data-pre-processing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/dphi-official/Data_Science_Bootcamp/blob/master/Week2/Data_Preprocessing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zGXZeFEklpBU"
   },
   "source": [
    "## Loading Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hvSKSq64kIFF"
   },
   "outputs": [],
   "source": [
    "# to install these packages if they aren't there already, use below install commands:\n",
    "# !pip install pandas\n",
    "# !pip install numpy\n",
    "# !pip install sklearn\n",
    "# !pip install scipy\n",
    "# !pip install imblearn\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "import sklearn\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Bjd3CDHdjshM"
   },
   "source": [
    "## How to Load Fraud Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8QybNfG7jshN"
   },
   "outputs": [],
   "source": [
    "`df = pd.read_csv(\"https://raw.githubusercontent.com/dphi-official/Imbalanced_classes/master/fraud_data.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "861gzalcjshQ"
   },
   "source": [
    "## Data Description :\n",
    "IEEE Fraud Dataset was provided at Kaggle a year ago:\n",
    "- **Categorical Features – Transaction**\n",
    "- ProductCD – Product code\n",
    "- card1 - card6 : payment card information, such as card type, card category, issue bank, country, etc.\n",
    "- addr1, addr2\n",
    "- P_emaildomain – Purchaser \n",
    "- R_emaildomain- Recipient\n",
    "- M1 - M9 – Match between names on card and address etc.\n",
    "- **Categorical Features - Identity**\n",
    "- DeviceType\n",
    "- DeviceInfo\n",
    "- id_12 - id_38 customer identity variables\n",
    "- The TransactionDT feature is a timedelta from a given reference datetime (not an actual timestamp).\n",
    "- **Outcome/Target Variable – isFraud**\n",
    "- whether transaction is fraud or not\n",
    "\n",
    "#### More about this dataset here: https://www.kaggle.com/c/ieee-fraud-detection/data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "UuHkN6K-jshQ"
   },
   "source": [
    "## The target variable here is 'isFraud' whether the transaction is fraudulent. Let us look at how many fraud transactions are there and how many normal transactions are there in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "n-lKxBjEjshR",
    "outputId": "eb8abcab-6252-4396-f2d7-6c36e57913b4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    57049\n",
       "1     2005\n",
       "Name: isFraud, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isFraud.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vYG2KlmzyDzk"
   },
   "source": [
    "# Pre-Processing and Data Wrangling:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CgD_YPqN00dj"
   },
   "source": [
    "## Train Test Data Split - to evaluate performance in an unbiased manner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hFIB416pWbJ1"
   },
   "outputs": [],
   "source": [
    "# set x and y variables\n",
    "y = df['isFraud']\n",
    "x= df.loc[:, df.columns != 'isFraud']\n",
    "\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Split randomly into 70% train data and 30% test data\n",
    "xTrain, xTest, yTrain, yTest = train_test_split(x, y, test_size = 0.3, random_state = 123) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2s5UJCWrjshX",
    "outputId": "cad2a0c5-54c5-4a04-c9e6-56a523e188ef"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 41337 entries, 12662 to 52734\n",
      "Columns: 434 entries, Unnamed: 0 to DeviceInfo\n",
      "dtypes: float64(399), int64(4), object(31)\n",
      "memory usage: 137.2+ MB\n"
     ]
    }
   ],
   "source": [
    "xTrain.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QWDEZKe8RxxZ"
   },
   "source": [
    "## Step 1. Check for missingness in variables "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 165
    },
    "colab_type": "code",
    "id": "FBvAPtMaHaLr",
    "outputId": "7433d725-39f8-4323-8717-ed355acefa3d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0            0\n",
       "TransactionID         0\n",
       "TransactionDT         0\n",
       "TransactionAmt        0\n",
       "ProductCD             0\n",
       "                  ...  \n",
       "id_36             31403\n",
       "id_37             31403\n",
       "id_38             31403\n",
       "DeviceType        31419\n",
       "DeviceInfo        33011\n",
       "Length: 434, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xTrain.isnull().sum() #check how many missing/null values in each variable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QoJDFiFlxgah"
   },
   "source": [
    "## Eliminate automatically variables with more than 20% of missingness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "JkjRKLQPxeW1"
   },
   "outputs": [],
   "source": [
    "# Eliminate automatically variables with more than 20% of missingness\n",
    "\n",
    "xTrain_before_filling= xTrain\n",
    "xTrain = xTrain[xTrain.columns[xTrain.isnull().mean() < 0.2]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8dr5obK2jshg"
   },
   "source": [
    "## Let us see which among remaining columns have missing values in the code below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 121
    },
    "colab_type": "code",
    "id": "B3YL9h6_WT9U",
    "outputId": "846168bd-a103-4b58-f89e-6bf922b31698"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['card2', 'card3', 'card4', 'card5', 'card6', 'addr1', 'addr2',\n",
      "       'P_emaildomain', 'D1', 'D10',\n",
      "       ...\n",
      "       'V312', 'V313', 'V314', 'V315', 'V316', 'V317', 'V318', 'V319', 'V320',\n",
      "       'V321'],\n",
      "      dtype='object', length=162)\n"
     ]
    }
   ],
   "source": [
    "missing_cols=xTrain.columns[xTrain.isnull().mean() > 0]\n",
    "print(missing_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PJmsatXVjshj",
    "outputId": "c73601ab-b804-48c6-ba9a-ae344d95878a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.007499334736434671"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xTrain['card5'].isnull().mean() # let us use this variable for comparison later, keep this in mind for now!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "j60_w4cSjshn"
   },
   "source": [
    "# Imputation : Filling missing values in a variable by reasonable approximations like mean of the variable to allow machine learning models to work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "u3sfQPkGjsho"
   },
   "source": [
    "## Step 1a. Single Imputation Technique"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "XW8TgM-Vx4pd"
   },
   "source": [
    "## Impute Numeric Variables with mean of the variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PJf7oWhwxyqS",
    "outputId": "b0ae5a52-9627-4bd5-cf39-152bcdf5fa2e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Unnamed: 0', 'TransactionID', 'TransactionDT', 'TransactionAmt',\n",
      "       'card1', 'card2', 'card3', 'card5', 'addr1', 'addr2',\n",
      "       ...\n",
      "       'V312', 'V313', 'V314', 'V315', 'V316', 'V317', 'V318', 'V319', 'V320',\n",
      "       'V321'],\n",
      "      dtype='object', length=178)\n",
      "Unnamed: 0        2.948051e+05\n",
      "TransactionID     3.281805e+06\n",
      "TransactionDT     7.357705e+06\n",
      "TransactionAmt    1.347207e+02\n",
      "card1             9.912457e+03\n",
      "                      ...     \n",
      "V317              2.722976e+02\n",
      "V318              1.823263e+02\n",
      "V319              1.665254e+01\n",
      "V320              4.211091e+01\n",
      "V321              2.752951e+01\n",
      "Length: 178, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\pandas\\core\\frame.py:2963: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self[k1] = value[k2]\n"
     ]
    }
   ],
   "source": [
    "xTrain_single= xTrain\n",
    "cols= xTrain_single.columns\n",
    "num_cols = xTrain_single.select_dtypes(include=np.number).columns\n",
    "xTrain_single.loc[:,num_cols]=xTrain_single.loc[:,num_cols].fillna(xTrain_single.loc[:,num_cols].mean())\n",
    "print(num_cols)\n",
    "print(xTrain_single.loc[:,num_cols].mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "gefmKrRnxzJj"
   },
   "source": [
    "## Impute Categorical Variables with mode of the variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "WNxWjNtUyDyE",
    "outputId": "53600880-0826-40bc-b415-b252016e3565"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ProductCD', 'P_emaildomain', 'card6', 'card4']\n",
      "ProductCD                W\n",
      "P_emaildomain    gmail.com\n",
      "card6                debit\n",
      "card4                 visa\n",
      "Name: 0, dtype: object\n"
     ]
    }
   ],
   "source": [
    "cat_cols= list(set(cols) - set(num_cols))\n",
    "xTrain_single.loc[:,cat_cols] = xTrain_single.loc[:,cat_cols].fillna(xTrain.loc[:,cat_cols].mode().iloc[0])\n",
    "train_cols = xTrain_single.columns\n",
    "print(cat_cols)\n",
    "print(xTrain_single.loc[:,cat_cols].mode().iloc[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "fQUW2NLNjshu"
   },
   "source": [
    "### Check if missingness is now 0 for all variables remaining \n",
    "##### empty column list indicates no variable has missing values anymore!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "J_I_-BoAjshu",
    "outputId": "1c3fdb55-5cc3-4329-9a62-e58dcab70bf4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([], dtype='object')"
      ]
     },
     "execution_count": 29,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xTrain_single.columns[xTrain_single.isnull().mean() > 0] # select those variables with missing values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cmpa_f0Cjshw"
   },
   "source": [
    "### Comparing variable before and after filling: (remember variable 'Card5' earlier?)\n",
    "Card5 variable before filling missing values with its mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "GiJCr58Ujshx",
    "outputId": "7208f144-3008-4328-9e16-12506dc1aead",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xTrain_single['card5'].plot.hist(figsize=(16,8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "RjyBrHcojshz",
    "outputId": "5dc3879e-49da-423e-e4ca-2c8bd5501a93",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xTrain_before_filling['card5'].plot.hist(figsize=(16,8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_WBXp4Zvjsh1",
    "outputId": "1800758d-b810-4967-cbb0-d9faffad4ce7",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    41337.000000\n",
       "mean       199.235991\n",
       "std         41.036349\n",
       "min        100.000000\n",
       "25%        166.000000\n",
       "50%        226.000000\n",
       "75%        226.000000\n",
       "max        237.000000\n",
       "Name: card5, dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xTrain_single['card5'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "zzXn4EG_jsh3",
    "outputId": "66917bd3-02fb-4f03-ed07-33e4407516e8",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    41027.000000\n",
       "mean       199.235991\n",
       "std         41.191096\n",
       "min        100.000000\n",
       "25%        166.000000\n",
       "50%        226.000000\n",
       "75%        226.000000\n",
       "max        237.000000\n",
       "Name: card5, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xTrain_before_filling['card5'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "rOlQUqSvjsh5"
   },
   "source": [
    "### in above describe command, we are looking how is the variable distributed in terms of mean, standard deviation etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "bR574JsLlWjg"
   },
   "outputs": [],
   "source": [
    "### The variable 'card5' didn't change much as a whole (except for very slight change in standard deviation of the variable) even after filling with mean values. So filling values isn't changing the existing variables much because of filling with measures like mean of the variable. It just models to not misunderstand missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "73tRyQ10jsh7"
   },
   "outputs": [],
   "source": [
    "xTrain= xTrain_single # let us single imputed data as further data for preprocessing in the next step"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "IDS3s-8rjsh9"
   },
   "source": [
    "## Step 2. One hot encoding : To make all variables numeric to feed to machine learning process further"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "5cS3CXQijsh9",
    "outputId": "30cd62b3-75c0-4685-8a85-ad5a117dfb80",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 41337 entries, 12662 to 52734\n",
      "Columns: 182 entries, Unnamed: 0 to V321\n",
      "dtypes: float64(174), int64(4), object(4)\n",
      "memory usage: 57.7+ MB\n"
     ]
    }
   ],
   "source": [
    "xTrain.info()\n",
    "xTrain_dummy = pd.get_dummies(xTrain, prefix_sep='_', drop_first=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "q--fdj3ojsh_",
    "outputId": "dafa702a-3692-4dbc-de3c-c33d94d7eb6a",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>TransactionID</th>\n",
       "      <th>TransactionDT</th>\n",
       "      <th>TransactionAmt</th>\n",
       "      <th>card1</th>\n",
       "      <th>card2</th>\n",
       "      <th>card3</th>\n",
       "      <th>card5</th>\n",
       "      <th>addr1</th>\n",
       "      <th>addr2</th>\n",
       "      <th>...</th>\n",
       "      <th>P_emaildomain_web.de</th>\n",
       "      <th>P_emaildomain_windstream.net</th>\n",
       "      <th>P_emaildomain_yahoo.co.jp</th>\n",
       "      <th>P_emaildomain_yahoo.co.uk</th>\n",
       "      <th>P_emaildomain_yahoo.com</th>\n",
       "      <th>P_emaildomain_yahoo.com.mx</th>\n",
       "      <th>P_emaildomain_yahoo.de</th>\n",
       "      <th>P_emaildomain_yahoo.es</th>\n",
       "      <th>P_emaildomain_yahoo.fr</th>\n",
       "      <th>P_emaildomain_ymail.com</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12662</th>\n",
       "      <td>71646</td>\n",
       "      <td>3058646</td>\n",
       "      <td>1612658</td>\n",
       "      <td>46.500</td>\n",
       "      <td>7861</td>\n",
       "      <td>494.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47037</th>\n",
       "      <td>482434</td>\n",
       "      <td>3469434</td>\n",
       "      <td>12533197</td>\n",
       "      <td>20.950</td>\n",
       "      <td>10748</td>\n",
       "      <td>455.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>337.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29179</th>\n",
       "      <td>315515</td>\n",
       "      <td>3302515</td>\n",
       "      <td>7855766</td>\n",
       "      <td>139.117</td>\n",
       "      <td>4606</td>\n",
       "      <td>141.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>290.763705</td>\n",
       "      <td>86.802851</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40680</th>\n",
       "      <td>23196</td>\n",
       "      <td>3010196</td>\n",
       "      <td>595984</td>\n",
       "      <td>280.330</td>\n",
       "      <td>4141</td>\n",
       "      <td>404.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>327.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6080</th>\n",
       "      <td>301879</td>\n",
       "      <td>3288879</td>\n",
       "      <td>7447462</td>\n",
       "      <td>186.610</td>\n",
       "      <td>13266</td>\n",
       "      <td>321.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54370</th>\n",
       "      <td>513688</td>\n",
       "      <td>3500688</td>\n",
       "      <td>13452492</td>\n",
       "      <td>311.950</td>\n",
       "      <td>10057</td>\n",
       "      <td>225.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17730</th>\n",
       "      <td>51837</td>\n",
       "      <td>3038837</td>\n",
       "      <td>1212291</td>\n",
       "      <td>114.950</td>\n",
       "      <td>2492</td>\n",
       "      <td>543.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28030</th>\n",
       "      <td>68357</td>\n",
       "      <td>3055357</td>\n",
       "      <td>1544901</td>\n",
       "      <td>75.000</td>\n",
       "      <td>1690</td>\n",
       "      <td>516.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>110.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15725</th>\n",
       "      <td>157269</td>\n",
       "      <td>3144269</td>\n",
       "      <td>3273875</td>\n",
       "      <td>206.000</td>\n",
       "      <td>17188</td>\n",
       "      <td>321.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>310.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52734</th>\n",
       "      <td>281764</td>\n",
       "      <td>3268764</td>\n",
       "      <td>6885116</td>\n",
       "      <td>31.298</td>\n",
       "      <td>5812</td>\n",
       "      <td>408.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>290.763705</td>\n",
       "      <td>86.802851</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>41337 rows × 246 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0  TransactionID  TransactionDT  TransactionAmt  card1  card2  \\\n",
       "12662       71646        3058646        1612658          46.500   7861  494.0   \n",
       "47037      482434        3469434       12533197          20.950  10748  455.0   \n",
       "29179      315515        3302515        7855766         139.117   4606  141.0   \n",
       "40680       23196        3010196         595984         280.330   4141  404.0   \n",
       "6080       301879        3288879        7447462         186.610  13266  321.0   \n",
       "...           ...            ...            ...             ...    ...    ...   \n",
       "54370      513688        3500688       13452492         311.950  10057  225.0   \n",
       "17730       51837        3038837        1212291         114.950   2492  543.0   \n",
       "28030       68357        3055357        1544901          75.000   1690  516.0   \n",
       "15725      157269        3144269        3273875         206.000  17188  321.0   \n",
       "52734      281764        3268764        6885116          31.298   5812  408.0   \n",
       "\n",
       "       card3  card5       addr1      addr2  ...  P_emaildomain_web.de  \\\n",
       "12662  150.0  226.0  299.000000  87.000000  ...                     0   \n",
       "47037  150.0  195.0  337.000000  87.000000  ...                     0   \n",
       "29179  185.0  137.0  290.763705  86.802851  ...                     0   \n",
       "40680  150.0  102.0  327.000000  87.000000  ...                     0   \n",
       "6080   150.0  226.0  158.000000  87.000000  ...                     0   \n",
       "...      ...    ...         ...        ...  ...                   ...   \n",
       "54370  150.0  224.0  123.000000  87.000000  ...                     0   \n",
       "17730  150.0  224.0  299.000000  87.000000  ...                     0   \n",
       "28030  150.0  224.0  110.000000  87.000000  ...                     0   \n",
       "15725  150.0  226.0  310.000000  87.000000  ...                     0   \n",
       "52734  185.0  224.0  290.763705  86.802851  ...                     0   \n",
       "\n",
       "       P_emaildomain_windstream.net  P_emaildomain_yahoo.co.jp  \\\n",
       "12662                             0                          0   \n",
       "47037                             0                          0   \n",
       "29179                             0                          0   \n",
       "40680                             0                          0   \n",
       "6080                              0                          0   \n",
       "...                             ...                        ...   \n",
       "54370                             0                          0   \n",
       "17730                             0                          0   \n",
       "28030                             0                          0   \n",
       "15725                             0                          0   \n",
       "52734                             0                          0   \n",
       "\n",
       "       P_emaildomain_yahoo.co.uk  P_emaildomain_yahoo.com  \\\n",
       "12662                          0                        0   \n",
       "47037                          0                        0   \n",
       "29179                          0                        0   \n",
       "40680                          0                        0   \n",
       "6080                           0                        0   \n",
       "...                          ...                      ...   \n",
       "54370                          0                        0   \n",
       "17730                          0                        0   \n",
       "28030                          0                        0   \n",
       "15725                          0                        0   \n",
       "52734                          0                        0   \n",
       "\n",
       "       P_emaildomain_yahoo.com.mx  P_emaildomain_yahoo.de  \\\n",
       "12662                           0                       0   \n",
       "47037                           0                       0   \n",
       "29179                           0                       0   \n",
       "40680                           0                       0   \n",
       "6080                            0                       0   \n",
       "...                           ...                     ...   \n",
       "54370                           0                       0   \n",
       "17730                           0                       0   \n",
       "28030                           0                       0   \n",
       "15725                           0                       0   \n",
       "52734                           0                       0   \n",
       "\n",
       "       P_emaildomain_yahoo.es  P_emaildomain_yahoo.fr  P_emaildomain_ymail.com  \n",
       "12662                       0                       0                        0  \n",
       "47037                       0                       0                        0  \n",
       "29179                       0                       0                        0  \n",
       "40680                       0                       0                        0  \n",
       "6080                        0                       0                        0  \n",
       "...                       ...                     ...                      ...  \n",
       "54370                       0                       0                        0  \n",
       "17730                       0                       0                        0  \n",
       "28030                       0                       0                        0  \n",
       "15725                       0                       0                        0  \n",
       "52734                       0                       0                        0  \n",
       "\n",
       "[41337 rows x 246 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xTrain_dummy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "BqA5HIqvjsiB"
   },
   "source": [
    "## Finalizing the data before training a model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rTbx30c1jsiC",
    "outputId": "8567f911-d1d0-4341-ce53-76ab80f3f45e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Unnamed: 0  TransactionID  TransactionDT  TransactionAmt  card1  card2  \\\n",
      "12662       71646        3058646        1612658          46.500   7861  494.0   \n",
      "47037      482434        3469434       12533197          20.950  10748  455.0   \n",
      "29179      315515        3302515        7855766         139.117   4606  141.0   \n",
      "40680       23196        3010196         595984         280.330   4141  404.0   \n",
      "6080       301879        3288879        7447462         186.610  13266  321.0   \n",
      "\n",
      "       card3  card5       addr1      addr2  ...  P_emaildomain_web.de  \\\n",
      "12662  150.0  226.0  299.000000  87.000000  ...                     0   \n",
      "47037  150.0  195.0  337.000000  87.000000  ...                     0   \n",
      "29179  185.0  137.0  290.763705  86.802851  ...                     0   \n",
      "40680  150.0  102.0  327.000000  87.000000  ...                     0   \n",
      "6080   150.0  226.0  158.000000  87.000000  ...                     0   \n",
      "\n",
      "       P_emaildomain_windstream.net  P_emaildomain_yahoo.co.jp  \\\n",
      "12662                             0                          0   \n",
      "47037                             0                          0   \n",
      "29179                             0                          0   \n",
      "40680                             0                          0   \n",
      "6080                              0                          0   \n",
      "\n",
      "       P_emaildomain_yahoo.co.uk  P_emaildomain_yahoo.com  \\\n",
      "12662                          0                        0   \n",
      "47037                          0                        0   \n",
      "29179                          0                        0   \n",
      "40680                          0                        0   \n",
      "6080                           0                        0   \n",
      "\n",
      "       P_emaildomain_yahoo.com.mx  P_emaildomain_yahoo.de  \\\n",
      "12662                           0                       0   \n",
      "47037                           0                       0   \n",
      "29179                           0                       0   \n",
      "40680                           0                       0   \n",
      "6080                            0                       0   \n",
      "\n",
      "       P_emaildomain_yahoo.es  P_emaildomain_yahoo.fr  P_emaildomain_ymail.com  \n",
      "12662                       0                       0                        0  \n",
      "47037                       0                       0                        0  \n",
      "29179                       0                       0                        0  \n",
      "40680                       0                       0                        0  \n",
      "6080                        0                       0                        0  \n",
      "\n",
      "[5 rows x 246 columns]\n",
      "(41337, 246)\n"
     ]
    }
   ],
   "source": [
    "final_tr = pd.DataFrame(data=xTrain_dummy)\n",
    "\n",
    "print(final_tr.head())\n",
    "print(final_tr.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "V-kABoSPjsiF",
    "outputId": "aaa53b78-8352-48f5-f9b5-2fbc9ee2f229"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7631319169801787 {'max_depth': 8}\n"
     ]
    }
   ],
   "source": [
    "## Decision Tree using grid search CV\n",
    "from sklearn import tree\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "parameters = {'max_depth':range(3,20)}\n",
    "clf = GridSearchCV(tree.DecisionTreeClassifier(), parameters, n_jobs=4,cv=5,scoring = 'roc_auc')\n",
    "clf.fit(X=final_tr, y=yTrain)\n",
    "dt = clf.best_estimator_  #final decision tree!\n",
    "print (clf.best_score_, clf.best_params_) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "vnVuUIjojsiH",
    "outputId": "5601b973-78b4-4fe0-a78d-d84611f9bcd9"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n",
       " -->\r\n",
       "<!-- Title: Tree Pages: 1 -->\r\n",
       "<svg width=\"10157pt\" height=\"1028pt\"\r\n",
       " viewBox=\"0.00 0.00 10157.00 1028.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 1024)\">\r\n",
       "<title>Tree</title>\r\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-1024 10153,-1024 10153,4 -4,4\"/>\r\n",
       "<!-- 0 -->\r\n",
       "<g id=\"node1\" class=\"node\"><title>0</title>\r\n",
       "<path fill=\"#e68540\" stroke=\"black\" d=\"M6653.5,-1020C6653.5,-1020 6522.5,-1020 6522.5,-1020 6516.5,-1020 6510.5,-1014 6510.5,-1008 6510.5,-1008 6510.5,-949 6510.5,-949 6510.5,-943 6516.5,-937 6522.5,-937 6522.5,-937 6653.5,-937 6653.5,-937 6659.5,-937 6665.5,-943 6665.5,-949 6665.5,-949 6665.5,-1008 6665.5,-1008 6665.5,-1014 6659.5,-1020 6653.5,-1020\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6556.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C12 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6550.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.065</text>\r\n",
       "<text text-anchor=\"start\" x=\"6532\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41337</text>\r\n",
       "<text text-anchor=\"start\" x=\"6518.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39944, 1393]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6532\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 1 -->\r\n",
       "<g id=\"node2\" class=\"node\"><title>1</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M5926.5,-901C5926.5,-901 5795.5,-901 5795.5,-901 5789.5,-901 5783.5,-895 5783.5,-889 5783.5,-889 5783.5,-830 5783.5,-830 5783.5,-824 5789.5,-818 5795.5,-818 5795.5,-818 5926.5,-818 5926.5,-818 5932.5,-818 5938.5,-824 5938.5,-830 5938.5,-830 5938.5,-889 5938.5,-889 5938.5,-895 5932.5,-901 5926.5,-901\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5830\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V87 ≤ 3.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5823.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.057</text>\r\n",
       "<text text-anchor=\"start\" x=\"5805\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40882</text>\r\n",
       "<text text-anchor=\"start\" x=\"5791.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39691, 1191]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5805\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 0&#45;&gt;1 -->\r\n",
       "<g id=\"edge1\" class=\"edge\"><title>0&#45;&gt;1</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6510.2,-964.979C6373.64,-943.002 6091.76,-897.637 5948.58,-874.595\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5948.95,-871.109 5938.52,-872.975 5947.83,-878.02 5948.95,-871.109\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5953.16\" y=\"-889.537\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">True</text>\r\n",
       "</g>\r\n",
       "<!-- 126 -->\r\n",
       "<g id=\"node127\" class=\"node\"><title>126</title>\r\n",
       "<path fill=\"#fae6d7\" stroke=\"black\" d=\"M7382,-901C7382,-901 7276,-901 7276,-901 7270,-901 7264,-895 7264,-889 7264,-889 7264,-830 7264,-830 7264,-824 7270,-818 7276,-818 7276,-818 7382,-818 7382,-818 7388,-818 7394,-824 7394,-830 7394,-830 7394,-889 7394,-889 7394,-895 7388,-901 7382,-901\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7289.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V86 ≤ 1.032</text>\r\n",
       "<text text-anchor=\"start\" x=\"7291.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.494</text>\r\n",
       "<text text-anchor=\"start\" x=\"7281.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 455</text>\r\n",
       "<text text-anchor=\"start\" x=\"7272\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [253, 202]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7273\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 0&#45;&gt;126 -->\r\n",
       "<g id=\"edge126\" class=\"edge\"><title>0&#45;&gt;126</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6665.55,-965.255C6808.71,-942.651 7112.74,-894.646 7253.98,-872.345\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7254.53,-875.801 7263.86,-870.785 7253.44,-868.887 7254.53,-875.801\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7249.16\" y=\"-887.303\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\r\n",
       "</g>\r\n",
       "<!-- 2 -->\r\n",
       "<g id=\"node3\" class=\"node\"><title>2</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M3717.5,-782C3717.5,-782 3586.5,-782 3586.5,-782 3580.5,-782 3574.5,-776 3574.5,-770 3574.5,-770 3574.5,-711 3574.5,-711 3574.5,-705 3580.5,-699 3586.5,-699 3586.5,-699 3717.5,-699 3717.5,-699 3723.5,-699 3729.5,-705 3729.5,-711 3729.5,-711 3729.5,-770 3729.5,-770 3729.5,-776 3723.5,-782 3717.5,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3620.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3614.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.054</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40781</text>\r\n",
       "<text text-anchor=\"start\" x=\"3582.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39650, 1131]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;2 -->\r\n",
       "<g id=\"edge2\" class=\"edge\"><title>1&#45;&gt;2</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5783.35,-854.387C5444.62,-836.446 4097.24,-765.082 3739.55,-746.137\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3739.68,-742.639 3729.51,-745.606 3739.31,-749.63 3739.68,-742.639\"/>\r\n",
       "</g>\r\n",
       "<!-- 99 -->\r\n",
       "<g id=\"node100\" class=\"node\"><title>99</title>\r\n",
       "<path fill=\"#c0e0f7\" stroke=\"black\" d=\"M5905.5,-782C5905.5,-782 5816.5,-782 5816.5,-782 5810.5,-782 5804.5,-776 5804.5,-770 5804.5,-770 5804.5,-711 5804.5,-711 5804.5,-705 5810.5,-699 5816.5,-699 5816.5,-699 5905.5,-699 5905.5,-699 5911.5,-699 5917.5,-705 5917.5,-711 5917.5,-711 5917.5,-770 5917.5,-770 5917.5,-776 5911.5,-782 5905.5,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5817\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card3 ≤ 173.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5823.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.482</text>\r\n",
       "<text text-anchor=\"start\" x=\"5813.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\r\n",
       "<text text-anchor=\"start\" x=\"5812.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 60]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5818\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;99 -->\r\n",
       "<g id=\"edge99\" class=\"edge\"><title>1&#45;&gt;99</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5861,-817.907C5861,-809.649 5861,-800.864 5861,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5864.5,-792.021 5861,-782.021 5857.5,-792.021 5864.5,-792.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 3 -->\r\n",
       "<g id=\"node4\" class=\"node\"><title>3</title>\r\n",
       "<path fill=\"#e99254\" stroke=\"black\" d=\"M2487,-663C2487,-663 2373,-663 2373,-663 2367,-663 2361,-657 2361,-651 2361,-651 2361,-592 2361,-592 2361,-586 2367,-580 2373,-580 2373,-580 2487,-580 2487,-580 2493,-580 2499,-586 2499,-592 2499,-592 2499,-651 2499,-651 2499,-657 2493,-663 2487,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2402.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2392.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.212</text>\r\n",
       "<text text-anchor=\"start\" x=\"2378.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2509</text>\r\n",
       "<text text-anchor=\"start\" x=\"2369\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2206, 303]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2374\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 2&#45;&gt;3 -->\r\n",
       "<g id=\"edge3\" class=\"edge\"><title>2&#45;&gt;3</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3574.17,-732.048C3354.49,-711.015 2731.26,-651.345 2509.53,-630.114\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2509.56,-626.602 2499.28,-629.133 2508.9,-633.57 2509.56,-626.602\"/>\r\n",
       "</g>\r\n",
       "<!-- 48 -->\r\n",
       "<g id=\"node49\" class=\"node\"><title>48</title>\r\n",
       "<path fill=\"#e6843d\" stroke=\"black\" d=\"M3713,-663C3713,-663 3591,-663 3591,-663 3585,-663 3579,-657 3579,-651 3579,-651 3579,-592 3579,-592 3579,-586 3585,-580 3591,-580 3591,-580 3713,-580 3713,-580 3719,-580 3725,-586 3725,-592 3725,-592 3725,-651 3725,-651 3725,-657 3719,-663 3713,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3617\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V283 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3614.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.042</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38272</text>\r\n",
       "<text text-anchor=\"start\" x=\"3587\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37444, 828]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 2&#45;&gt;48 -->\r\n",
       "<g id=\"edge48\" class=\"edge\"><title>2&#45;&gt;48</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3652,-698.907C3652,-690.649 3652,-681.864 3652,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3655.5,-673.021 3652,-663.021 3648.5,-673.021 3655.5,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 4 -->\r\n",
       "<g id=\"node5\" class=\"node\"><title>4</title>\r\n",
       "<path fill=\"#e88e4d\" stroke=\"black\" d=\"M1421,-544C1421,-544 1307,-544 1307,-544 1301,-544 1295,-538 1295,-532 1295,-532 1295,-473 1295,-473 1295,-467 1301,-461 1307,-461 1307,-461 1421,-461 1421,-461 1427,-461 1433,-467 1433,-473 1433,-473 1433,-532 1433,-532 1433,-538 1427,-544 1421,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1320\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card3 ≤ 169.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"1326.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.169</text>\r\n",
       "<text text-anchor=\"start\" x=\"1312.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2382</text>\r\n",
       "<text text-anchor=\"start\" x=\"1303\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2160, 222]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1308\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;4 -->\r\n",
       "<g id=\"edge4\" class=\"edge\"><title>3&#45;&gt;4</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2360.88,-612.913C2171.44,-592.121 1644.69,-534.308 1443.51,-512.226\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1443.63,-508.719 1433.31,-511.107 1442.87,-515.678 1443.63,-508.719\"/>\r\n",
       "</g>\r\n",
       "<!-- 33 -->\r\n",
       "<g id=\"node34\" class=\"node\"><title>33</title>\r\n",
       "<path fill=\"#a9d5f4\" stroke=\"black\" d=\"M2474.5,-544C2474.5,-544 2385.5,-544 2385.5,-544 2379.5,-544 2373.5,-538 2373.5,-532 2373.5,-532 2373.5,-473 2373.5,-473 2373.5,-467 2379.5,-461 2385.5,-461 2385.5,-461 2474.5,-461 2474.5,-461 2480.5,-461 2486.5,-467 2486.5,-473 2486.5,-473 2486.5,-532 2486.5,-532 2486.5,-538 2480.5,-544 2474.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2402.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2392.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.462</text>\r\n",
       "<text text-anchor=\"start\" x=\"2382.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 127</text>\r\n",
       "<text text-anchor=\"start\" x=\"2381.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [46, 81]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2387\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;33 -->\r\n",
       "<g id=\"edge33\" class=\"edge\"><title>3&#45;&gt;33</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2430,-579.907C2430,-571.649 2430,-562.864 2430,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2433.5,-554.021 2430,-544.021 2426.5,-554.021 2433.5,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 5 -->\r\n",
       "<g id=\"node6\" class=\"node\"><title>5</title>\r\n",
       "<path fill=\"#e78946\" stroke=\"black\" d=\"M608,-425C608,-425 494,-425 494,-425 488,-425 482,-419 482,-413 482,-413 482,-354 482,-354 482,-348 488,-342 494,-342 494,-342 608,-342 608,-342 614,-342 620,-348 620,-354 620,-354 620,-413 620,-413 620,-419 614,-425 608,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"523.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"513.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.118</text>\r\n",
       "<text text-anchor=\"start\" x=\"499.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1941</text>\r\n",
       "<text text-anchor=\"start\" x=\"490\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1819, 122]</text>\r\n",
       "<text text-anchor=\"start\" x=\"495\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;5 -->\r\n",
       "<g id=\"edge5\" class=\"edge\"><title>4&#45;&gt;5</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1294.68,-491.525C1144.39,-469.895 789.269,-418.79 630.322,-395.915\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"630.537,-392.41 620.14,-394.45 629.54,-399.339 630.537,-392.41\"/>\r\n",
       "</g>\r\n",
       "<!-- 18 -->\r\n",
       "<g id=\"node19\" class=\"node\"><title>18</title>\r\n",
       "<path fill=\"#eda673\" stroke=\"black\" d=\"M1464,-425C1464,-425 1264,-425 1264,-425 1258,-425 1252,-419 1252,-413 1252,-413 1252,-354 1252,-354 1252,-348 1258,-342 1264,-342 1264,-342 1464,-342 1464,-342 1470,-342 1476,-348 1476,-354 1476,-354 1476,-413 1476,-413 1476,-419 1470,-425 1464,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1260\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_gmail.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"1326.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.351</text>\r\n",
       "<text text-anchor=\"start\" x=\"1316.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 441</text>\r\n",
       "<text text-anchor=\"start\" x=\"1307\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [341, 100]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1308\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;18 -->\r\n",
       "<g id=\"edge18\" class=\"edge\"><title>4&#45;&gt;18</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1364,-460.907C1364,-452.649 1364,-443.864 1364,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1367.5,-435.021 1364,-425.021 1360.5,-435.021 1367.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 6 -->\r\n",
       "<g id=\"node7\" class=\"node\"><title>6</title>\r\n",
       "<path fill=\"#e68843\" stroke=\"black\" d=\"M238,-306C238,-306 132,-306 132,-306 126,-306 120,-300 120,-294 120,-294 120,-235 120,-235 120,-229 126,-223 132,-223 132,-223 238,-223 238,-223 244,-223 250,-229 250,-235 250,-235 250,-294 250,-294 250,-300 244,-306 238,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"141\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 101.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"147.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.095</text>\r\n",
       "<text text-anchor=\"start\" x=\"133.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1711</text>\r\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1625, 86]</text>\r\n",
       "<text text-anchor=\"start\" x=\"129\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;6 -->\r\n",
       "<g id=\"edge6\" class=\"edge\"><title>5&#45;&gt;6</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M481.728,-360.356C418.452,-340.128 325.121,-310.293 260.084,-289.502\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"260.89,-286.085 250.299,-286.374 258.759,-292.753 260.89,-286.085\"/>\r\n",
       "</g>\r\n",
       "<!-- 11 -->\r\n",
       "<g id=\"node12\" class=\"node\"><title>11</title>\r\n",
       "<path fill=\"#ea985e\" stroke=\"black\" d=\"M603,-306C603,-306 499,-306 499,-306 493,-306 487,-300 487,-294 487,-294 487,-235 487,-235 487,-229 493,-223 499,-223 499,-223 603,-223 603,-223 609,-223 615,-229 615,-235 615,-235 615,-294 615,-294 615,-300 609,-306 603,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"511.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V33 ≤ 0.066</text>\r\n",
       "<text text-anchor=\"start\" x=\"513.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\r\n",
       "<text text-anchor=\"start\" x=\"503.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 230</text>\r\n",
       "<text text-anchor=\"start\" x=\"498\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [194, 36]</text>\r\n",
       "<text text-anchor=\"start\" x=\"495\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;11 -->\r\n",
       "<g id=\"edge11\" class=\"edge\"><title>5&#45;&gt;11</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M551,-341.907C551,-333.649 551,-324.864 551,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"554.5,-316.021 551,-306.021 547.5,-316.021 554.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 7 -->\r\n",
       "<g id=\"node8\" class=\"node\"><title>7</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M90,-179.5C90,-179.5 12,-179.5 12,-179.5 6,-179.5 0,-173.5 0,-167.5 0,-167.5 0,-123.5 0,-123.5 0,-117.5 6,-111.5 12,-111.5 12,-111.5 90,-111.5 90,-111.5 96,-111.5 102,-117.5 102,-123.5 102,-123.5 102,-167.5 102,-167.5 102,-173.5 96,-179.5 90,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"22\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"11.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"10.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 6&#45;&gt;7 -->\r\n",
       "<g id=\"edge7\" class=\"edge\"><title>6&#45;&gt;7</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M138.509,-222.907C124.987,-211.101 110.231,-198.217 96.7542,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"98.8208,-183.608 88.9861,-179.667 94.2168,-188.881 98.8208,-183.608\"/>\r\n",
       "</g>\r\n",
       "<!-- 8 -->\r\n",
       "<g id=\"node9\" class=\"node\"><title>8</title>\r\n",
       "<path fill=\"#e68843\" stroke=\"black\" d=\"M238,-187C238,-187 132,-187 132,-187 126,-187 120,-181 120,-175 120,-175 120,-116 120,-116 120,-110 126,-104 132,-104 132,-104 238,-104 238,-104 244,-104 250,-110 250,-116 250,-116 250,-175 250,-175 250,-181 244,-187 238,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"141\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card3 ≤ 108.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"147.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.093</text>\r\n",
       "<text text-anchor=\"start\" x=\"133.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1709</text>\r\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1625, 84]</text>\r\n",
       "<text text-anchor=\"start\" x=\"129\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 6&#45;&gt;8 -->\r\n",
       "<g id=\"edge8\" class=\"edge\"><title>6&#45;&gt;8</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M185,-222.907C185,-214.649 185,-205.864 185,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"188.5,-197.021 185,-187.021 181.5,-197.021 188.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 9 -->\r\n",
       "<g id=\"node10\" class=\"node\"><title>9</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M90,-68C90,-68 12,-68 12,-68 6,-68 0,-62 0,-56 0,-56 0,-12 0,-12 0,-6 6,-0 12,-0 12,-0 90,-0 90,-0 96,-0 102,-6 102,-12 102,-12 102,-56 102,-56 102,-62 96,-68 90,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"13.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"11.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"10.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 8&#45;&gt;9 -->\r\n",
       "<g id=\"edge9\" class=\"edge\"><title>8&#45;&gt;9</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M135.103,-103.726C123.495,-94.2406 111.153,-84.1551 99.6021,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"101.708,-71.9171 91.7502,-68.2996 97.279,-77.3375 101.708,-71.9171\"/>\r\n",
       "</g>\r\n",
       "<!-- 10 -->\r\n",
       "<g id=\"node11\" class=\"node\"><title>10</title>\r\n",
       "<path fill=\"#e68743\" stroke=\"black\" d=\"M238,-68C238,-68 132,-68 132,-68 126,-68 120,-62 120,-56 120,-56 120,-12 120,-12 120,-6 126,-0 132,-0 132,-0 238,-0 238,-0 244,-0 250,-6 250,-12 250,-12 250,-56 250,-56 250,-62 244,-68 238,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"147.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.092</text>\r\n",
       "<text text-anchor=\"start\" x=\"133.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1706</text>\r\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1624, 82]</text>\r\n",
       "<text text-anchor=\"start\" x=\"129\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 8&#45;&gt;10 -->\r\n",
       "<g id=\"edge10\" class=\"edge\"><title>8&#45;&gt;10</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M185,-103.726C185,-95.5175 185,-86.8595 185,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"188.5,-78.2996 185,-68.2996 181.5,-78.2996 188.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 12 -->\r\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M530,-187C530,-187 426,-187 426,-187 420,-187 414,-181 414,-175 414,-175 414,-116 414,-116 414,-110 420,-104 426,-104 426,-104 530,-104 530,-104 536,-104 542,-110 542,-116 542,-116 542,-175 542,-175 542,-181 536,-187 530,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"438.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D10 ≤ 524.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"440.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.058</text>\r\n",
       "<text text-anchor=\"start\" x=\"430.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\r\n",
       "<text text-anchor=\"start\" x=\"433.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [98, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"422\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 11&#45;&gt;12 -->\r\n",
       "<g id=\"edge12\" class=\"edge\"><title>11&#45;&gt;12</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M525.673,-222.907C520.181,-214.105 514.315,-204.703 508.643,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"511.545,-193.652 503.282,-187.021 505.606,-197.358 511.545,-193.652\"/>\r\n",
       "</g>\r\n",
       "<!-- 15 -->\r\n",
       "<g id=\"node16\" class=\"node\"><title>15</title>\r\n",
       "<path fill=\"#eeac7d\" stroke=\"black\" d=\"M676,-187C676,-187 572,-187 572,-187 566,-187 560,-181 560,-175 560,-175 560,-116 560,-116 560,-110 566,-104 572,-104 572,-104 676,-104 676,-104 682,-104 688,-110 688,-116 688,-116 688,-175 688,-175 688,-181 682,-187 676,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"589\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V102 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"586.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.381</text>\r\n",
       "<text text-anchor=\"start\" x=\"576.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 129</text>\r\n",
       "<text text-anchor=\"start\" x=\"575.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [96, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"568\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 11&#45;&gt;15 -->\r\n",
       "<g id=\"edge15\" class=\"edge\"><title>11&#45;&gt;15</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M576.327,-222.907C581.819,-214.105 587.685,-204.703 593.357,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"596.394,-197.358 598.718,-187.021 590.455,-193.652 596.394,-197.358\"/>\r\n",
       "</g>\r\n",
       "<!-- 13 -->\r\n",
       "<g id=\"node14\" class=\"node\"><title>13</title>\r\n",
       "<path fill=\"#e6843d\" stroke=\"black\" d=\"M384,-68C384,-68 280,-68 280,-68 274,-68 268,-62 268,-56 268,-56 268,-12 268,-12 268,-6 274,-0 280,-0 280,-0 384,-0 384,-0 390,-0 396,-6 396,-12 396,-12 396,-56 396,-56 396,-62 390,-68 384,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"298.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.04</text>\r\n",
       "<text text-anchor=\"start\" x=\"288.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 99</text>\r\n",
       "<text text-anchor=\"start\" x=\"287.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [97, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"276\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;13 -->\r\n",
       "<g id=\"edge13\" class=\"edge\"><title>12&#45;&gt;13</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M423.635,-103.726C410.866,-94.1494 397.281,-83.9611 384.592,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"386.499,-71.4996 376.399,-68.2996 382.299,-77.0996 386.499,-71.4996\"/>\r\n",
       "</g>\r\n",
       "<!-- 14 -->\r\n",
       "<g id=\"node15\" class=\"node\"><title>14</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M530,-68C530,-68 426,-68 426,-68 420,-68 414,-62 414,-56 414,-56 414,-12 414,-12 414,-6 420,-0 426,-0 426,-0 530,-0 530,-0 536,-0 542,-6 542,-12 542,-12 542,-56 542,-56 542,-62 536,-68 530,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"449\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"438.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"437.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"422\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;14 -->\r\n",
       "<g id=\"edge14\" class=\"edge\"><title>12&#45;&gt;14</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M478,-103.726C478,-95.5175 478,-86.8595 478,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"481.5,-78.2996 478,-68.2996 474.5,-78.2996 481.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 16 -->\r\n",
       "<g id=\"node17\" class=\"node\"><title>16</title>\r\n",
       "<path fill=\"#f5d0b5\" stroke=\"black\" d=\"M676,-68C676,-68 572,-68 572,-68 566,-68 560,-62 560,-56 560,-56 560,-12 560,-12 560,-6 566,-0 572,-0 572,-0 676,-0 676,-0 682,-0 688,-6 688,-12 688,-12 688,-56 688,-56 688,-62 682,-68 676,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"586.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.474</text>\r\n",
       "<text text-anchor=\"start\" x=\"580.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\r\n",
       "<text text-anchor=\"start\" x=\"575.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [43, 27]</text>\r\n",
       "<text text-anchor=\"start\" x=\"568\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 15&#45;&gt;16 -->\r\n",
       "<g id=\"edge16\" class=\"edge\"><title>15&#45;&gt;16</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M624,-103.726C624,-95.5175 624,-86.8595 624,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"627.5,-78.2996 624,-68.2996 620.5,-78.2996 627.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 17 -->\r\n",
       "<g id=\"node18\" class=\"node\"><title>17</title>\r\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M822,-68C822,-68 718,-68 718,-68 712,-68 706,-62 706,-56 706,-56 706,-12 706,-12 706,-6 712,-0 718,-0 718,-0 822,-0 822,-0 828,-0 834,-6 834,-12 834,-12 834,-56 834,-56 834,-62 828,-68 822,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"732.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.183</text>\r\n",
       "<text text-anchor=\"start\" x=\"726.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"start\" x=\"725.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [53, 6]</text>\r\n",
       "<text text-anchor=\"start\" x=\"714\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 15&#45;&gt;17 -->\r\n",
       "<g id=\"edge17\" class=\"edge\"><title>15&#45;&gt;17</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M678.365,-103.726C691.134,-94.1494 704.719,-83.9611 717.408,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"719.701,-77.0996 725.601,-68.2996 715.501,-71.4996 719.701,-77.0996\"/>\r\n",
       "</g>\r\n",
       "<!-- 19 -->\r\n",
       "<g id=\"node20\" class=\"node\"><title>19</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M1290,-306C1290,-306 1186,-306 1186,-306 1180,-306 1174,-300 1174,-294 1174,-294 1174,-235 1174,-235 1174,-229 1180,-223 1186,-223 1186,-223 1290,-223 1290,-223 1296,-223 1302,-229 1302,-235 1302,-235 1302,-294 1302,-294 1302,-300 1296,-306 1290,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1198.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V53 ≤ 0.289</text>\r\n",
       "<text text-anchor=\"start\" x=\"1200.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\r\n",
       "<text text-anchor=\"start\" x=\"1190.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 216</text>\r\n",
       "<text text-anchor=\"start\" x=\"1185\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [189, 27]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1182\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;19 -->\r\n",
       "<g id=\"edge19\" class=\"edge\"><title>18&#45;&gt;19</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1320.28,-341.907C1310.22,-332.56 1299.43,-322.538 1289.08,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1291.35,-310.261 1281.64,-306.021 1286.58,-315.39 1291.35,-310.261\"/>\r\n",
       "</g>\r\n",
       "<!-- 26 -->\r\n",
       "<g id=\"node27\" class=\"node\"><title>26</title>\r\n",
       "<path fill=\"#f1be98\" stroke=\"black\" d=\"M1561,-306C1561,-306 1457,-306 1457,-306 1451,-306 1445,-300 1445,-294 1445,-294 1445,-235 1445,-235 1445,-229 1451,-223 1457,-223 1457,-223 1561,-223 1561,-223 1567,-223 1573,-229 1573,-235 1573,-235 1573,-294 1573,-294 1573,-300 1567,-306 1561,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1469.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V87 ≤ 1.549</text>\r\n",
       "<text text-anchor=\"start\" x=\"1471.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.438</text>\r\n",
       "<text text-anchor=\"start\" x=\"1461.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 225</text>\r\n",
       "<text text-anchor=\"start\" x=\"1456\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [152, 73]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1453\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;26 -->\r\n",
       "<g id=\"edge26\" class=\"edge\"><title>18&#45;&gt;26</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1414.31,-341.907C1426.12,-332.379 1438.79,-322.148 1450.91,-312.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1453.2,-315.024 1458.78,-306.021 1448.8,-309.577 1453.2,-315.024\"/>\r\n",
       "</g>\r\n",
       "<!-- 20 -->\r\n",
       "<g id=\"node21\" class=\"node\"><title>20</title>\r\n",
       "<path fill=\"#e88e4d\" stroke=\"black\" d=\"M1101,-187C1101,-187 997,-187 997,-187 991,-187 985,-181 985,-175 985,-175 985,-116 985,-116 985,-110 991,-104 997,-104 997,-104 1101,-104 1101,-104 1107,-104 1113,-110 1113,-116 1113,-116 1113,-175 1113,-175 1113,-181 1107,-187 1101,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"996\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">addr1 ≤ 377.882</text>\r\n",
       "<text text-anchor=\"start\" x=\"1011.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.169</text>\r\n",
       "<text text-anchor=\"start\" x=\"1001.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 193</text>\r\n",
       "<text text-anchor=\"start\" x=\"996\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [175, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"993\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 19&#45;&gt;20 -->\r\n",
       "<g id=\"edge20\" class=\"edge\"><title>19&#45;&gt;20</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1173.75,-223.726C1157.07,-213.402 1138.99,-202.209 1121.9,-191.631\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1123.42,-188.452 1113.07,-186.164 1119.73,-194.404 1123.42,-188.452\"/>\r\n",
       "</g>\r\n",
       "<!-- 23 -->\r\n",
       "<g id=\"node24\" class=\"node\"><title>23</title>\r\n",
       "<path fill=\"#f6d2b8\" stroke=\"black\" d=\"M1290,-187C1290,-187 1186,-187 1186,-187 1180,-187 1174,-181 1174,-175 1174,-175 1174,-116 1174,-116 1174,-110 1180,-104 1186,-104 1186,-104 1290,-104 1290,-104 1296,-104 1302,-110 1302,-116 1302,-116 1302,-175 1302,-175 1302,-181 1296,-187 1290,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1194\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card2 ≤ 166.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1200.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.476</text>\r\n",
       "<text text-anchor=\"start\" x=\"1194.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"start\" x=\"1193.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1182\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 19&#45;&gt;23 -->\r\n",
       "<g id=\"edge23\" class=\"edge\"><title>19&#45;&gt;23</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1238,-222.907C1238,-214.649 1238,-205.864 1238,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1241.5,-197.021 1238,-187.021 1234.5,-197.021 1241.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 21 -->\r\n",
       "<g id=\"node22\" class=\"node\"><title>21</title>\r\n",
       "<path fill=\"#e88d4c\" stroke=\"black\" d=\"M968,-68C968,-68 864,-68 864,-68 858,-68 852,-62 852,-56 852,-56 852,-12 852,-12 852,-6 858,-0 864,-0 864,-0 968,-0 968,-0 974,-0 980,-6 980,-12 980,-12 980,-56 980,-56 980,-62 974,-68 968,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"878.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.161</text>\r\n",
       "<text text-anchor=\"start\" x=\"868.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 192</text>\r\n",
       "<text text-anchor=\"start\" x=\"863\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [175, 17]</text>\r\n",
       "<text text-anchor=\"start\" x=\"860\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;21 -->\r\n",
       "<g id=\"edge21\" class=\"edge\"><title>20&#45;&gt;21</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M999.476,-103.726C987.954,-94.2406 975.704,-84.1551 964.239,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"966.391,-71.9536 956.446,-68.2996 961.942,-77.3577 966.391,-71.9536\"/>\r\n",
       "</g>\r\n",
       "<!-- 22 -->\r\n",
       "<g id=\"node23\" class=\"node\"><title>22</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1088,-68C1088,-68 1010,-68 1010,-68 1004,-68 998,-62 998,-56 998,-56 998,-12 998,-12 998,-6 1004,-0 1010,-0 1010,-0 1088,-0 1088,-0 1094,-0 1100,-6 1100,-12 1100,-12 1100,-56 1100,-56 1100,-62 1094,-68 1088,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1020\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1009.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"1008.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1006\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;22 -->\r\n",
       "<g id=\"edge22\" class=\"edge\"><title>20&#45;&gt;22</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1049,-103.726C1049,-95.5175 1049,-86.8595 1049,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1052.5,-78.2996 1049,-68.2996 1045.5,-78.2996 1052.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 24 -->\r\n",
       "<g id=\"node25\" class=\"node\"><title>24</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1208,-68C1208,-68 1130,-68 1130,-68 1124,-68 1118,-62 1118,-56 1118,-56 1118,-12 1118,-12 1118,-6 1124,-0 1130,-0 1130,-0 1208,-0 1208,-0 1214,-0 1220,-6 1220,-12 1220,-12 1220,-56 1220,-56 1220,-62 1214,-68 1208,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1140\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1129.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"1128.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1126\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 23&#45;&gt;24 -->\r\n",
       "<g id=\"edge24\" class=\"edge\"><title>23&#45;&gt;24</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1212.31,-103.726C1206.79,-94.9703 1200.95,-85.7032 1195.41,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1198.28,-74.8941 1189.98,-68.2996 1192.35,-78.6259 1198.28,-74.8941\"/>\r\n",
       "</g>\r\n",
       "<!-- 25 -->\r\n",
       "<g id=\"node26\" class=\"node\"><title>25</title>\r\n",
       "<path fill=\"#eca572\" stroke=\"black\" d=\"M1354,-68C1354,-68 1250,-68 1250,-68 1244,-68 1238,-62 1238,-56 1238,-56 1238,-12 1238,-12 1238,-6 1244,-0 1250,-0 1250,-0 1354,-0 1354,-0 1360,-0 1366,-6 1366,-12 1366,-12 1366,-56 1366,-56 1366,-62 1360,-68 1354,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1264.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\r\n",
       "<text text-anchor=\"start\" x=\"1258.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"start\" x=\"1257.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1246\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 23&#45;&gt;25 -->\r\n",
       "<g id=\"edge25\" class=\"edge\"><title>23&#45;&gt;25</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1261.83,-103.726C1266.9,-95.0615 1272.25,-85.8962 1277.35,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1280.51,-78.6992 1282.54,-68.2996 1274.47,-75.167 1280.51,-78.6992\"/>\r\n",
       "</g>\r\n",
       "<!-- 27 -->\r\n",
       "<g id=\"node28\" class=\"node\"><title>27</title>\r\n",
       "<path fill=\"#efb083\" stroke=\"black\" d=\"M1580.5,-187C1580.5,-187 1437.5,-187 1437.5,-187 1431.5,-187 1425.5,-181 1425.5,-175 1425.5,-175 1425.5,-116 1425.5,-116 1425.5,-110 1431.5,-104 1437.5,-104 1437.5,-104 1580.5,-104 1580.5,-104 1586.5,-104 1592.5,-110 1592.5,-116 1592.5,-116 1592.5,-175 1592.5,-175 1592.5,-181 1586.5,-187 1580.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1433.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 31.39</text>\r\n",
       "<text text-anchor=\"start\" x=\"1471.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.395</text>\r\n",
       "<text text-anchor=\"start\" x=\"1461.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 192</text>\r\n",
       "<text text-anchor=\"start\" x=\"1456\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [140, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1453\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 26&#45;&gt;27 -->\r\n",
       "<g id=\"edge27\" class=\"edge\"><title>26&#45;&gt;27</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1509,-222.907C1509,-214.649 1509,-205.864 1509,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1512.5,-197.021 1509,-187.021 1505.5,-197.021 1512.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 30 -->\r\n",
       "<g id=\"node31\" class=\"node\"><title>30</title>\r\n",
       "<path fill=\"#aad5f4\" stroke=\"black\" d=\"M1773.5,-187C1773.5,-187 1684.5,-187 1684.5,-187 1678.5,-187 1672.5,-181 1672.5,-175 1672.5,-175 1672.5,-116 1672.5,-116 1672.5,-110 1678.5,-104 1684.5,-104 1684.5,-104 1773.5,-104 1773.5,-104 1779.5,-104 1785.5,-110 1785.5,-116 1785.5,-116 1785.5,-175 1785.5,-175 1785.5,-181 1779.5,-187 1773.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1681.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V318 ≤ 86.899</text>\r\n",
       "<text text-anchor=\"start\" x=\"1691.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.463</text>\r\n",
       "<text text-anchor=\"start\" x=\"1685.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"1680.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1686\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 26&#45;&gt;30 -->\r\n",
       "<g id=\"edge30\" class=\"edge\"><title>26&#45;&gt;30</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1573.22,-229.344C1601.49,-214.311 1634.67,-196.668 1663.12,-181.535\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1665,-184.502 1672.18,-176.717 1661.71,-178.322 1665,-184.502\"/>\r\n",
       "</g>\r\n",
       "<!-- 28 -->\r\n",
       "<g id=\"node29\" class=\"node\"><title>28</title>\r\n",
       "<path fill=\"#ea985e\" stroke=\"black\" d=\"M1500,-68C1500,-68 1396,-68 1396,-68 1390,-68 1384,-62 1384,-56 1384,-56 1384,-12 1384,-12 1384,-6 1390,-0 1396,-0 1396,-0 1500,-0 1500,-0 1506,-0 1512,-6 1512,-12 1512,-12 1512,-56 1512,-56 1512,-62 1506,-68 1500,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1410.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\r\n",
       "<text text-anchor=\"start\" x=\"1404.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\r\n",
       "<text text-anchor=\"start\" x=\"1399.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [81, 15]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1392\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 27&#45;&gt;28 -->\r\n",
       "<g id=\"edge28\" class=\"edge\"><title>27&#45;&gt;28</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1486.29,-103.726C1481.46,-95.0615 1476.35,-85.8962 1471.5,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1474.47,-75.3322 1466.55,-68.2996 1468.36,-78.7389 1474.47,-75.3322\"/>\r\n",
       "</g>\r\n",
       "<!-- 29 -->\r\n",
       "<g id=\"node30\" class=\"node\"><title>29</title>\r\n",
       "<path fill=\"#f5d0b5\" stroke=\"black\" d=\"M1646,-68C1646,-68 1542,-68 1542,-68 1536,-68 1530,-62 1530,-56 1530,-56 1530,-12 1530,-12 1530,-6 1536,-0 1542,-0 1542,-0 1646,-0 1646,-0 1652,-0 1658,-6 1658,-12 1658,-12 1658,-56 1658,-56 1658,-62 1652,-68 1646,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1556.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.474</text>\r\n",
       "<text text-anchor=\"start\" x=\"1550.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\r\n",
       "<text text-anchor=\"start\" x=\"1545.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 37]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1538\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 27&#45;&gt;29 -->\r\n",
       "<g id=\"edge29\" class=\"edge\"><title>27&#45;&gt;29</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1540.65,-103.726C1547.59,-94.7878 1554.94,-85.3168 1561.9,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1564.78,-78.3451 1568.15,-68.2996 1559.25,-74.0528 1564.78,-78.3451\"/>\r\n",
       "</g>\r\n",
       "<!-- 31 -->\r\n",
       "<g id=\"node32\" class=\"node\"><title>31</title>\r\n",
       "<path fill=\"#8ec7f0\" stroke=\"black\" d=\"M1769.5,-68C1769.5,-68 1688.5,-68 1688.5,-68 1682.5,-68 1676.5,-62 1676.5,-56 1676.5,-56 1676.5,-12 1676.5,-12 1676.5,-6 1682.5,-0 1688.5,-0 1688.5,-0 1769.5,-0 1769.5,-0 1775.5,-0 1781.5,-6 1781.5,-12 1781.5,-12 1781.5,-56 1781.5,-56 1781.5,-62 1775.5,-68 1769.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1695.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"start\" x=\"1685.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"start\" x=\"1684.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1686\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 30&#45;&gt;31 -->\r\n",
       "<g id=\"edge31\" class=\"edge\"><title>30&#45;&gt;31</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1729,-103.726C1729,-95.5175 1729,-86.8595 1729,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1732.5,-78.2996 1729,-68.2996 1725.5,-78.2996 1732.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 32 -->\r\n",
       "<g id=\"node33\" class=\"node\"><title>32</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1916,-68C1916,-68 1812,-68 1812,-68 1806,-68 1800,-62 1800,-56 1800,-56 1800,-12 1800,-12 1800,-6 1806,-0 1812,-0 1812,-0 1916,-0 1916,-0 1922,-0 1928,-6 1928,-12 1928,-12 1928,-56 1928,-56 1928,-62 1922,-68 1916,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1835\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1824.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"1823.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1808\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 30&#45;&gt;32 -->\r\n",
       "<g id=\"edge32\" class=\"edge\"><title>30&#45;&gt;32</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1779.27,-103.726C1790.96,-94.2406 1803.4,-84.1551 1815.04,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1817.38,-77.3173 1822.95,-68.2996 1812.97,-71.8808 1817.38,-77.3173\"/>\r\n",
       "</g>\r\n",
       "<!-- 34 -->\r\n",
       "<g id=\"node35\" class=\"node\"><title>34</title>\r\n",
       "<path fill=\"#f3f9fd\" stroke=\"black\" d=\"M2438,-425C2438,-425 2238,-425 2238,-425 2232,-425 2226,-419 2226,-413 2226,-413 2226,-354 2226,-354 2226,-348 2232,-342 2238,-342 2238,-342 2438,-342 2438,-342 2444,-342 2450,-348 2450,-354 2450,-354 2450,-413 2450,-413 2450,-419 2444,-425 2438,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2234\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_gmail.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2300.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\r\n",
       "<text text-anchor=\"start\" x=\"2294.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 93</text>\r\n",
       "<text text-anchor=\"start\" x=\"2289.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 48]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2295\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 33&#45;&gt;34 -->\r\n",
       "<g id=\"edge34\" class=\"edge\"><title>33&#45;&gt;34</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2398.08,-460.907C2391.02,-451.923 2383.46,-442.315 2376.18,-433.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2378.8,-430.718 2369.86,-425.021 2373.29,-435.045 2378.8,-430.718\"/>\r\n",
       "</g>\r\n",
       "<!-- 45 -->\r\n",
       "<g id=\"node46\" class=\"node\"><title>45</title>\r\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M2561.5,-425C2561.5,-425 2480.5,-425 2480.5,-425 2474.5,-425 2468.5,-419 2468.5,-413 2468.5,-413 2468.5,-354 2468.5,-354 2468.5,-348 2474.5,-342 2480.5,-342 2480.5,-342 2561.5,-342 2561.5,-342 2567.5,-342 2573.5,-348 2573.5,-354 2573.5,-354 2573.5,-413 2573.5,-413 2573.5,-419 2567.5,-425 2561.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2493.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C8 ≤ 9.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2483.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.057</text>\r\n",
       "<text text-anchor=\"start\" x=\"2477.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"2476.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2478\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 33&#45;&gt;45 -->\r\n",
       "<g id=\"edge45\" class=\"edge\"><title>33&#45;&gt;45</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2461.57,-460.907C2468.56,-451.923 2476.03,-442.315 2483.24,-433.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2486.11,-435.063 2489.48,-425.021 2480.58,-430.766 2486.11,-435.063\"/>\r\n",
       "</g>\r\n",
       "<!-- 35 -->\r\n",
       "<g id=\"node36\" class=\"node\"><title>35</title>\r\n",
       "<path fill=\"#eeae80\" stroke=\"black\" d=\"M2265,-306C2265,-306 2161,-306 2161,-306 2155,-306 2149,-300 2149,-294 2149,-294 2149,-235 2149,-235 2149,-229 2155,-223 2161,-223 2161,-223 2265,-223 2265,-223 2271,-223 2277,-229 2277,-235 2277,-235 2277,-294 2277,-294 2277,-300 2271,-306 2265,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2161.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V308 ≤ 138.401</text>\r\n",
       "<text text-anchor=\"start\" x=\"2175.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.389</text>\r\n",
       "<text text-anchor=\"start\" x=\"2169.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"2168.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2157\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 34&#45;&gt;35 -->\r\n",
       "<g id=\"edge35\" class=\"edge\"><title>34&#45;&gt;35</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2294.63,-341.907C2284.65,-332.56 2273.94,-322.538 2263.67,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2265.98,-310.299 2256.29,-306.021 2261.2,-315.41 2265.98,-310.299\"/>\r\n",
       "</g>\r\n",
       "<!-- 40 -->\r\n",
       "<g id=\"node41\" class=\"node\"><title>40</title>\r\n",
       "<path fill=\"#9fcff2\" stroke=\"black\" d=\"M2396.5,-306C2396.5,-306 2307.5,-306 2307.5,-306 2301.5,-306 2295.5,-300 2295.5,-294 2295.5,-294 2295.5,-235 2295.5,-235 2295.5,-229 2301.5,-223 2307.5,-223 2307.5,-223 2396.5,-223 2396.5,-223 2402.5,-223 2408.5,-229 2408.5,-235 2408.5,-235 2408.5,-294 2408.5,-294 2408.5,-300 2402.5,-306 2396.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2317\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V295 ≤ 3.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2314.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.448</text>\r\n",
       "<text text-anchor=\"start\" x=\"2308.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"start\" x=\"2303.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2309\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 34&#45;&gt;40 -->\r\n",
       "<g id=\"edge40\" class=\"edge\"><title>34&#45;&gt;40</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2342.86,-341.907C2343.86,-333.558 2344.92,-324.671 2345.95,-316.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2349.44,-316.366 2347.15,-306.021 2342.49,-315.534 2349.44,-316.366\"/>\r\n",
       "</g>\r\n",
       "<!-- 36 -->\r\n",
       "<g id=\"node37\" class=\"node\"><title>36</title>\r\n",
       "<path fill=\"#fae8db\" stroke=\"black\" d=\"M2119,-187C2119,-187 2015,-187 2015,-187 2009,-187 2003,-181 2003,-175 2003,-175 2003,-116 2003,-116 2003,-110 2009,-104 2015,-104 2015,-104 2119,-104 2119,-104 2125,-104 2131,-110 2131,-116 2131,-116 2131,-175 2131,-175 2131,-181 2125,-187 2119,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2027.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V21 ≤ 0.066</text>\r\n",
       "<text text-anchor=\"start\" x=\"2029.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\r\n",
       "<text text-anchor=\"start\" x=\"2023.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\r\n",
       "<text text-anchor=\"start\" x=\"2022.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2011\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 35&#45;&gt;36 -->\r\n",
       "<g id=\"edge36\" class=\"edge\"><title>35&#45;&gt;36</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2162.35,-222.907C2150.46,-213.379 2137.69,-203.148 2125.49,-193.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2127.56,-190.543 2117.56,-187.021 2123.18,-196.006 2127.56,-190.543\"/>\r\n",
       "</g>\r\n",
       "<!-- 39 -->\r\n",
       "<g id=\"node40\" class=\"node\"><title>39</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2265,-179.5C2265,-179.5 2161,-179.5 2161,-179.5 2155,-179.5 2149,-173.5 2149,-167.5 2149,-167.5 2149,-123.5 2149,-123.5 2149,-117.5 2155,-111.5 2161,-111.5 2161,-111.5 2265,-111.5 2265,-111.5 2271,-111.5 2277,-117.5 2277,-123.5 2277,-123.5 2277,-167.5 2277,-167.5 2277,-173.5 2271,-179.5 2265,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2184\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2169.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"2168.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2157\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 35&#45;&gt;39 -->\r\n",
       "<g id=\"edge39\" class=\"edge\"><title>35&#45;&gt;39</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2213,-222.907C2213,-212.204 2213,-200.615 2213,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2216.5,-189.667 2213,-179.667 2209.5,-189.667 2216.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 37 -->\r\n",
       "<g id=\"node38\" class=\"node\"><title>37</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2062,-68C2062,-68 1958,-68 1958,-68 1952,-68 1946,-62 1946,-56 1946,-56 1946,-12 1946,-12 1946,-6 1952,-0 1958,-0 1958,-0 2062,-0 2062,-0 2068,-0 2074,-6 2074,-12 2074,-12 2074,-56 2074,-56 2074,-62 2068,-68 2062,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1981\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1970.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"1969.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1954\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 36&#45;&gt;37 -->\r\n",
       "<g id=\"edge37\" class=\"edge\"><title>36&#45;&gt;37</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2045.78,-103.726C2041.26,-95.0615 2036.49,-85.8962 2031.96,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2035.06,-75.5537 2027.33,-68.2996 2028.85,-78.7859 2035.06,-75.5537\"/>\r\n",
       "</g>\r\n",
       "<!-- 38 -->\r\n",
       "<g id=\"node39\" class=\"node\"><title>38</title>\r\n",
       "<path fill=\"#a7d3f3\" stroke=\"black\" d=\"M2183.5,-68C2183.5,-68 2104.5,-68 2104.5,-68 2098.5,-68 2092.5,-62 2092.5,-56 2092.5,-56 2092.5,-12 2092.5,-12 2092.5,-6 2098.5,-0 2104.5,-0 2104.5,-0 2183.5,-0 2183.5,-0 2189.5,-0 2195.5,-6 2195.5,-12 2195.5,-12 2195.5,-56 2195.5,-56 2195.5,-62 2189.5,-68 2183.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2106.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.459</text>\r\n",
       "<text text-anchor=\"start\" x=\"2100.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"2103.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2101\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 36&#45;&gt;38 -->\r\n",
       "<g id=\"edge38\" class=\"edge\"><title>36&#45;&gt;38</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2095.67,-103.726C2101.89,-94.879 2108.48,-85.51 2114.73,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2117.69,-78.4929 2120.58,-68.2996 2111.97,-74.4664 2117.69,-78.4929\"/>\r\n",
       "</g>\r\n",
       "<!-- 41 -->\r\n",
       "<g id=\"node42\" class=\"node\"><title>41</title>\r\n",
       "<path fill=\"#8ac5f0\" stroke=\"black\" d=\"M2396.5,-187C2396.5,-187 2307.5,-187 2307.5,-187 2301.5,-187 2295.5,-181 2295.5,-175 2295.5,-175 2295.5,-116 2295.5,-116 2295.5,-110 2301.5,-104 2307.5,-104 2307.5,-104 2396.5,-104 2396.5,-104 2402.5,-104 2408.5,-110 2408.5,-116 2408.5,-116 2408.5,-175 2408.5,-175 2408.5,-181 2402.5,-187 2396.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2317\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V102 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2314.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.413</text>\r\n",
       "<text text-anchor=\"start\" x=\"2308.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 55</text>\r\n",
       "<text text-anchor=\"start\" x=\"2303.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2309\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;41 -->\r\n",
       "<g id=\"edge41\" class=\"edge\"><title>40&#45;&gt;41</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2352,-222.907C2352,-214.649 2352,-205.864 2352,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2355.5,-197.021 2352,-187.021 2348.5,-197.021 2355.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 44 -->\r\n",
       "<g id=\"node45\" class=\"node\"><title>44</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2543,-179.5C2543,-179.5 2439,-179.5 2439,-179.5 2433,-179.5 2427,-173.5 2427,-167.5 2427,-167.5 2427,-123.5 2427,-123.5 2427,-117.5 2433,-111.5 2439,-111.5 2439,-111.5 2543,-111.5 2543,-111.5 2549,-111.5 2555,-117.5 2555,-123.5 2555,-123.5 2555,-167.5 2555,-167.5 2555,-173.5 2549,-179.5 2543,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2462\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2451.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"2450.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2435\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;44 -->\r\n",
       "<g id=\"edge44\" class=\"edge\"><title>40&#45;&gt;44</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2400.23,-222.907C2414.38,-210.99 2429.85,-197.976 2443.93,-186.12\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2446.2,-188.784 2451.6,-179.667 2441.69,-183.429 2446.2,-188.784\"/>\r\n",
       "</g>\r\n",
       "<!-- 42 -->\r\n",
       "<g id=\"node43\" class=\"node\"><title>42</title>\r\n",
       "<path fill=\"#76bbed\" stroke=\"black\" d=\"M2314.5,-68C2314.5,-68 2225.5,-68 2225.5,-68 2219.5,-68 2213.5,-62 2213.5,-56 2213.5,-56 2213.5,-12 2213.5,-12 2213.5,-6 2219.5,-0 2225.5,-0 2225.5,-0 2314.5,-0 2314.5,-0 2320.5,-0 2326.5,-6 2326.5,-12 2326.5,-12 2326.5,-56 2326.5,-56 2326.5,-62 2320.5,-68 2314.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2236.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"start\" x=\"2226.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 51</text>\r\n",
       "<text text-anchor=\"start\" x=\"2221.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2227\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;42 -->\r\n",
       "<g id=\"edge42\" class=\"edge\"><title>41&#45;&gt;42</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2321.47,-103.726C2314.77,-94.7878 2307.68,-85.3168 2300.97,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2303.73,-74.206 2294.94,-68.2996 2298.13,-78.402 2303.73,-74.206\"/>\r\n",
       "</g>\r\n",
       "<!-- 43 -->\r\n",
       "<g id=\"node44\" class=\"node\"><title>43</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2461,-68C2461,-68 2357,-68 2357,-68 2351,-68 2345,-62 2345,-56 2345,-56 2345,-12 2345,-12 2345,-6 2351,-0 2357,-0 2357,-0 2461,-0 2461,-0 2467,-0 2473,-6 2473,-12 2473,-12 2473,-56 2473,-56 2473,-62 2467,-68 2461,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2380\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2369.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"2368.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2353\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;43 -->\r\n",
       "<g id=\"edge43\" class=\"edge\"><title>41&#45;&gt;43</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2373.22,-103.726C2377.74,-95.0615 2382.51,-85.8962 2387.04,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2390.15,-78.7859 2391.67,-68.2996 2383.94,-75.5537 2390.15,-78.7859\"/>\r\n",
       "</g>\r\n",
       "<!-- 46 -->\r\n",
       "<g id=\"node47\" class=\"node\"><title>46</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2533.5,-298.5C2533.5,-298.5 2452.5,-298.5 2452.5,-298.5 2446.5,-298.5 2440.5,-292.5 2440.5,-286.5 2440.5,-286.5 2440.5,-242.5 2440.5,-242.5 2440.5,-236.5 2446.5,-230.5 2452.5,-230.5 2452.5,-230.5 2533.5,-230.5 2533.5,-230.5 2539.5,-230.5 2545.5,-236.5 2545.5,-242.5 2545.5,-242.5 2545.5,-286.5 2545.5,-286.5 2545.5,-292.5 2539.5,-298.5 2533.5,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2464\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2449.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"2448.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2450\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;46 -->\r\n",
       "<g id=\"edge46\" class=\"edge\"><title>45&#45;&gt;46</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2511.29,-341.907C2508.7,-331.094 2505.89,-319.376 2503.28,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2506.67,-307.578 2500.94,-298.667 2499.86,-309.207 2506.67,-307.578\"/>\r\n",
       "</g>\r\n",
       "<!-- 47 -->\r\n",
       "<g id=\"node48\" class=\"node\"><title>47</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2680,-298.5C2680,-298.5 2576,-298.5 2576,-298.5 2570,-298.5 2564,-292.5 2564,-286.5 2564,-286.5 2564,-242.5 2564,-242.5 2564,-236.5 2570,-230.5 2576,-230.5 2576,-230.5 2680,-230.5 2680,-230.5 2686,-230.5 2692,-236.5 2692,-242.5 2692,-242.5 2692,-286.5 2692,-286.5 2692,-292.5 2686,-298.5 2680,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2599\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2588.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"2587.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2572\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;47 -->\r\n",
       "<g id=\"edge47\" class=\"edge\"><title>45&#45;&gt;47</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2558.12,-341.907C2568.72,-330.321 2580.26,-317.698 2590.86,-306.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2593.5,-308.408 2597.67,-298.667 2588.34,-303.684 2593.5,-308.408\"/>\r\n",
       "</g>\r\n",
       "<!-- 49 -->\r\n",
       "<g id=\"node50\" class=\"node\"><title>49</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M3446,-544C3446,-544 3324,-544 3324,-544 3318,-544 3312,-538 3312,-532 3312,-532 3312,-473 3312,-473 3312,-467 3318,-461 3324,-461 3324,-461 3446,-461 3446,-461 3452,-461 3458,-467 3458,-473 3458,-473 3458,-532 3458,-532 3458,-538 3452,-544 3446,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3357.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C4 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3347.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.033</text>\r\n",
       "<text text-anchor=\"start\" x=\"3329\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35681</text>\r\n",
       "<text text-anchor=\"start\" x=\"3320\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35077, 604]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3329\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 48&#45;&gt;49 -->\r\n",
       "<g id=\"edge49\" class=\"edge\"><title>48&#45;&gt;49</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3578.69,-588.374C3544.25,-573.284 3503.06,-555.232 3467.53,-539.664\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3468.71,-536.362 3458.15,-535.554 3465.9,-542.773 3468.71,-536.362\"/>\r\n",
       "</g>\r\n",
       "<!-- 72 -->\r\n",
       "<g id=\"node73\" class=\"node\"><title>72</title>\r\n",
       "<path fill=\"#e78d4c\" stroke=\"black\" d=\"M4312,-544C4312,-544 4198,-544 4198,-544 4192,-544 4186,-538 4186,-532 4186,-532 4186,-473 4186,-473 4186,-467 4192,-461 4198,-461 4198,-461 4312,-461 4312,-461 4318,-461 4324,-467 4324,-473 4324,-473 4324,-532 4324,-532 4324,-538 4318,-544 4312,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4203.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V318 ≤ 376.398</text>\r\n",
       "<text text-anchor=\"start\" x=\"4217.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.158</text>\r\n",
       "<text text-anchor=\"start\" x=\"4203.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2591</text>\r\n",
       "<text text-anchor=\"start\" x=\"4194\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2367, 224]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4199\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 48&#45;&gt;72 -->\r\n",
       "<g id=\"edge72\" class=\"edge\"><title>48&#45;&gt;72</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3725.04,-606.329C3838.98,-584.219 4058.17,-541.692 4175.79,-518.869\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4176.66,-522.266 4185.81,-516.925 4175.33,-515.394 4176.66,-522.266\"/>\r\n",
       "</g>\r\n",
       "<!-- 50 -->\r\n",
       "<g id=\"node51\" class=\"node\"><title>50</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M3167,-425C3167,-425 3045,-425 3045,-425 3039,-425 3033,-419 3033,-413 3033,-413 3033,-354 3033,-354 3033,-348 3039,-342 3045,-342 3045,-342 3167,-342 3167,-342 3173,-342 3179,-348 3179,-354 3179,-354 3179,-413 3179,-413 3179,-419 3173,-425 3167,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3078.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C7 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3068.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.029</text>\r\n",
       "<text text-anchor=\"start\" x=\"3050\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34515</text>\r\n",
       "<text text-anchor=\"start\" x=\"3041\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34011, 504]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3050\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;50 -->\r\n",
       "<g id=\"edge50\" class=\"edge\"><title>49&#45;&gt;50</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3311.7,-470.76C3273.88,-454.902 3227.62,-435.501 3188.55,-419.117\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3189.87,-415.878 3179.3,-415.238 3187.17,-422.333 3189.87,-415.878\"/>\r\n",
       "</g>\r\n",
       "<!-- 57 -->\r\n",
       "<g id=\"node58\" class=\"node\"><title>57</title>\r\n",
       "<path fill=\"#e78d4c\" stroke=\"black\" d=\"M3442,-425C3442,-425 3328,-425 3328,-425 3322,-425 3316,-419 3316,-413 3316,-413 3316,-354 3316,-354 3316,-348 3322,-342 3328,-342 3328,-342 3442,-342 3442,-342 3448,-342 3454,-348 3454,-354 3454,-354 3454,-413 3454,-413 3454,-419 3448,-425 3442,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3357.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 5.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3347.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.157</text>\r\n",
       "<text text-anchor=\"start\" x=\"3333.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1166</text>\r\n",
       "<text text-anchor=\"start\" x=\"3324\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1066, 100]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3329\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;57 -->\r\n",
       "<g id=\"edge57\" class=\"edge\"><title>49&#45;&gt;57</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3385,-460.907C3385,-452.649 3385,-443.864 3385,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3388.5,-435.021 3385,-425.021 3381.5,-435.021 3388.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 51 -->\r\n",
       "<g id=\"node52\" class=\"node\"><title>51</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M2944,-306C2944,-306 2822,-306 2822,-306 2816,-306 2810,-300 2810,-294 2810,-294 2810,-235 2810,-235 2810,-229 2816,-223 2822,-223 2822,-223 2944,-223 2944,-223 2950,-223 2956,-229 2956,-235 2956,-235 2956,-294 2956,-294 2956,-300 2950,-306 2944,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2848\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V297 ≤ 8.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2845.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.029</text>\r\n",
       "<text text-anchor=\"start\" x=\"2827\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34511</text>\r\n",
       "<text text-anchor=\"start\" x=\"2818\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34011, 500]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2827\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;51 -->\r\n",
       "<g id=\"edge51\" class=\"edge\"><title>50&#45;&gt;51</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3032.98,-344.19C3011.32,-332.826 2987.46,-320.304 2965.25,-308.656\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2966.66,-305.443 2956.18,-303.896 2963.41,-311.642 2966.66,-305.443\"/>\r\n",
       "</g>\r\n",
       "<!-- 56 -->\r\n",
       "<g id=\"node57\" class=\"node\"><title>56</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3145,-298.5C3145,-298.5 3067,-298.5 3067,-298.5 3061,-298.5 3055,-292.5 3055,-286.5 3055,-286.5 3055,-242.5 3055,-242.5 3055,-236.5 3061,-230.5 3067,-230.5 3067,-230.5 3145,-230.5 3145,-230.5 3151,-230.5 3157,-236.5 3157,-242.5 3157,-242.5 3157,-286.5 3157,-286.5 3157,-292.5 3151,-298.5 3145,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3077\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3066.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"3065.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3063\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;56 -->\r\n",
       "<g id=\"edge56\" class=\"edge\"><title>50&#45;&gt;56</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3106,-341.907C3106,-331.204 3106,-319.615 3106,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3109.5,-308.667 3106,-298.667 3102.5,-308.667 3109.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 52 -->\r\n",
       "<g id=\"node53\" class=\"node\"><title>52</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M2789,-187C2789,-187 2667,-187 2667,-187 2661,-187 2655,-181 2655,-175 2655,-175 2655,-116 2655,-116 2655,-110 2661,-104 2667,-104 2667,-104 2789,-104 2789,-104 2795,-104 2801,-110 2801,-116 2801,-116 2801,-175 2801,-175 2801,-181 2795,-187 2789,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2697\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V90 ≤ 0.2</text>\r\n",
       "<text text-anchor=\"start\" x=\"2690.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.028</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34509</text>\r\n",
       "<text text-anchor=\"start\" x=\"2663\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34011, 498]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 51&#45;&gt;52 -->\r\n",
       "<g id=\"edge52\" class=\"edge\"><title>51&#45;&gt;52</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2829.22,-222.907C2816.48,-213.288 2802.79,-202.953 2789.72,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2791.77,-190.252 2781.68,-187.021 2787.55,-195.839 2791.77,-190.252\"/>\r\n",
       "</g>\r\n",
       "<!-- 55 -->\r\n",
       "<g id=\"node56\" class=\"node\"><title>55</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2922,-179.5C2922,-179.5 2844,-179.5 2844,-179.5 2838,-179.5 2832,-173.5 2832,-167.5 2832,-167.5 2832,-123.5 2832,-123.5 2832,-117.5 2838,-111.5 2844,-111.5 2844,-111.5 2922,-111.5 2922,-111.5 2928,-111.5 2934,-117.5 2934,-123.5 2934,-123.5 2934,-167.5 2934,-167.5 2934,-173.5 2928,-179.5 2922,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2854\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2843.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"2842.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2840\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 51&#45;&gt;55 -->\r\n",
       "<g id=\"edge55\" class=\"edge\"><title>51&#45;&gt;55</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2883,-222.907C2883,-212.204 2883,-200.615 2883,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2886.5,-189.667 2883,-179.667 2879.5,-189.667 2886.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 53 -->\r\n",
       "<g id=\"node54\" class=\"node\"><title>53</title>\r\n",
       "<path fill=\"#e6843d\" stroke=\"black\" d=\"M2625,-68C2625,-68 2503,-68 2503,-68 2497,-68 2491,-62 2491,-56 2491,-56 2491,-12 2491,-12 2491,-6 2497,-0 2503,-0 2503,-0 2625,-0 2625,-0 2631,-0 2637,-6 2637,-12 2637,-12 2637,-56 2637,-56 2637,-62 2631,-68 2625,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2526.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.042</text>\r\n",
       "<text text-anchor=\"start\" x=\"2508\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17008</text>\r\n",
       "<text text-anchor=\"start\" x=\"2499\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16644, 364]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2508\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 52&#45;&gt;53 -->\r\n",
       "<g id=\"edge53\" class=\"edge\"><title>52&#45;&gt;53</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2666.93,-103.726C2652.24,-93.9161 2636.59,-83.4644 2622.04,-73.7496\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2623.87,-70.7673 2613.61,-68.1252 2619.99,-76.5889 2623.87,-70.7673\"/>\r\n",
       "</g>\r\n",
       "<!-- 54 -->\r\n",
       "<g id=\"node55\" class=\"node\"><title>54</title>\r\n",
       "<path fill=\"#e5823b\" stroke=\"black\" d=\"M2789,-68C2789,-68 2667,-68 2667,-68 2661,-68 2655,-62 2655,-56 2655,-56 2655,-12 2655,-12 2655,-6 2661,-0 2667,-0 2667,-0 2789,-0 2789,-0 2795,-0 2801,-6 2801,-12 2801,-12 2801,-56 2801,-56 2801,-62 2795,-68 2789,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2690.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.015</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17501</text>\r\n",
       "<text text-anchor=\"start\" x=\"2663\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17367, 134]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 52&#45;&gt;54 -->\r\n",
       "<g id=\"edge54\" class=\"edge\"><title>52&#45;&gt;54</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2728,-103.726C2728,-95.5175 2728,-86.8595 2728,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2731.5,-78.2996 2728,-68.2996 2724.5,-78.2996 2731.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 58 -->\r\n",
       "<g id=\"node59\" class=\"node\"><title>58</title>\r\n",
       "<path fill=\"#e68742\" stroke=\"black\" d=\"M3293,-306C3293,-306 3189,-306 3189,-306 3183,-306 3177,-300 3177,-294 3177,-294 3177,-235 3177,-235 3177,-229 3183,-223 3189,-223 3189,-223 3293,-223 3293,-223 3299,-223 3305,-229 3305,-235 3305,-235 3305,-294 3305,-294 3305,-300 3299,-306 3293,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3210\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V87 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3203.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.085</text>\r\n",
       "<text text-anchor=\"start\" x=\"3189.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1017</text>\r\n",
       "<text text-anchor=\"start\" x=\"3188\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [972, 45]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3185\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 57&#45;&gt;58 -->\r\n",
       "<g id=\"edge58\" class=\"edge\"><title>57&#45;&gt;58</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3335.04,-341.907C3323.31,-332.379 3310.72,-322.148 3298.69,-312.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3300.84,-309.61 3290.87,-306.021 3296.43,-315.043 3300.84,-309.61\"/>\r\n",
       "</g>\r\n",
       "<!-- 65 -->\r\n",
       "<g id=\"node66\" class=\"node\"><title>65</title>\r\n",
       "<path fill=\"#f4cbad\" stroke=\"black\" d=\"M3549,-306C3549,-306 3445,-306 3445,-306 3439,-306 3433,-300 3433,-294 3433,-294 3433,-235 3433,-235 3433,-229 3439,-223 3445,-223 3445,-223 3549,-223 3549,-223 3555,-223 3561,-229 3561,-235 3561,-235 3561,-294 3561,-294 3561,-300 3555,-306 3549,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3461.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 22.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3459.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.466</text>\r\n",
       "<text text-anchor=\"start\" x=\"3449.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 149</text>\r\n",
       "<text text-anchor=\"start\" x=\"3448.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [94, 55]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3441\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 57&#45;&gt;65 -->\r\n",
       "<g id=\"edge65\" class=\"edge\"><title>57&#45;&gt;65</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3423.86,-341.907C3432.63,-332.742 3442.03,-322.927 3451.06,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3453.82,-315.665 3458.21,-306.021 3448.77,-310.824 3453.82,-315.665\"/>\r\n",
       "</g>\r\n",
       "<!-- 59 -->\r\n",
       "<g id=\"node60\" class=\"node\"><title>59</title>\r\n",
       "<path fill=\"#e68641\" stroke=\"black\" d=\"M3081,-187C3081,-187 2977,-187 2977,-187 2971,-187 2965,-181 2965,-175 2965,-175 2965,-116 2965,-116 2965,-110 2971,-104 2977,-104 2977,-104 3081,-104 3081,-104 3087,-104 3093,-110 3093,-116 3093,-116 3093,-175 3093,-175 3093,-181 3087,-187 3081,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3001.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D1 ≤ 6.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2991.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.075</text>\r\n",
       "<text text-anchor=\"start\" x=\"2977.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1001</text>\r\n",
       "<text text-anchor=\"start\" x=\"2976\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [962, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2973\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 58&#45;&gt;59 -->\r\n",
       "<g id=\"edge59\" class=\"edge\"><title>58&#45;&gt;59</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3176.82,-228.079C3153.26,-215.08 3126.43,-200.271 3102.15,-186.87\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3103.78,-183.77 3093.33,-182.003 3100.39,-189.899 3103.78,-183.77\"/>\r\n",
       "</g>\r\n",
       "<!-- 62 -->\r\n",
       "<g id=\"node63\" class=\"node\"><title>62</title>\r\n",
       "<path fill=\"#f5cdb0\" stroke=\"black\" d=\"M3293,-187C3293,-187 3189,-187 3189,-187 3183,-187 3177,-181 3177,-175 3177,-175 3177,-116 3177,-116 3177,-110 3183,-104 3189,-104 3189,-104 3293,-104 3293,-104 3299,-104 3305,-110 3305,-116 3305,-116 3305,-175 3305,-175 3305,-181 3299,-187 3293,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3206\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V123 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3203.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\r\n",
       "<text text-anchor=\"start\" x=\"3197.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"start\" x=\"3196.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 6]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3185\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 58&#45;&gt;62 -->\r\n",
       "<g id=\"edge62\" class=\"edge\"><title>58&#45;&gt;62</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3241,-222.907C3241,-214.649 3241,-205.864 3241,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3244.5,-197.021 3241,-187.021 3237.5,-197.021 3244.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 60 -->\r\n",
       "<g id=\"node61\" class=\"node\"><title>60</title>\r\n",
       "<path fill=\"#e78d4c\" stroke=\"black\" d=\"M2935,-68C2935,-68 2831,-68 2831,-68 2825,-68 2819,-62 2819,-56 2819,-56 2819,-12 2819,-12 2819,-6 2825,-0 2831,-0 2831,-0 2935,-0 2935,-0 2941,-0 2947,-6 2947,-12 2947,-12 2947,-56 2947,-56 2947,-62 2941,-68 2935,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2845.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.159</text>\r\n",
       "<text text-anchor=\"start\" x=\"2835.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 345</text>\r\n",
       "<text text-anchor=\"start\" x=\"2830\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [315, 30]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2827\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;60 -->\r\n",
       "<g id=\"edge60\" class=\"edge\"><title>59&#45;&gt;60</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2974.63,-103.726C2961.87,-94.1494 2948.28,-83.9611 2935.59,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2937.5,-71.4996 2927.4,-68.2996 2933.3,-77.0996 2937.5,-71.4996\"/>\r\n",
       "</g>\r\n",
       "<!-- 61 -->\r\n",
       "<g id=\"node62\" class=\"node\"><title>61</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M3081,-68C3081,-68 2977,-68 2977,-68 2971,-68 2965,-62 2965,-56 2965,-56 2965,-12 2965,-12 2965,-6 2971,-0 2977,-0 2977,-0 3081,-0 3081,-0 3087,-0 3093,-6 3093,-12 3093,-12 3093,-56 3093,-56 3093,-62 3087,-68 3081,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2991.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.027</text>\r\n",
       "<text text-anchor=\"start\" x=\"2981.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 656</text>\r\n",
       "<text text-anchor=\"start\" x=\"2980.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [647, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2973\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;61 -->\r\n",
       "<g id=\"edge61\" class=\"edge\"><title>59&#45;&gt;61</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3029,-103.726C3029,-95.5175 3029,-86.8595 3029,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3032.5,-78.2996 3029,-68.2996 3025.5,-78.2996 3032.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 63 -->\r\n",
       "<g id=\"node64\" class=\"node\"><title>63</title>\r\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M3227,-68C3227,-68 3123,-68 3123,-68 3117,-68 3111,-62 3111,-56 3111,-56 3111,-12 3111,-12 3111,-6 3117,-0 3123,-0 3123,-0 3227,-0 3227,-0 3233,-0 3239,-6 3239,-12 3239,-12 3239,-56 3239,-56 3239,-62 3233,-68 3227,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3137.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\r\n",
       "<text text-anchor=\"start\" x=\"3131.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"start\" x=\"3130.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3119\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;63 -->\r\n",
       "<g id=\"edge63\" class=\"edge\"><title>62&#45;&gt;63</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3216.42,-103.726C3211.15,-94.9703 3205.56,-85.7032 3200.26,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3203.23,-75.0574 3195.07,-68.2996 3197.24,-78.671 3203.23,-75.0574\"/>\r\n",
       "</g>\r\n",
       "<!-- 64 -->\r\n",
       "<g id=\"node65\" class=\"node\"><title>64</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3347,-68C3347,-68 3269,-68 3269,-68 3263,-68 3257,-62 3257,-56 3257,-56 3257,-12 3257,-12 3257,-6 3263,-0 3269,-0 3269,-0 3347,-0 3347,-0 3353,-0 3359,-6 3359,-12 3359,-12 3359,-56 3359,-56 3359,-62 3353,-68 3347,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3279\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3268.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"3267.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3265\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;64 -->\r\n",
       "<g id=\"edge64\" class=\"edge\"><title>62&#45;&gt;64</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3265.95,-103.726C3271.31,-94.9703 3276.98,-85.7032 3282.36,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3285.39,-78.6563 3287.62,-68.2996 3279.42,-75.0028 3285.39,-78.6563\"/>\r\n",
       "</g>\r\n",
       "<!-- 66 -->\r\n",
       "<g id=\"node67\" class=\"node\"><title>66</title>\r\n",
       "<path fill=\"#8bc5f0\" stroke=\"black\" d=\"M3568.5,-187C3568.5,-187 3425.5,-187 3425.5,-187 3419.5,-187 3413.5,-181 3413.5,-175 3413.5,-175 3413.5,-116 3413.5,-116 3413.5,-110 3419.5,-104 3425.5,-104 3425.5,-104 3568.5,-104 3568.5,-104 3574.5,-104 3580.5,-110 3580.5,-116 3580.5,-116 3580.5,-175 3580.5,-175 3580.5,-181 3574.5,-187 3568.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3421.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 9.161</text>\r\n",
       "<text text-anchor=\"start\" x=\"3459.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.414</text>\r\n",
       "<text text-anchor=\"start\" x=\"3453.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 65</text>\r\n",
       "<text text-anchor=\"start\" x=\"3448.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 46]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3454\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 65&#45;&gt;66 -->\r\n",
       "<g id=\"edge66\" class=\"edge\"><title>65&#45;&gt;66</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3497,-222.907C3497,-214.649 3497,-205.864 3497,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3500.5,-197.021 3497,-187.021 3493.5,-197.021 3500.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 69 -->\r\n",
       "<g id=\"node70\" class=\"node\"><title>69</title>\r\n",
       "<path fill=\"#e89051\" stroke=\"black\" d=\"M3771,-187C3771,-187 3667,-187 3667,-187 3661,-187 3655,-181 3655,-175 3655,-175 3655,-116 3655,-116 3655,-110 3661,-104 3667,-104 3667,-104 3771,-104 3771,-104 3777,-104 3783,-110 3783,-116 3783,-116 3783,-175 3783,-175 3783,-181 3777,-187 3771,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3684\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V102 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3681.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.191</text>\r\n",
       "<text text-anchor=\"start\" x=\"3675.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 84</text>\r\n",
       "<text text-anchor=\"start\" x=\"3674.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [75, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3663\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 65&#45;&gt;69 -->\r\n",
       "<g id=\"edge69\" class=\"edge\"><title>65&#45;&gt;69</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3561.21,-229.659C3587.67,-215.713 3618.48,-199.478 3645.81,-185.074\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3647.72,-188.024 3654.93,-180.265 3644.45,-181.831 3647.72,-188.024\"/>\r\n",
       "</g>\r\n",
       "<!-- 67 -->\r\n",
       "<g id=\"node68\" class=\"node\"><title>67</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3493,-68C3493,-68 3389,-68 3389,-68 3383,-68 3377,-62 3377,-56 3377,-56 3377,-12 3377,-12 3377,-6 3383,-0 3389,-0 3389,-0 3493,-0 3493,-0 3499,-0 3505,-6 3505,-12 3505,-12 3505,-56 3505,-56 3505,-62 3499,-68 3493,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3412\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3401.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3400.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3385\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;67 -->\r\n",
       "<g id=\"edge67\" class=\"edge\"><title>66&#45;&gt;67</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3476.15,-103.726C3471.76,-95.1527 3467.13,-86.0891 3462.71,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3465.7,-75.6092 3458.03,-68.2996 3459.47,-78.7965 3465.7,-75.6092\"/>\r\n",
       "</g>\r\n",
       "<!-- 68 -->\r\n",
       "<g id=\"node69\" class=\"node\"><title>68</title>\r\n",
       "<path fill=\"#75bbed\" stroke=\"black\" d=\"M3624.5,-68C3624.5,-68 3535.5,-68 3535.5,-68 3529.5,-68 3523.5,-62 3523.5,-56 3523.5,-56 3523.5,-12 3523.5,-12 3523.5,-6 3529.5,-0 3535.5,-0 3535.5,-0 3624.5,-0 3624.5,-0 3630.5,-0 3636.5,-6 3636.5,-12 3636.5,-12 3636.5,-56 3636.5,-56 3636.5,-62 3630.5,-68 3624.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3542.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.358</text>\r\n",
       "<text text-anchor=\"start\" x=\"3536.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"start\" x=\"3531.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 46]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3537\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;68 -->\r\n",
       "<g id=\"edge68\" class=\"edge\"><title>66&#45;&gt;68</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3527.91,-103.726C3534.68,-94.7878 3541.86,-85.3168 3548.65,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3551.51,-78.3832 3554.76,-68.2996 3545.93,-74.1547 3551.51,-78.3832\"/>\r\n",
       "</g>\r\n",
       "<!-- 70 -->\r\n",
       "<g id=\"node71\" class=\"node\"><title>70</title>\r\n",
       "<path fill=\"#e78d4b\" stroke=\"black\" d=\"M3771,-68C3771,-68 3667,-68 3667,-68 3661,-68 3655,-62 3655,-56 3655,-56 3655,-12 3655,-12 3655,-6 3661,-0 3667,-0 3667,-0 3771,-0 3771,-0 3777,-0 3783,-6 3783,-12 3783,-12 3783,-56 3783,-56 3783,-62 3777,-68 3771,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3681.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.156</text>\r\n",
       "<text text-anchor=\"start\" x=\"3675.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 82</text>\r\n",
       "<text text-anchor=\"start\" x=\"3674.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [75, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3663\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;70 -->\r\n",
       "<g id=\"edge70\" class=\"edge\"><title>69&#45;&gt;70</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3719,-103.726C3719,-95.5175 3719,-86.8595 3719,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3722.5,-78.2996 3719,-68.2996 3715.5,-78.2996 3722.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 71 -->\r\n",
       "<g id=\"node72\" class=\"node\"><title>71</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3891,-68C3891,-68 3813,-68 3813,-68 3807,-68 3801,-62 3801,-56 3801,-56 3801,-12 3801,-12 3801,-6 3807,-0 3813,-0 3813,-0 3891,-0 3891,-0 3897,-0 3903,-6 3903,-12 3903,-12 3903,-56 3903,-56 3903,-62 3897,-68 3891,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3823\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3812.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"3811.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3809\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;71 -->\r\n",
       "<g id=\"edge71\" class=\"edge\"><title>69&#45;&gt;71</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3768.52,-103.726C3780.05,-94.2406 3792.3,-84.1551 3803.76,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3806.06,-77.3577 3811.55,-68.2996 3801.61,-71.9536 3806.06,-77.3577\"/>\r\n",
       "</g>\r\n",
       "<!-- 73 -->\r\n",
       "<g id=\"node74\" class=\"node\"><title>73</title>\r\n",
       "<path fill=\"#e78a46\" stroke=\"black\" d=\"M4312,-425C4312,-425 4198,-425 4198,-425 4192,-425 4186,-419 4186,-413 4186,-413 4186,-354 4186,-354 4186,-348 4192,-342 4198,-342 4198,-342 4312,-342 4312,-342 4318,-342 4324,-348 4324,-354 4324,-354 4324,-413 4324,-413 4324,-419 4318,-425 4312,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4211\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 109.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4217.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.119</text>\r\n",
       "<text text-anchor=\"start\" x=\"4203.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2128</text>\r\n",
       "<text text-anchor=\"start\" x=\"4194\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1993, 135]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4199\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 72&#45;&gt;73 -->\r\n",
       "<g id=\"edge73\" class=\"edge\"><title>72&#45;&gt;73</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4255,-460.907C4255,-452.649 4255,-443.864 4255,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4258.5,-435.021 4255,-425.021 4251.5,-435.021 4258.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 84 -->\r\n",
       "<g id=\"node85\" class=\"node\"><title>84</title>\r\n",
       "<path fill=\"#eb9f68\" stroke=\"black\" d=\"M4796,-425C4796,-425 4692,-425 4692,-425 4686,-425 4680,-419 4680,-413 4680,-413 4680,-354 4680,-354 4680,-348 4686,-342 4692,-342 4692,-342 4796,-342 4796,-342 4802,-342 4808,-348 4808,-354 4808,-354 4808,-413 4808,-413 4808,-419 4802,-425 4796,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4713\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V62 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4706.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.311</text>\r\n",
       "<text text-anchor=\"start\" x=\"4696.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 463</text>\r\n",
       "<text text-anchor=\"start\" x=\"4691\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [374, 89]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4688\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 72&#45;&gt;84 -->\r\n",
       "<g id=\"edge84\" class=\"edge\"><title>72&#45;&gt;84</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4324.02,-484.985C4415.47,-463.106 4576.13,-424.666 4670,-402.205\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4671.08,-405.545 4679.99,-399.814 4669.45,-398.738 4671.08,-405.545\"/>\r\n",
       "</g>\r\n",
       "<!-- 74 -->\r\n",
       "<g id=\"node75\" class=\"node\"><title>74</title>\r\n",
       "<path fill=\"#eca16c\" stroke=\"black\" d=\"M4234,-306C4234,-306 4118,-306 4118,-306 4112,-306 4106,-300 4106,-294 4106,-294 4106,-235 4106,-235 4106,-229 4112,-223 4118,-223 4118,-223 4234,-223 4234,-223 4240,-223 4246,-229 4246,-235 4246,-235 4246,-294 4246,-294 4246,-300 4240,-306 4234,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4114\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ProductCD_S ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4138.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.325</text>\r\n",
       "<text text-anchor=\"start\" x=\"4132.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 88</text>\r\n",
       "<text text-anchor=\"start\" x=\"4127.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4120\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;74 -->\r\n",
       "<g id=\"edge74\" class=\"edge\"><title>73&#45;&gt;74</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4227.59,-341.907C4221.59,-333.014 4215.17,-323.509 4208.97,-314.331\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4211.86,-312.35 4203.36,-306.021 4206.06,-316.267 4211.86,-312.35\"/>\r\n",
       "</g>\r\n",
       "<!-- 79 -->\r\n",
       "<g id=\"node80\" class=\"node\"><title>79</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M4390,-306C4390,-306 4276,-306 4276,-306 4270,-306 4264,-300 4264,-294 4264,-294 4264,-235 4264,-235 4264,-229 4270,-223 4276,-223 4276,-223 4390,-223 4390,-223 4396,-223 4402,-229 4402,-235 4402,-235 4402,-294 4402,-294 4402,-300 4396,-306 4390,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4302\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V83 ≤ 3.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4295.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.108</text>\r\n",
       "<text text-anchor=\"start\" x=\"4281.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2040</text>\r\n",
       "<text text-anchor=\"start\" x=\"4272\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1923, 117]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4277\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;79 -->\r\n",
       "<g id=\"edge79\" class=\"edge\"><title>73&#45;&gt;79</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4282.06,-341.907C4287.93,-333.105 4294.2,-323.703 4300.26,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4303.35,-316.283 4305.99,-306.021 4297.53,-312.4 4303.35,-316.283\"/>\r\n",
       "</g>\r\n",
       "<!-- 75 -->\r\n",
       "<g id=\"node76\" class=\"node\"><title>75</title>\r\n",
       "<path fill=\"#ea985e\" stroke=\"black\" d=\"M4104,-187C4104,-187 4000,-187 4000,-187 3994,-187 3988,-181 3988,-175 3988,-175 3988,-116 3988,-116 3988,-110 3994,-104 4000,-104 4000,-104 4104,-104 4104,-104 4110,-104 4116,-110 4116,-116 4116,-116 4116,-175 4116,-175 4116,-181 4110,-187 4104,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4017\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V294 ≤ 8.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4014.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\r\n",
       "<text text-anchor=\"start\" x=\"4008.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 83</text>\r\n",
       "<text text-anchor=\"start\" x=\"4003.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3996\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 74&#45;&gt;75 -->\r\n",
       "<g id=\"edge75\" class=\"edge\"><title>74&#45;&gt;75</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4132.98,-222.907C4123.07,-213.56 4112.45,-203.538 4102.27,-193.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4104.62,-191.338 4094.95,-187.021 4099.82,-196.429 4104.62,-191.338\"/>\r\n",
       "</g>\r\n",
       "<!-- 78 -->\r\n",
       "<g id=\"node79\" class=\"node\"><title>78</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4224,-179.5C4224,-179.5 4146,-179.5 4146,-179.5 4140,-179.5 4134,-173.5 4134,-167.5 4134,-167.5 4134,-123.5 4134,-123.5 4134,-117.5 4140,-111.5 4146,-111.5 4146,-111.5 4224,-111.5 4224,-111.5 4230,-111.5 4236,-117.5 4236,-123.5 4236,-123.5 4236,-167.5 4236,-167.5 4236,-173.5 4230,-179.5 4224,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4156\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4145.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4144.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4142\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 74&#45;&gt;78 -->\r\n",
       "<g id=\"edge78\" class=\"edge\"><title>74&#45;&gt;78</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4179.12,-222.907C4179.95,-212.204 4180.84,-200.615 4181.67,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4185.17,-189.906 4182.45,-179.667 4178.19,-189.369 4185.17,-189.906\"/>\r\n",
       "</g>\r\n",
       "<!-- 76 -->\r\n",
       "<g id=\"node77\" class=\"node\"><title>76</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M4037,-68C4037,-68 3933,-68 3933,-68 3927,-68 3921,-62 3921,-56 3921,-56 3921,-12 3921,-12 3921,-6 3927,-0 3933,-0 3933,-0 4037,-0 4037,-0 4043,-0 4049,-6 4049,-12 4049,-12 4049,-56 4049,-56 4049,-62 4043,-68 4037,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3947.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\r\n",
       "<text text-anchor=\"start\" x=\"3941.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 80</text>\r\n",
       "<text text-anchor=\"start\" x=\"3936.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 10]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3929\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 75&#45;&gt;76 -->\r\n",
       "<g id=\"edge76\" class=\"edge\"><title>75&#45;&gt;76</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4027.05,-103.726C4021.69,-94.9703 4016.02,-85.7032 4010.64,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4013.58,-75.0028 4005.38,-68.2996 4007.61,-78.6563 4013.58,-75.0028\"/>\r\n",
       "</g>\r\n",
       "<!-- 77 -->\r\n",
       "<g id=\"node78\" class=\"node\"><title>77</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4157,-68C4157,-68 4079,-68 4079,-68 4073,-68 4067,-62 4067,-56 4067,-56 4067,-12 4067,-12 4067,-6 4073,-0 4079,-0 4079,-0 4157,-0 4157,-0 4163,-0 4169,-6 4169,-12 4169,-12 4169,-56 4169,-56 4169,-62 4163,-68 4157,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4089\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4078.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"4077.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4075\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 75&#45;&gt;77 -->\r\n",
       "<g id=\"edge77\" class=\"edge\"><title>75&#45;&gt;77</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4076.58,-103.726C4081.85,-94.9703 4087.44,-85.7032 4092.74,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4095.76,-78.671 4097.93,-68.2996 4089.77,-75.0574 4095.76,-78.671\"/>\r\n",
       "</g>\r\n",
       "<!-- 80 -->\r\n",
       "<g id=\"node81\" class=\"node\"><title>80</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M4382,-187C4382,-187 4268,-187 4268,-187 4262,-187 4256,-181 4256,-175 4256,-175 4256,-116 4256,-116 4256,-110 4262,-104 4268,-104 4268,-104 4382,-104 4382,-104 4388,-104 4394,-110 4394,-116 4394,-116 4394,-175 4394,-175 4394,-181 4388,-187 4382,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4277.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V126 ≤ 86.788</text>\r\n",
       "<text text-anchor=\"start\" x=\"4287.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.106</text>\r\n",
       "<text text-anchor=\"start\" x=\"4273.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2038</text>\r\n",
       "<text text-anchor=\"start\" x=\"4264\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1923, 115]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4269\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;80 -->\r\n",
       "<g id=\"edge80\" class=\"edge\"><title>79&#45;&gt;80</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4330.22,-222.907C4329.65,-214.558 4329.05,-205.671 4328.45,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4331.94,-196.759 4327.77,-187.021 4324.96,-197.236 4331.94,-196.759\"/>\r\n",
       "</g>\r\n",
       "<!-- 83 -->\r\n",
       "<g id=\"node84\" class=\"node\"><title>83</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4502,-179.5C4502,-179.5 4424,-179.5 4424,-179.5 4418,-179.5 4412,-173.5 4412,-167.5 4412,-167.5 4412,-123.5 4412,-123.5 4412,-117.5 4418,-111.5 4424,-111.5 4424,-111.5 4502,-111.5 4502,-111.5 4508,-111.5 4514,-117.5 4514,-123.5 4514,-123.5 4514,-167.5 4514,-167.5 4514,-173.5 4508,-179.5 4502,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4434\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4423.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"4422.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4420\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;83 -->\r\n",
       "<g id=\"edge83\" class=\"edge\"><title>79&#45;&gt;83</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4378.1,-222.907C4391.22,-211.101 4405.54,-198.217 4418.61,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4421.06,-188.958 4426.15,-179.667 4416.37,-183.755 4421.06,-188.958\"/>\r\n",
       "</g>\r\n",
       "<!-- 81 -->\r\n",
       "<g id=\"node82\" class=\"node\"><title>81</title>\r\n",
       "<path fill=\"#e68642\" stroke=\"black\" d=\"M4305,-68C4305,-68 4199,-68 4199,-68 4193,-68 4187,-62 4187,-56 4187,-56 4187,-12 4187,-12 4187,-6 4193,-0 4199,-0 4199,-0 4305,-0 4305,-0 4311,-0 4317,-6 4317,-12 4317,-12 4317,-56 4317,-56 4317,-62 4311,-68 4305,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4218.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.08</text>\r\n",
       "<text text-anchor=\"start\" x=\"4200.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1516</text>\r\n",
       "<text text-anchor=\"start\" x=\"4195\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1453, 63]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4196\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;81 -->\r\n",
       "<g id=\"edge81\" class=\"edge\"><title>80&#45;&gt;81</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4297.82,-103.726C4291.92,-94.879 4285.67,-85.51 4279.75,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4282.66,-74.6787 4274.2,-68.2996 4276.83,-78.5616 4282.66,-74.6787\"/>\r\n",
       "</g>\r\n",
       "<!-- 82 -->\r\n",
       "<g id=\"node83\" class=\"node\"><title>82</title>\r\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M4451,-68C4451,-68 4347,-68 4347,-68 4341,-68 4335,-62 4335,-56 4335,-56 4335,-12 4335,-12 4335,-6 4341,-0 4347,-0 4347,-0 4451,-0 4451,-0 4457,-0 4463,-6 4463,-12 4463,-12 4463,-56 4463,-56 4463,-62 4457,-68 4451,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4361.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.179</text>\r\n",
       "<text text-anchor=\"start\" x=\"4351.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 522</text>\r\n",
       "<text text-anchor=\"start\" x=\"4346\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [470, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4343\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;82 -->\r\n",
       "<g id=\"edge82\" class=\"edge\"><title>80&#45;&gt;82</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4352.55,-103.726C4358.53,-94.879 4364.87,-85.51 4370.87,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4373.8,-78.5448 4376.5,-68.2996 4368,-74.6253 4373.8,-78.5448\"/>\r\n",
       "</g>\r\n",
       "<!-- 85 -->\r\n",
       "<g id=\"node86\" class=\"node\"><title>85</title>\r\n",
       "<path fill=\"#ea995e\" stroke=\"black\" d=\"M4796,-306C4796,-306 4692,-306 4692,-306 4686,-306 4680,-300 4680,-294 4680,-294 4680,-235 4680,-235 4680,-229 4686,-223 4692,-223 4692,-223 4796,-223 4796,-223 4802,-223 4808,-229 4808,-235 4808,-235 4808,-294 4808,-294 4808,-300 4802,-306 4796,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4700.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V315 ≤ 164.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4706.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.267</text>\r\n",
       "<text text-anchor=\"start\" x=\"4696.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 422</text>\r\n",
       "<text text-anchor=\"start\" x=\"4691\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [355, 67]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4688\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 84&#45;&gt;85 -->\r\n",
       "<g id=\"edge85\" class=\"edge\"><title>84&#45;&gt;85</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4744,-341.907C4744,-333.649 4744,-324.864 4744,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4747.5,-316.021 4744,-306.021 4740.5,-316.021 4747.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 92 -->\r\n",
       "<g id=\"node93\" class=\"node\"><title>92</title>\r\n",
       "<path fill=\"#e4f2fb\" stroke=\"black\" d=\"M5197.5,-306C5197.5,-306 5108.5,-306 5108.5,-306 5102.5,-306 5096.5,-300 5096.5,-294 5096.5,-294 5096.5,-235 5096.5,-235 5096.5,-229 5102.5,-223 5108.5,-223 5108.5,-223 5197.5,-223 5197.5,-223 5203.5,-223 5209.5,-229 5209.5,-235 5209.5,-235 5209.5,-294 5209.5,-294 5209.5,-300 5203.5,-306 5197.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5122\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V19 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5115.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.497</text>\r\n",
       "<text text-anchor=\"start\" x=\"5109.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\r\n",
       "<text text-anchor=\"start\" x=\"5104.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 22]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5110\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 84&#45;&gt;92 -->\r\n",
       "<g id=\"edge92\" class=\"edge\"><title>84&#45;&gt;92</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4808.36,-364.09C4884.14,-342.411 5009.4,-306.579 5086.22,-284.604\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5087.61,-287.845 5096.26,-281.73 5085.69,-281.115 5087.61,-287.845\"/>\r\n",
       "</g>\r\n",
       "<!-- 86 -->\r\n",
       "<g id=\"node87\" class=\"node\"><title>86</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M4723,-187C4723,-187 4619,-187 4619,-187 4613,-187 4607,-181 4607,-175 4607,-175 4607,-116 4607,-116 4607,-110 4613,-104 4619,-104 4619,-104 4723,-104 4723,-104 4729,-104 4735,-110 4735,-116 4735,-116 4735,-175 4735,-175 4735,-181 4729,-187 4723,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4631.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V291 ≤ 11.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4633.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"start\" x=\"4623.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 210</text>\r\n",
       "<text text-anchor=\"start\" x=\"4618\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [196, 14]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4615\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 85&#45;&gt;86 -->\r\n",
       "<g id=\"edge86\" class=\"edge\"><title>85&#45;&gt;86</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4718.67,-222.907C4713.18,-214.105 4707.31,-204.703 4701.64,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4704.55,-193.652 4696.28,-187.021 4698.61,-197.358 4704.55,-193.652\"/>\r\n",
       "</g>\r\n",
       "<!-- 89 -->\r\n",
       "<g id=\"node90\" class=\"node\"><title>89</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M4869,-187C4869,-187 4765,-187 4765,-187 4759,-187 4753,-181 4753,-175 4753,-175 4753,-116 4753,-116 4753,-110 4759,-104 4765,-104 4765,-104 4869,-104 4869,-104 4875,-104 4881,-110 4881,-116 4881,-116 4881,-175 4881,-175 4881,-181 4875,-187 4869,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4773\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 196.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4779.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\r\n",
       "<text text-anchor=\"start\" x=\"4769.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 212</text>\r\n",
       "<text text-anchor=\"start\" x=\"4764\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [159, 53]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4761\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 85&#45;&gt;89 -->\r\n",
       "<g id=\"edge89\" class=\"edge\"><title>85&#45;&gt;89</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4769.33,-222.907C4774.82,-214.105 4780.69,-204.703 4786.36,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4789.39,-197.358 4791.72,-187.021 4783.45,-193.652 4789.39,-197.358\"/>\r\n",
       "</g>\r\n",
       "<!-- 87 -->\r\n",
       "<g id=\"node88\" class=\"node\"><title>87</title>\r\n",
       "<path fill=\"#e78946\" stroke=\"black\" d=\"M4597,-68C4597,-68 4493,-68 4493,-68 4487,-68 4481,-62 4481,-56 4481,-56 4481,-12 4481,-12 4481,-6 4487,-0 4493,-0 4493,-0 4597,-0 4597,-0 4603,-0 4609,-6 4609,-12 4609,-12 4609,-56 4609,-56 4609,-62 4603,-68 4597,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4507.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\r\n",
       "<text text-anchor=\"start\" x=\"4497.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 209</text>\r\n",
       "<text text-anchor=\"start\" x=\"4492\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [196, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4489\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;87 -->\r\n",
       "<g id=\"edge87\" class=\"edge\"><title>86&#45;&gt;87</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4624.08,-103.726C4613.27,-94.3318 4601.79,-84.349 4591.01,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4593.16,-72.2174 4583.32,-68.2996 4588.57,-77.501 4593.16,-72.2174\"/>\r\n",
       "</g>\r\n",
       "<!-- 88 -->\r\n",
       "<g id=\"node89\" class=\"node\"><title>88</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4717,-68C4717,-68 4639,-68 4639,-68 4633,-68 4627,-62 4627,-56 4627,-56 4627,-12 4627,-12 4627,-6 4633,-0 4639,-0 4639,-0 4717,-0 4717,-0 4723,-0 4729,-6 4729,-12 4729,-12 4729,-56 4729,-56 4729,-62 4723,-68 4717,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4649\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4638.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"4637.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4635\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;88 -->\r\n",
       "<g id=\"edge88\" class=\"edge\"><title>86&#45;&gt;88</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4673.61,-103.726C4674.14,-95.4263 4674.7,-86.6671 4675.23,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4678.73,-78.5025 4675.87,-68.2996 4671.74,-78.0559 4678.73,-78.5025\"/>\r\n",
       "</g>\r\n",
       "<!-- 90 -->\r\n",
       "<g id=\"node91\" class=\"node\"><title>90</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M4863,-68C4863,-68 4759,-68 4759,-68 4753,-68 4747,-62 4747,-56 4747,-56 4747,-12 4747,-12 4747,-6 4753,-0 4759,-0 4759,-0 4863,-0 4863,-0 4869,-0 4875,-6 4875,-12 4875,-12 4875,-56 4875,-56 4875,-62 4869,-68 4863,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4773.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.121</text>\r\n",
       "<text text-anchor=\"start\" x=\"4767.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 62</text>\r\n",
       "<text text-anchor=\"start\" x=\"4766.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [58, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4755\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 89&#45;&gt;90 -->\r\n",
       "<g id=\"edge90\" class=\"edge\"><title>89&#45;&gt;90</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4814.77,-103.726C4814.32,-95.5175 4813.84,-86.8595 4813.39,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4816.87,-78.0931 4812.82,-68.2996 4809.88,-78.4761 4816.87,-78.0931\"/>\r\n",
       "</g>\r\n",
       "<!-- 91 -->\r\n",
       "<g id=\"node92\" class=\"node\"><title>91</title>\r\n",
       "<path fill=\"#f2be99\" stroke=\"black\" d=\"M5009,-68C5009,-68 4905,-68 4905,-68 4899,-68 4893,-62 4893,-56 4893,-56 4893,-12 4893,-12 4893,-6 4899,-0 4905,-0 4905,-0 5009,-0 5009,-0 5015,-0 5021,-6 5021,-12 5021,-12 5021,-56 5021,-56 5021,-62 5015,-68 5009,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4923.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"start\" x=\"4909.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 150</text>\r\n",
       "<text text-anchor=\"start\" x=\"4904\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [101, 49]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4901\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 89&#45;&gt;91 -->\r\n",
       "<g id=\"edge91\" class=\"edge\"><title>89&#45;&gt;91</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4869.13,-103.726C4881.26,-94.2406 4894.15,-84.1551 4906.22,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4908.7,-77.2173 4914.43,-68.2996 4904.39,-71.7035 4908.7,-77.2173\"/>\r\n",
       "</g>\r\n",
       "<!-- 93 -->\r\n",
       "<g id=\"node94\" class=\"node\"><title>93</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M5205,-187C5205,-187 5101,-187 5101,-187 5095,-187 5089,-181 5089,-175 5089,-175 5089,-116 5089,-116 5089,-110 5095,-104 5101,-104 5101,-104 5205,-104 5205,-104 5211,-104 5217,-110 5217,-116 5217,-116 5217,-175 5217,-175 5217,-181 5211,-187 5205,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5122\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V19 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5115.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"5109.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"start\" x=\"5108.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5097\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;93 -->\r\n",
       "<g id=\"edge93\" class=\"edge\"><title>92&#45;&gt;93</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5153,-222.907C5153,-214.649 5153,-205.864 5153,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5156.5,-197.021 5153,-187.021 5149.5,-197.021 5156.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 96 -->\r\n",
       "<g id=\"node97\" class=\"node\"><title>96</title>\r\n",
       "<path fill=\"#48a5e7\" stroke=\"black\" d=\"M5406.5,-187C5406.5,-187 5309.5,-187 5309.5,-187 5303.5,-187 5297.5,-181 5297.5,-175 5297.5,-175 5297.5,-116 5297.5,-116 5297.5,-110 5303.5,-104 5309.5,-104 5309.5,-104 5406.5,-104 5406.5,-104 5412.5,-104 5418.5,-110 5418.5,-116 5418.5,-116 5418.5,-175 5418.5,-175 5418.5,-181 5412.5,-187 5406.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5305.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card1 ≤ 17915.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5320.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\r\n",
       "<text text-anchor=\"start\" x=\"5314.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"5313.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5315\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;96 -->\r\n",
       "<g id=\"edge96\" class=\"edge\"><title>92&#45;&gt;96</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5209.56,-231.22C5233.94,-217.303 5262.7,-200.891 5288.38,-186.236\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5290.37,-189.129 5297.32,-181.133 5286.9,-183.05 5290.37,-189.129\"/>\r\n",
       "</g>\r\n",
       "<!-- 94 -->\r\n",
       "<g id=\"node95\" class=\"node\"><title>94</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5129,-68C5129,-68 5051,-68 5051,-68 5045,-68 5039,-62 5039,-56 5039,-56 5039,-12 5039,-12 5039,-6 5045,-0 5051,-0 5051,-0 5129,-0 5129,-0 5135,-0 5141,-6 5141,-12 5141,-12 5141,-56 5141,-56 5141,-62 5135,-68 5129,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5061\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5050.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5049.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5047\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 93&#45;&gt;94 -->\r\n",
       "<g id=\"edge94\" class=\"edge\"><title>93&#45;&gt;94</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5129.54,-103.726C5124.56,-95.0615 5119.28,-85.8962 5114.27,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5117.18,-75.2219 5109.16,-68.2996 5111.11,-78.7128 5117.18,-75.2219\"/>\r\n",
       "</g>\r\n",
       "<!-- 95 -->\r\n",
       "<g id=\"node96\" class=\"node\"><title>95</title>\r\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M5275,-68C5275,-68 5171,-68 5171,-68 5165,-68 5159,-62 5159,-56 5159,-56 5159,-12 5159,-12 5159,-6 5165,-0 5171,-0 5171,-0 5275,-0 5275,-0 5281,-0 5287,-6 5287,-12 5287,-12 5287,-56 5287,-56 5287,-62 5281,-68 5275,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5185.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\r\n",
       "<text text-anchor=\"start\" x=\"5179.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"start\" x=\"5178.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5167\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 93&#45;&gt;95 -->\r\n",
       "<g id=\"edge95\" class=\"edge\"><title>93&#45;&gt;95</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5179.07,-103.726C5184.66,-94.9703 5190.59,-85.7032 5196.21,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5199.28,-78.6103 5201.71,-68.2996 5193.38,-74.8399 5199.28,-78.6103\"/>\r\n",
       "</g>\r\n",
       "<!-- 97 -->\r\n",
       "<g id=\"node98\" class=\"node\"><title>97</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5398.5,-68C5398.5,-68 5317.5,-68 5317.5,-68 5311.5,-68 5305.5,-62 5305.5,-56 5305.5,-56 5305.5,-12 5305.5,-12 5305.5,-6 5311.5,-0 5317.5,-0 5317.5,-0 5398.5,-0 5398.5,-0 5404.5,-0 5410.5,-6 5410.5,-12 5410.5,-12 5410.5,-56 5410.5,-56 5410.5,-62 5404.5,-68 5398.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5329\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5314.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"start\" x=\"5313.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5315\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 96&#45;&gt;97 -->\r\n",
       "<g id=\"edge97\" class=\"edge\"><title>96&#45;&gt;97</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5358,-103.726C5358,-95.5175 5358,-86.8595 5358,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5361.5,-78.2996 5358,-68.2996 5354.5,-78.2996 5361.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 98 -->\r\n",
       "<g id=\"node99\" class=\"node\"><title>98</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5545,-68C5545,-68 5441,-68 5441,-68 5435,-68 5429,-62 5429,-56 5429,-56 5429,-12 5429,-12 5429,-6 5435,-0 5441,-0 5441,-0 5545,-0 5545,-0 5551,-0 5557,-6 5557,-12 5557,-12 5557,-56 5557,-56 5557,-62 5551,-68 5545,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5464\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5453.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5452.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5437\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 96&#45;&gt;98 -->\r\n",
       "<g id=\"edge98\" class=\"edge\"><title>96&#45;&gt;98</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5408.27,-103.726C5419.96,-94.2406 5432.4,-84.1551 5444.04,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5446.38,-77.3173 5451.95,-68.2996 5441.97,-71.8808 5446.38,-77.3173\"/>\r\n",
       "</g>\r\n",
       "<!-- 100 -->\r\n",
       "<g id=\"node101\" class=\"node\"><title>100</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M5870.5,-663C5870.5,-663 5667.5,-663 5667.5,-663 5661.5,-663 5655.5,-657 5655.5,-651 5655.5,-651 5655.5,-592 5655.5,-592 5655.5,-586 5661.5,-580 5667.5,-580 5667.5,-580 5870.5,-580 5870.5,-580 5876.5,-580 5882.5,-586 5882.5,-592 5882.5,-592 5882.5,-651 5882.5,-651 5882.5,-657 5876.5,-663 5870.5,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5663.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_icloud.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5735.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"start\" x=\"5725.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40</text>\r\n",
       "<text text-anchor=\"start\" x=\"5724.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 8]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5713\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 99&#45;&gt;100 -->\r\n",
       "<g id=\"edge100\" class=\"edge\"><title>99&#45;&gt;100</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5829.08,-698.907C5822.02,-689.923 5814.46,-680.315 5807.18,-671.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5809.8,-668.718 5800.86,-663.021 5804.29,-673.045 5809.8,-668.718\"/>\r\n",
       "</g>\r\n",
       "<!-- 111 -->\r\n",
       "<g id=\"node112\" class=\"node\"><title>111</title>\r\n",
       "<path fill=\"#5baeea\" stroke=\"black\" d=\"M5993.5,-663C5993.5,-663 5912.5,-663 5912.5,-663 5906.5,-663 5900.5,-657 5900.5,-651 5900.5,-651 5900.5,-592 5900.5,-592 5900.5,-586 5906.5,-580 5912.5,-580 5912.5,-580 5993.5,-580 5993.5,-580 5999.5,-580 6005.5,-586 6005.5,-592 6005.5,-592 6005.5,-651 6005.5,-651 6005.5,-657 5999.5,-663 5993.5,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5922\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V23 ≤ 8.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5915.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.252</text>\r\n",
       "<text text-anchor=\"start\" x=\"5909.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 61</text>\r\n",
       "<text text-anchor=\"start\" x=\"5908.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5910\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 99&#45;&gt;111 -->\r\n",
       "<g id=\"edge111\" class=\"edge\"><title>99&#45;&gt;111</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5892.92,-698.907C5899.98,-689.923 5907.54,-680.315 5914.82,-671.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5917.71,-673.045 5921.14,-663.021 5912.2,-668.718 5917.71,-673.045\"/>\r\n",
       "</g>\r\n",
       "<!-- 101 -->\r\n",
       "<g id=\"node102\" class=\"node\"><title>101</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M5718,-544C5718,-544 5614,-544 5614,-544 5608,-544 5602,-538 5602,-532 5602,-532 5602,-473 5602,-473 5602,-467 5608,-461 5614,-461 5614,-461 5718,-461 5718,-461 5724,-461 5730,-467 5730,-473 5730,-473 5730,-532 5730,-532 5730,-538 5724,-544 5718,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5621.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">addr1 ≤ 124.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5628.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\r\n",
       "<text text-anchor=\"start\" x=\"5622.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\r\n",
       "<text text-anchor=\"start\" x=\"5621.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5610\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 100&#45;&gt;101 -->\r\n",
       "<g id=\"edge101\" class=\"edge\"><title>100&#45;&gt;101</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5733.26,-579.907C5725.28,-570.832 5716.73,-561.121 5708.49,-551.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5710.91,-549.214 5701.67,-544.021 5705.65,-553.839 5710.91,-549.214\"/>\r\n",
       "</g>\r\n",
       "<!-- 110 -->\r\n",
       "<g id=\"node111\" class=\"node\"><title>110</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5838,-536.5C5838,-536.5 5760,-536.5 5760,-536.5 5754,-536.5 5748,-530.5 5748,-524.5 5748,-524.5 5748,-480.5 5748,-480.5 5748,-474.5 5754,-468.5 5760,-468.5 5760,-468.5 5838,-468.5 5838,-468.5 5844,-468.5 5850,-474.5 5850,-480.5 5850,-480.5 5850,-524.5 5850,-524.5 5850,-530.5 5844,-536.5 5838,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5770\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5759.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"5758.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5756\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 100&#45;&gt;110 -->\r\n",
       "<g id=\"edge110\" class=\"edge\"><title>100&#45;&gt;110</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5779.41,-579.907C5782.18,-569.094 5785.19,-557.376 5787.99,-546.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5791.4,-547.223 5790.5,-536.667 5784.62,-545.484 5791.4,-547.223\"/>\r\n",
       "</g>\r\n",
       "<!-- 102 -->\r\n",
       "<g id=\"node103\" class=\"node\"><title>102</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5587,-417.5C5587,-417.5 5509,-417.5 5509,-417.5 5503,-417.5 5497,-411.5 5497,-405.5 5497,-405.5 5497,-361.5 5497,-361.5 5497,-355.5 5503,-349.5 5509,-349.5 5509,-349.5 5587,-349.5 5587,-349.5 5593,-349.5 5599,-355.5 5599,-361.5 5599,-361.5 5599,-405.5 5599,-405.5 5599,-411.5 5593,-417.5 5587,-417.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5519\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5508.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"5507.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5505\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 101&#45;&gt;102 -->\r\n",
       "<g id=\"edge102\" class=\"edge\"><title>101&#45;&gt;102</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5625.06,-460.907C5613.26,-449.211 5600.4,-436.457 5588.62,-424.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5591.02,-422.222 5581.45,-417.667 5586.09,-427.193 5591.02,-422.222\"/>\r\n",
       "</g>\r\n",
       "<!-- 103 -->\r\n",
       "<g id=\"node104\" class=\"node\"><title>103</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M5733,-425C5733,-425 5629,-425 5629,-425 5623,-425 5617,-419 5617,-413 5617,-413 5617,-354 5617,-354 5617,-348 5623,-342 5629,-342 5629,-342 5733,-342 5733,-342 5739,-342 5745,-348 5745,-354 5745,-354 5745,-413 5745,-413 5745,-419 5739,-425 5733,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5650\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V25 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5643.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\r\n",
       "<text text-anchor=\"start\" x=\"5637.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"5636.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5625\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 101&#45;&gt;103 -->\r\n",
       "<g id=\"edge103\" class=\"edge\"><title>101&#45;&gt;103</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5671.2,-460.907C5672.27,-452.558 5673.41,-443.671 5674.52,-435.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5678,-435.385 5675.81,-425.021 5671.06,-434.495 5678,-435.385\"/>\r\n",
       "</g>\r\n",
       "<!-- 104 -->\r\n",
       "<g id=\"node105\" class=\"node\"><title>104</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M5604,-306C5604,-306 5500,-306 5500,-306 5494,-306 5488,-300 5488,-294 5488,-294 5488,-235 5488,-235 5488,-229 5494,-223 5500,-223 5500,-223 5604,-223 5604,-223 5610,-223 5616,-229 5616,-235 5616,-235 5616,-294 5616,-294 5616,-300 5610,-306 5604,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5512.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V31 ≤ 0.571</text>\r\n",
       "<text text-anchor=\"start\" x=\"5514.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.059</text>\r\n",
       "<text text-anchor=\"start\" x=\"5508.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"5507.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5496\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 103&#45;&gt;104 -->\r\n",
       "<g id=\"edge104\" class=\"edge\"><title>103&#45;&gt;104</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5636.24,-341.907C5625.94,-332.56 5614.89,-322.538 5604.29,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5606.44,-310.146 5596.68,-306.021 5601.73,-315.332 5606.44,-310.146\"/>\r\n",
       "</g>\r\n",
       "<!-- 109 -->\r\n",
       "<g id=\"node110\" class=\"node\"><title>109</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5724,-298.5C5724,-298.5 5646,-298.5 5646,-298.5 5640,-298.5 5634,-292.5 5634,-286.5 5634,-286.5 5634,-242.5 5634,-242.5 5634,-236.5 5640,-230.5 5646,-230.5 5646,-230.5 5724,-230.5 5724,-230.5 5730,-230.5 5736,-236.5 5736,-242.5 5736,-242.5 5736,-286.5 5736,-286.5 5736,-292.5 5730,-298.5 5724,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5656\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5645.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5644.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5642\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 103&#45;&gt;109 -->\r\n",
       "<g id=\"edge109\" class=\"edge\"><title>103&#45;&gt;109</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5682.39,-341.907C5682.75,-331.204 5683.15,-319.615 5683.52,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5687.02,-308.781 5683.87,-298.667 5680.03,-308.541 5687.02,-308.781\"/>\r\n",
       "</g>\r\n",
       "<!-- 105 -->\r\n",
       "<g id=\"node106\" class=\"node\"><title>105</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5570,-179.5C5570,-179.5 5466,-179.5 5466,-179.5 5460,-179.5 5454,-173.5 5454,-167.5 5454,-167.5 5454,-123.5 5454,-123.5 5454,-117.5 5460,-111.5 5466,-111.5 5466,-111.5 5570,-111.5 5570,-111.5 5576,-111.5 5582,-117.5 5582,-123.5 5582,-123.5 5582,-167.5 5582,-167.5 5582,-173.5 5576,-179.5 5570,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5489\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5474.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"start\" x=\"5473.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5462\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 104&#45;&gt;105 -->\r\n",
       "<g id=\"edge105\" class=\"edge\"><title>104&#45;&gt;105</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5540.2,-222.907C5537.06,-212.094 5533.66,-200.376 5530.48,-189.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5533.79,-188.293 5527.64,-179.667 5527.07,-190.246 5533.79,-188.293\"/>\r\n",
       "</g>\r\n",
       "<!-- 106 -->\r\n",
       "<g id=\"node107\" class=\"node\"><title>106</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5716,-187C5716,-187 5612,-187 5612,-187 5606,-187 5600,-181 5600,-175 5600,-175 5600,-116 5600,-116 5600,-110 5606,-104 5612,-104 5612,-104 5716,-104 5716,-104 5722,-104 5728,-110 5728,-116 5728,-116 5728,-175 5728,-175 5728,-181 5722,-187 5716,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5633\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V85 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5635\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5624.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"5623.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5608\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 104&#45;&gt;106 -->\r\n",
       "<g id=\"edge106\" class=\"edge\"><title>104&#45;&gt;106</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5590.86,-222.907C5599.63,-213.742 5609.03,-203.927 5618.06,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5620.82,-196.665 5625.21,-187.021 5615.77,-191.824 5620.82,-196.665\"/>\r\n",
       "</g>\r\n",
       "<!-- 107 -->\r\n",
       "<g id=\"node108\" class=\"node\"><title>107</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5665,-68C5665,-68 5587,-68 5587,-68 5581,-68 5575,-62 5575,-56 5575,-56 5575,-12 5575,-12 5575,-6 5581,-0 5587,-0 5587,-0 5665,-0 5665,-0 5671,-0 5677,-6 5677,-12 5677,-12 5677,-56 5677,-56 5677,-62 5671,-68 5665,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5597\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5586.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5585.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5583\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 106&#45;&gt;107 -->\r\n",
       "<g id=\"edge107\" class=\"edge\"><title>106&#45;&gt;107</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5649.85,-103.726C5646.94,-95.3351 5643.86,-86.4745 5640.92,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5644.14,-76.5994 5637.56,-68.2996 5637.53,-78.8944 5644.14,-76.5994\"/>\r\n",
       "</g>\r\n",
       "<!-- 108 -->\r\n",
       "<g id=\"node109\" class=\"node\"><title>108</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5811,-68C5811,-68 5707,-68 5707,-68 5701,-68 5695,-62 5695,-56 5695,-56 5695,-12 5695,-12 5695,-6 5701,-0 5707,-0 5707,-0 5811,-0 5811,-0 5817,-0 5823,-6 5823,-12 5823,-12 5823,-56 5823,-56 5823,-62 5817,-68 5811,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5730\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5719.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5718.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5703\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 106&#45;&gt;108 -->\r\n",
       "<g id=\"edge108\" class=\"edge\"><title>106&#45;&gt;108</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5699.37,-103.726C5707.21,-94.6966 5715.51,-85.1235 5723.36,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5726.2,-78.1467 5730.11,-68.2996 5720.91,-73.5595 5726.2,-78.1467\"/>\r\n",
       "</g>\r\n",
       "<!-- 112 -->\r\n",
       "<g id=\"node113\" class=\"node\"><title>112</title>\r\n",
       "<path fill=\"#57ace9\" stroke=\"black\" d=\"M5991.5,-544C5991.5,-544 5910.5,-544 5910.5,-544 5904.5,-544 5898.5,-538 5898.5,-532 5898.5,-532 5898.5,-473 5898.5,-473 5898.5,-467 5904.5,-461 5910.5,-461 5910.5,-461 5991.5,-461 5991.5,-461 5997.5,-461 6003.5,-467 6003.5,-473 6003.5,-473 6003.5,-532 6003.5,-532 6003.5,-538 5997.5,-544 5991.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5919.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5913.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.231</text>\r\n",
       "<text text-anchor=\"start\" x=\"5907.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"start\" x=\"5906.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5908\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 111&#45;&gt;112 -->\r\n",
       "<g id=\"edge112\" class=\"edge\"><title>111&#45;&gt;112</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5952.31,-579.907C5952.16,-571.558 5952.01,-562.671 5951.86,-554.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5955.36,-553.959 5951.69,-544.021 5948.36,-554.079 5955.36,-553.959\"/>\r\n",
       "</g>\r\n",
       "<!-- 125 -->\r\n",
       "<g id=\"node126\" class=\"node\"><title>125</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6138,-536.5C6138,-536.5 6034,-536.5 6034,-536.5 6028,-536.5 6022,-530.5 6022,-524.5 6022,-524.5 6022,-480.5 6022,-480.5 6022,-474.5 6028,-468.5 6034,-468.5 6034,-468.5 6138,-468.5 6138,-468.5 6144,-468.5 6150,-474.5 6150,-480.5 6150,-480.5 6150,-524.5 6150,-524.5 6150,-530.5 6144,-536.5 6138,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6057\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6046.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6045.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6030\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 111&#45;&gt;125 -->\r\n",
       "<g id=\"edge125\" class=\"edge\"><title>111&#45;&gt;125</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5999.14,-579.907C6012.57,-568.101 6027.21,-555.217 6040.59,-543.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6043.1,-545.9 6048.3,-536.667 6038.48,-540.644 6043.1,-545.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 113 -->\r\n",
       "<g id=\"node114\" class=\"node\"><title>113</title>\r\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M5987.5,-425C5987.5,-425 5900.5,-425 5900.5,-425 5894.5,-425 5888.5,-419 5888.5,-413 5888.5,-413 5888.5,-354 5888.5,-354 5888.5,-348 5894.5,-342 5900.5,-342 5900.5,-342 5987.5,-342 5987.5,-342 5993.5,-342 5999.5,-348 5999.5,-354 5999.5,-354 5999.5,-413 5999.5,-413 5999.5,-419 5993.5,-425 5987.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5896.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V135 ≤ 26.887</text>\r\n",
       "<text text-anchor=\"start\" x=\"5906.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.059</text>\r\n",
       "<text text-anchor=\"start\" x=\"5900.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"5899.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 32]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5901\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 112&#45;&gt;113 -->\r\n",
       "<g id=\"edge113\" class=\"edge\"><title>112&#45;&gt;113</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5948.57,-460.907C5948.07,-452.558 5947.54,-443.671 5947.02,-435.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5950.52,-434.794 5946.42,-425.021 5943.53,-435.212 5950.52,-434.794\"/>\r\n",
       "</g>\r\n",
       "<!-- 116 -->\r\n",
       "<g id=\"node117\" class=\"node\"><title>116</title>\r\n",
       "<path fill=\"#7ebfee\" stroke=\"black\" d=\"M6163.5,-425C6163.5,-425 6082.5,-425 6082.5,-425 6076.5,-425 6070.5,-419 6070.5,-413 6070.5,-413 6070.5,-354 6070.5,-354 6070.5,-348 6076.5,-342 6082.5,-342 6082.5,-342 6163.5,-342 6163.5,-342 6169.5,-342 6175.5,-348 6175.5,-354 6175.5,-354 6175.5,-413 6175.5,-413 6175.5,-419 6169.5,-425 6163.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6079\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 225.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6085.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.384</text>\r\n",
       "<text text-anchor=\"start\" x=\"6079.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"start\" x=\"6078.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 20]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6080\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 112&#45;&gt;116 -->\r\n",
       "<g id=\"edge116\" class=\"edge\"><title>112&#45;&gt;116</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6003.54,-465.76C6022.04,-453.174 6042.99,-438.923 6062.13,-425.909\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6064.19,-428.741 6070.49,-420.222 6060.25,-422.953 6064.19,-428.741\"/>\r\n",
       "</g>\r\n",
       "<!-- 114 -->\r\n",
       "<g id=\"node115\" class=\"node\"><title>114</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5849.5,-298.5C5849.5,-298.5 5768.5,-298.5 5768.5,-298.5 5762.5,-298.5 5756.5,-292.5 5756.5,-286.5 5756.5,-286.5 5756.5,-242.5 5756.5,-242.5 5756.5,-236.5 5762.5,-230.5 5768.5,-230.5 5768.5,-230.5 5849.5,-230.5 5849.5,-230.5 5855.5,-230.5 5861.5,-236.5 5861.5,-242.5 5861.5,-242.5 5861.5,-286.5 5861.5,-286.5 5861.5,-292.5 5855.5,-298.5 5849.5,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5780\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5765.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"start\" x=\"5764.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 32]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5766\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 113&#45;&gt;114 -->\r\n",
       "<g id=\"edge114\" class=\"edge\"><title>113&#45;&gt;114</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5897.16,-341.907C5883.54,-330.101 5868.67,-317.217 5855.1,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5857.12,-302.571 5847.27,-298.667 5852.53,-307.861 5857.12,-302.571\"/>\r\n",
       "</g>\r\n",
       "<!-- 115 -->\r\n",
       "<g id=\"node116\" class=\"node\"><title>115</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5996,-298.5C5996,-298.5 5892,-298.5 5892,-298.5 5886,-298.5 5880,-292.5 5880,-286.5 5880,-286.5 5880,-242.5 5880,-242.5 5880,-236.5 5886,-230.5 5892,-230.5 5892,-230.5 5996,-230.5 5996,-230.5 6002,-230.5 6008,-236.5 6008,-242.5 6008,-242.5 6008,-286.5 6008,-286.5 6008,-292.5 6002,-298.5 5996,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5915\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5904.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5903.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5888\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 113&#45;&gt;115 -->\r\n",
       "<g id=\"edge115\" class=\"edge\"><title>113&#45;&gt;115</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5944,-341.907C5944,-331.204 5944,-319.615 5944,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5947.5,-308.667 5944,-298.667 5940.5,-308.667 5947.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 117 -->\r\n",
       "<g id=\"node118\" class=\"node\"><title>117</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M6208,-306C6208,-306 6038,-306 6038,-306 6032,-306 6026,-300 6026,-294 6026,-294 6026,-235 6026,-235 6026,-229 6032,-223 6038,-223 6038,-223 6208,-223 6208,-223 6214,-223 6220,-229 6220,-235 6220,-235 6220,-294 6220,-294 6220,-300 6214,-306 6208,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6034\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionDT ≤ 2849218.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6085.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\r\n",
       "<text text-anchor=\"start\" x=\"6079.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"start\" x=\"6078.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 20]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6080\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 116&#45;&gt;117 -->\r\n",
       "<g id=\"edge117\" class=\"edge\"><title>116&#45;&gt;117</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6123,-341.907C6123,-333.649 6123,-324.864 6123,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6126.5,-316.021 6123,-306.021 6119.5,-316.021 6126.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 124 -->\r\n",
       "<g id=\"node125\" class=\"node\"><title>124</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6354,-298.5C6354,-298.5 6250,-298.5 6250,-298.5 6244,-298.5 6238,-292.5 6238,-286.5 6238,-286.5 6238,-242.5 6238,-242.5 6238,-236.5 6244,-230.5 6250,-230.5 6250,-230.5 6354,-230.5 6354,-230.5 6360,-230.5 6366,-236.5 6366,-242.5 6366,-242.5 6366,-286.5 6366,-286.5 6366,-292.5 6360,-298.5 6354,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6273\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6262.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"6261.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6246\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 116&#45;&gt;124 -->\r\n",
       "<g id=\"edge124\" class=\"edge\"><title>116&#45;&gt;124</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6175.74,-348.029C6196.86,-334.223 6221.29,-318.257 6243,-304.067\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6245.03,-306.92 6251.48,-298.519 6241.2,-301.061 6245.03,-306.92\"/>\r\n",
       "</g>\r\n",
       "<!-- 118 -->\r\n",
       "<g id=\"node119\" class=\"node\"><title>118</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M6084,-187C6084,-187 5980,-187 5980,-187 5974,-187 5968,-181 5968,-175 5968,-175 5968,-116 5968,-116 5968,-110 5974,-104 5980,-104 5980,-104 6084,-104 6084,-104 6090,-104 6096,-110 6096,-116 6096,-116 6096,-175 6096,-175 6096,-181 6090,-187 6084,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6001\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V23 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5998.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"start\" x=\"5992.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5991.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5976\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 117&#45;&gt;118 -->\r\n",
       "<g id=\"edge118\" class=\"edge\"><title>117&#45;&gt;118</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6091.43,-222.907C6084.44,-213.923 6076.97,-204.315 6069.76,-195.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6072.42,-192.766 6063.52,-187.021 6066.89,-197.063 6072.42,-192.766\"/>\r\n",
       "</g>\r\n",
       "<!-- 121 -->\r\n",
       "<g id=\"node122\" class=\"node\"><title>121</title>\r\n",
       "<path fill=\"#44a2e6\" stroke=\"black\" d=\"M6207.5,-187C6207.5,-187 6126.5,-187 6126.5,-187 6120.5,-187 6114.5,-181 6114.5,-175 6114.5,-175 6114.5,-116 6114.5,-116 6114.5,-110 6120.5,-104 6126.5,-104 6126.5,-104 6207.5,-104 6207.5,-104 6213.5,-104 6219.5,-110 6219.5,-116 6219.5,-116 6219.5,-175 6219.5,-175 6219.5,-181 6213.5,-187 6207.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6136\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V24 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6138\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6123.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"start\" x=\"6122.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6124\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 117&#45;&gt;121 -->\r\n",
       "<g id=\"edge121\" class=\"edge\"><title>117&#45;&gt;121</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6138.27,-222.907C6141.47,-214.377 6144.89,-205.284 6148.21,-196.456\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6151.52,-197.613 6151.76,-187.021 6144.97,-195.149 6151.52,-197.613\"/>\r\n",
       "</g>\r\n",
       "<!-- 119 -->\r\n",
       "<g id=\"node120\" class=\"node\"><title>119</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5957,-68C5957,-68 5853,-68 5853,-68 5847,-68 5841,-62 5841,-56 5841,-56 5841,-12 5841,-12 5841,-6 5847,-0 5853,-0 5853,-0 5957,-0 5957,-0 5963,-0 5969,-6 5969,-12 5969,-12 5969,-56 5969,-56 5969,-62 5963,-68 5957,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5876\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5865.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"5864.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5849\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 118&#45;&gt;119 -->\r\n",
       "<g id=\"edge119\" class=\"edge\"><title>118&#45;&gt;119</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5984.71,-103.726C5973.81,-94.3318 5962.24,-84.349 5951.38,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5953.48,-72.1789 5943.62,-68.2996 5948.91,-77.4804 5953.48,-72.1789\"/>\r\n",
       "</g>\r\n",
       "<!-- 120 -->\r\n",
       "<g id=\"node121\" class=\"node\"><title>120</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6077,-68C6077,-68 5999,-68 5999,-68 5993,-68 5987,-62 5987,-56 5987,-56 5987,-12 5987,-12 5987,-6 5993,-0 5999,-0 5999,-0 6077,-0 6077,-0 6083,-0 6089,-6 6089,-12 6089,-12 6089,-56 6089,-56 6089,-62 6083,-68 6077,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6009\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5998.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"5997.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5995\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 118&#45;&gt;120 -->\r\n",
       "<g id=\"edge120\" class=\"edge\"><title>118&#45;&gt;120</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6034.23,-103.726C6034.68,-95.5175 6035.16,-86.8595 6035.61,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6039.12,-78.4761 6036.18,-68.2996 6032.13,-78.0931 6039.12,-78.4761\"/>\r\n",
       "</g>\r\n",
       "<!-- 122 -->\r\n",
       "<g id=\"node123\" class=\"node\"><title>122</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6200.5,-68C6200.5,-68 6119.5,-68 6119.5,-68 6113.5,-68 6107.5,-62 6107.5,-56 6107.5,-56 6107.5,-12 6107.5,-12 6107.5,-6 6113.5,-0 6119.5,-0 6119.5,-0 6200.5,-0 6200.5,-0 6206.5,-0 6212.5,-6 6212.5,-12 6212.5,-12 6212.5,-56 6212.5,-56 6212.5,-62 6206.5,-68 6200.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6131\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6116.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"start\" x=\"6115.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6117\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 121&#45;&gt;122 -->\r\n",
       "<g id=\"edge122\" class=\"edge\"><title>121&#45;&gt;122</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6164.39,-103.726C6163.86,-95.4263 6163.3,-86.6671 6162.77,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6166.26,-78.0559 6162.13,-68.2996 6159.27,-78.5025 6166.26,-78.0559\"/>\r\n",
       "</g>\r\n",
       "<!-- 123 -->\r\n",
       "<g id=\"node124\" class=\"node\"><title>123</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6347,-68C6347,-68 6243,-68 6243,-68 6237,-68 6231,-62 6231,-56 6231,-56 6231,-12 6231,-12 6231,-6 6237,-0 6243,-0 6243,-0 6347,-0 6347,-0 6353,-0 6359,-6 6359,-12 6359,-12 6359,-56 6359,-56 6359,-62 6353,-68 6347,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6266\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6255.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6254.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6239\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 121&#45;&gt;123 -->\r\n",
       "<g id=\"edge123\" class=\"edge\"><title>121&#45;&gt;123</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6214.66,-103.726C6225.64,-94.3318 6237.31,-84.349 6248.26,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6250.75,-77.4598 6256.07,-68.2996 6246.2,-72.1406 6250.75,-77.4598\"/>\r\n",
       "</g>\r\n",
       "<!-- 127 -->\r\n",
       "<g id=\"node128\" class=\"node\"><title>127</title>\r\n",
       "<path fill=\"#efaf82\" stroke=\"black\" d=\"M7381,-782C7381,-782 7277,-782 7277,-782 7271,-782 7265,-776 7265,-770 7265,-770 7265,-711 7265,-711 7265,-705 7271,-699 7277,-699 7277,-699 7381,-699 7381,-699 7387,-699 7393,-705 7393,-711 7393,-711 7393,-770 7393,-770 7393,-776 7387,-782 7381,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7297.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7291.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.393</text>\r\n",
       "<text text-anchor=\"start\" x=\"7281.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 286</text>\r\n",
       "<text text-anchor=\"start\" x=\"7276\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [209, 77]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7273\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 126&#45;&gt;127 -->\r\n",
       "<g id=\"edge127\" class=\"edge\"><title>126&#45;&gt;127</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7329,-817.907C7329,-809.649 7329,-800.864 7329,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7332.5,-792.021 7329,-782.021 7325.5,-792.021 7332.5,-792.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 178 -->\r\n",
       "<g id=\"node179\" class=\"node\"><title>178</title>\r\n",
       "<path fill=\"#7fbfee\" stroke=\"black\" d=\"M9506,-782C9506,-782 9408,-782 9408,-782 9402,-782 9396,-776 9396,-770 9396,-770 9396,-711 9396,-711 9396,-705 9402,-699 9408,-699 9408,-699 9506,-699 9506,-699 9512,-699 9518,-705 9518,-711 9518,-711 9518,-770 9518,-770 9518,-776 9512,-782 9506,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9421.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D1 ≤ 269.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9419.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.385</text>\r\n",
       "<text text-anchor=\"start\" x=\"9409.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 169</text>\r\n",
       "<text text-anchor=\"start\" x=\"9404\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [44, 125]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9414\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 126&#45;&gt;178 -->\r\n",
       "<g id=\"edge178\" class=\"edge\"><title>126&#45;&gt;178</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7394.14,-854.918C7707.54,-837.687 9058.42,-763.414 9385.49,-745.432\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9385.99,-748.91 9395.78,-744.866 9385.6,-741.92 9385.99,-748.91\"/>\r\n",
       "</g>\r\n",
       "<!-- 128 -->\r\n",
       "<g id=\"node129\" class=\"node\"><title>128</title>\r\n",
       "<path fill=\"#b3d9f5\" stroke=\"black\" d=\"M7095.5,-663C7095.5,-663 7006.5,-663 7006.5,-663 7000.5,-663 6994.5,-657 6994.5,-651 6994.5,-651 6994.5,-592 6994.5,-592 6994.5,-586 7000.5,-580 7006.5,-580 7006.5,-580 7095.5,-580 7095.5,-580 7101.5,-580 7107.5,-586 7107.5,-592 7107.5,-592 7107.5,-651 7107.5,-651 7107.5,-657 7101.5,-663 7095.5,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7023.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 8.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7013.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.472</text>\r\n",
       "<text text-anchor=\"start\" x=\"7007.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 63</text>\r\n",
       "<text text-anchor=\"start\" x=\"7002.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7008\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 127&#45;&gt;128 -->\r\n",
       "<g id=\"edge128\" class=\"edge\"><title>127&#45;&gt;128</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7264.87,-712.511C7220.56,-693.862 7161.78,-669.122 7117.05,-650.3\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7118.31,-647.031 7107.73,-646.377 7115.59,-653.482 7118.31,-647.031\"/>\r\n",
       "</g>\r\n",
       "<!-- 149 -->\r\n",
       "<g id=\"node150\" class=\"node\"><title>149</title>\r\n",
       "<path fill=\"#ea9b62\" stroke=\"black\" d=\"M7578,-663C7578,-663 7474,-663 7474,-663 7468,-663 7462,-657 7462,-651 7462,-651 7462,-592 7462,-592 7462,-586 7468,-580 7474,-580 7474,-580 7578,-580 7578,-580 7584,-580 7590,-586 7590,-592 7590,-592 7590,-651 7590,-651 7590,-657 7584,-663 7578,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7494.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 18.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7488.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.283</text>\r\n",
       "<text text-anchor=\"start\" x=\"7478.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 223</text>\r\n",
       "<text text-anchor=\"start\" x=\"7473\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [185, 38]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7470\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 127&#45;&gt;149 -->\r\n",
       "<g id=\"edge149\" class=\"edge\"><title>127&#45;&gt;149</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7393.23,-701.352C7412.4,-689.966 7433.55,-677.406 7453.23,-665.72\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7455.04,-668.712 7461.85,-660.596 7451.47,-662.694 7455.04,-668.712\"/>\r\n",
       "</g>\r\n",
       "<!-- 129 -->\r\n",
       "<g id=\"node130\" class=\"node\"><title>129</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M6897,-544C6897,-544 6793,-544 6793,-544 6787,-544 6781,-538 6781,-532 6781,-532 6781,-473 6781,-473 6781,-467 6787,-461 6793,-461 6793,-461 6897,-461 6897,-461 6903,-461 6909,-467 6909,-473 6909,-473 6909,-532 6909,-532 6909,-538 6903,-544 6897,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6797.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V317 ≤ 17.915</text>\r\n",
       "<text text-anchor=\"start\" x=\"6807.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"6801.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"start\" x=\"6796.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 10]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6789\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 128&#45;&gt;129 -->\r\n",
       "<g id=\"edge129\" class=\"edge\"><title>128&#45;&gt;129</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6994.44,-588.374C6970.78,-574.94 6943,-559.159 6917.84,-544.872\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6919.49,-541.783 6909.07,-539.888 6916.03,-547.87 6919.49,-541.783\"/>\r\n",
       "</g>\r\n",
       "<!-- 142 -->\r\n",
       "<g id=\"node143\" class=\"node\"><title>142</title>\r\n",
       "<path fill=\"#54abe9\" stroke=\"black\" d=\"M7127,-544C7127,-544 6975,-544 6975,-544 6969,-544 6963,-538 6963,-532 6963,-532 6963,-473 6963,-473 6963,-467 6969,-461 6975,-461 6975,-461 7127,-461 7127,-461 7133,-461 7139,-467 7139,-473 7139,-473 7139,-532 7139,-532 7139,-538 7133,-544 7127,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6971\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 16.333</text>\r\n",
       "<text text-anchor=\"start\" x=\"7013.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.213</text>\r\n",
       "<text text-anchor=\"start\" x=\"7007.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"7006.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 29]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7008\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 128&#45;&gt;142 -->\r\n",
       "<g id=\"edge142\" class=\"edge\"><title>128&#45;&gt;142</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7051,-579.907C7051,-571.649 7051,-562.864 7051,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7054.5,-554.021 7051,-544.021 7047.5,-554.021 7054.5,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 130 -->\r\n",
       "<g id=\"node131\" class=\"node\"><title>130</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M6652,-425C6652,-425 6548,-425 6548,-425 6542,-425 6536,-419 6536,-413 6536,-413 6536,-354 6536,-354 6536,-348 6542,-342 6548,-342 6548,-342 6652,-342 6652,-342 6658,-342 6664,-348 6664,-354 6664,-354 6664,-413 6664,-413 6664,-419 6658,-425 6652,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6565\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V54 ≤ 0.31</text>\r\n",
       "<text text-anchor=\"start\" x=\"6562.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\r\n",
       "<text text-anchor=\"start\" x=\"6556.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"start\" x=\"6555.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6544\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;130 -->\r\n",
       "<g id=\"edge130\" class=\"edge\"><title>129&#45;&gt;130</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6780.95,-470.912C6747.89,-455.126 6707.42,-435.796 6673.13,-419.425\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6674.63,-416.263 6664.1,-415.112 6671.62,-422.58 6674.63,-416.263\"/>\r\n",
       "</g>\r\n",
       "<!-- 137 -->\r\n",
       "<g id=\"node138\" class=\"node\"><title>137</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M6884.5,-425C6884.5,-425 6805.5,-425 6805.5,-425 6799.5,-425 6793.5,-419 6793.5,-413 6793.5,-413 6793.5,-354 6793.5,-354 6793.5,-348 6799.5,-342 6805.5,-342 6805.5,-342 6884.5,-342 6884.5,-342 6890.5,-342 6896.5,-348 6896.5,-354 6896.5,-354 6896.5,-413 6896.5,-413 6896.5,-419 6890.5,-425 6884.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6817.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 3.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6807.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"6801.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"start\" x=\"6804.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 8]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6802\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;137 -->\r\n",
       "<g id=\"edge137\" class=\"edge\"><title>129&#45;&gt;137</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6845,-460.907C6845,-452.649 6845,-443.864 6845,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6848.5,-435.021 6845,-425.021 6841.5,-435.021 6848.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 131 -->\r\n",
       "<g id=\"node132\" class=\"node\"><title>131</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M6519,-306C6519,-306 6415,-306 6415,-306 6409,-306 6403,-300 6403,-294 6403,-294 6403,-235 6403,-235 6403,-229 6409,-223 6415,-223 6415,-223 6519,-223 6519,-223 6525,-223 6531,-229 6531,-235 6531,-235 6531,-294 6531,-294 6531,-300 6525,-306 6519,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6435.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6429.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\r\n",
       "<text text-anchor=\"start\" x=\"6423.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"start\" x=\"6422.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6411\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 130&#45;&gt;131 -->\r\n",
       "<g id=\"edge131\" class=\"edge\"><title>130&#45;&gt;131</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6553.86,-341.907C6543.13,-332.469 6531.62,-322.343 6520.6,-312.649\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6522.88,-309.998 6513.06,-306.021 6518.26,-315.254 6522.88,-309.998\"/>\r\n",
       "</g>\r\n",
       "<!-- 136 -->\r\n",
       "<g id=\"node137\" class=\"node\"><title>136</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6639,-298.5C6639,-298.5 6561,-298.5 6561,-298.5 6555,-298.5 6549,-292.5 6549,-286.5 6549,-286.5 6549,-242.5 6549,-242.5 6549,-236.5 6555,-230.5 6561,-230.5 6561,-230.5 6639,-230.5 6639,-230.5 6645,-230.5 6651,-236.5 6651,-242.5 6651,-242.5 6651,-286.5 6651,-286.5 6651,-292.5 6645,-298.5 6639,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6571\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6560.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6559.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6557\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 130&#45;&gt;136 -->\r\n",
       "<g id=\"edge136\" class=\"edge\"><title>130&#45;&gt;136</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6600,-341.907C6600,-331.204 6600,-319.615 6600,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6603.5,-308.667 6600,-298.667 6596.5,-308.667 6603.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 132 -->\r\n",
       "<g id=\"node133\" class=\"node\"><title>132</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M6493,-187C6493,-187 6389,-187 6389,-187 6383,-187 6377,-181 6377,-175 6377,-175 6377,-116 6377,-116 6377,-110 6383,-104 6389,-104 6389,-104 6493,-104 6493,-104 6499,-104 6505,-110 6505,-116 6505,-116 6505,-175 6505,-175 6505,-181 6499,-187 6493,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6413.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C8 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6403.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"6401.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"6400.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6385\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 131&#45;&gt;132 -->\r\n",
       "<g id=\"edge132\" class=\"edge\"><title>131&#45;&gt;132</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6457.98,-222.907C6456.12,-214.558 6454.15,-205.671 6452.23,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6455.59,-196.023 6450,-187.021 6448.76,-197.542 6455.59,-196.023\"/>\r\n",
       "</g>\r\n",
       "<!-- 135 -->\r\n",
       "<g id=\"node136\" class=\"node\"><title>135</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6639,-179.5C6639,-179.5 6535,-179.5 6535,-179.5 6529,-179.5 6523,-173.5 6523,-167.5 6523,-167.5 6523,-123.5 6523,-123.5 6523,-117.5 6529,-111.5 6535,-111.5 6535,-111.5 6639,-111.5 6639,-111.5 6645,-111.5 6651,-117.5 6651,-123.5 6651,-123.5 6651,-167.5 6651,-167.5 6651,-173.5 6645,-179.5 6639,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6558\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6543.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"6542.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6531\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 131&#45;&gt;135 -->\r\n",
       "<g id=\"edge135\" class=\"edge\"><title>131&#45;&gt;135</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6508.63,-222.907C6520.63,-211.211 6533.71,-198.457 6545.69,-186.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6548.27,-189.154 6552.98,-179.667 6543.38,-184.142 6548.27,-189.154\"/>\r\n",
       "</g>\r\n",
       "<!-- 133 -->\r\n",
       "<g id=\"node134\" class=\"node\"><title>133</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6493,-68C6493,-68 6389,-68 6389,-68 6383,-68 6377,-62 6377,-56 6377,-56 6377,-12 6377,-12 6377,-6 6383,-0 6389,-0 6389,-0 6493,-0 6493,-0 6499,-0 6505,-6 6505,-12 6505,-12 6505,-56 6505,-56 6505,-62 6499,-68 6493,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6412\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6401.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"6400.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6385\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 132&#45;&gt;133 -->\r\n",
       "<g id=\"edge133\" class=\"edge\"><title>132&#45;&gt;133</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6441,-103.726C6441,-95.5175 6441,-86.8595 6441,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6444.5,-78.2996 6441,-68.2996 6437.5,-78.2996 6444.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 134 -->\r\n",
       "<g id=\"node135\" class=\"node\"><title>134</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6613,-68C6613,-68 6535,-68 6535,-68 6529,-68 6523,-62 6523,-56 6523,-56 6523,-12 6523,-12 6523,-6 6529,-0 6535,-0 6535,-0 6613,-0 6613,-0 6619,-0 6625,-6 6625,-12 6625,-12 6625,-56 6625,-56 6625,-62 6619,-68 6613,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6545\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6534.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6533.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6531\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 132&#45;&gt;134 -->\r\n",
       "<g id=\"edge134\" class=\"edge\"><title>132&#45;&gt;134</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6490.52,-103.726C6502.05,-94.2406 6514.3,-84.1551 6525.76,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6528.06,-77.3577 6533.55,-68.2996 6523.61,-71.9536 6528.06,-77.3577\"/>\r\n",
       "</g>\r\n",
       "<!-- 138 -->\r\n",
       "<g id=\"node139\" class=\"node\"><title>138</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M6785,-306C6785,-306 6681,-306 6681,-306 6675,-306 6669,-300 6669,-294 6669,-294 6669,-235 6669,-235 6669,-229 6675,-223 6681,-223 6681,-223 6785,-223 6785,-223 6791,-223 6797,-229 6797,-235 6797,-235 6797,-294 6797,-294 6797,-300 6791,-306 6785,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6702\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V57 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6699.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"start\" x=\"6693.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6692.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6677\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;138 -->\r\n",
       "<g id=\"edge138\" class=\"edge\"><title>137&#45;&gt;138</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6806.14,-341.907C6797.37,-332.742 6787.97,-322.927 6778.94,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6781.23,-310.824 6771.79,-306.021 6776.18,-315.665 6781.23,-310.824\"/>\r\n",
       "</g>\r\n",
       "<!-- 141 -->\r\n",
       "<g id=\"node142\" class=\"node\"><title>141</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6905,-298.5C6905,-298.5 6827,-298.5 6827,-298.5 6821,-298.5 6815,-292.5 6815,-286.5 6815,-286.5 6815,-242.5 6815,-242.5 6815,-236.5 6821,-230.5 6827,-230.5 6827,-230.5 6905,-230.5 6905,-230.5 6911,-230.5 6917,-236.5 6917,-242.5 6917,-242.5 6917,-286.5 6917,-286.5 6917,-292.5 6911,-298.5 6905,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6837\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6826.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"start\" x=\"6825.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6823\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;141 -->\r\n",
       "<g id=\"edge141\" class=\"edge\"><title>137&#45;&gt;141</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6852.29,-341.907C6854.21,-331.204 6856.29,-319.615 6858.23,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6861.73,-309.128 6860.05,-298.667 6854.84,-307.891 6861.73,-309.128\"/>\r\n",
       "</g>\r\n",
       "<!-- 139 -->\r\n",
       "<g id=\"node140\" class=\"node\"><title>139</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6785,-179.5C6785,-179.5 6681,-179.5 6681,-179.5 6675,-179.5 6669,-173.5 6669,-167.5 6669,-167.5 6669,-123.5 6669,-123.5 6669,-117.5 6675,-111.5 6681,-111.5 6681,-111.5 6785,-111.5 6785,-111.5 6791,-111.5 6797,-117.5 6797,-123.5 6797,-123.5 6797,-167.5 6797,-167.5 6797,-173.5 6791,-179.5 6785,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6704\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6693.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"6692.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6677\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 138&#45;&gt;139 -->\r\n",
       "<g id=\"edge139\" class=\"edge\"><title>138&#45;&gt;139</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6733,-222.907C6733,-212.204 6733,-200.615 6733,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6736.5,-189.667 6733,-179.667 6729.5,-189.667 6736.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 140 -->\r\n",
       "<g id=\"node141\" class=\"node\"><title>140</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6905,-179.5C6905,-179.5 6827,-179.5 6827,-179.5 6821,-179.5 6815,-173.5 6815,-167.5 6815,-167.5 6815,-123.5 6815,-123.5 6815,-117.5 6821,-111.5 6827,-111.5 6827,-111.5 6905,-111.5 6905,-111.5 6911,-111.5 6917,-117.5 6917,-123.5 6917,-123.5 6917,-167.5 6917,-167.5 6917,-173.5 6911,-179.5 6905,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6837\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6826.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6825.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6823\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 138&#45;&gt;140 -->\r\n",
       "<g id=\"edge140\" class=\"edge\"><title>138&#45;&gt;140</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6779.14,-222.907C6792.57,-211.101 6807.21,-198.217 6820.59,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6823.1,-188.9 6828.3,-179.667 6818.48,-183.644 6823.1,-188.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 143 -->\r\n",
       "<g id=\"node144\" class=\"node\"><title>143</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M7047.5,-425C7047.5,-425 6968.5,-425 6968.5,-425 6962.5,-425 6956.5,-419 6956.5,-413 6956.5,-413 6956.5,-354 6956.5,-354 6956.5,-348 6962.5,-342 6968.5,-342 6968.5,-342 7047.5,-342 7047.5,-342 7053.5,-342 7059.5,-348 7059.5,-354 7059.5,-354 7059.5,-413 7059.5,-413 7059.5,-419 7053.5,-425 7047.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6976.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6974.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"start\" x=\"6964.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"start\" x=\"6967.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 6]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6965\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;143 -->\r\n",
       "<g id=\"edge143\" class=\"edge\"><title>142&#45;&gt;143</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7036.08,-460.907C7032.95,-452.377 7029.6,-443.284 7026.36,-434.456\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7029.63,-433.2 7022.89,-425.021 7023.06,-435.614 7029.63,-433.2\"/>\r\n",
       "</g>\r\n",
       "<!-- 148 -->\r\n",
       "<g id=\"node149\" class=\"node\"><title>148</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7170.5,-417.5C7170.5,-417.5 7089.5,-417.5 7089.5,-417.5 7083.5,-417.5 7077.5,-411.5 7077.5,-405.5 7077.5,-405.5 7077.5,-361.5 7077.5,-361.5 7077.5,-355.5 7083.5,-349.5 7089.5,-349.5 7089.5,-349.5 7170.5,-349.5 7170.5,-349.5 7176.5,-349.5 7182.5,-355.5 7182.5,-361.5 7182.5,-361.5 7182.5,-405.5 7182.5,-405.5 7182.5,-411.5 7176.5,-417.5 7170.5,-417.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7101\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7086.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"start\" x=\"7085.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 23]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7087\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;148 -->\r\n",
       "<g id=\"edge148\" class=\"edge\"><title>142&#45;&gt;148</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7078.41,-460.907C7086.01,-449.652 7094.27,-437.418 7101.91,-426.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7104.91,-427.913 7107.61,-417.667 7099.11,-423.996 7104.91,-427.913\"/>\r\n",
       "</g>\r\n",
       "<!-- 144 -->\r\n",
       "<g id=\"node145\" class=\"node\"><title>144</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7025,-298.5C7025,-298.5 6947,-298.5 6947,-298.5 6941,-298.5 6935,-292.5 6935,-286.5 6935,-286.5 6935,-242.5 6935,-242.5 6935,-236.5 6941,-230.5 6947,-230.5 6947,-230.5 7025,-230.5 7025,-230.5 7031,-230.5 7037,-236.5 7037,-242.5 7037,-242.5 7037,-286.5 7037,-286.5 7037,-292.5 7031,-298.5 7025,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6957\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6946.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"6945.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6943\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;144 -->\r\n",
       "<g id=\"edge144\" class=\"edge\"><title>143&#45;&gt;144</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7000.37,-341.907C6998.35,-331.204 6996.18,-319.615 6994.14,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6997.52,-307.848 6992.24,-298.667 6990.64,-309.142 6997.52,-307.848\"/>\r\n",
       "</g>\r\n",
       "<!-- 145 -->\r\n",
       "<g id=\"node146\" class=\"node\"><title>145</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M7171,-306C7171,-306 7067,-306 7067,-306 7061,-306 7055,-300 7055,-294 7055,-294 7055,-235 7055,-235 7055,-229 7061,-223 7067,-223 7067,-223 7171,-223 7171,-223 7177,-223 7183,-229 7183,-235 7183,-235 7183,-294 7183,-294 7183,-300 7177,-306 7171,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7083.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C12 ≤ 22.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7081.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"7079.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"7078.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7063\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;145 -->\r\n",
       "<g id=\"edge145\" class=\"edge\"><title>143&#45;&gt;145</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7046.51,-341.907C7055.21,-332.742 7064.52,-322.927 7073.47,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7076.21,-315.684 7080.56,-306.021 7071.14,-310.867 7076.21,-315.684\"/>\r\n",
       "</g>\r\n",
       "<!-- 146 -->\r\n",
       "<g id=\"node147\" class=\"node\"><title>146</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7063,-179.5C7063,-179.5 6959,-179.5 6959,-179.5 6953,-179.5 6947,-173.5 6947,-167.5 6947,-167.5 6947,-123.5 6947,-123.5 6947,-117.5 6953,-111.5 6959,-111.5 6959,-111.5 7063,-111.5 7063,-111.5 7069,-111.5 7075,-117.5 7075,-123.5 7075,-123.5 7075,-167.5 7075,-167.5 7075,-173.5 7069,-179.5 7063,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6982\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6971.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"6970.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6955\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 145&#45;&gt;146 -->\r\n",
       "<g id=\"edge146\" class=\"edge\"><title>145&#45;&gt;146</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7081.53,-222.907C7070.83,-211.321 7059.18,-198.698 7048.49,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7050.97,-184.641 7041.62,-179.667 7045.83,-189.389 7050.97,-184.641\"/>\r\n",
       "</g>\r\n",
       "<!-- 147 -->\r\n",
       "<g id=\"node148\" class=\"node\"><title>147</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7183,-179.5C7183,-179.5 7105,-179.5 7105,-179.5 7099,-179.5 7093,-173.5 7093,-167.5 7093,-167.5 7093,-123.5 7093,-123.5 7093,-117.5 7099,-111.5 7105,-111.5 7105,-111.5 7183,-111.5 7183,-111.5 7189,-111.5 7195,-117.5 7195,-123.5 7195,-123.5 7195,-167.5 7195,-167.5 7195,-173.5 7189,-179.5 7183,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7115\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7104.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"7103.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7101\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 145&#45;&gt;147 -->\r\n",
       "<g id=\"edge147\" class=\"edge\"><title>145&#45;&gt;147</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7127.67,-222.907C7129.96,-212.204 7132.44,-200.615 7134.75,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7138.25,-190.178 7136.91,-179.667 7131.4,-188.715 7138.25,-190.178\"/>\r\n",
       "</g>\r\n",
       "<!-- 150 -->\r\n",
       "<g id=\"node151\" class=\"node\"><title>150</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M7578,-544C7578,-544 7474,-544 7474,-544 7468,-544 7462,-538 7462,-532 7462,-532 7462,-473 7462,-473 7462,-467 7468,-461 7474,-461 7474,-461 7578,-461 7578,-461 7584,-461 7590,-467 7590,-473 7590,-473 7590,-532 7590,-532 7590,-538 7584,-544 7578,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7478.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V313 ≤ 69.768</text>\r\n",
       "<text text-anchor=\"start\" x=\"7488.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.054</text>\r\n",
       "<text text-anchor=\"start\" x=\"7478.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 109</text>\r\n",
       "<text text-anchor=\"start\" x=\"7477.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [106, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7470\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 149&#45;&gt;150 -->\r\n",
       "<g id=\"edge150\" class=\"edge\"><title>149&#45;&gt;150</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7526,-579.907C7526,-571.649 7526,-562.864 7526,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7529.5,-554.021 7526,-544.021 7522.5,-554.021 7529.5,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 159 -->\r\n",
       "<g id=\"node160\" class=\"node\"><title>159</title>\r\n",
       "<path fill=\"#f1b991\" stroke=\"black\" d=\"M7990,-544C7990,-544 7886,-544 7886,-544 7880,-544 7874,-538 7874,-532 7874,-532 7874,-473 7874,-473 7874,-467 7880,-461 7886,-461 7886,-461 7990,-461 7990,-461 7996,-461 8002,-467 8002,-473 8002,-473 8002,-532 8002,-532 8002,-538 7996,-544 7990,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7902.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 25.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7900.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\r\n",
       "<text text-anchor=\"start\" x=\"7890.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 114</text>\r\n",
       "<text text-anchor=\"start\" x=\"7889.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [79, 35]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7882\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 149&#45;&gt;159 -->\r\n",
       "<g id=\"edge159\" class=\"edge\"><title>149&#45;&gt;159</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7590.38,-602.219C7664.49,-581.171 7786.02,-546.66 7863.98,-524.52\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7865.07,-527.848 7873.74,-521.749 7863.16,-521.114 7865.07,-527.848\"/>\r\n",
       "</g>\r\n",
       "<!-- 151 -->\r\n",
       "<g id=\"node152\" class=\"node\"><title>151</title>\r\n",
       "<path fill=\"#e5823b\" stroke=\"black\" d=\"M7511,-425C7511,-425 7407,-425 7407,-425 7401,-425 7395,-419 7395,-413 7395,-413 7395,-354 7395,-354 7395,-348 7401,-342 7407,-342 7407,-342 7511,-342 7511,-342 7517,-342 7523,-348 7523,-354 7523,-354 7523,-413 7523,-413 7523,-419 7517,-425 7511,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7431.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C2 ≤ 4.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7421.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.019</text>\r\n",
       "<text text-anchor=\"start\" x=\"7411.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 106</text>\r\n",
       "<text text-anchor=\"start\" x=\"7410.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [105, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7403\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 150&#45;&gt;151 -->\r\n",
       "<g id=\"edge151\" class=\"edge\"><title>150&#45;&gt;151</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7502.75,-460.907C7497.77,-452.195 7492.44,-442.897 7487.29,-433.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7490.21,-431.959 7482.2,-425.021 7484.14,-435.438 7490.21,-431.959\"/>\r\n",
       "</g>\r\n",
       "<!-- 156 -->\r\n",
       "<g id=\"node157\" class=\"node\"><title>156</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M7631,-425C7631,-425 7553,-425 7553,-425 7547,-425 7541,-419 7541,-413 7541,-413 7541,-354 7541,-354 7541,-348 7547,-342 7553,-342 7553,-342 7631,-342 7631,-342 7637,-342 7643,-348 7643,-354 7643,-354 7643,-413 7643,-413 7643,-419 7637,-425 7631,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7557\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V292 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7554.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"7552.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"7551.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7549\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 150&#45;&gt;156 -->\r\n",
       "<g id=\"edge156\" class=\"edge\"><title>150&#45;&gt;156</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7548.9,-460.907C7553.81,-452.195 7559.06,-442.897 7564.14,-433.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7567.28,-435.45 7569.14,-425.021 7561.18,-432.011 7567.28,-435.45\"/>\r\n",
       "</g>\r\n",
       "<!-- 152 -->\r\n",
       "<g id=\"node153\" class=\"node\"><title>152</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M7365,-306C7365,-306 7213,-306 7213,-306 7207,-306 7201,-300 7201,-294 7201,-294 7201,-235 7201,-235 7201,-229 7207,-223 7213,-223 7213,-223 7365,-223 7365,-223 7371,-223 7377,-229 7377,-235 7377,-235 7377,-294 7377,-294 7377,-300 7371,-306 7365,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7209\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 50.186</text>\r\n",
       "<text text-anchor=\"start\" x=\"7260\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7249.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"7248.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7233\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 151&#45;&gt;152 -->\r\n",
       "<g id=\"edge152\" class=\"edge\"><title>151&#45;&gt;152</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7400.02,-341.907C7385.91,-332.197 7370.74,-321.758 7356.29,-311.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7358.1,-308.807 7347.88,-306.021 7354.13,-314.573 7358.1,-308.807\"/>\r\n",
       "</g>\r\n",
       "<!-- 155 -->\r\n",
       "<g id=\"node156\" class=\"node\"><title>155</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7511,-298.5C7511,-298.5 7407,-298.5 7407,-298.5 7401,-298.5 7395,-292.5 7395,-286.5 7395,-286.5 7395,-242.5 7395,-242.5 7395,-236.5 7401,-230.5 7407,-230.5 7407,-230.5 7511,-230.5 7511,-230.5 7517,-230.5 7523,-236.5 7523,-242.5 7523,-242.5 7523,-286.5 7523,-286.5 7523,-292.5 7517,-298.5 7511,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7430\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7411.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 104</text>\r\n",
       "<text text-anchor=\"start\" x=\"7410.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [104, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7403\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 151&#45;&gt;155 -->\r\n",
       "<g id=\"edge155\" class=\"edge\"><title>151&#45;&gt;155</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7459,-341.907C7459,-331.204 7459,-319.615 7459,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7462.5,-308.667 7459,-298.667 7455.5,-308.667 7462.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 153 -->\r\n",
       "<g id=\"node154\" class=\"node\"><title>153</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7335,-179.5C7335,-179.5 7231,-179.5 7231,-179.5 7225,-179.5 7219,-173.5 7219,-167.5 7219,-167.5 7219,-123.5 7219,-123.5 7219,-117.5 7225,-111.5 7231,-111.5 7231,-111.5 7335,-111.5 7335,-111.5 7341,-111.5 7347,-117.5 7347,-123.5 7347,-123.5 7347,-167.5 7347,-167.5 7347,-173.5 7341,-179.5 7335,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7254\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7243.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7242.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7227\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 152&#45;&gt;153 -->\r\n",
       "<g id=\"edge153\" class=\"edge\"><title>152&#45;&gt;153</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7286.92,-222.907C7286.37,-212.204 7285.78,-200.615 7285.22,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7288.71,-189.475 7284.7,-179.667 7281.72,-189.833 7288.71,-189.475\"/>\r\n",
       "</g>\r\n",
       "<!-- 154 -->\r\n",
       "<g id=\"node155\" class=\"node\"><title>154</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7455,-179.5C7455,-179.5 7377,-179.5 7377,-179.5 7371,-179.5 7365,-173.5 7365,-167.5 7365,-167.5 7365,-123.5 7365,-123.5 7365,-117.5 7371,-111.5 7377,-111.5 7377,-111.5 7455,-111.5 7455,-111.5 7461,-111.5 7467,-117.5 7467,-123.5 7467,-123.5 7467,-167.5 7467,-167.5 7467,-173.5 7461,-179.5 7455,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7387\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7376.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7375.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7373\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 152&#45;&gt;154 -->\r\n",
       "<g id=\"edge154\" class=\"edge\"><title>152&#45;&gt;154</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7333.06,-222.907C7345.88,-211.101 7359.86,-198.217 7372.64,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7375.02,-189.017 7380,-179.667 7370.27,-183.868 7375.02,-189.017\"/>\r\n",
       "</g>\r\n",
       "<!-- 157 -->\r\n",
       "<g id=\"node158\" class=\"node\"><title>157</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7631,-298.5C7631,-298.5 7553,-298.5 7553,-298.5 7547,-298.5 7541,-292.5 7541,-286.5 7541,-286.5 7541,-242.5 7541,-242.5 7541,-236.5 7547,-230.5 7553,-230.5 7553,-230.5 7631,-230.5 7631,-230.5 7637,-230.5 7643,-236.5 7643,-242.5 7643,-242.5 7643,-286.5 7643,-286.5 7643,-292.5 7637,-298.5 7631,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7563\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7552.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"7551.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7549\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 156&#45;&gt;157 -->\r\n",
       "<g id=\"edge157\" class=\"edge\"><title>156&#45;&gt;157</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7592,-341.907C7592,-331.204 7592,-319.615 7592,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7595.5,-308.667 7592,-298.667 7588.5,-308.667 7595.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 158 -->\r\n",
       "<g id=\"node159\" class=\"node\"><title>158</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7777,-298.5C7777,-298.5 7673,-298.5 7673,-298.5 7667,-298.5 7661,-292.5 7661,-286.5 7661,-286.5 7661,-242.5 7661,-242.5 7661,-236.5 7667,-230.5 7673,-230.5 7673,-230.5 7777,-230.5 7777,-230.5 7783,-230.5 7789,-236.5 7789,-242.5 7789,-242.5 7789,-286.5 7789,-286.5 7789,-292.5 7783,-298.5 7777,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7696\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7685.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7684.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7669\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 156&#45;&gt;158 -->\r\n",
       "<g id=\"edge158\" class=\"edge\"><title>156&#45;&gt;158</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7638.14,-341.907C7651.57,-330.101 7666.21,-317.217 7679.59,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7682.1,-307.9 7687.3,-298.667 7677.48,-302.644 7682.1,-307.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 160 -->\r\n",
       "<g id=\"node161\" class=\"node\"><title>160</title>\r\n",
       "<path fill=\"#64b2eb\" stroke=\"black\" d=\"M7978.5,-425C7978.5,-425 7897.5,-425 7897.5,-425 7891.5,-425 7885.5,-419 7885.5,-413 7885.5,-413 7885.5,-354 7885.5,-354 7885.5,-348 7891.5,-342 7897.5,-342 7897.5,-342 7978.5,-342 7978.5,-342 7984.5,-342 7990.5,-348 7990.5,-354 7990.5,-354 7990.5,-413 7990.5,-413 7990.5,-419 7984.5,-425 7978.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7902.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D1 ≤ 137.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7900.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.293</text>\r\n",
       "<text text-anchor=\"start\" x=\"7894.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\r\n",
       "<text text-anchor=\"start\" x=\"7893.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 23]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7895\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;160 -->\r\n",
       "<g id=\"edge160\" class=\"edge\"><title>159&#45;&gt;160</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7938,-460.907C7938,-452.649 7938,-443.864 7938,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7941.5,-435.021 7938,-425.021 7934.5,-435.021 7941.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 167 -->\r\n",
       "<g id=\"node168\" class=\"node\"><title>167</title>\r\n",
       "<path fill=\"#e99559\" stroke=\"black\" d=\"M8335,-425C8335,-425 8165,-425 8165,-425 8159,-425 8153,-419 8153,-413 8153,-413 8153,-354 8153,-354 8153,-348 8159,-342 8165,-342 8165,-342 8335,-342 8335,-342 8341,-342 8347,-348 8347,-354 8347,-354 8347,-413 8347,-413 8347,-419 8341,-425 8335,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8161\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionDT ≤ 1287735.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8216.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"start\" x=\"8206.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 86</text>\r\n",
       "<text text-anchor=\"start\" x=\"8201.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [74, 12]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8194\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;167 -->\r\n",
       "<g id=\"edge167\" class=\"edge\"><title>159&#45;&gt;167</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8002.27,-477.399C8042.91,-462.16 8096.42,-442.091 8143.32,-424.507\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8144.77,-427.699 8152.91,-420.91 8142.31,-421.144 8144.77,-427.699\"/>\r\n",
       "</g>\r\n",
       "<!-- 161 -->\r\n",
       "<g id=\"node162\" class=\"node\"><title>161</title>\r\n",
       "<path fill=\"#42a2e6\" stroke=\"black\" d=\"M7914.5,-306C7914.5,-306 7819.5,-306 7819.5,-306 7813.5,-306 7807.5,-300 7807.5,-294 7807.5,-294 7807.5,-235 7807.5,-235 7807.5,-229 7813.5,-223 7819.5,-223 7819.5,-223 7914.5,-223 7914.5,-223 7920.5,-223 7926.5,-229 7926.5,-235 7926.5,-235 7926.5,-294 7926.5,-294 7926.5,-300 7920.5,-306 7914.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7815.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V126 ≤ 151.616</text>\r\n",
       "<text text-anchor=\"start\" x=\"7829.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\r\n",
       "<text text-anchor=\"start\" x=\"7823.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"start\" x=\"7822.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7824\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 160&#45;&gt;161 -->\r\n",
       "<g id=\"edge161\" class=\"edge\"><title>160&#45;&gt;161</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7913.37,-341.907C7908.03,-333.105 7902.32,-323.703 7896.8,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7899.77,-312.754 7891.59,-306.021 7893.79,-316.386 7899.77,-312.754\"/>\r\n",
       "</g>\r\n",
       "<!-- 164 -->\r\n",
       "<g id=\"node165\" class=\"node\"><title>164</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M8061,-306C8061,-306 7957,-306 7957,-306 7951,-306 7945,-300 7945,-294 7945,-294 7945,-235 7945,-235 7945,-229 7951,-223 7957,-223 7957,-223 8061,-223 8061,-223 8067,-223 8073,-229 8073,-235 8073,-235 8073,-294 8073,-294 8073,-300 8067,-306 8061,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7977.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 9.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7971.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"7969.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"7968.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7953\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 160&#45;&gt;164 -->\r\n",
       "<g id=\"edge164\" class=\"edge\"><title>160&#45;&gt;164</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7962.63,-341.907C7967.97,-333.105 7973.68,-323.703 7979.2,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7982.21,-316.386 7984.41,-306.021 7976.23,-312.754 7982.21,-316.386\"/>\r\n",
       "</g>\r\n",
       "<!-- 162 -->\r\n",
       "<g id=\"node163\" class=\"node\"><title>162</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7701.5,-179.5C7701.5,-179.5 7620.5,-179.5 7620.5,-179.5 7614.5,-179.5 7608.5,-173.5 7608.5,-167.5 7608.5,-167.5 7608.5,-123.5 7608.5,-123.5 7608.5,-117.5 7614.5,-111.5 7620.5,-111.5 7620.5,-111.5 7701.5,-111.5 7701.5,-111.5 7707.5,-111.5 7713.5,-117.5 7713.5,-123.5 7713.5,-123.5 7713.5,-167.5 7713.5,-167.5 7713.5,-173.5 7707.5,-179.5 7701.5,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7632\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7617.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"start\" x=\"7616.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7618\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 161&#45;&gt;162 -->\r\n",
       "<g id=\"edge162\" class=\"edge\"><title>161&#45;&gt;162</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7807.33,-228.069C7804.19,-226.331 7801.07,-224.632 7798,-223 7765.36,-205.627 7755.21,-205.149 7723,-187 7721.7,-186.27 7720.4,-185.524 7719.09,-184.764\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7720.77,-181.692 7710.39,-179.58 7717.19,-187.705 7720.77,-181.692\"/>\r\n",
       "</g>\r\n",
       "<!-- 163 -->\r\n",
       "<g id=\"node164\" class=\"node\"><title>163</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7848,-179.5C7848,-179.5 7744,-179.5 7744,-179.5 7738,-179.5 7732,-173.5 7732,-167.5 7732,-167.5 7732,-123.5 7732,-123.5 7732,-117.5 7738,-111.5 7744,-111.5 7744,-111.5 7848,-111.5 7848,-111.5 7854,-111.5 7860,-117.5 7860,-123.5 7860,-123.5 7860,-167.5 7860,-167.5 7860,-173.5 7854,-179.5 7848,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7767\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7756.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7755.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7740\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 161&#45;&gt;163 -->\r\n",
       "<g id=\"edge163\" class=\"edge\"><title>161&#45;&gt;163</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7842.37,-222.907C7835.6,-211.763 7828.26,-199.658 7821.45,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7824.31,-186.4 7816.13,-179.667 7818.32,-190.032 7824.31,-186.4\"/>\r\n",
       "</g>\r\n",
       "<!-- 165 -->\r\n",
       "<g id=\"node166\" class=\"node\"><title>165</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7994,-179.5C7994,-179.5 7890,-179.5 7890,-179.5 7884,-179.5 7878,-173.5 7878,-167.5 7878,-167.5 7878,-123.5 7878,-123.5 7878,-117.5 7884,-111.5 7890,-111.5 7890,-111.5 7994,-111.5 7994,-111.5 8000,-111.5 8006,-117.5 8006,-123.5 8006,-123.5 8006,-167.5 8006,-167.5 8006,-173.5 8000,-179.5 7994,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7913\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7902.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"7901.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7886\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;165 -->\r\n",
       "<g id=\"edge165\" class=\"edge\"><title>164&#45;&gt;165</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7985.75,-222.907C7979.37,-211.763 7972.44,-199.658 7966.02,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7969,-186.606 7960.99,-179.667 7962.93,-190.084 7969,-186.606\"/>\r\n",
       "</g>\r\n",
       "<!-- 166 -->\r\n",
       "<g id=\"node167\" class=\"node\"><title>166</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8114,-179.5C8114,-179.5 8036,-179.5 8036,-179.5 8030,-179.5 8024,-173.5 8024,-167.5 8024,-167.5 8024,-123.5 8024,-123.5 8024,-117.5 8030,-111.5 8036,-111.5 8036,-111.5 8114,-111.5 8114,-111.5 8120,-111.5 8126,-117.5 8126,-123.5 8126,-123.5 8126,-167.5 8126,-167.5 8126,-173.5 8120,-179.5 8114,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8046\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8035.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"8034.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8032\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;166 -->\r\n",
       "<g id=\"edge166\" class=\"edge\"><title>164&#45;&gt;166</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8031.9,-222.907C8038.19,-211.763 8045.01,-199.658 8051.34,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8054.43,-190.096 8056.29,-179.667 8048.33,-186.657 8054.43,-190.096\"/>\r\n",
       "</g>\r\n",
       "<!-- 168 -->\r\n",
       "<g id=\"node169\" class=\"node\"><title>168</title>\r\n",
       "<path fill=\"#e78a48\" stroke=\"black\" d=\"M8302,-306C8302,-306 8198,-306 8198,-306 8192,-306 8186,-300 8186,-294 8186,-294 8186,-235 8186,-235 8186,-229 8192,-223 8198,-223 8198,-223 8302,-223 8302,-223 8308,-223 8314,-229 8314,-235 8314,-235 8314,-294 8314,-294 8314,-300 8308,-306 8302,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8210.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V74 ≤ 0.577</text>\r\n",
       "<text text-anchor=\"start\" x=\"8212.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.129</text>\r\n",
       "<text text-anchor=\"start\" x=\"8206.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 72</text>\r\n",
       "<text text-anchor=\"start\" x=\"8205.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8194\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;168 -->\r\n",
       "<g id=\"edge168\" class=\"edge\"><title>167&#45;&gt;168</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8250,-341.907C8250,-333.649 8250,-324.864 8250,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8253.5,-316.021 8250,-306.021 8246.5,-316.021 8253.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 173 -->\r\n",
       "<g id=\"node174\" class=\"node\"><title>173</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M8550,-306C8550,-306 8398,-306 8398,-306 8392,-306 8386,-300 8386,-294 8386,-294 8386,-235 8386,-235 8386,-229 8392,-223 8398,-223 8398,-223 8550,-223 8550,-223 8556,-223 8562,-229 8562,-235 8562,-235 8562,-294 8562,-294 8562,-300 8556,-306 8550,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8394\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 19.801</text>\r\n",
       "<text text-anchor=\"start\" x=\"8445\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8430.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"8433.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8418\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;173 -->\r\n",
       "<g id=\"edge173\" class=\"edge\"><title>167&#45;&gt;173</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8327.72,-341.907C8347,-331.834 8367.79,-320.977 8387.47,-310.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8389.18,-313.753 8396.42,-306.021 8385.94,-307.548 8389.18,-313.753\"/>\r\n",
       "</g>\r\n",
       "<!-- 169 -->\r\n",
       "<g id=\"node170\" class=\"node\"><title>169</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8234,-179.5C8234,-179.5 8156,-179.5 8156,-179.5 8150,-179.5 8144,-173.5 8144,-167.5 8144,-167.5 8144,-123.5 8144,-123.5 8144,-117.5 8150,-111.5 8156,-111.5 8156,-111.5 8234,-111.5 8234,-111.5 8240,-111.5 8246,-117.5 8246,-123.5 8246,-123.5 8246,-167.5 8246,-167.5 8246,-173.5 8240,-179.5 8234,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8166\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8155.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"8154.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8152\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 168&#45;&gt;169 -->\r\n",
       "<g id=\"edge169\" class=\"edge\"><title>168&#45;&gt;169</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8230.92,-222.907C8225.73,-211.873 8220.1,-199.898 8214.87,-188.773\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8218.01,-187.228 8210.59,-179.667 8211.68,-190.206 8218.01,-187.228\"/>\r\n",
       "</g>\r\n",
       "<!-- 170 -->\r\n",
       "<g id=\"node171\" class=\"node\"><title>170</title>\r\n",
       "<path fill=\"#e68742\" stroke=\"black\" d=\"M8380,-187C8380,-187 8276,-187 8276,-187 8270,-187 8264,-181 8264,-175 8264,-175 8264,-116 8264,-116 8264,-110 8270,-104 8276,-104 8276,-104 8380,-104 8380,-104 8386,-104 8392,-110 8392,-116 8392,-116 8392,-175 8392,-175 8392,-181 8386,-187 8380,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8275.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card1 ≤ 16264.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8290.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.082</text>\r\n",
       "<text text-anchor=\"start\" x=\"8284.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\r\n",
       "<text text-anchor=\"start\" x=\"8283.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8272\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 168&#45;&gt;170 -->\r\n",
       "<g id=\"edge170\" class=\"edge\"><title>168&#45;&gt;170</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8277.06,-222.907C8282.93,-214.105 8289.2,-204.703 8295.26,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8298.35,-197.283 8300.99,-187.021 8292.53,-193.4 8298.35,-197.283\"/>\r\n",
       "</g>\r\n",
       "<!-- 171 -->\r\n",
       "<g id=\"node172\" class=\"node\"><title>171</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M8254,-68C8254,-68 8150,-68 8150,-68 8144,-68 8138,-62 8138,-56 8138,-56 8138,-12 8138,-12 8138,-6 8144,-0 8150,-0 8150,-0 8254,-0 8254,-0 8260,-0 8266,-6 8266,-12 8266,-12 8266,-56 8266,-56 8266,-62 8260,-68 8254,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8164.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.029</text>\r\n",
       "<text text-anchor=\"start\" x=\"8158.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 67</text>\r\n",
       "<text text-anchor=\"start\" x=\"8157.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8146\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;171 -->\r\n",
       "<g id=\"edge171\" class=\"edge\"><title>170&#45;&gt;171</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8281.08,-103.726C8270.27,-94.3318 8258.79,-84.349 8248.01,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8250.16,-72.2174 8240.32,-68.2996 8245.57,-77.501 8250.16,-72.2174\"/>\r\n",
       "</g>\r\n",
       "<!-- 172 -->\r\n",
       "<g id=\"node173\" class=\"node\"><title>172</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M8374,-68C8374,-68 8296,-68 8296,-68 8290,-68 8284,-62 8284,-56 8284,-56 8284,-12 8284,-12 8284,-6 8290,-0 8296,-0 8296,-0 8374,-0 8374,-0 8380,-0 8386,-6 8386,-12 8386,-12 8386,-56 8386,-56 8386,-62 8380,-68 8374,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8297.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"8295.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"8294.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8292\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;172 -->\r\n",
       "<g id=\"edge172\" class=\"edge\"><title>170&#45;&gt;172</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8330.61,-103.726C8331.14,-95.4263 8331.7,-86.6671 8332.23,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8335.73,-78.5025 8332.87,-68.2996 8328.74,-78.0559 8335.73,-78.5025\"/>\r\n",
       "</g>\r\n",
       "<!-- 174 -->\r\n",
       "<g id=\"node175\" class=\"node\"><title>174</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8526,-179.5C8526,-179.5 8422,-179.5 8422,-179.5 8416,-179.5 8410,-173.5 8410,-167.5 8410,-167.5 8410,-123.5 8410,-123.5 8410,-117.5 8416,-111.5 8422,-111.5 8422,-111.5 8526,-111.5 8526,-111.5 8532,-111.5 8538,-117.5 8538,-123.5 8538,-123.5 8538,-167.5 8538,-167.5 8538,-173.5 8532,-179.5 8526,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8445\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8434.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"8433.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8418\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 173&#45;&gt;174 -->\r\n",
       "<g id=\"edge174\" class=\"edge\"><title>173&#45;&gt;174</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8474,-222.907C8474,-212.204 8474,-200.615 8474,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8477.5,-189.667 8474,-179.667 8470.5,-189.667 8477.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 175 -->\r\n",
       "<g id=\"node176\" class=\"node\"><title>175</title>\r\n",
       "<path fill=\"#8ec7f0\" stroke=\"black\" d=\"M8647.5,-187C8647.5,-187 8568.5,-187 8568.5,-187 8562.5,-187 8556.5,-181 8556.5,-175 8556.5,-175 8556.5,-116 8556.5,-116 8556.5,-110 8562.5,-104 8568.5,-104 8568.5,-104 8647.5,-104 8647.5,-104 8653.5,-104 8659.5,-110 8659.5,-116 8659.5,-116 8659.5,-175 8659.5,-175 8659.5,-181 8653.5,-187 8647.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8572.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D15 ≤ 55.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8574.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"start\" x=\"8564.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"start\" x=\"8567.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8565\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 173&#45;&gt;175 -->\r\n",
       "<g id=\"edge175\" class=\"edge\"><title>173&#45;&gt;175</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8520.49,-222.907C8531.3,-213.469 8542.9,-203.343 8554,-193.649\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8556.36,-196.234 8561.59,-187.021 8551.76,-190.961 8556.36,-196.234\"/>\r\n",
       "</g>\r\n",
       "<!-- 176 -->\r\n",
       "<g id=\"node177\" class=\"node\"><title>176</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M8527,-68C8527,-68 8423,-68 8423,-68 8417,-68 8411,-62 8411,-56 8411,-56 8411,-12 8411,-12 8411,-6 8417,-0 8423,-0 8423,-0 8527,-0 8527,-0 8533,-0 8539,-6 8539,-12 8539,-12 8539,-56 8539,-56 8539,-62 8533,-68 8527,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8446\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8435.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"8434.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8419\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 175&#45;&gt;176 -->\r\n",
       "<g id=\"edge176\" class=\"edge\"><title>175&#45;&gt;176</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8558.48,-103.726C8546.95,-94.2406 8534.7,-84.1551 8523.24,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8525.39,-71.9536 8515.45,-68.2996 8520.94,-77.3577 8525.39,-71.9536\"/>\r\n",
       "</g>\r\n",
       "<!-- 177 -->\r\n",
       "<g id=\"node178\" class=\"node\"><title>177</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8647,-68C8647,-68 8569,-68 8569,-68 8563,-68 8557,-62 8557,-56 8557,-56 8557,-12 8557,-12 8557,-6 8563,-0 8569,-0 8569,-0 8647,-0 8647,-0 8653,-0 8659,-6 8659,-12 8659,-12 8659,-56 8659,-56 8659,-62 8653,-68 8647,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8579\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8568.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"8567.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8565\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 175&#45;&gt;177 -->\r\n",
       "<g id=\"edge177\" class=\"edge\"><title>175&#45;&gt;177</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8608,-103.726C8608,-95.5175 8608,-86.8595 8608,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8611.5,-78.2996 8608,-68.2996 8604.5,-78.2996 8611.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 179 -->\r\n",
       "<g id=\"node180\" class=\"node\"><title>179</title>\r\n",
       "<path fill=\"#69b5eb\" stroke=\"black\" d=\"M9506,-663C9506,-663 9408,-663 9408,-663 9402,-663 9396,-657 9396,-651 9396,-651 9396,-592 9396,-592 9396,-586 9402,-580 9408,-580 9408,-580 9506,-580 9506,-580 9512,-580 9518,-586 9518,-592 9518,-592 9518,-651 9518,-651 9518,-657 9512,-663 9506,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9425.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 24.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9419.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.314</text>\r\n",
       "<text text-anchor=\"start\" x=\"9409.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 154</text>\r\n",
       "<text text-anchor=\"start\" x=\"9404\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 124]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9414\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 178&#45;&gt;179 -->\r\n",
       "<g id=\"edge179\" class=\"edge\"><title>178&#45;&gt;179</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9457,-698.907C9457,-690.649 9457,-681.864 9457,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9460.5,-673.021 9457,-663.021 9453.5,-673.021 9460.5,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 212 -->\r\n",
       "<g id=\"node213\" class=\"node\"><title>212</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M9746,-663C9746,-663 9642,-663 9642,-663 9636,-663 9630,-657 9630,-651 9630,-651 9630,-592 9630,-592 9630,-586 9636,-580 9642,-580 9642,-580 9746,-580 9746,-580 9752,-580 9758,-586 9758,-592 9758,-592 9758,-651 9758,-651 9758,-657 9752,-663 9746,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9658.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C10 ≤ 44.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9656.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"start\" x=\"9650.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"start\" x=\"9649.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9638\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 178&#45;&gt;212 -->\r\n",
       "<g id=\"edge212\" class=\"edge\"><title>178&#45;&gt;212</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9518.03,-709.37C9549.37,-693.897 9587.79,-674.932 9620.73,-658.673\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9622.44,-661.729 9629.86,-654.164 9619.34,-655.453 9622.44,-661.729\"/>\r\n",
       "</g>\r\n",
       "<!-- 180 -->\r\n",
       "<g id=\"node181\" class=\"node\"><title>180</title>\r\n",
       "<path fill=\"#a8d4f4\" stroke=\"black\" d=\"M9407.5,-544C9407.5,-544 9318.5,-544 9318.5,-544 9312.5,-544 9306.5,-538 9306.5,-532 9306.5,-532 9306.5,-473 9306.5,-473 9306.5,-467 9312.5,-461 9318.5,-461 9318.5,-461 9407.5,-461 9407.5,-461 9413.5,-461 9419.5,-467 9419.5,-473 9419.5,-473 9419.5,-532 9419.5,-532 9419.5,-538 9413.5,-544 9407.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9331.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C10 ≤ 8.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9329.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"start\" x=\"9319.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 64</text>\r\n",
       "<text text-anchor=\"start\" x=\"9314.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 41]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9320\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 179&#45;&gt;180 -->\r\n",
       "<g id=\"edge180\" class=\"edge\"><title>179&#45;&gt;180</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9424.39,-579.907C9417.17,-570.923 9409.45,-561.315 9402.01,-552.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9404.55,-549.624 9395.56,-544.021 9399.09,-554.009 9404.55,-549.624\"/>\r\n",
       "</g>\r\n",
       "<!-- 199 -->\r\n",
       "<g id=\"node200\" class=\"node\"><title>199</title>\r\n",
       "<path fill=\"#4aa5e7\" stroke=\"black\" d=\"M9599.5,-544C9599.5,-544 9518.5,-544 9518.5,-544 9512.5,-544 9506.5,-538 9506.5,-532 9506.5,-532 9506.5,-473 9506.5,-473 9506.5,-467 9512.5,-461 9518.5,-461 9518.5,-461 9599.5,-461 9599.5,-461 9605.5,-461 9611.5,-467 9611.5,-473 9611.5,-473 9611.5,-532 9611.5,-532 9611.5,-538 9605.5,-544 9599.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9515.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V288 ≤ 0.094</text>\r\n",
       "<text text-anchor=\"start\" x=\"9521.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.143</text>\r\n",
       "<text text-anchor=\"start\" x=\"9515.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 90</text>\r\n",
       "<text text-anchor=\"start\" x=\"9514.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 83]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9516\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 179&#45;&gt;199 -->\r\n",
       "<g id=\"edge199\" class=\"edge\"><title>179&#45;&gt;199</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9492.39,-579.907C9500.3,-570.832 9508.77,-561.121 9516.92,-551.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9519.74,-553.859 9523.67,-544.021 9514.46,-549.259 9519.74,-553.859\"/>\r\n",
       "</g>\r\n",
       "<!-- 181 -->\r\n",
       "<g id=\"node182\" class=\"node\"><title>181</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M9233.5,-425C9233.5,-425 9152.5,-425 9152.5,-425 9146.5,-425 9140.5,-419 9140.5,-413 9140.5,-413 9140.5,-354 9140.5,-354 9140.5,-348 9146.5,-342 9152.5,-342 9152.5,-342 9233.5,-342 9233.5,-342 9239.5,-342 9245.5,-348 9245.5,-354 9245.5,-354 9245.5,-413 9245.5,-413 9245.5,-419 9239.5,-425 9233.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9161.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9159.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"start\" x=\"9149.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 45</text>\r\n",
       "<text text-anchor=\"start\" x=\"9148.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 36]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9150\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 180&#45;&gt;181 -->\r\n",
       "<g id=\"edge181\" class=\"edge\"><title>180&#45;&gt;181</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9306.39,-462.541C9289.54,-450.944 9271.01,-438.19 9253.9,-426.413\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9255.85,-423.506 9245.63,-420.72 9251.88,-429.272 9255.85,-423.506\"/>\r\n",
       "</g>\r\n",
       "<!-- 192 -->\r\n",
       "<g id=\"node193\" class=\"node\"><title>192</title>\r\n",
       "<path fill=\"#eeae80\" stroke=\"black\" d=\"M9415,-425C9415,-425 9311,-425 9311,-425 9305,-425 9299,-419 9299,-413 9299,-413 9299,-354 9299,-354 9299,-348 9305,-342 9311,-342 9311,-342 9415,-342 9415,-342 9421,-342 9427,-348 9427,-354 9427,-354 9427,-413 9427,-413 9427,-419 9421,-425 9415,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9331.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9325.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.388</text>\r\n",
       "<text text-anchor=\"start\" x=\"9319.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"start\" x=\"9318.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9307\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 180&#45;&gt;192 -->\r\n",
       "<g id=\"edge192\" class=\"edge\"><title>180&#45;&gt;192</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9363,-460.907C9363,-452.649 9363,-443.864 9363,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9366.5,-435.021 9363,-425.021 9359.5,-435.021 9366.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 182 -->\r\n",
       "<g id=\"node183\" class=\"node\"><title>182</title>\r\n",
       "<path fill=\"#50a9e8\" stroke=\"black\" d=\"M9058.5,-306C9058.5,-306 8963.5,-306 8963.5,-306 8957.5,-306 8951.5,-300 8951.5,-294 8951.5,-294 8951.5,-235 8951.5,-235 8951.5,-229 8957.5,-223 8963.5,-223 8963.5,-223 9058.5,-223 9058.5,-223 9064.5,-223 9070.5,-229 9070.5,-235 9070.5,-235 9070.5,-294 9070.5,-294 9070.5,-300 9064.5,-306 9058.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8959.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V133 ≤ 102.828</text>\r\n",
       "<text text-anchor=\"start\" x=\"8973.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.188</text>\r\n",
       "<text text-anchor=\"start\" x=\"8967.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\r\n",
       "<text text-anchor=\"start\" x=\"8966.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 34]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8968\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 181&#45;&gt;182 -->\r\n",
       "<g id=\"edge182\" class=\"edge\"><title>181&#45;&gt;182</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9140.36,-348.659C9121.25,-336.376 9099.38,-322.317 9079.13,-309.298\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9080.87,-306.253 9070.56,-303.79 9077.08,-312.142 9080.87,-306.253\"/>\r\n",
       "</g>\r\n",
       "<!-- 189 -->\r\n",
       "<g id=\"node190\" class=\"node\"><title>189</title>\r\n",
       "<path fill=\"#efb388\" stroke=\"black\" d=\"M9245,-306C9245,-306 9141,-306 9141,-306 9135,-306 9129,-300 9129,-294 9129,-294 9129,-235 9129,-235 9129,-229 9135,-223 9141,-223 9141,-223 9245,-223 9245,-223 9251,-223 9257,-229 9257,-235 9257,-235 9257,-294 9257,-294 9257,-300 9251,-306 9245,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9162\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V18 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9155.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\r\n",
       "<text text-anchor=\"start\" x=\"9153.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"start\" x=\"9152.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9137\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 181&#45;&gt;189 -->\r\n",
       "<g id=\"edge189\" class=\"edge\"><title>181&#45;&gt;189</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9193,-341.907C9193,-333.649 9193,-324.864 9193,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9196.5,-316.021 9193,-306.021 9189.5,-316.021 9196.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 183 -->\r\n",
       "<g id=\"node184\" class=\"node\"><title>183</title>\r\n",
       "<path fill=\"#45a3e7\" stroke=\"black\" d=\"M8916.5,-187C8916.5,-187 8773.5,-187 8773.5,-187 8767.5,-187 8761.5,-181 8761.5,-175 8761.5,-175 8761.5,-116 8761.5,-116 8761.5,-110 8767.5,-104 8773.5,-104 8773.5,-104 8916.5,-104 8916.5,-104 8922.5,-104 8928.5,-110 8928.5,-116 8928.5,-116 8928.5,-175 8928.5,-175 8928.5,-181 8922.5,-187 8916.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8769.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 5.842</text>\r\n",
       "<text text-anchor=\"start\" x=\"8807.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.108</text>\r\n",
       "<text text-anchor=\"start\" x=\"8801.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"start\" x=\"8800.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8802\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 182&#45;&gt;183 -->\r\n",
       "<g id=\"edge183\" class=\"edge\"><title>182&#45;&gt;183</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8953.41,-222.907C8939.63,-213.197 8924.82,-202.758 8910.71,-192.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8912.68,-189.921 8902.49,-187.021 8908.65,-195.643 8912.68,-189.921\"/>\r\n",
       "</g>\r\n",
       "<!-- 186 -->\r\n",
       "<g id=\"node187\" class=\"node\"><title>186</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M9063,-187C9063,-187 8959,-187 8959,-187 8953,-187 8947,-181 8947,-175 8947,-175 8947,-116 8947,-116 8947,-110 8953,-104 8959,-104 8959,-104 9063,-104 9063,-104 9069,-104 9075,-110 9075,-116 9075,-116 9075,-175 9075,-175 9075,-181 9069,-187 9063,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8976\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V291 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8973.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"8971.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"8970.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8955\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 182&#45;&gt;186 -->\r\n",
       "<g id=\"edge186\" class=\"edge\"><title>182&#45;&gt;186</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9011,-222.907C9011,-214.649 9011,-205.864 9011,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9014.5,-197.021 9011,-187.021 9007.5,-197.021 9014.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 184 -->\r\n",
       "<g id=\"node185\" class=\"node\"><title>184</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8793,-68C8793,-68 8689,-68 8689,-68 8683,-68 8677,-62 8677,-56 8677,-56 8677,-12 8677,-12 8677,-6 8683,-0 8689,-0 8689,-0 8793,-0 8793,-0 8799,-0 8805,-6 8805,-12 8805,-12 8805,-56 8805,-56 8805,-62 8799,-68 8793,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8712\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8701.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"8700.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8685\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 183&#45;&gt;184 -->\r\n",
       "<g id=\"edge184\" class=\"edge\"><title>183&#45;&gt;184</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8806.27,-103.726C8797.61,-94.6054 8788.42,-84.93 8779.76,-75.8078\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8782.05,-73.1401 8772.63,-68.2996 8776.98,-77.9608 8782.05,-73.1401\"/>\r\n",
       "</g>\r\n",
       "<!-- 185 -->\r\n",
       "<g id=\"node186\" class=\"node\"><title>185</title>\r\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M8916.5,-68C8916.5,-68 8835.5,-68 8835.5,-68 8829.5,-68 8823.5,-62 8823.5,-56 8823.5,-56 8823.5,-12 8823.5,-12 8823.5,-6 8829.5,-0 8835.5,-0 8835.5,-0 8916.5,-0 8916.5,-0 8922.5,-0 8928.5,-6 8928.5,-12 8928.5,-12 8928.5,-56 8928.5,-56 8928.5,-62 8922.5,-68 8916.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8838.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.057</text>\r\n",
       "<text text-anchor=\"start\" x=\"8832.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"8831.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8833\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 183&#45;&gt;185 -->\r\n",
       "<g id=\"edge185\" class=\"edge\"><title>183&#45;&gt;185</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8856.54,-103.726C8858.92,-95.3351 8861.43,-86.4745 8863.82,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8867.22,-78.8749 8866.57,-68.2996 8860.48,-76.968 8867.22,-78.8749\"/>\r\n",
       "</g>\r\n",
       "<!-- 187 -->\r\n",
       "<g id=\"node188\" class=\"node\"><title>187</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9063,-68C9063,-68 8959,-68 8959,-68 8953,-68 8947,-62 8947,-56 8947,-56 8947,-12 8947,-12 8947,-6 8953,-0 8959,-0 8959,-0 9063,-0 9063,-0 9069,-0 9075,-6 9075,-12 9075,-12 9075,-56 9075,-56 9075,-62 9069,-68 9063,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8982\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8971.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"8970.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8955\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 186&#45;&gt;187 -->\r\n",
       "<g id=\"edge187\" class=\"edge\"><title>186&#45;&gt;187</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9011,-103.726C9011,-95.5175 9011,-86.8595 9011,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9014.5,-78.2996 9011,-68.2996 9007.5,-78.2996 9014.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 188 -->\r\n",
       "<g id=\"node189\" class=\"node\"><title>188</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9183,-68C9183,-68 9105,-68 9105,-68 9099,-68 9093,-62 9093,-56 9093,-56 9093,-12 9093,-12 9093,-6 9099,-0 9105,-0 9105,-0 9183,-0 9183,-0 9189,-0 9195,-6 9195,-12 9195,-12 9195,-56 9195,-56 9195,-62 9189,-68 9183,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9115\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9104.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9103.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9101\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 186&#45;&gt;188 -->\r\n",
       "<g id=\"edge188\" class=\"edge\"><title>186&#45;&gt;188</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9060.52,-103.726C9072.05,-94.2406 9084.3,-84.1551 9095.76,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9098.06,-77.3577 9103.55,-68.2996 9093.61,-71.9536 9098.06,-77.3577\"/>\r\n",
       "</g>\r\n",
       "<!-- 190 -->\r\n",
       "<g id=\"node191\" class=\"node\"><title>190</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9209,-179.5C9209,-179.5 9105,-179.5 9105,-179.5 9099,-179.5 9093,-173.5 9093,-167.5 9093,-167.5 9093,-123.5 9093,-123.5 9093,-117.5 9099,-111.5 9105,-111.5 9105,-111.5 9209,-111.5 9209,-111.5 9215,-111.5 9221,-117.5 9221,-123.5 9221,-123.5 9221,-167.5 9221,-167.5 9221,-173.5 9215,-179.5 9209,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9128\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9117.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9116.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9101\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 189&#45;&gt;190 -->\r\n",
       "<g id=\"edge190\" class=\"edge\"><title>189&#45;&gt;190</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9180.51,-222.907C9177.18,-212.094 9173.58,-200.376 9170.21,-189.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9173.49,-188.195 9167.21,-179.667 9166.8,-190.254 9173.49,-188.195\"/>\r\n",
       "</g>\r\n",
       "<!-- 191 -->\r\n",
       "<g id=\"node192\" class=\"node\"><title>191</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9329,-179.5C9329,-179.5 9251,-179.5 9251,-179.5 9245,-179.5 9239,-173.5 9239,-167.5 9239,-167.5 9239,-123.5 9239,-123.5 9239,-117.5 9245,-111.5 9251,-111.5 9251,-111.5 9329,-111.5 9329,-111.5 9335,-111.5 9341,-117.5 9341,-123.5 9341,-123.5 9341,-167.5 9341,-167.5 9341,-173.5 9335,-179.5 9329,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9261\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9250.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"9249.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9247\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 189&#45;&gt;191 -->\r\n",
       "<g id=\"edge191\" class=\"edge\"><title>189&#45;&gt;191</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9226.65,-222.907C9236.17,-211.432 9246.53,-198.938 9256.06,-187.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9258.81,-189.599 9262.5,-179.667 9253.43,-185.131 9258.81,-189.599\"/>\r\n",
       "</g>\r\n",
       "<!-- 193 -->\r\n",
       "<g id=\"node194\" class=\"node\"><title>193</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9383,-298.5C9383,-298.5 9305,-298.5 9305,-298.5 9299,-298.5 9293,-292.5 9293,-286.5 9293,-286.5 9293,-242.5 9293,-242.5 9293,-236.5 9299,-230.5 9305,-230.5 9305,-230.5 9383,-230.5 9383,-230.5 9389,-230.5 9395,-236.5 9395,-242.5 9395,-242.5 9395,-286.5 9395,-286.5 9395,-292.5 9389,-298.5 9383,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9315\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9304.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"9303.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9301\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 192&#45;&gt;193 -->\r\n",
       "<g id=\"edge193\" class=\"edge\"><title>192&#45;&gt;193</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9356.41,-341.907C9354.67,-331.204 9352.79,-319.615 9351.03,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9354.44,-307.977 9349.39,-298.667 9347.53,-309.099 9354.44,-307.977\"/>\r\n",
       "</g>\r\n",
       "<!-- 194 -->\r\n",
       "<g id=\"node195\" class=\"node\"><title>194</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M9529,-306C9529,-306 9425,-306 9425,-306 9419,-306 9413,-300 9413,-294 9413,-294 9413,-235 9413,-235 9413,-229 9419,-223 9425,-223 9425,-223 9529,-223 9529,-223 9535,-223 9541,-229 9541,-235 9541,-235 9541,-294 9541,-294 9541,-300 9535,-306 9529,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9437.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V74 ≤ 0.077</text>\r\n",
       "<text text-anchor=\"start\" x=\"9439.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\r\n",
       "<text text-anchor=\"start\" x=\"9433.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"start\" x=\"9432.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9421\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 192&#45;&gt;194 -->\r\n",
       "<g id=\"edge194\" class=\"edge\"><title>192&#45;&gt;194</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9402.55,-341.907C9411.57,-332.651 9421.24,-322.732 9430.51,-313.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9433.05,-315.626 9437.52,-306.021 9428.03,-310.741 9433.05,-315.626\"/>\r\n",
       "</g>\r\n",
       "<!-- 195 -->\r\n",
       "<g id=\"node196\" class=\"node\"><title>195</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9449,-179.5C9449,-179.5 9371,-179.5 9371,-179.5 9365,-179.5 9359,-173.5 9359,-167.5 9359,-167.5 9359,-123.5 9359,-123.5 9359,-117.5 9365,-111.5 9371,-111.5 9371,-111.5 9449,-111.5 9449,-111.5 9455,-111.5 9461,-117.5 9461,-123.5 9461,-123.5 9461,-167.5 9461,-167.5 9461,-173.5 9455,-179.5 9449,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9381\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9370.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9369.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9367\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 194&#45;&gt;195 -->\r\n",
       "<g id=\"edge195\" class=\"edge\"><title>194&#45;&gt;195</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9453.75,-222.907C9447.37,-211.763 9440.44,-199.658 9434.02,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9437,-186.606 9428.99,-179.667 9430.93,-190.084 9437,-186.606\"/>\r\n",
       "</g>\r\n",
       "<!-- 196 -->\r\n",
       "<g id=\"node197\" class=\"node\"><title>196</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M9595,-187C9595,-187 9491,-187 9491,-187 9485,-187 9479,-181 9479,-175 9479,-175 9479,-116 9479,-116 9479,-110 9485,-104 9491,-104 9491,-104 9595,-104 9595,-104 9601,-104 9607,-110 9607,-116 9607,-116 9607,-175 9607,-175 9607,-181 9601,-187 9595,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9490.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card1 ≤ 16010.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9505.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"start\" x=\"9499.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"start\" x=\"9498.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9487\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 194&#45;&gt;196 -->\r\n",
       "<g id=\"edge196\" class=\"edge\"><title>194&#45;&gt;196</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9499.9,-222.907C9504.81,-214.195 9510.06,-204.897 9515.14,-195.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9518.28,-197.45 9520.14,-187.021 9512.18,-194.011 9518.28,-197.45\"/>\r\n",
       "</g>\r\n",
       "<!-- 197 -->\r\n",
       "<g id=\"node198\" class=\"node\"><title>197</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9449,-68C9449,-68 9345,-68 9345,-68 9339,-68 9333,-62 9333,-56 9333,-56 9333,-12 9333,-12 9333,-6 9339,-0 9345,-0 9345,-0 9449,-0 9449,-0 9455,-0 9461,-6 9461,-12 9461,-12 9461,-56 9461,-56 9461,-62 9455,-68 9449,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9368\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9353.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"start\" x=\"9352.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9341\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 196&#45;&gt;197 -->\r\n",
       "<g id=\"edge197\" class=\"edge\"><title>196&#45;&gt;197</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9488.63,-103.726C9475.87,-94.1494 9462.28,-83.9611 9449.59,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9451.5,-71.4996 9441.4,-68.2996 9447.3,-77.0996 9451.5,-71.4996\"/>\r\n",
       "</g>\r\n",
       "<!-- 198 -->\r\n",
       "<g id=\"node199\" class=\"node\"><title>198</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M9595,-68C9595,-68 9491,-68 9491,-68 9485,-68 9479,-62 9479,-56 9479,-56 9479,-12 9479,-12 9479,-6 9485,-0 9491,-0 9491,-0 9595,-0 9595,-0 9601,-0 9607,-6 9607,-12 9607,-12 9607,-56 9607,-56 9607,-62 9601,-68 9595,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9505.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"9503.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"9502.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9487\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 196&#45;&gt;198 -->\r\n",
       "<g id=\"edge198\" class=\"edge\"><title>196&#45;&gt;198</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9543,-103.726C9543,-95.5175 9543,-86.8595 9543,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9546.5,-78.2996 9543,-68.2996 9539.5,-78.2996 9546.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 200 -->\r\n",
       "<g id=\"node201\" class=\"node\"><title>200</title>\r\n",
       "<path fill=\"#43a2e6\" stroke=\"black\" d=\"M9779.5,-425C9779.5,-425 9588.5,-425 9588.5,-425 9582.5,-425 9576.5,-419 9576.5,-413 9576.5,-413 9576.5,-354 9576.5,-354 9576.5,-348 9582.5,-342 9588.5,-342 9588.5,-342 9779.5,-342 9779.5,-342 9785.5,-342 9791.5,-348 9791.5,-354 9791.5,-354 9791.5,-413 9791.5,-413 9791.5,-419 9785.5,-425 9779.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9584.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_mail.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9650.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.09</text>\r\n",
       "<text text-anchor=\"start\" x=\"9640.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 85</text>\r\n",
       "<text text-anchor=\"start\" x=\"9639.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 81]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9641\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 199&#45;&gt;200 -->\r\n",
       "<g id=\"edge200\" class=\"edge\"><title>199&#45;&gt;200</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9602.37,-460.907C9612.35,-451.56 9623.06,-441.538 9633.33,-431.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9635.8,-434.41 9640.71,-425.021 9631.02,-429.299 9635.8,-434.41\"/>\r\n",
       "</g>\r\n",
       "<!-- 209 -->\r\n",
       "<g id=\"node210\" class=\"node\"><title>209</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M10017,-425C10017,-425 9913,-425 9913,-425 9907,-425 9901,-419 9901,-413 9901,-413 9901,-354 9901,-354 9901,-348 9907,-342 9913,-342 9913,-342 10017,-342 10017,-342 10023,-342 10029,-348 10029,-354 10029,-354 10029,-413 10029,-413 10029,-419 10023,-425 10017,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9930\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V294 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9931.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"start\" x=\"9925.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9924.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9909\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 199&#45;&gt;209 -->\r\n",
       "<g id=\"edge209\" class=\"edge\"><title>199&#45;&gt;209</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9611.72,-465.235C9614.8,-463.693 9617.91,-462.266 9621,-461 9696.1,-430.257 9720.8,-442.676 9800,-425 9829.87,-418.333 9862.64,-410.417 9891.04,-403.359\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9892.04,-406.718 9900.89,-400.902 9890.34,-399.926 9892.04,-406.718\"/>\r\n",
       "</g>\r\n",
       "<!-- 201 -->\r\n",
       "<g id=\"node202\" class=\"node\"><title>201</title>\r\n",
       "<path fill=\"#40a1e6\" stroke=\"black\" d=\"M9724.5,-306C9724.5,-306 9643.5,-306 9643.5,-306 9637.5,-306 9631.5,-300 9631.5,-294 9631.5,-294 9631.5,-235 9631.5,-235 9631.5,-229 9637.5,-223 9643.5,-223 9643.5,-223 9724.5,-223 9724.5,-223 9730.5,-223 9736.5,-229 9736.5,-235 9736.5,-235 9736.5,-294 9736.5,-294 9736.5,-300 9730.5,-306 9724.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9649\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V73 ≤ 0.07</text>\r\n",
       "<text text-anchor=\"start\" x=\"9646.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.069</text>\r\n",
       "<text text-anchor=\"start\" x=\"9640.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 84</text>\r\n",
       "<text text-anchor=\"start\" x=\"9639.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 81]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9641\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 200&#45;&gt;201 -->\r\n",
       "<g id=\"edge201\" class=\"edge\"><title>200&#45;&gt;201</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9684,-341.907C9684,-333.649 9684,-324.864 9684,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9687.5,-316.021 9684,-306.021 9680.5,-316.021 9687.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 208 -->\r\n",
       "<g id=\"node209\" class=\"node\"><title>208</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9871,-298.5C9871,-298.5 9767,-298.5 9767,-298.5 9761,-298.5 9755,-292.5 9755,-286.5 9755,-286.5 9755,-242.5 9755,-242.5 9755,-236.5 9761,-230.5 9767,-230.5 9767,-230.5 9871,-230.5 9871,-230.5 9877,-230.5 9883,-236.5 9883,-242.5 9883,-242.5 9883,-286.5 9883,-286.5 9883,-292.5 9877,-298.5 9871,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9790\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9779.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9778.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9763\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 200&#45;&gt;208 -->\r\n",
       "<g id=\"edge208\" class=\"edge\"><title>200&#45;&gt;208</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9730.84,-341.907C9744.46,-330.101 9759.33,-317.217 9772.9,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9775.47,-307.861 9780.73,-298.667 9770.88,-302.571 9775.47,-307.861\"/>\r\n",
       "</g>\r\n",
       "<!-- 202 -->\r\n",
       "<g id=\"node203\" class=\"node\"><title>202</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M9803,-187C9803,-187 9637,-187 9637,-187 9631,-187 9625,-181 9625,-175 9625,-175 9625,-116 9625,-116 9625,-110 9631,-104 9637,-104 9637,-104 9803,-104 9803,-104 9809,-104 9815,-110 9815,-116 9815,-116 9815,-175 9815,-175 9815,-181 9809,-187 9803,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9633\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionID ≤ 3430033.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9682.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"9680.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"9679.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9677\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 201&#45;&gt;202 -->\r\n",
       "<g id=\"edge202\" class=\"edge\"><title>201&#45;&gt;202</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9696.49,-222.907C9699.09,-214.468 9701.85,-205.477 9704.54,-196.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9707.94,-197.608 9707.53,-187.021 9701.25,-195.549 9707.94,-197.608\"/>\r\n",
       "</g>\r\n",
       "<!-- 205 -->\r\n",
       "<g id=\"node206\" class=\"node\"><title>205</title>\r\n",
       "<path fill=\"#3c9ee5\" stroke=\"black\" d=\"M9984.5,-187C9984.5,-187 9903.5,-187 9903.5,-187 9897.5,-187 9891.5,-181 9891.5,-175 9891.5,-175 9891.5,-116 9891.5,-116 9891.5,-110 9897.5,-104 9903.5,-104 9903.5,-104 9984.5,-104 9984.5,-104 9990.5,-104 9996.5,-110 9996.5,-116 9996.5,-116 9996.5,-175 9996.5,-175 9996.5,-181 9990.5,-187 9984.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9908.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C8 ≤ 691.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9906.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.025</text>\r\n",
       "<text text-anchor=\"start\" x=\"9900.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\r\n",
       "<text text-anchor=\"start\" x=\"9899.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 77]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9901\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 201&#45;&gt;205 -->\r\n",
       "<g id=\"edge205\" class=\"edge\"><title>201&#45;&gt;205</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9736.66,-228.058C9739.78,-226.283 9742.91,-224.583 9746,-223 9789.93,-200.482 9842.1,-180.584 9881.86,-166.729\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9883.11,-169.998 9891.43,-163.427 9880.83,-163.38 9883.11,-169.998\"/>\r\n",
       "</g>\r\n",
       "<!-- 203 -->\r\n",
       "<g id=\"node204\" class=\"node\"><title>203</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9715,-68C9715,-68 9637,-68 9637,-68 9631,-68 9625,-62 9625,-56 9625,-56 9625,-12 9625,-12 9625,-6 9631,-0 9637,-0 9637,-0 9715,-0 9715,-0 9721,-0 9727,-6 9727,-12 9727,-12 9727,-56 9727,-56 9727,-62 9721,-68 9715,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9647\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9636.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"9635.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9633\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 202&#45;&gt;203 -->\r\n",
       "<g id=\"edge203\" class=\"edge\"><title>202&#45;&gt;203</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9703.62,-103.726C9700.21,-95.2439 9696.61,-86.2819 9693.17,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9696.36,-76.2735 9689.38,-68.2996 9689.86,-78.8835 9696.36,-76.2735\"/>\r\n",
       "</g>\r\n",
       "<!-- 204 -->\r\n",
       "<g id=\"node205\" class=\"node\"><title>204</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9861,-68C9861,-68 9757,-68 9757,-68 9751,-68 9745,-62 9745,-56 9745,-56 9745,-12 9745,-12 9745,-6 9751,-0 9757,-0 9757,-0 9861,-0 9861,-0 9867,-0 9873,-6 9873,-12 9873,-12 9873,-56 9873,-56 9873,-62 9867,-68 9861,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9780\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9769.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"9768.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9753\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 202&#45;&gt;204 -->\r\n",
       "<g id=\"edge204\" class=\"edge\"><title>202&#45;&gt;204</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9753.14,-103.726C9760.48,-94.6966 9768.26,-85.1235 9775.61,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9778.34,-78.2672 9781.93,-68.2996 9772.91,-73.8521 9778.34,-78.2672\"/>\r\n",
       "</g>\r\n",
       "<!-- 206 -->\r\n",
       "<g id=\"node207\" class=\"node\"><title>206</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9984.5,-68C9984.5,-68 9903.5,-68 9903.5,-68 9897.5,-68 9891.5,-62 9891.5,-56 9891.5,-56 9891.5,-12 9891.5,-12 9891.5,-6 9897.5,-0 9903.5,-0 9903.5,-0 9984.5,-0 9984.5,-0 9990.5,-0 9996.5,-6 9996.5,-12 9996.5,-12 9996.5,-56 9996.5,-56 9996.5,-62 9990.5,-68 9984.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9915\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9900.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 74</text>\r\n",
       "<text text-anchor=\"start\" x=\"9899.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 74]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9901\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 205&#45;&gt;206 -->\r\n",
       "<g id=\"edge206\" class=\"edge\"><title>205&#45;&gt;206</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9944,-103.726C9944,-95.5175 9944,-86.8595 9944,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9947.5,-78.2996 9944,-68.2996 9940.5,-78.2996 9947.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 207 -->\r\n",
       "<g id=\"node208\" class=\"node\"><title>207</title>\r\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M10105,-68C10105,-68 10027,-68 10027,-68 10021,-68 10015,-62 10015,-56 10015,-56 10015,-12 10015,-12 10015,-6 10021,-0 10027,-0 10027,-0 10105,-0 10105,-0 10111,-0 10117,-6 10117,-12 10117,-12 10117,-56 10117,-56 10117,-62 10111,-68 10105,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"10028.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\r\n",
       "<text text-anchor=\"start\" x=\"10026.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"10025.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"10023\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 205&#45;&gt;207 -->\r\n",
       "<g id=\"edge207\" class=\"edge\"><title>205&#45;&gt;207</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9989.43,-103.726C9999.9,-94.3318 10011,-84.349 10021.4,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10023.8,-77.5839 10028.9,-68.2996 10019.1,-72.3744 10023.8,-77.5839\"/>\r\n",
       "</g>\r\n",
       "<!-- 210 -->\r\n",
       "<g id=\"node211\" class=\"node\"><title>210</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10017,-298.5C10017,-298.5 9913,-298.5 9913,-298.5 9907,-298.5 9901,-292.5 9901,-286.5 9901,-286.5 9901,-242.5 9901,-242.5 9901,-236.5 9907,-230.5 9913,-230.5 9913,-230.5 10017,-230.5 10017,-230.5 10023,-230.5 10029,-236.5 10029,-242.5 10029,-242.5 10029,-286.5 10029,-286.5 10029,-292.5 10023,-298.5 10017,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9936\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9925.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"9924.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9909\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 209&#45;&gt;210 -->\r\n",
       "<g id=\"edge210\" class=\"edge\"><title>209&#45;&gt;210</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9965,-341.907C9965,-331.204 9965,-319.615 9965,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9968.5,-308.667 9965,-298.667 9961.5,-308.667 9968.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 211 -->\r\n",
       "<g id=\"node212\" class=\"node\"><title>211</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10137,-298.5C10137,-298.5 10059,-298.5 10059,-298.5 10053,-298.5 10047,-292.5 10047,-286.5 10047,-286.5 10047,-242.5 10047,-242.5 10047,-236.5 10053,-230.5 10059,-230.5 10059,-230.5 10137,-230.5 10137,-230.5 10143,-230.5 10149,-236.5 10149,-242.5 10149,-242.5 10149,-286.5 10149,-286.5 10149,-292.5 10143,-298.5 10137,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"10069\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"10058.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"10057.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"10055\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 209&#45;&gt;211 -->\r\n",
       "<g id=\"edge211\" class=\"edge\"><title>209&#45;&gt;211</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10011.1,-341.907C10024.6,-330.101 10039.2,-317.217 10052.6,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10055.1,-307.9 10060.3,-298.667 10050.5,-302.644 10055.1,-307.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 213 -->\r\n",
       "<g id=\"node214\" class=\"node\"><title>213</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9746,-536.5C9746,-536.5 9642,-536.5 9642,-536.5 9636,-536.5 9630,-530.5 9630,-524.5 9630,-524.5 9630,-480.5 9630,-480.5 9630,-474.5 9636,-468.5 9642,-468.5 9642,-468.5 9746,-468.5 9746,-468.5 9752,-468.5 9758,-474.5 9758,-480.5 9758,-480.5 9758,-524.5 9758,-524.5 9758,-530.5 9752,-536.5 9746,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9665\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9650.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"9649.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9638\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 212&#45;&gt;213 -->\r\n",
       "<g id=\"edge213\" class=\"edge\"><title>212&#45;&gt;213</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9694,-579.907C9694,-569.204 9694,-557.615 9694,-546.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9697.5,-546.667 9694,-536.667 9690.5,-546.667 9697.5,-546.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 214 -->\r\n",
       "<g id=\"node215\" class=\"node\"><title>214</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9866,-536.5C9866,-536.5 9788,-536.5 9788,-536.5 9782,-536.5 9776,-530.5 9776,-524.5 9776,-524.5 9776,-480.5 9776,-480.5 9776,-474.5 9782,-468.5 9788,-468.5 9788,-468.5 9866,-468.5 9866,-468.5 9872,-468.5 9878,-474.5 9878,-480.5 9878,-480.5 9878,-524.5 9878,-524.5 9878,-530.5 9872,-536.5 9866,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9798\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9787.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9786.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9784\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 212&#45;&gt;214 -->\r\n",
       "<g id=\"edge214\" class=\"edge\"><title>212&#45;&gt;214</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9740.14,-579.907C9753.57,-568.101 9768.21,-555.217 9781.59,-543.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9784.1,-545.9 9789.3,-536.667 9779.48,-540.644 9784.1,-545.9\"/>\r\n",
       "</g>\r\n",
       "</g>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x209f1a8d208>"
      ]
     },
     "execution_count": 54,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Visualizing the decision tree initially- load visualization libraries\n",
    "from sklearn.tree import export_graphviz\n",
    "import graphviz\n",
    "dot_data = tree.export_graphviz(dt, out_file=None, \n",
    "                    feature_names=final_tr.columns,  \n",
    "                      class_names=['No_Fraud','Fraud'],  \n",
    "                      filled=True, rounded=True,  \n",
    "                      special_characters=True)  \n",
    "graph = graphviz.Source(dot_data)  \n",
    "graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1xct0HAZjsiL"
   },
   "source": [
    "## Part 2: Handling Class Imbalance\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7DBVxonajsiM"
   },
   "source": [
    "### What is class imbalance?\n",
    "Class imbalance in classification problem is too less data points of one class compared to another class we are trying to predict. It leads to machine to learn too much of the dominant class and too less about the minority class!\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "o0DNL0G7jsiM"
   },
   "source": [
    "\n",
    "\n",
    "###  Let us use data from step 2 (one hot encoded), use SMOTE and resample data "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ofISOF41jsiM"
   },
   "source": [
    "## SMOTE: Synthetic Minority Oversampling Technique"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "aJ7iRyunjsiN"
   },
   "source": [
    "We can update the example to first oversample the minority class to have 20 percent the number of examples of the majority class (here about 8k), then use random undersampling to reduce the number of examples in the majority class. But we are NOT undersampling majority class as this worked best for this case and we will see the results later!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "t4qHTxEkjsiN"
   },
   "source": [
    "\n",
    "###  How to apply SMOTE oversampling and undersampling technique?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9ZioRprxjsiN",
    "outputId": "ee3f0353-c71d-407c-c604-d79fa9c74c38",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original dataset shape Counter({0: 39944, 1: 1393})\n",
      "Resampled dataset shape Counter({0: 39944, 1: 7988})\n"
     ]
    }
   ],
   "source": [
    "#Libraries and functions to load for class imbalance\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "from imblearn.pipeline import Pipeline\n",
    "\n",
    "\n",
    "over = SMOTE(sampling_strategy=0.2,random_state=2) # \n",
    "#under = RandomUnderSampler(sampling_strategy=0.2) : we are avoid under sampling of non fraud data, to avoid removing data: this worked well in this case!\n",
    "steps = [('o', over)] # only do oversampling\n",
    "pipeline = Pipeline(steps=steps)\n",
    "X_res, y_res = pipeline.fit_resample(xTrain_dummy, yTrain)\n",
    "\n",
    "\n",
    "print('Original dataset shape %s' % Counter(yTrain))\n",
    "print('Resampled dataset shape %s' % Counter(y_res))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zh1lWCpwjsiP"
   },
   "source": [
    "### As you see in the above output, the dataset originally had just 1393 fraud cases and arodun 40k non fraud transactions.\n",
    "### Now thanks to oversampling via SMOTE, we have  number of fraud and non-fraud cases in the ratio 1:5 and are relatively balanced information for model to learn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Uykco9cnjsiQ"
   },
   "source": [
    "### Now let us use SMOTE'd data for training a decsision tree classifier on it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rHHuIaI9jsiQ",
    "outputId": "e6eef542-112e-4586-9aeb-9ad4712b3771"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0  TransactionID  TransactionDT  TransactionAmt  card1  card2  \\\n",
      "0       71646        3058646        1612658          46.500   7861  494.0   \n",
      "1      482434        3469434       12533197          20.950  10748  455.0   \n",
      "2      315515        3302515        7855766         139.117   4606  141.0   \n",
      "3       23196        3010196         595984         280.330   4141  404.0   \n",
      "4      301879        3288879        7447462         186.610  13266  321.0   \n",
      "\n",
      "   card3  card5       addr1      addr2  ...  P_emaildomain_web.de  \\\n",
      "0  150.0  226.0  299.000000  87.000000  ...                     0   \n",
      "1  150.0  195.0  337.000000  87.000000  ...                     0   \n",
      "2  185.0  137.0  290.763705  86.802851  ...                     0   \n",
      "3  150.0  102.0  327.000000  87.000000  ...                     0   \n",
      "4  150.0  226.0  158.000000  87.000000  ...                     0   \n",
      "\n",
      "   P_emaildomain_windstream.net  P_emaildomain_yahoo.co.jp  \\\n",
      "0                             0                          0   \n",
      "1                             0                          0   \n",
      "2                             0                          0   \n",
      "3                             0                          0   \n",
      "4                             0                          0   \n",
      "\n",
      "   P_emaildomain_yahoo.co.uk  P_emaildomain_yahoo.com  \\\n",
      "0                          0                        0   \n",
      "1                          0                        0   \n",
      "2                          0                        0   \n",
      "3                          0                        0   \n",
      "4                          0                        0   \n",
      "\n",
      "   P_emaildomain_yahoo.com.mx  P_emaildomain_yahoo.de  P_emaildomain_yahoo.es  \\\n",
      "0                           0                       0                       0   \n",
      "1                           0                       0                       0   \n",
      "2                           0                       0                       0   \n",
      "3                           0                       0                       0   \n",
      "4                           0                       0                       0   \n",
      "\n",
      "   P_emaildomain_yahoo.fr  P_emaildomain_ymail.com  \n",
      "0                       0                        0  \n",
      "1                       0                        0  \n",
      "2                       0                        0  \n",
      "3                       0                        0  \n",
      "4                       0                        0  \n",
      "\n",
      "[5 rows x 246 columns]\n"
     ]
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "#scaled_tr_res = preprocessing.StandardScaler().fit_transform(X_res)\n",
    "final_tr_res = pd.DataFrame(data=X_res)\n",
    "final_tr_res.columns= xTrain_dummy.columns\n",
    "final_tr_res\n",
    "print(final_tr_res.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UuRDkPyZjsiS",
    "outputId": "8803a3bd-75d1-4717-fddd-324e80b78c88"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9259945985902591 {'max_depth': 8}\n"
     ]
    }
   ],
   "source": [
    "## Decision Tree using grid search CV\n",
    "from sklearn import tree\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "parameters = {'max_depth':range(3,20)}\n",
    "clf = GridSearchCV(tree.DecisionTreeClassifier(), parameters, n_jobs=4,cv=5,scoring = 'roc_auc')\n",
    "clf.fit(X=final_tr_res, y=y_res)\n",
    "dt_smote = clf.best_estimator_  #final decision tree!\n",
    "print (clf.best_score_, clf.best_params_) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HneC-25cjsiV"
   },
   "source": [
    "## As you see in best score for both models earlier, there is an increased performance on resampled data after handling class imbalance. But let us now judge early! Let us judge by the performance on the unseen test data which we separated earlier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0Apckpd7jsiV"
   },
   "source": [
    "## See the tree for yourself- tree with SMOTE'd data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PVZmt-HfjsiW",
    "outputId": "ad7ae761-d3dd-4c74-b009-b979f2818fa0"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n",
       " -->\r\n",
       "<!-- Title: Tree Pages: 1 -->\r\n",
       "<svg width=\"10157pt\" height=\"1028pt\"\r\n",
       " viewBox=\"0.00 0.00 10157.00 1028.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 1024)\">\r\n",
       "<title>Tree</title>\r\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-1024 10153,-1024 10153,4 -4,4\"/>\r\n",
       "<!-- 0 -->\r\n",
       "<g id=\"node1\" class=\"node\"><title>0</title>\r\n",
       "<path fill=\"#e68540\" stroke=\"black\" d=\"M6653.5,-1020C6653.5,-1020 6522.5,-1020 6522.5,-1020 6516.5,-1020 6510.5,-1014 6510.5,-1008 6510.5,-1008 6510.5,-949 6510.5,-949 6510.5,-943 6516.5,-937 6522.5,-937 6522.5,-937 6653.5,-937 6653.5,-937 6659.5,-937 6665.5,-943 6665.5,-949 6665.5,-949 6665.5,-1008 6665.5,-1008 6665.5,-1014 6659.5,-1020 6653.5,-1020\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6556.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C12 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6550.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.065</text>\r\n",
       "<text text-anchor=\"start\" x=\"6532\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41337</text>\r\n",
       "<text text-anchor=\"start\" x=\"6518.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39944, 1393]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6532\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 1 -->\r\n",
       "<g id=\"node2\" class=\"node\"><title>1</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M5926.5,-901C5926.5,-901 5795.5,-901 5795.5,-901 5789.5,-901 5783.5,-895 5783.5,-889 5783.5,-889 5783.5,-830 5783.5,-830 5783.5,-824 5789.5,-818 5795.5,-818 5795.5,-818 5926.5,-818 5926.5,-818 5932.5,-818 5938.5,-824 5938.5,-830 5938.5,-830 5938.5,-889 5938.5,-889 5938.5,-895 5932.5,-901 5926.5,-901\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5830\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V87 ≤ 3.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5823.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.057</text>\r\n",
       "<text text-anchor=\"start\" x=\"5805\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40882</text>\r\n",
       "<text text-anchor=\"start\" x=\"5791.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39691, 1191]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5805\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 0&#45;&gt;1 -->\r\n",
       "<g id=\"edge1\" class=\"edge\"><title>0&#45;&gt;1</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6510.2,-964.979C6373.64,-943.002 6091.76,-897.637 5948.58,-874.595\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5948.95,-871.109 5938.52,-872.975 5947.83,-878.02 5948.95,-871.109\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5953.16\" y=\"-889.537\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">True</text>\r\n",
       "</g>\r\n",
       "<!-- 126 -->\r\n",
       "<g id=\"node127\" class=\"node\"><title>126</title>\r\n",
       "<path fill=\"#fae6d7\" stroke=\"black\" d=\"M7382,-901C7382,-901 7276,-901 7276,-901 7270,-901 7264,-895 7264,-889 7264,-889 7264,-830 7264,-830 7264,-824 7270,-818 7276,-818 7276,-818 7382,-818 7382,-818 7388,-818 7394,-824 7394,-830 7394,-830 7394,-889 7394,-889 7394,-895 7388,-901 7382,-901\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7289.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V86 ≤ 1.032</text>\r\n",
       "<text text-anchor=\"start\" x=\"7291.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.494</text>\r\n",
       "<text text-anchor=\"start\" x=\"7281.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 455</text>\r\n",
       "<text text-anchor=\"start\" x=\"7272\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [253, 202]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7273\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 0&#45;&gt;126 -->\r\n",
       "<g id=\"edge126\" class=\"edge\"><title>0&#45;&gt;126</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6665.55,-965.255C6808.71,-942.651 7112.74,-894.646 7253.98,-872.345\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7254.53,-875.801 7263.86,-870.785 7253.44,-868.887 7254.53,-875.801\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7249.16\" y=\"-887.303\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\r\n",
       "</g>\r\n",
       "<!-- 2 -->\r\n",
       "<g id=\"node3\" class=\"node\"><title>2</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M3717.5,-782C3717.5,-782 3586.5,-782 3586.5,-782 3580.5,-782 3574.5,-776 3574.5,-770 3574.5,-770 3574.5,-711 3574.5,-711 3574.5,-705 3580.5,-699 3586.5,-699 3586.5,-699 3717.5,-699 3717.5,-699 3723.5,-699 3729.5,-705 3729.5,-711 3729.5,-711 3729.5,-770 3729.5,-770 3729.5,-776 3723.5,-782 3717.5,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3620.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3614.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.054</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40781</text>\r\n",
       "<text text-anchor=\"start\" x=\"3582.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39650, 1131]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;2 -->\r\n",
       "<g id=\"edge2\" class=\"edge\"><title>1&#45;&gt;2</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5783.35,-854.387C5444.62,-836.446 4097.24,-765.082 3739.55,-746.137\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3739.68,-742.639 3729.51,-745.606 3739.31,-749.63 3739.68,-742.639\"/>\r\n",
       "</g>\r\n",
       "<!-- 99 -->\r\n",
       "<g id=\"node100\" class=\"node\"><title>99</title>\r\n",
       "<path fill=\"#c0e0f7\" stroke=\"black\" d=\"M5905.5,-782C5905.5,-782 5816.5,-782 5816.5,-782 5810.5,-782 5804.5,-776 5804.5,-770 5804.5,-770 5804.5,-711 5804.5,-711 5804.5,-705 5810.5,-699 5816.5,-699 5816.5,-699 5905.5,-699 5905.5,-699 5911.5,-699 5917.5,-705 5917.5,-711 5917.5,-711 5917.5,-770 5917.5,-770 5917.5,-776 5911.5,-782 5905.5,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5817\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card3 ≤ 173.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5823.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.482</text>\r\n",
       "<text text-anchor=\"start\" x=\"5813.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\r\n",
       "<text text-anchor=\"start\" x=\"5812.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 60]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5818\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;99 -->\r\n",
       "<g id=\"edge99\" class=\"edge\"><title>1&#45;&gt;99</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5861,-817.907C5861,-809.649 5861,-800.864 5861,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5864.5,-792.021 5861,-782.021 5857.5,-792.021 5864.5,-792.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 3 -->\r\n",
       "<g id=\"node4\" class=\"node\"><title>3</title>\r\n",
       "<path fill=\"#e99254\" stroke=\"black\" d=\"M2487,-663C2487,-663 2373,-663 2373,-663 2367,-663 2361,-657 2361,-651 2361,-651 2361,-592 2361,-592 2361,-586 2367,-580 2373,-580 2373,-580 2487,-580 2487,-580 2493,-580 2499,-586 2499,-592 2499,-592 2499,-651 2499,-651 2499,-657 2493,-663 2487,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2402.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2392.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.212</text>\r\n",
       "<text text-anchor=\"start\" x=\"2378.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2509</text>\r\n",
       "<text text-anchor=\"start\" x=\"2369\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2206, 303]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2374\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 2&#45;&gt;3 -->\r\n",
       "<g id=\"edge3\" class=\"edge\"><title>2&#45;&gt;3</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3574.17,-732.048C3354.49,-711.015 2731.26,-651.345 2509.53,-630.114\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2509.56,-626.602 2499.28,-629.133 2508.9,-633.57 2509.56,-626.602\"/>\r\n",
       "</g>\r\n",
       "<!-- 48 -->\r\n",
       "<g id=\"node49\" class=\"node\"><title>48</title>\r\n",
       "<path fill=\"#e6843d\" stroke=\"black\" d=\"M3713,-663C3713,-663 3591,-663 3591,-663 3585,-663 3579,-657 3579,-651 3579,-651 3579,-592 3579,-592 3579,-586 3585,-580 3591,-580 3591,-580 3713,-580 3713,-580 3719,-580 3725,-586 3725,-592 3725,-592 3725,-651 3725,-651 3725,-657 3719,-663 3713,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3617\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V283 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3614.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.042</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38272</text>\r\n",
       "<text text-anchor=\"start\" x=\"3587\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37444, 828]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3596\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 2&#45;&gt;48 -->\r\n",
       "<g id=\"edge48\" class=\"edge\"><title>2&#45;&gt;48</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3652,-698.907C3652,-690.649 3652,-681.864 3652,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3655.5,-673.021 3652,-663.021 3648.5,-673.021 3655.5,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 4 -->\r\n",
       "<g id=\"node5\" class=\"node\"><title>4</title>\r\n",
       "<path fill=\"#e88e4d\" stroke=\"black\" d=\"M1421,-544C1421,-544 1307,-544 1307,-544 1301,-544 1295,-538 1295,-532 1295,-532 1295,-473 1295,-473 1295,-467 1301,-461 1307,-461 1307,-461 1421,-461 1421,-461 1427,-461 1433,-467 1433,-473 1433,-473 1433,-532 1433,-532 1433,-538 1427,-544 1421,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1320\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card3 ≤ 169.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"1326.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.169</text>\r\n",
       "<text text-anchor=\"start\" x=\"1312.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2382</text>\r\n",
       "<text text-anchor=\"start\" x=\"1303\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2160, 222]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1308\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;4 -->\r\n",
       "<g id=\"edge4\" class=\"edge\"><title>3&#45;&gt;4</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2360.88,-612.913C2171.44,-592.121 1644.69,-534.308 1443.51,-512.226\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1443.63,-508.719 1433.31,-511.107 1442.87,-515.678 1443.63,-508.719\"/>\r\n",
       "</g>\r\n",
       "<!-- 33 -->\r\n",
       "<g id=\"node34\" class=\"node\"><title>33</title>\r\n",
       "<path fill=\"#a9d5f4\" stroke=\"black\" d=\"M2474.5,-544C2474.5,-544 2385.5,-544 2385.5,-544 2379.5,-544 2373.5,-538 2373.5,-532 2373.5,-532 2373.5,-473 2373.5,-473 2373.5,-467 2379.5,-461 2385.5,-461 2385.5,-461 2474.5,-461 2474.5,-461 2480.5,-461 2486.5,-467 2486.5,-473 2486.5,-473 2486.5,-532 2486.5,-532 2486.5,-538 2480.5,-544 2474.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2402.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2392.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.462</text>\r\n",
       "<text text-anchor=\"start\" x=\"2382.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 127</text>\r\n",
       "<text text-anchor=\"start\" x=\"2381.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [46, 81]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2387\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;33 -->\r\n",
       "<g id=\"edge33\" class=\"edge\"><title>3&#45;&gt;33</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2430,-579.907C2430,-571.649 2430,-562.864 2430,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2433.5,-554.021 2430,-544.021 2426.5,-554.021 2433.5,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 5 -->\r\n",
       "<g id=\"node6\" class=\"node\"><title>5</title>\r\n",
       "<path fill=\"#e78946\" stroke=\"black\" d=\"M608,-425C608,-425 494,-425 494,-425 488,-425 482,-419 482,-413 482,-413 482,-354 482,-354 482,-348 488,-342 494,-342 494,-342 608,-342 608,-342 614,-342 620,-348 620,-354 620,-354 620,-413 620,-413 620,-419 614,-425 608,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"523.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"513.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.118</text>\r\n",
       "<text text-anchor=\"start\" x=\"499.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1941</text>\r\n",
       "<text text-anchor=\"start\" x=\"490\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1819, 122]</text>\r\n",
       "<text text-anchor=\"start\" x=\"495\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;5 -->\r\n",
       "<g id=\"edge5\" class=\"edge\"><title>4&#45;&gt;5</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1294.68,-491.525C1144.39,-469.895 789.269,-418.79 630.322,-395.915\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"630.537,-392.41 620.14,-394.45 629.54,-399.339 630.537,-392.41\"/>\r\n",
       "</g>\r\n",
       "<!-- 18 -->\r\n",
       "<g id=\"node19\" class=\"node\"><title>18</title>\r\n",
       "<path fill=\"#eda673\" stroke=\"black\" d=\"M1464,-425C1464,-425 1264,-425 1264,-425 1258,-425 1252,-419 1252,-413 1252,-413 1252,-354 1252,-354 1252,-348 1258,-342 1264,-342 1264,-342 1464,-342 1464,-342 1470,-342 1476,-348 1476,-354 1476,-354 1476,-413 1476,-413 1476,-419 1470,-425 1464,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1260\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_gmail.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"1326.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.351</text>\r\n",
       "<text text-anchor=\"start\" x=\"1316.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 441</text>\r\n",
       "<text text-anchor=\"start\" x=\"1307\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [341, 100]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1308\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;18 -->\r\n",
       "<g id=\"edge18\" class=\"edge\"><title>4&#45;&gt;18</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1364,-460.907C1364,-452.649 1364,-443.864 1364,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1367.5,-435.021 1364,-425.021 1360.5,-435.021 1367.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 6 -->\r\n",
       "<g id=\"node7\" class=\"node\"><title>6</title>\r\n",
       "<path fill=\"#e68843\" stroke=\"black\" d=\"M238,-306C238,-306 132,-306 132,-306 126,-306 120,-300 120,-294 120,-294 120,-235 120,-235 120,-229 126,-223 132,-223 132,-223 238,-223 238,-223 244,-223 250,-229 250,-235 250,-235 250,-294 250,-294 250,-300 244,-306 238,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"141\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 101.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"147.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.095</text>\r\n",
       "<text text-anchor=\"start\" x=\"133.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1711</text>\r\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1625, 86]</text>\r\n",
       "<text text-anchor=\"start\" x=\"129\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;6 -->\r\n",
       "<g id=\"edge6\" class=\"edge\"><title>5&#45;&gt;6</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M481.728,-360.356C418.452,-340.128 325.121,-310.293 260.084,-289.502\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"260.89,-286.085 250.299,-286.374 258.759,-292.753 260.89,-286.085\"/>\r\n",
       "</g>\r\n",
       "<!-- 11 -->\r\n",
       "<g id=\"node12\" class=\"node\"><title>11</title>\r\n",
       "<path fill=\"#ea985e\" stroke=\"black\" d=\"M603,-306C603,-306 499,-306 499,-306 493,-306 487,-300 487,-294 487,-294 487,-235 487,-235 487,-229 493,-223 499,-223 499,-223 603,-223 603,-223 609,-223 615,-229 615,-235 615,-235 615,-294 615,-294 615,-300 609,-306 603,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"511.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V33 ≤ 0.066</text>\r\n",
       "<text text-anchor=\"start\" x=\"513.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\r\n",
       "<text text-anchor=\"start\" x=\"503.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 230</text>\r\n",
       "<text text-anchor=\"start\" x=\"498\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [194, 36]</text>\r\n",
       "<text text-anchor=\"start\" x=\"495\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;11 -->\r\n",
       "<g id=\"edge11\" class=\"edge\"><title>5&#45;&gt;11</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M551,-341.907C551,-333.649 551,-324.864 551,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"554.5,-316.021 551,-306.021 547.5,-316.021 554.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 7 -->\r\n",
       "<g id=\"node8\" class=\"node\"><title>7</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M90,-179.5C90,-179.5 12,-179.5 12,-179.5 6,-179.5 0,-173.5 0,-167.5 0,-167.5 0,-123.5 0,-123.5 0,-117.5 6,-111.5 12,-111.5 12,-111.5 90,-111.5 90,-111.5 96,-111.5 102,-117.5 102,-123.5 102,-123.5 102,-167.5 102,-167.5 102,-173.5 96,-179.5 90,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"22\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"11.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"10.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 6&#45;&gt;7 -->\r\n",
       "<g id=\"edge7\" class=\"edge\"><title>6&#45;&gt;7</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M138.509,-222.907C124.987,-211.101 110.231,-198.217 96.7542,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"98.8208,-183.608 88.9861,-179.667 94.2168,-188.881 98.8208,-183.608\"/>\r\n",
       "</g>\r\n",
       "<!-- 8 -->\r\n",
       "<g id=\"node9\" class=\"node\"><title>8</title>\r\n",
       "<path fill=\"#e68843\" stroke=\"black\" d=\"M238,-187C238,-187 132,-187 132,-187 126,-187 120,-181 120,-175 120,-175 120,-116 120,-116 120,-110 126,-104 132,-104 132,-104 238,-104 238,-104 244,-104 250,-110 250,-116 250,-116 250,-175 250,-175 250,-181 244,-187 238,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"141\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card3 ≤ 108.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"147.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.093</text>\r\n",
       "<text text-anchor=\"start\" x=\"133.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1709</text>\r\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1625, 84]</text>\r\n",
       "<text text-anchor=\"start\" x=\"129\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 6&#45;&gt;8 -->\r\n",
       "<g id=\"edge8\" class=\"edge\"><title>6&#45;&gt;8</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M185,-222.907C185,-214.649 185,-205.864 185,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"188.5,-197.021 185,-187.021 181.5,-197.021 188.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 9 -->\r\n",
       "<g id=\"node10\" class=\"node\"><title>9</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M90,-68C90,-68 12,-68 12,-68 6,-68 0,-62 0,-56 0,-56 0,-12 0,-12 0,-6 6,-0 12,-0 12,-0 90,-0 90,-0 96,-0 102,-6 102,-12 102,-12 102,-56 102,-56 102,-62 96,-68 90,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"13.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"11.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"10.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 8&#45;&gt;9 -->\r\n",
       "<g id=\"edge9\" class=\"edge\"><title>8&#45;&gt;9</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M135.103,-103.726C123.495,-94.2406 111.153,-84.1551 99.6021,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"101.708,-71.9171 91.7502,-68.2996 97.279,-77.3375 101.708,-71.9171\"/>\r\n",
       "</g>\r\n",
       "<!-- 10 -->\r\n",
       "<g id=\"node11\" class=\"node\"><title>10</title>\r\n",
       "<path fill=\"#e68743\" stroke=\"black\" d=\"M238,-68C238,-68 132,-68 132,-68 126,-68 120,-62 120,-56 120,-56 120,-12 120,-12 120,-6 126,-0 132,-0 132,-0 238,-0 238,-0 244,-0 250,-6 250,-12 250,-12 250,-56 250,-56 250,-62 244,-68 238,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"147.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.092</text>\r\n",
       "<text text-anchor=\"start\" x=\"133.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1706</text>\r\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1624, 82]</text>\r\n",
       "<text text-anchor=\"start\" x=\"129\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 8&#45;&gt;10 -->\r\n",
       "<g id=\"edge10\" class=\"edge\"><title>8&#45;&gt;10</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M185,-103.726C185,-95.5175 185,-86.8595 185,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"188.5,-78.2996 185,-68.2996 181.5,-78.2996 188.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 12 -->\r\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M530,-187C530,-187 426,-187 426,-187 420,-187 414,-181 414,-175 414,-175 414,-116 414,-116 414,-110 420,-104 426,-104 426,-104 530,-104 530,-104 536,-104 542,-110 542,-116 542,-116 542,-175 542,-175 542,-181 536,-187 530,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"438.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D10 ≤ 524.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"440.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.058</text>\r\n",
       "<text text-anchor=\"start\" x=\"430.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\r\n",
       "<text text-anchor=\"start\" x=\"433.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [98, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"422\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 11&#45;&gt;12 -->\r\n",
       "<g id=\"edge12\" class=\"edge\"><title>11&#45;&gt;12</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M525.673,-222.907C520.181,-214.105 514.315,-204.703 508.643,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"511.545,-193.652 503.282,-187.021 505.606,-197.358 511.545,-193.652\"/>\r\n",
       "</g>\r\n",
       "<!-- 15 -->\r\n",
       "<g id=\"node16\" class=\"node\"><title>15</title>\r\n",
       "<path fill=\"#eeac7d\" stroke=\"black\" d=\"M676,-187C676,-187 572,-187 572,-187 566,-187 560,-181 560,-175 560,-175 560,-116 560,-116 560,-110 566,-104 572,-104 572,-104 676,-104 676,-104 682,-104 688,-110 688,-116 688,-116 688,-175 688,-175 688,-181 682,-187 676,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"589\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V102 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"586.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.381</text>\r\n",
       "<text text-anchor=\"start\" x=\"576.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 129</text>\r\n",
       "<text text-anchor=\"start\" x=\"575.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [96, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"568\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 11&#45;&gt;15 -->\r\n",
       "<g id=\"edge15\" class=\"edge\"><title>11&#45;&gt;15</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M576.327,-222.907C581.819,-214.105 587.685,-204.703 593.357,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"596.394,-197.358 598.718,-187.021 590.455,-193.652 596.394,-197.358\"/>\r\n",
       "</g>\r\n",
       "<!-- 13 -->\r\n",
       "<g id=\"node14\" class=\"node\"><title>13</title>\r\n",
       "<path fill=\"#e6843d\" stroke=\"black\" d=\"M384,-68C384,-68 280,-68 280,-68 274,-68 268,-62 268,-56 268,-56 268,-12 268,-12 268,-6 274,-0 280,-0 280,-0 384,-0 384,-0 390,-0 396,-6 396,-12 396,-12 396,-56 396,-56 396,-62 390,-68 384,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"298.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.04</text>\r\n",
       "<text text-anchor=\"start\" x=\"288.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 99</text>\r\n",
       "<text text-anchor=\"start\" x=\"287.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [97, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"276\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;13 -->\r\n",
       "<g id=\"edge13\" class=\"edge\"><title>12&#45;&gt;13</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M423.635,-103.726C410.866,-94.1494 397.281,-83.9611 384.592,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"386.499,-71.4996 376.399,-68.2996 382.299,-77.0996 386.499,-71.4996\"/>\r\n",
       "</g>\r\n",
       "<!-- 14 -->\r\n",
       "<g id=\"node15\" class=\"node\"><title>14</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M530,-68C530,-68 426,-68 426,-68 420,-68 414,-62 414,-56 414,-56 414,-12 414,-12 414,-6 420,-0 426,-0 426,-0 530,-0 530,-0 536,-0 542,-6 542,-12 542,-12 542,-56 542,-56 542,-62 536,-68 530,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"449\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"438.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"437.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"422\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;14 -->\r\n",
       "<g id=\"edge14\" class=\"edge\"><title>12&#45;&gt;14</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M478,-103.726C478,-95.5175 478,-86.8595 478,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"481.5,-78.2996 478,-68.2996 474.5,-78.2996 481.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 16 -->\r\n",
       "<g id=\"node17\" class=\"node\"><title>16</title>\r\n",
       "<path fill=\"#f5d0b5\" stroke=\"black\" d=\"M676,-68C676,-68 572,-68 572,-68 566,-68 560,-62 560,-56 560,-56 560,-12 560,-12 560,-6 566,-0 572,-0 572,-0 676,-0 676,-0 682,-0 688,-6 688,-12 688,-12 688,-56 688,-56 688,-62 682,-68 676,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"586.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.474</text>\r\n",
       "<text text-anchor=\"start\" x=\"580.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\r\n",
       "<text text-anchor=\"start\" x=\"575.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [43, 27]</text>\r\n",
       "<text text-anchor=\"start\" x=\"568\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 15&#45;&gt;16 -->\r\n",
       "<g id=\"edge16\" class=\"edge\"><title>15&#45;&gt;16</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M624,-103.726C624,-95.5175 624,-86.8595 624,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"627.5,-78.2996 624,-68.2996 620.5,-78.2996 627.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 17 -->\r\n",
       "<g id=\"node18\" class=\"node\"><title>17</title>\r\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M822,-68C822,-68 718,-68 718,-68 712,-68 706,-62 706,-56 706,-56 706,-12 706,-12 706,-6 712,-0 718,-0 718,-0 822,-0 822,-0 828,-0 834,-6 834,-12 834,-12 834,-56 834,-56 834,-62 828,-68 822,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"732.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.183</text>\r\n",
       "<text text-anchor=\"start\" x=\"726.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"start\" x=\"725.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [53, 6]</text>\r\n",
       "<text text-anchor=\"start\" x=\"714\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 15&#45;&gt;17 -->\r\n",
       "<g id=\"edge17\" class=\"edge\"><title>15&#45;&gt;17</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M678.365,-103.726C691.134,-94.1494 704.719,-83.9611 717.408,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"719.701,-77.0996 725.601,-68.2996 715.501,-71.4996 719.701,-77.0996\"/>\r\n",
       "</g>\r\n",
       "<!-- 19 -->\r\n",
       "<g id=\"node20\" class=\"node\"><title>19</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M1290,-306C1290,-306 1186,-306 1186,-306 1180,-306 1174,-300 1174,-294 1174,-294 1174,-235 1174,-235 1174,-229 1180,-223 1186,-223 1186,-223 1290,-223 1290,-223 1296,-223 1302,-229 1302,-235 1302,-235 1302,-294 1302,-294 1302,-300 1296,-306 1290,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1198.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V53 ≤ 0.289</text>\r\n",
       "<text text-anchor=\"start\" x=\"1200.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\r\n",
       "<text text-anchor=\"start\" x=\"1190.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 216</text>\r\n",
       "<text text-anchor=\"start\" x=\"1185\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [189, 27]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1182\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;19 -->\r\n",
       "<g id=\"edge19\" class=\"edge\"><title>18&#45;&gt;19</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1320.28,-341.907C1310.22,-332.56 1299.43,-322.538 1289.08,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1291.35,-310.261 1281.64,-306.021 1286.58,-315.39 1291.35,-310.261\"/>\r\n",
       "</g>\r\n",
       "<!-- 26 -->\r\n",
       "<g id=\"node27\" class=\"node\"><title>26</title>\r\n",
       "<path fill=\"#f1be98\" stroke=\"black\" d=\"M1561,-306C1561,-306 1457,-306 1457,-306 1451,-306 1445,-300 1445,-294 1445,-294 1445,-235 1445,-235 1445,-229 1451,-223 1457,-223 1457,-223 1561,-223 1561,-223 1567,-223 1573,-229 1573,-235 1573,-235 1573,-294 1573,-294 1573,-300 1567,-306 1561,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1469.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V87 ≤ 1.549</text>\r\n",
       "<text text-anchor=\"start\" x=\"1471.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.438</text>\r\n",
       "<text text-anchor=\"start\" x=\"1461.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 225</text>\r\n",
       "<text text-anchor=\"start\" x=\"1456\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [152, 73]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1453\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;26 -->\r\n",
       "<g id=\"edge26\" class=\"edge\"><title>18&#45;&gt;26</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1414.31,-341.907C1426.12,-332.379 1438.79,-322.148 1450.91,-312.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1453.2,-315.024 1458.78,-306.021 1448.8,-309.577 1453.2,-315.024\"/>\r\n",
       "</g>\r\n",
       "<!-- 20 -->\r\n",
       "<g id=\"node21\" class=\"node\"><title>20</title>\r\n",
       "<path fill=\"#e88e4d\" stroke=\"black\" d=\"M1101,-187C1101,-187 997,-187 997,-187 991,-187 985,-181 985,-175 985,-175 985,-116 985,-116 985,-110 991,-104 997,-104 997,-104 1101,-104 1101,-104 1107,-104 1113,-110 1113,-116 1113,-116 1113,-175 1113,-175 1113,-181 1107,-187 1101,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"996\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">addr1 ≤ 377.882</text>\r\n",
       "<text text-anchor=\"start\" x=\"1011.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.169</text>\r\n",
       "<text text-anchor=\"start\" x=\"1001.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 193</text>\r\n",
       "<text text-anchor=\"start\" x=\"996\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [175, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"993\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 19&#45;&gt;20 -->\r\n",
       "<g id=\"edge20\" class=\"edge\"><title>19&#45;&gt;20</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1173.75,-223.726C1157.07,-213.402 1138.99,-202.209 1121.9,-191.631\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1123.42,-188.452 1113.07,-186.164 1119.73,-194.404 1123.42,-188.452\"/>\r\n",
       "</g>\r\n",
       "<!-- 23 -->\r\n",
       "<g id=\"node24\" class=\"node\"><title>23</title>\r\n",
       "<path fill=\"#f6d2b8\" stroke=\"black\" d=\"M1290,-187C1290,-187 1186,-187 1186,-187 1180,-187 1174,-181 1174,-175 1174,-175 1174,-116 1174,-116 1174,-110 1180,-104 1186,-104 1186,-104 1290,-104 1290,-104 1296,-104 1302,-110 1302,-116 1302,-116 1302,-175 1302,-175 1302,-181 1296,-187 1290,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1194\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card2 ≤ 166.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1200.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.476</text>\r\n",
       "<text text-anchor=\"start\" x=\"1194.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"start\" x=\"1193.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1182\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 19&#45;&gt;23 -->\r\n",
       "<g id=\"edge23\" class=\"edge\"><title>19&#45;&gt;23</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1238,-222.907C1238,-214.649 1238,-205.864 1238,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1241.5,-197.021 1238,-187.021 1234.5,-197.021 1241.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 21 -->\r\n",
       "<g id=\"node22\" class=\"node\"><title>21</title>\r\n",
       "<path fill=\"#e88d4c\" stroke=\"black\" d=\"M968,-68C968,-68 864,-68 864,-68 858,-68 852,-62 852,-56 852,-56 852,-12 852,-12 852,-6 858,-0 864,-0 864,-0 968,-0 968,-0 974,-0 980,-6 980,-12 980,-12 980,-56 980,-56 980,-62 974,-68 968,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"878.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.161</text>\r\n",
       "<text text-anchor=\"start\" x=\"868.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 192</text>\r\n",
       "<text text-anchor=\"start\" x=\"863\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [175, 17]</text>\r\n",
       "<text text-anchor=\"start\" x=\"860\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;21 -->\r\n",
       "<g id=\"edge21\" class=\"edge\"><title>20&#45;&gt;21</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M999.476,-103.726C987.954,-94.2406 975.704,-84.1551 964.239,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"966.391,-71.9536 956.446,-68.2996 961.942,-77.3577 966.391,-71.9536\"/>\r\n",
       "</g>\r\n",
       "<!-- 22 -->\r\n",
       "<g id=\"node23\" class=\"node\"><title>22</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1088,-68C1088,-68 1010,-68 1010,-68 1004,-68 998,-62 998,-56 998,-56 998,-12 998,-12 998,-6 1004,-0 1010,-0 1010,-0 1088,-0 1088,-0 1094,-0 1100,-6 1100,-12 1100,-12 1100,-56 1100,-56 1100,-62 1094,-68 1088,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1020\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1009.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"1008.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1006\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;22 -->\r\n",
       "<g id=\"edge22\" class=\"edge\"><title>20&#45;&gt;22</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1049,-103.726C1049,-95.5175 1049,-86.8595 1049,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1052.5,-78.2996 1049,-68.2996 1045.5,-78.2996 1052.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 24 -->\r\n",
       "<g id=\"node25\" class=\"node\"><title>24</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1208,-68C1208,-68 1130,-68 1130,-68 1124,-68 1118,-62 1118,-56 1118,-56 1118,-12 1118,-12 1118,-6 1124,-0 1130,-0 1130,-0 1208,-0 1208,-0 1214,-0 1220,-6 1220,-12 1220,-12 1220,-56 1220,-56 1220,-62 1214,-68 1208,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1140\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1129.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"1128.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1126\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 23&#45;&gt;24 -->\r\n",
       "<g id=\"edge24\" class=\"edge\"><title>23&#45;&gt;24</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1212.31,-103.726C1206.79,-94.9703 1200.95,-85.7032 1195.41,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1198.28,-74.8941 1189.98,-68.2996 1192.35,-78.6259 1198.28,-74.8941\"/>\r\n",
       "</g>\r\n",
       "<!-- 25 -->\r\n",
       "<g id=\"node26\" class=\"node\"><title>25</title>\r\n",
       "<path fill=\"#eca572\" stroke=\"black\" d=\"M1354,-68C1354,-68 1250,-68 1250,-68 1244,-68 1238,-62 1238,-56 1238,-56 1238,-12 1238,-12 1238,-6 1244,-0 1250,-0 1250,-0 1354,-0 1354,-0 1360,-0 1366,-6 1366,-12 1366,-12 1366,-56 1366,-56 1366,-62 1360,-68 1354,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1264.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\r\n",
       "<text text-anchor=\"start\" x=\"1258.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"start\" x=\"1257.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1246\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 23&#45;&gt;25 -->\r\n",
       "<g id=\"edge25\" class=\"edge\"><title>23&#45;&gt;25</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1261.83,-103.726C1266.9,-95.0615 1272.25,-85.8962 1277.35,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1280.51,-78.6992 1282.54,-68.2996 1274.47,-75.167 1280.51,-78.6992\"/>\r\n",
       "</g>\r\n",
       "<!-- 27 -->\r\n",
       "<g id=\"node28\" class=\"node\"><title>27</title>\r\n",
       "<path fill=\"#efb083\" stroke=\"black\" d=\"M1580.5,-187C1580.5,-187 1437.5,-187 1437.5,-187 1431.5,-187 1425.5,-181 1425.5,-175 1425.5,-175 1425.5,-116 1425.5,-116 1425.5,-110 1431.5,-104 1437.5,-104 1437.5,-104 1580.5,-104 1580.5,-104 1586.5,-104 1592.5,-110 1592.5,-116 1592.5,-116 1592.5,-175 1592.5,-175 1592.5,-181 1586.5,-187 1580.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1433.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 31.39</text>\r\n",
       "<text text-anchor=\"start\" x=\"1471.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.395</text>\r\n",
       "<text text-anchor=\"start\" x=\"1461.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 192</text>\r\n",
       "<text text-anchor=\"start\" x=\"1456\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [140, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1453\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 26&#45;&gt;27 -->\r\n",
       "<g id=\"edge27\" class=\"edge\"><title>26&#45;&gt;27</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1509,-222.907C1509,-214.649 1509,-205.864 1509,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1512.5,-197.021 1509,-187.021 1505.5,-197.021 1512.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 30 -->\r\n",
       "<g id=\"node31\" class=\"node\"><title>30</title>\r\n",
       "<path fill=\"#aad5f4\" stroke=\"black\" d=\"M1773.5,-187C1773.5,-187 1684.5,-187 1684.5,-187 1678.5,-187 1672.5,-181 1672.5,-175 1672.5,-175 1672.5,-116 1672.5,-116 1672.5,-110 1678.5,-104 1684.5,-104 1684.5,-104 1773.5,-104 1773.5,-104 1779.5,-104 1785.5,-110 1785.5,-116 1785.5,-116 1785.5,-175 1785.5,-175 1785.5,-181 1779.5,-187 1773.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1681.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V318 ≤ 86.899</text>\r\n",
       "<text text-anchor=\"start\" x=\"1691.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.463</text>\r\n",
       "<text text-anchor=\"start\" x=\"1685.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"1680.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1686\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 26&#45;&gt;30 -->\r\n",
       "<g id=\"edge30\" class=\"edge\"><title>26&#45;&gt;30</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1573.22,-229.344C1601.49,-214.311 1634.67,-196.668 1663.12,-181.535\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1665,-184.502 1672.18,-176.717 1661.71,-178.322 1665,-184.502\"/>\r\n",
       "</g>\r\n",
       "<!-- 28 -->\r\n",
       "<g id=\"node29\" class=\"node\"><title>28</title>\r\n",
       "<path fill=\"#ea985e\" stroke=\"black\" d=\"M1500,-68C1500,-68 1396,-68 1396,-68 1390,-68 1384,-62 1384,-56 1384,-56 1384,-12 1384,-12 1384,-6 1390,-0 1396,-0 1396,-0 1500,-0 1500,-0 1506,-0 1512,-6 1512,-12 1512,-12 1512,-56 1512,-56 1512,-62 1506,-68 1500,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1410.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\r\n",
       "<text text-anchor=\"start\" x=\"1404.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\r\n",
       "<text text-anchor=\"start\" x=\"1399.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [81, 15]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1392\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 27&#45;&gt;28 -->\r\n",
       "<g id=\"edge28\" class=\"edge\"><title>27&#45;&gt;28</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1486.29,-103.726C1481.46,-95.0615 1476.35,-85.8962 1471.5,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1474.47,-75.3322 1466.55,-68.2996 1468.36,-78.7389 1474.47,-75.3322\"/>\r\n",
       "</g>\r\n",
       "<!-- 29 -->\r\n",
       "<g id=\"node30\" class=\"node\"><title>29</title>\r\n",
       "<path fill=\"#f5d0b5\" stroke=\"black\" d=\"M1646,-68C1646,-68 1542,-68 1542,-68 1536,-68 1530,-62 1530,-56 1530,-56 1530,-12 1530,-12 1530,-6 1536,-0 1542,-0 1542,-0 1646,-0 1646,-0 1652,-0 1658,-6 1658,-12 1658,-12 1658,-56 1658,-56 1658,-62 1652,-68 1646,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1556.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.474</text>\r\n",
       "<text text-anchor=\"start\" x=\"1550.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\r\n",
       "<text text-anchor=\"start\" x=\"1545.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 37]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1538\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 27&#45;&gt;29 -->\r\n",
       "<g id=\"edge29\" class=\"edge\"><title>27&#45;&gt;29</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1540.65,-103.726C1547.59,-94.7878 1554.94,-85.3168 1561.9,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1564.78,-78.3451 1568.15,-68.2996 1559.25,-74.0528 1564.78,-78.3451\"/>\r\n",
       "</g>\r\n",
       "<!-- 31 -->\r\n",
       "<g id=\"node32\" class=\"node\"><title>31</title>\r\n",
       "<path fill=\"#8ec7f0\" stroke=\"black\" d=\"M1769.5,-68C1769.5,-68 1688.5,-68 1688.5,-68 1682.5,-68 1676.5,-62 1676.5,-56 1676.5,-56 1676.5,-12 1676.5,-12 1676.5,-6 1682.5,-0 1688.5,-0 1688.5,-0 1769.5,-0 1769.5,-0 1775.5,-0 1781.5,-6 1781.5,-12 1781.5,-12 1781.5,-56 1781.5,-56 1781.5,-62 1775.5,-68 1769.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1695.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"start\" x=\"1685.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"start\" x=\"1684.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1686\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 30&#45;&gt;31 -->\r\n",
       "<g id=\"edge31\" class=\"edge\"><title>30&#45;&gt;31</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1729,-103.726C1729,-95.5175 1729,-86.8595 1729,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1732.5,-78.2996 1729,-68.2996 1725.5,-78.2996 1732.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 32 -->\r\n",
       "<g id=\"node33\" class=\"node\"><title>32</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1916,-68C1916,-68 1812,-68 1812,-68 1806,-68 1800,-62 1800,-56 1800,-56 1800,-12 1800,-12 1800,-6 1806,-0 1812,-0 1812,-0 1916,-0 1916,-0 1922,-0 1928,-6 1928,-12 1928,-12 1928,-56 1928,-56 1928,-62 1922,-68 1916,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1835\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1824.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"1823.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1808\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 30&#45;&gt;32 -->\r\n",
       "<g id=\"edge32\" class=\"edge\"><title>30&#45;&gt;32</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1779.27,-103.726C1790.96,-94.2406 1803.4,-84.1551 1815.04,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1817.38,-77.3173 1822.95,-68.2996 1812.97,-71.8808 1817.38,-77.3173\"/>\r\n",
       "</g>\r\n",
       "<!-- 34 -->\r\n",
       "<g id=\"node35\" class=\"node\"><title>34</title>\r\n",
       "<path fill=\"#f3f9fd\" stroke=\"black\" d=\"M2438,-425C2438,-425 2238,-425 2238,-425 2232,-425 2226,-419 2226,-413 2226,-413 2226,-354 2226,-354 2226,-348 2232,-342 2238,-342 2238,-342 2438,-342 2438,-342 2444,-342 2450,-348 2450,-354 2450,-354 2450,-413 2450,-413 2450,-419 2444,-425 2438,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2234\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_gmail.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2300.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\r\n",
       "<text text-anchor=\"start\" x=\"2294.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 93</text>\r\n",
       "<text text-anchor=\"start\" x=\"2289.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 48]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2295\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 33&#45;&gt;34 -->\r\n",
       "<g id=\"edge34\" class=\"edge\"><title>33&#45;&gt;34</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2398.08,-460.907C2391.02,-451.923 2383.46,-442.315 2376.18,-433.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2378.8,-430.718 2369.86,-425.021 2373.29,-435.045 2378.8,-430.718\"/>\r\n",
       "</g>\r\n",
       "<!-- 45 -->\r\n",
       "<g id=\"node46\" class=\"node\"><title>45</title>\r\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M2561.5,-425C2561.5,-425 2480.5,-425 2480.5,-425 2474.5,-425 2468.5,-419 2468.5,-413 2468.5,-413 2468.5,-354 2468.5,-354 2468.5,-348 2474.5,-342 2480.5,-342 2480.5,-342 2561.5,-342 2561.5,-342 2567.5,-342 2573.5,-348 2573.5,-354 2573.5,-354 2573.5,-413 2573.5,-413 2573.5,-419 2567.5,-425 2561.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2493.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C8 ≤ 9.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2483.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.057</text>\r\n",
       "<text text-anchor=\"start\" x=\"2477.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"2476.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2478\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 33&#45;&gt;45 -->\r\n",
       "<g id=\"edge45\" class=\"edge\"><title>33&#45;&gt;45</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2461.57,-460.907C2468.56,-451.923 2476.03,-442.315 2483.24,-433.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2486.11,-435.063 2489.48,-425.021 2480.58,-430.766 2486.11,-435.063\"/>\r\n",
       "</g>\r\n",
       "<!-- 35 -->\r\n",
       "<g id=\"node36\" class=\"node\"><title>35</title>\r\n",
       "<path fill=\"#eeae80\" stroke=\"black\" d=\"M2265,-306C2265,-306 2161,-306 2161,-306 2155,-306 2149,-300 2149,-294 2149,-294 2149,-235 2149,-235 2149,-229 2155,-223 2161,-223 2161,-223 2265,-223 2265,-223 2271,-223 2277,-229 2277,-235 2277,-235 2277,-294 2277,-294 2277,-300 2271,-306 2265,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2161.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V308 ≤ 138.401</text>\r\n",
       "<text text-anchor=\"start\" x=\"2175.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.389</text>\r\n",
       "<text text-anchor=\"start\" x=\"2169.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"2168.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2157\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 34&#45;&gt;35 -->\r\n",
       "<g id=\"edge35\" class=\"edge\"><title>34&#45;&gt;35</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2294.63,-341.907C2284.65,-332.56 2273.94,-322.538 2263.67,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2265.98,-310.299 2256.29,-306.021 2261.2,-315.41 2265.98,-310.299\"/>\r\n",
       "</g>\r\n",
       "<!-- 40 -->\r\n",
       "<g id=\"node41\" class=\"node\"><title>40</title>\r\n",
       "<path fill=\"#9fcff2\" stroke=\"black\" d=\"M2396.5,-306C2396.5,-306 2307.5,-306 2307.5,-306 2301.5,-306 2295.5,-300 2295.5,-294 2295.5,-294 2295.5,-235 2295.5,-235 2295.5,-229 2301.5,-223 2307.5,-223 2307.5,-223 2396.5,-223 2396.5,-223 2402.5,-223 2408.5,-229 2408.5,-235 2408.5,-235 2408.5,-294 2408.5,-294 2408.5,-300 2402.5,-306 2396.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2317\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V295 ≤ 3.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2314.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.448</text>\r\n",
       "<text text-anchor=\"start\" x=\"2308.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"start\" x=\"2303.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2309\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 34&#45;&gt;40 -->\r\n",
       "<g id=\"edge40\" class=\"edge\"><title>34&#45;&gt;40</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2342.86,-341.907C2343.86,-333.558 2344.92,-324.671 2345.95,-316.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2349.44,-316.366 2347.15,-306.021 2342.49,-315.534 2349.44,-316.366\"/>\r\n",
       "</g>\r\n",
       "<!-- 36 -->\r\n",
       "<g id=\"node37\" class=\"node\"><title>36</title>\r\n",
       "<path fill=\"#fae8db\" stroke=\"black\" d=\"M2119,-187C2119,-187 2015,-187 2015,-187 2009,-187 2003,-181 2003,-175 2003,-175 2003,-116 2003,-116 2003,-110 2009,-104 2015,-104 2015,-104 2119,-104 2119,-104 2125,-104 2131,-110 2131,-116 2131,-116 2131,-175 2131,-175 2131,-181 2125,-187 2119,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2027.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V21 ≤ 0.066</text>\r\n",
       "<text text-anchor=\"start\" x=\"2029.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\r\n",
       "<text text-anchor=\"start\" x=\"2023.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\r\n",
       "<text text-anchor=\"start\" x=\"2022.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2011\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 35&#45;&gt;36 -->\r\n",
       "<g id=\"edge36\" class=\"edge\"><title>35&#45;&gt;36</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2162.35,-222.907C2150.46,-213.379 2137.69,-203.148 2125.49,-193.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2127.56,-190.543 2117.56,-187.021 2123.18,-196.006 2127.56,-190.543\"/>\r\n",
       "</g>\r\n",
       "<!-- 39 -->\r\n",
       "<g id=\"node40\" class=\"node\"><title>39</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2265,-179.5C2265,-179.5 2161,-179.5 2161,-179.5 2155,-179.5 2149,-173.5 2149,-167.5 2149,-167.5 2149,-123.5 2149,-123.5 2149,-117.5 2155,-111.5 2161,-111.5 2161,-111.5 2265,-111.5 2265,-111.5 2271,-111.5 2277,-117.5 2277,-123.5 2277,-123.5 2277,-167.5 2277,-167.5 2277,-173.5 2271,-179.5 2265,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2184\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2169.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"2168.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2157\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 35&#45;&gt;39 -->\r\n",
       "<g id=\"edge39\" class=\"edge\"><title>35&#45;&gt;39</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2213,-222.907C2213,-212.204 2213,-200.615 2213,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2216.5,-189.667 2213,-179.667 2209.5,-189.667 2216.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 37 -->\r\n",
       "<g id=\"node38\" class=\"node\"><title>37</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2062,-68C2062,-68 1958,-68 1958,-68 1952,-68 1946,-62 1946,-56 1946,-56 1946,-12 1946,-12 1946,-6 1952,-0 1958,-0 1958,-0 2062,-0 2062,-0 2068,-0 2074,-6 2074,-12 2074,-12 2074,-56 2074,-56 2074,-62 2068,-68 2062,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"1981\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"1970.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"1969.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"1954\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 36&#45;&gt;37 -->\r\n",
       "<g id=\"edge37\" class=\"edge\"><title>36&#45;&gt;37</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2045.78,-103.726C2041.26,-95.0615 2036.49,-85.8962 2031.96,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2035.06,-75.5537 2027.33,-68.2996 2028.85,-78.7859 2035.06,-75.5537\"/>\r\n",
       "</g>\r\n",
       "<!-- 38 -->\r\n",
       "<g id=\"node39\" class=\"node\"><title>38</title>\r\n",
       "<path fill=\"#a7d3f3\" stroke=\"black\" d=\"M2183.5,-68C2183.5,-68 2104.5,-68 2104.5,-68 2098.5,-68 2092.5,-62 2092.5,-56 2092.5,-56 2092.5,-12 2092.5,-12 2092.5,-6 2098.5,-0 2104.5,-0 2104.5,-0 2183.5,-0 2183.5,-0 2189.5,-0 2195.5,-6 2195.5,-12 2195.5,-12 2195.5,-56 2195.5,-56 2195.5,-62 2189.5,-68 2183.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2106.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.459</text>\r\n",
       "<text text-anchor=\"start\" x=\"2100.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"2103.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2101\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 36&#45;&gt;38 -->\r\n",
       "<g id=\"edge38\" class=\"edge\"><title>36&#45;&gt;38</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2095.67,-103.726C2101.89,-94.879 2108.48,-85.51 2114.73,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2117.69,-78.4929 2120.58,-68.2996 2111.97,-74.4664 2117.69,-78.4929\"/>\r\n",
       "</g>\r\n",
       "<!-- 41 -->\r\n",
       "<g id=\"node42\" class=\"node\"><title>41</title>\r\n",
       "<path fill=\"#8ac5f0\" stroke=\"black\" d=\"M2396.5,-187C2396.5,-187 2307.5,-187 2307.5,-187 2301.5,-187 2295.5,-181 2295.5,-175 2295.5,-175 2295.5,-116 2295.5,-116 2295.5,-110 2301.5,-104 2307.5,-104 2307.5,-104 2396.5,-104 2396.5,-104 2402.5,-104 2408.5,-110 2408.5,-116 2408.5,-116 2408.5,-175 2408.5,-175 2408.5,-181 2402.5,-187 2396.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2317\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V102 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2314.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.413</text>\r\n",
       "<text text-anchor=\"start\" x=\"2308.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 55</text>\r\n",
       "<text text-anchor=\"start\" x=\"2303.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2309\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;41 -->\r\n",
       "<g id=\"edge41\" class=\"edge\"><title>40&#45;&gt;41</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2352,-222.907C2352,-214.649 2352,-205.864 2352,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2355.5,-197.021 2352,-187.021 2348.5,-197.021 2355.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 44 -->\r\n",
       "<g id=\"node45\" class=\"node\"><title>44</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2543,-179.5C2543,-179.5 2439,-179.5 2439,-179.5 2433,-179.5 2427,-173.5 2427,-167.5 2427,-167.5 2427,-123.5 2427,-123.5 2427,-117.5 2433,-111.5 2439,-111.5 2439,-111.5 2543,-111.5 2543,-111.5 2549,-111.5 2555,-117.5 2555,-123.5 2555,-123.5 2555,-167.5 2555,-167.5 2555,-173.5 2549,-179.5 2543,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2462\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2451.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"2450.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2435\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;44 -->\r\n",
       "<g id=\"edge44\" class=\"edge\"><title>40&#45;&gt;44</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2400.23,-222.907C2414.38,-210.99 2429.85,-197.976 2443.93,-186.12\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2446.2,-188.784 2451.6,-179.667 2441.69,-183.429 2446.2,-188.784\"/>\r\n",
       "</g>\r\n",
       "<!-- 42 -->\r\n",
       "<g id=\"node43\" class=\"node\"><title>42</title>\r\n",
       "<path fill=\"#76bbed\" stroke=\"black\" d=\"M2314.5,-68C2314.5,-68 2225.5,-68 2225.5,-68 2219.5,-68 2213.5,-62 2213.5,-56 2213.5,-56 2213.5,-12 2213.5,-12 2213.5,-6 2219.5,-0 2225.5,-0 2225.5,-0 2314.5,-0 2314.5,-0 2320.5,-0 2326.5,-6 2326.5,-12 2326.5,-12 2326.5,-56 2326.5,-56 2326.5,-62 2320.5,-68 2314.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2236.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"start\" x=\"2226.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 51</text>\r\n",
       "<text text-anchor=\"start\" x=\"2221.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2227\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;42 -->\r\n",
       "<g id=\"edge42\" class=\"edge\"><title>41&#45;&gt;42</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2321.47,-103.726C2314.77,-94.7878 2307.68,-85.3168 2300.97,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2303.73,-74.206 2294.94,-68.2996 2298.13,-78.402 2303.73,-74.206\"/>\r\n",
       "</g>\r\n",
       "<!-- 43 -->\r\n",
       "<g id=\"node44\" class=\"node\"><title>43</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2461,-68C2461,-68 2357,-68 2357,-68 2351,-68 2345,-62 2345,-56 2345,-56 2345,-12 2345,-12 2345,-6 2351,-0 2357,-0 2357,-0 2461,-0 2461,-0 2467,-0 2473,-6 2473,-12 2473,-12 2473,-56 2473,-56 2473,-62 2467,-68 2461,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2380\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2369.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"2368.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2353\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;43 -->\r\n",
       "<g id=\"edge43\" class=\"edge\"><title>41&#45;&gt;43</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2373.22,-103.726C2377.74,-95.0615 2382.51,-85.8962 2387.04,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2390.15,-78.7859 2391.67,-68.2996 2383.94,-75.5537 2390.15,-78.7859\"/>\r\n",
       "</g>\r\n",
       "<!-- 46 -->\r\n",
       "<g id=\"node47\" class=\"node\"><title>46</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2533.5,-298.5C2533.5,-298.5 2452.5,-298.5 2452.5,-298.5 2446.5,-298.5 2440.5,-292.5 2440.5,-286.5 2440.5,-286.5 2440.5,-242.5 2440.5,-242.5 2440.5,-236.5 2446.5,-230.5 2452.5,-230.5 2452.5,-230.5 2533.5,-230.5 2533.5,-230.5 2539.5,-230.5 2545.5,-236.5 2545.5,-242.5 2545.5,-242.5 2545.5,-286.5 2545.5,-286.5 2545.5,-292.5 2539.5,-298.5 2533.5,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2464\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2449.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"2448.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2450\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;46 -->\r\n",
       "<g id=\"edge46\" class=\"edge\"><title>45&#45;&gt;46</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2511.29,-341.907C2508.7,-331.094 2505.89,-319.376 2503.28,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2506.67,-307.578 2500.94,-298.667 2499.86,-309.207 2506.67,-307.578\"/>\r\n",
       "</g>\r\n",
       "<!-- 47 -->\r\n",
       "<g id=\"node48\" class=\"node\"><title>47</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2680,-298.5C2680,-298.5 2576,-298.5 2576,-298.5 2570,-298.5 2564,-292.5 2564,-286.5 2564,-286.5 2564,-242.5 2564,-242.5 2564,-236.5 2570,-230.5 2576,-230.5 2576,-230.5 2680,-230.5 2680,-230.5 2686,-230.5 2692,-236.5 2692,-242.5 2692,-242.5 2692,-286.5 2692,-286.5 2692,-292.5 2686,-298.5 2680,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2599\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2588.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"2587.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2572\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;47 -->\r\n",
       "<g id=\"edge47\" class=\"edge\"><title>45&#45;&gt;47</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2558.12,-341.907C2568.72,-330.321 2580.26,-317.698 2590.86,-306.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2593.5,-308.408 2597.67,-298.667 2588.34,-303.684 2593.5,-308.408\"/>\r\n",
       "</g>\r\n",
       "<!-- 49 -->\r\n",
       "<g id=\"node50\" class=\"node\"><title>49</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M3446,-544C3446,-544 3324,-544 3324,-544 3318,-544 3312,-538 3312,-532 3312,-532 3312,-473 3312,-473 3312,-467 3318,-461 3324,-461 3324,-461 3446,-461 3446,-461 3452,-461 3458,-467 3458,-473 3458,-473 3458,-532 3458,-532 3458,-538 3452,-544 3446,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3357.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C4 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3347.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.033</text>\r\n",
       "<text text-anchor=\"start\" x=\"3329\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35681</text>\r\n",
       "<text text-anchor=\"start\" x=\"3320\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35077, 604]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3329\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 48&#45;&gt;49 -->\r\n",
       "<g id=\"edge49\" class=\"edge\"><title>48&#45;&gt;49</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3578.69,-588.374C3544.25,-573.284 3503.06,-555.232 3467.53,-539.664\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3468.71,-536.362 3458.15,-535.554 3465.9,-542.773 3468.71,-536.362\"/>\r\n",
       "</g>\r\n",
       "<!-- 72 -->\r\n",
       "<g id=\"node73\" class=\"node\"><title>72</title>\r\n",
       "<path fill=\"#e78d4c\" stroke=\"black\" d=\"M4312,-544C4312,-544 4198,-544 4198,-544 4192,-544 4186,-538 4186,-532 4186,-532 4186,-473 4186,-473 4186,-467 4192,-461 4198,-461 4198,-461 4312,-461 4312,-461 4318,-461 4324,-467 4324,-473 4324,-473 4324,-532 4324,-532 4324,-538 4318,-544 4312,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4203.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V318 ≤ 376.398</text>\r\n",
       "<text text-anchor=\"start\" x=\"4217.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.158</text>\r\n",
       "<text text-anchor=\"start\" x=\"4203.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2591</text>\r\n",
       "<text text-anchor=\"start\" x=\"4194\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2367, 224]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4199\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 48&#45;&gt;72 -->\r\n",
       "<g id=\"edge72\" class=\"edge\"><title>48&#45;&gt;72</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3725.04,-606.329C3838.98,-584.219 4058.17,-541.692 4175.79,-518.869\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4176.66,-522.266 4185.81,-516.925 4175.33,-515.394 4176.66,-522.266\"/>\r\n",
       "</g>\r\n",
       "<!-- 50 -->\r\n",
       "<g id=\"node51\" class=\"node\"><title>50</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M3167,-425C3167,-425 3045,-425 3045,-425 3039,-425 3033,-419 3033,-413 3033,-413 3033,-354 3033,-354 3033,-348 3039,-342 3045,-342 3045,-342 3167,-342 3167,-342 3173,-342 3179,-348 3179,-354 3179,-354 3179,-413 3179,-413 3179,-419 3173,-425 3167,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3078.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C7 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3068.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.029</text>\r\n",
       "<text text-anchor=\"start\" x=\"3050\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34515</text>\r\n",
       "<text text-anchor=\"start\" x=\"3041\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34011, 504]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3050\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;50 -->\r\n",
       "<g id=\"edge50\" class=\"edge\"><title>49&#45;&gt;50</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3311.7,-470.76C3273.88,-454.902 3227.62,-435.501 3188.55,-419.117\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3189.87,-415.878 3179.3,-415.238 3187.17,-422.333 3189.87,-415.878\"/>\r\n",
       "</g>\r\n",
       "<!-- 57 -->\r\n",
       "<g id=\"node58\" class=\"node\"><title>57</title>\r\n",
       "<path fill=\"#e78d4c\" stroke=\"black\" d=\"M3442,-425C3442,-425 3328,-425 3328,-425 3322,-425 3316,-419 3316,-413 3316,-413 3316,-354 3316,-354 3316,-348 3322,-342 3328,-342 3328,-342 3442,-342 3442,-342 3448,-342 3454,-348 3454,-354 3454,-354 3454,-413 3454,-413 3454,-419 3448,-425 3442,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3357.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 5.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3347.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.157</text>\r\n",
       "<text text-anchor=\"start\" x=\"3333.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1166</text>\r\n",
       "<text text-anchor=\"start\" x=\"3324\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1066, 100]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3329\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;57 -->\r\n",
       "<g id=\"edge57\" class=\"edge\"><title>49&#45;&gt;57</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3385,-460.907C3385,-452.649 3385,-443.864 3385,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3388.5,-435.021 3385,-425.021 3381.5,-435.021 3388.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 51 -->\r\n",
       "<g id=\"node52\" class=\"node\"><title>51</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M2944,-306C2944,-306 2822,-306 2822,-306 2816,-306 2810,-300 2810,-294 2810,-294 2810,-235 2810,-235 2810,-229 2816,-223 2822,-223 2822,-223 2944,-223 2944,-223 2950,-223 2956,-229 2956,-235 2956,-235 2956,-294 2956,-294 2956,-300 2950,-306 2944,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2848\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V297 ≤ 8.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2845.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.029</text>\r\n",
       "<text text-anchor=\"start\" x=\"2827\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34511</text>\r\n",
       "<text text-anchor=\"start\" x=\"2818\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34011, 500]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2827\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;51 -->\r\n",
       "<g id=\"edge51\" class=\"edge\"><title>50&#45;&gt;51</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3032.98,-344.19C3011.32,-332.826 2987.46,-320.304 2965.25,-308.656\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2966.66,-305.443 2956.18,-303.896 2963.41,-311.642 2966.66,-305.443\"/>\r\n",
       "</g>\r\n",
       "<!-- 56 -->\r\n",
       "<g id=\"node57\" class=\"node\"><title>56</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3145,-298.5C3145,-298.5 3067,-298.5 3067,-298.5 3061,-298.5 3055,-292.5 3055,-286.5 3055,-286.5 3055,-242.5 3055,-242.5 3055,-236.5 3061,-230.5 3067,-230.5 3067,-230.5 3145,-230.5 3145,-230.5 3151,-230.5 3157,-236.5 3157,-242.5 3157,-242.5 3157,-286.5 3157,-286.5 3157,-292.5 3151,-298.5 3145,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3077\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3066.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"3065.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3063\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;56 -->\r\n",
       "<g id=\"edge56\" class=\"edge\"><title>50&#45;&gt;56</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3106,-341.907C3106,-331.204 3106,-319.615 3106,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3109.5,-308.667 3106,-298.667 3102.5,-308.667 3109.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 52 -->\r\n",
       "<g id=\"node53\" class=\"node\"><title>52</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M2789,-187C2789,-187 2667,-187 2667,-187 2661,-187 2655,-181 2655,-175 2655,-175 2655,-116 2655,-116 2655,-110 2661,-104 2667,-104 2667,-104 2789,-104 2789,-104 2795,-104 2801,-110 2801,-116 2801,-116 2801,-175 2801,-175 2801,-181 2795,-187 2789,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2697\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V90 ≤ 0.2</text>\r\n",
       "<text text-anchor=\"start\" x=\"2690.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.028</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34509</text>\r\n",
       "<text text-anchor=\"start\" x=\"2663\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34011, 498]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 51&#45;&gt;52 -->\r\n",
       "<g id=\"edge52\" class=\"edge\"><title>51&#45;&gt;52</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2829.22,-222.907C2816.48,-213.288 2802.79,-202.953 2789.72,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2791.77,-190.252 2781.68,-187.021 2787.55,-195.839 2791.77,-190.252\"/>\r\n",
       "</g>\r\n",
       "<!-- 55 -->\r\n",
       "<g id=\"node56\" class=\"node\"><title>55</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2922,-179.5C2922,-179.5 2844,-179.5 2844,-179.5 2838,-179.5 2832,-173.5 2832,-167.5 2832,-167.5 2832,-123.5 2832,-123.5 2832,-117.5 2838,-111.5 2844,-111.5 2844,-111.5 2922,-111.5 2922,-111.5 2928,-111.5 2934,-117.5 2934,-123.5 2934,-123.5 2934,-167.5 2934,-167.5 2934,-173.5 2928,-179.5 2922,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2854\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"2843.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"2842.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2840\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 51&#45;&gt;55 -->\r\n",
       "<g id=\"edge55\" class=\"edge\"><title>51&#45;&gt;55</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2883,-222.907C2883,-212.204 2883,-200.615 2883,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2886.5,-189.667 2883,-179.667 2879.5,-189.667 2886.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 53 -->\r\n",
       "<g id=\"node54\" class=\"node\"><title>53</title>\r\n",
       "<path fill=\"#e6843d\" stroke=\"black\" d=\"M2625,-68C2625,-68 2503,-68 2503,-68 2497,-68 2491,-62 2491,-56 2491,-56 2491,-12 2491,-12 2491,-6 2497,-0 2503,-0 2503,-0 2625,-0 2625,-0 2631,-0 2637,-6 2637,-12 2637,-12 2637,-56 2637,-56 2637,-62 2631,-68 2625,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2526.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.042</text>\r\n",
       "<text text-anchor=\"start\" x=\"2508\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17008</text>\r\n",
       "<text text-anchor=\"start\" x=\"2499\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16644, 364]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2508\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 52&#45;&gt;53 -->\r\n",
       "<g id=\"edge53\" class=\"edge\"><title>52&#45;&gt;53</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2666.93,-103.726C2652.24,-93.9161 2636.59,-83.4644 2622.04,-73.7496\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2623.87,-70.7673 2613.61,-68.1252 2619.99,-76.5889 2623.87,-70.7673\"/>\r\n",
       "</g>\r\n",
       "<!-- 54 -->\r\n",
       "<g id=\"node55\" class=\"node\"><title>54</title>\r\n",
       "<path fill=\"#e5823b\" stroke=\"black\" d=\"M2789,-68C2789,-68 2667,-68 2667,-68 2661,-68 2655,-62 2655,-56 2655,-56 2655,-12 2655,-12 2655,-6 2661,-0 2667,-0 2667,-0 2789,-0 2789,-0 2795,-0 2801,-6 2801,-12 2801,-12 2801,-56 2801,-56 2801,-62 2795,-68 2789,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2690.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.015</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17501</text>\r\n",
       "<text text-anchor=\"start\" x=\"2663\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17367, 134]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2672\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 52&#45;&gt;54 -->\r\n",
       "<g id=\"edge54\" class=\"edge\"><title>52&#45;&gt;54</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2728,-103.726C2728,-95.5175 2728,-86.8595 2728,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2731.5,-78.2996 2728,-68.2996 2724.5,-78.2996 2731.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 58 -->\r\n",
       "<g id=\"node59\" class=\"node\"><title>58</title>\r\n",
       "<path fill=\"#e68742\" stroke=\"black\" d=\"M3293,-306C3293,-306 3189,-306 3189,-306 3183,-306 3177,-300 3177,-294 3177,-294 3177,-235 3177,-235 3177,-229 3183,-223 3189,-223 3189,-223 3293,-223 3293,-223 3299,-223 3305,-229 3305,-235 3305,-235 3305,-294 3305,-294 3305,-300 3299,-306 3293,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3210\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V87 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3203.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.085</text>\r\n",
       "<text text-anchor=\"start\" x=\"3189.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1017</text>\r\n",
       "<text text-anchor=\"start\" x=\"3188\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [972, 45]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3185\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 57&#45;&gt;58 -->\r\n",
       "<g id=\"edge58\" class=\"edge\"><title>57&#45;&gt;58</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3335.04,-341.907C3323.31,-332.379 3310.72,-322.148 3298.69,-312.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3300.84,-309.61 3290.87,-306.021 3296.43,-315.043 3300.84,-309.61\"/>\r\n",
       "</g>\r\n",
       "<!-- 65 -->\r\n",
       "<g id=\"node66\" class=\"node\"><title>65</title>\r\n",
       "<path fill=\"#f4cbad\" stroke=\"black\" d=\"M3549,-306C3549,-306 3445,-306 3445,-306 3439,-306 3433,-300 3433,-294 3433,-294 3433,-235 3433,-235 3433,-229 3439,-223 3445,-223 3445,-223 3549,-223 3549,-223 3555,-223 3561,-229 3561,-235 3561,-235 3561,-294 3561,-294 3561,-300 3555,-306 3549,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3461.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 22.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3459.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.466</text>\r\n",
       "<text text-anchor=\"start\" x=\"3449.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 149</text>\r\n",
       "<text text-anchor=\"start\" x=\"3448.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [94, 55]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3441\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 57&#45;&gt;65 -->\r\n",
       "<g id=\"edge65\" class=\"edge\"><title>57&#45;&gt;65</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3423.86,-341.907C3432.63,-332.742 3442.03,-322.927 3451.06,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3453.82,-315.665 3458.21,-306.021 3448.77,-310.824 3453.82,-315.665\"/>\r\n",
       "</g>\r\n",
       "<!-- 59 -->\r\n",
       "<g id=\"node60\" class=\"node\"><title>59</title>\r\n",
       "<path fill=\"#e68641\" stroke=\"black\" d=\"M3081,-187C3081,-187 2977,-187 2977,-187 2971,-187 2965,-181 2965,-175 2965,-175 2965,-116 2965,-116 2965,-110 2971,-104 2977,-104 2977,-104 3081,-104 3081,-104 3087,-104 3093,-110 3093,-116 3093,-116 3093,-175 3093,-175 3093,-181 3087,-187 3081,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3001.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D1 ≤ 6.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"2991.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.075</text>\r\n",
       "<text text-anchor=\"start\" x=\"2977.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1001</text>\r\n",
       "<text text-anchor=\"start\" x=\"2976\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [962, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2973\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 58&#45;&gt;59 -->\r\n",
       "<g id=\"edge59\" class=\"edge\"><title>58&#45;&gt;59</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3176.82,-228.079C3153.26,-215.08 3126.43,-200.271 3102.15,-186.87\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3103.78,-183.77 3093.33,-182.003 3100.39,-189.899 3103.78,-183.77\"/>\r\n",
       "</g>\r\n",
       "<!-- 62 -->\r\n",
       "<g id=\"node63\" class=\"node\"><title>62</title>\r\n",
       "<path fill=\"#f5cdb0\" stroke=\"black\" d=\"M3293,-187C3293,-187 3189,-187 3189,-187 3183,-187 3177,-181 3177,-175 3177,-175 3177,-116 3177,-116 3177,-110 3183,-104 3189,-104 3189,-104 3293,-104 3293,-104 3299,-104 3305,-110 3305,-116 3305,-116 3305,-175 3305,-175 3305,-181 3299,-187 3293,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3206\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V123 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3203.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\r\n",
       "<text text-anchor=\"start\" x=\"3197.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"start\" x=\"3196.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 6]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3185\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 58&#45;&gt;62 -->\r\n",
       "<g id=\"edge62\" class=\"edge\"><title>58&#45;&gt;62</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3241,-222.907C3241,-214.649 3241,-205.864 3241,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3244.5,-197.021 3241,-187.021 3237.5,-197.021 3244.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 60 -->\r\n",
       "<g id=\"node61\" class=\"node\"><title>60</title>\r\n",
       "<path fill=\"#e78d4c\" stroke=\"black\" d=\"M2935,-68C2935,-68 2831,-68 2831,-68 2825,-68 2819,-62 2819,-56 2819,-56 2819,-12 2819,-12 2819,-6 2825,-0 2831,-0 2831,-0 2935,-0 2935,-0 2941,-0 2947,-6 2947,-12 2947,-12 2947,-56 2947,-56 2947,-62 2941,-68 2935,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2845.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.159</text>\r\n",
       "<text text-anchor=\"start\" x=\"2835.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 345</text>\r\n",
       "<text text-anchor=\"start\" x=\"2830\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [315, 30]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2827\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;60 -->\r\n",
       "<g id=\"edge60\" class=\"edge\"><title>59&#45;&gt;60</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2974.63,-103.726C2961.87,-94.1494 2948.28,-83.9611 2935.59,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2937.5,-71.4996 2927.4,-68.2996 2933.3,-77.0996 2937.5,-71.4996\"/>\r\n",
       "</g>\r\n",
       "<!-- 61 -->\r\n",
       "<g id=\"node62\" class=\"node\"><title>61</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M3081,-68C3081,-68 2977,-68 2977,-68 2971,-68 2965,-62 2965,-56 2965,-56 2965,-12 2965,-12 2965,-6 2971,-0 2977,-0 2977,-0 3081,-0 3081,-0 3087,-0 3093,-6 3093,-12 3093,-12 3093,-56 3093,-56 3093,-62 3087,-68 3081,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"2991.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.027</text>\r\n",
       "<text text-anchor=\"start\" x=\"2981.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 656</text>\r\n",
       "<text text-anchor=\"start\" x=\"2980.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [647, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"2973\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;61 -->\r\n",
       "<g id=\"edge61\" class=\"edge\"><title>59&#45;&gt;61</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3029,-103.726C3029,-95.5175 3029,-86.8595 3029,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3032.5,-78.2996 3029,-68.2996 3025.5,-78.2996 3032.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 63 -->\r\n",
       "<g id=\"node64\" class=\"node\"><title>63</title>\r\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M3227,-68C3227,-68 3123,-68 3123,-68 3117,-68 3111,-62 3111,-56 3111,-56 3111,-12 3111,-12 3111,-6 3117,-0 3123,-0 3123,-0 3227,-0 3227,-0 3233,-0 3239,-6 3239,-12 3239,-12 3239,-56 3239,-56 3239,-62 3233,-68 3227,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3137.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\r\n",
       "<text text-anchor=\"start\" x=\"3131.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"start\" x=\"3130.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3119\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;63 -->\r\n",
       "<g id=\"edge63\" class=\"edge\"><title>62&#45;&gt;63</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3216.42,-103.726C3211.15,-94.9703 3205.56,-85.7032 3200.26,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3203.23,-75.0574 3195.07,-68.2996 3197.24,-78.671 3203.23,-75.0574\"/>\r\n",
       "</g>\r\n",
       "<!-- 64 -->\r\n",
       "<g id=\"node65\" class=\"node\"><title>64</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3347,-68C3347,-68 3269,-68 3269,-68 3263,-68 3257,-62 3257,-56 3257,-56 3257,-12 3257,-12 3257,-6 3263,-0 3269,-0 3269,-0 3347,-0 3347,-0 3353,-0 3359,-6 3359,-12 3359,-12 3359,-56 3359,-56 3359,-62 3353,-68 3347,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3279\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3268.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"3267.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3265\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;64 -->\r\n",
       "<g id=\"edge64\" class=\"edge\"><title>62&#45;&gt;64</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3265.95,-103.726C3271.31,-94.9703 3276.98,-85.7032 3282.36,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3285.39,-78.6563 3287.62,-68.2996 3279.42,-75.0028 3285.39,-78.6563\"/>\r\n",
       "</g>\r\n",
       "<!-- 66 -->\r\n",
       "<g id=\"node67\" class=\"node\"><title>66</title>\r\n",
       "<path fill=\"#8bc5f0\" stroke=\"black\" d=\"M3568.5,-187C3568.5,-187 3425.5,-187 3425.5,-187 3419.5,-187 3413.5,-181 3413.5,-175 3413.5,-175 3413.5,-116 3413.5,-116 3413.5,-110 3419.5,-104 3425.5,-104 3425.5,-104 3568.5,-104 3568.5,-104 3574.5,-104 3580.5,-110 3580.5,-116 3580.5,-116 3580.5,-175 3580.5,-175 3580.5,-181 3574.5,-187 3568.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3421.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 9.161</text>\r\n",
       "<text text-anchor=\"start\" x=\"3459.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.414</text>\r\n",
       "<text text-anchor=\"start\" x=\"3453.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 65</text>\r\n",
       "<text text-anchor=\"start\" x=\"3448.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 46]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3454\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 65&#45;&gt;66 -->\r\n",
       "<g id=\"edge66\" class=\"edge\"><title>65&#45;&gt;66</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3497,-222.907C3497,-214.649 3497,-205.864 3497,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3500.5,-197.021 3497,-187.021 3493.5,-197.021 3500.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 69 -->\r\n",
       "<g id=\"node70\" class=\"node\"><title>69</title>\r\n",
       "<path fill=\"#e89051\" stroke=\"black\" d=\"M3771,-187C3771,-187 3667,-187 3667,-187 3661,-187 3655,-181 3655,-175 3655,-175 3655,-116 3655,-116 3655,-110 3661,-104 3667,-104 3667,-104 3771,-104 3771,-104 3777,-104 3783,-110 3783,-116 3783,-116 3783,-175 3783,-175 3783,-181 3777,-187 3771,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3684\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V102 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3681.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.191</text>\r\n",
       "<text text-anchor=\"start\" x=\"3675.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 84</text>\r\n",
       "<text text-anchor=\"start\" x=\"3674.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [75, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3663\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 65&#45;&gt;69 -->\r\n",
       "<g id=\"edge69\" class=\"edge\"><title>65&#45;&gt;69</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3561.21,-229.659C3587.67,-215.713 3618.48,-199.478 3645.81,-185.074\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3647.72,-188.024 3654.93,-180.265 3644.45,-181.831 3647.72,-188.024\"/>\r\n",
       "</g>\r\n",
       "<!-- 67 -->\r\n",
       "<g id=\"node68\" class=\"node\"><title>67</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3493,-68C3493,-68 3389,-68 3389,-68 3383,-68 3377,-62 3377,-56 3377,-56 3377,-12 3377,-12 3377,-6 3383,-0 3389,-0 3389,-0 3493,-0 3493,-0 3499,-0 3505,-6 3505,-12 3505,-12 3505,-56 3505,-56 3505,-62 3499,-68 3493,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3412\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3401.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"3400.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3385\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;67 -->\r\n",
       "<g id=\"edge67\" class=\"edge\"><title>66&#45;&gt;67</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3476.15,-103.726C3471.76,-95.1527 3467.13,-86.0891 3462.71,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3465.7,-75.6092 3458.03,-68.2996 3459.47,-78.7965 3465.7,-75.6092\"/>\r\n",
       "</g>\r\n",
       "<!-- 68 -->\r\n",
       "<g id=\"node69\" class=\"node\"><title>68</title>\r\n",
       "<path fill=\"#75bbed\" stroke=\"black\" d=\"M3624.5,-68C3624.5,-68 3535.5,-68 3535.5,-68 3529.5,-68 3523.5,-62 3523.5,-56 3523.5,-56 3523.5,-12 3523.5,-12 3523.5,-6 3529.5,-0 3535.5,-0 3535.5,-0 3624.5,-0 3624.5,-0 3630.5,-0 3636.5,-6 3636.5,-12 3636.5,-12 3636.5,-56 3636.5,-56 3636.5,-62 3630.5,-68 3624.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3542.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.358</text>\r\n",
       "<text text-anchor=\"start\" x=\"3536.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"start\" x=\"3531.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 46]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3537\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;68 -->\r\n",
       "<g id=\"edge68\" class=\"edge\"><title>66&#45;&gt;68</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3527.91,-103.726C3534.68,-94.7878 3541.86,-85.3168 3548.65,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3551.51,-78.3832 3554.76,-68.2996 3545.93,-74.1547 3551.51,-78.3832\"/>\r\n",
       "</g>\r\n",
       "<!-- 70 -->\r\n",
       "<g id=\"node71\" class=\"node\"><title>70</title>\r\n",
       "<path fill=\"#e78d4b\" stroke=\"black\" d=\"M3771,-68C3771,-68 3667,-68 3667,-68 3661,-68 3655,-62 3655,-56 3655,-56 3655,-12 3655,-12 3655,-6 3661,-0 3667,-0 3667,-0 3771,-0 3771,-0 3777,-0 3783,-6 3783,-12 3783,-12 3783,-56 3783,-56 3783,-62 3777,-68 3771,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3681.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.156</text>\r\n",
       "<text text-anchor=\"start\" x=\"3675.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 82</text>\r\n",
       "<text text-anchor=\"start\" x=\"3674.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [75, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3663\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;70 -->\r\n",
       "<g id=\"edge70\" class=\"edge\"><title>69&#45;&gt;70</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3719,-103.726C3719,-95.5175 3719,-86.8595 3719,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3722.5,-78.2996 3719,-68.2996 3715.5,-78.2996 3722.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 71 -->\r\n",
       "<g id=\"node72\" class=\"node\"><title>71</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3891,-68C3891,-68 3813,-68 3813,-68 3807,-68 3801,-62 3801,-56 3801,-56 3801,-12 3801,-12 3801,-6 3807,-0 3813,-0 3813,-0 3891,-0 3891,-0 3897,-0 3903,-6 3903,-12 3903,-12 3903,-56 3903,-56 3903,-62 3897,-68 3891,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3823\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"3812.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"3811.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3809\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;71 -->\r\n",
       "<g id=\"edge71\" class=\"edge\"><title>69&#45;&gt;71</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3768.52,-103.726C3780.05,-94.2406 3792.3,-84.1551 3803.76,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3806.06,-77.3577 3811.55,-68.2996 3801.61,-71.9536 3806.06,-77.3577\"/>\r\n",
       "</g>\r\n",
       "<!-- 73 -->\r\n",
       "<g id=\"node74\" class=\"node\"><title>73</title>\r\n",
       "<path fill=\"#e78a46\" stroke=\"black\" d=\"M4312,-425C4312,-425 4198,-425 4198,-425 4192,-425 4186,-419 4186,-413 4186,-413 4186,-354 4186,-354 4186,-348 4192,-342 4198,-342 4198,-342 4312,-342 4312,-342 4318,-342 4324,-348 4324,-354 4324,-354 4324,-413 4324,-413 4324,-419 4318,-425 4312,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4211\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 109.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4217.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.119</text>\r\n",
       "<text text-anchor=\"start\" x=\"4203.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2128</text>\r\n",
       "<text text-anchor=\"start\" x=\"4194\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1993, 135]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4199\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 72&#45;&gt;73 -->\r\n",
       "<g id=\"edge73\" class=\"edge\"><title>72&#45;&gt;73</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4255,-460.907C4255,-452.649 4255,-443.864 4255,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4258.5,-435.021 4255,-425.021 4251.5,-435.021 4258.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 84 -->\r\n",
       "<g id=\"node85\" class=\"node\"><title>84</title>\r\n",
       "<path fill=\"#eb9f68\" stroke=\"black\" d=\"M4796,-425C4796,-425 4692,-425 4692,-425 4686,-425 4680,-419 4680,-413 4680,-413 4680,-354 4680,-354 4680,-348 4686,-342 4692,-342 4692,-342 4796,-342 4796,-342 4802,-342 4808,-348 4808,-354 4808,-354 4808,-413 4808,-413 4808,-419 4802,-425 4796,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4713\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V62 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4706.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.311</text>\r\n",
       "<text text-anchor=\"start\" x=\"4696.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 463</text>\r\n",
       "<text text-anchor=\"start\" x=\"4691\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [374, 89]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4688\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 72&#45;&gt;84 -->\r\n",
       "<g id=\"edge84\" class=\"edge\"><title>72&#45;&gt;84</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4324.02,-484.985C4415.47,-463.106 4576.13,-424.666 4670,-402.205\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4671.08,-405.545 4679.99,-399.814 4669.45,-398.738 4671.08,-405.545\"/>\r\n",
       "</g>\r\n",
       "<!-- 74 -->\r\n",
       "<g id=\"node75\" class=\"node\"><title>74</title>\r\n",
       "<path fill=\"#eca16c\" stroke=\"black\" d=\"M4234,-306C4234,-306 4118,-306 4118,-306 4112,-306 4106,-300 4106,-294 4106,-294 4106,-235 4106,-235 4106,-229 4112,-223 4118,-223 4118,-223 4234,-223 4234,-223 4240,-223 4246,-229 4246,-235 4246,-235 4246,-294 4246,-294 4246,-300 4240,-306 4234,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4114\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ProductCD_S ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4138.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.325</text>\r\n",
       "<text text-anchor=\"start\" x=\"4132.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 88</text>\r\n",
       "<text text-anchor=\"start\" x=\"4127.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4120\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;74 -->\r\n",
       "<g id=\"edge74\" class=\"edge\"><title>73&#45;&gt;74</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4227.59,-341.907C4221.59,-333.014 4215.17,-323.509 4208.97,-314.331\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4211.86,-312.35 4203.36,-306.021 4206.06,-316.267 4211.86,-312.35\"/>\r\n",
       "</g>\r\n",
       "<!-- 79 -->\r\n",
       "<g id=\"node80\" class=\"node\"><title>79</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M4390,-306C4390,-306 4276,-306 4276,-306 4270,-306 4264,-300 4264,-294 4264,-294 4264,-235 4264,-235 4264,-229 4270,-223 4276,-223 4276,-223 4390,-223 4390,-223 4396,-223 4402,-229 4402,-235 4402,-235 4402,-294 4402,-294 4402,-300 4396,-306 4390,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4302\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V83 ≤ 3.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4295.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.108</text>\r\n",
       "<text text-anchor=\"start\" x=\"4281.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2040</text>\r\n",
       "<text text-anchor=\"start\" x=\"4272\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1923, 117]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4277\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;79 -->\r\n",
       "<g id=\"edge79\" class=\"edge\"><title>73&#45;&gt;79</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4282.06,-341.907C4287.93,-333.105 4294.2,-323.703 4300.26,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4303.35,-316.283 4305.99,-306.021 4297.53,-312.4 4303.35,-316.283\"/>\r\n",
       "</g>\r\n",
       "<!-- 75 -->\r\n",
       "<g id=\"node76\" class=\"node\"><title>75</title>\r\n",
       "<path fill=\"#ea985e\" stroke=\"black\" d=\"M4104,-187C4104,-187 4000,-187 4000,-187 3994,-187 3988,-181 3988,-175 3988,-175 3988,-116 3988,-116 3988,-110 3994,-104 4000,-104 4000,-104 4104,-104 4104,-104 4110,-104 4116,-110 4116,-116 4116,-116 4116,-175 4116,-175 4116,-181 4110,-187 4104,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4017\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V294 ≤ 8.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4014.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\r\n",
       "<text text-anchor=\"start\" x=\"4008.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 83</text>\r\n",
       "<text text-anchor=\"start\" x=\"4003.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3996\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 74&#45;&gt;75 -->\r\n",
       "<g id=\"edge75\" class=\"edge\"><title>74&#45;&gt;75</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4132.98,-222.907C4123.07,-213.56 4112.45,-203.538 4102.27,-193.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4104.62,-191.338 4094.95,-187.021 4099.82,-196.429 4104.62,-191.338\"/>\r\n",
       "</g>\r\n",
       "<!-- 78 -->\r\n",
       "<g id=\"node79\" class=\"node\"><title>78</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4224,-179.5C4224,-179.5 4146,-179.5 4146,-179.5 4140,-179.5 4134,-173.5 4134,-167.5 4134,-167.5 4134,-123.5 4134,-123.5 4134,-117.5 4140,-111.5 4146,-111.5 4146,-111.5 4224,-111.5 4224,-111.5 4230,-111.5 4236,-117.5 4236,-123.5 4236,-123.5 4236,-167.5 4236,-167.5 4236,-173.5 4230,-179.5 4224,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4156\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4145.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4144.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4142\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 74&#45;&gt;78 -->\r\n",
       "<g id=\"edge78\" class=\"edge\"><title>74&#45;&gt;78</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4179.12,-222.907C4179.95,-212.204 4180.84,-200.615 4181.67,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4185.17,-189.906 4182.45,-179.667 4178.19,-189.369 4185.17,-189.906\"/>\r\n",
       "</g>\r\n",
       "<!-- 76 -->\r\n",
       "<g id=\"node77\" class=\"node\"><title>76</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M4037,-68C4037,-68 3933,-68 3933,-68 3927,-68 3921,-62 3921,-56 3921,-56 3921,-12 3921,-12 3921,-6 3927,-0 3933,-0 3933,-0 4037,-0 4037,-0 4043,-0 4049,-6 4049,-12 4049,-12 4049,-56 4049,-56 4049,-62 4043,-68 4037,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"3947.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\r\n",
       "<text text-anchor=\"start\" x=\"3941.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 80</text>\r\n",
       "<text text-anchor=\"start\" x=\"3936.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 10]</text>\r\n",
       "<text text-anchor=\"start\" x=\"3929\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 75&#45;&gt;76 -->\r\n",
       "<g id=\"edge76\" class=\"edge\"><title>75&#45;&gt;76</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4027.05,-103.726C4021.69,-94.9703 4016.02,-85.7032 4010.64,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4013.58,-75.0028 4005.38,-68.2996 4007.61,-78.6563 4013.58,-75.0028\"/>\r\n",
       "</g>\r\n",
       "<!-- 77 -->\r\n",
       "<g id=\"node78\" class=\"node\"><title>77</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4157,-68C4157,-68 4079,-68 4079,-68 4073,-68 4067,-62 4067,-56 4067,-56 4067,-12 4067,-12 4067,-6 4073,-0 4079,-0 4079,-0 4157,-0 4157,-0 4163,-0 4169,-6 4169,-12 4169,-12 4169,-56 4169,-56 4169,-62 4163,-68 4157,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4089\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4078.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"4077.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4075\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 75&#45;&gt;77 -->\r\n",
       "<g id=\"edge77\" class=\"edge\"><title>75&#45;&gt;77</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4076.58,-103.726C4081.85,-94.9703 4087.44,-85.7032 4092.74,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4095.76,-78.671 4097.93,-68.2996 4089.77,-75.0574 4095.76,-78.671\"/>\r\n",
       "</g>\r\n",
       "<!-- 80 -->\r\n",
       "<g id=\"node81\" class=\"node\"><title>80</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M4382,-187C4382,-187 4268,-187 4268,-187 4262,-187 4256,-181 4256,-175 4256,-175 4256,-116 4256,-116 4256,-110 4262,-104 4268,-104 4268,-104 4382,-104 4382,-104 4388,-104 4394,-110 4394,-116 4394,-116 4394,-175 4394,-175 4394,-181 4388,-187 4382,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4277.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V126 ≤ 86.788</text>\r\n",
       "<text text-anchor=\"start\" x=\"4287.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.106</text>\r\n",
       "<text text-anchor=\"start\" x=\"4273.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2038</text>\r\n",
       "<text text-anchor=\"start\" x=\"4264\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1923, 115]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4269\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;80 -->\r\n",
       "<g id=\"edge80\" class=\"edge\"><title>79&#45;&gt;80</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4330.22,-222.907C4329.65,-214.558 4329.05,-205.671 4328.45,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4331.94,-196.759 4327.77,-187.021 4324.96,-197.236 4331.94,-196.759\"/>\r\n",
       "</g>\r\n",
       "<!-- 83 -->\r\n",
       "<g id=\"node84\" class=\"node\"><title>83</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4502,-179.5C4502,-179.5 4424,-179.5 4424,-179.5 4418,-179.5 4412,-173.5 4412,-167.5 4412,-167.5 4412,-123.5 4412,-123.5 4412,-117.5 4418,-111.5 4424,-111.5 4424,-111.5 4502,-111.5 4502,-111.5 4508,-111.5 4514,-117.5 4514,-123.5 4514,-123.5 4514,-167.5 4514,-167.5 4514,-173.5 4508,-179.5 4502,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4434\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4423.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"4422.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4420\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;83 -->\r\n",
       "<g id=\"edge83\" class=\"edge\"><title>79&#45;&gt;83</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4378.1,-222.907C4391.22,-211.101 4405.54,-198.217 4418.61,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4421.06,-188.958 4426.15,-179.667 4416.37,-183.755 4421.06,-188.958\"/>\r\n",
       "</g>\r\n",
       "<!-- 81 -->\r\n",
       "<g id=\"node82\" class=\"node\"><title>81</title>\r\n",
       "<path fill=\"#e68642\" stroke=\"black\" d=\"M4305,-68C4305,-68 4199,-68 4199,-68 4193,-68 4187,-62 4187,-56 4187,-56 4187,-12 4187,-12 4187,-6 4193,-0 4199,-0 4199,-0 4305,-0 4305,-0 4311,-0 4317,-6 4317,-12 4317,-12 4317,-56 4317,-56 4317,-62 4311,-68 4305,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4218.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.08</text>\r\n",
       "<text text-anchor=\"start\" x=\"4200.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1516</text>\r\n",
       "<text text-anchor=\"start\" x=\"4195\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1453, 63]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4196\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;81 -->\r\n",
       "<g id=\"edge81\" class=\"edge\"><title>80&#45;&gt;81</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4297.82,-103.726C4291.92,-94.879 4285.67,-85.51 4279.75,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4282.66,-74.6787 4274.2,-68.2996 4276.83,-78.5616 4282.66,-74.6787\"/>\r\n",
       "</g>\r\n",
       "<!-- 82 -->\r\n",
       "<g id=\"node83\" class=\"node\"><title>82</title>\r\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M4451,-68C4451,-68 4347,-68 4347,-68 4341,-68 4335,-62 4335,-56 4335,-56 4335,-12 4335,-12 4335,-6 4341,-0 4347,-0 4347,-0 4451,-0 4451,-0 4457,-0 4463,-6 4463,-12 4463,-12 4463,-56 4463,-56 4463,-62 4457,-68 4451,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4361.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.179</text>\r\n",
       "<text text-anchor=\"start\" x=\"4351.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 522</text>\r\n",
       "<text text-anchor=\"start\" x=\"4346\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [470, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4343\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;82 -->\r\n",
       "<g id=\"edge82\" class=\"edge\"><title>80&#45;&gt;82</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4352.55,-103.726C4358.53,-94.879 4364.87,-85.51 4370.87,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4373.8,-78.5448 4376.5,-68.2996 4368,-74.6253 4373.8,-78.5448\"/>\r\n",
       "</g>\r\n",
       "<!-- 85 -->\r\n",
       "<g id=\"node86\" class=\"node\"><title>85</title>\r\n",
       "<path fill=\"#ea995e\" stroke=\"black\" d=\"M4796,-306C4796,-306 4692,-306 4692,-306 4686,-306 4680,-300 4680,-294 4680,-294 4680,-235 4680,-235 4680,-229 4686,-223 4692,-223 4692,-223 4796,-223 4796,-223 4802,-223 4808,-229 4808,-235 4808,-235 4808,-294 4808,-294 4808,-300 4802,-306 4796,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4700.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V315 ≤ 164.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4706.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.267</text>\r\n",
       "<text text-anchor=\"start\" x=\"4696.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 422</text>\r\n",
       "<text text-anchor=\"start\" x=\"4691\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [355, 67]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4688\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 84&#45;&gt;85 -->\r\n",
       "<g id=\"edge85\" class=\"edge\"><title>84&#45;&gt;85</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4744,-341.907C4744,-333.649 4744,-324.864 4744,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4747.5,-316.021 4744,-306.021 4740.5,-316.021 4747.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 92 -->\r\n",
       "<g id=\"node93\" class=\"node\"><title>92</title>\r\n",
       "<path fill=\"#e4f2fb\" stroke=\"black\" d=\"M5197.5,-306C5197.5,-306 5108.5,-306 5108.5,-306 5102.5,-306 5096.5,-300 5096.5,-294 5096.5,-294 5096.5,-235 5096.5,-235 5096.5,-229 5102.5,-223 5108.5,-223 5108.5,-223 5197.5,-223 5197.5,-223 5203.5,-223 5209.5,-229 5209.5,-235 5209.5,-235 5209.5,-294 5209.5,-294 5209.5,-300 5203.5,-306 5197.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5122\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V19 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5115.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.497</text>\r\n",
       "<text text-anchor=\"start\" x=\"5109.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\r\n",
       "<text text-anchor=\"start\" x=\"5104.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 22]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5110\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 84&#45;&gt;92 -->\r\n",
       "<g id=\"edge92\" class=\"edge\"><title>84&#45;&gt;92</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4808.36,-364.09C4884.14,-342.411 5009.4,-306.579 5086.22,-284.604\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5087.61,-287.845 5096.26,-281.73 5085.69,-281.115 5087.61,-287.845\"/>\r\n",
       "</g>\r\n",
       "<!-- 86 -->\r\n",
       "<g id=\"node87\" class=\"node\"><title>86</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M4723,-187C4723,-187 4619,-187 4619,-187 4613,-187 4607,-181 4607,-175 4607,-175 4607,-116 4607,-116 4607,-110 4613,-104 4619,-104 4619,-104 4723,-104 4723,-104 4729,-104 4735,-110 4735,-116 4735,-116 4735,-175 4735,-175 4735,-181 4729,-187 4723,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4631.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V291 ≤ 11.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"4633.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"start\" x=\"4623.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 210</text>\r\n",
       "<text text-anchor=\"start\" x=\"4618\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [196, 14]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4615\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 85&#45;&gt;86 -->\r\n",
       "<g id=\"edge86\" class=\"edge\"><title>85&#45;&gt;86</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4718.67,-222.907C4713.18,-214.105 4707.31,-204.703 4701.64,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4704.55,-193.652 4696.28,-187.021 4698.61,-197.358 4704.55,-193.652\"/>\r\n",
       "</g>\r\n",
       "<!-- 89 -->\r\n",
       "<g id=\"node90\" class=\"node\"><title>89</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M4869,-187C4869,-187 4765,-187 4765,-187 4759,-187 4753,-181 4753,-175 4753,-175 4753,-116 4753,-116 4753,-110 4759,-104 4765,-104 4765,-104 4869,-104 4869,-104 4875,-104 4881,-110 4881,-116 4881,-116 4881,-175 4881,-175 4881,-181 4875,-187 4869,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4773\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 196.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4779.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\r\n",
       "<text text-anchor=\"start\" x=\"4769.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 212</text>\r\n",
       "<text text-anchor=\"start\" x=\"4764\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [159, 53]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4761\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 85&#45;&gt;89 -->\r\n",
       "<g id=\"edge89\" class=\"edge\"><title>85&#45;&gt;89</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4769.33,-222.907C4774.82,-214.105 4780.69,-204.703 4786.36,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4789.39,-197.358 4791.72,-187.021 4783.45,-193.652 4789.39,-197.358\"/>\r\n",
       "</g>\r\n",
       "<!-- 87 -->\r\n",
       "<g id=\"node88\" class=\"node\"><title>87</title>\r\n",
       "<path fill=\"#e78946\" stroke=\"black\" d=\"M4597,-68C4597,-68 4493,-68 4493,-68 4487,-68 4481,-62 4481,-56 4481,-56 4481,-12 4481,-12 4481,-6 4487,-0 4493,-0 4493,-0 4597,-0 4597,-0 4603,-0 4609,-6 4609,-12 4609,-12 4609,-56 4609,-56 4609,-62 4603,-68 4597,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4507.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\r\n",
       "<text text-anchor=\"start\" x=\"4497.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 209</text>\r\n",
       "<text text-anchor=\"start\" x=\"4492\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [196, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4489\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;87 -->\r\n",
       "<g id=\"edge87\" class=\"edge\"><title>86&#45;&gt;87</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4624.08,-103.726C4613.27,-94.3318 4601.79,-84.349 4591.01,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4593.16,-72.2174 4583.32,-68.2996 4588.57,-77.501 4593.16,-72.2174\"/>\r\n",
       "</g>\r\n",
       "<!-- 88 -->\r\n",
       "<g id=\"node89\" class=\"node\"><title>88</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4717,-68C4717,-68 4639,-68 4639,-68 4633,-68 4627,-62 4627,-56 4627,-56 4627,-12 4627,-12 4627,-6 4633,-0 4639,-0 4639,-0 4717,-0 4717,-0 4723,-0 4729,-6 4729,-12 4729,-12 4729,-56 4729,-56 4729,-62 4723,-68 4717,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4649\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"4638.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"4637.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4635\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;88 -->\r\n",
       "<g id=\"edge88\" class=\"edge\"><title>86&#45;&gt;88</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4673.61,-103.726C4674.14,-95.4263 4674.7,-86.6671 4675.23,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4678.73,-78.5025 4675.87,-68.2996 4671.74,-78.0559 4678.73,-78.5025\"/>\r\n",
       "</g>\r\n",
       "<!-- 90 -->\r\n",
       "<g id=\"node91\" class=\"node\"><title>90</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M4863,-68C4863,-68 4759,-68 4759,-68 4753,-68 4747,-62 4747,-56 4747,-56 4747,-12 4747,-12 4747,-6 4753,-0 4759,-0 4759,-0 4863,-0 4863,-0 4869,-0 4875,-6 4875,-12 4875,-12 4875,-56 4875,-56 4875,-62 4869,-68 4863,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4773.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.121</text>\r\n",
       "<text text-anchor=\"start\" x=\"4767.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 62</text>\r\n",
       "<text text-anchor=\"start\" x=\"4766.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [58, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4755\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 89&#45;&gt;90 -->\r\n",
       "<g id=\"edge90\" class=\"edge\"><title>89&#45;&gt;90</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4814.77,-103.726C4814.32,-95.5175 4813.84,-86.8595 4813.39,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4816.87,-78.0931 4812.82,-68.2996 4809.88,-78.4761 4816.87,-78.0931\"/>\r\n",
       "</g>\r\n",
       "<!-- 91 -->\r\n",
       "<g id=\"node92\" class=\"node\"><title>91</title>\r\n",
       "<path fill=\"#f2be99\" stroke=\"black\" d=\"M5009,-68C5009,-68 4905,-68 4905,-68 4899,-68 4893,-62 4893,-56 4893,-56 4893,-12 4893,-12 4893,-6 4899,-0 4905,-0 4905,-0 5009,-0 5009,-0 5015,-0 5021,-6 5021,-12 5021,-12 5021,-56 5021,-56 5021,-62 5015,-68 5009,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"4923.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"start\" x=\"4909.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 150</text>\r\n",
       "<text text-anchor=\"start\" x=\"4904\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [101, 49]</text>\r\n",
       "<text text-anchor=\"start\" x=\"4901\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 89&#45;&gt;91 -->\r\n",
       "<g id=\"edge91\" class=\"edge\"><title>89&#45;&gt;91</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4869.13,-103.726C4881.26,-94.2406 4894.15,-84.1551 4906.22,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4908.7,-77.2173 4914.43,-68.2996 4904.39,-71.7035 4908.7,-77.2173\"/>\r\n",
       "</g>\r\n",
       "<!-- 93 -->\r\n",
       "<g id=\"node94\" class=\"node\"><title>93</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M5205,-187C5205,-187 5101,-187 5101,-187 5095,-187 5089,-181 5089,-175 5089,-175 5089,-116 5089,-116 5089,-110 5095,-104 5101,-104 5101,-104 5205,-104 5205,-104 5211,-104 5217,-110 5217,-116 5217,-116 5217,-175 5217,-175 5217,-181 5211,-187 5205,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5122\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V19 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5115.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"5109.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"start\" x=\"5108.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 9]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5097\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;93 -->\r\n",
       "<g id=\"edge93\" class=\"edge\"><title>92&#45;&gt;93</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5153,-222.907C5153,-214.649 5153,-205.864 5153,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5156.5,-197.021 5153,-187.021 5149.5,-197.021 5156.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 96 -->\r\n",
       "<g id=\"node97\" class=\"node\"><title>96</title>\r\n",
       "<path fill=\"#48a5e7\" stroke=\"black\" d=\"M5406.5,-187C5406.5,-187 5309.5,-187 5309.5,-187 5303.5,-187 5297.5,-181 5297.5,-175 5297.5,-175 5297.5,-116 5297.5,-116 5297.5,-110 5303.5,-104 5309.5,-104 5309.5,-104 5406.5,-104 5406.5,-104 5412.5,-104 5418.5,-110 5418.5,-116 5418.5,-116 5418.5,-175 5418.5,-175 5418.5,-181 5412.5,-187 5406.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5305.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card1 ≤ 17915.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5320.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\r\n",
       "<text text-anchor=\"start\" x=\"5314.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"5313.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5315\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;96 -->\r\n",
       "<g id=\"edge96\" class=\"edge\"><title>92&#45;&gt;96</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5209.56,-231.22C5233.94,-217.303 5262.7,-200.891 5288.38,-186.236\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5290.37,-189.129 5297.32,-181.133 5286.9,-183.05 5290.37,-189.129\"/>\r\n",
       "</g>\r\n",
       "<!-- 94 -->\r\n",
       "<g id=\"node95\" class=\"node\"><title>94</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5129,-68C5129,-68 5051,-68 5051,-68 5045,-68 5039,-62 5039,-56 5039,-56 5039,-12 5039,-12 5039,-6 5045,-0 5051,-0 5051,-0 5129,-0 5129,-0 5135,-0 5141,-6 5141,-12 5141,-12 5141,-56 5141,-56 5141,-62 5135,-68 5129,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5061\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5050.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5049.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5047\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 93&#45;&gt;94 -->\r\n",
       "<g id=\"edge94\" class=\"edge\"><title>93&#45;&gt;94</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5129.54,-103.726C5124.56,-95.0615 5119.28,-85.8962 5114.27,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5117.18,-75.2219 5109.16,-68.2996 5111.11,-78.7128 5117.18,-75.2219\"/>\r\n",
       "</g>\r\n",
       "<!-- 95 -->\r\n",
       "<g id=\"node96\" class=\"node\"><title>95</title>\r\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M5275,-68C5275,-68 5171,-68 5171,-68 5165,-68 5159,-62 5159,-56 5159,-56 5159,-12 5159,-12 5159,-6 5165,-0 5171,-0 5171,-0 5275,-0 5275,-0 5281,-0 5287,-6 5287,-12 5287,-12 5287,-56 5287,-56 5287,-62 5281,-68 5275,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5185.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\r\n",
       "<text text-anchor=\"start\" x=\"5179.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"start\" x=\"5178.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5167\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 93&#45;&gt;95 -->\r\n",
       "<g id=\"edge95\" class=\"edge\"><title>93&#45;&gt;95</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5179.07,-103.726C5184.66,-94.9703 5190.59,-85.7032 5196.21,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5199.28,-78.6103 5201.71,-68.2996 5193.38,-74.8399 5199.28,-78.6103\"/>\r\n",
       "</g>\r\n",
       "<!-- 97 -->\r\n",
       "<g id=\"node98\" class=\"node\"><title>97</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5398.5,-68C5398.5,-68 5317.5,-68 5317.5,-68 5311.5,-68 5305.5,-62 5305.5,-56 5305.5,-56 5305.5,-12 5305.5,-12 5305.5,-6 5311.5,-0 5317.5,-0 5317.5,-0 5398.5,-0 5398.5,-0 5404.5,-0 5410.5,-6 5410.5,-12 5410.5,-12 5410.5,-56 5410.5,-56 5410.5,-62 5404.5,-68 5398.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5329\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5314.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"start\" x=\"5313.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 13]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5315\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 96&#45;&gt;97 -->\r\n",
       "<g id=\"edge97\" class=\"edge\"><title>96&#45;&gt;97</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5358,-103.726C5358,-95.5175 5358,-86.8595 5358,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5361.5,-78.2996 5358,-68.2996 5354.5,-78.2996 5361.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 98 -->\r\n",
       "<g id=\"node99\" class=\"node\"><title>98</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5545,-68C5545,-68 5441,-68 5441,-68 5435,-68 5429,-62 5429,-56 5429,-56 5429,-12 5429,-12 5429,-6 5435,-0 5441,-0 5441,-0 5545,-0 5545,-0 5551,-0 5557,-6 5557,-12 5557,-12 5557,-56 5557,-56 5557,-62 5551,-68 5545,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5464\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5453.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5452.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5437\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 96&#45;&gt;98 -->\r\n",
       "<g id=\"edge98\" class=\"edge\"><title>96&#45;&gt;98</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5408.27,-103.726C5419.96,-94.2406 5432.4,-84.1551 5444.04,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5446.38,-77.3173 5451.95,-68.2996 5441.97,-71.8808 5446.38,-77.3173\"/>\r\n",
       "</g>\r\n",
       "<!-- 100 -->\r\n",
       "<g id=\"node101\" class=\"node\"><title>100</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M5870.5,-663C5870.5,-663 5667.5,-663 5667.5,-663 5661.5,-663 5655.5,-657 5655.5,-651 5655.5,-651 5655.5,-592 5655.5,-592 5655.5,-586 5661.5,-580 5667.5,-580 5667.5,-580 5870.5,-580 5870.5,-580 5876.5,-580 5882.5,-586 5882.5,-592 5882.5,-592 5882.5,-651 5882.5,-651 5882.5,-657 5876.5,-663 5870.5,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5663.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_icloud.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5735.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"start\" x=\"5725.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40</text>\r\n",
       "<text text-anchor=\"start\" x=\"5724.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 8]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5713\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 99&#45;&gt;100 -->\r\n",
       "<g id=\"edge100\" class=\"edge\"><title>99&#45;&gt;100</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5829.08,-698.907C5822.02,-689.923 5814.46,-680.315 5807.18,-671.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5809.8,-668.718 5800.86,-663.021 5804.29,-673.045 5809.8,-668.718\"/>\r\n",
       "</g>\r\n",
       "<!-- 111 -->\r\n",
       "<g id=\"node112\" class=\"node\"><title>111</title>\r\n",
       "<path fill=\"#5baeea\" stroke=\"black\" d=\"M5993.5,-663C5993.5,-663 5912.5,-663 5912.5,-663 5906.5,-663 5900.5,-657 5900.5,-651 5900.5,-651 5900.5,-592 5900.5,-592 5900.5,-586 5906.5,-580 5912.5,-580 5912.5,-580 5993.5,-580 5993.5,-580 5999.5,-580 6005.5,-586 6005.5,-592 6005.5,-592 6005.5,-651 6005.5,-651 6005.5,-657 5999.5,-663 5993.5,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5922\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V23 ≤ 8.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5915.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.252</text>\r\n",
       "<text text-anchor=\"start\" x=\"5909.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 61</text>\r\n",
       "<text text-anchor=\"start\" x=\"5908.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5910\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 99&#45;&gt;111 -->\r\n",
       "<g id=\"edge111\" class=\"edge\"><title>99&#45;&gt;111</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5892.92,-698.907C5899.98,-689.923 5907.54,-680.315 5914.82,-671.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5917.71,-673.045 5921.14,-663.021 5912.2,-668.718 5917.71,-673.045\"/>\r\n",
       "</g>\r\n",
       "<!-- 101 -->\r\n",
       "<g id=\"node102\" class=\"node\"><title>101</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M5718,-544C5718,-544 5614,-544 5614,-544 5608,-544 5602,-538 5602,-532 5602,-532 5602,-473 5602,-473 5602,-467 5608,-461 5614,-461 5614,-461 5718,-461 5718,-461 5724,-461 5730,-467 5730,-473 5730,-473 5730,-532 5730,-532 5730,-538 5724,-544 5718,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5621.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">addr1 ≤ 124.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5628.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\r\n",
       "<text text-anchor=\"start\" x=\"5622.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\r\n",
       "<text text-anchor=\"start\" x=\"5621.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5610\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 100&#45;&gt;101 -->\r\n",
       "<g id=\"edge101\" class=\"edge\"><title>100&#45;&gt;101</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5733.26,-579.907C5725.28,-570.832 5716.73,-561.121 5708.49,-551.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5710.91,-549.214 5701.67,-544.021 5705.65,-553.839 5710.91,-549.214\"/>\r\n",
       "</g>\r\n",
       "<!-- 110 -->\r\n",
       "<g id=\"node111\" class=\"node\"><title>110</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5838,-536.5C5838,-536.5 5760,-536.5 5760,-536.5 5754,-536.5 5748,-530.5 5748,-524.5 5748,-524.5 5748,-480.5 5748,-480.5 5748,-474.5 5754,-468.5 5760,-468.5 5760,-468.5 5838,-468.5 5838,-468.5 5844,-468.5 5850,-474.5 5850,-480.5 5850,-480.5 5850,-524.5 5850,-524.5 5850,-530.5 5844,-536.5 5838,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5770\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5759.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"5758.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5756\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 100&#45;&gt;110 -->\r\n",
       "<g id=\"edge110\" class=\"edge\"><title>100&#45;&gt;110</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5779.41,-579.907C5782.18,-569.094 5785.19,-557.376 5787.99,-546.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5791.4,-547.223 5790.5,-536.667 5784.62,-545.484 5791.4,-547.223\"/>\r\n",
       "</g>\r\n",
       "<!-- 102 -->\r\n",
       "<g id=\"node103\" class=\"node\"><title>102</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5587,-417.5C5587,-417.5 5509,-417.5 5509,-417.5 5503,-417.5 5497,-411.5 5497,-405.5 5497,-405.5 5497,-361.5 5497,-361.5 5497,-355.5 5503,-349.5 5509,-349.5 5509,-349.5 5587,-349.5 5587,-349.5 5593,-349.5 5599,-355.5 5599,-361.5 5599,-361.5 5599,-405.5 5599,-405.5 5599,-411.5 5593,-417.5 5587,-417.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5519\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5508.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"5507.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5505\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 101&#45;&gt;102 -->\r\n",
       "<g id=\"edge102\" class=\"edge\"><title>101&#45;&gt;102</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5625.06,-460.907C5613.26,-449.211 5600.4,-436.457 5588.62,-424.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5591.02,-422.222 5581.45,-417.667 5586.09,-427.193 5591.02,-422.222\"/>\r\n",
       "</g>\r\n",
       "<!-- 103 -->\r\n",
       "<g id=\"node104\" class=\"node\"><title>103</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M5733,-425C5733,-425 5629,-425 5629,-425 5623,-425 5617,-419 5617,-413 5617,-413 5617,-354 5617,-354 5617,-348 5623,-342 5629,-342 5629,-342 5733,-342 5733,-342 5739,-342 5745,-348 5745,-354 5745,-354 5745,-413 5745,-413 5745,-419 5739,-425 5733,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5650\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V25 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5643.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\r\n",
       "<text text-anchor=\"start\" x=\"5637.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"5636.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5625\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 101&#45;&gt;103 -->\r\n",
       "<g id=\"edge103\" class=\"edge\"><title>101&#45;&gt;103</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5671.2,-460.907C5672.27,-452.558 5673.41,-443.671 5674.52,-435.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5678,-435.385 5675.81,-425.021 5671.06,-434.495 5678,-435.385\"/>\r\n",
       "</g>\r\n",
       "<!-- 104 -->\r\n",
       "<g id=\"node105\" class=\"node\"><title>104</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M5604,-306C5604,-306 5500,-306 5500,-306 5494,-306 5488,-300 5488,-294 5488,-294 5488,-235 5488,-235 5488,-229 5494,-223 5500,-223 5500,-223 5604,-223 5604,-223 5610,-223 5616,-229 5616,-235 5616,-235 5616,-294 5616,-294 5616,-300 5610,-306 5604,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5512.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V31 ≤ 0.571</text>\r\n",
       "<text text-anchor=\"start\" x=\"5514.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.059</text>\r\n",
       "<text text-anchor=\"start\" x=\"5508.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"5507.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5496\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 103&#45;&gt;104 -->\r\n",
       "<g id=\"edge104\" class=\"edge\"><title>103&#45;&gt;104</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5636.24,-341.907C5625.94,-332.56 5614.89,-322.538 5604.29,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5606.44,-310.146 5596.68,-306.021 5601.73,-315.332 5606.44,-310.146\"/>\r\n",
       "</g>\r\n",
       "<!-- 109 -->\r\n",
       "<g id=\"node110\" class=\"node\"><title>109</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5724,-298.5C5724,-298.5 5646,-298.5 5646,-298.5 5640,-298.5 5634,-292.5 5634,-286.5 5634,-286.5 5634,-242.5 5634,-242.5 5634,-236.5 5640,-230.5 5646,-230.5 5646,-230.5 5724,-230.5 5724,-230.5 5730,-230.5 5736,-236.5 5736,-242.5 5736,-242.5 5736,-286.5 5736,-286.5 5736,-292.5 5730,-298.5 5724,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5656\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5645.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5644.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5642\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 103&#45;&gt;109 -->\r\n",
       "<g id=\"edge109\" class=\"edge\"><title>103&#45;&gt;109</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5682.39,-341.907C5682.75,-331.204 5683.15,-319.615 5683.52,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5687.02,-308.781 5683.87,-298.667 5680.03,-308.541 5687.02,-308.781\"/>\r\n",
       "</g>\r\n",
       "<!-- 105 -->\r\n",
       "<g id=\"node106\" class=\"node\"><title>105</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5570,-179.5C5570,-179.5 5466,-179.5 5466,-179.5 5460,-179.5 5454,-173.5 5454,-167.5 5454,-167.5 5454,-123.5 5454,-123.5 5454,-117.5 5460,-111.5 5466,-111.5 5466,-111.5 5570,-111.5 5570,-111.5 5576,-111.5 5582,-117.5 5582,-123.5 5582,-123.5 5582,-167.5 5582,-167.5 5582,-173.5 5576,-179.5 5570,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5489\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5474.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"start\" x=\"5473.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5462\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 104&#45;&gt;105 -->\r\n",
       "<g id=\"edge105\" class=\"edge\"><title>104&#45;&gt;105</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5540.2,-222.907C5537.06,-212.094 5533.66,-200.376 5530.48,-189.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5533.79,-188.293 5527.64,-179.667 5527.07,-190.246 5533.79,-188.293\"/>\r\n",
       "</g>\r\n",
       "<!-- 106 -->\r\n",
       "<g id=\"node107\" class=\"node\"><title>106</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5716,-187C5716,-187 5612,-187 5612,-187 5606,-187 5600,-181 5600,-175 5600,-175 5600,-116 5600,-116 5600,-110 5606,-104 5612,-104 5612,-104 5716,-104 5716,-104 5722,-104 5728,-110 5728,-116 5728,-116 5728,-175 5728,-175 5728,-181 5722,-187 5716,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5633\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V85 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5635\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5624.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"5623.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5608\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 104&#45;&gt;106 -->\r\n",
       "<g id=\"edge106\" class=\"edge\"><title>104&#45;&gt;106</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5590.86,-222.907C5599.63,-213.742 5609.03,-203.927 5618.06,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5620.82,-196.665 5625.21,-187.021 5615.77,-191.824 5620.82,-196.665\"/>\r\n",
       "</g>\r\n",
       "<!-- 107 -->\r\n",
       "<g id=\"node108\" class=\"node\"><title>107</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5665,-68C5665,-68 5587,-68 5587,-68 5581,-68 5575,-62 5575,-56 5575,-56 5575,-12 5575,-12 5575,-6 5581,-0 5587,-0 5587,-0 5665,-0 5665,-0 5671,-0 5677,-6 5677,-12 5677,-12 5677,-56 5677,-56 5677,-62 5671,-68 5665,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5597\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5586.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5585.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5583\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 106&#45;&gt;107 -->\r\n",
       "<g id=\"edge107\" class=\"edge\"><title>106&#45;&gt;107</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5649.85,-103.726C5646.94,-95.3351 5643.86,-86.4745 5640.92,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5644.14,-76.5994 5637.56,-68.2996 5637.53,-78.8944 5644.14,-76.5994\"/>\r\n",
       "</g>\r\n",
       "<!-- 108 -->\r\n",
       "<g id=\"node109\" class=\"node\"><title>108</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5811,-68C5811,-68 5707,-68 5707,-68 5701,-68 5695,-62 5695,-56 5695,-56 5695,-12 5695,-12 5695,-6 5701,-0 5707,-0 5707,-0 5811,-0 5811,-0 5817,-0 5823,-6 5823,-12 5823,-12 5823,-56 5823,-56 5823,-62 5817,-68 5811,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5730\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5719.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5718.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5703\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 106&#45;&gt;108 -->\r\n",
       "<g id=\"edge108\" class=\"edge\"><title>106&#45;&gt;108</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5699.37,-103.726C5707.21,-94.6966 5715.51,-85.1235 5723.36,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5726.2,-78.1467 5730.11,-68.2996 5720.91,-73.5595 5726.2,-78.1467\"/>\r\n",
       "</g>\r\n",
       "<!-- 112 -->\r\n",
       "<g id=\"node113\" class=\"node\"><title>112</title>\r\n",
       "<path fill=\"#57ace9\" stroke=\"black\" d=\"M5991.5,-544C5991.5,-544 5910.5,-544 5910.5,-544 5904.5,-544 5898.5,-538 5898.5,-532 5898.5,-532 5898.5,-473 5898.5,-473 5898.5,-467 5904.5,-461 5910.5,-461 5910.5,-461 5991.5,-461 5991.5,-461 5997.5,-461 6003.5,-467 6003.5,-473 6003.5,-473 6003.5,-532 6003.5,-532 6003.5,-538 5997.5,-544 5991.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5919.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5913.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.231</text>\r\n",
       "<text text-anchor=\"start\" x=\"5907.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"start\" x=\"5906.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 52]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5908\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 111&#45;&gt;112 -->\r\n",
       "<g id=\"edge112\" class=\"edge\"><title>111&#45;&gt;112</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5952.31,-579.907C5952.16,-571.558 5952.01,-562.671 5951.86,-554.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5955.36,-553.959 5951.69,-544.021 5948.36,-554.079 5955.36,-553.959\"/>\r\n",
       "</g>\r\n",
       "<!-- 125 -->\r\n",
       "<g id=\"node126\" class=\"node\"><title>125</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6138,-536.5C6138,-536.5 6034,-536.5 6034,-536.5 6028,-536.5 6022,-530.5 6022,-524.5 6022,-524.5 6022,-480.5 6022,-480.5 6022,-474.5 6028,-468.5 6034,-468.5 6034,-468.5 6138,-468.5 6138,-468.5 6144,-468.5 6150,-474.5 6150,-480.5 6150,-480.5 6150,-524.5 6150,-524.5 6150,-530.5 6144,-536.5 6138,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6057\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6046.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6045.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6030\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 111&#45;&gt;125 -->\r\n",
       "<g id=\"edge125\" class=\"edge\"><title>111&#45;&gt;125</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5999.14,-579.907C6012.57,-568.101 6027.21,-555.217 6040.59,-543.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6043.1,-545.9 6048.3,-536.667 6038.48,-540.644 6043.1,-545.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 113 -->\r\n",
       "<g id=\"node114\" class=\"node\"><title>113</title>\r\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M5987.5,-425C5987.5,-425 5900.5,-425 5900.5,-425 5894.5,-425 5888.5,-419 5888.5,-413 5888.5,-413 5888.5,-354 5888.5,-354 5888.5,-348 5894.5,-342 5900.5,-342 5900.5,-342 5987.5,-342 5987.5,-342 5993.5,-342 5999.5,-348 5999.5,-354 5999.5,-354 5999.5,-413 5999.5,-413 5999.5,-419 5993.5,-425 5987.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5896.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V135 ≤ 26.887</text>\r\n",
       "<text text-anchor=\"start\" x=\"5906.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.059</text>\r\n",
       "<text text-anchor=\"start\" x=\"5900.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"5899.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 32]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5901\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 112&#45;&gt;113 -->\r\n",
       "<g id=\"edge113\" class=\"edge\"><title>112&#45;&gt;113</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5948.57,-460.907C5948.07,-452.558 5947.54,-443.671 5947.02,-435.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5950.52,-434.794 5946.42,-425.021 5943.53,-435.212 5950.52,-434.794\"/>\r\n",
       "</g>\r\n",
       "<!-- 116 -->\r\n",
       "<g id=\"node117\" class=\"node\"><title>116</title>\r\n",
       "<path fill=\"#7ebfee\" stroke=\"black\" d=\"M6163.5,-425C6163.5,-425 6082.5,-425 6082.5,-425 6076.5,-425 6070.5,-419 6070.5,-413 6070.5,-413 6070.5,-354 6070.5,-354 6070.5,-348 6076.5,-342 6082.5,-342 6082.5,-342 6163.5,-342 6163.5,-342 6169.5,-342 6175.5,-348 6175.5,-354 6175.5,-354 6175.5,-413 6175.5,-413 6175.5,-419 6169.5,-425 6163.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6079\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card5 ≤ 225.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6085.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.384</text>\r\n",
       "<text text-anchor=\"start\" x=\"6079.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"start\" x=\"6078.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 20]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6080\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 112&#45;&gt;116 -->\r\n",
       "<g id=\"edge116\" class=\"edge\"><title>112&#45;&gt;116</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6003.54,-465.76C6022.04,-453.174 6042.99,-438.923 6062.13,-425.909\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6064.19,-428.741 6070.49,-420.222 6060.25,-422.953 6064.19,-428.741\"/>\r\n",
       "</g>\r\n",
       "<!-- 114 -->\r\n",
       "<g id=\"node115\" class=\"node\"><title>114</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5849.5,-298.5C5849.5,-298.5 5768.5,-298.5 5768.5,-298.5 5762.5,-298.5 5756.5,-292.5 5756.5,-286.5 5756.5,-286.5 5756.5,-242.5 5756.5,-242.5 5756.5,-236.5 5762.5,-230.5 5768.5,-230.5 5768.5,-230.5 5849.5,-230.5 5849.5,-230.5 5855.5,-230.5 5861.5,-236.5 5861.5,-242.5 5861.5,-242.5 5861.5,-286.5 5861.5,-286.5 5861.5,-292.5 5855.5,-298.5 5849.5,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5780\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5765.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"start\" x=\"5764.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 32]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5766\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 113&#45;&gt;114 -->\r\n",
       "<g id=\"edge114\" class=\"edge\"><title>113&#45;&gt;114</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5897.16,-341.907C5883.54,-330.101 5868.67,-317.217 5855.1,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5857.12,-302.571 5847.27,-298.667 5852.53,-307.861 5857.12,-302.571\"/>\r\n",
       "</g>\r\n",
       "<!-- 115 -->\r\n",
       "<g id=\"node116\" class=\"node\"><title>115</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5996,-298.5C5996,-298.5 5892,-298.5 5892,-298.5 5886,-298.5 5880,-292.5 5880,-286.5 5880,-286.5 5880,-242.5 5880,-242.5 5880,-236.5 5886,-230.5 5892,-230.5 5892,-230.5 5996,-230.5 5996,-230.5 6002,-230.5 6008,-236.5 6008,-242.5 6008,-242.5 6008,-286.5 6008,-286.5 6008,-292.5 6002,-298.5 5996,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5915\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5904.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"5903.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5888\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 113&#45;&gt;115 -->\r\n",
       "<g id=\"edge115\" class=\"edge\"><title>113&#45;&gt;115</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5944,-341.907C5944,-331.204 5944,-319.615 5944,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5947.5,-308.667 5944,-298.667 5940.5,-308.667 5947.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 117 -->\r\n",
       "<g id=\"node118\" class=\"node\"><title>117</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M6208,-306C6208,-306 6038,-306 6038,-306 6032,-306 6026,-300 6026,-294 6026,-294 6026,-235 6026,-235 6026,-229 6032,-223 6038,-223 6038,-223 6208,-223 6208,-223 6214,-223 6220,-229 6220,-235 6220,-235 6220,-294 6220,-294 6220,-300 6214,-306 6208,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6034\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionDT ≤ 2849218.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6085.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\r\n",
       "<text text-anchor=\"start\" x=\"6079.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"start\" x=\"6078.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 20]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6080\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 116&#45;&gt;117 -->\r\n",
       "<g id=\"edge117\" class=\"edge\"><title>116&#45;&gt;117</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6123,-341.907C6123,-333.649 6123,-324.864 6123,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6126.5,-316.021 6123,-306.021 6119.5,-316.021 6126.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 124 -->\r\n",
       "<g id=\"node125\" class=\"node\"><title>124</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6354,-298.5C6354,-298.5 6250,-298.5 6250,-298.5 6244,-298.5 6238,-292.5 6238,-286.5 6238,-286.5 6238,-242.5 6238,-242.5 6238,-236.5 6244,-230.5 6250,-230.5 6250,-230.5 6354,-230.5 6354,-230.5 6360,-230.5 6366,-236.5 6366,-242.5 6366,-242.5 6366,-286.5 6366,-286.5 6366,-292.5 6360,-298.5 6354,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6273\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6262.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"6261.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6246\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 116&#45;&gt;124 -->\r\n",
       "<g id=\"edge124\" class=\"edge\"><title>116&#45;&gt;124</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6175.74,-348.029C6196.86,-334.223 6221.29,-318.257 6243,-304.067\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6245.03,-306.92 6251.48,-298.519 6241.2,-301.061 6245.03,-306.92\"/>\r\n",
       "</g>\r\n",
       "<!-- 118 -->\r\n",
       "<g id=\"node119\" class=\"node\"><title>118</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M6084,-187C6084,-187 5980,-187 5980,-187 5974,-187 5968,-181 5968,-175 5968,-175 5968,-116 5968,-116 5968,-110 5974,-104 5980,-104 5980,-104 6084,-104 6084,-104 6090,-104 6096,-110 6096,-116 6096,-116 6096,-175 6096,-175 6096,-181 6090,-187 6084,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6001\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V23 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5998.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"start\" x=\"5992.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"5991.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5976\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 117&#45;&gt;118 -->\r\n",
       "<g id=\"edge118\" class=\"edge\"><title>117&#45;&gt;118</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6091.43,-222.907C6084.44,-213.923 6076.97,-204.315 6069.76,-195.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6072.42,-192.766 6063.52,-187.021 6066.89,-197.063 6072.42,-192.766\"/>\r\n",
       "</g>\r\n",
       "<!-- 121 -->\r\n",
       "<g id=\"node122\" class=\"node\"><title>121</title>\r\n",
       "<path fill=\"#44a2e6\" stroke=\"black\" d=\"M6207.5,-187C6207.5,-187 6126.5,-187 6126.5,-187 6120.5,-187 6114.5,-181 6114.5,-175 6114.5,-175 6114.5,-116 6114.5,-116 6114.5,-110 6120.5,-104 6126.5,-104 6126.5,-104 6207.5,-104 6207.5,-104 6213.5,-104 6219.5,-110 6219.5,-116 6219.5,-116 6219.5,-175 6219.5,-175 6219.5,-181 6213.5,-187 6207.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6136\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V24 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6138\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6123.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"start\" x=\"6122.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6124\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 117&#45;&gt;121 -->\r\n",
       "<g id=\"edge121\" class=\"edge\"><title>117&#45;&gt;121</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6138.27,-222.907C6141.47,-214.377 6144.89,-205.284 6148.21,-196.456\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6151.52,-197.613 6151.76,-187.021 6144.97,-195.149 6151.52,-197.613\"/>\r\n",
       "</g>\r\n",
       "<!-- 119 -->\r\n",
       "<g id=\"node120\" class=\"node\"><title>119</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5957,-68C5957,-68 5853,-68 5853,-68 5847,-68 5841,-62 5841,-56 5841,-56 5841,-12 5841,-12 5841,-6 5847,-0 5853,-0 5853,-0 5957,-0 5957,-0 5963,-0 5969,-6 5969,-12 5969,-12 5969,-56 5969,-56 5969,-62 5963,-68 5957,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"5876\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5865.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"5864.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5849\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 118&#45;&gt;119 -->\r\n",
       "<g id=\"edge119\" class=\"edge\"><title>118&#45;&gt;119</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5984.71,-103.726C5973.81,-94.3318 5962.24,-84.349 5951.38,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5953.48,-72.1789 5943.62,-68.2996 5948.91,-77.4804 5953.48,-72.1789\"/>\r\n",
       "</g>\r\n",
       "<!-- 120 -->\r\n",
       "<g id=\"node121\" class=\"node\"><title>120</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6077,-68C6077,-68 5999,-68 5999,-68 5993,-68 5987,-62 5987,-56 5987,-56 5987,-12 5987,-12 5987,-6 5993,-0 5999,-0 5999,-0 6077,-0 6077,-0 6083,-0 6089,-6 6089,-12 6089,-12 6089,-56 6089,-56 6089,-62 6083,-68 6077,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6009\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"5998.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"5997.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"5995\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 118&#45;&gt;120 -->\r\n",
       "<g id=\"edge120\" class=\"edge\"><title>118&#45;&gt;120</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6034.23,-103.726C6034.68,-95.5175 6035.16,-86.8595 6035.61,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6039.12,-78.4761 6036.18,-68.2996 6032.13,-78.0931 6039.12,-78.4761\"/>\r\n",
       "</g>\r\n",
       "<!-- 122 -->\r\n",
       "<g id=\"node123\" class=\"node\"><title>122</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6200.5,-68C6200.5,-68 6119.5,-68 6119.5,-68 6113.5,-68 6107.5,-62 6107.5,-56 6107.5,-56 6107.5,-12 6107.5,-12 6107.5,-6 6113.5,-0 6119.5,-0 6119.5,-0 6200.5,-0 6200.5,-0 6206.5,-0 6212.5,-6 6212.5,-12 6212.5,-12 6212.5,-56 6212.5,-56 6212.5,-62 6206.5,-68 6200.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6131\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6116.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"start\" x=\"6115.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 18]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6117\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 121&#45;&gt;122 -->\r\n",
       "<g id=\"edge122\" class=\"edge\"><title>121&#45;&gt;122</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6164.39,-103.726C6163.86,-95.4263 6163.3,-86.6671 6162.77,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6166.26,-78.0559 6162.13,-68.2996 6159.27,-78.5025 6166.26,-78.0559\"/>\r\n",
       "</g>\r\n",
       "<!-- 123 -->\r\n",
       "<g id=\"node124\" class=\"node\"><title>123</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6347,-68C6347,-68 6243,-68 6243,-68 6237,-68 6231,-62 6231,-56 6231,-56 6231,-12 6231,-12 6231,-6 6237,-0 6243,-0 6243,-0 6347,-0 6347,-0 6353,-0 6359,-6 6359,-12 6359,-12 6359,-56 6359,-56 6359,-62 6353,-68 6347,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6266\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6255.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6254.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6239\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 121&#45;&gt;123 -->\r\n",
       "<g id=\"edge123\" class=\"edge\"><title>121&#45;&gt;123</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6214.66,-103.726C6225.64,-94.3318 6237.31,-84.349 6248.26,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6250.75,-77.4598 6256.07,-68.2996 6246.2,-72.1406 6250.75,-77.4598\"/>\r\n",
       "</g>\r\n",
       "<!-- 127 -->\r\n",
       "<g id=\"node128\" class=\"node\"><title>127</title>\r\n",
       "<path fill=\"#efaf82\" stroke=\"black\" d=\"M7381,-782C7381,-782 7277,-782 7277,-782 7271,-782 7265,-776 7265,-770 7265,-770 7265,-711 7265,-711 7265,-705 7271,-699 7277,-699 7277,-699 7381,-699 7381,-699 7387,-699 7393,-705 7393,-711 7393,-711 7393,-770 7393,-770 7393,-776 7387,-782 7381,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7297.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7291.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.393</text>\r\n",
       "<text text-anchor=\"start\" x=\"7281.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 286</text>\r\n",
       "<text text-anchor=\"start\" x=\"7276\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [209, 77]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7273\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 126&#45;&gt;127 -->\r\n",
       "<g id=\"edge127\" class=\"edge\"><title>126&#45;&gt;127</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7329,-817.907C7329,-809.649 7329,-800.864 7329,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7332.5,-792.021 7329,-782.021 7325.5,-792.021 7332.5,-792.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 178 -->\r\n",
       "<g id=\"node179\" class=\"node\"><title>178</title>\r\n",
       "<path fill=\"#7fbfee\" stroke=\"black\" d=\"M9506,-782C9506,-782 9408,-782 9408,-782 9402,-782 9396,-776 9396,-770 9396,-770 9396,-711 9396,-711 9396,-705 9402,-699 9408,-699 9408,-699 9506,-699 9506,-699 9512,-699 9518,-705 9518,-711 9518,-711 9518,-770 9518,-770 9518,-776 9512,-782 9506,-782\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9421.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D1 ≤ 269.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9419.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.385</text>\r\n",
       "<text text-anchor=\"start\" x=\"9409.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 169</text>\r\n",
       "<text text-anchor=\"start\" x=\"9404\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [44, 125]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9414\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 126&#45;&gt;178 -->\r\n",
       "<g id=\"edge178\" class=\"edge\"><title>126&#45;&gt;178</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7394.14,-854.918C7707.54,-837.687 9058.42,-763.414 9385.49,-745.432\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9385.99,-748.91 9395.78,-744.866 9385.6,-741.92 9385.99,-748.91\"/>\r\n",
       "</g>\r\n",
       "<!-- 128 -->\r\n",
       "<g id=\"node129\" class=\"node\"><title>128</title>\r\n",
       "<path fill=\"#b3d9f5\" stroke=\"black\" d=\"M7095.5,-663C7095.5,-663 7006.5,-663 7006.5,-663 7000.5,-663 6994.5,-657 6994.5,-651 6994.5,-651 6994.5,-592 6994.5,-592 6994.5,-586 7000.5,-580 7006.5,-580 7006.5,-580 7095.5,-580 7095.5,-580 7101.5,-580 7107.5,-586 7107.5,-592 7107.5,-592 7107.5,-651 7107.5,-651 7107.5,-657 7101.5,-663 7095.5,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7023.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 8.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7013.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.472</text>\r\n",
       "<text text-anchor=\"start\" x=\"7007.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 63</text>\r\n",
       "<text text-anchor=\"start\" x=\"7002.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 39]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7008\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 127&#45;&gt;128 -->\r\n",
       "<g id=\"edge128\" class=\"edge\"><title>127&#45;&gt;128</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7264.87,-712.511C7220.56,-693.862 7161.78,-669.122 7117.05,-650.3\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7118.31,-647.031 7107.73,-646.377 7115.59,-653.482 7118.31,-647.031\"/>\r\n",
       "</g>\r\n",
       "<!-- 149 -->\r\n",
       "<g id=\"node150\" class=\"node\"><title>149</title>\r\n",
       "<path fill=\"#ea9b62\" stroke=\"black\" d=\"M7578,-663C7578,-663 7474,-663 7474,-663 7468,-663 7462,-657 7462,-651 7462,-651 7462,-592 7462,-592 7462,-586 7468,-580 7474,-580 7474,-580 7578,-580 7578,-580 7584,-580 7590,-586 7590,-592 7590,-592 7590,-651 7590,-651 7590,-657 7584,-663 7578,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7494.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 18.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7488.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.283</text>\r\n",
       "<text text-anchor=\"start\" x=\"7478.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 223</text>\r\n",
       "<text text-anchor=\"start\" x=\"7473\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [185, 38]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7470\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 127&#45;&gt;149 -->\r\n",
       "<g id=\"edge149\" class=\"edge\"><title>127&#45;&gt;149</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7393.23,-701.352C7412.4,-689.966 7433.55,-677.406 7453.23,-665.72\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7455.04,-668.712 7461.85,-660.596 7451.47,-662.694 7455.04,-668.712\"/>\r\n",
       "</g>\r\n",
       "<!-- 129 -->\r\n",
       "<g id=\"node130\" class=\"node\"><title>129</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M6897,-544C6897,-544 6793,-544 6793,-544 6787,-544 6781,-538 6781,-532 6781,-532 6781,-473 6781,-473 6781,-467 6787,-461 6793,-461 6793,-461 6897,-461 6897,-461 6903,-461 6909,-467 6909,-473 6909,-473 6909,-532 6909,-532 6909,-538 6903,-544 6897,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6797.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V317 ≤ 17.915</text>\r\n",
       "<text text-anchor=\"start\" x=\"6807.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"6801.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"start\" x=\"6796.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 10]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6789\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 128&#45;&gt;129 -->\r\n",
       "<g id=\"edge129\" class=\"edge\"><title>128&#45;&gt;129</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6994.44,-588.374C6970.78,-574.94 6943,-559.159 6917.84,-544.872\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6919.49,-541.783 6909.07,-539.888 6916.03,-547.87 6919.49,-541.783\"/>\r\n",
       "</g>\r\n",
       "<!-- 142 -->\r\n",
       "<g id=\"node143\" class=\"node\"><title>142</title>\r\n",
       "<path fill=\"#54abe9\" stroke=\"black\" d=\"M7127,-544C7127,-544 6975,-544 6975,-544 6969,-544 6963,-538 6963,-532 6963,-532 6963,-473 6963,-473 6963,-467 6969,-461 6975,-461 6975,-461 7127,-461 7127,-461 7133,-461 7139,-467 7139,-473 7139,-473 7139,-532 7139,-532 7139,-538 7133,-544 7127,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6971\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 16.333</text>\r\n",
       "<text text-anchor=\"start\" x=\"7013.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.213</text>\r\n",
       "<text text-anchor=\"start\" x=\"7007.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"start\" x=\"7006.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 29]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7008\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 128&#45;&gt;142 -->\r\n",
       "<g id=\"edge142\" class=\"edge\"><title>128&#45;&gt;142</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7051,-579.907C7051,-571.649 7051,-562.864 7051,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7054.5,-554.021 7051,-544.021 7047.5,-554.021 7054.5,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 130 -->\r\n",
       "<g id=\"node131\" class=\"node\"><title>130</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M6652,-425C6652,-425 6548,-425 6548,-425 6542,-425 6536,-419 6536,-413 6536,-413 6536,-354 6536,-354 6536,-348 6542,-342 6548,-342 6548,-342 6652,-342 6652,-342 6658,-342 6664,-348 6664,-354 6664,-354 6664,-413 6664,-413 6664,-419 6658,-425 6652,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6565\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V54 ≤ 0.31</text>\r\n",
       "<text text-anchor=\"start\" x=\"6562.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\r\n",
       "<text text-anchor=\"start\" x=\"6556.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"start\" x=\"6555.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6544\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;130 -->\r\n",
       "<g id=\"edge130\" class=\"edge\"><title>129&#45;&gt;130</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6780.95,-470.912C6747.89,-455.126 6707.42,-435.796 6673.13,-419.425\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6674.63,-416.263 6664.1,-415.112 6671.62,-422.58 6674.63,-416.263\"/>\r\n",
       "</g>\r\n",
       "<!-- 137 -->\r\n",
       "<g id=\"node138\" class=\"node\"><title>137</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M6884.5,-425C6884.5,-425 6805.5,-425 6805.5,-425 6799.5,-425 6793.5,-419 6793.5,-413 6793.5,-413 6793.5,-354 6793.5,-354 6793.5,-348 6799.5,-342 6805.5,-342 6805.5,-342 6884.5,-342 6884.5,-342 6890.5,-342 6896.5,-348 6896.5,-354 6896.5,-354 6896.5,-413 6896.5,-413 6896.5,-419 6890.5,-425 6884.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6817.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 3.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6807.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"6801.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"start\" x=\"6804.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 8]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6802\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;137 -->\r\n",
       "<g id=\"edge137\" class=\"edge\"><title>129&#45;&gt;137</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6845,-460.907C6845,-452.649 6845,-443.864 6845,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6848.5,-435.021 6845,-425.021 6841.5,-435.021 6848.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 131 -->\r\n",
       "<g id=\"node132\" class=\"node\"><title>131</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M6519,-306C6519,-306 6415,-306 6415,-306 6409,-306 6403,-300 6403,-294 6403,-294 6403,-235 6403,-235 6403,-229 6409,-223 6415,-223 6415,-223 6519,-223 6519,-223 6525,-223 6531,-229 6531,-235 6531,-235 6531,-294 6531,-294 6531,-300 6525,-306 6519,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6435.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6429.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\r\n",
       "<text text-anchor=\"start\" x=\"6423.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"start\" x=\"6422.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6411\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 130&#45;&gt;131 -->\r\n",
       "<g id=\"edge131\" class=\"edge\"><title>130&#45;&gt;131</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6553.86,-341.907C6543.13,-332.469 6531.62,-322.343 6520.6,-312.649\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6522.88,-309.998 6513.06,-306.021 6518.26,-315.254 6522.88,-309.998\"/>\r\n",
       "</g>\r\n",
       "<!-- 136 -->\r\n",
       "<g id=\"node137\" class=\"node\"><title>136</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6639,-298.5C6639,-298.5 6561,-298.5 6561,-298.5 6555,-298.5 6549,-292.5 6549,-286.5 6549,-286.5 6549,-242.5 6549,-242.5 6549,-236.5 6555,-230.5 6561,-230.5 6561,-230.5 6639,-230.5 6639,-230.5 6645,-230.5 6651,-236.5 6651,-242.5 6651,-242.5 6651,-286.5 6651,-286.5 6651,-292.5 6645,-298.5 6639,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6571\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6560.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6559.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6557\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 130&#45;&gt;136 -->\r\n",
       "<g id=\"edge136\" class=\"edge\"><title>130&#45;&gt;136</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6600,-341.907C6600,-331.204 6600,-319.615 6600,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6603.5,-308.667 6600,-298.667 6596.5,-308.667 6603.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 132 -->\r\n",
       "<g id=\"node133\" class=\"node\"><title>132</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M6493,-187C6493,-187 6389,-187 6389,-187 6383,-187 6377,-181 6377,-175 6377,-175 6377,-116 6377,-116 6377,-110 6383,-104 6389,-104 6389,-104 6493,-104 6493,-104 6499,-104 6505,-110 6505,-116 6505,-116 6505,-175 6505,-175 6505,-181 6499,-187 6493,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6413.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C8 ≤ 4.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6403.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"6401.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"6400.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6385\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 131&#45;&gt;132 -->\r\n",
       "<g id=\"edge132\" class=\"edge\"><title>131&#45;&gt;132</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6457.98,-222.907C6456.12,-214.558 6454.15,-205.671 6452.23,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6455.59,-196.023 6450,-187.021 6448.76,-197.542 6455.59,-196.023\"/>\r\n",
       "</g>\r\n",
       "<!-- 135 -->\r\n",
       "<g id=\"node136\" class=\"node\"><title>135</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6639,-179.5C6639,-179.5 6535,-179.5 6535,-179.5 6529,-179.5 6523,-173.5 6523,-167.5 6523,-167.5 6523,-123.5 6523,-123.5 6523,-117.5 6529,-111.5 6535,-111.5 6535,-111.5 6639,-111.5 6639,-111.5 6645,-111.5 6651,-117.5 6651,-123.5 6651,-123.5 6651,-167.5 6651,-167.5 6651,-173.5 6645,-179.5 6639,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6558\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6543.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"6542.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6531\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 131&#45;&gt;135 -->\r\n",
       "<g id=\"edge135\" class=\"edge\"><title>131&#45;&gt;135</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6508.63,-222.907C6520.63,-211.211 6533.71,-198.457 6545.69,-186.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6548.27,-189.154 6552.98,-179.667 6543.38,-184.142 6548.27,-189.154\"/>\r\n",
       "</g>\r\n",
       "<!-- 133 -->\r\n",
       "<g id=\"node134\" class=\"node\"><title>133</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6493,-68C6493,-68 6389,-68 6389,-68 6383,-68 6377,-62 6377,-56 6377,-56 6377,-12 6377,-12 6377,-6 6383,-0 6389,-0 6389,-0 6493,-0 6493,-0 6499,-0 6505,-6 6505,-12 6505,-12 6505,-56 6505,-56 6505,-62 6499,-68 6493,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6412\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6401.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"6400.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6385\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 132&#45;&gt;133 -->\r\n",
       "<g id=\"edge133\" class=\"edge\"><title>132&#45;&gt;133</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6441,-103.726C6441,-95.5175 6441,-86.8595 6441,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6444.5,-78.2996 6441,-68.2996 6437.5,-78.2996 6444.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 134 -->\r\n",
       "<g id=\"node135\" class=\"node\"><title>134</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6613,-68C6613,-68 6535,-68 6535,-68 6529,-68 6523,-62 6523,-56 6523,-56 6523,-12 6523,-12 6523,-6 6529,-0 6535,-0 6535,-0 6613,-0 6613,-0 6619,-0 6625,-6 6625,-12 6625,-12 6625,-56 6625,-56 6625,-62 6619,-68 6613,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6545\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6534.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6533.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6531\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 132&#45;&gt;134 -->\r\n",
       "<g id=\"edge134\" class=\"edge\"><title>132&#45;&gt;134</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6490.52,-103.726C6502.05,-94.2406 6514.3,-84.1551 6525.76,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6528.06,-77.3577 6533.55,-68.2996 6523.61,-71.9536 6528.06,-77.3577\"/>\r\n",
       "</g>\r\n",
       "<!-- 138 -->\r\n",
       "<g id=\"node139\" class=\"node\"><title>138</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M6785,-306C6785,-306 6681,-306 6681,-306 6675,-306 6669,-300 6669,-294 6669,-294 6669,-235 6669,-235 6669,-229 6675,-223 6681,-223 6681,-223 6785,-223 6785,-223 6791,-223 6797,-229 6797,-235 6797,-235 6797,-294 6797,-294 6797,-300 6791,-306 6785,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6702\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V57 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6699.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"start\" x=\"6693.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6692.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6677\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;138 -->\r\n",
       "<g id=\"edge138\" class=\"edge\"><title>137&#45;&gt;138</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6806.14,-341.907C6797.37,-332.742 6787.97,-322.927 6778.94,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6781.23,-310.824 6771.79,-306.021 6776.18,-315.665 6781.23,-310.824\"/>\r\n",
       "</g>\r\n",
       "<!-- 141 -->\r\n",
       "<g id=\"node142\" class=\"node\"><title>141</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6905,-298.5C6905,-298.5 6827,-298.5 6827,-298.5 6821,-298.5 6815,-292.5 6815,-286.5 6815,-286.5 6815,-242.5 6815,-242.5 6815,-236.5 6821,-230.5 6827,-230.5 6827,-230.5 6905,-230.5 6905,-230.5 6911,-230.5 6917,-236.5 6917,-242.5 6917,-242.5 6917,-286.5 6917,-286.5 6917,-292.5 6911,-298.5 6905,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6837\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6826.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"start\" x=\"6825.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6823\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;141 -->\r\n",
       "<g id=\"edge141\" class=\"edge\"><title>137&#45;&gt;141</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6852.29,-341.907C6854.21,-331.204 6856.29,-319.615 6858.23,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6861.73,-309.128 6860.05,-298.667 6854.84,-307.891 6861.73,-309.128\"/>\r\n",
       "</g>\r\n",
       "<!-- 139 -->\r\n",
       "<g id=\"node140\" class=\"node\"><title>139</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6785,-179.5C6785,-179.5 6681,-179.5 6681,-179.5 6675,-179.5 6669,-173.5 6669,-167.5 6669,-167.5 6669,-123.5 6669,-123.5 6669,-117.5 6675,-111.5 6681,-111.5 6681,-111.5 6785,-111.5 6785,-111.5 6791,-111.5 6797,-117.5 6797,-123.5 6797,-123.5 6797,-167.5 6797,-167.5 6797,-173.5 6791,-179.5 6785,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6704\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6693.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"6692.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6677\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 138&#45;&gt;139 -->\r\n",
       "<g id=\"edge139\" class=\"edge\"><title>138&#45;&gt;139</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6733,-222.907C6733,-212.204 6733,-200.615 6733,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6736.5,-189.667 6733,-179.667 6729.5,-189.667 6736.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 140 -->\r\n",
       "<g id=\"node141\" class=\"node\"><title>140</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6905,-179.5C6905,-179.5 6827,-179.5 6827,-179.5 6821,-179.5 6815,-173.5 6815,-167.5 6815,-167.5 6815,-123.5 6815,-123.5 6815,-117.5 6821,-111.5 6827,-111.5 6827,-111.5 6905,-111.5 6905,-111.5 6911,-111.5 6917,-117.5 6917,-123.5 6917,-123.5 6917,-167.5 6917,-167.5 6917,-173.5 6911,-179.5 6905,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6837\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6826.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"6825.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6823\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 138&#45;&gt;140 -->\r\n",
       "<g id=\"edge140\" class=\"edge\"><title>138&#45;&gt;140</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6779.14,-222.907C6792.57,-211.101 6807.21,-198.217 6820.59,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6823.1,-188.9 6828.3,-179.667 6818.48,-183.644 6823.1,-188.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 143 -->\r\n",
       "<g id=\"node144\" class=\"node\"><title>143</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M7047.5,-425C7047.5,-425 6968.5,-425 6968.5,-425 6962.5,-425 6956.5,-419 6956.5,-413 6956.5,-413 6956.5,-354 6956.5,-354 6956.5,-348 6962.5,-342 6968.5,-342 6968.5,-342 7047.5,-342 7047.5,-342 7053.5,-342 7059.5,-348 7059.5,-354 7059.5,-354 7059.5,-413 7059.5,-413 7059.5,-419 7053.5,-425 7047.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6976.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"6974.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"start\" x=\"6964.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"start\" x=\"6967.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 6]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6965\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;143 -->\r\n",
       "<g id=\"edge143\" class=\"edge\"><title>142&#45;&gt;143</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7036.08,-460.907C7032.95,-452.377 7029.6,-443.284 7026.36,-434.456\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7029.63,-433.2 7022.89,-425.021 7023.06,-435.614 7029.63,-433.2\"/>\r\n",
       "</g>\r\n",
       "<!-- 148 -->\r\n",
       "<g id=\"node149\" class=\"node\"><title>148</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7170.5,-417.5C7170.5,-417.5 7089.5,-417.5 7089.5,-417.5 7083.5,-417.5 7077.5,-411.5 7077.5,-405.5 7077.5,-405.5 7077.5,-361.5 7077.5,-361.5 7077.5,-355.5 7083.5,-349.5 7089.5,-349.5 7089.5,-349.5 7170.5,-349.5 7170.5,-349.5 7176.5,-349.5 7182.5,-355.5 7182.5,-361.5 7182.5,-361.5 7182.5,-405.5 7182.5,-405.5 7182.5,-411.5 7176.5,-417.5 7170.5,-417.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7101\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7086.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"start\" x=\"7085.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 23]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7087\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;148 -->\r\n",
       "<g id=\"edge148\" class=\"edge\"><title>142&#45;&gt;148</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7078.41,-460.907C7086.01,-449.652 7094.27,-437.418 7101.91,-426.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7104.91,-427.913 7107.61,-417.667 7099.11,-423.996 7104.91,-427.913\"/>\r\n",
       "</g>\r\n",
       "<!-- 144 -->\r\n",
       "<g id=\"node145\" class=\"node\"><title>144</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7025,-298.5C7025,-298.5 6947,-298.5 6947,-298.5 6941,-298.5 6935,-292.5 6935,-286.5 6935,-286.5 6935,-242.5 6935,-242.5 6935,-236.5 6941,-230.5 6947,-230.5 6947,-230.5 7025,-230.5 7025,-230.5 7031,-230.5 7037,-236.5 7037,-242.5 7037,-242.5 7037,-286.5 7037,-286.5 7037,-292.5 7031,-298.5 7025,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6957\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6946.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"6945.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6943\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;144 -->\r\n",
       "<g id=\"edge144\" class=\"edge\"><title>143&#45;&gt;144</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7000.37,-341.907C6998.35,-331.204 6996.18,-319.615 6994.14,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6997.52,-307.848 6992.24,-298.667 6990.64,-309.142 6997.52,-307.848\"/>\r\n",
       "</g>\r\n",
       "<!-- 145 -->\r\n",
       "<g id=\"node146\" class=\"node\"><title>145</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M7171,-306C7171,-306 7067,-306 7067,-306 7061,-306 7055,-300 7055,-294 7055,-294 7055,-235 7055,-235 7055,-229 7061,-223 7067,-223 7067,-223 7171,-223 7171,-223 7177,-223 7183,-229 7183,-235 7183,-235 7183,-294 7183,-294 7183,-300 7177,-306 7171,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7083.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C12 ≤ 22.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7081.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"7079.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"7078.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7063\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;145 -->\r\n",
       "<g id=\"edge145\" class=\"edge\"><title>143&#45;&gt;145</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7046.51,-341.907C7055.21,-332.742 7064.52,-322.927 7073.47,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7076.21,-315.684 7080.56,-306.021 7071.14,-310.867 7076.21,-315.684\"/>\r\n",
       "</g>\r\n",
       "<!-- 146 -->\r\n",
       "<g id=\"node147\" class=\"node\"><title>146</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7063,-179.5C7063,-179.5 6959,-179.5 6959,-179.5 6953,-179.5 6947,-173.5 6947,-167.5 6947,-167.5 6947,-123.5 6947,-123.5 6947,-117.5 6953,-111.5 6959,-111.5 6959,-111.5 7063,-111.5 7063,-111.5 7069,-111.5 7075,-117.5 7075,-123.5 7075,-123.5 7075,-167.5 7075,-167.5 7075,-173.5 7069,-179.5 7063,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"6982\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"6971.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"6970.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"6955\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 145&#45;&gt;146 -->\r\n",
       "<g id=\"edge146\" class=\"edge\"><title>145&#45;&gt;146</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7081.53,-222.907C7070.83,-211.321 7059.18,-198.698 7048.49,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7050.97,-184.641 7041.62,-179.667 7045.83,-189.389 7050.97,-184.641\"/>\r\n",
       "</g>\r\n",
       "<!-- 147 -->\r\n",
       "<g id=\"node148\" class=\"node\"><title>147</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7183,-179.5C7183,-179.5 7105,-179.5 7105,-179.5 7099,-179.5 7093,-173.5 7093,-167.5 7093,-167.5 7093,-123.5 7093,-123.5 7093,-117.5 7099,-111.5 7105,-111.5 7105,-111.5 7183,-111.5 7183,-111.5 7189,-111.5 7195,-117.5 7195,-123.5 7195,-123.5 7195,-167.5 7195,-167.5 7195,-173.5 7189,-179.5 7183,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7115\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7104.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"7103.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7101\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 145&#45;&gt;147 -->\r\n",
       "<g id=\"edge147\" class=\"edge\"><title>145&#45;&gt;147</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7127.67,-222.907C7129.96,-212.204 7132.44,-200.615 7134.75,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7138.25,-190.178 7136.91,-179.667 7131.4,-188.715 7138.25,-190.178\"/>\r\n",
       "</g>\r\n",
       "<!-- 150 -->\r\n",
       "<g id=\"node151\" class=\"node\"><title>150</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M7578,-544C7578,-544 7474,-544 7474,-544 7468,-544 7462,-538 7462,-532 7462,-532 7462,-473 7462,-473 7462,-467 7468,-461 7474,-461 7474,-461 7578,-461 7578,-461 7584,-461 7590,-467 7590,-473 7590,-473 7590,-532 7590,-532 7590,-538 7584,-544 7578,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7478.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V313 ≤ 69.768</text>\r\n",
       "<text text-anchor=\"start\" x=\"7488.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.054</text>\r\n",
       "<text text-anchor=\"start\" x=\"7478.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 109</text>\r\n",
       "<text text-anchor=\"start\" x=\"7477.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [106, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7470\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 149&#45;&gt;150 -->\r\n",
       "<g id=\"edge150\" class=\"edge\"><title>149&#45;&gt;150</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7526,-579.907C7526,-571.649 7526,-562.864 7526,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7529.5,-554.021 7526,-544.021 7522.5,-554.021 7529.5,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 159 -->\r\n",
       "<g id=\"node160\" class=\"node\"><title>159</title>\r\n",
       "<path fill=\"#f1b991\" stroke=\"black\" d=\"M7990,-544C7990,-544 7886,-544 7886,-544 7880,-544 7874,-538 7874,-532 7874,-532 7874,-473 7874,-473 7874,-467 7880,-461 7886,-461 7886,-461 7990,-461 7990,-461 7996,-461 8002,-467 8002,-473 8002,-473 8002,-532 8002,-532 8002,-538 7996,-544 7990,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7902.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C13 ≤ 25.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7900.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\r\n",
       "<text text-anchor=\"start\" x=\"7890.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 114</text>\r\n",
       "<text text-anchor=\"start\" x=\"7889.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [79, 35]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7882\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 149&#45;&gt;159 -->\r\n",
       "<g id=\"edge159\" class=\"edge\"><title>149&#45;&gt;159</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7590.38,-602.219C7664.49,-581.171 7786.02,-546.66 7863.98,-524.52\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7865.07,-527.848 7873.74,-521.749 7863.16,-521.114 7865.07,-527.848\"/>\r\n",
       "</g>\r\n",
       "<!-- 151 -->\r\n",
       "<g id=\"node152\" class=\"node\"><title>151</title>\r\n",
       "<path fill=\"#e5823b\" stroke=\"black\" d=\"M7511,-425C7511,-425 7407,-425 7407,-425 7401,-425 7395,-419 7395,-413 7395,-413 7395,-354 7395,-354 7395,-348 7401,-342 7407,-342 7407,-342 7511,-342 7511,-342 7517,-342 7523,-348 7523,-354 7523,-354 7523,-413 7523,-413 7523,-419 7517,-425 7511,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7431.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C2 ≤ 4.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7421.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.019</text>\r\n",
       "<text text-anchor=\"start\" x=\"7411.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 106</text>\r\n",
       "<text text-anchor=\"start\" x=\"7410.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [105, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7403\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 150&#45;&gt;151 -->\r\n",
       "<g id=\"edge151\" class=\"edge\"><title>150&#45;&gt;151</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7502.75,-460.907C7497.77,-452.195 7492.44,-442.897 7487.29,-433.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7490.21,-431.959 7482.2,-425.021 7484.14,-435.438 7490.21,-431.959\"/>\r\n",
       "</g>\r\n",
       "<!-- 156 -->\r\n",
       "<g id=\"node157\" class=\"node\"><title>156</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M7631,-425C7631,-425 7553,-425 7553,-425 7547,-425 7541,-419 7541,-413 7541,-413 7541,-354 7541,-354 7541,-348 7547,-342 7553,-342 7553,-342 7631,-342 7631,-342 7637,-342 7643,-348 7643,-354 7643,-354 7643,-413 7643,-413 7643,-419 7637,-425 7631,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7557\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V292 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7554.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"7552.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"7551.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7549\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 150&#45;&gt;156 -->\r\n",
       "<g id=\"edge156\" class=\"edge\"><title>150&#45;&gt;156</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7548.9,-460.907C7553.81,-452.195 7559.06,-442.897 7564.14,-433.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7567.28,-435.45 7569.14,-425.021 7561.18,-432.011 7567.28,-435.45\"/>\r\n",
       "</g>\r\n",
       "<!-- 152 -->\r\n",
       "<g id=\"node153\" class=\"node\"><title>152</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M7365,-306C7365,-306 7213,-306 7213,-306 7207,-306 7201,-300 7201,-294 7201,-294 7201,-235 7201,-235 7201,-229 7207,-223 7213,-223 7213,-223 7365,-223 7365,-223 7371,-223 7377,-229 7377,-235 7377,-235 7377,-294 7377,-294 7377,-300 7371,-306 7365,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7209\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 50.186</text>\r\n",
       "<text text-anchor=\"start\" x=\"7260\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7249.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"7248.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7233\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 151&#45;&gt;152 -->\r\n",
       "<g id=\"edge152\" class=\"edge\"><title>151&#45;&gt;152</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7400.02,-341.907C7385.91,-332.197 7370.74,-321.758 7356.29,-311.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7358.1,-308.807 7347.88,-306.021 7354.13,-314.573 7358.1,-308.807\"/>\r\n",
       "</g>\r\n",
       "<!-- 155 -->\r\n",
       "<g id=\"node156\" class=\"node\"><title>155</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7511,-298.5C7511,-298.5 7407,-298.5 7407,-298.5 7401,-298.5 7395,-292.5 7395,-286.5 7395,-286.5 7395,-242.5 7395,-242.5 7395,-236.5 7401,-230.5 7407,-230.5 7407,-230.5 7511,-230.5 7511,-230.5 7517,-230.5 7523,-236.5 7523,-242.5 7523,-242.5 7523,-286.5 7523,-286.5 7523,-292.5 7517,-298.5 7511,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7430\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7411.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 104</text>\r\n",
       "<text text-anchor=\"start\" x=\"7410.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [104, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7403\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 151&#45;&gt;155 -->\r\n",
       "<g id=\"edge155\" class=\"edge\"><title>151&#45;&gt;155</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7459,-341.907C7459,-331.204 7459,-319.615 7459,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7462.5,-308.667 7459,-298.667 7455.5,-308.667 7462.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 153 -->\r\n",
       "<g id=\"node154\" class=\"node\"><title>153</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7335,-179.5C7335,-179.5 7231,-179.5 7231,-179.5 7225,-179.5 7219,-173.5 7219,-167.5 7219,-167.5 7219,-123.5 7219,-123.5 7219,-117.5 7225,-111.5 7231,-111.5 7231,-111.5 7335,-111.5 7335,-111.5 7341,-111.5 7347,-117.5 7347,-123.5 7347,-123.5 7347,-167.5 7347,-167.5 7347,-173.5 7341,-179.5 7335,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7254\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7243.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7242.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7227\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 152&#45;&gt;153 -->\r\n",
       "<g id=\"edge153\" class=\"edge\"><title>152&#45;&gt;153</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7286.92,-222.907C7286.37,-212.204 7285.78,-200.615 7285.22,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7288.71,-189.475 7284.7,-179.667 7281.72,-189.833 7288.71,-189.475\"/>\r\n",
       "</g>\r\n",
       "<!-- 154 -->\r\n",
       "<g id=\"node155\" class=\"node\"><title>154</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7455,-179.5C7455,-179.5 7377,-179.5 7377,-179.5 7371,-179.5 7365,-173.5 7365,-167.5 7365,-167.5 7365,-123.5 7365,-123.5 7365,-117.5 7371,-111.5 7377,-111.5 7377,-111.5 7455,-111.5 7455,-111.5 7461,-111.5 7467,-117.5 7467,-123.5 7467,-123.5 7467,-167.5 7467,-167.5 7467,-173.5 7461,-179.5 7455,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7387\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7376.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7375.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7373\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 152&#45;&gt;154 -->\r\n",
       "<g id=\"edge154\" class=\"edge\"><title>152&#45;&gt;154</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7333.06,-222.907C7345.88,-211.101 7359.86,-198.217 7372.64,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7375.02,-189.017 7380,-179.667 7370.27,-183.868 7375.02,-189.017\"/>\r\n",
       "</g>\r\n",
       "<!-- 157 -->\r\n",
       "<g id=\"node158\" class=\"node\"><title>157</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7631,-298.5C7631,-298.5 7553,-298.5 7553,-298.5 7547,-298.5 7541,-292.5 7541,-286.5 7541,-286.5 7541,-242.5 7541,-242.5 7541,-236.5 7547,-230.5 7553,-230.5 7553,-230.5 7631,-230.5 7631,-230.5 7637,-230.5 7643,-236.5 7643,-242.5 7643,-242.5 7643,-286.5 7643,-286.5 7643,-292.5 7637,-298.5 7631,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7563\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7552.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"7551.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7549\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 156&#45;&gt;157 -->\r\n",
       "<g id=\"edge157\" class=\"edge\"><title>156&#45;&gt;157</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7592,-341.907C7592,-331.204 7592,-319.615 7592,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7595.5,-308.667 7592,-298.667 7588.5,-308.667 7595.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 158 -->\r\n",
       "<g id=\"node159\" class=\"node\"><title>158</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7777,-298.5C7777,-298.5 7673,-298.5 7673,-298.5 7667,-298.5 7661,-292.5 7661,-286.5 7661,-286.5 7661,-242.5 7661,-242.5 7661,-236.5 7667,-230.5 7673,-230.5 7673,-230.5 7777,-230.5 7777,-230.5 7783,-230.5 7789,-236.5 7789,-242.5 7789,-242.5 7789,-286.5 7789,-286.5 7789,-292.5 7783,-298.5 7777,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7696\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7685.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7684.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7669\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 156&#45;&gt;158 -->\r\n",
       "<g id=\"edge158\" class=\"edge\"><title>156&#45;&gt;158</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7638.14,-341.907C7651.57,-330.101 7666.21,-317.217 7679.59,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7682.1,-307.9 7687.3,-298.667 7677.48,-302.644 7682.1,-307.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 160 -->\r\n",
       "<g id=\"node161\" class=\"node\"><title>160</title>\r\n",
       "<path fill=\"#64b2eb\" stroke=\"black\" d=\"M7978.5,-425C7978.5,-425 7897.5,-425 7897.5,-425 7891.5,-425 7885.5,-419 7885.5,-413 7885.5,-413 7885.5,-354 7885.5,-354 7885.5,-348 7891.5,-342 7897.5,-342 7897.5,-342 7978.5,-342 7978.5,-342 7984.5,-342 7990.5,-348 7990.5,-354 7990.5,-354 7990.5,-413 7990.5,-413 7990.5,-419 7984.5,-425 7978.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7902.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D1 ≤ 137.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7900.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.293</text>\r\n",
       "<text text-anchor=\"start\" x=\"7894.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\r\n",
       "<text text-anchor=\"start\" x=\"7893.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 23]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7895\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;160 -->\r\n",
       "<g id=\"edge160\" class=\"edge\"><title>159&#45;&gt;160</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7938,-460.907C7938,-452.649 7938,-443.864 7938,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7941.5,-435.021 7938,-425.021 7934.5,-435.021 7941.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 167 -->\r\n",
       "<g id=\"node168\" class=\"node\"><title>167</title>\r\n",
       "<path fill=\"#e99559\" stroke=\"black\" d=\"M8335,-425C8335,-425 8165,-425 8165,-425 8159,-425 8153,-419 8153,-413 8153,-413 8153,-354 8153,-354 8153,-348 8159,-342 8165,-342 8165,-342 8335,-342 8335,-342 8341,-342 8347,-348 8347,-354 8347,-354 8347,-413 8347,-413 8347,-419 8341,-425 8335,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8161\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionDT ≤ 1287735.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8216.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"start\" x=\"8206.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 86</text>\r\n",
       "<text text-anchor=\"start\" x=\"8201.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [74, 12]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8194\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;167 -->\r\n",
       "<g id=\"edge167\" class=\"edge\"><title>159&#45;&gt;167</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8002.27,-477.399C8042.91,-462.16 8096.42,-442.091 8143.32,-424.507\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8144.77,-427.699 8152.91,-420.91 8142.31,-421.144 8144.77,-427.699\"/>\r\n",
       "</g>\r\n",
       "<!-- 161 -->\r\n",
       "<g id=\"node162\" class=\"node\"><title>161</title>\r\n",
       "<path fill=\"#42a2e6\" stroke=\"black\" d=\"M7914.5,-306C7914.5,-306 7819.5,-306 7819.5,-306 7813.5,-306 7807.5,-300 7807.5,-294 7807.5,-294 7807.5,-235 7807.5,-235 7807.5,-229 7813.5,-223 7819.5,-223 7819.5,-223 7914.5,-223 7914.5,-223 7920.5,-223 7926.5,-229 7926.5,-235 7926.5,-235 7926.5,-294 7926.5,-294 7926.5,-300 7920.5,-306 7914.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7815.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V126 ≤ 151.616</text>\r\n",
       "<text text-anchor=\"start\" x=\"7829.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\r\n",
       "<text text-anchor=\"start\" x=\"7823.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"start\" x=\"7822.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7824\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 160&#45;&gt;161 -->\r\n",
       "<g id=\"edge161\" class=\"edge\"><title>160&#45;&gt;161</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7913.37,-341.907C7908.03,-333.105 7902.32,-323.703 7896.8,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7899.77,-312.754 7891.59,-306.021 7893.79,-316.386 7899.77,-312.754\"/>\r\n",
       "</g>\r\n",
       "<!-- 164 -->\r\n",
       "<g id=\"node165\" class=\"node\"><title>164</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M8061,-306C8061,-306 7957,-306 7957,-306 7951,-306 7945,-300 7945,-294 7945,-294 7945,-235 7945,-235 7945,-229 7951,-223 7957,-223 7957,-223 8061,-223 8061,-223 8067,-223 8073,-229 8073,-235 8073,-235 8073,-294 8073,-294 8073,-300 8067,-306 8061,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7977.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 9.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"7971.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"7969.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"7968.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7953\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 160&#45;&gt;164 -->\r\n",
       "<g id=\"edge164\" class=\"edge\"><title>160&#45;&gt;164</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7962.63,-341.907C7967.97,-333.105 7973.68,-323.703 7979.2,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7982.21,-316.386 7984.41,-306.021 7976.23,-312.754 7982.21,-316.386\"/>\r\n",
       "</g>\r\n",
       "<!-- 162 -->\r\n",
       "<g id=\"node163\" class=\"node\"><title>162</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7701.5,-179.5C7701.5,-179.5 7620.5,-179.5 7620.5,-179.5 7614.5,-179.5 7608.5,-173.5 7608.5,-167.5 7608.5,-167.5 7608.5,-123.5 7608.5,-123.5 7608.5,-117.5 7614.5,-111.5 7620.5,-111.5 7620.5,-111.5 7701.5,-111.5 7701.5,-111.5 7707.5,-111.5 7713.5,-117.5 7713.5,-123.5 7713.5,-123.5 7713.5,-167.5 7713.5,-167.5 7713.5,-173.5 7707.5,-179.5 7701.5,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7632\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7617.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"start\" x=\"7616.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 21]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7618\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 161&#45;&gt;162 -->\r\n",
       "<g id=\"edge162\" class=\"edge\"><title>161&#45;&gt;162</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7807.33,-228.069C7804.19,-226.331 7801.07,-224.632 7798,-223 7765.36,-205.627 7755.21,-205.149 7723,-187 7721.7,-186.27 7720.4,-185.524 7719.09,-184.764\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7720.77,-181.692 7710.39,-179.58 7717.19,-187.705 7720.77,-181.692\"/>\r\n",
       "</g>\r\n",
       "<!-- 163 -->\r\n",
       "<g id=\"node164\" class=\"node\"><title>163</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7848,-179.5C7848,-179.5 7744,-179.5 7744,-179.5 7738,-179.5 7732,-173.5 7732,-167.5 7732,-167.5 7732,-123.5 7732,-123.5 7732,-117.5 7738,-111.5 7744,-111.5 7744,-111.5 7848,-111.5 7848,-111.5 7854,-111.5 7860,-117.5 7860,-123.5 7860,-123.5 7860,-167.5 7860,-167.5 7860,-173.5 7854,-179.5 7848,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7767\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7756.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"7755.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7740\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 161&#45;&gt;163 -->\r\n",
       "<g id=\"edge163\" class=\"edge\"><title>161&#45;&gt;163</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7842.37,-222.907C7835.6,-211.763 7828.26,-199.658 7821.45,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7824.31,-186.4 7816.13,-179.667 7818.32,-190.032 7824.31,-186.4\"/>\r\n",
       "</g>\r\n",
       "<!-- 165 -->\r\n",
       "<g id=\"node166\" class=\"node\"><title>165</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7994,-179.5C7994,-179.5 7890,-179.5 7890,-179.5 7884,-179.5 7878,-173.5 7878,-167.5 7878,-167.5 7878,-123.5 7878,-123.5 7878,-117.5 7884,-111.5 7890,-111.5 7890,-111.5 7994,-111.5 7994,-111.5 8000,-111.5 8006,-117.5 8006,-123.5 8006,-123.5 8006,-167.5 8006,-167.5 8006,-173.5 8000,-179.5 7994,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"7913\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"7902.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"7901.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"7886\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;165 -->\r\n",
       "<g id=\"edge165\" class=\"edge\"><title>164&#45;&gt;165</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7985.75,-222.907C7979.37,-211.763 7972.44,-199.658 7966.02,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7969,-186.606 7960.99,-179.667 7962.93,-190.084 7969,-186.606\"/>\r\n",
       "</g>\r\n",
       "<!-- 166 -->\r\n",
       "<g id=\"node167\" class=\"node\"><title>166</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8114,-179.5C8114,-179.5 8036,-179.5 8036,-179.5 8030,-179.5 8024,-173.5 8024,-167.5 8024,-167.5 8024,-123.5 8024,-123.5 8024,-117.5 8030,-111.5 8036,-111.5 8036,-111.5 8114,-111.5 8114,-111.5 8120,-111.5 8126,-117.5 8126,-123.5 8126,-123.5 8126,-167.5 8126,-167.5 8126,-173.5 8120,-179.5 8114,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8046\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8035.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"8034.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8032\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;166 -->\r\n",
       "<g id=\"edge166\" class=\"edge\"><title>164&#45;&gt;166</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8031.9,-222.907C8038.19,-211.763 8045.01,-199.658 8051.34,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8054.43,-190.096 8056.29,-179.667 8048.33,-186.657 8054.43,-190.096\"/>\r\n",
       "</g>\r\n",
       "<!-- 168 -->\r\n",
       "<g id=\"node169\" class=\"node\"><title>168</title>\r\n",
       "<path fill=\"#e78a48\" stroke=\"black\" d=\"M8302,-306C8302,-306 8198,-306 8198,-306 8192,-306 8186,-300 8186,-294 8186,-294 8186,-235 8186,-235 8186,-229 8192,-223 8198,-223 8198,-223 8302,-223 8302,-223 8308,-223 8314,-229 8314,-235 8314,-235 8314,-294 8314,-294 8314,-300 8308,-306 8302,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8210.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V74 ≤ 0.577</text>\r\n",
       "<text text-anchor=\"start\" x=\"8212.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.129</text>\r\n",
       "<text text-anchor=\"start\" x=\"8206.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 72</text>\r\n",
       "<text text-anchor=\"start\" x=\"8205.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8194\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;168 -->\r\n",
       "<g id=\"edge168\" class=\"edge\"><title>167&#45;&gt;168</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8250,-341.907C8250,-333.649 8250,-324.864 8250,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8253.5,-316.021 8250,-306.021 8246.5,-316.021 8253.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 173 -->\r\n",
       "<g id=\"node174\" class=\"node\"><title>173</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M8550,-306C8550,-306 8398,-306 8398,-306 8392,-306 8386,-300 8386,-294 8386,-294 8386,-235 8386,-235 8386,-229 8392,-223 8398,-223 8398,-223 8550,-223 8550,-223 8556,-223 8562,-229 8562,-235 8562,-235 8562,-294 8562,-294 8562,-300 8556,-306 8550,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8394\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 19.801</text>\r\n",
       "<text text-anchor=\"start\" x=\"8445\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8430.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"8433.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8418\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;173 -->\r\n",
       "<g id=\"edge173\" class=\"edge\"><title>167&#45;&gt;173</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8327.72,-341.907C8347,-331.834 8367.79,-320.977 8387.47,-310.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8389.18,-313.753 8396.42,-306.021 8385.94,-307.548 8389.18,-313.753\"/>\r\n",
       "</g>\r\n",
       "<!-- 169 -->\r\n",
       "<g id=\"node170\" class=\"node\"><title>169</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8234,-179.5C8234,-179.5 8156,-179.5 8156,-179.5 8150,-179.5 8144,-173.5 8144,-167.5 8144,-167.5 8144,-123.5 8144,-123.5 8144,-117.5 8150,-111.5 8156,-111.5 8156,-111.5 8234,-111.5 8234,-111.5 8240,-111.5 8246,-117.5 8246,-123.5 8246,-123.5 8246,-167.5 8246,-167.5 8246,-173.5 8240,-179.5 8234,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8166\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8155.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"8154.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8152\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 168&#45;&gt;169 -->\r\n",
       "<g id=\"edge169\" class=\"edge\"><title>168&#45;&gt;169</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8230.92,-222.907C8225.73,-211.873 8220.1,-199.898 8214.87,-188.773\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8218.01,-187.228 8210.59,-179.667 8211.68,-190.206 8218.01,-187.228\"/>\r\n",
       "</g>\r\n",
       "<!-- 170 -->\r\n",
       "<g id=\"node171\" class=\"node\"><title>170</title>\r\n",
       "<path fill=\"#e68742\" stroke=\"black\" d=\"M8380,-187C8380,-187 8276,-187 8276,-187 8270,-187 8264,-181 8264,-175 8264,-175 8264,-116 8264,-116 8264,-110 8270,-104 8276,-104 8276,-104 8380,-104 8380,-104 8386,-104 8392,-110 8392,-116 8392,-116 8392,-175 8392,-175 8392,-181 8386,-187 8380,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8275.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card1 ≤ 16264.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8290.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.082</text>\r\n",
       "<text text-anchor=\"start\" x=\"8284.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\r\n",
       "<text text-anchor=\"start\" x=\"8283.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8272\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 168&#45;&gt;170 -->\r\n",
       "<g id=\"edge170\" class=\"edge\"><title>168&#45;&gt;170</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8277.06,-222.907C8282.93,-214.105 8289.2,-204.703 8295.26,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8298.35,-197.283 8300.99,-187.021 8292.53,-193.4 8298.35,-197.283\"/>\r\n",
       "</g>\r\n",
       "<!-- 171 -->\r\n",
       "<g id=\"node172\" class=\"node\"><title>171</title>\r\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M8254,-68C8254,-68 8150,-68 8150,-68 8144,-68 8138,-62 8138,-56 8138,-56 8138,-12 8138,-12 8138,-6 8144,-0 8150,-0 8150,-0 8254,-0 8254,-0 8260,-0 8266,-6 8266,-12 8266,-12 8266,-56 8266,-56 8266,-62 8260,-68 8254,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8164.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.029</text>\r\n",
       "<text text-anchor=\"start\" x=\"8158.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 67</text>\r\n",
       "<text text-anchor=\"start\" x=\"8157.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8146\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;171 -->\r\n",
       "<g id=\"edge171\" class=\"edge\"><title>170&#45;&gt;171</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8281.08,-103.726C8270.27,-94.3318 8258.79,-84.349 8248.01,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8250.16,-72.2174 8240.32,-68.2996 8245.57,-77.501 8250.16,-72.2174\"/>\r\n",
       "</g>\r\n",
       "<!-- 172 -->\r\n",
       "<g id=\"node173\" class=\"node\"><title>172</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M8374,-68C8374,-68 8296,-68 8296,-68 8290,-68 8284,-62 8284,-56 8284,-56 8284,-12 8284,-12 8284,-6 8290,-0 8296,-0 8296,-0 8374,-0 8374,-0 8380,-0 8386,-6 8386,-12 8386,-12 8386,-56 8386,-56 8386,-62 8380,-68 8374,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8297.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"8295.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"8294.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8292\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;172 -->\r\n",
       "<g id=\"edge172\" class=\"edge\"><title>170&#45;&gt;172</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8330.61,-103.726C8331.14,-95.4263 8331.7,-86.6671 8332.23,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8335.73,-78.5025 8332.87,-68.2996 8328.74,-78.0559 8335.73,-78.5025\"/>\r\n",
       "</g>\r\n",
       "<!-- 174 -->\r\n",
       "<g id=\"node175\" class=\"node\"><title>174</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8526,-179.5C8526,-179.5 8422,-179.5 8422,-179.5 8416,-179.5 8410,-173.5 8410,-167.5 8410,-167.5 8410,-123.5 8410,-123.5 8410,-117.5 8416,-111.5 8422,-111.5 8422,-111.5 8526,-111.5 8526,-111.5 8532,-111.5 8538,-117.5 8538,-123.5 8538,-123.5 8538,-167.5 8538,-167.5 8538,-173.5 8532,-179.5 8526,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8445\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8434.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"8433.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8418\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 173&#45;&gt;174 -->\r\n",
       "<g id=\"edge174\" class=\"edge\"><title>173&#45;&gt;174</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8474,-222.907C8474,-212.204 8474,-200.615 8474,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8477.5,-189.667 8474,-179.667 8470.5,-189.667 8477.5,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 175 -->\r\n",
       "<g id=\"node176\" class=\"node\"><title>175</title>\r\n",
       "<path fill=\"#8ec7f0\" stroke=\"black\" d=\"M8647.5,-187C8647.5,-187 8568.5,-187 8568.5,-187 8562.5,-187 8556.5,-181 8556.5,-175 8556.5,-175 8556.5,-116 8556.5,-116 8556.5,-110 8562.5,-104 8568.5,-104 8568.5,-104 8647.5,-104 8647.5,-104 8653.5,-104 8659.5,-110 8659.5,-116 8659.5,-116 8659.5,-175 8659.5,-175 8659.5,-181 8653.5,-187 8647.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8572.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">D15 ≤ 55.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8574.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"start\" x=\"8564.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"start\" x=\"8567.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 7]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8565\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 173&#45;&gt;175 -->\r\n",
       "<g id=\"edge175\" class=\"edge\"><title>173&#45;&gt;175</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8520.49,-222.907C8531.3,-213.469 8542.9,-203.343 8554,-193.649\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8556.36,-196.234 8561.59,-187.021 8551.76,-190.961 8556.36,-196.234\"/>\r\n",
       "</g>\r\n",
       "<!-- 176 -->\r\n",
       "<g id=\"node177\" class=\"node\"><title>176</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M8527,-68C8527,-68 8423,-68 8423,-68 8417,-68 8411,-62 8411,-56 8411,-56 8411,-12 8411,-12 8411,-6 8417,-0 8423,-0 8423,-0 8527,-0 8527,-0 8533,-0 8539,-6 8539,-12 8539,-12 8539,-56 8539,-56 8539,-62 8533,-68 8527,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8446\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8435.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"8434.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8419\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 175&#45;&gt;176 -->\r\n",
       "<g id=\"edge176\" class=\"edge\"><title>175&#45;&gt;176</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8558.48,-103.726C8546.95,-94.2406 8534.7,-84.1551 8523.24,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8525.39,-71.9536 8515.45,-68.2996 8520.94,-77.3577 8525.39,-71.9536\"/>\r\n",
       "</g>\r\n",
       "<!-- 177 -->\r\n",
       "<g id=\"node178\" class=\"node\"><title>177</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8647,-68C8647,-68 8569,-68 8569,-68 8563,-68 8557,-62 8557,-56 8557,-56 8557,-12 8557,-12 8557,-6 8563,-0 8569,-0 8569,-0 8647,-0 8647,-0 8653,-0 8659,-6 8659,-12 8659,-12 8659,-56 8659,-56 8659,-62 8653,-68 8647,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8579\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8568.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"8567.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8565\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 175&#45;&gt;177 -->\r\n",
       "<g id=\"edge177\" class=\"edge\"><title>175&#45;&gt;177</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8608,-103.726C8608,-95.5175 8608,-86.8595 8608,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8611.5,-78.2996 8608,-68.2996 8604.5,-78.2996 8611.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 179 -->\r\n",
       "<g id=\"node180\" class=\"node\"><title>179</title>\r\n",
       "<path fill=\"#69b5eb\" stroke=\"black\" d=\"M9506,-663C9506,-663 9408,-663 9408,-663 9402,-663 9396,-657 9396,-651 9396,-651 9396,-592 9396,-592 9396,-586 9402,-580 9408,-580 9408,-580 9506,-580 9506,-580 9512,-580 9518,-586 9518,-592 9518,-592 9518,-651 9518,-651 9518,-657 9512,-663 9506,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9425.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C1 ≤ 24.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9419.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.314</text>\r\n",
       "<text text-anchor=\"start\" x=\"9409.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 154</text>\r\n",
       "<text text-anchor=\"start\" x=\"9404\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 124]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9414\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 178&#45;&gt;179 -->\r\n",
       "<g id=\"edge179\" class=\"edge\"><title>178&#45;&gt;179</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9457,-698.907C9457,-690.649 9457,-681.864 9457,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9460.5,-673.021 9457,-663.021 9453.5,-673.021 9460.5,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 212 -->\r\n",
       "<g id=\"node213\" class=\"node\"><title>212</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M9746,-663C9746,-663 9642,-663 9642,-663 9636,-663 9630,-657 9630,-651 9630,-651 9630,-592 9630,-592 9630,-586 9636,-580 9642,-580 9642,-580 9746,-580 9746,-580 9752,-580 9758,-586 9758,-592 9758,-592 9758,-651 9758,-651 9758,-657 9752,-663 9746,-663\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9658.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C10 ≤ 44.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9656.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"start\" x=\"9650.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"start\" x=\"9649.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9638\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 178&#45;&gt;212 -->\r\n",
       "<g id=\"edge212\" class=\"edge\"><title>178&#45;&gt;212</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9518.03,-709.37C9549.37,-693.897 9587.79,-674.932 9620.73,-658.673\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9622.44,-661.729 9629.86,-654.164 9619.34,-655.453 9622.44,-661.729\"/>\r\n",
       "</g>\r\n",
       "<!-- 180 -->\r\n",
       "<g id=\"node181\" class=\"node\"><title>180</title>\r\n",
       "<path fill=\"#a8d4f4\" stroke=\"black\" d=\"M9407.5,-544C9407.5,-544 9318.5,-544 9318.5,-544 9312.5,-544 9306.5,-538 9306.5,-532 9306.5,-532 9306.5,-473 9306.5,-473 9306.5,-467 9312.5,-461 9318.5,-461 9318.5,-461 9407.5,-461 9407.5,-461 9413.5,-461 9419.5,-467 9419.5,-473 9419.5,-473 9419.5,-532 9419.5,-532 9419.5,-538 9413.5,-544 9407.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9331.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C10 ≤ 8.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9329.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"start\" x=\"9319.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 64</text>\r\n",
       "<text text-anchor=\"start\" x=\"9314.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 41]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9320\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 179&#45;&gt;180 -->\r\n",
       "<g id=\"edge180\" class=\"edge\"><title>179&#45;&gt;180</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9424.39,-579.907C9417.17,-570.923 9409.45,-561.315 9402.01,-552.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9404.55,-549.624 9395.56,-544.021 9399.09,-554.009 9404.55,-549.624\"/>\r\n",
       "</g>\r\n",
       "<!-- 199 -->\r\n",
       "<g id=\"node200\" class=\"node\"><title>199</title>\r\n",
       "<path fill=\"#4aa5e7\" stroke=\"black\" d=\"M9599.5,-544C9599.5,-544 9518.5,-544 9518.5,-544 9512.5,-544 9506.5,-538 9506.5,-532 9506.5,-532 9506.5,-473 9506.5,-473 9506.5,-467 9512.5,-461 9518.5,-461 9518.5,-461 9599.5,-461 9599.5,-461 9605.5,-461 9611.5,-467 9611.5,-473 9611.5,-473 9611.5,-532 9611.5,-532 9611.5,-538 9605.5,-544 9599.5,-544\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9515.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V288 ≤ 0.094</text>\r\n",
       "<text text-anchor=\"start\" x=\"9521.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.143</text>\r\n",
       "<text text-anchor=\"start\" x=\"9515.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 90</text>\r\n",
       "<text text-anchor=\"start\" x=\"9514.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 83]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9516\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 179&#45;&gt;199 -->\r\n",
       "<g id=\"edge199\" class=\"edge\"><title>179&#45;&gt;199</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9492.39,-579.907C9500.3,-570.832 9508.77,-561.121 9516.92,-551.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9519.74,-553.859 9523.67,-544.021 9514.46,-549.259 9519.74,-553.859\"/>\r\n",
       "</g>\r\n",
       "<!-- 181 -->\r\n",
       "<g id=\"node182\" class=\"node\"><title>181</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M9233.5,-425C9233.5,-425 9152.5,-425 9152.5,-425 9146.5,-425 9140.5,-419 9140.5,-413 9140.5,-413 9140.5,-354 9140.5,-354 9140.5,-348 9146.5,-342 9152.5,-342 9152.5,-342 9233.5,-342 9233.5,-342 9239.5,-342 9245.5,-348 9245.5,-354 9245.5,-354 9245.5,-413 9245.5,-413 9245.5,-419 9239.5,-425 9233.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9161.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 2.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9159.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"start\" x=\"9149.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 45</text>\r\n",
       "<text text-anchor=\"start\" x=\"9148.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 36]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9150\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 180&#45;&gt;181 -->\r\n",
       "<g id=\"edge181\" class=\"edge\"><title>180&#45;&gt;181</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9306.39,-462.541C9289.54,-450.944 9271.01,-438.19 9253.9,-426.413\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9255.85,-423.506 9245.63,-420.72 9251.88,-429.272 9255.85,-423.506\"/>\r\n",
       "</g>\r\n",
       "<!-- 192 -->\r\n",
       "<g id=\"node193\" class=\"node\"><title>192</title>\r\n",
       "<path fill=\"#eeae80\" stroke=\"black\" d=\"M9415,-425C9415,-425 9311,-425 9311,-425 9305,-425 9299,-419 9299,-413 9299,-413 9299,-354 9299,-354 9299,-348 9305,-342 9311,-342 9311,-342 9415,-342 9415,-342 9421,-342 9427,-348 9427,-354 9427,-354 9427,-413 9427,-413 9427,-419 9421,-425 9415,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9331.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C14 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9325.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.388</text>\r\n",
       "<text text-anchor=\"start\" x=\"9319.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"start\" x=\"9318.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 5]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9307\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 180&#45;&gt;192 -->\r\n",
       "<g id=\"edge192\" class=\"edge\"><title>180&#45;&gt;192</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9363,-460.907C9363,-452.649 9363,-443.864 9363,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9366.5,-435.021 9363,-425.021 9359.5,-435.021 9366.5,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 182 -->\r\n",
       "<g id=\"node183\" class=\"node\"><title>182</title>\r\n",
       "<path fill=\"#50a9e8\" stroke=\"black\" d=\"M9058.5,-306C9058.5,-306 8963.5,-306 8963.5,-306 8957.5,-306 8951.5,-300 8951.5,-294 8951.5,-294 8951.5,-235 8951.5,-235 8951.5,-229 8957.5,-223 8963.5,-223 8963.5,-223 9058.5,-223 9058.5,-223 9064.5,-223 9070.5,-229 9070.5,-235 9070.5,-235 9070.5,-294 9070.5,-294 9070.5,-300 9064.5,-306 9058.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8959.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V133 ≤ 102.828</text>\r\n",
       "<text text-anchor=\"start\" x=\"8973.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.188</text>\r\n",
       "<text text-anchor=\"start\" x=\"8967.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\r\n",
       "<text text-anchor=\"start\" x=\"8966.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 34]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8968\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 181&#45;&gt;182 -->\r\n",
       "<g id=\"edge182\" class=\"edge\"><title>181&#45;&gt;182</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9140.36,-348.659C9121.25,-336.376 9099.38,-322.317 9079.13,-309.298\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9080.87,-306.253 9070.56,-303.79 9077.08,-312.142 9080.87,-306.253\"/>\r\n",
       "</g>\r\n",
       "<!-- 189 -->\r\n",
       "<g id=\"node190\" class=\"node\"><title>189</title>\r\n",
       "<path fill=\"#efb388\" stroke=\"black\" d=\"M9245,-306C9245,-306 9141,-306 9141,-306 9135,-306 9129,-300 9129,-294 9129,-294 9129,-235 9129,-235 9129,-229 9135,-223 9141,-223 9141,-223 9245,-223 9245,-223 9251,-223 9257,-229 9257,-235 9257,-235 9257,-294 9257,-294 9257,-300 9251,-306 9245,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9162\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V18 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9155.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\r\n",
       "<text text-anchor=\"start\" x=\"9153.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"start\" x=\"9152.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9137\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 181&#45;&gt;189 -->\r\n",
       "<g id=\"edge189\" class=\"edge\"><title>181&#45;&gt;189</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9193,-341.907C9193,-333.649 9193,-324.864 9193,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9196.5,-316.021 9193,-306.021 9189.5,-316.021 9196.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 183 -->\r\n",
       "<g id=\"node184\" class=\"node\"><title>183</title>\r\n",
       "<path fill=\"#45a3e7\" stroke=\"black\" d=\"M8916.5,-187C8916.5,-187 8773.5,-187 8773.5,-187 8767.5,-187 8761.5,-181 8761.5,-175 8761.5,-175 8761.5,-116 8761.5,-116 8761.5,-110 8767.5,-104 8773.5,-104 8773.5,-104 8916.5,-104 8916.5,-104 8922.5,-104 8928.5,-110 8928.5,-116 8928.5,-116 8928.5,-175 8928.5,-175 8928.5,-181 8922.5,-187 8916.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8769.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionAmt ≤ 5.842</text>\r\n",
       "<text text-anchor=\"start\" x=\"8807.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.108</text>\r\n",
       "<text text-anchor=\"start\" x=\"8801.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"start\" x=\"8800.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8802\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 182&#45;&gt;183 -->\r\n",
       "<g id=\"edge183\" class=\"edge\"><title>182&#45;&gt;183</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8953.41,-222.907C8939.63,-213.197 8924.82,-202.758 8910.71,-192.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8912.68,-189.921 8902.49,-187.021 8908.65,-195.643 8912.68,-189.921\"/>\r\n",
       "</g>\r\n",
       "<!-- 186 -->\r\n",
       "<g id=\"node187\" class=\"node\"><title>186</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M9063,-187C9063,-187 8959,-187 8959,-187 8953,-187 8947,-181 8947,-175 8947,-175 8947,-116 8947,-116 8947,-110 8953,-104 8959,-104 8959,-104 9063,-104 9063,-104 9069,-104 9075,-110 9075,-116 9075,-116 9075,-175 9075,-175 9075,-181 9069,-187 9063,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8976\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V291 ≤ 1.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"8973.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"8971.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"8970.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8955\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 182&#45;&gt;186 -->\r\n",
       "<g id=\"edge186\" class=\"edge\"><title>182&#45;&gt;186</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9011,-222.907C9011,-214.649 9011,-205.864 9011,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9014.5,-197.021 9011,-187.021 9007.5,-197.021 9014.5,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 184 -->\r\n",
       "<g id=\"node185\" class=\"node\"><title>184</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8793,-68C8793,-68 8689,-68 8689,-68 8683,-68 8677,-62 8677,-56 8677,-56 8677,-12 8677,-12 8677,-6 8683,-0 8689,-0 8689,-0 8793,-0 8793,-0 8799,-0 8805,-6 8805,-12 8805,-12 8805,-56 8805,-56 8805,-62 8799,-68 8793,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8712\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8701.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"8700.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8685\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 183&#45;&gt;184 -->\r\n",
       "<g id=\"edge184\" class=\"edge\"><title>183&#45;&gt;184</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8806.27,-103.726C8797.61,-94.6054 8788.42,-84.93 8779.76,-75.8078\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8782.05,-73.1401 8772.63,-68.2996 8776.98,-77.9608 8782.05,-73.1401\"/>\r\n",
       "</g>\r\n",
       "<!-- 185 -->\r\n",
       "<g id=\"node186\" class=\"node\"><title>185</title>\r\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M8916.5,-68C8916.5,-68 8835.5,-68 8835.5,-68 8829.5,-68 8823.5,-62 8823.5,-56 8823.5,-56 8823.5,-12 8823.5,-12 8823.5,-6 8829.5,-0 8835.5,-0 8835.5,-0 8916.5,-0 8916.5,-0 8922.5,-0 8928.5,-6 8928.5,-12 8928.5,-12 8928.5,-56 8928.5,-56 8928.5,-62 8922.5,-68 8916.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8838.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.057</text>\r\n",
       "<text text-anchor=\"start\" x=\"8832.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"start\" x=\"8831.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 33]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8833\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 183&#45;&gt;185 -->\r\n",
       "<g id=\"edge185\" class=\"edge\"><title>183&#45;&gt;185</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8856.54,-103.726C8858.92,-95.3351 8861.43,-86.4745 8863.82,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8867.22,-78.8749 8866.57,-68.2996 8860.48,-76.968 8867.22,-78.8749\"/>\r\n",
       "</g>\r\n",
       "<!-- 187 -->\r\n",
       "<g id=\"node188\" class=\"node\"><title>187</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9063,-68C9063,-68 8959,-68 8959,-68 8953,-68 8947,-62 8947,-56 8947,-56 8947,-12 8947,-12 8947,-6 8953,-0 8959,-0 8959,-0 9063,-0 9063,-0 9069,-0 9075,-6 9075,-12 9075,-12 9075,-56 9075,-56 9075,-62 9069,-68 9063,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"8982\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"8971.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"8970.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"8955\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 186&#45;&gt;187 -->\r\n",
       "<g id=\"edge187\" class=\"edge\"><title>186&#45;&gt;187</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9011,-103.726C9011,-95.5175 9011,-86.8595 9011,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9014.5,-78.2996 9011,-68.2996 9007.5,-78.2996 9014.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 188 -->\r\n",
       "<g id=\"node189\" class=\"node\"><title>188</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9183,-68C9183,-68 9105,-68 9105,-68 9099,-68 9093,-62 9093,-56 9093,-56 9093,-12 9093,-12 9093,-6 9099,-0 9105,-0 9105,-0 9183,-0 9183,-0 9189,-0 9195,-6 9195,-12 9195,-12 9195,-56 9195,-56 9195,-62 9189,-68 9183,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9115\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9104.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9103.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9101\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 186&#45;&gt;188 -->\r\n",
       "<g id=\"edge188\" class=\"edge\"><title>186&#45;&gt;188</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9060.52,-103.726C9072.05,-94.2406 9084.3,-84.1551 9095.76,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9098.06,-77.3577 9103.55,-68.2996 9093.61,-71.9536 9098.06,-77.3577\"/>\r\n",
       "</g>\r\n",
       "<!-- 190 -->\r\n",
       "<g id=\"node191\" class=\"node\"><title>190</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9209,-179.5C9209,-179.5 9105,-179.5 9105,-179.5 9099,-179.5 9093,-173.5 9093,-167.5 9093,-167.5 9093,-123.5 9093,-123.5 9093,-117.5 9099,-111.5 9105,-111.5 9105,-111.5 9209,-111.5 9209,-111.5 9215,-111.5 9221,-117.5 9221,-123.5 9221,-123.5 9221,-167.5 9221,-167.5 9221,-173.5 9215,-179.5 9209,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9128\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9117.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9116.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9101\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 189&#45;&gt;190 -->\r\n",
       "<g id=\"edge190\" class=\"edge\"><title>189&#45;&gt;190</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9180.51,-222.907C9177.18,-212.094 9173.58,-200.376 9170.21,-189.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9173.49,-188.195 9167.21,-179.667 9166.8,-190.254 9173.49,-188.195\"/>\r\n",
       "</g>\r\n",
       "<!-- 191 -->\r\n",
       "<g id=\"node192\" class=\"node\"><title>191</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9329,-179.5C9329,-179.5 9251,-179.5 9251,-179.5 9245,-179.5 9239,-173.5 9239,-167.5 9239,-167.5 9239,-123.5 9239,-123.5 9239,-117.5 9245,-111.5 9251,-111.5 9251,-111.5 9329,-111.5 9329,-111.5 9335,-111.5 9341,-117.5 9341,-123.5 9341,-123.5 9341,-167.5 9341,-167.5 9341,-173.5 9335,-179.5 9329,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9261\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9250.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"9249.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9247\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 189&#45;&gt;191 -->\r\n",
       "<g id=\"edge191\" class=\"edge\"><title>189&#45;&gt;191</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9226.65,-222.907C9236.17,-211.432 9246.53,-198.938 9256.06,-187.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9258.81,-189.599 9262.5,-179.667 9253.43,-185.131 9258.81,-189.599\"/>\r\n",
       "</g>\r\n",
       "<!-- 193 -->\r\n",
       "<g id=\"node194\" class=\"node\"><title>193</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9383,-298.5C9383,-298.5 9305,-298.5 9305,-298.5 9299,-298.5 9293,-292.5 9293,-286.5 9293,-286.5 9293,-242.5 9293,-242.5 9293,-236.5 9299,-230.5 9305,-230.5 9305,-230.5 9383,-230.5 9383,-230.5 9389,-230.5 9395,-236.5 9395,-242.5 9395,-242.5 9395,-286.5 9395,-286.5 9395,-292.5 9389,-298.5 9383,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9315\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9304.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"9303.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9301\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 192&#45;&gt;193 -->\r\n",
       "<g id=\"edge193\" class=\"edge\"><title>192&#45;&gt;193</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9356.41,-341.907C9354.67,-331.204 9352.79,-319.615 9351.03,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9354.44,-307.977 9349.39,-298.667 9347.53,-309.099 9354.44,-307.977\"/>\r\n",
       "</g>\r\n",
       "<!-- 194 -->\r\n",
       "<g id=\"node195\" class=\"node\"><title>194</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M9529,-306C9529,-306 9425,-306 9425,-306 9419,-306 9413,-300 9413,-294 9413,-294 9413,-235 9413,-235 9413,-229 9419,-223 9425,-223 9425,-223 9529,-223 9529,-223 9535,-223 9541,-229 9541,-235 9541,-235 9541,-294 9541,-294 9541,-300 9535,-306 9529,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9437.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V74 ≤ 0.077</text>\r\n",
       "<text text-anchor=\"start\" x=\"9439.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\r\n",
       "<text text-anchor=\"start\" x=\"9433.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"start\" x=\"9432.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9421\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 192&#45;&gt;194 -->\r\n",
       "<g id=\"edge194\" class=\"edge\"><title>192&#45;&gt;194</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9402.55,-341.907C9411.57,-332.651 9421.24,-322.732 9430.51,-313.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9433.05,-315.626 9437.52,-306.021 9428.03,-310.741 9433.05,-315.626\"/>\r\n",
       "</g>\r\n",
       "<!-- 195 -->\r\n",
       "<g id=\"node196\" class=\"node\"><title>195</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9449,-179.5C9449,-179.5 9371,-179.5 9371,-179.5 9365,-179.5 9359,-173.5 9359,-167.5 9359,-167.5 9359,-123.5 9359,-123.5 9359,-117.5 9365,-111.5 9371,-111.5 9371,-111.5 9449,-111.5 9449,-111.5 9455,-111.5 9461,-117.5 9461,-123.5 9461,-123.5 9461,-167.5 9461,-167.5 9461,-173.5 9455,-179.5 9449,-179.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9381\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9370.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9369.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9367\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 194&#45;&gt;195 -->\r\n",
       "<g id=\"edge195\" class=\"edge\"><title>194&#45;&gt;195</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9453.75,-222.907C9447.37,-211.763 9440.44,-199.658 9434.02,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9437,-186.606 9428.99,-179.667 9430.93,-190.084 9437,-186.606\"/>\r\n",
       "</g>\r\n",
       "<!-- 196 -->\r\n",
       "<g id=\"node197\" class=\"node\"><title>196</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M9595,-187C9595,-187 9491,-187 9491,-187 9485,-187 9479,-181 9479,-175 9479,-175 9479,-116 9479,-116 9479,-110 9485,-104 9491,-104 9491,-104 9595,-104 9595,-104 9601,-104 9607,-110 9607,-116 9607,-116 9607,-175 9607,-175 9607,-181 9601,-187 9595,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9490.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">card1 ≤ 16010.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9505.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"start\" x=\"9499.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"start\" x=\"9498.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9487\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 194&#45;&gt;196 -->\r\n",
       "<g id=\"edge196\" class=\"edge\"><title>194&#45;&gt;196</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9499.9,-222.907C9504.81,-214.195 9510.06,-204.897 9515.14,-195.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9518.28,-197.45 9520.14,-187.021 9512.18,-194.011 9518.28,-197.45\"/>\r\n",
       "</g>\r\n",
       "<!-- 197 -->\r\n",
       "<g id=\"node198\" class=\"node\"><title>197</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9449,-68C9449,-68 9345,-68 9345,-68 9339,-68 9333,-62 9333,-56 9333,-56 9333,-12 9333,-12 9333,-6 9339,-0 9345,-0 9345,-0 9449,-0 9449,-0 9455,-0 9461,-6 9461,-12 9461,-12 9461,-56 9461,-56 9461,-62 9455,-68 9449,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9368\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9353.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"start\" x=\"9352.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9341\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 196&#45;&gt;197 -->\r\n",
       "<g id=\"edge197\" class=\"edge\"><title>196&#45;&gt;197</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9488.63,-103.726C9475.87,-94.1494 9462.28,-83.9611 9449.59,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9451.5,-71.4996 9441.4,-68.2996 9447.3,-77.0996 9451.5,-71.4996\"/>\r\n",
       "</g>\r\n",
       "<!-- 198 -->\r\n",
       "<g id=\"node199\" class=\"node\"><title>198</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M9595,-68C9595,-68 9491,-68 9491,-68 9485,-68 9479,-62 9479,-56 9479,-56 9479,-12 9479,-12 9479,-6 9485,-0 9491,-0 9491,-0 9595,-0 9595,-0 9601,-0 9607,-6 9607,-12 9607,-12 9607,-56 9607,-56 9607,-62 9601,-68 9595,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9505.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"9503.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"9502.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9487\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 196&#45;&gt;198 -->\r\n",
       "<g id=\"edge198\" class=\"edge\"><title>196&#45;&gt;198</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9543,-103.726C9543,-95.5175 9543,-86.8595 9543,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9546.5,-78.2996 9543,-68.2996 9539.5,-78.2996 9546.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 200 -->\r\n",
       "<g id=\"node201\" class=\"node\"><title>200</title>\r\n",
       "<path fill=\"#43a2e6\" stroke=\"black\" d=\"M9779.5,-425C9779.5,-425 9588.5,-425 9588.5,-425 9582.5,-425 9576.5,-419 9576.5,-413 9576.5,-413 9576.5,-354 9576.5,-354 9576.5,-348 9582.5,-342 9588.5,-342 9588.5,-342 9779.5,-342 9779.5,-342 9785.5,-342 9791.5,-348 9791.5,-354 9791.5,-354 9791.5,-413 9791.5,-413 9791.5,-419 9785.5,-425 9779.5,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9584.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">P_emaildomain_mail.com ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9650.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.09</text>\r\n",
       "<text text-anchor=\"start\" x=\"9640.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 85</text>\r\n",
       "<text text-anchor=\"start\" x=\"9639.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 81]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9641\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 199&#45;&gt;200 -->\r\n",
       "<g id=\"edge200\" class=\"edge\"><title>199&#45;&gt;200</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9602.37,-460.907C9612.35,-451.56 9623.06,-441.538 9633.33,-431.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9635.8,-434.41 9640.71,-425.021 9631.02,-429.299 9635.8,-434.41\"/>\r\n",
       "</g>\r\n",
       "<!-- 209 -->\r\n",
       "<g id=\"node210\" class=\"node\"><title>209</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M10017,-425C10017,-425 9913,-425 9913,-425 9907,-425 9901,-419 9901,-413 9901,-413 9901,-354 9901,-354 9901,-348 9907,-342 9913,-342 9913,-342 10017,-342 10017,-342 10023,-342 10029,-348 10029,-354 10029,-354 10029,-413 10029,-413 10029,-419 10023,-425 10017,-425\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9930\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V294 ≤ 0.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9931.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"start\" x=\"9925.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9924.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9909\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 199&#45;&gt;209 -->\r\n",
       "<g id=\"edge209\" class=\"edge\"><title>199&#45;&gt;209</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9611.72,-465.235C9614.8,-463.693 9617.91,-462.266 9621,-461 9696.1,-430.257 9720.8,-442.676 9800,-425 9829.87,-418.333 9862.64,-410.417 9891.04,-403.359\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9892.04,-406.718 9900.89,-400.902 9890.34,-399.926 9892.04,-406.718\"/>\r\n",
       "</g>\r\n",
       "<!-- 201 -->\r\n",
       "<g id=\"node202\" class=\"node\"><title>201</title>\r\n",
       "<path fill=\"#40a1e6\" stroke=\"black\" d=\"M9724.5,-306C9724.5,-306 9643.5,-306 9643.5,-306 9637.5,-306 9631.5,-300 9631.5,-294 9631.5,-294 9631.5,-235 9631.5,-235 9631.5,-229 9637.5,-223 9643.5,-223 9643.5,-223 9724.5,-223 9724.5,-223 9730.5,-223 9736.5,-229 9736.5,-235 9736.5,-235 9736.5,-294 9736.5,-294 9736.5,-300 9730.5,-306 9724.5,-306\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9649\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">V73 ≤ 0.07</text>\r\n",
       "<text text-anchor=\"start\" x=\"9646.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.069</text>\r\n",
       "<text text-anchor=\"start\" x=\"9640.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 84</text>\r\n",
       "<text text-anchor=\"start\" x=\"9639.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 81]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9641\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 200&#45;&gt;201 -->\r\n",
       "<g id=\"edge201\" class=\"edge\"><title>200&#45;&gt;201</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9684,-341.907C9684,-333.649 9684,-324.864 9684,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9687.5,-316.021 9684,-306.021 9680.5,-316.021 9687.5,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 208 -->\r\n",
       "<g id=\"node209\" class=\"node\"><title>208</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9871,-298.5C9871,-298.5 9767,-298.5 9767,-298.5 9761,-298.5 9755,-292.5 9755,-286.5 9755,-286.5 9755,-242.5 9755,-242.5 9755,-236.5 9761,-230.5 9767,-230.5 9767,-230.5 9871,-230.5 9871,-230.5 9877,-230.5 9883,-236.5 9883,-242.5 9883,-242.5 9883,-286.5 9883,-286.5 9883,-292.5 9877,-298.5 9871,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9790\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9779.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9778.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9763\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 200&#45;&gt;208 -->\r\n",
       "<g id=\"edge208\" class=\"edge\"><title>200&#45;&gt;208</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9730.84,-341.907C9744.46,-330.101 9759.33,-317.217 9772.9,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9775.47,-307.861 9780.73,-298.667 9770.88,-302.571 9775.47,-307.861\"/>\r\n",
       "</g>\r\n",
       "<!-- 202 -->\r\n",
       "<g id=\"node203\" class=\"node\"><title>202</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M9803,-187C9803,-187 9637,-187 9637,-187 9631,-187 9625,-181 9625,-175 9625,-175 9625,-116 9625,-116 9625,-110 9631,-104 9637,-104 9637,-104 9803,-104 9803,-104 9809,-104 9815,-110 9815,-116 9815,-116 9815,-175 9815,-175 9815,-181 9809,-187 9803,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9633\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TransactionID ≤ 3430033.5</text>\r\n",
       "<text text-anchor=\"start\" x=\"9682.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"start\" x=\"9680.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"start\" x=\"9679.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9677\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 201&#45;&gt;202 -->\r\n",
       "<g id=\"edge202\" class=\"edge\"><title>201&#45;&gt;202</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9696.49,-222.907C9699.09,-214.468 9701.85,-205.477 9704.54,-196.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9707.94,-197.608 9707.53,-187.021 9701.25,-195.549 9707.94,-197.608\"/>\r\n",
       "</g>\r\n",
       "<!-- 205 -->\r\n",
       "<g id=\"node206\" class=\"node\"><title>205</title>\r\n",
       "<path fill=\"#3c9ee5\" stroke=\"black\" d=\"M9984.5,-187C9984.5,-187 9903.5,-187 9903.5,-187 9897.5,-187 9891.5,-181 9891.5,-175 9891.5,-175 9891.5,-116 9891.5,-116 9891.5,-110 9897.5,-104 9903.5,-104 9903.5,-104 9984.5,-104 9984.5,-104 9990.5,-104 9996.5,-110 9996.5,-116 9996.5,-116 9996.5,-175 9996.5,-175 9996.5,-181 9990.5,-187 9984.5,-187\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9908.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">C8 ≤ 691.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9906.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.025</text>\r\n",
       "<text text-anchor=\"start\" x=\"9900.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\r\n",
       "<text text-anchor=\"start\" x=\"9899.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 77]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9901\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 201&#45;&gt;205 -->\r\n",
       "<g id=\"edge205\" class=\"edge\"><title>201&#45;&gt;205</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9736.66,-228.058C9739.78,-226.283 9742.91,-224.583 9746,-223 9789.93,-200.482 9842.1,-180.584 9881.86,-166.729\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9883.11,-169.998 9891.43,-163.427 9880.83,-163.38 9883.11,-169.998\"/>\r\n",
       "</g>\r\n",
       "<!-- 203 -->\r\n",
       "<g id=\"node204\" class=\"node\"><title>203</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9715,-68C9715,-68 9637,-68 9637,-68 9631,-68 9625,-62 9625,-56 9625,-56 9625,-12 9625,-12 9625,-6 9631,-0 9637,-0 9637,-0 9715,-0 9715,-0 9721,-0 9727,-6 9727,-12 9727,-12 9727,-56 9727,-56 9727,-62 9721,-68 9715,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9647\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9636.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"9635.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9633\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 202&#45;&gt;203 -->\r\n",
       "<g id=\"edge203\" class=\"edge\"><title>202&#45;&gt;203</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9703.62,-103.726C9700.21,-95.2439 9696.61,-86.2819 9693.17,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9696.36,-76.2735 9689.38,-68.2996 9689.86,-78.8835 9696.36,-76.2735\"/>\r\n",
       "</g>\r\n",
       "<!-- 204 -->\r\n",
       "<g id=\"node205\" class=\"node\"><title>204</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9861,-68C9861,-68 9757,-68 9757,-68 9751,-68 9745,-62 9745,-56 9745,-56 9745,-12 9745,-12 9745,-6 9751,-0 9757,-0 9757,-0 9861,-0 9861,-0 9867,-0 9873,-6 9873,-12 9873,-12 9873,-56 9873,-56 9873,-62 9867,-68 9861,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9780\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9769.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"9768.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9753\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 202&#45;&gt;204 -->\r\n",
       "<g id=\"edge204\" class=\"edge\"><title>202&#45;&gt;204</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9753.14,-103.726C9760.48,-94.6966 9768.26,-85.1235 9775.61,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9778.34,-78.2672 9781.93,-68.2996 9772.91,-73.8521 9778.34,-78.2672\"/>\r\n",
       "</g>\r\n",
       "<!-- 206 -->\r\n",
       "<g id=\"node207\" class=\"node\"><title>206</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9984.5,-68C9984.5,-68 9903.5,-68 9903.5,-68 9897.5,-68 9891.5,-62 9891.5,-56 9891.5,-56 9891.5,-12 9891.5,-12 9891.5,-6 9897.5,-0 9903.5,-0 9903.5,-0 9984.5,-0 9984.5,-0 9990.5,-0 9996.5,-6 9996.5,-12 9996.5,-12 9996.5,-56 9996.5,-56 9996.5,-62 9990.5,-68 9984.5,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9915\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9900.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 74</text>\r\n",
       "<text text-anchor=\"start\" x=\"9899.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 74]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9901\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 205&#45;&gt;206 -->\r\n",
       "<g id=\"edge206\" class=\"edge\"><title>205&#45;&gt;206</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9944,-103.726C9944,-95.5175 9944,-86.8595 9944,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9947.5,-78.2996 9944,-68.2996 9940.5,-78.2996 9947.5,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 207 -->\r\n",
       "<g id=\"node208\" class=\"node\"><title>207</title>\r\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M10105,-68C10105,-68 10027,-68 10027,-68 10021,-68 10015,-62 10015,-56 10015,-56 10015,-12 10015,-12 10015,-6 10021,-0 10027,-0 10027,-0 10105,-0 10105,-0 10111,-0 10117,-6 10117,-12 10117,-12 10117,-56 10117,-56 10117,-62 10111,-68 10105,-68\"/>\r\n",
       "<text text-anchor=\"start\" x=\"10028.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\r\n",
       "<text text-anchor=\"start\" x=\"10026.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"start\" x=\"10025.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\r\n",
       "<text text-anchor=\"start\" x=\"10023\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 205&#45;&gt;207 -->\r\n",
       "<g id=\"edge207\" class=\"edge\"><title>205&#45;&gt;207</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9989.43,-103.726C9999.9,-94.3318 10011,-84.349 10021.4,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10023.8,-77.5839 10028.9,-68.2996 10019.1,-72.3744 10023.8,-77.5839\"/>\r\n",
       "</g>\r\n",
       "<!-- 210 -->\r\n",
       "<g id=\"node211\" class=\"node\"><title>210</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10017,-298.5C10017,-298.5 9913,-298.5 9913,-298.5 9907,-298.5 9901,-292.5 9901,-286.5 9901,-286.5 9901,-242.5 9901,-242.5 9901,-236.5 9907,-230.5 9913,-230.5 9913,-230.5 10017,-230.5 10017,-230.5 10023,-230.5 10029,-236.5 10029,-242.5 10029,-242.5 10029,-286.5 10029,-286.5 10029,-292.5 10023,-298.5 10017,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9936\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9925.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"start\" x=\"9924.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9909\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 209&#45;&gt;210 -->\r\n",
       "<g id=\"edge210\" class=\"edge\"><title>209&#45;&gt;210</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9965,-341.907C9965,-331.204 9965,-319.615 9965,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9968.5,-308.667 9965,-298.667 9961.5,-308.667 9968.5,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 211 -->\r\n",
       "<g id=\"node212\" class=\"node\"><title>211</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10137,-298.5C10137,-298.5 10059,-298.5 10059,-298.5 10053,-298.5 10047,-292.5 10047,-286.5 10047,-286.5 10047,-242.5 10047,-242.5 10047,-236.5 10053,-230.5 10059,-230.5 10059,-230.5 10137,-230.5 10137,-230.5 10143,-230.5 10149,-236.5 10149,-242.5 10149,-242.5 10149,-286.5 10149,-286.5 10149,-292.5 10143,-298.5 10137,-298.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"10069\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"10058.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"start\" x=\"10057.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"start\" x=\"10055\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 209&#45;&gt;211 -->\r\n",
       "<g id=\"edge211\" class=\"edge\"><title>209&#45;&gt;211</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10011.1,-341.907C10024.6,-330.101 10039.2,-317.217 10052.6,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10055.1,-307.9 10060.3,-298.667 10050.5,-302.644 10055.1,-307.9\"/>\r\n",
       "</g>\r\n",
       "<!-- 213 -->\r\n",
       "<g id=\"node214\" class=\"node\"><title>213</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9746,-536.5C9746,-536.5 9642,-536.5 9642,-536.5 9636,-536.5 9630,-530.5 9630,-524.5 9630,-524.5 9630,-480.5 9630,-480.5 9630,-474.5 9636,-468.5 9642,-468.5 9642,-468.5 9746,-468.5 9746,-468.5 9752,-468.5 9758,-474.5 9758,-480.5 9758,-480.5 9758,-524.5 9758,-524.5 9758,-530.5 9752,-536.5 9746,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9665\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9650.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"start\" x=\"9649.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9638\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = No_Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 212&#45;&gt;213 -->\r\n",
       "<g id=\"edge213\" class=\"edge\"><title>212&#45;&gt;213</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9694,-579.907C9694,-569.204 9694,-557.615 9694,-546.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9697.5,-546.667 9694,-536.667 9690.5,-546.667 9697.5,-546.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 214 -->\r\n",
       "<g id=\"node215\" class=\"node\"><title>214</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9866,-536.5C9866,-536.5 9788,-536.5 9788,-536.5 9782,-536.5 9776,-530.5 9776,-524.5 9776,-524.5 9776,-480.5 9776,-480.5 9776,-474.5 9782,-468.5 9788,-468.5 9788,-468.5 9866,-468.5 9866,-468.5 9872,-468.5 9878,-474.5 9878,-480.5 9878,-480.5 9878,-524.5 9878,-524.5 9878,-530.5 9872,-536.5 9866,-536.5\"/>\r\n",
       "<text text-anchor=\"start\" x=\"9798\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"start\" x=\"9787.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"start\" x=\"9786.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"start\" x=\"9784\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Fraud</text>\r\n",
       "</g>\r\n",
       "<!-- 212&#45;&gt;214 -->\r\n",
       "<g id=\"edge214\" class=\"edge\"><title>212&#45;&gt;214</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9740.14,-579.907C9753.57,-568.101 9768.21,-555.217 9781.59,-543.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9784.1,-545.9 9789.3,-536.667 9779.48,-540.644 9784.1,-545.9\"/>\r\n",
       "</g>\r\n",
       "</g>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x2098eb11548>"
      ]
     },
     "execution_count": 68,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Visualizing the decision tree initially- load visualization libraries\n",
    "from sklearn.tree import export_graphviz\n",
    "import graphviz\n",
    "dot_data = tree.export_graphviz(dt, out_file=None, \n",
    "                    feature_names=final_tr.columns,  \n",
    "                      class_names=['No_Fraud','Fraud'],  \n",
    "                      filled=True, rounded=True,  \n",
    "                      special_characters=True)  \n",
    "graph = graphviz.Source(dot_data)  \n",
    "graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PqFtHgM3jsiY"
   },
   "source": [
    "## The real test! \n",
    "## Apply on Test Data : apply steps 1-4 namely and then do prediction\n",
    "1. Apply single imputation,\n",
    "2. Select only variables which are used for training\n",
    "3. One Hot encode variables\n",
    "4: make sure test data again has exact same number of variables as training !"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "760rOm4ojsiY"
   },
   "source": [
    "### Step 1: Account for missing values with single imputation like we did earlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dOejk6sbjsiZ"
   },
   "outputs": [],
   "source": [
    "\n",
    "cols= xTest.columns\n",
    "num_cols = xTest.select_dtypes(include=np.number).columns\n",
    "xTest.loc[:,num_cols] = xTest.loc[:,num_cols].fillna(xTest.loc[:,num_cols].mean())\n",
    "\n",
    "cat_cols= list(set(cols) - set(num_cols))\n",
    "xTest.loc[:,cat_cols] = xTest.loc[:,cat_cols].fillna(xTest.loc[:,cat_cols].mode().iloc[0])\n",
    "test_cols = xTest.columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JSHCu1yVjsib"
   },
   "source": [
    "### Step 2:  Select only those features which are there in training #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "67VfFyS2jsib"
   },
   "outputs": [],
   "source": [
    "\n",
    "#train_cols = xTrain.columns\n",
    "xTest = xTest[train_cols] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "n171j2MTjsid"
   },
   "source": [
    "### Step 3. One Hot encode variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dWCjdQdVjsid",
    "outputId": "cbd51c9d-9c3b-4e9f-928d-adc610a8d1d6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 17717 entries, 59044 to 426\n",
      "Columns: 182 entries, Unnamed: 0 to V321\n",
      "dtypes: float64(174), int64(4), object(4)\n",
      "memory usage: 24.7+ MB\n"
     ]
    }
   ],
   "source": [
    "xTest.info()\n",
    "xTest_dummy = pd.get_dummies(xTest, prefix_sep='_', drop_first=True)\n",
    "# Dummify categorical vars\n",
    "xTest_dummy = pd.get_dummies(xTest, prefix_sep='__', drop_first=True)\n",
    "\n",
    "##missing columns levels train and test\n",
    "missing_levels_cols= list(set(xTrain_dummy.columns) - set(xTest_dummy.columns))\n",
    "\n",
    "\n",
    "for c in missing_levels_cols:\n",
    "    xTest_dummy[c]=0\n",
    "\n",
    "# Select only those columns which are there in training data\n",
    "xTest_dummy=xTest_dummy[xTrain_dummy.columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ybMftQWsjsif"
   },
   "source": [
    "### Step 4: make sure test data again has exact same number of variables as training !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Q1khcASOjsig",
    "outputId": "83f1385c-5d0d-4ea7-c343-b6948dc94ea1",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Unnamed: 0  TransactionID  TransactionDT  TransactionAmt  card1  \\\n",
      "59044      208138        3195138        4809520          36.950  17188   \n",
      "29992      194635        3181635        4385698         612.950   2616   \n",
      "56452      259331        3246331        6215794          49.000  12581   \n",
      "7059        28519        3015519         716506         150.000  16659   \n",
      "49961      366372        3353372        9094718         140.658   2256   \n",
      "\n",
      "           card2  card3  card5       addr1      addr2  ...  \\\n",
      "59044  321.00000  150.0  226.0  310.000000  87.000000  ...   \n",
      "29992  362.01623  150.0  102.0  204.000000  87.000000  ...   \n",
      "56452  453.00000  150.0  226.0  299.000000  87.000000  ...   \n",
      "7059   170.00000  150.0  226.0  299.000000  87.000000  ...   \n",
      "49961  545.00000  185.0  226.0  290.396535  86.815445  ...   \n",
      "\n",
      "       P_emaildomain_web.de  P_emaildomain_windstream.net  \\\n",
      "59044                     0                             0   \n",
      "29992                     0                             0   \n",
      "56452                     0                             0   \n",
      "7059                      0                             0   \n",
      "49961                     0                             0   \n",
      "\n",
      "       P_emaildomain_yahoo.co.jp  P_emaildomain_yahoo.co.uk  \\\n",
      "59044                          0                          0   \n",
      "29992                          0                          0   \n",
      "56452                          0                          0   \n",
      "7059                           0                          0   \n",
      "49961                          0                          0   \n",
      "\n",
      "       P_emaildomain_yahoo.com  P_emaildomain_yahoo.com.mx  \\\n",
      "59044                        0                           0   \n",
      "29992                        0                           0   \n",
      "56452                        0                           0   \n",
      "7059                         0                           0   \n",
      "49961                        0                           0   \n",
      "\n",
      "       P_emaildomain_yahoo.de  P_emaildomain_yahoo.es  P_emaildomain_yahoo.fr  \\\n",
      "59044                       0                       0                       0   \n",
      "29992                       0                       0                       0   \n",
      "56452                       0                       0                       0   \n",
      "7059                        0                       0                       0   \n",
      "49961                       0                       0                       0   \n",
      "\n",
      "       P_emaildomain_ymail.com  \n",
      "59044                        0  \n",
      "29992                        0  \n",
      "56452                        0  \n",
      "7059                         0  \n",
      "49961                        0  \n",
      "\n",
      "[5 rows x 246 columns]\n",
      "(17717, 246)\n"
     ]
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "\n",
    "final_ts = pd.DataFrame(data=xTest_dummy)\n",
    "final_ts.columns= xTest_dummy.columns\n",
    "final_ts\n",
    "print(final_ts.head())\n",
    "print(final_ts.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "NqBIVk7tjsii"
   },
   "source": [
    "### Prediction on test data: Without SMOTE vs With SMOTE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9YrQxJbXjsii"
   },
   "outputs": [],
   "source": [
    "ytest_dt = dt.predict_proba(final_ts)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1k1xpkBvjsik",
    "outputId": "acc6a084-b351-428a-8b5e-e605e4fd4efb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ROC AUC score for 1st model without SMOTE is 0.766454788092768\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve,roc_auc_score\n",
    "print('The ROC AUC score for 1st model without SMOTE is {}'.format(roc_auc_score(yTest,ytest_dt[:,1])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "djGNG-KJjsin",
    "outputId": "eef675ba-97a9-45e0-ef55-e198ffe525a5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ROC AUC score for 1st model after SMOTE is 0.8134449278103525\n"
     ]
    }
   ],
   "source": [
    "ytest_dt_smote = dt_smote.predict_proba(final_ts)\n",
    "print('The ROC AUC score for 1st model after SMOTE is {}'.format(roc_auc_score(yTest,ytest_dt_smote[:,1])))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "BGvPZPoejsir"
   },
   "source": [
    "## As you see, there is increase performance of decision tree classifer after SMOTE is applied, with respect to AUC. \n",
    "\n",
    "### Disclaimer: this is just for demo, there are various techniques one should consider before judging increase in performance. You will learn about them later!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "IRRFgVhNjsir"
   },
   "source": [
    "# Additional Reading Material and to  try:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jy6o_rf8a22A"
   },
   "source": [
    "## Multivariate Imputation Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TfQKMDmXjsit"
   },
   "source": [
    "### Multivariate Imputation : Imputation using values of other variables to predict the value of missing variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SM8z8cnCBj6q"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.experimental import enable_iterative_imputer\n",
    "from sklearn.impute import IterativeImputer\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 69
    },
    "colab_type": "code",
    "id": "2-zSQd1fbJtc",
    "outputId": "673b6896-f533-4705-c283-dec599df75dc"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n",
      "D:\\Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py:966: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item] = s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['The missing columns that are imputed are: card2',\n",
      "       'The missing columns that are imputed are: card3',\n",
      "       'The missing columns that are imputed are: card5',\n",
      "       'The missing columns that are imputed are: addr1',\n",
      "       'The missing columns that are imputed are: addr2',\n",
      "       'The missing columns that are imputed are: D1',\n",
      "       'The missing columns that are imputed are: D10',\n",
      "       'The missing columns that are imputed are: D15',\n",
      "       'The missing columns that are imputed are: V12',\n",
      "       'The missing columns that are imputed are: V13',\n",
      "       ...\n",
      "       'The missing columns that are imputed are: V312',\n",
      "       'The missing columns that are imputed are: V313',\n",
      "       'The missing columns that are imputed are: V314',\n",
      "       'The missing columns that are imputed are: V315',\n",
      "       'The missing columns that are imputed are: V316',\n",
      "       'The missing columns that are imputed are: V317',\n",
      "       'The missing columns that are imputed are: V318',\n",
      "       'The missing columns that are imputed are: V319',\n",
      "       'The missing columns that are imputed are: V320',\n",
      "       'The missing columns that are imputed are: V321'],\n",
      "      dtype='object', length=159)\n"
     ]
    }
   ],
   "source": [
    "xTrain_multiple= xTrain\n",
    "imp = IterativeImputer(max_iter=100, random_state=0)\n",
    "numeric_missing_cols= xTrain_multiple.loc[:,numeric_missing_cols].select_dtypes(include=np.number).columns\n",
    "xTrain_multiple.loc[:,numeric_missing_cols]= imp.fit_transform(xTrain_multiple.loc[:,numeric_missing_cols].values)\n",
    "print(\"The missing columns that are imputed are: \" +numeric_missing_cols)\n",
    "# the model learns that the second feature is double the first\n",
    "#print(np.round(imp.transform(X_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1QpAQYwajsix"
   },
   "source": [
    "##  Scaling/Normalizing Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "MX0ZUjYEjsix"
   },
   "source": [
    "The preprocessing module further provides a utility class StandardScaler that implements the Transformer API to compute the mean and standard deviation on a training set so as to be able to later reapply the same transformation on the testing set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tCaQdXxpjsiy",
    "outputId": "e79ff049-cc70-4b87-f079-12512b97215d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   TransactionID  TransactionDT  TransactionAmt     card1     card2     card3  \\\n",
      "0      -1.312209      -1.247296       -0.374456 -0.418551  0.842286 -0.284774   \n",
      "1       1.103287       1.123641       -0.482904  0.170473  0.592257 -0.284774   \n",
      "2       0.121778       0.108133        0.018660 -1.082656 -1.420799  2.807597   \n",
      "3      -1.597102      -1.468024        0.618044 -1.177529  0.265295 -0.284774   \n",
      "4       0.041596       0.019487        0.220246  0.684211 -0.266818 -0.284774   \n",
      "\n",
      "      card5     addr1         addr2        C1  ...  P_emaildomain_web.de  \\\n",
      "0  0.652210  0.085823  7.759246e-02 -0.099786  ...             -0.020872   \n",
      "1 -0.103227  0.481788  7.759246e-02 -0.033725  ...             -0.020872   \n",
      "2 -1.516625  0.000000 -5.593017e-15 -0.099786  ...             -0.020872   \n",
      "3 -2.369537  0.377587  7.759246e-02 -0.099786  ...             -0.020872   \n",
      "4  0.652210 -1.383415  7.759246e-02 -0.000694  ...             -0.020872   \n",
      "\n",
      "   P_emaildomain_windstream.net  P_emaildomain_yahoo.co.jp  \\\n",
      "0                     -0.023076                  -0.006956   \n",
      "1                     -0.023076                  -0.006956   \n",
      "2                     -0.023076                  -0.006956   \n",
      "3                     -0.023076                  -0.006956   \n",
      "4                     -0.023076                  -0.006956   \n",
      "\n",
      "   P_emaildomain_yahoo.co.uk  P_emaildomain_yahoo.com  \\\n",
      "0                  -0.004919                -0.449646   \n",
      "1                  -0.004919                -0.449646   \n",
      "2                  -0.004919                -0.449646   \n",
      "3                  -0.004919                -0.449646   \n",
      "4                  -0.004919                -0.449646   \n",
      "\n",
      "   P_emaildomain_yahoo.com.mx  P_emaildomain_yahoo.de  P_emaildomain_yahoo.es  \\\n",
      "0                   -0.052818               -0.015555               -0.015555   \n",
      "1                   -0.052818               -0.015555               -0.015555   \n",
      "2                   -0.052818               -0.015555               -0.015555   \n",
      "3                   -0.052818               -0.015555               -0.015555   \n",
      "4                   -0.052818               -0.015555               -0.015555   \n",
      "\n",
      "   P_emaildomain_yahoo.fr  P_emaildomain_ymail.com  \n",
      "0               -0.016315                -0.064261  \n",
      "1               -0.016315                -0.064261  \n",
      "2               -0.016315                -0.064261  \n",
      "3               -0.016315                -0.064261  \n",
      "4               -0.016315                -0.064261  \n",
      "\n",
      "[5 rows x 245 columns]\n",
      "(41337, 245)\n"
     ]
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "scaled_tr = preprocessing.StandardScaler().fit_transform(xTrain_dummy)\n",
    "final_tr = pd.DataFrame(data=scaled_tr)\n",
    "final_tr.columns= xTrain_dummy.columns\n",
    "final_tr\n",
    "print(final_tr.head())\n",
    "print(final_tr.shape)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "include_colab_link": true,
   "name": "Data_Preprocessing.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}