&#45;&gt;156 -->\n",
       "<g id=\"edge156\" class=\"edge\">\n",
       "<title>155&#45;&gt;156</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3834.51,-1055.91C3826.25,-1044.54 3817.27,-1032.18 3808.99,-1020.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3811.8,-1018.7 3803.1,-1012.67 3806.14,-1022.81 3811.8,-1018.7\"/>\n",
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       "<!-- 157 -->\n",
       "<g id=\"node158\" class=\"node\">\n",
       "<title>157</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M3995,-1020C3995,-1020 3879,-1020 3879,-1020 3873,-1020 3867,-1014 3867,-1008 3867,-1008 3867,-949 3867,-949 3867,-943 3873,-937 3879,-937 3879,-937 3995,-937 3995,-937 4001,-937 4007,-943 4007,-949 4007,-949 4007,-1008 4007,-1008 4007,-1014 4001,-1020 3995,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"3899\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;1.977</text>\n",
       "<text text-anchor=\"start\" x=\"3905\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"3899.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3897.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3875\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 155&#45;&gt;157 -->\n",
       "<g id=\"edge157\" class=\"edge\">\n",
       "<title>155&#45;&gt;157</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3889.33,-1055.91C3894.82,-1047.1 3900.69,-1037.7 3906.36,-1028.61\"/>\n",
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       "<!-- 158 -->\n",
       "<g id=\"node159\" class=\"node\">\n",
       "<title>158</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3837,-893.5C3837,-893.5 3745,-893.5 3745,-893.5 3739,-893.5 3733,-887.5 3733,-881.5 3733,-881.5 3733,-837.5 3733,-837.5 3733,-831.5 3739,-825.5 3745,-825.5 3745,-825.5 3837,-825.5 3837,-825.5 3843,-825.5 3849,-831.5 3849,-837.5 3849,-837.5 3849,-881.5 3849,-881.5 3849,-887.5 3843,-893.5 3837,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3763\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3753.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3751.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3741\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 157&#45;&gt;158 -->\n",
       "<g id=\"edge158\" class=\"edge\">\n",
       "<title>157&#45;&gt;158</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3886.35,-936.91C3871.47,-924.99 3855.23,-911.98 3840.44,-900.12\"/>\n",
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       "</g>\n",
       "<!-- 159 -->\n",
       "<g id=\"node160\" class=\"node\">\n",
       "<title>159</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3995,-893.5C3995,-893.5 3879,-893.5 3879,-893.5 3873,-893.5 3867,-887.5 3867,-881.5 3867,-881.5 3867,-837.5 3867,-837.5 3867,-831.5 3873,-825.5 3879,-825.5 3879,-825.5 3995,-825.5 3995,-825.5 4001,-825.5 4007,-831.5 4007,-837.5 4007,-837.5 4007,-881.5 4007,-881.5 4007,-887.5 4001,-893.5 3995,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3909\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3899.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3897.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3875\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 157&#45;&gt;159 -->\n",
       "<g id=\"edge159\" class=\"edge\">\n",
       "<title>157&#45;&gt;159</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3937,-936.91C3937,-926.2 3937,-914.62 3937,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3940.5,-903.67 3937,-893.67 3933.5,-903.67 3940.5,-903.67\"/>\n",
       "</g>\n",
       "<!-- 161 -->\n",
       "<g id=\"node162\" class=\"node\">\n",
       "<title>161</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4232,-1369.5C4232,-1369.5 4116,-1369.5 4116,-1369.5 4110,-1369.5 4104,-1363.5 4104,-1357.5 4104,-1357.5 4104,-1313.5 4104,-1313.5 4104,-1307.5 4110,-1301.5 4116,-1301.5 4116,-1301.5 4232,-1301.5 4232,-1301.5 4238,-1301.5 4244,-1307.5 4244,-1313.5 4244,-1313.5 4244,-1357.5 4244,-1357.5 4244,-1363.5 4238,-1369.5 4232,-1369.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4146\" y=\"-1354.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4133\" y=\"-1339.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"4131\" y=\"-1324.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4112\" y=\"-1309.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;161 -->\n",
       "<g id=\"edge161\" class=\"edge\">\n",
       "<title>160&#45;&gt;161</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4174,-1412.91C4174,-1402.2 4174,-1390.62 4174,-1379.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4177.5,-1379.67 4174,-1369.67 4170.5,-1379.67 4177.5,-1379.67\"/>\n",
       "</g>\n",
       "<!-- 162 -->\n",
       "<g id=\"node163\" class=\"node\">\n",
       "<title>162</title>\n",
       "<path fill=\"#ea975c\" stroke=\"black\" d=\"M4509,-1377C4509,-1377 4393,-1377 4393,-1377 4387,-1377 4381,-1371 4381,-1365 4381,-1365 4381,-1306 4381,-1306 4381,-1300 4387,-1294 4393,-1294 4393,-1294 4509,-1294 4509,-1294 4515,-1294 4521,-1300 4521,-1306 4521,-1306 4521,-1365 4521,-1365 4521,-1371 4515,-1377 4509,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"4413\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.078</text>\n",
       "<text text-anchor=\"start\" x=\"4415.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.254</text>\n",
       "<text text-anchor=\"start\" x=\"4406\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 175</text>\n",
       "<text text-anchor=\"start\" x=\"4400.5\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [228, 40]</text>\n",
       "<text text-anchor=\"start\" x=\"4389\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;162 -->\n",
       "<g id=\"edge162\" class=\"edge\">\n",
       "<title>160&#45;&gt;162</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4244.26,-1423.82C4283.07,-1407.43 4331.41,-1387.01 4371.59,-1370.04\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4372.97,-1373.26 4380.82,-1366.14 4370.24,-1366.81 4372.97,-1373.26\"/>\n",
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       "<!-- 163 -->\n",
       "<g id=\"node164\" class=\"node\">\n",
       "<title>163</title>\n",
       "<path fill=\"#e88e4e\" stroke=\"black\" d=\"M4509,-1258C4509,-1258 4393,-1258 4393,-1258 4387,-1258 4381,-1252 4381,-1246 4381,-1246 4381,-1187 4381,-1187 4381,-1181 4387,-1175 4393,-1175 4393,-1175 4509,-1175 4509,-1175 4515,-1175 4521,-1181 4521,-1187 4521,-1187 4521,-1246 4521,-1246 4521,-1252 4515,-1258 4509,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"4418\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"4415.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.173</text>\n",
       "<text text-anchor=\"start\" x=\"4406\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 133</text>\n",
       "<text text-anchor=\"start\" x=\"4400.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [180, 19]</text>\n",
       "<text text-anchor=\"start\" x=\"4389\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;163 -->\n",
       "<g id=\"edge163\" class=\"edge\">\n",
       "<title>162&#45;&gt;163</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4451,-1293.91C4451,-1285.65 4451,-1276.86 4451,-1268.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4454.5,-1268.02 4451,-1258.02 4447.5,-1268.02 4454.5,-1268.02\"/>\n",
       "</g>\n",
       "<!-- 222 -->\n",
       "<g id=\"node223\" class=\"node\">\n",
       "<title>222</title>\n",
       "<path fill=\"#f0b890\" stroke=\"black\" d=\"M5165,-1258C5165,-1258 5049,-1258 5049,-1258 5043,-1258 5037,-1252 5037,-1246 5037,-1246 5037,-1187 5037,-1187 5037,-1181 5043,-1175 5049,-1175 5049,-1175 5165,-1175 5165,-1175 5171,-1175 5177,-1181 5177,-1187 5177,-1187 5177,-1246 5177,-1246 5177,-1252 5171,-1258 5165,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"5074\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 2.0</text>\n",
       "<text text-anchor=\"start\" x=\"5071.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.423</text>\n",
       "<text text-anchor=\"start\" x=\"5066\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 42</text>\n",
       "<text text-anchor=\"start\" x=\"5060\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 21]</text>\n",
       "<text text-anchor=\"start\" x=\"5045\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;222 -->\n",
       "<g id=\"edge222\" class=\"edge\">\n",
       "<title>162&#45;&gt;222</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4521.2,-1321.98C4644.1,-1300.06 4897.43,-1254.88 5026.94,-1231.78\"/>\n",
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       "<!-- 164 -->\n",
       "<g id=\"node165\" class=\"node\">\n",
       "<title>164</title>\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M4390,-1139C4390,-1139 4274,-1139 4274,-1139 4268,-1139 4262,-1133 4262,-1127 4262,-1127 4262,-1068 4262,-1068 4262,-1062 4268,-1056 4274,-1056 4274,-1056 4390,-1056 4390,-1056 4396,-1056 4402,-1062 4402,-1068 4402,-1068 4402,-1127 4402,-1127 4402,-1133 4396,-1139 4390,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"4298\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4296.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.181</text>\n",
       "<text text-anchor=\"start\" x=\"4287\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 128</text>\n",
       "<text text-anchor=\"start\" x=\"4281.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [170, 19]</text>\n",
       "<text text-anchor=\"start\" x=\"4270\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 163&#45;&gt;164 -->\n",
       "<g id=\"edge164\" class=\"edge\">\n",
       "<title>163&#45;&gt;164</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4409.71,-1174.91C4400.3,-1165.65 4390.21,-1155.73 4380.52,-1146.21\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4382.8,-1143.54 4373.21,-1139.02 4377.89,-1148.53 4382.8,-1143.54\"/>\n",
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       "<!-- 221 -->\n",
       "<g id=\"node222\" class=\"node\">\n",
       "<title>221</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4548,-1131.5C4548,-1131.5 4432,-1131.5 4432,-1131.5 4426,-1131.5 4420,-1125.5 4420,-1119.5 4420,-1119.5 4420,-1075.5 4420,-1075.5 4420,-1069.5 4426,-1063.5 4432,-1063.5 4432,-1063.5 4548,-1063.5 4548,-1063.5 4554,-1063.5 4560,-1069.5 4560,-1075.5 4560,-1075.5 4560,-1119.5 4560,-1119.5 4560,-1125.5 4554,-1131.5 4548,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4462\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4452.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"4447\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4428\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 163&#45;&gt;221 -->\n",
       "<g id=\"edge221\" class=\"edge\">\n",
       "<title>163&#45;&gt;221</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4464.53,-1174.91C4468.14,-1164.09 4472.04,-1152.38 4475.69,-1141.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4479.1,-1142.26 4478.94,-1131.67 4472.46,-1140.05 4479.1,-1142.26\"/>\n",
       "</g>\n",
       "<!-- 165 -->\n",
       "<g id=\"node166\" class=\"node\">\n",
       "<title>165</title>\n",
       "<path fill=\"#e88d4c\" stroke=\"black\" d=\"M4311,-1020C4311,-1020 4195,-1020 4195,-1020 4189,-1020 4183,-1014 4183,-1008 4183,-1008 4183,-949 4183,-949 4183,-943 4189,-937 4195,-937 4195,-937 4311,-937 4311,-937 4317,-937 4323,-943 4323,-949 4323,-949 4323,-1008 4323,-1008 4323,-1014 4317,-1020 4311,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"4213.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IsAlone ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4217.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.161</text>\n",
       "<text text-anchor=\"start\" x=\"4208\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 122</text>\n",
       "<text text-anchor=\"start\" x=\"4202.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [165, 16]</text>\n",
       "<text text-anchor=\"start\" x=\"4191\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 164&#45;&gt;165 -->\n",
       "<g id=\"edge165\" class=\"edge\">\n",
       "<title>164&#45;&gt;165</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4304.59,-1055.91C4298.59,-1047.01 4292.17,-1037.51 4285.97,-1028.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4288.86,-1026.35 4280.36,-1020.02 4283.06,-1030.27 4288.86,-1026.35\"/>\n",
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       "<!-- 216 -->\n",
       "<g id=\"node217\" class=\"node\">\n",
       "<title>216</title>\n",
       "<path fill=\"#f5cdb0\" stroke=\"black\" d=\"M4469,-1020C4469,-1020 4353,-1020 4353,-1020 4347,-1020 4341,-1014 4341,-1008 4341,-1008 4341,-949 4341,-949 4341,-943 4347,-937 4353,-937 4353,-937 4469,-937 4469,-937 4475,-937 4481,-943 4481,-949 4481,-949 4481,-1008 4481,-1008 4481,-1014 4475,-1020 4469,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"4360.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 4.0</text>\n",
       "<text text-anchor=\"start\" x=\"4375.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
       "<text text-anchor=\"start\" x=\"4373.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"4371.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"4349\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 164&#45;&gt;216 -->\n",
       "<g id=\"edge216\" class=\"edge\">\n",
       "<title>164&#45;&gt;216</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4359.41,-1055.91C4365.41,-1047.01 4371.83,-1037.51 4378.03,-1028.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4380.94,-1030.27 4383.64,-1020.02 4375.14,-1026.35 4380.94,-1030.27\"/>\n",
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       "<!-- 166 -->\n",
       "<g id=\"node167\" class=\"node\">\n",
       "<title>166</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4153,-893.5C4153,-893.5 4037,-893.5 4037,-893.5 4031,-893.5 4025,-887.5 4025,-881.5 4025,-881.5 4025,-837.5 4025,-837.5 4025,-831.5 4031,-825.5 4037,-825.5 4037,-825.5 4153,-825.5 4153,-825.5 4159,-825.5 4165,-831.5 4165,-837.5 4165,-837.5 4165,-881.5 4165,-881.5 4165,-887.5 4159,-893.5 4153,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4067\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4054\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"4052\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4033\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 165&#45;&gt;166 -->\n",
       "<g id=\"edge166\" class=\"edge\">\n",
       "<title>165&#45;&gt;166</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4198.18,-936.91C4181.94,-924.88 4164.19,-911.73 4148.06,-899.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4149.91,-896.81 4139.79,-893.67 4145.74,-902.43 4149.91,-896.81\"/>\n",
       "</g>\n",
       "<!-- 167 -->\n",
       "<g id=\"node168\" class=\"node\">\n",
       "<title>167</title>\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M4311,-901C4311,-901 4195,-901 4195,-901 4189,-901 4183,-895 4183,-889 4183,-889 4183,-830 4183,-830 4183,-824 4189,-818 4195,-818 4195,-818 4311,-818 4311,-818 4317,-818 4323,-824 4323,-830 4323,-830 4323,-889 4323,-889 4323,-895 4317,-901 4311,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"4215\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.155</text>\n",
       "<text text-anchor=\"start\" x=\"4217.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.183</text>\n",
       "<text text-anchor=\"start\" x=\"4208\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 106</text>\n",
       "<text text-anchor=\"start\" x=\"4202.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [141, 16]</text>\n",
       "<text text-anchor=\"start\" x=\"4191\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 165&#45;&gt;167 -->\n",
       "<g id=\"edge167\" class=\"edge\">\n",
       "<title>165&#45;&gt;167</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4253,-936.91C4253,-928.65 4253,-919.86 4253,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4256.5,-911.02 4253,-901.02 4249.5,-911.02 4256.5,-911.02\"/>\n",
       "</g>\n",
       "<!-- 168 -->\n",
       "<g id=\"node169\" class=\"node\">\n",
       "<title>168</title>\n",
       "<path fill=\"#ea9a60\" stroke=\"black\" d=\"M3849,-782C3849,-782 3733,-782 3733,-782 3727,-782 3721,-776 3721,-770 3721,-770 3721,-711 3721,-711 3721,-705 3727,-699 3733,-699 3733,-699 3849,-699 3849,-699 3855,-699 3861,-705 3861,-711 3861,-711 3861,-770 3861,-770 3861,-776 3855,-782 3849,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"3752.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.492</text>\n",
       "<text text-anchor=\"start\" x=\"3755.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.275</text>\n",
       "<text text-anchor=\"start\" x=\"3750\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\n",
       "<text text-anchor=\"start\" x=\"3744\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 13]</text>\n",
       "<text text-anchor=\"start\" x=\"3729\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 167&#45;&gt;168 -->\n",
       "<g id=\"edge168\" class=\"edge\">\n",
       "<title>167&#45;&gt;168</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4182.79,-821.29C4179.85,-820.12 4176.91,-819.01 4174,-818 4072.59,-782.65 3950.05,-761.76 3871.35,-750.96\"/>\n",
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       "</g>\n",
       "<!-- 205 -->\n",
       "<g id=\"node206\" class=\"node\">\n",
       "<title>205</title>\n",
       "<path fill=\"#e68641\" stroke=\"black\" d=\"M4311,-782C4311,-782 4195,-782 4195,-782 4189,-782 4183,-776 4183,-770 4183,-770 4183,-711 4183,-711 4183,-705 4189,-699 4195,-699 4195,-699 4311,-699 4311,-699 4317,-699 4323,-705 4323,-711 4323,-711 4323,-770 4323,-770 4323,-776 4317,-782 4311,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"4216.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ 0.136</text>\n",
       "<text text-anchor=\"start\" x=\"4217.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.074</text>\n",
       "<text text-anchor=\"start\" x=\"4212\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\n",
       "<text text-anchor=\"start\" x=\"4210\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [75, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"4191\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 167&#45;&gt;205 -->\n",
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       "<title>167&#45;&gt;205</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"4256.5,-792.02 4253,-782.02 4249.5,-792.02 4256.5,-792.02\"/>\n",
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       "<!-- 169 -->\n",
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       "<title>169</title>\n",
       "<path fill=\"#f1ba92\" stroke=\"black\" d=\"M3208,-663C3208,-663 3092,-663 3092,-663 3086,-663 3080,-657 3080,-651 3080,-651 3080,-592 3080,-592 3080,-586 3086,-580 3092,-580 3092,-580 3208,-580 3208,-580 3214,-580 3220,-586 3220,-592 3220,-592 3220,-651 3220,-651 3220,-657 3214,-663 3208,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"3111.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.493</text>\n",
       "<text text-anchor=\"start\" x=\"3114.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.428</text>\n",
       "<text text-anchor=\"start\" x=\"3109\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"3107\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"3088\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 168&#45;&gt;169 -->\n",
       "<g id=\"edge169\" class=\"edge\">\n",
       "<title>168&#45;&gt;169</title>\n",
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       "<!-- 192 -->\n",
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       "<title>192</title>\n",
       "<path fill=\"#e78c4a\" stroke=\"black\" d=\"M3810,-663C3810,-663 3694,-663 3694,-663 3688,-663 3682,-657 3682,-651 3682,-651 3682,-592 3682,-592 3682,-586 3688,-580 3694,-580 3694,-580 3810,-580 3810,-580 3816,-580 3822,-586 3822,-592 3822,-592 3822,-651 3822,-651 3822,-657 3816,-663 3810,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"3714\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.233</text>\n",
       "<text text-anchor=\"start\" x=\"3716.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.147</text>\n",
       "<text text-anchor=\"start\" x=\"3711\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"start\" x=\"3709\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [46, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"3690\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 168&#45;&gt;192 -->\n",
       "<g id=\"edge192\" class=\"edge\">\n",
       "<title>168&#45;&gt;192</title>\n",
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       "<!-- 170 -->\n",
       "<g id=\"node171\" class=\"node\">\n",
       "<title>170</title>\n",
       "<path fill=\"#eca36e\" stroke=\"black\" d=\"M2983,-544C2983,-544 2867,-544 2867,-544 2861,-544 2855,-538 2855,-532 2855,-532 2855,-473 2855,-473 2855,-467 2861,-461 2867,-461 2867,-461 2983,-461 2983,-461 2989,-461 2995,-467 2995,-473 2995,-473 2995,-532 2995,-532 2995,-538 2989,-544 2983,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"2887\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.388</text>\n",
       "<text text-anchor=\"start\" x=\"2889.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.332</text>\n",
       "<text text-anchor=\"start\" x=\"2884\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"2882\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"2863\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 169&#45;&gt;170 -->\n",
       "<g id=\"edge170\" class=\"edge\">\n",
       "<title>169&#45;&gt;170</title>\n",
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       "<!-- 183 -->\n",
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       "<title>183</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M3208,-544C3208,-544 3092,-544 3092,-544 3086,-544 3080,-538 3080,-532 3080,-532 3080,-473 3080,-473 3080,-467 3086,-461 3092,-461 3092,-461 3208,-461 3208,-461 3214,-461 3220,-467 3220,-473 3220,-473 3220,-532 3220,-532 3220,-538 3214,-544 3208,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"3112\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.775</text>\n",
       "<text text-anchor=\"start\" x=\"3122\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3112.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"3110.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"3088\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 169&#45;&gt;183 -->\n",
       "<g id=\"edge183\" class=\"edge\">\n",
       "<title>169&#45;&gt;183</title>\n",
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       "<!-- 171 -->\n",
       "<g id=\"node172\" class=\"node\">\n",
       "<title>171</title>\n",
       "<path fill=\"#e78b48\" stroke=\"black\" d=\"M2837,-425C2837,-425 2721,-425 2721,-425 2715,-425 2709,-419 2709,-413 2709,-413 2709,-354 2709,-354 2709,-348 2715,-342 2721,-342 2721,-342 2837,-342 2837,-342 2843,-342 2849,-348 2849,-354 2849,-354 2849,-413 2849,-413 2849,-419 2843,-425 2837,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"2740.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.504</text>\n",
       "<text text-anchor=\"start\" x=\"2743.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"2738\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"2736\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2717\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;171 -->\n",
       "<g id=\"edge171\" class=\"edge\">\n",
       "<title>170&#45;&gt;171</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2874.35,-460.91C2862.46,-451.38 2849.69,-441.15 2837.49,-431.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2839.56,-428.54 2829.56,-425.02 2835.18,-434.01 2839.56,-428.54\"/>\n",
       "</g>\n",
       "<!-- 178 -->\n",
       "<g id=\"node179\" class=\"node\">\n",
       "<title>178</title>\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M2971,-425C2971,-425 2879,-425 2879,-425 2873,-425 2867,-419 2867,-413 2867,-413 2867,-354 2867,-354 2867,-348 2873,-342 2879,-342 2879,-342 2971,-342 2971,-342 2977,-342 2983,-348 2983,-354 2983,-354 2983,-413 2983,-413 2983,-419 2977,-425 2971,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"2887\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.272</text>\n",
       "<text text-anchor=\"start\" x=\"2893\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"2887.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2885.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"2875\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;178 -->\n",
       "<g id=\"edge178\" class=\"edge\">\n",
       "<title>170&#45;&gt;178</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2925,-460.91C2925,-452.65 2925,-443.86 2925,-435.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2928.5,-435.02 2925,-425.02 2921.5,-435.02 2928.5,-435.02\"/>\n",
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       "<!-- 172 -->\n",
       "<g id=\"node173\" class=\"node\">\n",
       "<title>172</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M2679,-306C2679,-306 2563,-306 2563,-306 2557,-306 2551,-300 2551,-294 2551,-294 2551,-235 2551,-235 2551,-229 2557,-223 2563,-223 2563,-223 2679,-223 2679,-223 2685,-223 2691,-229 2691,-235 2691,-235 2691,-294 2691,-294 2691,-300 2685,-306 2679,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"2582.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.508</text>\n",
       "<text text-anchor=\"start\" x=\"2585.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"2583.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"2581.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2559\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;172 -->\n",
       "<g id=\"edge172\" class=\"edge\">\n",
       "<title>171&#45;&gt;172</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2724.18,-341.91C2711.19,-332.29 2697.24,-321.95 2683.92,-312.09\"/>\n",
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       "</g>\n",
       "<!-- 177 -->\n",
       "<g id=\"node178\" class=\"node\">\n",
       "<title>177</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2837,-298.5C2837,-298.5 2721,-298.5 2721,-298.5 2715,-298.5 2709,-292.5 2709,-286.5 2709,-286.5 2709,-242.5 2709,-242.5 2709,-236.5 2715,-230.5 2721,-230.5 2721,-230.5 2837,-230.5 2837,-230.5 2843,-230.5 2849,-236.5 2849,-242.5 2849,-242.5 2849,-286.5 2849,-286.5 2849,-292.5 2843,-298.5 2837,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2751\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2741.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"2736\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2717\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;177 -->\n",
       "<g id=\"edge177\" class=\"edge\">\n",
       "<title>171&#45;&gt;177</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2779,-341.91C2779,-331.2 2779,-319.62 2779,-308.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2782.5,-308.67 2779,-298.67 2775.5,-308.67 2782.5,-308.67\"/>\n",
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       "<!-- 173 -->\n",
       "<g id=\"node174\" class=\"node\">\n",
       "<title>173</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2653,-179.5C2653,-179.5 2537,-179.5 2537,-179.5 2531,-179.5 2525,-173.5 2525,-167.5 2525,-167.5 2525,-123.5 2525,-123.5 2525,-117.5 2531,-111.5 2537,-111.5 2537,-111.5 2653,-111.5 2653,-111.5 2659,-111.5 2665,-117.5 2665,-123.5 2665,-123.5 2665,-167.5 2665,-167.5 2665,-173.5 2659,-179.5 2653,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2567\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2557.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2555.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2533\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 172&#45;&gt;173 -->\n",
       "<g id=\"edge173\" class=\"edge\">\n",
       "<title>172&#45;&gt;173</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2611.98,-222.91C2609.58,-212.09 2606.97,-200.38 2604.54,-189.44\"/>\n",
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       "<!-- 174 -->\n",
       "<g id=\"node175\" class=\"node\">\n",
       "<title>174</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M2811,-187C2811,-187 2695,-187 2695,-187 2689,-187 2683,-181 2683,-175 2683,-175 2683,-116 2683,-116 2683,-110 2689,-104 2695,-104 2695,-104 2811,-104 2811,-104 2817,-104 2823,-110 2823,-116 2823,-116 2823,-175 2823,-175 2823,-181 2817,-187 2811,-187\"/>\n",
       "<text text-anchor=\"start\" x=\"2718.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.62</text>\n",
       "<text text-anchor=\"start\" x=\"2725\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2715.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2713.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2691\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 172&#45;&gt;174 -->\n",
       "<g id=\"edge174\" class=\"edge\">\n",
       "<title>172&#45;&gt;174</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2666.8,-222.91C2677.34,-213.56 2688.65,-203.54 2699.49,-193.93\"/>\n",
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       "<!-- 175 -->\n",
       "<g id=\"node176\" class=\"node\">\n",
       "<title>175</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2738,-68C2738,-68 2622,-68 2622,-68 2616,-68 2610,-62 2610,-56 2610,-56 2610,-12 2610,-12 2610,-6 2616,0 2622,0 2622,0 2738,0 2738,0 2744,0 2750,-6 2750,-12 2750,-12 2750,-56 2750,-56 2750,-62 2744,-68 2738,-68\"/>\n",
       "<text text-anchor=\"start\" x=\"2652\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2642.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2640.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2618\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 174&#45;&gt;175 -->\n",
       "<g id=\"edge175\" class=\"edge\">\n",
       "<title>174&#45;&gt;175</title>\n",
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       "<!-- 176 -->\n",
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       "<title>176</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2872,-68C2872,-68 2780,-68 2780,-68 2774,-68 2768,-62 2768,-56 2768,-56 2768,-12 2768,-12 2768,-6 2774,0 2780,0 2780,0 2872,0 2872,0 2878,0 2884,-6 2884,-12 2884,-12 2884,-56 2884,-56 2884,-62 2878,-68 2872,-68\"/>\n",
       "<text text-anchor=\"start\" x=\"2798\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2788.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2786.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2776\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 174&#45;&gt;176 -->\n",
       "<g id=\"edge176\" class=\"edge\">\n",
       "<title>174&#45;&gt;176</title>\n",
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       "<!-- 179 -->\n",
       "<g id=\"node180\" class=\"node\">\n",
       "<title>179</title>\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M2971,-306C2971,-306 2879,-306 2879,-306 2873,-306 2867,-300 2867,-294 2867,-294 2867,-235 2867,-235 2867,-229 2873,-223 2879,-223 2879,-223 2971,-223 2971,-223 2977,-223 2983,-229 2983,-235 2983,-235 2983,-294 2983,-294 2983,-300 2977,-306 2971,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"2886.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.499</text>\n",
       "<text text-anchor=\"start\" x=\"2889.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"2887.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2885.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"2875\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 178&#45;&gt;179 -->\n",
       "<g id=\"edge179\" class=\"edge\">\n",
       "<title>178&#45;&gt;179</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"2928.5,-316.02 2925,-306.02 2921.5,-316.02 2928.5,-316.02\"/>\n",
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       "<!-- 182 -->\n",
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       "<title>182</title>\n",
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       "<text text-anchor=\"start\" x=\"3043\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3033.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"3009\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 178&#45;&gt;182 -->\n",
       "<g id=\"edge182\" class=\"edge\">\n",
       "<title>178&#45;&gt;182</title>\n",
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       "<!-- 180 -->\n",
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       "<title>180</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2946,-179.5C2946,-179.5 2854,-179.5 2854,-179.5 2848,-179.5 2842,-173.5 2842,-167.5 2842,-167.5 2842,-123.5 2842,-123.5 2842,-117.5 2848,-111.5 2854,-111.5 2854,-111.5 2946,-111.5 2946,-111.5 2952,-111.5 2958,-117.5 2958,-123.5 2958,-123.5 2958,-167.5 2958,-167.5 2958,-173.5 2952,-179.5 2946,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2872\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2862.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"2850\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 179&#45;&gt;180 -->\n",
       "<g id=\"edge180\" class=\"edge\">\n",
       "<title>179&#45;&gt;180</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"2912.6,-188.71 2907.09,-179.67 2905.75,-190.18 2912.6,-188.71\"/>\n",
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       "<!-- 181 -->\n",
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       "<title>181</title>\n",
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       "<text text-anchor=\"start\" x=\"3018\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3008.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3006.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2984\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 179&#45;&gt;181 -->\n",
       "<g id=\"edge181\" class=\"edge\">\n",
       "<title>179&#45;&gt;181</title>\n",
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       "<!-- 184 -->\n",
       "<g id=\"node185\" class=\"node\">\n",
       "<title>184</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3129,-417.5C3129,-417.5 3013,-417.5 3013,-417.5 3007,-417.5 3001,-411.5 3001,-405.5 3001,-405.5 3001,-361.5 3001,-361.5 3001,-355.5 3007,-349.5 3013,-349.5 3013,-349.5 3129,-349.5 3129,-349.5 3135,-349.5 3141,-355.5 3141,-361.5 3141,-361.5 3141,-405.5 3141,-405.5 3141,-411.5 3135,-417.5 3129,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3043\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3033.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"3009\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 183&#45;&gt;184 -->\n",
       "<g id=\"edge184\" class=\"edge\">\n",
       "<title>183&#45;&gt;184</title>\n",
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       "<!-- 185 -->\n",
       "<g id=\"node186\" class=\"node\">\n",
       "<title>185</title>\n",
       "<path fill=\"#88c4ef\" stroke=\"black\" d=\"M3263,-425C3263,-425 3171,-425 3171,-425 3165,-425 3159,-419 3159,-413 3159,-413 3159,-354 3159,-354 3159,-348 3165,-342 3171,-342 3171,-342 3263,-342 3263,-342 3269,-342 3275,-348 3275,-354 3275,-354 3275,-413 3275,-413 3275,-419 3269,-425 3263,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"3182.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.62</text>\n",
       "<text text-anchor=\"start\" x=\"3181.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"3179.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"3177.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"3167\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;185 -->\n",
       "<g id=\"edge185\" class=\"edge\">\n",
       "<title>183&#45;&gt;185</title>\n",
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       "<!-- 186 -->\n",
       "<g id=\"node187\" class=\"node\">\n",
       "<title>186</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3263,-298.5C3263,-298.5 3171,-298.5 3171,-298.5 3165,-298.5 3159,-292.5 3159,-286.5 3159,-286.5 3159,-242.5 3159,-242.5 3159,-236.5 3165,-230.5 3171,-230.5 3171,-230.5 3263,-230.5 3263,-230.5 3269,-230.5 3275,-236.5 3275,-242.5 3275,-242.5 3275,-286.5 3275,-286.5 3275,-292.5 3269,-298.5 3263,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3189\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3179.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3177.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"3167\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 185&#45;&gt;186 -->\n",
       "<g id=\"edge186\" class=\"edge\">\n",
       "<title>185&#45;&gt;186</title>\n",
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       "<!-- 187 -->\n",
       "<g id=\"node188\" class=\"node\">\n",
       "<title>187</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M3421,-306C3421,-306 3305,-306 3305,-306 3299,-306 3293,-300 3293,-294 3293,-294 3293,-235 3293,-235 3293,-229 3299,-223 3305,-223 3305,-223 3421,-223 3421,-223 3427,-223 3433,-229 3433,-235 3433,-235 3433,-294 3433,-294 3433,-300 3427,-306 3421,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"3325\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.543</text>\n",
       "<text text-anchor=\"start\" x=\"3327.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"3325.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3323.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3301\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 185&#45;&gt;187 -->\n",
       "<g id=\"edge187\" class=\"edge\">\n",
       "<title>185&#45;&gt;187</title>\n",
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       "<!-- 188 -->\n",
       "<g id=\"node189\" class=\"node\">\n",
       "<title>188</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3263,-179.5C3263,-179.5 3147,-179.5 3147,-179.5 3141,-179.5 3135,-173.5 3135,-167.5 3135,-167.5 3135,-123.5 3135,-123.5 3135,-117.5 3141,-111.5 3147,-111.5 3147,-111.5 3263,-111.5 3263,-111.5 3269,-111.5 3275,-117.5 3275,-123.5 3275,-123.5 3275,-167.5 3275,-167.5 3275,-173.5 3269,-179.5 3263,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3177\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3167.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"3143\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 187&#45;&gt;188 -->\n",
       "<g id=\"edge188\" class=\"edge\">\n",
       "<title>187&#45;&gt;188</title>\n",
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       "<!-- 189 -->\n",
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       "<title>189</title>\n",
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       "<text text-anchor=\"start\" x=\"3325\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.465</text>\n",
       "<text text-anchor=\"start\" x=\"3335\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3325.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3323.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3301\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 187&#45;&gt;189 -->\n",
       "<g id=\"edge189\" class=\"edge\">\n",
       "<title>187&#45;&gt;189</title>\n",
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       "<!-- 190 -->\n",
       "<g id=\"node191\" class=\"node\">\n",
       "<title>190</title>\n",
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       "<text text-anchor=\"start\" x=\"3201\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3191.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3189.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3179\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 189&#45;&gt;190 -->\n",
       "<g id=\"edge190\" class=\"edge\">\n",
       "<title>189&#45;&gt;190</title>\n",
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       "<!-- 191 -->\n",
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       "<title>191</title>\n",
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       "<text text-anchor=\"start\" x=\"3347\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3337.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"3313\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 189&#45;&gt;191 -->\n",
       "<g id=\"edge191\" class=\"edge\">\n",
       "<title>189&#45;&gt;191</title>\n",
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       "<title>193</title>\n",
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       "<text text-anchor=\"start\" x=\"3482.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.489</text>\n",
       "<text text-anchor=\"start\" x=\"3485.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.085</text>\n",
       "<text text-anchor=\"start\" x=\"3480\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\n",
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       "<!-- 192&#45;&gt;193 -->\n",
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       "<title>192&#45;&gt;193</title>\n",
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       "<!-- 202 -->\n",
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       "<title>202</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M3810,-544C3810,-544 3694,-544 3694,-544 3688,-544 3682,-538 3682,-532 3682,-532 3682,-473 3682,-473 3682,-467 3688,-461 3694,-461 3694,-461 3810,-461 3810,-461 3816,-461 3822,-467 3822,-473 3822,-473 3822,-532 3822,-532 3822,-538 3816,-544 3810,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"3713.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.484</text>\n",
       "<text text-anchor=\"start\" x=\"3720\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"3714.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3712.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3690\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 192&#45;&gt;202 -->\n",
       "<g id=\"edge202\" class=\"edge\">\n",
       "<title>192&#45;&gt;202</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3752,-579.91C3752,-571.65 3752,-562.86 3752,-554.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3755.5,-554.02 3752,-544.02 3748.5,-554.02 3755.5,-554.02\"/>\n",
       "</g>\n",
       "<!-- 194 -->\n",
       "<g id=\"node195\" class=\"node\">\n",
       "<title>194</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3421,-417.5C3421,-417.5 3305,-417.5 3305,-417.5 3299,-417.5 3293,-411.5 3293,-405.5 3293,-405.5 3293,-361.5 3293,-361.5 3293,-355.5 3299,-349.5 3305,-349.5 3305,-349.5 3421,-349.5 3421,-349.5 3427,-349.5 3433,-355.5 3433,-361.5 3433,-361.5 3433,-405.5 3433,-405.5 3433,-411.5 3427,-417.5 3421,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3335\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3322\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"3320\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3301\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 193&#45;&gt;194 -->\n",
       "<g id=\"edge194\" class=\"edge\">\n",
       "<title>193&#45;&gt;194</title>\n",
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       "<!-- 195 -->\n",
       "<g id=\"node196\" class=\"node\">\n",
       "<title>195</title>\n",
       "<path fill=\"#e78c49\" stroke=\"black\" d=\"M3579,-425C3579,-425 3463,-425 3463,-425 3457,-425 3451,-419 3451,-413 3451,-413 3451,-354 3451,-354 3451,-348 3457,-342 3463,-342 3463,-342 3579,-342 3579,-342 3585,-342 3591,-348 3591,-354 3591,-354 3591,-413 3591,-413 3591,-419 3585,-425 3579,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"3483\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.853</text>\n",
       "<text text-anchor=\"start\" x=\"3485.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.142</text>\n",
       "<text text-anchor=\"start\" x=\"3480\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"3478\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3459\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 193&#45;&gt;195 -->\n",
       "<g id=\"edge195\" class=\"edge\">\n",
       "<title>193&#45;&gt;195</title>\n",
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       "<!-- 196 -->\n",
       "<g id=\"node197\" class=\"node\">\n",
       "<title>196</title>\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M3579,-306C3579,-306 3463,-306 3463,-306 3457,-306 3451,-300 3451,-294 3451,-294 3451,-235 3451,-235 3451,-229 3457,-223 3463,-223 3463,-223 3579,-223 3579,-223 3585,-223 3591,-229 3591,-235 3591,-235 3591,-294 3591,-294 3591,-300 3585,-306 3579,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"3486.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.93</text>\n",
       "<text text-anchor=\"start\" x=\"3485.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
       "<text text-anchor=\"start\" x=\"3483.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"3481.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3459\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 195&#45;&gt;196 -->\n",
       "<g id=\"edge196\" class=\"edge\">\n",
       "<title>195&#45;&gt;196</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3521,-341.91C3521,-333.65 3521,-324.86 3521,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3524.5,-316.02 3521,-306.02 3517.5,-316.02 3524.5,-316.02\"/>\n",
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       "<!-- 201 -->\n",
       "<g id=\"node202\" class=\"node\">\n",
       "<title>201</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3737,-298.5C3737,-298.5 3621,-298.5 3621,-298.5 3615,-298.5 3609,-292.5 3609,-286.5 3609,-286.5 3609,-242.5 3609,-242.5 3609,-236.5 3615,-230.5 3621,-230.5 3621,-230.5 3737,-230.5 3737,-230.5 3743,-230.5 3749,-236.5 3749,-242.5 3749,-242.5 3749,-286.5 3749,-286.5 3749,-292.5 3743,-298.5 3737,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3651\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3638\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"3636\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3617\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 195&#45;&gt;201 -->\n",
       "<g id=\"edge201\" class=\"edge\">\n",
       "<title>195&#45;&gt;201</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3575.82,-341.91C3592.06,-329.88 3609.81,-316.73 3625.94,-304.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3628.26,-307.43 3634.21,-298.67 3624.09,-301.81 3628.26,-307.43\"/>\n",
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       "<!-- 197 -->\n",
       "<g id=\"node198\" class=\"node\">\n",
       "<title>197</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3579,-179.5C3579,-179.5 3463,-179.5 3463,-179.5 3457,-179.5 3451,-173.5 3451,-167.5 3451,-167.5 3451,-123.5 3451,-123.5 3451,-117.5 3457,-111.5 3463,-111.5 3463,-111.5 3579,-111.5 3579,-111.5 3585,-111.5 3591,-117.5 3591,-123.5 3591,-123.5 3591,-167.5 3591,-167.5 3591,-173.5 3585,-179.5 3579,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3493\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3483.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"3481.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3459\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 196&#45;&gt;197 -->\n",
       "<g id=\"edge197\" class=\"edge\">\n",
       "<title>196&#45;&gt;197</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3521,-222.91C3521,-212.2 3521,-200.62 3521,-189.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3524.5,-189.67 3521,-179.67 3517.5,-189.67 3524.5,-189.67\"/>\n",
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       "<!-- 198 -->\n",
       "<g id=\"node199\" class=\"node\">\n",
       "<title>198</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M3737,-187C3737,-187 3621,-187 3621,-187 3615,-187 3609,-181 3609,-175 3609,-175 3609,-116 3609,-116 3609,-110 3615,-104 3621,-104 3621,-104 3737,-104 3737,-104 3743,-104 3749,-110 3749,-116 3749,-116 3749,-175 3749,-175 3749,-181 3743,-187 3737,-187\"/>\n",
       "<text text-anchor=\"start\" x=\"3640.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.482</text>\n",
       "<text text-anchor=\"start\" x=\"3647\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"3641.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3639.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3617\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 196&#45;&gt;198 -->\n",
       "<g id=\"edge198\" class=\"edge\">\n",
       "<title>196&#45;&gt;198</title>\n",
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       "<!-- 199 -->\n",
       "<g id=\"node200\" class=\"node\">\n",
       "<title>199</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3652,-68C3652,-68 3560,-68 3560,-68 3554,-68 3548,-62 3548,-56 3548,-56 3548,-12 3548,-12 3548,-6 3554,0 3560,0 3560,0 3652,0 3652,0 3658,0 3664,-6 3664,-12 3664,-12 3664,-56 3664,-56 3664,-62 3658,-68 3652,-68\"/>\n",
       "<text text-anchor=\"start\" x=\"3578\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3568.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3566.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3556\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 198&#45;&gt;199 -->\n",
       "<g id=\"edge199\" class=\"edge\">\n",
       "<title>198&#45;&gt;199</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3651.82,-103.73C3645.92,-94.88 3639.67,-85.51 3633.75,-76.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3636.66,-74.68 3628.2,-68.3 3630.83,-78.56 3636.66,-74.68\"/>\n",
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       "<!-- 200 -->\n",
       "<g id=\"node201\" class=\"node\">\n",
       "<title>200</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3810,-68C3810,-68 3694,-68 3694,-68 3688,-68 3682,-62 3682,-56 3682,-56 3682,-12 3682,-12 3682,-6 3688,0 3694,0 3694,0 3810,0 3810,0 3816,0 3822,-6 3822,-12 3822,-12 3822,-56 3822,-56 3822,-62 3816,-68 3810,-68\"/>\n",
       "<text text-anchor=\"start\" x=\"3724\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3714.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3712.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3690\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 198&#45;&gt;200 -->\n",
       "<g id=\"edge200\" class=\"edge\">\n",
       "<title>198&#45;&gt;200</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"3727.17,-78.56 3729.8,-68.3 3721.34,-74.68 3727.17,-78.56\"/>\n",
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       "<!-- 203 -->\n",
       "<g id=\"node204\" class=\"node\">\n",
       "<title>203</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3737,-417.5C3737,-417.5 3621,-417.5 3621,-417.5 3615,-417.5 3609,-411.5 3609,-405.5 3609,-405.5 3609,-361.5 3609,-361.5 3609,-355.5 3615,-349.5 3621,-349.5 3621,-349.5 3737,-349.5 3737,-349.5 3743,-349.5 3749,-355.5 3749,-361.5 3749,-361.5 3749,-405.5 3749,-405.5 3749,-411.5 3743,-417.5 3737,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3651\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3641.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3639.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3617\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 202&#45;&gt;203 -->\n",
       "<g id=\"edge203\" class=\"edge\">\n",
       "<title>202&#45;&gt;203</title>\n",
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       "<!-- 204 -->\n",
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       "<title>204</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M3871,-417.5C3871,-417.5 3779,-417.5 3779,-417.5 3773,-417.5 3767,-411.5 3767,-405.5 3767,-405.5 3767,-361.5 3767,-361.5 3767,-355.5 3773,-349.5 3779,-349.5 3779,-349.5 3871,-349.5 3871,-349.5 3877,-349.5 3883,-355.5 3883,-361.5 3883,-361.5 3883,-405.5 3883,-405.5 3883,-411.5 3877,-417.5 3871,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3789.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"3787.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3785.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3775\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 202&#45;&gt;204 -->\n",
       "<g id=\"edge204\" class=\"edge\">\n",
       "<title>202&#45;&gt;204</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3777.33,-460.91C3784.28,-449.76 3791.83,-437.66 3798.83,-426.44\"/>\n",
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       "<!-- 206 -->\n",
       "<g id=\"node207\" class=\"node\">\n",
       "<title>206</title>\n",
       "<path fill=\"#e6843e\" stroke=\"black\" d=\"M4300,-663C4300,-663 4184,-663 4184,-663 4178,-663 4172,-657 4172,-651 4172,-651 4172,-592 4172,-592 4172,-586 4178,-580 4184,-580 4184,-580 4300,-580 4300,-580 4306,-580 4312,-586 4312,-592 4312,-592 4312,-651 4312,-651 4312,-657 4306,-663 4300,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"4203.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.487</text>\n",
       "<text text-anchor=\"start\" x=\"4206.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.052</text>\n",
       "<text text-anchor=\"start\" x=\"4201\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\n",
       "<text text-anchor=\"start\" x=\"4199\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [73, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"4180\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 205&#45;&gt;206 -->\n",
       "<g id=\"edge206\" class=\"edge\">\n",
       "<title>205&#45;&gt;206</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4249.18,-698.91C4248.4,-690.56 4247.56,-681.67 4246.75,-673.02\"/>\n",
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       "<!-- 215 -->\n",
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       "<title>215</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M4458,-655.5C4458,-655.5 4342,-655.5 4342,-655.5 4336,-655.5 4330,-649.5 4330,-643.5 4330,-643.5 4330,-599.5 4330,-599.5 4330,-593.5 4336,-587.5 4342,-587.5 4342,-587.5 4458,-587.5 4458,-587.5 4464,-587.5 4470,-593.5 4470,-599.5 4470,-599.5 4470,-643.5 4470,-643.5 4470,-649.5 4464,-655.5 4458,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4364.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"4362.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4360.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"4338\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 205&#45;&gt;215 -->\n",
       "<g id=\"edge215\" class=\"edge\">\n",
       "<title>205&#45;&gt;215</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4304,-698.91C4318.97,-686.99 4335.33,-673.98 4350.22,-662.12\"/>\n",
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       "<!-- 207 -->\n",
       "<g id=\"node208\" class=\"node\">\n",
       "<title>207</title>\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M4181,-544C4181,-544 4065,-544 4065,-544 4059,-544 4053,-538 4053,-532 4053,-532 4053,-473 4053,-473 4053,-467 4059,-461 4065,-461 4065,-461 4181,-461 4181,-461 4187,-461 4193,-467 4193,-473 4193,-473 4193,-532 4193,-532 4193,-538 4187,-544 4181,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"4084.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.493</text>\n",
       "<text text-anchor=\"start\" x=\"4087.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.031</text>\n",
       "<text text-anchor=\"start\" x=\"4082\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
       "<text text-anchor=\"start\" x=\"4080\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [62, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"4061\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 206&#45;&gt;207 -->\n",
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       "<title>206&#45;&gt;207</title>\n",
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       "<!-- 212 -->\n",
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       "<title>212</title>\n",
       "<path fill=\"#e78c4b\" stroke=\"black\" d=\"M4339,-544C4339,-544 4223,-544 4223,-544 4217,-544 4211,-538 4211,-532 4211,-532 4211,-473 4211,-473 4211,-467 4217,-461 4223,-461 4223,-461 4339,-461 4339,-461 4345,-461 4351,-467 4351,-473 4351,-473 4351,-532 4351,-532 4351,-538 4345,-544 4339,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"4242.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.483</text>\n",
       "<text text-anchor=\"start\" x=\"4245.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
       "<text text-anchor=\"start\" x=\"4243.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
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       "<text text-anchor=\"start\" x=\"4219\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 206&#45;&gt;212 -->\n",
       "<g id=\"edge212\" class=\"edge\">\n",
       "<title>206&#45;&gt;212</title>\n",
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       "<!-- 208 -->\n",
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       "<title>208</title>\n",
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       "<text text-anchor=\"start\" x=\"3932.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.495</text>\n",
       "<text text-anchor=\"start\" x=\"3935.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.069</text>\n",
       "<text text-anchor=\"start\" x=\"3930\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
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       "<text text-anchor=\"start\" x=\"3909\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 207&#45;&gt;208 -->\n",
       "<g id=\"edge208\" class=\"edge\">\n",
       "<title>207&#45;&gt;208</title>\n",
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       "<!-- 211 -->\n",
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       "<title>211</title>\n",
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       "<text text-anchor=\"start\" x=\"4101\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4088\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"4086\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4067\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 207&#45;&gt;211 -->\n",
       "<g id=\"edge211\" class=\"edge\">\n",
       "<title>207&#45;&gt;211</title>\n",
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       "<!-- 209 -->\n",
       "<g id=\"node210\" class=\"node\">\n",
       "<title>209</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3962,-298.5C3962,-298.5 3846,-298.5 3846,-298.5 3840,-298.5 3834,-292.5 3834,-286.5 3834,-286.5 3834,-242.5 3834,-242.5 3834,-236.5 3840,-230.5 3846,-230.5 3846,-230.5 3962,-230.5 3962,-230.5 3968,-230.5 3974,-236.5 3974,-242.5 3974,-242.5 3974,-286.5 3974,-286.5 3974,-292.5 3968,-298.5 3962,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3876\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3863\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"3861\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3842\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 208&#45;&gt;209 -->\n",
       "<g id=\"edge209\" class=\"edge\">\n",
       "<title>208&#45;&gt;209</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3947.75,-341.91C3941.37,-330.76 3934.44,-318.66 3928.02,-307.44\"/>\n",
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       "<!-- 210 -->\n",
       "<g id=\"node211\" class=\"node\">\n",
       "<title>210</title>\n",
       "<path fill=\"#e78b48\" stroke=\"black\" d=\"M4120,-298.5C4120,-298.5 4004,-298.5 4004,-298.5 3998,-298.5 3992,-292.5 3992,-286.5 3992,-286.5 3992,-242.5 3992,-242.5 3992,-236.5 3998,-230.5 4004,-230.5 4004,-230.5 4120,-230.5 4120,-230.5 4126,-230.5 4132,-236.5 4132,-242.5 4132,-242.5 4132,-286.5 4132,-286.5 4132,-292.5 4126,-298.5 4120,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4026.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"4024.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"4019\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"4000\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 208&#45;&gt;210 -->\n",
       "<g id=\"edge210\" class=\"edge\">\n",
       "<title>208&#45;&gt;210</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4002.57,-341.91C4011.41,-330.54 4021.03,-318.18 4029.9,-306.77\"/>\n",
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       "</g>\n",
       "<!-- 213 -->\n",
       "<g id=\"node214\" class=\"node\">\n",
       "<title>213</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4321,-417.5C4321,-417.5 4229,-417.5 4229,-417.5 4223,-417.5 4217,-411.5 4217,-405.5 4217,-405.5 4217,-361.5 4217,-361.5 4217,-355.5 4223,-349.5 4229,-349.5 4229,-349.5 4321,-349.5 4321,-349.5 4327,-349.5 4333,-355.5 4333,-361.5 4333,-361.5 4333,-405.5 4333,-405.5 4333,-411.5 4327,-417.5 4321,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4247\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4237.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4235.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"4225\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 212&#45;&gt;213 -->\n",
       "<g id=\"edge213\" class=\"edge\">\n",
       "<title>212&#45;&gt;213</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4278.92,-460.91C4278.37,-450.2 4277.78,-438.62 4277.22,-427.78\"/>\n",
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       "<!-- 214 -->\n",
       "<g id=\"node215\" class=\"node\">\n",
       "<title>214</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4479,-417.5C4479,-417.5 4363,-417.5 4363,-417.5 4357,-417.5 4351,-411.5 4351,-405.5 4351,-405.5 4351,-361.5 4351,-361.5 4351,-355.5 4357,-349.5 4363,-349.5 4363,-349.5 4479,-349.5 4479,-349.5 4485,-349.5 4491,-355.5 4491,-361.5 4491,-361.5 4491,-405.5 4491,-405.5 4491,-411.5 4485,-417.5 4479,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4393\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4383.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"4378.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4359\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 212&#45;&gt;214 -->\n",
       "<g id=\"edge214\" class=\"edge\">\n",
       "<title>212&#45;&gt;214</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4329.57,-460.91C4343.83,-448.99 4359.41,-435.98 4373.59,-424.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4375.88,-426.77 4381.31,-417.67 4371.4,-421.39 4375.88,-426.77\"/>\n",
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       "<!-- 217 -->\n",
       "<g id=\"node218\" class=\"node\">\n",
       "<title>217</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M4469,-901C4469,-901 4353,-901 4353,-901 4347,-901 4341,-895 4341,-889 4341,-889 4341,-830 4341,-830 4341,-824 4347,-818 4353,-818 4353,-818 4469,-818 4469,-818 4475,-818 4481,-824 4481,-830 4481,-830 4481,-889 4481,-889 4481,-895 4475,-901 4469,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"4373\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.504</text>\n",
       "<text text-anchor=\"start\" x=\"4383\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4373.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"4371.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"4349\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 216&#45;&gt;217 -->\n",
       "<g id=\"edge217\" class=\"edge\">\n",
       "<title>216&#45;&gt;217</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4411,-936.91C4411,-928.65 4411,-919.86 4411,-911.3\"/>\n",
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       "<!-- 220 -->\n",
       "<g id=\"node221\" class=\"node\">\n",
       "<title>220</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4627,-893.5C4627,-893.5 4511,-893.5 4511,-893.5 4505,-893.5 4499,-887.5 4499,-881.5 4499,-881.5 4499,-837.5 4499,-837.5 4499,-831.5 4505,-825.5 4511,-825.5 4511,-825.5 4627,-825.5 4627,-825.5 4633,-825.5 4639,-831.5 4639,-837.5 4639,-837.5 4639,-881.5 4639,-881.5 4639,-887.5 4633,-893.5 4627,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4541\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4531.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4529.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4507\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 216&#45;&gt;220 -->\n",
       "<g id=\"edge220\" class=\"edge\">\n",
       "<title>216&#45;&gt;220</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4465.82,-936.91C4482.06,-924.88 4499.81,-911.73 4515.94,-899.79\"/>\n",
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       "<!-- 218 -->\n",
       "<g id=\"node219\" class=\"node\">\n",
       "<title>218</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4469,-774.5C4469,-774.5 4353,-774.5 4353,-774.5 4347,-774.5 4341,-768.5 4341,-762.5 4341,-762.5 4341,-718.5 4341,-718.5 4341,-712.5 4347,-706.5 4353,-706.5 4353,-706.5 4469,-706.5 4469,-706.5 4475,-706.5 4481,-712.5 4481,-718.5 4481,-718.5 4481,-762.5 4481,-762.5 4481,-768.5 4475,-774.5 4469,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4383\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4373.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"4371.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4349\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 217&#45;&gt;218 -->\n",
       "<g id=\"edge218\" class=\"edge\">\n",
       "<title>217&#45;&gt;218</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4411,-817.91C4411,-807.2 4411,-795.62 4411,-784.78\"/>\n",
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       "<!-- 219 -->\n",
       "<g id=\"node220\" class=\"node\">\n",
       "<title>219</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4603,-774.5C4603,-774.5 4511,-774.5 4511,-774.5 4505,-774.5 4499,-768.5 4499,-762.5 4499,-762.5 4499,-718.5 4499,-718.5 4499,-712.5 4505,-706.5 4511,-706.5 4511,-706.5 4603,-706.5 4603,-706.5 4609,-706.5 4615,-712.5 4615,-718.5 4615,-718.5 4615,-762.5 4615,-762.5 4615,-768.5 4609,-774.5 4603,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4529\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4519.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4517.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"4507\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 217&#45;&gt;219 -->\n",
       "<g id=\"edge219\" class=\"edge\">\n",
       "<title>217&#45;&gt;219</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4461.65,-817.91C4476.53,-805.99 4492.77,-792.98 4507.56,-781.12\"/>\n",
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       "<title>223</title>\n",
       "<path fill=\"#f0b58b\" stroke=\"black\" d=\"M5165,-1139C5165,-1139 5049,-1139 5049,-1139 5043,-1139 5037,-1133 5037,-1127 5037,-1127 5037,-1068 5037,-1068 5037,-1062 5043,-1056 5049,-1056 5049,-1056 5165,-1056 5165,-1056 5171,-1056 5177,-1062 5177,-1068 5177,-1068 5177,-1127 5177,-1127 5177,-1133 5171,-1139 5165,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"5071\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.232</text>\n",
       "<text text-anchor=\"start\" x=\"5071.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.415</text>\n",
       "<text text-anchor=\"start\" x=\"5066\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"start\" x=\"5060\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 20]</text>\n",
       "<text text-anchor=\"start\" x=\"5045\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 222&#45;&gt;223 -->\n",
       "<g id=\"edge223\" class=\"edge\">\n",
       "<title>222&#45;&gt;223</title>\n",
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       "<!-- 270 -->\n",
       "<g id=\"node271\" class=\"node\">\n",
       "<title>270</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5299,-1131.5C5299,-1131.5 5207,-1131.5 5207,-1131.5 5201,-1131.5 5195,-1125.5 5195,-1119.5 5195,-1119.5 5195,-1075.5 5195,-1075.5 5195,-1069.5 5201,-1063.5 5207,-1063.5 5207,-1063.5 5299,-1063.5 5299,-1063.5 5305,-1063.5 5311,-1069.5 5311,-1075.5 5311,-1075.5 5311,-1119.5 5311,-1119.5 5311,-1125.5 5305,-1131.5 5299,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5225\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5215.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5213.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"5203\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 222&#45;&gt;270 -->\n",
       "<g id=\"edge270\" class=\"edge\">\n",
       "<title>222&#45;&gt;270</title>\n",
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       "<!-- 224 -->\n",
       "<g id=\"node225\" class=\"node\">\n",
       "<title>224</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M5165,-1020C5165,-1020 5049,-1020 5049,-1020 5043,-1020 5037,-1014 5037,-1008 5037,-1008 5037,-949 5037,-949 5037,-943 5043,-937 5049,-937 5049,-937 5165,-937 5165,-937 5171,-937 5177,-943 5177,-949 5177,-949 5177,-1008 5177,-1008 5177,-1014 5171,-1020 5165,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"5056.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"5075\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"5066\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"5060\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 12]</text>\n",
       "<text text-anchor=\"start\" x=\"5045\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 223&#45;&gt;224 -->\n",
       "<g id=\"edge224\" class=\"edge\">\n",
       "<title>223&#45;&gt;224</title>\n",
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       "<!-- 247 -->\n",
       "<g id=\"node248\" class=\"node\">\n",
       "<title>247</title>\n",
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       "<text text-anchor=\"start\" x=\"5310.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.491</text>\n",
       "<text text-anchor=\"start\" x=\"5313.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.332</text>\n",
       "<text text-anchor=\"start\" x=\"5308\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"5306\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"5287\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 223&#45;&gt;247 -->\n",
       "<g id=\"edge247\" class=\"edge\">\n",
       "<title>223&#45;&gt;247</title>\n",
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       "<!-- 225 -->\n",
       "<g id=\"node226\" class=\"node\">\n",
       "<title>225</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5086,-901C5086,-901 4970,-901 4970,-901 4964,-901 4958,-895 4958,-889 4958,-889 4958,-830 4958,-830 4958,-824 4964,-818 4970,-818 4970,-818 5086,-818 5086,-818 5092,-818 5098,-824 5098,-830 5098,-830 5098,-889 5098,-889 5098,-895 5092,-901 5086,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"4997.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5000\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4987\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"4981\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 12]</text>\n",
       "<text text-anchor=\"start\" x=\"4966\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 224&#45;&gt;225 -->\n",
       "<g id=\"edge225\" class=\"edge\">\n",
       "<title>224&#45;&gt;225</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5079.59,-936.91C5073.59,-928.01 5067.17,-918.51 5060.97,-909.33\"/>\n",
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       "<!-- 246 -->\n",
       "<g id=\"node247\" class=\"node\">\n",
       "<title>246</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5244,-893.5C5244,-893.5 5128,-893.5 5128,-893.5 5122,-893.5 5116,-887.5 5116,-881.5 5116,-881.5 5116,-837.5 5116,-837.5 5116,-831.5 5122,-825.5 5128,-825.5 5128,-825.5 5244,-825.5 5244,-825.5 5250,-825.5 5256,-831.5 5256,-837.5 5256,-837.5 5256,-881.5 5256,-881.5 5256,-887.5 5250,-893.5 5244,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5158\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5148.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5146.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5124\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 224&#45;&gt;246 -->\n",
       "<g id=\"edge246\" class=\"edge\">\n",
       "<title>224&#45;&gt;246</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5134.41,-936.91C5142.01,-925.65 5150.27,-913.42 5157.91,-902.11\"/>\n",
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       "<!-- 226 -->\n",
       "<g id=\"node227\" class=\"node\">\n",
       "<title>226</title>\n",
       "<path fill=\"#efb083\" stroke=\"black\" d=\"M5075,-782C5075,-782 4959,-782 4959,-782 4953,-782 4947,-776 4947,-770 4947,-770 4947,-711 4947,-711 4947,-705 4953,-699 4959,-699 4959,-699 5075,-699 5075,-699 5081,-699 5087,-705 5087,-711 5087,-711 5087,-770 5087,-770 5087,-776 5081,-782 5075,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"4982\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.46</text>\n",
       "<text text-anchor=\"start\" x=\"4981.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
       "<text text-anchor=\"start\" x=\"4979.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"4977.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"4955\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 225&#45;&gt;226 -->\n",
       "<g id=\"edge226\" class=\"edge\">\n",
       "<title>225&#45;&gt;226</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5024.18,-817.91C5023.4,-809.56 5022.56,-800.67 5021.75,-792.02\"/>\n",
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       "<!-- 233 -->\n",
       "<g id=\"node234\" class=\"node\">\n",
       "<title>233</title>\n",
       "<path fill=\"#91c9f1\" stroke=\"black\" d=\"M5209,-782C5209,-782 5117,-782 5117,-782 5111,-782 5105,-776 5105,-770 5105,-770 5105,-711 5105,-711 5105,-705 5111,-699 5117,-699 5117,-699 5209,-699 5209,-699 5215,-699 5221,-705 5221,-711 5221,-711 5221,-770 5221,-770 5221,-776 5215,-782 5209,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"5127\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.155</text>\n",
       "<text text-anchor=\"start\" x=\"5127.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\n",
       "<text text-anchor=\"start\" x=\"5125.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"5123.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"5113\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 225&#45;&gt;233 -->\n",
       "<g id=\"edge233\" class=\"edge\">\n",
       "<title>225&#45;&gt;233</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5074.84,-817.91C5085.73,-808.47 5097.41,-798.34 5108.6,-788.65\"/>\n",
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       "<!-- 227 -->\n",
       "<g id=\"node228\" class=\"node\">\n",
       "<title>227</title>\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M4929,-663C4929,-663 4813,-663 4813,-663 4807,-663 4801,-657 4801,-651 4801,-651 4801,-592 4801,-592 4801,-586 4807,-580 4813,-580 4813,-580 4929,-580 4929,-580 4935,-580 4941,-586 4941,-592 4941,-592 4941,-651 4941,-651 4941,-657 4935,-663 4929,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"4832.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.489</text>\n",
       "<text text-anchor=\"start\" x=\"4839\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"4833.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"4831.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"4809\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 226&#45;&gt;227 -->\n",
       "<g id=\"edge227\" class=\"edge\">\n",
       "<title>226&#45;&gt;227</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4966.35,-698.91C4954.46,-689.38 4941.69,-679.15 4929.49,-669.37\"/>\n",
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       "<!-- 232 -->\n",
       "<g id=\"node233\" class=\"node\">\n",
       "<title>232</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5063,-655.5C5063,-655.5 4971,-655.5 4971,-655.5 4965,-655.5 4959,-649.5 4959,-643.5 4959,-643.5 4959,-599.5 4959,-599.5 4959,-593.5 4965,-587.5 4971,-587.5 4971,-587.5 5063,-587.5 5063,-587.5 5069,-587.5 5075,-593.5 5075,-599.5 5075,-599.5 5075,-643.5 5075,-643.5 5075,-649.5 5069,-655.5 5063,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4989\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4979.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4977.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"4967\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 226&#45;&gt;232 -->\n",
       "<g id=\"edge232\" class=\"edge\">\n",
       "<title>226&#45;&gt;232</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5017,-698.91C5017,-688.2 5017,-676.62 5017,-665.78\"/>\n",
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       "<!-- 228 -->\n",
       "<g id=\"node229\" class=\"node\">\n",
       "<title>228</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M4771,-544C4771,-544 4655,-544 4655,-544 4649,-544 4643,-538 4643,-532 4643,-532 4643,-473 4643,-473 4643,-467 4649,-461 4655,-461 4655,-461 4771,-461 4771,-461 4777,-461 4783,-467 4783,-473 4783,-473 4783,-532 4783,-532 4783,-538 4777,-544 4771,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"4674.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.492</text>\n",
       "<text text-anchor=\"start\" x=\"4681\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"4675.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4673.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"4651\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 227&#45;&gt;228 -->\n",
       "<g id=\"edge228\" class=\"edge\">\n",
       "<title>227&#45;&gt;228</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4816.18,-579.91C4803.19,-570.29 4789.24,-559.95 4775.92,-550.09\"/>\n",
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       "<!-- 231 -->\n",
       "<g id=\"node232\" class=\"node\">\n",
       "<title>231</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4929,-536.5C4929,-536.5 4813,-536.5 4813,-536.5 4807,-536.5 4801,-530.5 4801,-524.5 4801,-524.5 4801,-480.5 4801,-480.5 4801,-474.5 4807,-468.5 4813,-468.5 4813,-468.5 4929,-468.5 4929,-468.5 4935,-468.5 4941,-474.5 4941,-480.5 4941,-480.5 4941,-524.5 4941,-524.5 4941,-530.5 4935,-536.5 4929,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4843\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4833.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4831.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4809\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 227&#45;&gt;231 -->\n",
       "<g id=\"edge231\" class=\"edge\">\n",
       "<title>227&#45;&gt;231</title>\n",
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       "<!-- 229 -->\n",
       "<g id=\"node230\" class=\"node\">\n",
       "<title>229</title>\n",
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       "<text text-anchor=\"start\" x=\"4551\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4541.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4539.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4517\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 228&#45;&gt;229 -->\n",
       "<g id=\"edge229\" class=\"edge\">\n",
       "<title>228&#45;&gt;229</title>\n",
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       "<!-- 230 -->\n",
       "<g id=\"node231\" class=\"node\">\n",
       "<title>230</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4771,-417.5C4771,-417.5 4679,-417.5 4679,-417.5 4673,-417.5 4667,-411.5 4667,-405.5 4667,-405.5 4667,-361.5 4667,-361.5 4667,-355.5 4673,-349.5 4679,-349.5 4679,-349.5 4771,-349.5 4771,-349.5 4777,-349.5 4783,-355.5 4783,-361.5 4783,-361.5 4783,-405.5 4783,-405.5 4783,-411.5 4777,-417.5 4771,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4697\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4687.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4685.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"4675\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 228&#45;&gt;230 -->\n",
       "<g id=\"edge230\" class=\"edge\">\n",
       "<title>228&#45;&gt;230</title>\n",
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       "<!-- 234 -->\n",
       "<g id=\"node235\" class=\"node\">\n",
       "<title>234</title>\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M5209,-663C5209,-663 5117,-663 5117,-663 5111,-663 5105,-657 5105,-651 5105,-651 5105,-592 5105,-592 5105,-586 5111,-580 5117,-580 5117,-580 5209,-580 5209,-580 5215,-580 5221,-586 5221,-592 5221,-592 5221,-651 5221,-651 5221,-657 5215,-663 5209,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"5127\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.077</text>\n",
       "<text text-anchor=\"start\" x=\"5131\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"5125.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"5123.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"5113\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 233&#45;&gt;234 -->\n",
       "<g id=\"edge234\" class=\"edge\">\n",
       "<title>233&#45;&gt;234</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5163,-698.91C5163,-690.65 5163,-681.86 5163,-673.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5166.5,-673.02 5163,-663.02 5159.5,-673.02 5166.5,-673.02\"/>\n",
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       "<!-- 241 -->\n",
       "<g id=\"node242\" class=\"node\">\n",
       "<title>241</title>\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M5355,-663C5355,-663 5263,-663 5263,-663 5257,-663 5251,-657 5251,-651 5251,-651 5251,-592 5251,-592 5251,-586 5257,-580 5263,-580 5263,-580 5355,-580 5355,-580 5361,-580 5367,-586 5367,-592 5367,-592 5367,-651 5367,-651 5367,-657 5361,-663 5355,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"5270.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.494</text>\n",
       "<text text-anchor=\"start\" x=\"5273.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"5271.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"5269.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"5259\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 233&#45;&gt;241 -->\n",
       "<g id=\"edge241\" class=\"edge\">\n",
       "<title>233&#45;&gt;241</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5213.65,-698.91C5225.54,-689.38 5238.31,-679.15 5250.51,-669.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5252.82,-672.01 5258.44,-663.02 5248.44,-666.54 5252.82,-672.01\"/>\n",
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       "<!-- 235 -->\n",
       "<g id=\"node236\" class=\"node\">\n",
       "<title>235</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M5063,-544C5063,-544 4971,-544 4971,-544 4965,-544 4959,-538 4959,-532 4959,-532 4959,-473 4959,-473 4959,-467 4965,-461 4971,-461 4971,-461 5063,-461 5063,-461 5069,-461 5075,-467 5075,-473 5075,-473 5075,-532 5075,-532 5075,-538 5069,-544 5063,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"4978.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.474</text>\n",
       "<text text-anchor=\"start\" x=\"4981.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"4979.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4977.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"4967\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 234&#45;&gt;235 -->\n",
       "<g id=\"edge235\" class=\"edge\">\n",
       "<title>234&#45;&gt;235</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5112.35,-579.91C5100.46,-570.38 5087.69,-560.15 5075.49,-550.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5077.56,-547.54 5067.56,-544.02 5073.18,-553.01 5077.56,-547.54\"/>\n",
       "</g>\n",
       "<!-- 238 -->\n",
       "<g id=\"node239\" class=\"node\">\n",
       "<title>238</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5221,-544C5221,-544 5105,-544 5105,-544 5099,-544 5093,-538 5093,-532 5093,-532 5093,-473 5093,-473 5093,-467 5099,-461 5105,-461 5105,-461 5221,-461 5221,-461 5227,-461 5233,-467 5233,-473 5233,-473 5233,-532 5233,-532 5233,-538 5227,-544 5221,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"5124.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.492</text>\n",
       "<text text-anchor=\"start\" x=\"5135\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5125.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5123.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"5101\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 234&#45;&gt;238 -->\n",
       "<g id=\"edge238\" class=\"edge\">\n",
       "<title>234&#45;&gt;238</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5163,-579.91C5163,-571.65 5163,-562.86 5163,-554.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5166.5,-554.02 5163,-544.02 5159.5,-554.02 5166.5,-554.02\"/>\n",
       "</g>\n",
       "<!-- 236 -->\n",
       "<g id=\"node237\" class=\"node\">\n",
       "<title>236</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4929,-417.5C4929,-417.5 4813,-417.5 4813,-417.5 4807,-417.5 4801,-411.5 4801,-405.5 4801,-405.5 4801,-361.5 4801,-361.5 4801,-355.5 4807,-349.5 4813,-349.5 4813,-349.5 4929,-349.5 4929,-349.5 4935,-349.5 4941,-355.5 4941,-361.5 4941,-361.5 4941,-405.5 4941,-405.5 4941,-411.5 4935,-417.5 4929,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4843\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4833.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4831.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"4809\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 235&#45;&gt;236 -->\n",
       "<g id=\"edge236\" class=\"edge\">\n",
       "<title>235&#45;&gt;236</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4966.35,-460.91C4951.47,-448.99 4935.23,-435.98 4920.44,-424.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4922.38,-421.19 4912.39,-417.67 4918,-426.65 4922.38,-421.19\"/>\n",
       "</g>\n",
       "<!-- 237 -->\n",
       "<g id=\"node238\" class=\"node\">\n",
       "<title>237</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5063,-417.5C5063,-417.5 4971,-417.5 4971,-417.5 4965,-417.5 4959,-411.5 4959,-405.5 4959,-405.5 4959,-361.5 4959,-361.5 4959,-355.5 4965,-349.5 4971,-349.5 4971,-349.5 5063,-349.5 5063,-349.5 5069,-349.5 5075,-355.5 5075,-361.5 5075,-361.5 5075,-405.5 5075,-405.5 5075,-411.5 5069,-417.5 5063,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4989\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4979.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4977.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"4967\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 235&#45;&gt;237 -->\n",
       "<g id=\"edge237\" class=\"edge\">\n",
       "<title>235&#45;&gt;237</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5017,-460.91C5017,-450.2 5017,-438.62 5017,-427.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5020.5,-427.67 5017,-417.67 5013.5,-427.67 5020.5,-427.67\"/>\n",
       "</g>\n",
       "<!-- 239 -->\n",
       "<g id=\"node240\" class=\"node\">\n",
       "<title>239</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5221,-417.5C5221,-417.5 5105,-417.5 5105,-417.5 5099,-417.5 5093,-411.5 5093,-405.5 5093,-405.5 5093,-361.5 5093,-361.5 5093,-355.5 5099,-349.5 5105,-349.5 5105,-349.5 5221,-349.5 5221,-349.5 5227,-349.5 5233,-355.5 5233,-361.5 5233,-361.5 5233,-405.5 5233,-405.5 5233,-411.5 5227,-417.5 5221,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5135\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5125.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5123.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5101\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 238&#45;&gt;239 -->\n",
       "<g id=\"edge239\" class=\"edge\">\n",
       "<title>238&#45;&gt;239</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5163,-460.91C5163,-450.2 5163,-438.62 5163,-427.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5166.5,-427.67 5163,-417.67 5159.5,-427.67 5166.5,-427.67\"/>\n",
       "</g>\n",
       "<!-- 240 -->\n",
       "<g id=\"node241\" class=\"node\">\n",
       "<title>240</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5355,-417.5C5355,-417.5 5263,-417.5 5263,-417.5 5257,-417.5 5251,-411.5 5251,-405.5 5251,-405.5 5251,-361.5 5251,-361.5 5251,-355.5 5257,-349.5 5263,-349.5 5263,-349.5 5355,-349.5 5355,-349.5 5361,-349.5 5367,-355.5 5367,-361.5 5367,-361.5 5367,-405.5 5367,-405.5 5367,-411.5 5361,-417.5 5355,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5281\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5271.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5269.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"5259\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 238&#45;&gt;240 -->\n",
       "<g id=\"edge240\" class=\"edge\">\n",
       "<title>238&#45;&gt;240</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5213.65,-460.91C5228.53,-448.99 5244.77,-435.98 5259.56,-424.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5262,-426.65 5267.61,-417.67 5257.62,-421.19 5262,-426.65\"/>\n",
       "</g>\n",
       "<!-- 242 -->\n",
       "<g id=\"node243\" class=\"node\">\n",
       "<title>242</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5355,-536.5C5355,-536.5 5263,-536.5 5263,-536.5 5257,-536.5 5251,-530.5 5251,-524.5 5251,-524.5 5251,-480.5 5251,-480.5 5251,-474.5 5257,-468.5 5263,-468.5 5263,-468.5 5355,-468.5 5355,-468.5 5361,-468.5 5367,-474.5 5367,-480.5 5367,-480.5 5367,-524.5 5367,-524.5 5367,-530.5 5361,-536.5 5355,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5281\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5271.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5269.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"5259\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 241&#45;&gt;242 -->\n",
       "<g id=\"edge242\" class=\"edge\">\n",
       "<title>241&#45;&gt;242</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5309,-579.91C5309,-569.2 5309,-557.62 5309,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5312.5,-546.67 5309,-536.67 5305.5,-546.67 5312.5,-546.67\"/>\n",
       "</g>\n",
       "<!-- 243 -->\n",
       "<g id=\"node244\" class=\"node\">\n",
       "<title>243</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M5489,-544C5489,-544 5397,-544 5397,-544 5391,-544 5385,-538 5385,-532 5385,-532 5385,-473 5385,-473 5385,-467 5391,-461 5397,-461 5397,-461 5489,-461 5489,-461 5495,-461 5501,-467 5501,-473 5501,-473 5501,-532 5501,-532 5501,-538 5495,-544 5489,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"5404.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.489</text>\n",
       "<text text-anchor=\"start\" x=\"5407.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"5405.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"5403.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"5393\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 241&#45;&gt;243 -->\n",
       "<g id=\"edge243\" class=\"edge\">\n",
       "<title>241&#45;&gt;243</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5355.49,-579.91C5366.3,-570.47 5377.9,-560.34 5389,-550.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5391.36,-553.23 5396.59,-544.02 5386.76,-547.96 5391.36,-553.23\"/>\n",
       "</g>\n",
       "<!-- 244 -->\n",
       "<g id=\"node245\" class=\"node\">\n",
       "<title>244</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5513,-417.5C5513,-417.5 5397,-417.5 5397,-417.5 5391,-417.5 5385,-411.5 5385,-405.5 5385,-405.5 5385,-361.5 5385,-361.5 5385,-355.5 5391,-349.5 5397,-349.5 5397,-349.5 5513,-349.5 5513,-349.5 5519,-349.5 5525,-355.5 5525,-361.5 5525,-361.5 5525,-405.5 5525,-405.5 5525,-411.5 5519,-417.5 5513,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5427\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5417.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5415.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5393\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 243&#45;&gt;244 -->\n",
       "<g id=\"edge244\" class=\"edge\">\n",
       "<title>243&#45;&gt;244</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5447.16,-460.91C5448.26,-450.2 5449.45,-438.62 5450.56,-427.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5454.06,-427.97 5451.6,-417.67 5447.1,-427.26 5454.06,-427.97\"/>\n",
       "</g>\n",
       "<!-- 245 -->\n",
       "<g id=\"node246\" class=\"node\">\n",
       "<title>245</title>\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M5647,-417.5C5647,-417.5 5555,-417.5 5555,-417.5 5549,-417.5 5543,-411.5 5543,-405.5 5543,-405.5 5543,-361.5 5543,-361.5 5543,-355.5 5549,-349.5 5555,-349.5 5555,-349.5 5647,-349.5 5647,-349.5 5653,-349.5 5659,-355.5 5659,-361.5 5659,-361.5 5659,-405.5 5659,-405.5 5659,-411.5 5653,-417.5 5647,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5569\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"5563.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5561.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"5551\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 243&#45;&gt;245 -->\n",
       "<g id=\"edge245\" class=\"edge\">\n",
       "<title>243&#45;&gt;245</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5497.82,-460.91C5514.06,-448.88 5531.81,-435.73 5547.94,-423.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5550.26,-426.43 5556.21,-417.67 5546.09,-420.81 5550.26,-426.43\"/>\n",
       "</g>\n",
       "<!-- 248 -->\n",
       "<g id=\"node249\" class=\"node\">\n",
       "<title>248</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5407,-893.5C5407,-893.5 5291,-893.5 5291,-893.5 5285,-893.5 5279,-887.5 5279,-881.5 5279,-881.5 5279,-837.5 5279,-837.5 5279,-831.5 5285,-825.5 5291,-825.5 5291,-825.5 5407,-825.5 5407,-825.5 5413,-825.5 5419,-831.5 5419,-837.5 5419,-837.5 5419,-881.5 5419,-881.5 5419,-887.5 5413,-893.5 5407,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5321\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5311.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"5306.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5287\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 247&#45;&gt;248 -->\n",
       "<g id=\"edge248\" class=\"edge\">\n",
       "<title>247&#45;&gt;248</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5349,-936.91C5349,-926.2 5349,-914.62 5349,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5352.5,-903.67 5349,-893.67 5345.5,-903.67 5352.5,-903.67\"/>\n",
       "</g>\n",
       "<!-- 249 -->\n",
       "<g id=\"node250\" class=\"node\">\n",
       "<title>249</title>\n",
       "<path fill=\"#f0b68c\" stroke=\"black\" d=\"M5586,-901C5586,-901 5470,-901 5470,-901 5464,-901 5458,-895 5458,-889 5458,-889 5458,-830 5458,-830 5458,-824 5464,-818 5470,-818 5470,-818 5586,-818 5586,-818 5592,-818 5598,-824 5598,-830 5598,-830 5598,-889 5598,-889 5598,-895 5592,-901 5586,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"5492\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.484</text>\n",
       "<text text-anchor=\"start\" x=\"5492.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.417</text>\n",
       "<text text-anchor=\"start\" x=\"5487\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"5485\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"5466\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 247&#45;&gt;249 -->\n",
       "<g id=\"edge249\" class=\"edge\">\n",
       "<title>247&#45;&gt;249</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5411.1,-936.91C5426.1,-927.11 5442.23,-916.56 5457.57,-906.53\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5459.55,-909.42 5466.01,-901.02 5455.72,-903.56 5459.55,-909.42\"/>\n",
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       "<!-- 250 -->\n",
       "<g id=\"node251\" class=\"node\">\n",
       "<title>250</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5586,-774.5C5586,-774.5 5470,-774.5 5470,-774.5 5464,-774.5 5458,-768.5 5458,-762.5 5458,-762.5 5458,-718.5 5458,-718.5 5458,-712.5 5464,-706.5 5470,-706.5 5470,-706.5 5586,-706.5 5586,-706.5 5592,-706.5 5598,-712.5 5598,-718.5 5598,-718.5 5598,-762.5 5598,-762.5 5598,-768.5 5592,-774.5 5586,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5500\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5490.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"5488.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5466\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 249&#45;&gt;250 -->\n",
       "<g id=\"edge250\" class=\"edge\">\n",
       "<title>249&#45;&gt;250</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5528,-817.91C5528,-807.2 5528,-795.62 5528,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5531.5,-784.67 5528,-774.67 5524.5,-784.67 5531.5,-784.67\"/>\n",
       "</g>\n",
       "<!-- 251 -->\n",
       "<g id=\"node252\" class=\"node\">\n",
       "<title>251</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M5787,-782C5787,-782 5671,-782 5671,-782 5665,-782 5659,-776 5659,-770 5659,-770 5659,-711 5659,-711 5659,-705 5665,-699 5671,-699 5671,-699 5787,-699 5787,-699 5793,-699 5799,-705 5799,-711 5799,-711 5799,-770 5799,-770 5799,-776 5793,-782 5787,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"5690.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.489</text>\n",
       "<text text-anchor=\"start\" x=\"5697\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"5688\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"5686\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"5667\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 249&#45;&gt;251 -->\n",
       "<g id=\"edge251\" class=\"edge\">\n",
       "<title>249&#45;&gt;251</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5597.74,-817.91C5614.73,-808.02 5633.02,-797.37 5650.4,-787.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5652.51,-790.08 5659.39,-782.02 5648.98,-784.03 5652.51,-790.08\"/>\n",
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       "<!-- 252 -->\n",
       "<g id=\"node253\" class=\"node\">\n",
       "<title>252</title>\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M5775,-663C5775,-663 5683,-663 5683,-663 5677,-663 5671,-657 5671,-651 5671,-651 5671,-592 5671,-592 5671,-586 5677,-580 5683,-580 5683,-580 5775,-580 5775,-580 5781,-580 5787,-586 5787,-592 5787,-592 5787,-651 5787,-651 5787,-657 5781,-663 5775,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"5697\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.93</text>\n",
       "<text text-anchor=\"start\" x=\"5693.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"5691.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"5689.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"5679\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 251&#45;&gt;252 -->\n",
       "<g id=\"edge252\" class=\"edge\">\n",
       "<title>251&#45;&gt;252</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5729,-698.91C5729,-690.65 5729,-681.86 5729,-673.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5732.5,-673.02 5729,-663.02 5725.5,-673.02 5732.5,-673.02\"/>\n",
       "</g>\n",
       "<!-- 255 -->\n",
       "<g id=\"node256\" class=\"node\">\n",
       "<title>255</title>\n",
       "<path fill=\"#f1ba93\" stroke=\"black\" d=\"M5939,-663C5939,-663 5823,-663 5823,-663 5817,-663 5811,-657 5811,-651 5811,-651 5811,-592 5811,-592 5811,-586 5817,-580 5823,-580 5823,-580 5939,-580 5939,-580 5945,-580 5951,-586 5951,-592 5951,-592 5951,-651 5951,-651 5951,-657 5945,-663 5939,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"5841.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IsAlone ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5849\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\n",
       "<text text-anchor=\"start\" x=\"5840\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"5838.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"5819\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 251&#45;&gt;255 -->\n",
       "<g id=\"edge255\" class=\"edge\">\n",
       "<title>251&#45;&gt;255</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5781.74,-698.91C5794.12,-689.38 5807.41,-679.15 5820.11,-669.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5822.57,-671.89 5828.36,-663.02 5818.3,-666.35 5822.57,-671.89\"/>\n",
       "</g>\n",
       "<!-- 253 -->\n",
       "<g id=\"node254\" class=\"node\">\n",
       "<title>253</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5647,-536.5C5647,-536.5 5531,-536.5 5531,-536.5 5525,-536.5 5519,-530.5 5519,-524.5 5519,-524.5 5519,-480.5 5519,-480.5 5519,-474.5 5525,-468.5 5531,-468.5 5531,-468.5 5647,-468.5 5647,-468.5 5653,-468.5 5659,-474.5 5659,-480.5 5659,-480.5 5659,-524.5 5659,-524.5 5659,-530.5 5653,-536.5 5647,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5561\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5551.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5549.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"5527\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 252&#45;&gt;253 -->\n",
       "<g id=\"edge253\" class=\"edge\">\n",
       "<title>252&#45;&gt;253</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5680.43,-579.91C5666.17,-567.99 5650.59,-554.98 5636.41,-543.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5638.6,-540.39 5628.69,-536.67 5634.12,-545.77 5638.6,-540.39\"/>\n",
       "</g>\n",
       "<!-- 254 -->\n",
       "<g id=\"node255\" class=\"node\">\n",
       "<title>254</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5781,-536.5C5781,-536.5 5689,-536.5 5689,-536.5 5683,-536.5 5677,-530.5 5677,-524.5 5677,-524.5 5677,-480.5 5677,-480.5 5677,-474.5 5683,-468.5 5689,-468.5 5689,-468.5 5781,-468.5 5781,-468.5 5787,-468.5 5793,-474.5 5793,-480.5 5793,-480.5 5793,-524.5 5793,-524.5 5793,-530.5 5787,-536.5 5781,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5707\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5697.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5695.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"5685\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 252&#45;&gt;254 -->\n",
       "<g id=\"edge254\" class=\"edge\">\n",
       "<title>252&#45;&gt;254</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5731.08,-579.91C5731.63,-569.2 5732.22,-557.62 5732.78,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5736.28,-546.83 5733.3,-536.67 5729.29,-546.47 5736.28,-546.83\"/>\n",
       "</g>\n",
       "<!-- 256 -->\n",
       "<g id=\"node257\" class=\"node\">\n",
       "<title>256</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5939,-544C5939,-544 5823,-544 5823,-544 5817,-544 5811,-538 5811,-532 5811,-532 5811,-473 5811,-473 5811,-467 5817,-461 5823,-461 5823,-461 5939,-461 5939,-461 5945,-461 5951,-467 5951,-473 5951,-473 5951,-532 5951,-532 5951,-538 5945,-544 5939,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"5842.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.358</text>\n",
       "<text text-anchor=\"start\" x=\"5853\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5843.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"5841.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"5819\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 255&#45;&gt;256 -->\n",
       "<g id=\"edge256\" class=\"edge\">\n",
       "<title>255&#45;&gt;256</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5881,-579.91C5881,-571.65 5881,-562.86 5881,-554.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5884.5,-554.02 5881,-544.02 5877.5,-554.02 5884.5,-554.02\"/>\n",
       "</g>\n",
       "<!-- 263 -->\n",
       "<g id=\"node264\" class=\"node\">\n",
       "<title>263</title>\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M6097,-544C6097,-544 5981,-544 5981,-544 5975,-544 5969,-538 5969,-532 5969,-532 5969,-473 5969,-473 5969,-467 5975,-461 5981,-461 5981,-461 6097,-461 6097,-461 6103,-461 6109,-467 6109,-473 6109,-473 6109,-532 6109,-532 6109,-538 6103,-544 6097,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"6003\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.395</text>\n",
       "<text text-anchor=\"start\" x=\"6003.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"6001.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"5999.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"5977\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 255&#45;&gt;263 -->\n",
       "<g id=\"edge263\" class=\"edge\">\n",
       "<title>255&#45;&gt;263</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5935.82,-579.91C5948.81,-570.29 5962.76,-559.95 5976.08,-550.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5978.33,-552.78 5984.28,-544.02 5974.16,-547.16 5978.33,-552.78\"/>\n",
       "</g>\n",
       "<!-- 257 -->\n",
       "<g id=\"node258\" class=\"node\">\n",
       "<title>257</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5781,-417.5C5781,-417.5 5689,-417.5 5689,-417.5 5683,-417.5 5677,-411.5 5677,-405.5 5677,-405.5 5677,-361.5 5677,-361.5 5677,-355.5 5683,-349.5 5689,-349.5 5689,-349.5 5781,-349.5 5781,-349.5 5787,-349.5 5793,-355.5 5793,-361.5 5793,-361.5 5793,-405.5 5793,-405.5 5793,-411.5 5787,-417.5 5781,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5707\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5697.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5695.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"5685\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 256&#45;&gt;257 -->\n",
       "<g id=\"edge257\" class=\"edge\">\n",
       "<title>256&#45;&gt;257</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5830.35,-460.91C5815.47,-448.99 5799.23,-435.98 5784.44,-424.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5786.38,-421.19 5776.39,-417.67 5782,-426.65 5786.38,-421.19\"/>\n",
       "</g>\n",
       "<!-- 258 -->\n",
       "<g id=\"node259\" class=\"node\">\n",
       "<title>258</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M5939,-425C5939,-425 5823,-425 5823,-425 5817,-425 5811,-419 5811,-413 5811,-413 5811,-354 5811,-354 5811,-348 5817,-342 5823,-342 5823,-342 5939,-342 5939,-342 5945,-342 5951,-348 5951,-354 5951,-354 5951,-413 5951,-413 5951,-419 5945,-425 5939,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"5830.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 4.0</text>\n",
       "<text text-anchor=\"start\" x=\"5845.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"5843.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"5841.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"5819\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 256&#45;&gt;258 -->\n",
       "<g id=\"edge258\" class=\"edge\">\n",
       "<title>256&#45;&gt;258</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5881,-460.91C5881,-452.65 5881,-443.86 5881,-435.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5884.5,-435.02 5881,-425.02 5877.5,-435.02 5884.5,-435.02\"/>\n",
       "</g>\n",
       "<!-- 259 -->\n",
       "<g id=\"node260\" class=\"node\">\n",
       "<title>259</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5781,-306C5781,-306 5665,-306 5665,-306 5659,-306 5653,-300 5653,-294 5653,-294 5653,-235 5653,-235 5653,-229 5659,-223 5665,-223 5665,-223 5781,-223 5781,-223 5787,-223 5793,-229 5793,-235 5793,-235 5793,-294 5793,-294 5793,-300 5787,-306 5781,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"5689\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5695\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5685.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5683.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"5661\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 258&#45;&gt;259 -->\n",
       "<g id=\"edge259\" class=\"edge\">\n",
       "<title>258&#45;&gt;259</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5826.18,-341.91C5813.19,-332.29 5799.24,-321.95 5785.92,-312.09\"/>\n",
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       "</g>\n",
       "<!-- 262 -->\n",
       "<g id=\"node263\" class=\"node\">\n",
       "<title>262</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5939,-298.5C5939,-298.5 5823,-298.5 5823,-298.5 5817,-298.5 5811,-292.5 5811,-286.5 5811,-286.5 5811,-242.5 5811,-242.5 5811,-236.5 5817,-230.5 5823,-230.5 5823,-230.5 5939,-230.5 5939,-230.5 5945,-230.5 5951,-236.5 5951,-242.5 5951,-242.5 5951,-286.5 5951,-286.5 5951,-292.5 5945,-298.5 5939,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5853\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5843.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5841.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5819\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 258&#45;&gt;262 -->\n",
       "<g id=\"edge262\" class=\"edge\">\n",
       "<title>258&#45;&gt;262</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5881,-341.91C5881,-331.2 5881,-319.62 5881,-308.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5884.5,-308.67 5881,-298.67 5877.5,-308.67 5884.5,-308.67\"/>\n",
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       "<!-- 260 -->\n",
       "<g id=\"node261\" class=\"node\">\n",
       "<title>260</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5734,-179.5C5734,-179.5 5642,-179.5 5642,-179.5 5636,-179.5 5630,-173.5 5630,-167.5 5630,-167.5 5630,-123.5 5630,-123.5 5630,-117.5 5636,-111.5 5642,-111.5 5642,-111.5 5734,-111.5 5734,-111.5 5740,-111.5 5746,-117.5 5746,-123.5 5746,-123.5 5746,-167.5 5746,-167.5 5746,-173.5 5740,-179.5 5734,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5660\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5650.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5648.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"5638\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 259&#45;&gt;260 -->\n",
       "<g id=\"edge260\" class=\"edge\">\n",
       "<title>259&#45;&gt;260</title>\n",
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       "</g>\n",
       "<!-- 261 -->\n",
       "<g id=\"node262\" class=\"node\">\n",
       "<title>261</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5892,-179.5C5892,-179.5 5776,-179.5 5776,-179.5 5770,-179.5 5764,-173.5 5764,-167.5 5764,-167.5 5764,-123.5 5764,-123.5 5764,-117.5 5770,-111.5 5776,-111.5 5776,-111.5 5892,-111.5 5892,-111.5 5898,-111.5 5904,-117.5 5904,-123.5 5904,-123.5 5904,-167.5 5904,-167.5 5904,-173.5 5898,-179.5 5892,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5806\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5796.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5794.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5772\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 259&#45;&gt;261 -->\n",
       "<g id=\"edge261\" class=\"edge\">\n",
       "<title>259&#45;&gt;261</title>\n",
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       "</g>\n",
       "<!-- 264 -->\n",
       "<g id=\"node265\" class=\"node\">\n",
       "<title>264</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M6097,-425C6097,-425 5981,-425 5981,-425 5975,-425 5969,-419 5969,-413 5969,-413 5969,-354 5969,-354 5969,-348 5975,-342 5981,-342 5981,-342 6097,-342 6097,-342 6103,-342 6109,-348 6109,-354 6109,-354 6109,-413 6109,-413 6109,-419 6103,-425 6097,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"6000.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.482</text>\n",
       "<text text-anchor=\"start\" x=\"6003.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"6001.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"5999.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"5977\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 263&#45;&gt;264 -->\n",
       "<g id=\"edge264\" class=\"edge\">\n",
       "<title>263&#45;&gt;264</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6039,-460.91C6039,-452.65 6039,-443.86 6039,-435.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6042.5,-435.02 6039,-425.02 6035.5,-435.02 6042.5,-435.02\"/>\n",
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       "<!-- 269 -->\n",
       "<g id=\"node270\" class=\"node\">\n",
       "<title>269</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6255,-417.5C6255,-417.5 6139,-417.5 6139,-417.5 6133,-417.5 6127,-411.5 6127,-405.5 6127,-405.5 6127,-361.5 6127,-361.5 6127,-355.5 6133,-349.5 6139,-349.5 6139,-349.5 6255,-349.5 6255,-349.5 6261,-349.5 6267,-355.5 6267,-361.5 6267,-361.5 6267,-405.5 6267,-405.5 6267,-411.5 6261,-417.5 6255,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6169\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6159.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"6157.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6135\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 263&#45;&gt;269 -->\n",
       "<g id=\"edge269\" class=\"edge\">\n",
       "<title>263&#45;&gt;269</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6093.82,-460.91C6110.06,-448.88 6127.81,-435.73 6143.94,-423.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6146.26,-426.43 6152.21,-417.67 6142.09,-420.81 6146.26,-426.43\"/>\n",
       "</g>\n",
       "<!-- 265 -->\n",
       "<g id=\"node266\" class=\"node\">\n",
       "<title>265</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M6097,-306C6097,-306 5981,-306 5981,-306 5975,-306 5969,-300 5969,-294 5969,-294 5969,-235 5969,-235 5969,-229 5975,-223 5981,-223 5981,-223 6097,-223 6097,-223 6103,-223 6109,-229 6109,-235 6109,-235 6109,-294 6109,-294 6109,-300 6103,-306 6097,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"6003\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.163</text>\n",
       "<text text-anchor=\"start\" x=\"6011\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6001.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5999.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"5977\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 264&#45;&gt;265 -->\n",
       "<g id=\"edge265\" class=\"edge\">\n",
       "<title>264&#45;&gt;265</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6039,-341.91C6039,-333.65 6039,-324.86 6039,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6042.5,-316.02 6039,-306.02 6035.5,-316.02 6042.5,-316.02\"/>\n",
       "</g>\n",
       "<!-- 268 -->\n",
       "<g id=\"node269\" class=\"node\">\n",
       "<title>268</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6255,-298.5C6255,-298.5 6139,-298.5 6139,-298.5 6133,-298.5 6127,-292.5 6127,-286.5 6127,-286.5 6127,-242.5 6127,-242.5 6127,-236.5 6133,-230.5 6139,-230.5 6139,-230.5 6255,-230.5 6255,-230.5 6261,-230.5 6267,-236.5 6267,-242.5 6267,-242.5 6267,-286.5 6267,-286.5 6267,-292.5 6261,-298.5 6255,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6169\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6159.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"6157.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6135\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 264&#45;&gt;268 -->\n",
       "<g id=\"edge268\" class=\"edge\">\n",
       "<title>264&#45;&gt;268</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6093.82,-341.91C6110.06,-329.88 6127.81,-316.73 6143.94,-304.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6146.26,-307.43 6152.21,-298.67 6142.09,-301.81 6146.26,-307.43\"/>\n",
       "</g>\n",
       "<!-- 266 -->\n",
       "<g id=\"node267\" class=\"node\">\n",
       "<title>266</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6062,-179.5C6062,-179.5 5946,-179.5 5946,-179.5 5940,-179.5 5934,-173.5 5934,-167.5 5934,-167.5 5934,-123.5 5934,-123.5 5934,-117.5 5940,-111.5 5946,-111.5 5946,-111.5 6062,-111.5 6062,-111.5 6068,-111.5 6074,-117.5 6074,-123.5 6074,-123.5 6074,-167.5 6074,-167.5 6074,-173.5 6068,-179.5 6062,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5976\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5966.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5964.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"5942\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 265&#45;&gt;266 -->\n",
       "<g id=\"edge266\" class=\"edge\">\n",
       "<title>265&#45;&gt;266</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6026.86,-222.91C6023.62,-212.09 6020.12,-200.38 6016.85,-189.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6020.14,-188.24 6013.92,-179.67 6013.43,-190.25 6020.14,-188.24\"/>\n",
       "</g>\n",
       "<!-- 267 -->\n",
       "<g id=\"node268\" class=\"node\">\n",
       "<title>267</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6196,-179.5C6196,-179.5 6104,-179.5 6104,-179.5 6098,-179.5 6092,-173.5 6092,-167.5 6092,-167.5 6092,-123.5 6092,-123.5 6092,-117.5 6098,-111.5 6104,-111.5 6104,-111.5 6196,-111.5 6196,-111.5 6202,-111.5 6208,-117.5 6208,-123.5 6208,-123.5 6208,-167.5 6208,-167.5 6208,-173.5 6202,-179.5 6196,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6122\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6112.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"6110.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"6100\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 265&#45;&gt;267 -->\n",
       "<g id=\"edge267\" class=\"edge\">\n",
       "<title>265&#45;&gt;267</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6077.51,-222.91C6088.5,-211.32 6100.48,-198.7 6111.47,-187.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6114.19,-189.33 6118.53,-179.67 6109.11,-184.51 6114.19,-189.33\"/>\n",
       "</g>\n",
       "<!-- 273 -->\n",
       "<g id=\"node274\" class=\"node\">\n",
       "<title>273</title>\n",
       "<path fill=\"#fefbf9\" stroke=\"black\" d=\"M7136,-1615C7136,-1615 7020,-1615 7020,-1615 7014,-1615 7008,-1609 7008,-1603 7008,-1603 7008,-1544 7008,-1544 7008,-1538 7014,-1532 7020,-1532 7020,-1532 7136,-1532 7136,-1532 7142,-1532 7148,-1538 7148,-1544 7148,-1544 7148,-1603 7148,-1603 7148,-1609 7142,-1615 7136,-1615\"/>\n",
       "<text text-anchor=\"start\" x=\"7027.5\" y=\"-1599.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 2.5</text>\n",
       "<text text-anchor=\"start\" x=\"7050\" y=\"-1584.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7037\" y=\"-1569.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 82</text>\n",
       "<text text-anchor=\"start\" x=\"7031\" y=\"-1554.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 65]</text>\n",
       "<text text-anchor=\"start\" x=\"7016\" y=\"-1539.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 272&#45;&gt;273 -->\n",
       "<g id=\"edge273\" class=\"edge\">\n",
       "<title>272&#45;&gt;273</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7078,-1650.91C7078,-1642.65 7078,-1633.86 7078,-1625.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7081.5,-1625.02 7078,-1615.02 7074.5,-1625.02 7081.5,-1625.02\"/>\n",
       "</g>\n",
       "<!-- 360 -->\n",
       "<g id=\"node361\" class=\"node\">\n",
       "<title>360</title>\n",
       "<path fill=\"#e78c4b\" stroke=\"black\" d=\"M7774,-1615C7774,-1615 7658,-1615 7658,-1615 7652,-1615 7646,-1609 7646,-1603 7646,-1603 7646,-1544 7646,-1544 7646,-1538 7652,-1532 7658,-1532 7658,-1532 7774,-1532 7774,-1532 7780,-1532 7786,-1538 7786,-1544 7786,-1544 7786,-1603 7786,-1603 7786,-1609 7780,-1615 7774,-1615\"/>\n",
       "<text text-anchor=\"start\" x=\"7665.5\" y=\"-1599.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 6.5</text>\n",
       "<text text-anchor=\"start\" x=\"7680.5\" y=\"-1584.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
       "<text text-anchor=\"start\" x=\"7675\" y=\"-1569.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"7673\" y=\"-1554.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7654\" y=\"-1539.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 272&#45;&gt;360 -->\n",
       "<g id=\"edge360\" class=\"edge\">\n",
       "<title>272&#45;&gt;360</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7148.1,-1678.64C7267.55,-1656.74 7509.81,-1612.31 7635.81,-1589.21\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7636.58,-1592.62 7645.78,-1587.38 7635.31,-1585.74 7636.58,-1592.62\"/>\n",
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       "<!-- 274 -->\n",
       "<g id=\"node275\" class=\"node\">\n",
       "<title>274</title>\n",
       "<path fill=\"#fae5d7\" stroke=\"black\" d=\"M6981,-1496C6981,-1496 6865,-1496 6865,-1496 6859,-1496 6853,-1490 6853,-1484 6853,-1484 6853,-1425 6853,-1425 6853,-1419 6859,-1413 6865,-1413 6865,-1413 6981,-1413 6981,-1413 6987,-1413 6993,-1419 6993,-1425 6993,-1425 6993,-1484 6993,-1484 6993,-1490 6987,-1496 6981,-1496\"/>\n",
       "<text text-anchor=\"start\" x=\"6884.5\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.503</text>\n",
       "<text text-anchor=\"start\" x=\"6887.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.494</text>\n",
       "<text text-anchor=\"start\" x=\"6882\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\n",
       "<text text-anchor=\"start\" x=\"6876\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 43]</text>\n",
       "<text text-anchor=\"start\" x=\"6861\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 273&#45;&gt;274 -->\n",
       "<g id=\"edge274\" class=\"edge\">\n",
       "<title>273&#45;&gt;274</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7024.22,-1531.91C7011.48,-1522.29 6997.79,-1511.95 6984.72,-1502.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6986.77,-1499.25 6976.68,-1496.02 6982.55,-1504.84 6986.77,-1499.25\"/>\n",
       "</g>\n",
       "<!-- 327 -->\n",
       "<g id=\"node328\" class=\"node\">\n",
       "<title>327</title>\n",
       "<path fill=\"#aed7f4\" stroke=\"black\" d=\"M7279,-1496C7279,-1496 7187,-1496 7187,-1496 7181,-1496 7175,-1490 7175,-1484 7175,-1484 7175,-1425 7175,-1425 7175,-1419 7181,-1413 7187,-1413 7187,-1413 7279,-1413 7279,-1413 7285,-1413 7291,-1419 7291,-1425 7291,-1425 7291,-1484 7291,-1484 7291,-1490 7285,-1496 7279,-1496\"/>\n",
       "<text text-anchor=\"start\" x=\"7199\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7197.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.467</text>\n",
       "<text text-anchor=\"start\" x=\"7192\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"7186\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 22]</text>\n",
       "<text text-anchor=\"start\" x=\"7183\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 273&#45;&gt;327 -->\n",
       "<g id=\"edge327\" class=\"edge\">\n",
       "<title>273&#45;&gt;327</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7131.78,-1531.91C7144.52,-1522.29 7158.21,-1511.95 7171.28,-1502.09\"/>\n",
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       "<!-- 275 -->\n",
       "<g id=\"node276\" class=\"node\">\n",
       "<title>275</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6823,-1369.5C6823,-1369.5 6731,-1369.5 6731,-1369.5 6725,-1369.5 6719,-1363.5 6719,-1357.5 6719,-1357.5 6719,-1313.5 6719,-1313.5 6719,-1307.5 6725,-1301.5 6731,-1301.5 6731,-1301.5 6823,-1301.5 6823,-1301.5 6829,-1301.5 6835,-1307.5 6835,-1313.5 6835,-1313.5 6835,-1357.5 6835,-1357.5 6835,-1363.5 6829,-1369.5 6823,-1369.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6749\" y=\"-1354.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6739.5\" y=\"-1339.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"6737.5\" y=\"-1324.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"6727\" y=\"-1309.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 274&#45;&gt;275 -->\n",
       "<g id=\"edge275\" class=\"edge\">\n",
       "<title>274&#45;&gt;275</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6872.35,-1412.91C6857.47,-1400.99 6841.23,-1387.98 6826.44,-1376.12\"/>\n",
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       "<!-- 276 -->\n",
       "<g id=\"node277\" class=\"node\">\n",
       "<title>276</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M6981,-1377C6981,-1377 6865,-1377 6865,-1377 6859,-1377 6853,-1371 6853,-1365 6853,-1365 6853,-1306 6853,-1306 6853,-1300 6859,-1294 6865,-1294 6865,-1294 6981,-1294 6981,-1294 6987,-1294 6993,-1300 6993,-1306 6993,-1306 6993,-1365 6993,-1365 6993,-1371 6987,-1377 6981,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"6893.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">body ≤ inf</text>\n",
       "<text text-anchor=\"start\" x=\"6891\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"6882\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 55</text>\n",
       "<text text-anchor=\"start\" x=\"6876\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 36]</text>\n",
       "<text text-anchor=\"start\" x=\"6861\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 274&#45;&gt;276 -->\n",
       "<g id=\"edge276\" class=\"edge\">\n",
       "<title>274&#45;&gt;276</title>\n",
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       "<!-- 277 -->\n",
       "<g id=\"node278\" class=\"node\">\n",
       "<title>277</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6823,-1250.5C6823,-1250.5 6707,-1250.5 6707,-1250.5 6701,-1250.5 6695,-1244.5 6695,-1238.5 6695,-1238.5 6695,-1194.5 6695,-1194.5 6695,-1188.5 6701,-1182.5 6707,-1182.5 6707,-1182.5 6823,-1182.5 6823,-1182.5 6829,-1182.5 6835,-1188.5 6835,-1194.5 6835,-1194.5 6835,-1238.5 6835,-1238.5 6835,-1244.5 6829,-1250.5 6823,-1250.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6737\" y=\"-1235.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6727.5\" y=\"-1220.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6725.5\" y=\"-1205.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6703\" y=\"-1190.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 276&#45;&gt;277 -->\n",
       "<g id=\"edge277\" class=\"edge\">\n",
       "<title>276&#45;&gt;277</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6868.18,-1293.91C6851.94,-1281.88 6834.19,-1268.73 6818.06,-1256.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6819.91,-1253.81 6809.79,-1250.67 6815.74,-1259.43 6819.91,-1253.81\"/>\n",
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       "<!-- 278 -->\n",
       "<g id=\"node279\" class=\"node\">\n",
       "<title>278</title>\n",
       "<path fill=\"#f7dac5\" stroke=\"black\" d=\"M6981,-1258C6981,-1258 6865,-1258 6865,-1258 6859,-1258 6853,-1252 6853,-1246 6853,-1246 6853,-1187 6853,-1187 6853,-1181 6859,-1175 6865,-1175 6865,-1175 6981,-1175 6981,-1175 6987,-1175 6993,-1181 6993,-1187 6993,-1187 6993,-1246 6993,-1246 6993,-1252 6987,-1258 6981,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"6883.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IsAlone ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6887.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.485</text>\n",
       "<text text-anchor=\"start\" x=\"6882\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\n",
       "<text text-anchor=\"start\" x=\"6865\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [51.0, 36.0]</text>\n",
       "<text text-anchor=\"start\" x=\"6861\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 276&#45;&gt;278 -->\n",
       "<g id=\"edge278\" class=\"edge\">\n",
       "<title>276&#45;&gt;278</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6923,-1293.91C6923,-1285.65 6923,-1276.86 6923,-1268.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6926.5,-1268.02 6923,-1258.02 6919.5,-1268.02 6926.5,-1268.02\"/>\n",
       "</g>\n",
       "<!-- 279 -->\n",
       "<g id=\"node280\" class=\"node\">\n",
       "<title>279</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M6617,-1139C6617,-1139 6501,-1139 6501,-1139 6495,-1139 6489,-1133 6489,-1127 6489,-1127 6489,-1068 6489,-1068 6489,-1062 6495,-1056 6501,-1056 6501,-1056 6617,-1056 6617,-1056 6623,-1056 6629,-1062 6629,-1068 6629,-1068 6629,-1127 6629,-1127 6629,-1133 6623,-1139 6617,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"6521\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.775</text>\n",
       "<text text-anchor=\"start\" x=\"6531\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6518\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"6512\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 14]</text>\n",
       "<text text-anchor=\"start\" x=\"6497\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 278&#45;&gt;279 -->\n",
       "<g id=\"edge279\" class=\"edge\">\n",
       "<title>278&#45;&gt;279</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6852.7,-1178.53C6849.79,-1177.29 6846.88,-1176.11 6844,-1175 6776.56,-1149 6696.89,-1128.42 6638.95,-1115.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6639.65,-1111.76 6629.12,-1112.96 6638.11,-1118.58 6639.65,-1111.76\"/>\n",
       "</g>\n",
       "<!-- 290 -->\n",
       "<g id=\"node291\" class=\"node\">\n",
       "<title>290</title>\n",
       "<path fill=\"#f4ccaf\" stroke=\"black\" d=\"M6981,-1139C6981,-1139 6865,-1139 6865,-1139 6859,-1139 6853,-1133 6853,-1127 6853,-1127 6853,-1068 6853,-1068 6853,-1062 6859,-1056 6865,-1056 6865,-1056 6981,-1056 6981,-1056 6987,-1056 6993,-1062 6993,-1068 6993,-1068 6993,-1127 6993,-1127 6993,-1133 6987,-1139 6981,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"6888.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.31</text>\n",
       "<text text-anchor=\"start\" x=\"6887.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.468</text>\n",
       "<text text-anchor=\"start\" x=\"6882\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\n",
       "<text text-anchor=\"start\" x=\"6876\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 22]</text>\n",
       "<text text-anchor=\"start\" x=\"6861\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 278&#45;&gt;290 -->\n",
       "<g id=\"edge290\" class=\"edge\">\n",
       "<title>278&#45;&gt;290</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6923,-1174.91C6923,-1166.65 6923,-1157.86 6923,-1149.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6926.5,-1149.02 6923,-1139.02 6919.5,-1149.02 6926.5,-1149.02\"/>\n",
       "</g>\n",
       "<!-- 280 -->\n",
       "<g id=\"node281\" class=\"node\">\n",
       "<title>280</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6459,-1012.5C6459,-1012.5 6367,-1012.5 6367,-1012.5 6361,-1012.5 6355,-1006.5 6355,-1000.5 6355,-1000.5 6355,-956.5 6355,-956.5 6355,-950.5 6361,-944.5 6367,-944.5 6367,-944.5 6459,-944.5 6459,-944.5 6465,-944.5 6471,-950.5 6471,-956.5 6471,-956.5 6471,-1000.5 6471,-1000.5 6471,-1006.5 6465,-1012.5 6459,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6385\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6375.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6373.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"6363\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 279&#45;&gt;280 -->\n",
       "<g id=\"edge280\" class=\"edge\">\n",
       "<title>279&#45;&gt;280</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6508.35,-1055.91C6493.47,-1043.99 6477.23,-1030.98 6462.44,-1019.12\"/>\n",
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       "</g>\n",
       "<!-- 281 -->\n",
       "<g id=\"node282\" class=\"node\">\n",
       "<title>281</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M6617,-1020C6617,-1020 6501,-1020 6501,-1020 6495,-1020 6489,-1014 6489,-1008 6489,-1008 6489,-949 6489,-949 6489,-943 6495,-937 6501,-937 6501,-937 6617,-937 6617,-937 6623,-937 6629,-943 6629,-949 6629,-949 6629,-1008 6629,-1008 6629,-1014 6623,-1020 6617,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"6521\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.155</text>\n",
       "<text text-anchor=\"start\" x=\"6523.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"6518\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"6516\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"6497\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 279&#45;&gt;281 -->\n",
       "<g id=\"edge281\" class=\"edge\">\n",
       "<title>279&#45;&gt;281</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6559,-1055.91C6559,-1047.65 6559,-1038.86 6559,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6562.5,-1030.02 6559,-1020.02 6555.5,-1030.02 6562.5,-1030.02\"/>\n",
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       "<!-- 282 -->\n",
       "<g id=\"node283\" class=\"node\">\n",
       "<title>282</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6471,-893.5C6471,-893.5 6355,-893.5 6355,-893.5 6349,-893.5 6343,-887.5 6343,-881.5 6343,-881.5 6343,-837.5 6343,-837.5 6343,-831.5 6349,-825.5 6355,-825.5 6355,-825.5 6471,-825.5 6471,-825.5 6477,-825.5 6483,-831.5 6483,-837.5 6483,-837.5 6483,-881.5 6483,-881.5 6483,-887.5 6477,-893.5 6471,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6385\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6375.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"6370\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6351\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 281&#45;&gt;282 -->\n",
       "<g id=\"edge282\" class=\"edge\">\n",
       "<title>281&#45;&gt;282</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6508.35,-936.91C6493.47,-924.99 6477.23,-911.98 6462.44,-900.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6464.38,-897.19 6454.39,-893.67 6460,-902.65 6464.38,-897.19\"/>\n",
       "</g>\n",
       "<!-- 283 -->\n",
       "<g id=\"node284\" class=\"node\">\n",
       "<title>283</title>\n",
       "<path fill=\"#aad5f4\" stroke=\"black\" d=\"M6605,-901C6605,-901 6513,-901 6513,-901 6507,-901 6501,-895 6501,-889 6501,-889 6501,-830 6501,-830 6501,-824 6507,-818 6513,-818 6513,-818 6605,-818 6605,-818 6611,-818 6617,-824 6617,-830 6617,-830 6617,-889 6617,-889 6617,-895 6611,-901 6605,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"6520.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.326</text>\n",
       "<text text-anchor=\"start\" x=\"6523.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.463</text>\n",
       "<text text-anchor=\"start\" x=\"6521.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"6519.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"6509\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 281&#45;&gt;283 -->\n",
       "<g id=\"edge283\" class=\"edge\">\n",
       "<title>281&#45;&gt;283</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6559,-936.91C6559,-928.65 6559,-919.86 6559,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6562.5,-911.02 6559,-901.02 6555.5,-911.02 6562.5,-911.02\"/>\n",
       "</g>\n",
       "<!-- 284 -->\n",
       "<g id=\"node285\" class=\"node\">\n",
       "<title>284</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M6413,-782C6413,-782 6297,-782 6297,-782 6291,-782 6285,-776 6285,-770 6285,-770 6285,-711 6285,-711 6285,-705 6291,-699 6297,-699 6297,-699 6413,-699 6413,-699 6419,-699 6425,-705 6425,-711 6425,-711 6425,-770 6425,-770 6425,-776 6419,-782 6413,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"6316.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.367</text>\n",
       "<text text-anchor=\"start\" x=\"6319.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"6317.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"6315.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"6293\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 283&#45;&gt;284 -->\n",
       "<g id=\"edge284\" class=\"edge\">\n",
       "<title>283&#45;&gt;284</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6500.97,-823.25C6497.94,-821.47 6494.94,-819.71 6492,-818 6473.4,-807.19 6453.23,-795.76 6434.24,-785.14\"/>\n",
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       "<!-- 289 -->\n",
       "<g id=\"node290\" class=\"node\">\n",
       "<title>289</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6605,-774.5C6605,-774.5 6513,-774.5 6513,-774.5 6507,-774.5 6501,-768.5 6501,-762.5 6501,-762.5 6501,-718.5 6501,-718.5 6501,-712.5 6507,-706.5 6513,-706.5 6513,-706.5 6605,-706.5 6605,-706.5 6611,-706.5 6617,-712.5 6617,-718.5 6617,-718.5 6617,-762.5 6617,-762.5 6617,-768.5 6611,-774.5 6605,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6531\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6521.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"6519.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"6509\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 283&#45;&gt;289 -->\n",
       "<g id=\"edge289\" class=\"edge\">\n",
       "<title>283&#45;&gt;289</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6559,-817.91C6559,-807.2 6559,-795.62 6559,-784.78\"/>\n",
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       "<!-- 285 -->\n",
       "<g id=\"node286\" class=\"node\">\n",
       "<title>285</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6255,-655.5C6255,-655.5 6163,-655.5 6163,-655.5 6157,-655.5 6151,-649.5 6151,-643.5 6151,-643.5 6151,-599.5 6151,-599.5 6151,-593.5 6157,-587.5 6163,-587.5 6163,-587.5 6255,-587.5 6255,-587.5 6261,-587.5 6267,-593.5 6267,-599.5 6267,-599.5 6267,-643.5 6267,-643.5 6267,-649.5 6261,-655.5 6255,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6181\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6171.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"6159\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 284&#45;&gt;285 -->\n",
       "<g id=\"edge285\" class=\"edge\">\n",
       "<title>284&#45;&gt;285</title>\n",
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       "<!-- 286 -->\n",
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       "<title>286</title>\n",
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       "<text text-anchor=\"start\" x=\"6316.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.354</text>\n",
       "<text text-anchor=\"start\" x=\"6323\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"6317.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
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       "<!-- 284&#45;&gt;286 -->\n",
       "<g id=\"edge286\" class=\"edge\">\n",
       "<title>284&#45;&gt;286</title>\n",
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       "<text text-anchor=\"start\" x=\"6169\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6159.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"6157.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6135\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 286&#45;&gt;287 -->\n",
       "<g id=\"edge287\" class=\"edge\">\n",
       "<title>286&#45;&gt;287</title>\n",
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       "<text text-anchor=\"start\" x=\"6319.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"6317.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"6315.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"6293\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 286&#45;&gt;288 -->\n",
       "<g id=\"edge288\" class=\"edge\">\n",
       "<title>286&#45;&gt;288</title>\n",
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       "<title>291</title>\n",
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       "<text text-anchor=\"start\" x=\"6839.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.496</text>\n",
       "<text text-anchor=\"start\" x=\"6846\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"6837\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"6835\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"6816\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 290&#45;&gt;291 -->\n",
       "<g id=\"edge291\" class=\"edge\">\n",
       "<title>290&#45;&gt;291</title>\n",
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       "<text text-anchor=\"start\" x=\"6997.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.495</text>\n",
       "<text text-anchor=\"start\" x=\"7008\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6995\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"6989\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 17]</text>\n",
       "<text text-anchor=\"start\" x=\"6974\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 290&#45;&gt;306 -->\n",
       "<g id=\"edge306\" class=\"edge\">\n",
       "<title>290&#45;&gt;306</title>\n",
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       "<!-- 292 -->\n",
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       "<title>292</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6778,-893.5C6778,-893.5 6686,-893.5 6686,-893.5 6680,-893.5 6674,-887.5 6674,-881.5 6674,-881.5 6674,-837.5 6674,-837.5 6674,-831.5 6680,-825.5 6686,-825.5 6686,-825.5 6778,-825.5 6778,-825.5 6784,-825.5 6790,-831.5 6790,-837.5 6790,-837.5 6790,-881.5 6790,-881.5 6790,-887.5 6784,-893.5 6778,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6704\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6694.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"6692.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"6682\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 291&#45;&gt;292 -->\n",
       "<g id=\"edge292\" class=\"edge\">\n",
       "<title>291&#45;&gt;292</title>\n",
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       "<!-- 293 -->\n",
       "<g id=\"node294\" class=\"node\">\n",
       "<title>293</title>\n",
       "<path fill=\"#e99457\" stroke=\"black\" d=\"M6936,-901C6936,-901 6820,-901 6820,-901 6814,-901 6808,-895 6808,-889 6808,-889 6808,-830 6808,-830 6808,-824 6814,-818 6820,-818 6820,-818 6936,-818 6936,-818 6942,-818 6948,-824 6948,-830 6948,-830 6948,-889 6948,-889 6948,-895 6942,-901 6936,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"6840\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.543</text>\n",
       "<text text-anchor=\"start\" x=\"6842.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.227</text>\n",
       "<text text-anchor=\"start\" x=\"6837\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"6835\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"6816\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 291&#45;&gt;293 -->\n",
       "<g id=\"edge293\" class=\"edge\">\n",
       "<title>291&#45;&gt;293</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6878,-936.91C6878,-928.65 6878,-919.86 6878,-911.3\"/>\n",
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       "<!-- 294 -->\n",
       "<g id=\"node295\" class=\"node\">\n",
       "<title>294</title>\n",
       "<path fill=\"#eda774\" stroke=\"black\" d=\"M6785,-782C6785,-782 6669,-782 6669,-782 6663,-782 6657,-776 6657,-770 6657,-770 6657,-711 6657,-711 6657,-705 6663,-699 6669,-699 6669,-699 6785,-699 6785,-699 6791,-699 6797,-705 6797,-711 6797,-711 6797,-770 6797,-770 6797,-776 6791,-782 6785,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"6688.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.473</text>\n",
       "<text text-anchor=\"start\" x=\"6691.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.355</text>\n",
       "<text text-anchor=\"start\" x=\"6686\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"6684\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"6665\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 293&#45;&gt;294 -->\n",
       "<g id=\"edge294\" class=\"edge\">\n",
       "<title>293&#45;&gt;294</title>\n",
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       "<!-- 305 -->\n",
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       "<title>305</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6943,-774.5C6943,-774.5 6827,-774.5 6827,-774.5 6821,-774.5 6815,-768.5 6815,-762.5 6815,-762.5 6815,-718.5 6815,-718.5 6815,-712.5 6821,-706.5 6827,-706.5 6827,-706.5 6943,-706.5 6943,-706.5 6949,-706.5 6955,-712.5 6955,-718.5 6955,-718.5 6955,-762.5 6955,-762.5 6955,-768.5 6949,-774.5 6943,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6857\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6847.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"6842\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6823\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 293&#45;&gt;305 -->\n",
       "<g id=\"edge305\" class=\"edge\">\n",
       "<title>293&#45;&gt;305</title>\n",
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       "<!-- 295 -->\n",
       "<g id=\"node296\" class=\"node\">\n",
       "<title>295</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M6658,-663C6658,-663 6542,-663 6542,-663 6536,-663 6530,-657 6530,-651 6530,-651 6530,-592 6530,-592 6530,-586 6536,-580 6542,-580 6542,-580 6658,-580 6658,-580 6664,-580 6670,-586 6670,-592 6670,-592 6670,-651 6670,-651 6670,-657 6664,-663 6658,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"6565.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.62</text>\n",
       "<text text-anchor=\"start\" x=\"6564.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"6562.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"6557\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"6538\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 294&#45;&gt;295 -->\n",
       "<g id=\"edge295\" class=\"edge\">\n",
       "<title>294&#45;&gt;295</title>\n",
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       "<g id=\"node305\" class=\"node\">\n",
       "<title>304</title>\n",
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       "<text text-anchor=\"start\" x=\"6718\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6708.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"6696\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 294&#45;&gt;304 -->\n",
       "<g id=\"edge304\" class=\"edge\">\n",
       "<title>294&#45;&gt;304</title>\n",
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       "<title>296</title>\n",
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       "<text text-anchor=\"start\" x=\"6475\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.814</text>\n",
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       "<text text-anchor=\"start\" x=\"6475.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
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       "<!-- 295&#45;&gt;296 -->\n",
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       "<title>295&#45;&gt;296</title>\n",
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       "<title>303</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6705,-536.5C6705,-536.5 6613,-536.5 6613,-536.5 6607,-536.5 6601,-530.5 6601,-524.5 6601,-524.5 6601,-480.5 6601,-480.5 6601,-474.5 6607,-468.5 6613,-468.5 6613,-468.5 6705,-468.5 6705,-468.5 6711,-468.5 6717,-474.5 6717,-480.5 6717,-480.5 6717,-524.5 6717,-524.5 6717,-530.5 6711,-536.5 6705,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6631\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6621.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"6609\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 295&#45;&gt;303 -->\n",
       "<g id=\"edge303\" class=\"edge\">\n",
       "<title>295&#45;&gt;303</title>\n",
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       "<!-- 297 -->\n",
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       "<title>297</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M6527,-425C6527,-425 6411,-425 6411,-425 6405,-425 6399,-419 6399,-413 6399,-413 6399,-354 6399,-354 6399,-348 6405,-342 6411,-342 6411,-342 6527,-342 6527,-342 6533,-342 6539,-348 6539,-354 6539,-354 6539,-413 6539,-413 6539,-419 6533,-425 6527,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"6430.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.492</text>\n",
       "<text text-anchor=\"start\" x=\"6433.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"6431.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"6429.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"6407\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 296&#45;&gt;297 -->\n",
       "<g id=\"edge297\" class=\"edge\">\n",
       "<title>296&#45;&gt;297</title>\n",
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       "<!-- 302 -->\n",
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       "<title>302</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6685,-417.5C6685,-417.5 6569,-417.5 6569,-417.5 6563,-417.5 6557,-411.5 6557,-405.5 6557,-405.5 6557,-361.5 6557,-361.5 6557,-355.5 6563,-349.5 6569,-349.5 6569,-349.5 6685,-349.5 6685,-349.5 6691,-349.5 6697,-355.5 6697,-361.5 6697,-361.5 6697,-405.5 6697,-405.5 6697,-411.5 6691,-417.5 6685,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6599\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6589.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6587.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6565\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 296&#45;&gt;302 -->\n",
       "<g id=\"edge302\" class=\"edge\">\n",
       "<title>296&#45;&gt;302</title>\n",
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       "<!-- 298 -->\n",
       "<g id=\"node299\" class=\"node\">\n",
       "<title>298</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M6483,-306C6483,-306 6367,-306 6367,-306 6361,-306 6355,-300 6355,-294 6355,-294 6355,-235 6355,-235 6355,-229 6361,-223 6367,-223 6367,-223 6483,-223 6483,-223 6489,-223 6495,-229 6495,-235 6495,-235 6495,-294 6495,-294 6495,-300 6489,-306 6483,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"6390.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.93</text>\n",
       "<text text-anchor=\"start\" x=\"6389.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"6387.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6385.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"6363\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 297&#45;&gt;298 -->\n",
       "<g id=\"edge298\" class=\"edge\">\n",
       "<title>297&#45;&gt;298</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"6447.03,-314.15 6440.24,-306.02 6440.48,-316.61 6447.03,-314.15\"/>\n",
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       "<!-- 301 -->\n",
       "<g id=\"node302\" class=\"node\">\n",
       "<title>301</title>\n",
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       "<text text-anchor=\"start\" x=\"6555\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6545.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"6543.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6521\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 297&#45;&gt;301 -->\n",
       "<g id=\"edge301\" class=\"edge\">\n",
       "<title>297&#45;&gt;301</title>\n",
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       "<!-- 299 -->\n",
       "<g id=\"node300\" class=\"node\">\n",
       "<title>299</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6360,-179.5C6360,-179.5 6244,-179.5 6244,-179.5 6238,-179.5 6232,-173.5 6232,-167.5 6232,-167.5 6232,-123.5 6232,-123.5 6232,-117.5 6238,-111.5 6244,-111.5 6244,-111.5 6360,-111.5 6360,-111.5 6366,-111.5 6372,-117.5 6372,-123.5 6372,-123.5 6372,-167.5 6372,-167.5 6372,-173.5 6366,-179.5 6360,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6274\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6264.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"6262.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6240\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 298&#45;&gt;299 -->\n",
       "<g id=\"edge299\" class=\"edge\">\n",
       "<title>298&#45;&gt;299</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6382.33,-222.91C6370.03,-211.21 6356.62,-198.46 6344.35,-186.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6346.53,-184.02 6336.87,-179.67 6341.7,-189.1 6346.53,-184.02\"/>\n",
       "</g>\n",
       "<!-- 300 -->\n",
       "<g id=\"node301\" class=\"node\">\n",
       "<title>300</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M6518,-179.5C6518,-179.5 6402,-179.5 6402,-179.5 6396,-179.5 6390,-173.5 6390,-167.5 6390,-167.5 6390,-123.5 6390,-123.5 6390,-117.5 6396,-111.5 6402,-111.5 6402,-111.5 6518,-111.5 6518,-111.5 6524,-111.5 6530,-117.5 6530,-123.5 6530,-123.5 6530,-167.5 6530,-167.5 6530,-173.5 6524,-179.5 6518,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6424.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"6422.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"6420.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"6398\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 298&#45;&gt;300 -->\n",
       "<g id=\"edge300\" class=\"edge\">\n",
       "<title>298&#45;&gt;300</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6437.14,-222.91C6440.38,-212.09 6443.88,-200.38 6447.15,-189.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6450.57,-190.25 6450.08,-179.67 6443.86,-188.24 6450.57,-190.25\"/>\n",
       "</g>\n",
       "<!-- 307 -->\n",
       "<g id=\"node308\" class=\"node\">\n",
       "<title>307</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7094,-893.5C7094,-893.5 6978,-893.5 6978,-893.5 6972,-893.5 6966,-887.5 6966,-881.5 6966,-881.5 6966,-837.5 6966,-837.5 6966,-831.5 6972,-825.5 6978,-825.5 6978,-825.5 7094,-825.5 7094,-825.5 7100,-825.5 7106,-831.5 7106,-837.5 7106,-837.5 7106,-881.5 7106,-881.5 7106,-887.5 7100,-893.5 7094,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7008\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6998.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6996.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"6974\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 306&#45;&gt;307 -->\n",
       "<g id=\"edge307\" class=\"edge\">\n",
       "<title>306&#45;&gt;307</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7036,-936.91C7036,-926.2 7036,-914.62 7036,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7039.5,-903.67 7036,-893.67 7032.5,-903.67 7039.5,-903.67\"/>\n",
       "</g>\n",
       "<!-- 308 -->\n",
       "<g id=\"node309\" class=\"node\">\n",
       "<title>308</title>\n",
       "<path fill=\"#d0e8f9\" stroke=\"black\" d=\"M7228,-901C7228,-901 7136,-901 7136,-901 7130,-901 7124,-895 7124,-889 7124,-889 7124,-830 7124,-830 7124,-824 7130,-818 7136,-818 7136,-818 7228,-818 7228,-818 7234,-818 7240,-824 7240,-830 7240,-830 7240,-889 7240,-889 7240,-895 7234,-901 7228,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"7144\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.039</text>\n",
       "<text text-anchor=\"start\" x=\"7146.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.491</text>\n",
       "<text text-anchor=\"start\" x=\"7141\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"7135\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 17]</text>\n",
       "<text text-anchor=\"start\" x=\"7132\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 306&#45;&gt;308 -->\n",
       "<g id=\"edge308\" class=\"edge\">\n",
       "<title>306&#45;&gt;308</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7086.65,-936.91C7098.54,-927.38 7111.31,-917.15 7123.51,-907.37\"/>\n",
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       "<!-- 309 -->\n",
       "<g id=\"node310\" class=\"node\">\n",
       "<title>309</title>\n",
       "<path fill=\"#95cbf1\" stroke=\"black\" d=\"M7092.5,-782C7092.5,-782 6991.5,-782 6991.5,-782 6985.5,-782 6979.5,-776 6979.5,-770 6979.5,-770 6979.5,-711 6979.5,-711 6979.5,-705 6985.5,-699 6991.5,-699 6991.5,-699 7092.5,-699 7092.5,-699 7098.5,-699 7104.5,-705 7104.5,-711 7104.5,-711 7104.5,-770 7104.5,-770 7104.5,-776 7098.5,-782 7092.5,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"7003.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.491</text>\n",
       "<text text-anchor=\"start\" x=\"7006.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.434</text>\n",
       "<text text-anchor=\"start\" x=\"7001\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"6987.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7.0, 15.0]</text>\n",
       "<text text-anchor=\"start\" x=\"6992\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 308&#45;&gt;309 -->\n",
       "<g id=\"edge309\" class=\"edge\">\n",
       "<title>308&#45;&gt;309</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7133.43,-817.91C7122.13,-808.47 7110.02,-798.34 7098.42,-788.65\"/>\n",
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       "<!-- 322 -->\n",
       "<g id=\"node323\" class=\"node\">\n",
       "<title>322</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M7251,-782C7251,-782 7135,-782 7135,-782 7129,-782 7123,-776 7123,-770 7123,-770 7123,-711 7123,-711 7123,-705 7129,-699 7135,-699 7135,-699 7251,-699 7251,-699 7257,-699 7263,-705 7263,-711 7263,-711 7263,-770 7263,-770 7263,-776 7257,-782 7251,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"7154.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.467</text>\n",
       "<text text-anchor=\"start\" x=\"7157.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"7155.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"7153.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7131\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 308&#45;&gt;322 -->\n",
       "<g id=\"edge322\" class=\"edge\">\n",
       "<title>308&#45;&gt;322</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7185.82,-817.91C7186.6,-809.56 7187.44,-800.67 7188.25,-792.02\"/>\n",
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       "<!-- 310 -->\n",
       "<g id=\"node311\" class=\"node\">\n",
       "<title>310</title>\n",
       "<path fill=\"#76bbed\" stroke=\"black\" d=\"M6970,-663C6970,-663 6878,-663 6878,-663 6872,-663 6866,-657 6866,-651 6866,-651 6866,-592 6866,-592 6866,-586 6872,-580 6878,-580 6878,-580 6970,-580 6970,-580 6976,-580 6982,-586 6982,-592 6982,-592 6982,-651 6982,-651 6982,-657 6976,-663 6970,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"6885.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.494</text>\n",
       "<text text-anchor=\"start\" x=\"6892\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\n",
       "<text text-anchor=\"start\" x=\"6883\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"6881\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 13]</text>\n",
       "<text text-anchor=\"start\" x=\"6874\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 309&#45;&gt;310 -->\n",
       "<g id=\"edge310\" class=\"edge\">\n",
       "<title>309&#45;&gt;310</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7001.06,-698.91C6991.72,-689.65 6981.72,-679.73 6972.12,-670.21\"/>\n",
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       "<!-- 315 -->\n",
       "<g id=\"node316\" class=\"node\">\n",
       "<title>315</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M7128,-663C7128,-663 7012,-663 7012,-663 7006,-663 7000,-657 7000,-651 7000,-651 7000,-592 7000,-592 7000,-586 7006,-580 7012,-580 7012,-580 7128,-580 7128,-580 7134,-580 7140,-586 7140,-592 7140,-592 7140,-651 7140,-651 7140,-657 7134,-663 7128,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"7031.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.491</text>\n",
       "<text text-anchor=\"start\" x=\"7038\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"7032.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"7030.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7008\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 309&#45;&gt;315 -->\n",
       "<g id=\"edge315\" class=\"edge\">\n",
       "<title>309&#45;&gt;315</title>\n",
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       "<!-- 311 -->\n",
       "<g id=\"node312\" class=\"node\">\n",
       "<title>311</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6839,-536.5C6839,-536.5 6747,-536.5 6747,-536.5 6741,-536.5 6735,-530.5 6735,-524.5 6735,-524.5 6735,-480.5 6735,-480.5 6735,-474.5 6741,-468.5 6747,-468.5 6747,-468.5 6839,-468.5 6839,-468.5 6845,-468.5 6851,-474.5 6851,-480.5 6851,-480.5 6851,-524.5 6851,-524.5 6851,-530.5 6845,-536.5 6839,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6765\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6755.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"6753.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"6743\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 310&#45;&gt;311 -->\n",
       "<g id=\"edge311\" class=\"edge\">\n",
       "<title>310&#45;&gt;311</title>\n",
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       "<!-- 312 -->\n",
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       "<title>312</title>\n",
       "<path fill=\"#91c9f1\" stroke=\"black\" d=\"M6973,-544C6973,-544 6881,-544 6881,-544 6875,-544 6869,-538 6869,-532 6869,-532 6869,-473 6869,-473 6869,-467 6875,-461 6881,-461 6881,-461 6973,-461 6973,-461 6979,-461 6985,-467 6985,-473 6985,-473 6985,-532 6985,-532 6985,-538 6979,-544 6973,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"6888.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.492</text>\n",
       "<text text-anchor=\"start\" x=\"6891.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\n",
       "<text text-anchor=\"start\" x=\"6889.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"6887.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"6877\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 310&#45;&gt;312 -->\n",
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       "<title>310&#45;&gt;312</title>\n",
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       "<!-- 313 -->\n",
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       "<title>313</title>\n",
       "<path fill=\"#aad5f4\" stroke=\"black\" d=\"M6906,-417.5C6906,-417.5 6814,-417.5 6814,-417.5 6808,-417.5 6802,-411.5 6802,-405.5 6802,-405.5 6802,-361.5 6802,-361.5 6802,-355.5 6808,-349.5 6814,-349.5 6814,-349.5 6906,-349.5 6906,-349.5 6912,-349.5 6918,-355.5 6918,-361.5 6918,-361.5 6918,-405.5 6918,-405.5 6918,-411.5 6912,-417.5 6906,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6824.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.463</text>\n",
       "<text text-anchor=\"start\" x=\"6822.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
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       "<text text-anchor=\"start\" x=\"6810\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 312&#45;&gt;313 -->\n",
       "<g id=\"edge313\" class=\"edge\">\n",
       "<title>312&#45;&gt;313</title>\n",
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       "<!-- 314 -->\n",
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       "<title>314</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7040,-417.5C7040,-417.5 6948,-417.5 6948,-417.5 6942,-417.5 6936,-411.5 6936,-405.5 6936,-405.5 6936,-361.5 6936,-361.5 6936,-355.5 6942,-349.5 6948,-349.5 6948,-349.5 7040,-349.5 7040,-349.5 7046,-349.5 7052,-355.5 7052,-361.5 7052,-361.5 7052,-405.5 7052,-405.5 7052,-411.5 7046,-417.5 7040,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6966\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6956.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"6954.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"6944\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 312&#45;&gt;314 -->\n",
       "<g id=\"edge314\" class=\"edge\">\n",
       "<title>312&#45;&gt;314</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6950.25,-460.91C6956.63,-449.76 6963.56,-437.66 6969.98,-426.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6973.07,-428.08 6975.01,-417.67 6967,-424.61 6973.07,-428.08\"/>\n",
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       "<!-- 316 -->\n",
       "<g id=\"node317\" class=\"node\">\n",
       "<title>316</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7131,-536.5C7131,-536.5 7015,-536.5 7015,-536.5 7009,-536.5 7003,-530.5 7003,-524.5 7003,-524.5 7003,-480.5 7003,-480.5 7003,-474.5 7009,-468.5 7015,-468.5 7015,-468.5 7131,-468.5 7131,-468.5 7137,-468.5 7143,-474.5 7143,-480.5 7143,-480.5 7143,-524.5 7143,-524.5 7143,-530.5 7137,-536.5 7131,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7045\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7035.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7033.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7011\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 315&#45;&gt;316 -->\n",
       "<g id=\"edge316\" class=\"edge\">\n",
       "<title>315&#45;&gt;316</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7071.04,-579.91C7071.32,-569.2 7071.61,-557.62 7071.89,-546.78\"/>\n",
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       "<!-- 317 -->\n",
       "<g id=\"node318\" class=\"node\">\n",
       "<title>317</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M7265,-544C7265,-544 7173,-544 7173,-544 7167,-544 7161,-538 7161,-532 7161,-532 7161,-473 7161,-473 7161,-467 7167,-461 7173,-461 7173,-461 7265,-461 7265,-461 7271,-461 7277,-467 7277,-473 7277,-473 7277,-532 7277,-532 7277,-538 7271,-544 7265,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"7181\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.194</text>\n",
       "<text text-anchor=\"start\" x=\"7183.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"7181.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"7179.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7169\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 315&#45;&gt;317 -->\n",
       "<g id=\"edge317\" class=\"edge\">\n",
       "<title>315&#45;&gt;317</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7121.69,-579.91C7133.83,-570.38 7146.86,-560.15 7159.31,-550.37\"/>\n",
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       "<!-- 318 -->\n",
       "<g id=\"node319\" class=\"node\">\n",
       "<title>318</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7220,-417.5C7220,-417.5 7128,-417.5 7128,-417.5 7122,-417.5 7116,-411.5 7116,-405.5 7116,-405.5 7116,-361.5 7116,-361.5 7116,-355.5 7122,-349.5 7128,-349.5 7128,-349.5 7220,-349.5 7220,-349.5 7226,-349.5 7232,-355.5 7232,-361.5 7232,-361.5 7232,-405.5 7232,-405.5 7232,-411.5 7226,-417.5 7220,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7146\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7136.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7134.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"7124\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 317&#45;&gt;318 -->\n",
       "<g id=\"edge318\" class=\"edge\">\n",
       "<title>317&#45;&gt;318</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7203.39,-460.91C7199.19,-449.98 7194.63,-438.14 7190.39,-427.11\"/>\n",
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       "<!-- 319 -->\n",
       "<g id=\"node320\" class=\"node\">\n",
       "<title>319</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M7378,-425C7378,-425 7262,-425 7262,-425 7256,-425 7250,-419 7250,-413 7250,-413 7250,-354 7250,-354 7250,-348 7256,-342 7262,-342 7262,-342 7378,-342 7378,-342 7384,-342 7390,-348 7390,-354 7390,-354 7390,-413 7390,-413 7390,-419 7384,-425 7378,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"7281.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.415</text>\n",
       "<text text-anchor=\"start\" x=\"7292\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7282.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7280.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"7258\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 317&#45;&gt;319 -->\n",
       "<g id=\"edge319\" class=\"edge\">\n",
       "<title>317&#45;&gt;319</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7254.04,-460.91C7261.88,-451.83 7270.26,-442.12 7278.33,-432.77\"/>\n",
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       "<!-- 320 -->\n",
       "<g id=\"node321\" class=\"node\">\n",
       "<title>320</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7305,-298.5C7305,-298.5 7189,-298.5 7189,-298.5 7183,-298.5 7177,-292.5 7177,-286.5 7177,-286.5 7177,-242.5 7177,-242.5 7177,-236.5 7183,-230.5 7189,-230.5 7189,-230.5 7305,-230.5 7305,-230.5 7311,-230.5 7317,-236.5 7317,-242.5 7317,-242.5 7317,-286.5 7317,-286.5 7317,-292.5 7311,-298.5 7305,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7219\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7209.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7207.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7185\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 319&#45;&gt;320 -->\n",
       "<g id=\"edge320\" class=\"edge\">\n",
       "<title>319&#45;&gt;320</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7294.67,-341.91C7287.72,-330.76 7280.17,-318.66 7273.17,-307.44\"/>\n",
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       "<!-- 321 -->\n",
       "<g id=\"node322\" class=\"node\">\n",
       "<title>321</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7439,-298.5C7439,-298.5 7347,-298.5 7347,-298.5 7341,-298.5 7335,-292.5 7335,-286.5 7335,-286.5 7335,-242.5 7335,-242.5 7335,-236.5 7341,-230.5 7347,-230.5 7347,-230.5 7439,-230.5 7439,-230.5 7445,-230.5 7451,-236.5 7451,-242.5 7451,-242.5 7451,-286.5 7451,-286.5 7451,-292.5 7445,-298.5 7439,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7365\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7355.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7353.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"7343\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 319&#45;&gt;321 -->\n",
       "<g id=\"edge321\" class=\"edge\">\n",
       "<title>319&#45;&gt;321</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7345.33,-341.91C7352.28,-330.76 7359.83,-318.66 7366.83,-307.44\"/>\n",
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       "<!-- 323 -->\n",
       "<g id=\"node324\" class=\"node\">\n",
       "<title>323</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7286,-655.5C7286,-655.5 7170,-655.5 7170,-655.5 7164,-655.5 7158,-649.5 7158,-643.5 7158,-643.5 7158,-599.5 7158,-599.5 7158,-593.5 7164,-587.5 7170,-587.5 7170,-587.5 7286,-587.5 7286,-587.5 7292,-587.5 7298,-593.5 7298,-599.5 7298,-599.5 7298,-643.5 7298,-643.5 7298,-649.5 7292,-655.5 7286,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7200\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7190.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7188.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7166\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 322&#45;&gt;323 -->\n",
       "<g id=\"edge323\" class=\"edge\">\n",
       "<title>322&#45;&gt;323</title>\n",
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       "<!-- 324 -->\n",
       "<g id=\"node325\" class=\"node\">\n",
       "<title>324</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M7420,-663C7420,-663 7328,-663 7328,-663 7322,-663 7316,-657 7316,-651 7316,-651 7316,-592 7316,-592 7316,-586 7322,-580 7328,-580 7328,-580 7420,-580 7420,-580 7426,-580 7432,-586 7432,-592 7432,-592 7432,-651 7432,-651 7432,-657 7426,-663 7420,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"7338\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 1.589</text>\n",
       "<text text-anchor=\"start\" x=\"7338.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"7336.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7334.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7324\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 322&#45;&gt;324 -->\n",
       "<g id=\"edge324\" class=\"edge\">\n",
       "<title>322&#45;&gt;324</title>\n",
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       "<!-- 325 -->\n",
       "<g id=\"node326\" class=\"node\">\n",
       "<title>325</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7429,-536.5C7429,-536.5 7313,-536.5 7313,-536.5 7307,-536.5 7301,-530.5 7301,-524.5 7301,-524.5 7301,-480.5 7301,-480.5 7301,-474.5 7307,-468.5 7313,-468.5 7313,-468.5 7429,-468.5 7429,-468.5 7435,-468.5 7441,-474.5 7441,-480.5 7441,-480.5 7441,-524.5 7441,-524.5 7441,-530.5 7435,-536.5 7429,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7343\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7333.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7331.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7309\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 324&#45;&gt;325 -->\n",
       "<g id=\"edge325\" class=\"edge\">\n",
       "<title>324&#45;&gt;325</title>\n",
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       "<!-- 326 -->\n",
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       "<title>326</title>\n",
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       "<text text-anchor=\"start\" x=\"7489\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7479.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7477.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7467\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 324&#45;&gt;326 -->\n",
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       "<title>324&#45;&gt;326</title>\n",
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       "<!-- 328 -->\n",
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       "<title>328</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7291,-1369.5C7291,-1369.5 7175,-1369.5 7175,-1369.5 7169,-1369.5 7163,-1363.5 7163,-1357.5 7163,-1357.5 7163,-1313.5 7163,-1313.5 7163,-1307.5 7169,-1301.5 7175,-1301.5 7175,-1301.5 7291,-1301.5 7291,-1301.5 7297,-1301.5 7303,-1307.5 7303,-1313.5 7303,-1313.5 7303,-1357.5 7303,-1357.5 7303,-1363.5 7297,-1369.5 7291,-1369.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7205\" y=\"-1354.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7195.5\" y=\"-1339.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7193.5\" y=\"-1324.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7171\" y=\"-1309.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 327&#45;&gt;328 -->\n",
       "<g id=\"edge328\" class=\"edge\">\n",
       "<title>327&#45;&gt;328</title>\n",
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       "<!-- 329 -->\n",
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       "<title>329</title>\n",
       "<path fill=\"#93caf1\" stroke=\"black\" d=\"M7458,-1377C7458,-1377 7366,-1377 7366,-1377 7360,-1377 7354,-1371 7354,-1365 7354,-1365 7354,-1306 7354,-1306 7354,-1300 7360,-1294 7366,-1294 7366,-1294 7458,-1294 7458,-1294 7464,-1294 7470,-1300 7470,-1306 7470,-1306 7470,-1365 7470,-1365 7470,-1371 7464,-1377 7458,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"7379\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7380\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\n",
       "<text text-anchor=\"start\" x=\"7371\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"7365\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 22]</text>\n",
       "<text text-anchor=\"start\" x=\"7362\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 327&#45;&gt;329 -->\n",
       "<g id=\"edge329\" class=\"edge\">\n",
       "<title>327&#45;&gt;329</title>\n",
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       "<!-- 330 -->\n",
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       "<title>330</title>\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M7458,-1258C7458,-1258 7366,-1258 7366,-1258 7360,-1258 7354,-1252 7354,-1246 7354,-1246 7354,-1187 7354,-1187 7354,-1181 7360,-1175 7366,-1175 7366,-1175 7458,-1175 7458,-1175 7464,-1175 7470,-1181 7470,-1187 7470,-1187 7470,-1246 7470,-1246 7470,-1252 7464,-1258 7458,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"7374\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.078</text>\n",
       "<text text-anchor=\"start\" x=\"7376.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"7374.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"7369\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 10]</text>\n",
       "<text text-anchor=\"start\" x=\"7362\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 329&#45;&gt;330 -->\n",
       "<g id=\"edge330\" class=\"edge\">\n",
       "<title>329&#45;&gt;330</title>\n",
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       "<!-- 339 -->\n",
       "<g id=\"node340\" class=\"node\">\n",
       "<title>339</title>\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M7914,-1258C7914,-1258 7822,-1258 7822,-1258 7816,-1258 7810,-1252 7810,-1246 7810,-1246 7810,-1187 7810,-1187 7810,-1181 7816,-1175 7822,-1175 7822,-1175 7914,-1175 7914,-1175 7920,-1175 7926,-1181 7926,-1187 7926,-1187 7926,-1246 7926,-1246 7926,-1252 7920,-1258 7914,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"7835\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 3.5</text>\n",
       "<text text-anchor=\"start\" x=\"7836\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"7827\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"7825\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 12]</text>\n",
       "<text text-anchor=\"start\" x=\"7818\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 329&#45;&gt;339 -->\n",
       "<g id=\"edge339\" class=\"edge\">\n",
       "<title>329&#45;&gt;339</title>\n",
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       "<!-- 331 -->\n",
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       "<title>331</title>\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M7391,-1139C7391,-1139 7299,-1139 7299,-1139 7293,-1139 7287,-1133 7287,-1127 7287,-1127 7287,-1068 7287,-1068 7287,-1062 7293,-1056 7299,-1056 7299,-1056 7391,-1056 7391,-1056 7397,-1056 7403,-1062 7403,-1068 7403,-1068 7403,-1127 7403,-1127 7403,-1133 7397,-1139 7391,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"7306.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.461</text>\n",
       "<text text-anchor=\"start\" x=\"7309.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"7307.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"7305.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"7295\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 330&#45;&gt;331 -->\n",
       "<g id=\"edge331\" class=\"edge\">\n",
       "<title>330&#45;&gt;331</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7388.75,-1174.91C7383.77,-1166.2 7378.44,-1156.9 7373.29,-1147.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7376.21,-1145.96 7368.2,-1139.02 7370.14,-1149.44 7376.21,-1145.96\"/>\n",
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       "<!-- 338 -->\n",
       "<g id=\"node339\" class=\"node\">\n",
       "<title>338</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7525,-1131.5C7525,-1131.5 7433,-1131.5 7433,-1131.5 7427,-1131.5 7421,-1125.5 7421,-1119.5 7421,-1119.5 7421,-1075.5 7421,-1075.5 7421,-1069.5 7427,-1063.5 7433,-1063.5 7433,-1063.5 7525,-1063.5 7525,-1063.5 7531,-1063.5 7537,-1069.5 7537,-1075.5 7537,-1075.5 7537,-1119.5 7537,-1119.5 7537,-1125.5 7531,-1131.5 7525,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7451\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7441.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7439.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"7429\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 330&#45;&gt;338 -->\n",
       "<g id=\"edge338\" class=\"edge\">\n",
       "<title>330&#45;&gt;338</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7435.25,-1174.91C7441.63,-1163.76 7448.56,-1151.66 7454.98,-1140.44\"/>\n",
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       "<!-- 332 -->\n",
       "<g id=\"node333\" class=\"node\">\n",
       "<title>332</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7330,-1012.5C7330,-1012.5 7214,-1012.5 7214,-1012.5 7208,-1012.5 7202,-1006.5 7202,-1000.5 7202,-1000.5 7202,-956.5 7202,-956.5 7202,-950.5 7208,-944.5 7214,-944.5 7214,-944.5 7330,-944.5 7330,-944.5 7336,-944.5 7342,-950.5 7342,-956.5 7342,-956.5 7342,-1000.5 7342,-1000.5 7342,-1006.5 7336,-1012.5 7330,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7244\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7234.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7232.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7210\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 331&#45;&gt;332 -->\n",
       "<g id=\"edge332\" class=\"edge\">\n",
       "<title>331&#45;&gt;332</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7319.67,-1055.91C7312.72,-1044.76 7305.17,-1032.66 7298.17,-1021.44\"/>\n",
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       "<!-- 333 -->\n",
       "<g id=\"node334\" class=\"node\">\n",
       "<title>333</title>\n",
       "<path fill=\"#5aade9\" stroke=\"black\" d=\"M7464,-1020C7464,-1020 7372,-1020 7372,-1020 7366,-1020 7360,-1014 7360,-1008 7360,-1008 7360,-949 7360,-949 7360,-943 7366,-937 7372,-937 7372,-937 7464,-937 7464,-937 7470,-937 7476,-943 7476,-949 7476,-949 7476,-1008 7476,-1008 7476,-1014 7470,-1020 7464,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"7380\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.155</text>\n",
       "<text text-anchor=\"start\" x=\"7382.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"7380.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"7378.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"7368\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 331&#45;&gt;333 -->\n",
       "<g id=\"edge333\" class=\"edge\">\n",
       "<title>331&#45;&gt;333</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7370.33,-1055.91C7375.82,-1047.1 7381.69,-1037.7 7387.36,-1028.61\"/>\n",
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       "<!-- 334 -->\n",
       "<g id=\"node335\" class=\"node\">\n",
       "<title>334</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7386,-893.5C7386,-893.5 7294,-893.5 7294,-893.5 7288,-893.5 7282,-887.5 7282,-881.5 7282,-881.5 7282,-837.5 7282,-837.5 7282,-831.5 7288,-825.5 7294,-825.5 7294,-825.5 7386,-825.5 7386,-825.5 7392,-825.5 7398,-831.5 7398,-837.5 7398,-837.5 7398,-881.5 7398,-881.5 7398,-887.5 7392,-893.5 7386,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7312\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7302.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7300.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"7290\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 333&#45;&gt;334 -->\n",
       "<g id=\"edge334\" class=\"edge\">\n",
       "<title>333&#45;&gt;334</title>\n",
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       "<title>335</title>\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M7520,-901C7520,-901 7428,-901 7428,-901 7422,-901 7416,-895 7416,-889 7416,-889 7416,-830 7416,-830 7416,-824 7422,-818 7428,-818 7428,-818 7520,-818 7520,-818 7526,-818 7532,-824 7532,-830 7532,-830 7532,-889 7532,-889 7532,-895 7526,-901 7520,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"7439\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.28</text>\n",
       "<text text-anchor=\"start\" x=\"7438.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"7436.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"7434.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"7424\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 333&#45;&gt;335 -->\n",
       "<g id=\"edge335\" class=\"edge\">\n",
       "<title>333&#45;&gt;335</title>\n",
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       "<title>336</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M7409,-774.5C7409,-774.5 7293,-774.5 7293,-774.5 7287,-774.5 7281,-768.5 7281,-762.5 7281,-762.5 7281,-718.5 7281,-718.5 7281,-712.5 7287,-706.5 7293,-706.5 7293,-706.5 7409,-706.5 7409,-706.5 7415,-706.5 7421,-712.5 7421,-718.5 7421,-718.5 7421,-762.5 7421,-762.5 7421,-768.5 7415,-774.5 7409,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7323\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7313.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7311.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"7289\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 335&#45;&gt;336 -->\n",
       "<g id=\"edge336\" class=\"edge\">\n",
       "<title>335&#45;&gt;336</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7431.33,-817.91C7419.03,-806.21 7405.62,-793.46 7393.35,-781.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7395.53,-779.02 7385.87,-774.67 7390.7,-784.1 7395.53,-779.02\"/>\n",
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       "<!-- 337 -->\n",
       "<g id=\"node338\" class=\"node\">\n",
       "<title>337</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7543,-774.5C7543,-774.5 7451,-774.5 7451,-774.5 7445,-774.5 7439,-768.5 7439,-762.5 7439,-762.5 7439,-718.5 7439,-718.5 7439,-712.5 7445,-706.5 7451,-706.5 7451,-706.5 7543,-706.5 7543,-706.5 7549,-706.5 7555,-712.5 7555,-718.5 7555,-718.5 7555,-762.5 7555,-762.5 7555,-768.5 7549,-774.5 7543,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7469\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7459.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7457.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7447\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 335&#45;&gt;337 -->\n",
       "<g id=\"edge337\" class=\"edge\">\n",
       "<title>335&#45;&gt;337</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"7491.99,-785.15 7490.48,-774.67 7485.12,-783.8 7491.99,-785.15\"/>\n",
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       "<!-- 340 -->\n",
       "<g id=\"node341\" class=\"node\">\n",
       "<title>340</title>\n",
       "<path fill=\"#d7ebfa\" stroke=\"black\" d=\"M7914,-1139C7914,-1139 7822,-1139 7822,-1139 7816,-1139 7810,-1133 7810,-1127 7810,-1127 7810,-1068 7810,-1068 7810,-1062 7816,-1056 7822,-1056 7822,-1056 7914,-1056 7914,-1056 7920,-1056 7926,-1062 7926,-1068 7926,-1068 7926,-1127 7926,-1127 7926,-1133 7920,-1139 7914,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"7829.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.244</text>\n",
       "<text text-anchor=\"start\" x=\"7832.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.494</text>\n",
       "<text text-anchor=\"start\" x=\"7827\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"7825\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 10]</text>\n",
       "<text text-anchor=\"start\" x=\"7818\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 339&#45;&gt;340 -->\n",
       "<g id=\"edge340\" class=\"edge\">\n",
       "<title>339&#45;&gt;340</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7868,-1174.91C7868,-1166.65 7868,-1157.86 7868,-1149.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7871.5,-1149.02 7868,-1139.02 7864.5,-1149.02 7871.5,-1149.02\"/>\n",
       "</g>\n",
       "<!-- 359 -->\n",
       "<g id=\"node360\" class=\"node\">\n",
       "<title>359</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8048,-1131.5C8048,-1131.5 7956,-1131.5 7956,-1131.5 7950,-1131.5 7944,-1125.5 7944,-1119.5 7944,-1119.5 7944,-1075.5 7944,-1075.5 7944,-1069.5 7950,-1063.5 7956,-1063.5 7956,-1063.5 8048,-1063.5 8048,-1063.5 8054,-1063.5 8060,-1069.5 8060,-1075.5 8060,-1075.5 8060,-1119.5 8060,-1119.5 8060,-1125.5 8054,-1131.5 8048,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7974\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7964.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7962.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7952\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 339&#45;&gt;359 -->\n",
       "<g id=\"edge359\" class=\"edge\">\n",
       "<title>339&#45;&gt;359</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7914.49,-1174.91C7928.01,-1163.1 7942.77,-1150.22 7956.25,-1138.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7958.78,-1140.88 7964.01,-1131.67 7954.18,-1135.61 7958.78,-1140.88\"/>\n",
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       "<!-- 341 -->\n",
       "<g id=\"node342\" class=\"node\">\n",
       "<title>341</title>\n",
       "<path fill=\"#91c9f1\" stroke=\"black\" d=\"M7914,-1020C7914,-1020 7822,-1020 7822,-1020 7816,-1020 7810,-1014 7810,-1008 7810,-1008 7810,-949 7810,-949 7810,-943 7816,-937 7822,-937 7822,-937 7914,-937 7914,-937 7920,-937 7926,-943 7926,-949 7926,-949 7926,-1008 7926,-1008 7926,-1014 7920,-1020 7914,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"7829.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.378</text>\n",
       "<text text-anchor=\"start\" x=\"7832.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\n",
       "<text text-anchor=\"start\" x=\"7830.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"7828.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"7818\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 340&#45;&gt;341 -->\n",
       "<g id=\"edge341\" class=\"edge\">\n",
       "<title>340&#45;&gt;341</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7868,-1055.91C7868,-1047.65 7868,-1038.86 7868,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7871.5,-1030.02 7868,-1020.02 7864.5,-1030.02 7871.5,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 354 -->\n",
       "<g id=\"node355\" class=\"node\">\n",
       "<title>354</title>\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M8145,-1020C8145,-1020 8029,-1020 8029,-1020 8023,-1020 8017,-1014 8017,-1008 8017,-1008 8017,-949 8017,-949 8017,-943 8023,-937 8029,-937 8029,-937 8145,-937 8145,-937 8151,-937 8157,-943 8157,-949 8157,-949 8157,-1008 8157,-1008 8157,-1014 8151,-1020 8145,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"8054\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 2.0</text>\n",
       "<text text-anchor=\"start\" x=\"8055\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"8049.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"8047.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"8025\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 340&#45;&gt;354 -->\n",
       "<g id=\"edge354\" class=\"edge\">\n",
       "<title>340&#45;&gt;354</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7926.31,-1060.89C7929.24,-1059.22 7932.15,-1057.58 7935,-1056 7958.28,-1043.13 7983.99,-1029.85 8007.54,-1018.04\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8009.41,-1021.02 8016.79,-1013.42 8006.28,-1014.75 8009.41,-1021.02\"/>\n",
       "</g>\n",
       "<!-- 342 -->\n",
       "<g id=\"node343\" class=\"node\">\n",
       "<title>342</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M7859,-901C7859,-901 7743,-901 7743,-901 7737,-901 7731,-895 7731,-889 7731,-889 7731,-830 7731,-830 7731,-824 7737,-818 7743,-818 7743,-818 7859,-818 7859,-818 7865,-818 7871,-824 7871,-830 7871,-830 7871,-889 7871,-889 7871,-895 7865,-901 7859,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"7763\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;1.124</text>\n",
       "<text text-anchor=\"start\" x=\"7765.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"7763.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"7761.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"7739\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 341&#45;&gt;342 -->\n",
       "<g id=\"edge342\" class=\"edge\">\n",
       "<title>341&#45;&gt;342</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7844.75,-936.91C7839.77,-928.2 7834.44,-918.9 7829.29,-909.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7832.21,-907.96 7824.2,-901.02 7826.14,-911.44 7832.21,-907.96\"/>\n",
       "</g>\n",
       "<!-- 347 -->\n",
       "<g id=\"node348\" class=\"node\">\n",
       "<title>347</title>\n",
       "<path fill=\"#52a9e8\" stroke=\"black\" d=\"M7993,-901C7993,-901 7901,-901 7901,-901 7895,-901 7889,-895 7889,-889 7889,-889 7889,-830 7889,-830 7889,-824 7895,-818 7901,-818 7901,-818 7993,-818 7993,-818 7999,-818 8005,-824 8005,-830 8005,-830 8005,-889 8005,-889 8005,-895 7999,-901 7993,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"7914\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"7911.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"7909.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"7907.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"7897\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 341&#45;&gt;347 -->\n",
       "<g id=\"edge347\" class=\"edge\">\n",
       "<title>341&#45;&gt;347</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7895.41,-936.91C7901.41,-928.01 7907.83,-918.51 7914.03,-909.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7916.94,-911.27 7919.64,-901.02 7911.14,-907.35 7916.94,-911.27\"/>\n",
       "</g>\n",
       "<!-- 343 -->\n",
       "<g id=\"node344\" class=\"node\">\n",
       "<title>343</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M7701,-782C7701,-782 7585,-782 7585,-782 7579,-782 7573,-776 7573,-770 7573,-770 7573,-711 7573,-711 7573,-705 7579,-699 7585,-699 7585,-699 7701,-699 7701,-699 7707,-699 7713,-705 7713,-711 7713,-711 7713,-770 7713,-770 7713,-776 7707,-782 7701,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"7604.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.418</text>\n",
       "<text text-anchor=\"start\" x=\"7607.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"7605.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7603.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"7581\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 342&#45;&gt;343 -->\n",
       "<g id=\"edge343\" class=\"edge\">\n",
       "<title>342&#45;&gt;343</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7746.18,-817.91C7733.19,-808.29 7719.24,-797.95 7705.92,-788.09\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7707.84,-785.16 7697.72,-782.02 7703.67,-790.78 7707.84,-785.16\"/>\n",
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       "<!-- 346 -->\n",
       "<g id=\"node347\" class=\"node\">\n",
       "<title>346</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7859,-774.5C7859,-774.5 7743,-774.5 7743,-774.5 7737,-774.5 7731,-768.5 7731,-762.5 7731,-762.5 7731,-718.5 7731,-718.5 7731,-712.5 7737,-706.5 7743,-706.5 7743,-706.5 7859,-706.5 7859,-706.5 7865,-706.5 7871,-712.5 7871,-718.5 7871,-718.5 7871,-762.5 7871,-762.5 7871,-768.5 7865,-774.5 7859,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7773\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7763.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7761.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7739\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 342&#45;&gt;346 -->\n",
       "<g id=\"edge346\" class=\"edge\">\n",
       "<title>342&#45;&gt;346</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7801,-817.91C7801,-807.2 7801,-795.62 7801,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7804.5,-784.67 7801,-774.67 7797.5,-784.67 7804.5,-784.67\"/>\n",
       "</g>\n",
       "<!-- 344 -->\n",
       "<g id=\"node345\" class=\"node\">\n",
       "<title>344</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7637,-655.5C7637,-655.5 7545,-655.5 7545,-655.5 7539,-655.5 7533,-649.5 7533,-643.5 7533,-643.5 7533,-599.5 7533,-599.5 7533,-593.5 7539,-587.5 7545,-587.5 7545,-587.5 7637,-587.5 7637,-587.5 7643,-587.5 7649,-593.5 7649,-599.5 7649,-599.5 7649,-643.5 7649,-643.5 7649,-649.5 7643,-655.5 7637,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7563\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7553.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7551.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"7541\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 343&#45;&gt;344 -->\n",
       "<g id=\"edge344\" class=\"edge\">\n",
       "<title>343&#45;&gt;344</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7624.96,-698.91C7620.1,-687.98 7614.84,-676.14 7609.94,-665.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7613,-663.38 7605.74,-655.67 7606.6,-666.23 7613,-663.38\"/>\n",
       "</g>\n",
       "<!-- 345 -->\n",
       "<g id=\"node346\" class=\"node\">\n",
       "<title>345</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7795,-655.5C7795,-655.5 7679,-655.5 7679,-655.5 7673,-655.5 7667,-649.5 7667,-643.5 7667,-643.5 7667,-599.5 7667,-599.5 7667,-593.5 7673,-587.5 7679,-587.5 7679,-587.5 7795,-587.5 7795,-587.5 7801,-587.5 7807,-593.5 7807,-599.5 7807,-599.5 7807,-643.5 7807,-643.5 7807,-649.5 7801,-655.5 7795,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7709\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7699.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7697.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7675\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 343&#45;&gt;345 -->\n",
       "<g id=\"edge345\" class=\"edge\">\n",
       "<title>343&#45;&gt;345</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7675.61,-698.91C7684.74,-687.54 7694.68,-675.18 7703.84,-663.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7706.82,-665.65 7710.35,-655.67 7701.36,-661.27 7706.82,-665.65\"/>\n",
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       "<!-- 348 -->\n",
       "<g id=\"node349\" class=\"node\">\n",
       "<title>348</title>\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M7993,-782C7993,-782 7901,-782 7901,-782 7895,-782 7889,-776 7889,-770 7889,-770 7889,-711 7889,-711 7889,-705 7895,-699 7901,-699 7901,-699 7993,-699 7993,-699 7999,-699 8005,-705 8005,-711 8005,-711 8005,-770 8005,-770 8005,-776 7999,-782 7993,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"7909\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ &#45;0.698</text>\n",
       "<text text-anchor=\"start\" x=\"7915\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"7909.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"7907.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"7897\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 347&#45;&gt;348 -->\n",
       "<g id=\"edge348\" class=\"edge\">\n",
       "<title>347&#45;&gt;348</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7947,-817.91C7947,-809.65 7947,-800.86 7947,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7950.5,-792.02 7947,-782.02 7943.5,-792.02 7950.5,-792.02\"/>\n",
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       "<!-- 353 -->\n",
       "<g id=\"node354\" class=\"node\">\n",
       "<title>353</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8127,-774.5C8127,-774.5 8035,-774.5 8035,-774.5 8029,-774.5 8023,-768.5 8023,-762.5 8023,-762.5 8023,-718.5 8023,-718.5 8023,-712.5 8029,-706.5 8035,-706.5 8035,-706.5 8127,-706.5 8127,-706.5 8133,-706.5 8139,-712.5 8139,-718.5 8139,-718.5 8139,-762.5 8139,-762.5 8139,-768.5 8133,-774.5 8127,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8053\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8043.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
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       "<text text-anchor=\"start\" x=\"8031\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 347&#45;&gt;353 -->\n",
       "<g id=\"edge353\" class=\"edge\">\n",
       "<title>347&#45;&gt;353</title>\n",
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       "<!-- 349 -->\n",
       "<g id=\"node350\" class=\"node\">\n",
       "<title>349</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7935,-655.5C7935,-655.5 7843,-655.5 7843,-655.5 7837,-655.5 7831,-649.5 7831,-643.5 7831,-643.5 7831,-599.5 7831,-599.5 7831,-593.5 7837,-587.5 7843,-587.5 7843,-587.5 7935,-587.5 7935,-587.5 7941,-587.5 7947,-593.5 7947,-599.5 7947,-599.5 7947,-643.5 7947,-643.5 7947,-649.5 7941,-655.5 7935,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7861\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7851.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"7839\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 348&#45;&gt;349 -->\n",
       "<g id=\"edge349\" class=\"edge\">\n",
       "<title>348&#45;&gt;349</title>\n",
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       "<!-- 350 -->\n",
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       "<title>350</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M8069,-663C8069,-663 7977,-663 7977,-663 7971,-663 7965,-657 7965,-651 7965,-651 7965,-592 7965,-592 7965,-586 7971,-580 7977,-580 7977,-580 8069,-580 8069,-580 8075,-580 8081,-586 8081,-592 8081,-592 8081,-651 8081,-651 8081,-657 8075,-663 8069,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"7991\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.31</text>\n",
       "<text text-anchor=\"start\" x=\"7987.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"7985.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7983.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"7973\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 348&#45;&gt;350 -->\n",
       "<g id=\"edge350\" class=\"edge\">\n",
       "<title>348&#45;&gt;350</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7973.37,-698.91C7979.09,-690.1 7985.19,-680.7 7991.1,-671.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7994.17,-673.31 7996.68,-663.02 7988.3,-669.5 7994.17,-673.31\"/>\n",
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       "<!-- 351 -->\n",
       "<g id=\"node352\" class=\"node\">\n",
       "<title>351</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8008,-536.5C8008,-536.5 7892,-536.5 7892,-536.5 7886,-536.5 7880,-530.5 7880,-524.5 7880,-524.5 7880,-480.5 7880,-480.5 7880,-474.5 7886,-468.5 7892,-468.5 7892,-468.5 8008,-468.5 8008,-468.5 8014,-468.5 8020,-474.5 8020,-480.5 8020,-480.5 8020,-524.5 8020,-524.5 8020,-530.5 8014,-536.5 8008,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7922\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7912.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7910.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7888\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 350&#45;&gt;351 -->\n",
       "<g id=\"edge351\" class=\"edge\">\n",
       "<title>350&#45;&gt;351</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"7978.96,-543.3 7970.69,-536.67 7973.02,-547 7978.96,-543.3\"/>\n",
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       "<!-- 352 -->\n",
       "<g id=\"node353\" class=\"node\">\n",
       "<title>352</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8142,-536.5C8142,-536.5 8050,-536.5 8050,-536.5 8044,-536.5 8038,-530.5 8038,-524.5 8038,-524.5 8038,-480.5 8038,-480.5 8038,-474.5 8044,-468.5 8050,-468.5 8050,-468.5 8142,-468.5 8142,-468.5 8148,-468.5 8154,-474.5 8154,-480.5 8154,-480.5 8154,-524.5 8154,-524.5 8154,-530.5 8148,-536.5 8142,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8068\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8058.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8056.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"8046\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 350&#45;&gt;352 -->\n",
       "<g id=\"edge352\" class=\"edge\">\n",
       "<title>350&#45;&gt;352</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"8072.98,-547 8075.31,-536.67 8067.04,-543.3 8072.98,-547\"/>\n",
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       "<!-- 355 -->\n",
       "<g id=\"node356\" class=\"node\">\n",
       "<title>355</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M8212,-901C8212,-901 8096,-901 8096,-901 8090,-901 8084,-895 8084,-889 8084,-889 8084,-830 8084,-830 8084,-824 8090,-818 8096,-818 8096,-818 8212,-818 8212,-818 8218,-818 8224,-824 8224,-830 8224,-830 8224,-889 8224,-889 8224,-895 8218,-901 8212,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"8120\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">parch ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"8118.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"8116.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"8114.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"8092\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 354&#45;&gt;355 -->\n",
       "<g id=\"edge355\" class=\"edge\">\n",
       "<title>354&#45;&gt;355</title>\n",
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       "<!-- 358 -->\n",
       "<g id=\"node359\" class=\"node\">\n",
       "<title>358</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8370,-893.5C8370,-893.5 8254,-893.5 8254,-893.5 8248,-893.5 8242,-887.5 8242,-881.5 8242,-881.5 8242,-837.5 8242,-837.5 8242,-831.5 8248,-825.5 8254,-825.5 8254,-825.5 8370,-825.5 8370,-825.5 8376,-825.5 8382,-831.5 8382,-837.5 8382,-837.5 8382,-881.5 8382,-881.5 8382,-887.5 8376,-893.5 8370,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8284\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8274.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8272.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8250\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 354&#45;&gt;358 -->\n",
       "<g id=\"edge358\" class=\"edge\">\n",
       "<title>354&#45;&gt;358</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8157.27,-940.96C8183.33,-927.41 8212.94,-912.01 8239.23,-898.34\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8241.12,-901.3 8248.37,-893.59 8237.89,-895.09 8241.12,-901.3\"/>\n",
       "</g>\n",
       "<!-- 356 -->\n",
       "<g id=\"node357\" class=\"node\">\n",
       "<title>356</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8261,-774.5C8261,-774.5 8169,-774.5 8169,-774.5 8163,-774.5 8157,-768.5 8157,-762.5 8157,-762.5 8157,-718.5 8157,-718.5 8157,-712.5 8163,-706.5 8169,-706.5 8169,-706.5 8261,-706.5 8261,-706.5 8267,-706.5 8273,-712.5 8273,-718.5 8273,-718.5 8273,-762.5 8273,-762.5 8273,-768.5 8267,-774.5 8261,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8187\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8177.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8175.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"8165\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
       "</g>\n",
       "<!-- 355&#45;&gt;356 -->\n",
       "<g id=\"edge356\" class=\"edge\">\n",
       "<title>355&#45;&gt;356</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8175.16,-817.91C8180.92,-806.87 8187.16,-794.9 8192.96,-783.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8196.19,-785.15 8197.71,-774.67 8189.98,-781.92 8196.19,-785.15\"/>\n",
       "</g>\n",
       "<!-- 357 -->\n",
       "<g id=\"node358\" class=\"node\">\n",
       "<title>357</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8419,-774.5C8419,-774.5 8303,-774.5 8303,-774.5 8297,-774.5 8291,-768.5 8291,-762.5 8291,-762.5 8291,-718.5 8291,-718.5 8291,-712.5 8297,-706.5 8303,-706.5 8303,-706.5 8419,-706.5 8419,-706.5 8425,-706.5 8431,-712.5 8431,-718.5 8431,-718.5 8431,-762.5 8431,-762.5 8431,-768.5 8425,-774.5 8419,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8333\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8323.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"8321.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8299\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 355&#45;&gt;357 -->\n",
       "<g id=\"edge357\" class=\"edge\">\n",
       "<title>355&#45;&gt;357</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8224.08,-818.89C8246.55,-806.19 8271.37,-792.16 8293.64,-779.57\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8295.38,-782.61 8302.37,-774.64 8291.94,-776.51 8295.38,-782.61\"/>\n",
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       "<!-- 361 -->\n",
       "<g id=\"node362\" class=\"node\">\n",
       "<title>361</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7774,-1488.5C7774,-1488.5 7658,-1488.5 7658,-1488.5 7652,-1488.5 7646,-1482.5 7646,-1476.5 7646,-1476.5 7646,-1432.5 7646,-1432.5 7646,-1426.5 7652,-1420.5 7658,-1420.5 7658,-1420.5 7774,-1420.5 7774,-1420.5 7780,-1420.5 7786,-1426.5 7786,-1432.5 7786,-1432.5 7786,-1476.5 7786,-1476.5 7786,-1482.5 7780,-1488.5 7774,-1488.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7688\" y=\"-1473.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7678.5\" y=\"-1458.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"7673\" y=\"-1443.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"7654\" y=\"-1428.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 360&#45;&gt;361 -->\n",
       "<g id=\"edge361\" class=\"edge\">\n",
       "<title>360&#45;&gt;361</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7716,-1531.91C7716,-1521.2 7716,-1509.62 7716,-1498.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7719.5,-1498.67 7716,-1488.67 7712.5,-1498.67 7719.5,-1498.67\"/>\n",
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       "<!-- 362 -->\n",
       "<g id=\"node363\" class=\"node\">\n",
       "<title>362</title>\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M8370,-1496C8370,-1496 8254,-1496 8254,-1496 8248,-1496 8242,-1490 8242,-1484 8242,-1484 8242,-1425 8242,-1425 8242,-1419 8248,-1413 8254,-1413 8254,-1413 8370,-1413 8370,-1413 8376,-1413 8382,-1419 8382,-1425 8382,-1425 8382,-1484 8382,-1484 8382,-1490 8376,-1496 8370,-1496\"/>\n",
       "<text text-anchor=\"start\" x=\"8279\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 4.5</text>\n",
       "<text text-anchor=\"start\" x=\"8276.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
       "<text text-anchor=\"start\" x=\"8274.5\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"8272.5\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"8250\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 360&#45;&gt;362 -->\n",
       "<g id=\"edge362\" class=\"edge\">\n",
       "<title>360&#45;&gt;362</title>\n",
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       "<!-- 363 -->\n",
       "<g id=\"node364\" class=\"node\">\n",
       "<title>363</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M8370,-1377C8370,-1377 8254,-1377 8254,-1377 8248,-1377 8242,-1371 8242,-1365 8242,-1365 8242,-1306 8242,-1306 8242,-1300 8248,-1294 8254,-1294 8254,-1294 8370,-1294 8370,-1294 8376,-1294 8382,-1300 8382,-1306 8382,-1306 8382,-1365 8382,-1365 8382,-1371 8376,-1377 8370,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"8279\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sibsp ≤ 2.5</text>\n",
       "<text text-anchor=\"start\" x=\"8276.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"8274.5\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"8272.5\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"8250\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 362&#45;&gt;363 -->\n",
       "<g id=\"edge363\" class=\"edge\">\n",
       "<title>362&#45;&gt;363</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8312,-1412.91C8312,-1404.65 8312,-1395.86 8312,-1387.3\"/>\n",
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       "<!-- 372 -->\n",
       "<g id=\"node373\" class=\"node\">\n",
       "<title>372</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8528,-1369.5C8528,-1369.5 8412,-1369.5 8412,-1369.5 8406,-1369.5 8400,-1363.5 8400,-1357.5 8400,-1357.5 8400,-1313.5 8400,-1313.5 8400,-1307.5 8406,-1301.5 8412,-1301.5 8412,-1301.5 8528,-1301.5 8528,-1301.5 8534,-1301.5 8540,-1307.5 8540,-1313.5 8540,-1313.5 8540,-1357.5 8540,-1357.5 8540,-1363.5 8534,-1369.5 8528,-1369.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8442\" y=\"-1354.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8432.5\" y=\"-1339.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"8430.5\" y=\"-1324.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8408\" y=\"-1309.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 362&#45;&gt;372 -->\n",
       "<g id=\"edge372\" class=\"edge\">\n",
       "<title>362&#45;&gt;372</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"8419.26,-1378.43 8425.21,-1369.67 8415.09,-1372.81 8419.26,-1378.43\"/>\n",
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       "<!-- 364 -->\n",
       "<g id=\"node365\" class=\"node\">\n",
       "<title>364</title>\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M8370,-1258C8370,-1258 8254,-1258 8254,-1258 8248,-1258 8242,-1252 8242,-1246 8242,-1246 8242,-1187 8242,-1187 8242,-1181 8248,-1175 8254,-1175 8254,-1175 8370,-1175 8370,-1175 8376,-1175 8382,-1181 8382,-1187 8382,-1187 8382,-1246 8382,-1246 8382,-1252 8376,-1258 8370,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"8261.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">FamilySize ≤ 9.0</text>\n",
       "<text text-anchor=\"start\" x=\"8280\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"8274.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
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       "<text text-anchor=\"start\" x=\"8250\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 363&#45;&gt;364 -->\n",
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       "<title>363&#45;&gt;364</title>\n",
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       "<!-- 369 -->\n",
       "<g id=\"node370\" class=\"node\">\n",
       "<title>369</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M8607,-1258C8607,-1258 8491,-1258 8491,-1258 8485,-1258 8479,-1252 8479,-1246 8479,-1246 8479,-1187 8479,-1187 8479,-1181 8485,-1175 8491,-1175 8491,-1175 8607,-1175 8607,-1175 8613,-1175 8619,-1181 8619,-1187 8619,-1187 8619,-1246 8619,-1246 8619,-1252 8613,-1258 8607,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"8510.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">fare ≤ &#45;0.038</text>\n",
       "<text text-anchor=\"start\" x=\"8513.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"8511.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"8509.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"8487\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 363&#45;&gt;369 -->\n",
       "<g id=\"edge369\" class=\"edge\">\n",
       "<title>363&#45;&gt;369</title>\n",
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       "<!-- 365 -->\n",
       "<g id=\"node366\" class=\"node\">\n",
       "<title>365</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M8291,-1139C8291,-1139 8175,-1139 8175,-1139 8169,-1139 8163,-1133 8163,-1127 8163,-1127 8163,-1068 8163,-1068 8163,-1062 8169,-1056 8175,-1056 8175,-1056 8291,-1056 8291,-1056 8297,-1056 8303,-1062 8303,-1068 8303,-1068 8303,-1127 8303,-1127 8303,-1133 8297,-1139 8291,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"8197\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">age ≤ 0.697</text>\n",
       "<text text-anchor=\"start\" x=\"8197.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"8195.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
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       "<text text-anchor=\"start\" x=\"8171\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 364&#45;&gt;365 -->\n",
       "<g id=\"edge365\" class=\"edge\">\n",
       "<title>364&#45;&gt;365</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8284.59,-1174.91C8278.59,-1166.01 8272.17,-1156.51 8265.97,-1147.33\"/>\n",
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       "<!-- 368 -->\n",
       "<g id=\"node369\" class=\"node\">\n",
       "<title>368</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8449,-1131.5C8449,-1131.5 8333,-1131.5 8333,-1131.5 8327,-1131.5 8321,-1125.5 8321,-1119.5 8321,-1119.5 8321,-1075.5 8321,-1075.5 8321,-1069.5 8327,-1063.5 8333,-1063.5 8333,-1063.5 8449,-1063.5 8449,-1063.5 8455,-1063.5 8461,-1069.5 8461,-1075.5 8461,-1075.5 8461,-1119.5 8461,-1119.5 8461,-1125.5 8455,-1131.5 8449,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8363\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8353.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8351.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8329\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 364&#45;&gt;368 -->\n",
       "<g id=\"edge368\" class=\"edge\">\n",
       "<title>364&#45;&gt;368</title>\n",
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       "<!-- 366 -->\n",
       "<g id=\"node367\" class=\"node\">\n",
       "<title>366</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8279,-1012.5C8279,-1012.5 8187,-1012.5 8187,-1012.5 8181,-1012.5 8175,-1006.5 8175,-1000.5 8175,-1000.5 8175,-956.5 8175,-956.5 8175,-950.5 8181,-944.5 8187,-944.5 8187,-944.5 8279,-944.5 8279,-944.5 8285,-944.5 8291,-950.5 8291,-956.5 8291,-956.5 8291,-1000.5 8291,-1000.5 8291,-1006.5 8285,-1012.5 8279,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8205\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8195.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"8183\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<!-- 365&#45;&gt;366 -->\n",
       "<g id=\"edge366\" class=\"edge\">\n",
       "<title>365&#45;&gt;366</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8233,-1055.91C8233,-1045.2 8233,-1033.62 8233,-1022.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8236.5,-1022.67 8233,-1012.67 8229.5,-1022.67 8236.5,-1022.67\"/>\n",
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       "<!-- 367 -->\n",
       "<g id=\"node368\" class=\"node\">\n",
       "<title>367</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8437,-1012.5C8437,-1012.5 8321,-1012.5 8321,-1012.5 8315,-1012.5 8309,-1006.5 8309,-1000.5 8309,-1000.5 8309,-956.5 8309,-956.5 8309,-950.5 8315,-944.5 8321,-944.5 8321,-944.5 8437,-944.5 8437,-944.5 8443,-944.5 8449,-950.5 8449,-956.5 8449,-956.5 8449,-1000.5 8449,-1000.5 8449,-1006.5 8443,-1012.5 8437,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8351\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8341.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8339.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8317\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
       "</g>\n",
       "<!-- 365&#45;&gt;367 -->\n",
       "<g id=\"edge367\" class=\"edge\">\n",
       "<title>365&#45;&gt;367</title>\n",
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       "<title>370</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8607,-1131.5C8607,-1131.5 8491,-1131.5 8491,-1131.5 8485,-1131.5 8479,-1125.5 8479,-1119.5 8479,-1119.5 8479,-1075.5 8479,-1075.5 8479,-1069.5 8485,-1063.5 8491,-1063.5 8491,-1063.5 8607,-1063.5 8607,-1063.5 8613,-1063.5 8619,-1069.5 8619,-1075.5 8619,-1075.5 8619,-1119.5 8619,-1119.5 8619,-1125.5 8613,-1131.5 8607,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8521\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8511.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"8509.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8487\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not Survived</text>\n",
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       "<!-- 369&#45;&gt;370 -->\n",
       "<g id=\"edge370\" class=\"edge\">\n",
       "<title>369&#45;&gt;370</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8549,-1174.91C8549,-1164.2 8549,-1152.62 8549,-1141.78\"/>\n",
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       "<!-- 371 -->\n",
       "<g id=\"node372\" class=\"node\">\n",
       "<title>371</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8741,-1131.5C8741,-1131.5 8649,-1131.5 8649,-1131.5 8643,-1131.5 8637,-1125.5 8637,-1119.5 8637,-1119.5 8637,-1075.5 8637,-1075.5 8637,-1069.5 8643,-1063.5 8649,-1063.5 8649,-1063.5 8741,-1063.5 8741,-1063.5 8747,-1063.5 8753,-1069.5 8753,-1075.5 8753,-1075.5 8753,-1119.5 8753,-1119.5 8753,-1125.5 8747,-1131.5 8741,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8667\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8657.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"8645\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Survived</text>\n",
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       "<g id=\"edge371\" class=\"edge\">\n",
       "<title>369&#45;&gt;371</title>\n",
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      "text/plain": [
       "<graphviz.sources.Source at 0x111de0c6150>"
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     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph"
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