diff --git a/ML Projects/Loan Prediction System/Loan_Repayment_Prediction.ipynb b/ML Projects/Loan Prediction System/Loan_Repayment_Prediction.ipynb
new file mode 100644
index 000000000..837143625
--- /dev/null
+++ b/ML Projects/Loan Prediction System/Loan_Repayment_Prediction.ipynb	
@@ -0,0 +1,1637 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "Loan Repayment Prediction.ipynb",
+      "provenance": [],
+      "collapsed_sections": [],
+      "toc_visible": true,
+      "authorship_tag": "ABX9TyOM5ZJ4y5zxzPfToCKcRnA0",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/shsarv/ML-and-its-Application/blob/main/Loan_Repayment_Prediction.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "WH7OLJJa-ft5"
+      },
+      "source": [
+        "<h1 align=\"center\">Loan Repayment Prediction Using Ensemble Learning Methods</h1>\n",
+        "<hr>\n",
+        "\n",
+        "### Objective:\n",
+        "\n",
+        "* Predicts whether the bank should approves the loan of an applicant based on his profit using Ensemble Learning Methods.\n",
+        "\n",
+        "**Submission by:-**\n",
+        "\n",
+        "**Name:-** Sarvesh Kumar Sharma\n",
+        "\n",
+        "**Section:-** A\n",
+        "\n",
+        "**Roll no:-** ***50***\n",
+        "\n",
+        "**Uni. Roll no:-** ***181500625***\n",
+        "<hr>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ODW49lFx_7V8"
+      },
+      "source": [
+        "### Importing Libraries"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "D2pIOwHo_z95"
+      },
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "%matplotlib inline\n",
+        "from sklearn.preprocessing import LabelEncoder\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')\n",
+        "from sklearn.model_selection import StratifiedKFold\n",
+        "kFold = StratifiedKFold(n_splits=5)\n",
+        "from sklearn.model_selection import GridSearchCV\n",
+        "from sklearn.preprocessing import StandardScaler\n",
+        "from  sklearn.metrics  import  accuracy_score , precision_score , recall_score,confusion_matrix,classification_report"
+      ],
+      "execution_count": 1,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lkc3RYn7AOLs"
+      },
+      "source": [
+        "#### Reading file"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 226
+        },
+        "id": "MzCsBM60AMBa",
+        "outputId": "d3d2a51f-d78c-4246-f00d-f3cce4da237b"
+      },
+      "source": [
+        "df = pd.read_csv(\"/content/loan_data.csv\")\n",
+        "df.head()"
+      ],
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>credit.policy</th>\n",
+              "      <th>purpose</th>\n",
+              "      <th>int.rate</th>\n",
+              "      <th>installment</th>\n",
+              "      <th>log.annual.inc</th>\n",
+              "      <th>dti</th>\n",
+              "      <th>fico</th>\n",
+              "      <th>days.with.cr.line</th>\n",
+              "      <th>revol.bal</th>\n",
+              "      <th>revol.util</th>\n",
+              "      <th>inq.last.6mths</th>\n",
+              "      <th>delinq.2yrs</th>\n",
+              "      <th>pub.rec</th>\n",
+              "      <th>not.fully.paid</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>debt_consolidation</td>\n",
+              "      <td>0.1189</td>\n",
+              "      <td>829.10</td>\n",
+              "      <td>11.350407</td>\n",
+              "      <td>19.48</td>\n",
+              "      <td>737</td>\n",
+              "      <td>5639.958333</td>\n",
+              "      <td>28854</td>\n",
+              "      <td>52.1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>credit_card</td>\n",
+              "      <td>0.1071</td>\n",
+              "      <td>228.22</td>\n",
+              "      <td>11.082143</td>\n",
+              "      <td>14.29</td>\n",
+              "      <td>707</td>\n",
+              "      <td>2760.000000</td>\n",
+              "      <td>33623</td>\n",
+              "      <td>76.7</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>debt_consolidation</td>\n",
+              "      <td>0.1357</td>\n",
+              "      <td>366.86</td>\n",
+              "      <td>10.373491</td>\n",
+              "      <td>11.63</td>\n",
+              "      <td>682</td>\n",
+              "      <td>4710.000000</td>\n",
+              "      <td>3511</td>\n",
+              "      <td>25.6</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>debt_consolidation</td>\n",
+              "      <td>0.1008</td>\n",
+              "      <td>162.34</td>\n",
+              "      <td>11.350407</td>\n",
+              "      <td>8.10</td>\n",
+              "      <td>712</td>\n",
+              "      <td>2699.958333</td>\n",
+              "      <td>33667</td>\n",
+              "      <td>73.2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>credit_card</td>\n",
+              "      <td>0.1426</td>\n",
+              "      <td>102.92</td>\n",
+              "      <td>11.299732</td>\n",
+              "      <td>14.97</td>\n",
+              "      <td>667</td>\n",
+              "      <td>4066.000000</td>\n",
+              "      <td>4740</td>\n",
+              "      <td>39.5</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   credit.policy             purpose  ...  pub.rec  not.fully.paid\n",
+              "0              1  debt_consolidation  ...        0               0\n",
+              "1              1         credit_card  ...        0               0\n",
+              "2              1  debt_consolidation  ...        0               0\n",
+              "3              1  debt_consolidation  ...        0               0\n",
+              "4              1         credit_card  ...        0               0\n",
+              "\n",
+              "[5 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 2
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "zN65xyeeAfEa",
+        "outputId": "096f78ec-c372-4d81-f6ce-f9053cdaeb3e"
+      },
+      "source": [
+        "# Consise Summery\n",
+        "\n",
+        "df.info()"
+      ],
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 9578 entries, 0 to 9577\n",
+            "Data columns (total 14 columns):\n",
+            " #   Column             Non-Null Count  Dtype  \n",
+            "---  ------             --------------  -----  \n",
+            " 0   credit.policy      9578 non-null   int64  \n",
+            " 1   purpose            9578 non-null   object \n",
+            " 2   int.rate           9578 non-null   float64\n",
+            " 3   installment        9578 non-null   float64\n",
+            " 4   log.annual.inc     9578 non-null   float64\n",
+            " 5   dti                9578 non-null   float64\n",
+            " 6   fico               9578 non-null   int64  \n",
+            " 7   days.with.cr.line  9578 non-null   float64\n",
+            " 8   revol.bal          9578 non-null   int64  \n",
+            " 9   revol.util         9578 non-null   float64\n",
+            " 10  inq.last.6mths     9578 non-null   int64  \n",
+            " 11  delinq.2yrs        9578 non-null   int64  \n",
+            " 12  pub.rec            9578 non-null   int64  \n",
+            " 13  not.fully.paid     9578 non-null   int64  \n",
+            "dtypes: float64(6), int64(7), object(1)\n",
+            "memory usage: 1.0+ MB\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "4f6WXQHpAtga"
+      },
+      "source": [
+        "Here we can see that attribute purpose has object datatype. We need to deal with it."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 320
+        },
+        "id": "Rny5S2kYAkaE",
+        "outputId": "d9d8a5d1-0097-4bb9-c6f6-bc0d623ae273"
+      },
+      "source": [
+        "# Summery\n",
+        "df.describe()"
+      ],
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>credit.policy</th>\n",
+              "      <th>int.rate</th>\n",
+              "      <th>installment</th>\n",
+              "      <th>log.annual.inc</th>\n",
+              "      <th>dti</th>\n",
+              "      <th>fico</th>\n",
+              "      <th>days.with.cr.line</th>\n",
+              "      <th>revol.bal</th>\n",
+              "      <th>revol.util</th>\n",
+              "      <th>inq.last.6mths</th>\n",
+              "      <th>delinq.2yrs</th>\n",
+              "      <th>pub.rec</th>\n",
+              "      <th>not.fully.paid</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>count</th>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9.578000e+03</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "      <td>9578.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>mean</th>\n",
+              "      <td>0.804970</td>\n",
+              "      <td>0.122640</td>\n",
+              "      <td>319.089413</td>\n",
+              "      <td>10.932117</td>\n",
+              "      <td>12.606679</td>\n",
+              "      <td>710.846314</td>\n",
+              "      <td>4560.767197</td>\n",
+              "      <td>1.691396e+04</td>\n",
+              "      <td>46.799236</td>\n",
+              "      <td>1.577469</td>\n",
+              "      <td>0.163708</td>\n",
+              "      <td>0.062122</td>\n",
+              "      <td>0.160054</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>std</th>\n",
+              "      <td>0.396245</td>\n",
+              "      <td>0.026847</td>\n",
+              "      <td>207.071301</td>\n",
+              "      <td>0.614813</td>\n",
+              "      <td>6.883970</td>\n",
+              "      <td>37.970537</td>\n",
+              "      <td>2496.930377</td>\n",
+              "      <td>3.375619e+04</td>\n",
+              "      <td>29.014417</td>\n",
+              "      <td>2.200245</td>\n",
+              "      <td>0.546215</td>\n",
+              "      <td>0.262126</td>\n",
+              "      <td>0.366676</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>min</th>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.060000</td>\n",
+              "      <td>15.670000</td>\n",
+              "      <td>7.547502</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>612.000000</td>\n",
+              "      <td>178.958333</td>\n",
+              "      <td>0.000000e+00</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25%</th>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>0.103900</td>\n",
+              "      <td>163.770000</td>\n",
+              "      <td>10.558414</td>\n",
+              "      <td>7.212500</td>\n",
+              "      <td>682.000000</td>\n",
+              "      <td>2820.000000</td>\n",
+              "      <td>3.187000e+03</td>\n",
+              "      <td>22.600000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50%</th>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>0.122100</td>\n",
+              "      <td>268.950000</td>\n",
+              "      <td>10.928884</td>\n",
+              "      <td>12.665000</td>\n",
+              "      <td>707.000000</td>\n",
+              "      <td>4139.958333</td>\n",
+              "      <td>8.596000e+03</td>\n",
+              "      <td>46.300000</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75%</th>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>0.140700</td>\n",
+              "      <td>432.762500</td>\n",
+              "      <td>11.291293</td>\n",
+              "      <td>17.950000</td>\n",
+              "      <td>737.000000</td>\n",
+              "      <td>5730.000000</td>\n",
+              "      <td>1.824950e+04</td>\n",
+              "      <td>70.900000</td>\n",
+              "      <td>2.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>max</th>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>0.216400</td>\n",
+              "      <td>940.140000</td>\n",
+              "      <td>14.528354</td>\n",
+              "      <td>29.960000</td>\n",
+              "      <td>827.000000</td>\n",
+              "      <td>17639.958330</td>\n",
+              "      <td>1.207359e+06</td>\n",
+              "      <td>119.000000</td>\n",
+              "      <td>33.000000</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.000000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "       credit.policy     int.rate  ...      pub.rec  not.fully.paid\n",
+              "count    9578.000000  9578.000000  ...  9578.000000     9578.000000\n",
+              "mean        0.804970     0.122640  ...     0.062122        0.160054\n",
+              "std         0.396245     0.026847  ...     0.262126        0.366676\n",
+              "min         0.000000     0.060000  ...     0.000000        0.000000\n",
+              "25%         1.000000     0.103900  ...     0.000000        0.000000\n",
+              "50%         1.000000     0.122100  ...     0.000000        0.000000\n",
+              "75%         1.000000     0.140700  ...     0.000000        0.000000\n",
+              "max         1.000000     0.216400  ...     5.000000        1.000000\n",
+              "\n",
+              "[8 rows x 13 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "vJPrG5uYA9gF"
+      },
+      "source": [
+        "#### Checking For Null Values\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "IRGb9o5XAqHE",
+        "outputId": "0a0701cf-486f-4547-b973-5e113a52473a"
+      },
+      "source": [
+        "df.isnull().sum().sum()"
+      ],
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 5
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "7kAN-SW4BInM"
+      },
+      "source": [
+        "Our DataFrame contain **Zero** Null values.\n",
+        "<br><br>\n",
+        "Now lets solve the problem with **Purpose** Attribute."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "EGD1CxQHBHCt",
+        "outputId": "4072f4c7-dbc9-457b-b0cd-5bcfd124768e"
+      },
+      "source": [
+        "# unique values in purpose attribute\n",
+        "\n",
+        "df.purpose.value_counts()"
+      ],
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "debt_consolidation    3957\n",
+              "all_other             2331\n",
+              "credit_card           1262\n",
+              "home_improvement       629\n",
+              "small_business         619\n",
+              "major_purchase         437\n",
+              "educational            343\n",
+              "Name: purpose, dtype: int64"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 6
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "P6V9PU5HCOvP"
+      },
+      "source": [
+        "It has **6 unique values**. lets convert these labels into numeric form."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "zfEtImStCnjb"
+      },
+      "source": [
+        "### Encoding\n",
+        "\n",
+        "* We will be using **Label Encoder** to convert labels available in purpose attribute.\n",
+        "\n",
+        "* It will Encode purpose labels with value between 0 and n_classes-1(5)."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "44pMsl84Bynh",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 226
+        },
+        "outputId": "bc0f812c-9bd4-4997-ec85-d1e2a260a3cd"
+      },
+      "source": [
+        "df['purpose']=LabelEncoder().fit_transform(df['purpose'])\n",
+        "df.head()"
+      ],
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>credit.policy</th>\n",
+              "      <th>purpose</th>\n",
+              "      <th>int.rate</th>\n",
+              "      <th>installment</th>\n",
+              "      <th>log.annual.inc</th>\n",
+              "      <th>dti</th>\n",
+              "      <th>fico</th>\n",
+              "      <th>days.with.cr.line</th>\n",
+              "      <th>revol.bal</th>\n",
+              "      <th>revol.util</th>\n",
+              "      <th>inq.last.6mths</th>\n",
+              "      <th>delinq.2yrs</th>\n",
+              "      <th>pub.rec</th>\n",
+              "      <th>not.fully.paid</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.1189</td>\n",
+              "      <td>829.10</td>\n",
+              "      <td>11.350407</td>\n",
+              "      <td>19.48</td>\n",
+              "      <td>737</td>\n",
+              "      <td>5639.958333</td>\n",
+              "      <td>28854</td>\n",
+              "      <td>52.1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.1071</td>\n",
+              "      <td>228.22</td>\n",
+              "      <td>11.082143</td>\n",
+              "      <td>14.29</td>\n",
+              "      <td>707</td>\n",
+              "      <td>2760.000000</td>\n",
+              "      <td>33623</td>\n",
+              "      <td>76.7</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.1357</td>\n",
+              "      <td>366.86</td>\n",
+              "      <td>10.373491</td>\n",
+              "      <td>11.63</td>\n",
+              "      <td>682</td>\n",
+              "      <td>4710.000000</td>\n",
+              "      <td>3511</td>\n",
+              "      <td>25.6</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.1008</td>\n",
+              "      <td>162.34</td>\n",
+              "      <td>11.350407</td>\n",
+              "      <td>8.10</td>\n",
+              "      <td>712</td>\n",
+              "      <td>2699.958333</td>\n",
+              "      <td>33667</td>\n",
+              "      <td>73.2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.1426</td>\n",
+              "      <td>102.92</td>\n",
+              "      <td>11.299732</td>\n",
+              "      <td>14.97</td>\n",
+              "      <td>667</td>\n",
+              "      <td>4066.000000</td>\n",
+              "      <td>4740</td>\n",
+              "      <td>39.5</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   credit.policy  purpose  int.rate  ...  delinq.2yrs  pub.rec  not.fully.paid\n",
+              "0              1        2    0.1189  ...            0        0               0\n",
+              "1              1        1    0.1071  ...            0        0               0\n",
+              "2              1        2    0.1357  ...            0        0               0\n",
+              "3              1        2    0.1008  ...            0        0               0\n",
+              "4              1        1    0.1426  ...            1        0               0\n",
+              "\n",
+              "[5 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 7
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "42Ph2-X2jfkz"
+      },
+      "source": [
+        "## Data Visualization"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 297
+        },
+        "id": "8vkarVQREAW-",
+        "outputId": "42f31cfb-2a8a-4c72-d735-d7228b8dc0f0"
+      },
+      "source": [
+        "sns.set_style('darkgrid')\n",
+        "plt.hist(df['fico'].loc[df['credit.policy']==1], bins=30, label='Credit.Policy=1')\n",
+        "plt.hist(df['fico'].loc[df['credit.policy']==0], bins=30, label='Credit.Policy=0')\n",
+        "plt.legend()\n",
+        "plt.xlabel('FICO')"
+      ],
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 0, 'FICO')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 8
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 406
+        },
+        "id": "cybMSYG8j2or",
+        "outputId": "8c926273-449a-4e14-9256-b7d36b36a8ba"
+      },
+      "source": [
+        "plt.figure(figsize=(10,6))\n",
+        "df[df['not.fully.paid']==1]['fico'].hist(bins=30, alpha=0.5, color='blue', label='not.fully.paid=1')\n",
+        "df[df['not.fully.paid']==0]['fico'].hist(bins=30, alpha=0.5, color='green', label='not.fully.paid=0')\n",
+        "plt.legend()\n",
+        "plt.xlabel('FICO')"
+      ],
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 0, 'FICO')"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 9
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFzCAYAAAD8LEcHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dfXhU9Z3//9fJDGGAJIRAMuEmWgne0KCAdhdorUhoiDVQg8K6unaXG8vlfrUUUFgREarcqEXJ8ut2S8qNKGqVFEJbXLkJClSgtSBg0VZ7WSpQMrHZhCSQZJjJ+f3BMhKSkJnMZ8gkeT6ui+si5+Yz7zOfzPDifM45H8u2bVsAAAAIW0xrFwAAANBeEKwAAAAMIVgBAAAYQrACAAAwhGAFAABgCMEKAADAEGdrFyBJdXV18vt56kN74HBY9GU7RL+2T/Rr+0S/Rl6nTo4m10VFsPL7bZWXn23tMmBAYmJX+rIdol/bJ/q1faJfIy85Ob7JdQwFAgAAGEKwAgAAMIRgBQAAYEhUXGMFAEB74vf7VFb2hXw+7xV/bY/HEtMAm+F0xqpHj2Q5HMHHJYIVAACGlZV9IZerq7p1S5VlWVf0tR2OGPn9dVf0Ndsj27Z15kyFysq+UK9evYPej6FAAAAM8/m86tYt4YqHKphjWZa6dUsI+awjwQoAgAggVLV9LelDghUAANBbb/1Kf//7F42uKysr0/e+92+aPPl+HT78QZNtrF69Uq+99ookafHihXrnnR0RqXXVqp/q/fd/22D5wYO/15w5M4JuZ8mSH2rs2Cx997v/ZKw2rrECACDCampideaMuXMZ3brVyeUye2H8W2/9Sv37p6tXr+QG6w4c+J3S0wfo8cfnG33NlnrwwYeMtHPnneN0zz33atGip4y0JxGsAACIuDNnYrR6tbkLyqdOjZHLdfltTp36mx57bLpuummIPvzwiJKTk/Xssy/o88//qh/9aKlqa2vUp08/zZ37lA4c+J3+9KeP9cMfPqnOnV1auXKNOnc+/wKffvon/eQnK+T11mrSpI+1cuUajR2bpe3b90iS3nlnh/bu/Y3mzVvYaB0HDryvgoKfa+nSFyRJ77+/Xxs3Fmjp0mWBOh999Pu6/vqB+uSTP+qaa/rrySeflsvl0tq1P9N77+1RbW2NBg0arDlznpBlWVq8eKG+/vVbNWrUt7R//16tWPGCXC6XbrppSEjv45AhN+vUqb+FtE9zgorPL730knJycjR27FjNmjVLtbW1On78uCZOnKisrCzNmDFDXu/55Oz1ejVjxgxlZWVp4sSJOnHihNGCAQBAcE6cOK67756o9evfVFxcvN59d6cWLVqgf//372vdup8rPX2A1q79mUaN+pauv36gFixYpJdeei0QqiTp2muv14MPPqTMzKwG64Jx881f01//ekxlZWWSpC1bfqWcnO/U2+bzz/+q8eMn6NVXC9S1azdt3LhBknTPPf+kVate1iuvvCmvt0bvvben3n61tbV6/vnFeu655Vq9er1KS0sD6w4e/L0mTbq/wZ+HHpoSUv2hajZYeTwevfzyy/rFL36hX//61/L7/dqyZYuWLVumSZMmafv27UpISFBBQYEkacOGDUpISND27ds1adIkLVu2LKIHAAAAGte7dx9de+31kqTrr79BJ0+eUGVlpYYOvUWS9O1vj9XhwwcjWoNlWcrOvlPbtr2lyspKHT36oYYP/3q9bVJS3IGzTdnZd+rDDw9JOh+Ovve9f9O//uu9OnDg9/rLXz6rt9/nnx9T7959lJZ21f+9zrcD626++Wt66aXXGvz56U/XRPR4gxoK9Pv9qqmpkdPpVE1NjZKTk7V//3698ML503rjx4/Xj3/8Y91///3auXOnHnnkEUlSdna2nn76adm2zd0RAABcYZ06dQr8PSbGoaqqSkMtf/lv+oURq8vJyfmO5syZqdjYzho1arSczvrxo2FGsFRbW6sXXnhOq1a9LLc7VatXr5TXWxt0hQcP/l4rVrzYYLnL5YpouGo2WLndbk2ZMkWjRo1S586d9Y1vfEMZGRlKSEgIvDGpqanyeDySzp/h6t37/IO0nE6n4uPjVVZWpqSkpIgdBIDzaqwqnfFVhdVGN2ecXHacoYoARJNu3eIUH5+gw4c/0ODBQ/X221s0ZMjNkqSuXbvp7NmzQbWTlJSkY8f+oquuulq7d7+jrl27XXb7Xr2S1atXstatW628vJ80WO/xFOsPfziiQYNu0vbtb+umm4YEAltiYqLOnj2rd98t0u23j66331VXfUWnTv1NJ0+eUN++/bR9+9bAugtnrK60ZoPV6dOnVVRUpKKiIsXHx+sHP/iB9uzZ09xuIXE4LCUmdjXaJlqHwxFDX7ai45Vf6NWjr4TVxuShk5Qan1JvGf3aPtGvkePxWHI4vrzaxrKkmBhzIzeWpXrtX8rhiJHDESPL+rKOmBhLMTGWnnrqaT3//GLV1NSob99+mjdvoRyOGI0d+x0tW7ZUnTt3Vn7+S3r55bUaOPCr+uY3RyomxqrX1v/7f9P1H/8xU4mJibrhhq+qurpaDkdM4DUuvHZMTExgnzvuuFOnT5cpPT1dX3zxhZYufVovvvj/yeGI0VVXfUWbNm3Q0qVP65pr+mvChIlyubrorrvG61//9Z+VlNRTX/1qRoO2u3btoscff1KzZ8+Qy+XSkCFDdeLE2cu+Nxd76qm5OnjwgMrLyzV+/J168MGH9J3v5F7yXoeWUSy7mQmF/ud//kd79uzRkiVLJEmFhYX64IMP9Pbbb+u9996T0+nUBx98oB//+MdavXq1pk6dqkceeURDhw6Vz+fTN77xDe3fv/+yQ4HnzvlVXh5cSkZ0S0zsSl+2olJ/sVYfCO8U99RbpqinI7XeMvq1faJfI6e4+K9KTb068POVfNxCtE5p8+KLz+m6667X2LH1g8upU3/TnDkz9Morb7ZSZZd3aV9KUnJyfJPbN3vGqk+fPjp8+LCqq6vlcrm0b98+DRo0SMOGDdPWrVuVk5OjTZs2KTMzU5KUmZmpTZs2aejQodq6dauGDx/O9VUAgA7N5fI2+3iE9mzKlAfUpUsXPfLIzNYuJeKaDVaDBw9Wdna2xo8fL6fTqYEDB+ree+/V7bffrpkzZyovL08DBw7UxIkTJUkTJkzQ7NmzlZWVpe7du2v58uURPwgAABC91qxZ3+S63r37RO3ZqpZodijwSmAosP3oyEML0XDhOEOBCAX9GjmNDR9dKdE6FNhWGR8KBBCcM74qI6HG5eCOPABoq5iEGQAAwBCCFQAAgCEEKwAAoLfe+pX+/vcvGl1XVlam733v3zR58v06fPiDJttYvXqlXnvt/LP0Fi9eqHfe2RGRWlet+qnef/+3DZYfPPh7zZkzI+h29u/fq/vuu1v33purV155yUhtXGMFAECEmbi55WKRmCHhrbd+pf7909WrV3KDdQcO/E7p6QP0+OPzjb5mSz344ENht+H3+/Xii89p+fL/UkqKWw8++K+69dbbdM01/cNql2AFAECEmbi55WLB3Ohy6tTf9Nhj03XTTUP04YdHlJycrGeffUGff/5X/ehHS1VbW6M+ffpp7tyndODA7/SnP32sH/7wSXXu7NLKlWvUufP5B299+umf9JOfrJDXW6tJkz7WypVrNHZslrZvPz8Lyzvv7NDevb/RvHkLG63jwIH3VVDwcy1den5+4fff36+NGwu0dOmyQJ2PPvp9XX/9QH3yyR91zTX99eSTT8vlcmnt2p/pvff2qLa2RoMGDdacOU/IsiwtXrxQX//6rRo16lvav3+vVqx4QS6XKzCRczA+/vio+vVLU9++/SRJ3/rWGP3mN7vCDlYMBQIA0E6dOHFcd989UevXv6m4uHi9++5OLVq0QP/+79/XunU/V3r6AK1d+zONGvUtXX/9QC1YsEgvvfRaIFRJ0rXXXq8HH3xImZlZDdYF4+abv6a//vWYysrKJElbtvxKOTnfqbfN55//VePHT9Crrxaoa9du2rhxgyTpnnv+SatWvaxXXnlTXm+N3nuv/pR6tbW1ev75xXruueVavXq9SktLA+sOHvy9Jk26v8Gfhx6aIkn64osSpaS4A9snJ6foiy9KQjq2xnDGCgCAdqp37z669trrJUnXX3+DTp48ocrKSg0deosk6dvfHqv58/8jojVYlqXs7Du1bdtbuvPO7+jo0Q/15JM/rLdNSoo7cLYpO/tOFRT8XNJ3dfDg7/Xqqy+rtrZGFRUV+spX0nXrrbcF9vv882Pq3buP0tKu+r99v61f/nKTpCiehBkAALRNnTp1Cvw9JsahqqpKQy1/OVWd19v4nIUXy8n5jubMmanY2M4aNWq0nM768aPh1HeWamtr9cILz2nVqpfldqdq9eqV8nprg67w4MHfa8WKFxssd7lc+ulP1yg5OUUlJZ7A8i++KFFyckqD7UNFsAIAoIPo1i1O8fEJOnz4Aw0ePFRvv71FQ4bcLEnq2rWbzp4N7kn8SUlJOnbsL7rqqqu1e/c76tq122W379UrWb16JWvdutXKy/tJg/UeT7H+8IcjGjToJm3f/rZuumlIILAlJibq7NmzevfdIt1+++h6+1111Vd06tTfdPLkCfXt20/bt28NrGvujNUNN3xVx48f19/+dlLJySnasWObFixYFNTxXw7BCgCADuTJJxdedPF6X82du0CSdOedY/WjHy0JXLz+yisv6YYbBurWW0c2aOOhhx7RnDkzlJjYQzfcMFDV1dXNvu6YMXeovLxMX/nKNfr737/Qs88+o2XLVkiSrrrqam3cuEFLlz6tr3zlGo0fP0Eul0vjxuXqu9+9Vz179tTAgRkN2uzcubPmzJmn2bN/8H8Xrw9VdXVw4dDpdGrWrNmaNev7qqvzKyfnO+rfPz2ofS+HuQJhVEeeeyxS8/RFQw0duV/bM/o1ci6dX+5KPm4hWucKfPHF53Tddddr7NjcestPnfqb5syZEbUTMTNXIAAAUcZlx5mdB7TVT4mEZsqUB9SlSxc98sjM1i4l4ghWAAAgotasWd/kut69+0Tt2aqW4DlWAAAAhhCsAACIgCi4hBlhakkfEqwAADDM6YzVmTMVhKs2zLZtnTlTIaczNqT9uMYKAADDevRIVlnZF6qqKr/ir21ZFoHOEKczVj16NJyU+rL7RKgWAAA6LIfDqV69erfKa/MYjdbFUCAAAIAhBCsAAABDCFYAAACGEKwAAAAMIVgBAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhjQ7V+Bnn32mmTNnBn4+fvy4pk+frtzcXM2cOVMnT55U3759lZeXp+7du8u2bS1evFi7du2Sy+XSs88+q4yMjIgeBIDoUmNV6YyvKqw2ujnj5LLjDFUEAFdGs8Gqf//+2rx5syTJ7/frtttuU1ZWlvLz8zVixAhNmzZN+fn5ys/P1+zZs7V7924dO3ZM27Zt0+HDh7Vw4UJt2LAh4gcCIHqc8VVp9YE1YbUx9ZYpcjkIVgDalpCGAvft26e0tDT17dtXRUVFys3NlSTl5uZqx44dkhRYblmWhgwZooqKCpWUlJivHAAAIMo0e8bqYlu2bNHYsWMlSaWlpUpJSZEkJScnq7S0VJLk8XiUmpoa2Cc1NVUejyewbWMcDkuJiV1DLh7Rx+GI6bB9WVnpkMvVKaw2YmMdSoxv+fsXqRpC7ddoeC/QvI78eW3P6NfWFXSw8nq92rlzpx599NEG6yzLkmVZLS7C77dVXn62xfsjeiQmdu2wfen1+1VTcy68Nrz+sN6/SNUQar9Gw3uB5nXkz2t7Rr9GXnJyfJPrgh4K3L17tzIyMtSrVy9JUs+ePQNDfCUlJUpKSpIkud1uFRcXB/YrLi6W2+1uUeEAAABtSdDBasuWLcrJyQn8nJmZqcLCQklSYWGhRo8eXW+5bds6dOiQ4uPjLzsMCAAA0F4EFazOnj2rvXv3asyYMYFl06ZN03vvvacxY8Zo7969mjZtmiRp5MiRSktLU1ZWlubPn68FCxZEpnIAAIAoE9Q1Vl27dtVvf/vbest69OihdevWNdjWsizCFAAA6JB48joAAIAhBCsAAABDCFYAAACGEKwAAAAMIVgBAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhhCsAAAADCFYAQAAGEKwAgAAMIRgBQAAYAjBCgAAwBCCFQAAgCEEKwAAAEMIVgAAAIYQrAAAAAwhWAEAABhCsAIAADCEYAUAAGAIwQoAAMAQghUAAIAhBCsAAABDCFYAAACGEKwAAAAMIVgBAAAYQrACAAAwJKhgVVFRoenTp+uOO+7Qt7/9bX3wwQcqLy/X5MmTNWbMGE2ePFmnT5+WJNm2rUWLFikrK0vjxo3T0aNHI3oAAAAA0SKoYLV48WJ985vf1Ntvv63NmzcrPT1d+fn5GjFihLZt26YRI0YoPz9fkrR7924dO3ZM27Zt0zPPPKOFCxdGsn4AAICo0Wywqqys1Pvvv68JEyZIkmJjY5WQkKCioiLl5uZKknJzc7Vjxw5JCiy3LEtDhgxRRUWFSkpKIngIAAAA0cHZ3AYnTpxQUlKS5s6dqz/+8Y/KyMjQvHnzVFpaqpSUFElScnKySktLJUkej0epqamB/VNTU+XxeALbNsbhsJSY2DXcY0EUcDhiOmxfVlY65HJ1CquN2FiHEuNb/v5FqoZQ+zUa3gtTymvLVOmtCKuN+NgEJXbuYagiczry57U9o19bV7PByufz6aOPPtL8+fM1ePBgLVq0KDDsd4FlWbIsq8VF+P22ysvPtnh/RI/ExK4dti+9fr9qas6F14bXH9b7F6kaQu3XaHgvTCn1l2n1gTVhtTH1lilSdWdDFZnTkT+v7Rn9GnnJyfFNrmt2KDA1NVWpqakaPHiwJOmOO+7QRx99pJ49ewaG+EpKSpSUlCRJcrvdKi4uDuxfXFwst9sd1gEAAAC0Bc0Gq+TkZKWmpuqzzz6TJO3bt0/p6enKzMxUYWGhJKmwsFCjR4+WpMBy27Z16NAhxcfHX3YYEAAAoL1odihQkubPn6/HHntM586dU1pampYuXaq6ujrNmDFDBQUF6tOnj/Ly8iRJI0eO1K5du5SVlaUuXbpoyZIlET0AAACAaBFUsBo4cKA2btzYYPm6desaLLMsSwsWLAi/MgAAgDaGJ68DAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhhCsAAAADCFYAQAAGEKwAgAAMIRgBQAAYAjBCgAAwBCCFQAAgCEEKwAAAEMIVgAAAIYQrAAAAAwhWAEAABhCsAIAADCEYAUAAGAIwQoAAMAQghUAAIAhBCsAAABDCFYAAACGEKwAAAAMIVgBAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIc5gNsrMzFS3bt0UExMjh8OhjRs3qry8XDNnztTJkyfVt29f5eXlqXv37rJtW4sXL9auXbvkcrn07LPPKiMjI9LHAQAA0OqCPmO1bt06bd68WRs3bpQk5efna8SIEdq2bZtGjBih/Px8SdLu3bt17Ngxbdu2Tc8884wWLlwYkcIBAACiTYuHAouKipSbmytJys3N1Y4dO+ottyxLQ4YMUUVFhUpKSsxUCwAAEMWCGgqUpKlTp8qyLN1777269957VVpaqpSUFElScnKySktLJUkej0epqamB/VJTU+XxeALbAgBCV2NV6YyvKqw2ujnj5LLjDFUEoDFBBavXX39dbrdbpaWlmjx5svr3719vvWVZsiyrxUU4HJYSE7u2eH9ED4cjpsP2ZWWlQy5Xp7DaiI11KDG+5e9fpGoItV+j4b0wJVqO5XjlF3r16CthtTF56CSlxn/5n9yO/Hltz+jX1hVUsHK73ZKknj17KisrS0eOHFHPnj1VUlKilJQUlZSUKCkpKbBtcXFxYN/i4uLA/k3x+22Vl59t6TEgiiQmdu2wfen1+1VTcy68Nrz+sN6/SNUQar9Gw3thSrQcSyTq6Mif1/aMfo285OT4Jtc1e43V2bNnVVVVFfj7e++9p2uvvVaZmZkqLCyUJBUWFmr06NGSFFhu27YOHTqk+Ph4hgEBAECH0OwZq9LSUj388MOSJL/fr7Fjx+q2227TjTfeqBkzZqigoEB9+vRRXl6eJGnkyJHatWuXsrKy1KVLFy1ZsiSyRwAAABAlmg1WaWlp+uUvf9lgeY8ePbRu3boGyy3L0oIFC8xUBwAA0Ibw5HUAAABDCFYAAACGEKwAAAAMIVgBAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhhCsAAAADCFYAQAAGEKwAgAAMIRgBQAAYAjBCgAAwBBnaxcA4EsxDqnUX9zi/f06Z7AaAECoCFZAFKn2VWv9wddbvP8DN99nsBoAQKgYCgQAADCEYAUAAGAIwQoAAMAQghUAAIAhBCsAAABDCFYAAACGEKwAAAAMIVgBAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIUzCDAAIWo1VpTO+qrDa6OaMk8uOM1QREF2CDlZ+v1/33HOP3G63Vq5cqePHj2vWrFkqLy9XRkaGnn/+ecXGxsrr9WrOnDk6evSoEhMTtXz5cvXr1y+Sx4A2jC9poG0546vS6gNrwmpj6i1T5HLwmUX7FHSwevnll5Wenq6qqvP/CC5btkyTJk1STk6OnnrqKRUUFOj+++/Xhg0blJCQoO3bt2vLli1atmyZ8vLyInYAaNv4kgYAtCdBXWNVXFysd999VxMmTJAk2bat/fv3Kzs7W5I0fvx4FRUVSZJ27typ8ePHS5Kys7O1b98+2bYdidoBAACiSlDBasmSJZo9e7ZiYs5vXlZWpoSEBDmd5094paamyuPxSJI8Ho969+4tSXI6nYqPj1dZWVkkagcAAIgqzQ4FvvPOO0pKStKgQYP029/+NiJFOByWEhO7RqRtXFkOR0xIfVlZ6ZDL1Sms14yNdSgxvvV/f0wcS0yMFVYb4e4vNf5+0q+tfyyRqCPUfo1UHTCrJf0Kc5oNVgcPHtTOnTu1e/du1dbWqqqqSosXL1ZFRYV8Pp+cTqeKi4vldrslSW63W6dOnVJqaqp8Pp8qKyvVo0ePy76G32+rvPysmSNCq0pM7BpSX3r9ftXUnAvrNb1ef1T8/pg4lro6O6w2wt1favz9pF9b/1giUUeo/RqpOmBWS/oVoUlOjm9yXbNDgY8++qh2796tnTt36sUXX9Tw4cP1wgsvaNiwYdq6daskadOmTcrMzJQkZWZmatOmTZKkrVu3avjw4bIsy8RxAAAARLUWPyB09uzZWrt2rbKyslReXq6JEydKkiZMmKDy8nJlZWVp7dq1euyxx4wVCwAAEM1CekDosGHDNGzYMElSWlqaCgoKGmzTuXNnrVixwkx1AAAAbQhPXgdQT4xDKvUX11tWWemQ1+8Pug2/wrsGBwDaKoIVgHqqfdVaf/D1estcrk4hXbD8wM33mS4LANoEJmEGAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhhCsAAAADCFYAQAAGEKwAgAAMIRgBQAAYAhT2gCISo3NWRiqbs44uew4QxUBQPMIVgCiUmNzFoZq6i1T5HIQrABcOQwFAgAAGEKwAgAAMIRgBQAAYAjBCgAAwBCCFQAAgCHcFYg2j9vy0RQTvxt+nTNUDYCOgGCFNo/b8tEUE78bD9x8n6FqAHQEDAUCAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhvAcK0A8SBIAYAbBChAPkgQAmNFssKqtrdW//Mu/yOv1yu/3Kzs7W9OnT9fx48c1a9YslZeXKyMjQ88//7xiY2Pl9Xo1Z84cHT16VImJiVq+fLn69et3JY4FAACgVTV7jVVsbKzWrVunX/7ylyosLNSePXt06NAhLVu2TJMmTdL27duVkJCggoICSdKGDRuUkJCg7du3a9KkSVq2bFnEDwIAACAaNBusLMtSt27dJEk+n08+n0+WZWn//v3Kzs6WJI0fP15FRUWSpJ07d2r8+PGSpOzsbO3bt0+2bUeqfgAAgKgR1DVWfr9fd999tz7//HPdf//9SktLU0JCgpzO87unpqbK4/FIkjwej3r37n2+cadT8fHxKisrU1JSUpPtOxyWEhO7hnssiAIOR0xIfVlZ6ZDL1Sms14yJsWgjwjWE2m40vBfR1EZsrEOJ8eF9x5n4rFxaR6if10jVAbNa0q8wJ6hg5XA4tHnzZlVUVOjhhx/WZ599ZrQIv99WeflZo22idSQmdg2pL71+v2pqwrubrq7Opo0I1+BydQqp3Wh4L6KpDa/XH/Z3nInPyqV1hPp5jVQdMKsl/YrQJCfHN7kupOdYJSQkaNiwYTp06JAqKirk8/kkScXFxXK73ZIkt9utU6dOSTo/dFhZWakePXq0tHYAAIA2o9lg9b//+7+qqKiQJNXU1Gjv3r1KT0/XsGHDtHXrVknSpk2blJmZKUnKzMzUpk2bJElbt27V8OHDZVlWpOoHAACIGs0OBZaUlOjxxx+X3++Xbdu64447NGrUKA0YMEAzZ85UXl6eBg4cqIkTJ0qSJkyYoNmzZysrK0vdu3fX8uXLI34QAAAA0aDZYHXDDTeosLCwwfK0tLTAIxYu1rlzZ61YscJMdQAAAG0IcwUCAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhhCsAAAADCFYAQAAGNLsk9cBAOGJcUil/uKw2vDrnKFqAEQSwQoAIqzaV631B18Pq40Hbr7PUDUAIomhQAAAAEMIVgAAAIYQrAAAAAwhWAEAABhCsAIAADCEuwIBAB1OjVWlM76qsNro5oyTy44zVBHaC4IVAKDDOeOr0uoDa8JqY+otU+RyEKxQH0OBAAAAhhCsAAAADGEoEAA6iEun1qmsdMjr94fUBlPrAJdHsAKADuLSqXVcrk6qqQktKDG1DnB5DAUCAAAYQrACAAAwhGAFAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhhCsAAAADGFx5s4AABLCSURBVGk2WJ06dUrf/e53deeddyonJ0fr1q2TJJWXl2vy5MkaM2aMJk+erNOnT0uSbNvWokWLlJWVpXHjxuno0aORPQIAAIAo0Wywcjgcevzxx/XWW2/pjTfe0GuvvaY///nPys/P14gRI7Rt2zaNGDFC+fn5kqTdu3fr2LFj2rZtm5555hktXLgw0scAAAAQFZoNVikpKcrIyJAkxcXFqX///vJ4PCoqKlJubq4kKTc3Vzt27JCkwHLLsjRkyBBVVFSopKQkgocAAAAQHUKaK/DEiRP6+OOPNXjwYJWWliolJUWSlJycrNLSUkmSx+NRampqYJ/U1FR5PJ7Ato1xOCwlJnZtSf2IMg5HTEh9WVnpkMvVKazXjImxaCPCNYTabjS8F7TRfBstadNEHbGxDiXGt+53vonvnmg4jsaE+j0Ms4IOVmfOnNH06dP1xBNPKC4urt46y7JkWVaLi/D7bZWXn23x/ogeiYldQ+pLr98f8iSwl6qrs2kjwjWEOllvNLwXtNF8Gy2ZhNlEHV6vv9W/801890TDcTQm1O9hhC45Ob7JdUHdFXju3DlNnz5d48aN05gxYyRJPXv2DAzxlZSUKCkpSZLkdrtVXFwc2Le4uFhut7vFxQMAALQVzQYr27Y1b9489e/fX5MnTw4sz8zMVGFhoSSpsLBQo0ePrrfctm0dOnRI8fHxlx0GBAAAaC+aHQo8cOCANm/erOuuu0533XWXJGnWrFmaNm2aZsyYoYKCAvXp00d5eXmSpJEjR2rXrl3KyspSly5dtGTJksgeAQAAQJRoNlh97Wtf05/+9KdG1114ptXFLMvSggULwq8MAACgjeHJ6wAAAIYQrAAAAAwJ6TlWAK4cn8+hc+dCe4yJ32+puvrLj3WnTracTr/p0gAATSBYAVHq3DlLBz+wQ9pnwlftevvcPNSSk085AFwxDAUCAAAYQrACAAAwhGAFAABgCFdfAADQSmqsKp3xVYXVRjdnnFx2XPMb4oogWAFNCPWuPO7IAxCqM74qrT6wJqw2pt4yRS4HwSpaEKyAJoR6Vx535AEAuMYKAADAEIIVAACAIQQrAAAAQwhWAAAAhnBpbQfFLb4AAJhHsOqguMUXAADzCFYAgDbFxBl3v84Zqgaoj2AFAGhTTJxxf+Dm+wxVA9THxesAAACGEKwAAAAMIVgBAAAYwjVWACIm1ImsL+b3W/L5HExk3Q7FOKRSf3GL9+fCc0QzghWAiAl1IuuLTfiqrXPnmMi6Par2VWv9wddbvD8XniOaMRQIAABgCMEKAADAEIIVAACAIQQrAAAAQwhWAAAAhhCsAAAADCFYAQAAGNJssJo7d65GjBihsWPHBpaVl5dr8uTJGjNmjCZPnqzTp09Lkmzb1qJFi5SVlaVx48bp6NGjkascAAAgyjQbrO6++26tWrWq3rL8/HyNGDFC27Zt04gRI5Sfny9J2r17t44dO6Zt27bpmWee0cKFCyNSNAAAQDRqNlj9wz/8g7p3715vWVFRkXJzcyVJubm52rFjR73llmVpyJAhqqioUElJSQTKBprn8zlUXe0M6o/fbzVYVlfXsqlYAAAdV4smiygtLVVKSookKTk5WaWlpZIkj8ej1NTUwHapqanyeDyBbZvicFhKTOzaklLQQpWVDrlcncJqIzbWocT4+v3mcMSE1Jcm6oiJsRpto6LC0pEPg6wjQzryYf3/Z2R8VXI6HUHXYVlWve0dDoV8bBcfi9cb+nQupmu43LJg2mjJMVxgWZYcjpiwfj9CrbujtdGSNqPhWKKhBqnx78BQReK7ONTvYZgV9ixclmXJssL7n73fb6u8/Gy4pSAEXr9fNTXhTWTq9fob9FtiYteQ+tJEHXV1dqNt+P1O+XzBzVNn27Z8Pv8lyxwNloXSht9vqabGF/T+Uv1jCaX+SNVwgcvVKaR+utBGS47hAtu25ffXhVx/Y3WEoz23EWq/RqqOK72/qTYa+w4MuY0IfBeH+j2M0CUnxze5rkV3Bfbs2TMwxFdSUqKkpCRJktvtVnHxlzOWFxcXy+12t+QlAAAA2pwWnbHKzMxUYWGhpk2bpsLCQo0ePTqwfP369crJydHhw4cVHx/f7DAg2q4Yh1TqL663rLLSIa8/+LM8fjX9PzWfz6Fz55o/G3rh+qhLnb9GqmVnS9oLy2r8vbmci9/PTp1sOZ3B9ycAdHTNfuPOmjVLv/vd71RWVqbbbrtN3//+9zVt2jTNmDFDBQUF6tOnj/Ly8iRJI0eO1K5du5SVlaUuXbpoyZIlET8AtJ5qX7XWH3y93rJQhxYeuPm+JtedO2fp4AfNB6MJX7Ub3e6mG1v3MW3hhhoTwfDcOUtHPqwLaZ+L38+bh7b8Gqn2wOdzNBncg0EwBTqeZr8tXnzxxUaXr1u3rsEyy7K0YMGC8KsC2oFwQ01rB0Ppy3Do9Vry+4MPFxfCSFs/a3junKWKisaDezA6ejAFOiI+8gCadCEcOp0K6SL0CwExGsIhAFxJfOsBAAAYQrACAAAwhKFAREwwd/Vd7sLgtn59DoD2rbE7o0N1uTujr6Qaq0pnfFVhtdHNGSeXHWeooraLYIWICeauvqbu6JOi4+JtAGhKY3dGh+pyd0ZfSWd8VVp9YE1YbUy9ZYpcDoIV/3IBAAAYwhkrAFGrJc8Cu1hdaE+7AICwEawARK2WPAvsYlOGhzePKQCEiqFAAAAAQwhWAAAAhhCsAAAADCFYAQAAGEKwAgAAMIS7AgG0a+E9riG8uwovPC7icjMMXE6nTracTn9YNQC4sghWANot21azT/+/nHCf/n/hcRGXm2Hgcm4easkZ5rf0xVNLXRrwvF5Lfv/lX4BwF/0unVqnstIhrz+0PouWqXXaA4IVALRjF08tdWnAczoln+/ygc9EuENkXTq1jsvVSTU1oQWlaJlapz3gGisAAABDCFYAAACGcIIXTbr42ozGNHZB7sXXbJy/8Lfl17cAANDWEKzQpIuvzWhMYxfkXnzNRrgX/gIA0NbwLx8AAIAhnLECgCh14TlYUuND78FgSB64sghW7VhNTazOnGn8pGRtF0ezX9J8IQOt68JzsKTGh96DwZA8cGURrNqxM2ditHp1XaPr/jG7+S9pvpABhKuxm2BCOfvGA0rR1hCsAABNung4Ugp9SLKuztKhw/X/gxfK2TceUIq2hl9XAECTLh6OlEIfkuTMNzoafuMBAAAM4YwVACBqXToUKV3Za7Qu96DkYOrgGrGOh2AFAIhalw5FSlf2Gq3LPSg5mDq4RqzjiUh37969W4sXL1ZdXZ0mTpyoadOmReJlAABAM5qbnky6/Nk3zrqFxniw8vv9evrpp7V27Vq53W5NmDBBmZmZGjBggOmXatcu9wyqYPn9MZIaf9wCAHQEjQ0lSsEPJ7aH5/k1Nz2ZdPmzb8GedYtxSKX+4paUGNDNGSeXHRdWG63NeLA6cuSIrr76aqWlpUmScnJyVFRURLAK0eWeQRWsBx5wGKoGANqmxoYSpeCHE1v7rsaWnG3yei35/V/+fKXCYbWvWusPvh5WG9/7xyk6468Kq43WDmfGg5XH41FqamrgZ7fbrSNHjph+mZDVWFU64wu+s/z+GPl89X+Zu3TupOrac0HtHxMj1TWSi4Jto67z+Yd4Nsbdq5M8f2++DX98jP4xu/Fw1ivF2+z+AIDwNHXG7ILmzpw19hywS10aEp1Oyef78ue2EA4vqKqt0Zr9b9ZbFupQ5NRbpsjlaL1gZdm2bTTGvv3229qzZ48WL14sSSosLNSRI0f01FNPmXwZAACAqGM8xrrdbhUXfznG6vF45Ha7Tb8MAABA1DEerG688UYdO3ZMx48fl9fr1ZYtW5SZmWn6ZQAAAKKO8WusnE6nnnrqKT344IPy+/265557dO2115p+GQAAgKhj/BorAACAjoq5AgEAAAwhWAEAABjCDEYISUVFhZ588kl98sknsixLS5Ys0W9+8xu9+eabSkpKkiTNmjVLI0eOlCStXLlSBQUFiomJ0ZNPPqlvfvObrVk+GvHZZ59p5syZgZ+PHz+u6dOnKzc3VzNnztTJkyfVt29f5eXlqXv37rJtW4sXL9auXbvkcrn07LPPKiMjoxWPAI1pql8rKyv5vLZxL730kjZs2CDLsnTddddp6dKlKikp0axZs1ReXq6MjAw9//zzio2Nldfr1Zw5c3T06FElJiZq+fLl6tevX2sfQvtmAyGYM2eO/eabb9q2bdu1tbX26dOn7RUrVtirVq1qsO2nn35qjxs3zq6trbU///xze/To0bbP57vSJSMEPp/P/vrXv26fOHHCfu655+yVK1fatm3bK1eutJ9//nnbtm373XfftadOnWrX1dXZH3zwgT1hwoTWLBlBuLhf+by2bcXFxfaoUaPs6upq27Zte/r06fYvfvELe/r06favf/1r27Zte/78+farr75q27Ztr1+/3p4/f75t27b961//2v7BD37QOoV3IAwFImiVlZV6//33NWHCBElSbGysEhISmty+qKhIOTk5io2NVVpamq6++uqoeAo/mrZv3z6lpaWpb9++KioqUm5uriQpNzdXO3bskKTAcsuyNGTIEFVUVKikpKQ1y0YzLu7XpvB5bTv8fr9qamrk8/lUU1Oj5ORk7d+/X9nZ2ZKk8ePHq6ioSJK0c+dOjR8/XpKUnZ2tffv2yeaetYgiWCFoJ06cUFJSkubOnavc3FzNmzdPZ8+elSS9+uqrGjdunObOnavTp09Lanx6I4/H0yq1IzhbtmzR2LFjJUmlpaVKSUmRJCUnJ6u0tFRSw35NTU2lX6Pcxf0q8Xlty9xut6ZMmaJRo0bp1ltvVVxcnDIyMpSQkCDn/82UfPFn0uPxqHfv3pLOPw4pPj5eZWVlrVZ/R0CwQtB8Pp8++ugj3XfffSosLFSXLl2Un5+v++67T9u3b9fmzZuVkpKiZ599trVLRQt4vV7t3LlTd9xxR4N1lmXJsoKb6wvR5dJ+5fPatp0+fVpFRUUqKirSnj17VF1drT179rR2WbgIwQpBS01NVWpqqgYPHixJuuOOO/TRRx+pV69ecjgciomJ0cSJE/Xhhx9KYnqjtmb37t3KyMhQr169JEk9e/YMDPGVlJQELna+tF+Li4vp1yh2ab/yeW3b9u7dq379+ikpKUmdOnXSmDFjdPDgQVVUVMjn80mq/5l0u906deqUpPP/Oa6srFSPHj1arf6OgGCFoCUnJys1NVWfffaZpPPXbaSnp9e7vmbHjh2BJ+1nZmZqy5Yt8nq9On78uI4dO6abbrqpVWpH87Zs2aKcnJzAz5mZmSosLJR0fjL10aNH11tu27YOHTqk+Pj4wJAhos+l/crntW3r06ePDh8+rOrqatm2rX379mnAgAEaNmyYtm7dKknatGlTYCq5zMxMbdq0SZK0detWDR8+nLPPEcaT1xGSjz/+WPPmzdO5c+eUlpampUuXatGiRfrjH/8oSerbt6+efvrpwD+0//3f/61f/OIXcjgceuKJJwK3dSO6nD17VqNGjdKOHTsUHx8vSSorK9OMGTN06tQp9enTR3l5eUpMTJRt23r66ae1Z88edenSRUuWLNGNN97YykeAxjTWr7Nnz+bz2satWLFCb731lpxOpwYOHKjFixfL4/Fo5syZOn36tAYOHKhly5YpNjZWtbW1mj17tj7++GN1795dy5cvV1paWmsfQrtGsAIAADCEoUAAAABDCFYAAACGEKwAAAAMIVgBAAAYQrACAAAwxNnaBQBAKAYOHKjrrrsu8PN//dd/6eTJk1qzZo1WrlwpSdq1a5f+8z//UzU1NYqNjdXw4cP1+OOPS5LeeOMNrV27VpIUFxenxx9/XF/72teu/IEAaJcIVgDaFJfLpc2bN9dbdvLkycDfP/nkEz3zzDNauXKl0tPT5ff79cYbb0iS3nnnHb3xxht67bXXlJSUpKNHj+rhhx/Whg0blJycfEWPA0D7xFAggHZl1apVeuihh5Seni5Jcjgcuv/++yVJP/vZzzR79uzA9DwZGRnKzc3Vq6++2mr1AmhfCFYA2pSamhrddddduuuuu/Twww83WP/pp59q0KBBje775z//ucG6QYMG6c9//nNEagXQ8TAUCKBNaWwoEACiBWesALQrAwYM0B/+8IdG16WnpzdYd/ToUQ0YMOBKlAagAyBYAWhXpk6dqpUrV+ovf/mLJKmurk6vv/66JOnBBx/UsmXLVFZWJun8pOKbNm0KXIMFAOFiKBBAu3LDDTfoiSee0KOPPqrq6mpZlqXbb79dkjR69Gh5PB798z//syzLUrdu3fSjH/1IKSkprVs0gHbDsm3bbu0iAAAA2gOGAgEAAAwhWAEAABhCsAIAADCEYAUAAGAIwQoAAMAQghUAAIAhBCsAAABDCFYAAACG/P8RolhSoazhLAAAAABJRU5ErkJggg==\n",
+            "text/plain": [
+              "<Figure size 720x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 408
+        },
+        "id": "USU-tVvkkFLv",
+        "outputId": "94405e20-1a7b-4efe-889e-bb1a7880b262"
+      },
+      "source": [
+        "#creating a countplot to see the counts of purpose of loans by not.fully.paid\n",
+        "plt.figure(figsize=(12,6))\n",
+        "sns.countplot(data=df, x='purpose', hue='not.fully.paid')"
+      ],
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f52eb32f7f0>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 10
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 864x432 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 477
+        },
+        "id": "9SGBH7BvkL8V",
+        "outputId": "0177a7c8-7b78-427f-d3fa-d55700c8a639"
+      },
+      "source": [
+        "#checking the trend between FICO and the interest rate\n",
+        "plt.figure(figsize=(10,6))\n",
+        "sns.jointplot(x='fico', y='int.rate', data=df)"
+      ],
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.JointGrid at 0x7f52e9918e48>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 11
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 720x432 with 0 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x432 with 3 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 401
+        },
+        "id": "vYhJyvyfkTnW",
+        "outputId": "1c65706f-c5ca-4435-dfed-39807705280b"
+      },
+      "source": [
+        "#understanding the relationship between credit.policy and not.fully.paid\n",
+        "sns.lmplot(data=df, x='fico', y='int.rate', hue='credit.policy', col='not.fully.paid', palette='Set2')"
+      ],
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.FacetGrid at 0x7f52e6eb8278>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 12
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 789.25x360 with 2 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 928
+        },
+        "id": "YLXlo5U8EGB0",
+        "outputId": "fa4575bc-0500-4858-903a-28878b2f5422"
+      },
+      "source": [
+        "plt.figure(figsize = (20, 15)) \n",
+        "sns.heatmap(df.corr(), cmap='BuPu', annot=True)\n",
+        "plt.show()"
+      ],
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 1440x1080 with 2 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "btSOHyg5Hiwn"
+      },
+      "source": [
+        "We can see that **init rate, credit policy, fico and inq.last.6mths** has corresponding grater impact on target class(not.gully.paid)\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "zejlzqAqINGc"
+      },
+      "source": [
+        "### Train-Test Split\n",
+        "\n",
+        "Splitting the dataset for training and testing purpose."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "RbY4zSHjGjjC"
+      },
+      "source": [
+        "# Dropping target class\n",
+        "\n",
+        "X = df.drop('not.fully.paid',axis=1)\n",
+        "y = df['not.fully.paid']"
+      ],
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "NjB_r6mLImGv"
+      },
+      "source": [
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3,random_state=101)"
+      ],
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "6rJASxOAI-PM"
+      },
+      "source": [
+        "# Modellng"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "EQ1tE_pdXM4k"
+      },
+      "source": [
+        "## Decision Tree"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "HaIsUqvBI4-x",
+        "outputId": "a3b3015d-c676-4c14-bbca-c151a467c589"
+      },
+      "source": [
+        "from sklearn.tree import DecisionTreeClassifier\n",
+        "\n",
+        "dt_clf = DecisionTreeClassifier()\n",
+        "param_grid = {'max_depth': [2,3, 4,5,6,7,8,9,10,11,13,15,20]}\n",
+        "\n",
+        "grid_search = GridSearchCV(dt_clf, param_grid, scoring = 'recall_weighted',cv=kFold, return_train_score=True)\n",
+        "grid_search.fit(X_train,y_train)"
+      ],
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "GridSearchCV(cv=StratifiedKFold(n_splits=5, random_state=None, shuffle=False),\n",
+              "             error_score=nan,\n",
+              "             estimator=DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None,\n",
+              "                                              criterion='gini', max_depth=None,\n",
+              "                                              max_features=None,\n",
+              "                                              max_leaf_nodes=None,\n",
+              "                                              min_impurity_decrease=0.0,\n",
+              "                                              min_impurity_split=None,\n",
+              "                                              min_samples_leaf=1,\n",
+              "                                              min_samples_split=2,\n",
+              "                                              min_weight_fraction_leaf=0.0,\n",
+              "                                              presort='deprecated',\n",
+              "                                              random_state=None,\n",
+              "                                              splitter='best'),\n",
+              "             iid='deprecated', n_jobs=None,\n",
+              "             param_grid={'max_depth': [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 15,\n",
+              "                                       20]},\n",
+              "             pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
+              "             scoring='recall_weighted', verbose=0)"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 16
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "1X-S0xNRKDiH",
+        "outputId": "56516469-24cd-4f53-eb40-4a3f75e6114b"
+      },
+      "source": [
+        "grid_search.best_params_"
+      ],
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "{'max_depth': 2}"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 17
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "tsPZipKEKRaC"
+      },
+      "source": [
+        "dt_clf = DecisionTreeClassifier(max_depth=2)\n",
+        "dt_clf.fit(X_train, y_train)\n",
+        "y_pred_train = dt_clf.predict(X_train)\n",
+        "y_pred_test = dt_clf.predict(X_test)\n",
+        "\n",
+        "train_accuracy = accuracy_score(y_train, y_pred_train)\n",
+        "test_accuracy = accuracy_score(y_test, y_pred_test)"
+      ],
+      "execution_count": 18,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "YWkKXTBWKwuN",
+        "outputId": "ea0f930e-a02a-44a1-f70c-6b65609cfda2"
+      },
+      "source": [
+        "print(\"Confusion Matrix \\n\",confusion_matrix(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<-------------------Classification Report---------------------->\\n\")\n",
+        "print(classification_report(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<---------------Accuracy Scores------------------->\\n\")\n",
+        "print('Train Accuracy score: ',train_accuracy)\n",
+        "print('Test Accuracy score:',test_accuracy)"
+      ],
+      "execution_count": 19,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Confusion Matrix \n",
+            " [[2431    0]\n",
+            " [ 443    0]]\n",
+            "\n",
+            "\n",
+            "<-------------------Classification Report---------------------->\n",
+            "\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.85      1.00      0.92      2431\n",
+            "           1       0.00      0.00      0.00       443\n",
+            "\n",
+            "    accuracy                           0.85      2874\n",
+            "   macro avg       0.42      0.50      0.46      2874\n",
+            "weighted avg       0.72      0.85      0.78      2874\n",
+            "\n",
+            "\n",
+            "\n",
+            "<---------------Accuracy Scores------------------->\n",
+            "\n",
+            "Train Accuracy score:  0.8374105011933174\n",
+            "Test Accuracy score: 0.8458594293667363\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "GXOVGiXKN5Ms"
+      },
+      "source": [
+        "We got **Accuracy of 84.58%** using Decision Tree Classifier."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "eLXHbnF4VgK8"
+      },
+      "source": [
+        "### **Bagging** with Decision Tree"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "CvPz9WABLNRt",
+        "outputId": "7039cc0b-2392-446a-f889-13d69eecbec4"
+      },
+      "source": [
+        "from sklearn.ensemble import BaggingClassifier\n",
+        "from sklearn.model_selection import cross_val_score\n",
+        "scaler=StandardScaler()\n",
+        "X_scaled = scaler.fit_transform(X)\n",
+        "bag_dt = BaggingClassifier(base_estimator=DecisionTreeClassifier(max_depth=2),n_estimators=100,bootstrap=True)\n",
+        "score = cross_val_score(estimator=bag_dt, X=X_scaled, y=y, scoring='recall_weighted', cv=kFold, n_jobs=-1)\n",
+        "print('Mean score:', score.mean())"
+      ],
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Mean score: 0.7310162599410215\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Qv4OaRhUVmrV"
+      },
+      "source": [
+        "Bagging is not improving the score of model and giving only **73.10% of mean Score.**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "YmWHB88fWfhs"
+      },
+      "source": [
+        "### **AdaBoosting** with Decision Tree"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ubQJWX4USk52",
+        "outputId": "64b5bdd8-fcf0-414b-b830-914ca99802ae"
+      },
+      "source": [
+        "from sklearn.ensemble import AdaBoostClassifier\n",
+        "\n",
+        "adaboost_clf = AdaBoostClassifier(base_estimator = DecisionTreeClassifier(max_depth=2), learning_rate = 0.5)\n",
+        "adaboost_clf.fit(X_train, y_train)\n",
+        "print('Train score: {0:0.2f}'.format(adaboost_clf.score(X_train, y_train)))\n",
+        "print('Test score: {0:0.2f}'.format(adaboost_clf.score(X_test, y_test)))"
+      ],
+      "execution_count": 21,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Train score: 0.85\n",
+            "Test score: 0.84\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "XTXWz76nWy3_"
+      },
+      "source": [
+        "It giving the same result of **84%** and not improving our Model."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lsV_3mOmXSfI"
+      },
+      "source": [
+        "## Random Forest Classifier"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "uCZ12h1QWUOx"
+      },
+      "source": [
+        "from sklearn.ensemble import RandomForestClassifier\n",
+        "rf_clf = RandomForestClassifier(n_estimators=600)\n",
+        "rf_clf.fit(X_train, y_train)\n",
+        "y_pred_train = rf_clf.predict(X_train)\n",
+        "y_pred_test = rf_clf.predict(X_test)\n",
+        "\n",
+        "train_accuracy = accuracy_score(y_train, y_pred_train)\n",
+        "test_accuracy = accuracy_score(y_test, y_pred_test)"
+      ],
+      "execution_count": 22,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "FeJRU4a0XFb9",
+        "outputId": "fc9f8d6f-7de3-491a-e03f-79eec235bd7e"
+      },
+      "source": [
+        "print(\"Confusion Matrix \\n\",confusion_matrix(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<-------------------Classification Report---------------------->\\n\")\n",
+        "print(classification_report(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<---------------Accuracy Scores------------------->\\n\")\n",
+        "#print('Train Accuracy score: ',train_accuracy)\n",
+        "print('Test Accuracy score:',test_accuracy)"
+      ],
+      "execution_count": 23,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Confusion Matrix \n",
+            " [[2427    4]\n",
+            " [ 434    9]]\n",
+            "\n",
+            "\n",
+            "<-------------------Classification Report---------------------->\n",
+            "\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.85      1.00      0.92      2431\n",
+            "           1       0.69      0.02      0.04       443\n",
+            "\n",
+            "    accuracy                           0.85      2874\n",
+            "   macro avg       0.77      0.51      0.48      2874\n",
+            "weighted avg       0.82      0.85      0.78      2874\n",
+            "\n",
+            "\n",
+            "\n",
+            "<---------------Accuracy Scores------------------->\n",
+            "\n",
+            "Test Accuracy score: 0.8475991649269311\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "k3jcfgeKoORR"
+      },
+      "source": [
+        "We got the **Accuracy of 84.7%** with random Forest Classifier"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "BAcGYlH1mxCl"
+      },
+      "source": [
+        "### AdaBoosting with RandomForest"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "LphyDnydhmvu"
+      },
+      "source": [
+        "from sklearn.ensemble import AdaBoostClassifier\n",
+        "adaboost_clf = AdaBoostClassifier(base_estimator = rf_clf, learning_rate = 0.5)\n",
+        "adaboost_clf.fit(X_train, y_train)\n",
+        "#print('Train score: {0:0.2f}'.format(adaboost_clf.score(X_train, y_train)))\n",
+        "#print('Test score: {0:0.2f}'.format(adaboost_clf.score(X_test, y_test)))\n",
+        "y_pred_train = adaboost_clf.predict(X_train)\n",
+        "y_pred_test = adaboost_clf.predict(X_test)\n",
+        "\n",
+        "train_accuracy = accuracy_score(y_train, y_pred_train)\n",
+        "test_accuracy = accuracy_score(y_test, y_pred_test)"
+      ],
+      "execution_count": 24,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "RVzB2wu0nMQI",
+        "outputId": "58744eac-d1b6-483c-f2d8-5b465f38bb05"
+      },
+      "source": [
+        "print(\"Confusion Matrix \\n\",confusion_matrix(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<-------------------Classification Report---------------------->\\n\")\n",
+        "print(classification_report(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<---------------Accuracy Scores------------------->\\n\")\n",
+        "#print('Train Accuracy score: ',train_accuracy)\n",
+        "print('Test Accuracy score:',test_accuracy)"
+      ],
+      "execution_count": 25,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Confusion Matrix \n",
+            " [[2424    7]\n",
+            " [ 433   10]]\n",
+            "\n",
+            "\n",
+            "<-------------------Classification Report---------------------->\n",
+            "\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.85      1.00      0.92      2431\n",
+            "           1       0.59      0.02      0.04       443\n",
+            "\n",
+            "    accuracy                           0.85      2874\n",
+            "   macro avg       0.72      0.51      0.48      2874\n",
+            "weighted avg       0.81      0.85      0.78      2874\n",
+            "\n",
+            "\n",
+            "\n",
+            "<---------------Accuracy Scores------------------->\n",
+            "\n",
+            "Test Accuracy score: 0.8469032707028532\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Pdx9zMtAnbxx"
+      },
+      "source": [
+        "### Gradient Boosting"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "cGv0DI5xlZeE"
+      },
+      "source": [
+        "from sklearn.ensemble import GradientBoostingClassifier\n",
+        "gb_clf = GradientBoostingClassifier(learning_rate = 0.05)\n",
+        "gb_clf.fit(X_train, y_train)\n",
+        "#print('Train score: {0:0.2f}'.format(gb_clf.score(X_train, y_train)))\n",
+        "#print('Test score: {0:0.2f}'.format(gb_clf.score(X_test, y_test)))\n",
+        "y_pred_train = gb_clf.predict(X_train)\n",
+        "y_pred_test = gb_clf.predict(X_test)\n",
+        "\n",
+        "train_accuracy = accuracy_score(y_train, y_pred_train)\n",
+        "test_accuracy = accuracy_score(y_test, y_pred_test)"
+      ],
+      "execution_count": 26,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ClDAzE_KlwUI",
+        "outputId": "f3cf0908-1e9e-47ea-f87e-6dc9c4fad3d1"
+      },
+      "source": [
+        "print(\"Confusion Matrix \\n\",confusion_matrix(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<-------------------Classification Report---------------------->\\n\")\n",
+        "print(classification_report(y_test,y_pred_test))\n",
+        "print(\"\\n\")\n",
+        "print(\"<---------------Accuracy Scores------------------->\\n\")\n",
+        "#print('Train Accuracy score: ',train_accuracy)\n",
+        "print('Test Accuracy score:',test_accuracy)"
+      ],
+      "execution_count": 27,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Confusion Matrix \n",
+            " [[2420   11]\n",
+            " [ 436    7]]\n",
+            "\n",
+            "\n",
+            "<-------------------Classification Report---------------------->\n",
+            "\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.85      1.00      0.92      2431\n",
+            "           1       0.39      0.02      0.03       443\n",
+            "\n",
+            "    accuracy                           0.84      2874\n",
+            "   macro avg       0.62      0.51      0.47      2874\n",
+            "weighted avg       0.78      0.84      0.78      2874\n",
+            "\n",
+            "\n",
+            "\n",
+            "<---------------Accuracy Scores------------------->\n",
+            "\n",
+            "Test Accuracy score: 0.8444676409185804\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "JqVEdpN8oeu_"
+      },
+      "source": [
+        "While Computing different **Ensemble Learning Technologies**, We Found that Most of the **Bagging and Boosting** algo are giving similar result with minimum difference in accuracy. Even though in all these Ensembles-\n",
+        "\n",
+        "We Found that the **Best Model for this DataSet is Random Forest with Accuracy of 85%.**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "MVLNK0Tkpft6"
+      },
+      "source": [
+        "<h3 align=\"center\">Thank You</h3>"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/ML Projects/Loan Prediction System/Loan_Repayment_Prediction.pdf b/ML Projects/Loan Prediction System/Loan_Repayment_Prediction.pdf
new file mode 100644
index 000000000..b992ea0c4
Binary files /dev/null and b/ML Projects/Loan Prediction System/Loan_Repayment_Prediction.pdf differ
diff --git a/ML Projects/Loan Prediction System/Readme.md b/ML Projects/Loan Prediction System/Readme.md
new file mode 100644
index 000000000..c57228448
--- /dev/null
+++ b/ML Projects/Loan Prediction System/Readme.md	
@@ -0,0 +1,89 @@
+The main goal of this project is to build a system that predicts whether a loan should be approved or rejected based on the applicant’s personal, financial, and credit details. This system can help banks and financial institutions make data-driven and consistent lending decisions.
+
+🔍 Problem Statement
+Banks receive thousands of loan applications every year. Manually checking and verifying each application takes time and may lead to human error or bias. An automated loan prediction system can reduce manual effort, improve efficiency, and ensure fair evaluation.
+
+📊 Input Parameters
+Some of the key features used for prediction include:
+
+Gender
+
+Marital Status
+
+Dependents
+
+Education
+
+Employment Type
+
+Applicant Income
+
+Co-applicant Income
+
+Loan Amount
+
+Loan Term
+
+Credit History
+
+Property Area
+
+🎯 Target Variable
+Loan_Status: Whether the loan should be approved (Y) or not (N)
+
+⚙️ System Workflow
+Data Collection
+Used a publicly available dataset containing details of previous applicants.
+
+Data Preprocessing
+
+Handling missing values
+
+Encoding categorical variables
+
+Feature scaling (if needed)
+
+Exploratory Data Analysis (EDA)
+
+Understanding feature distributions
+
+Visualizing relationships between variables and target
+
+Model Building
+Trained multiple machine learning models like:
+
+Logistic Regression
+
+Decision Tree
+
+Random Forest
+
+XGBoost
+
+Model Evaluation
+Evaluated model performance using:
+
+Accuracy
+
+Confusion Matrix
+
+ROC-AUC Score
+
+💡 Key Features
+Predicts loan approval status based on multiple input factors.
+
+Trained using real-world data.
+
+High accuracy and fast predictions.
+
+Optional user interface for easy usage.
+
+🛠️ Technologies Used
+Programming Language: Python
+
+Libraries: Pandas, NumPy, Matplotlib, Seaborn, Scikit-learn
+
+Optional Web Framework: Flask / Streamlit
+
+Notebook: Jupyter Notebook
+
diff --git a/ML Projects/Loan Prediction System/loan_data.csv b/ML Projects/Loan Prediction System/loan_data.csv
new file mode 100644
index 000000000..04c6a5725
--- /dev/null
+++ b/ML Projects/Loan Prediction System/loan_data.csv	
@@ -0,0 +1 @@
+credit.policy,purpose,int.rate,installment,log.annual.inc,dti,fico,days.with.cr.line,revol.bal,revol.util,inq.last.6mths,delinq.2yrs,pub.rec,not.fully.paid
1,debt_consolidation,0.1189,829.1,11.35040654,19.48,737,5639.958333,28854,52.1,0,0,0,0
1,credit_card,0.1071,228.22,11.08214255,14.29,707,2760,33623,76.7,0,0,0,0
1,debt_consolidation,0.1357,366.86,10.37349118,11.63,682,4710,3511,25.6,1,0,0,0
1,debt_consolidation,0.1008,162.34,11.35040654,8.1,712,2699.958333,33667,73.2,1,0,0,0
1,credit_card,0.1426,102.92,11.29973224,14.97,667,4066,4740,39.5,0,1,0,0
1,credit_card,0.0788,125.13,11.90496755,16.98,727,6120.041667,50807,51,0,0,0,0
1,debt_consolidation,0.1496,194.02,10.71441777,4,667,3180.041667,3839,76.8,0,0,1,1
1,all_other,0.1114,131.22,11.00209984,11.08,722,5116,24220,68.6,0,0,0,1
1,home_improvement,0.1134,87.19,11.40756495,17.25,682,3989,69909,51.1,1,0,0,0
1,debt_consolidation,0.1221,84.12,10.20359214,10,707,2730.041667,5630,23,1,0,0,0
1,debt_consolidation,0.1347,360.43,10.4341158,22.09,677,6713.041667,13846,71,2,0,1,0
1,debt_consolidation,0.1324,253.58,11.83500896,9.16,662,4298,5122,18.2,2,1,0,0
1,debt_consolidation,0.0859,316.11,10.93310697,15.49,767,6519.958333,6068,16.7,0,0,0,0
1,small_business,0.0714,92.82,11.51292546,6.5,747,4384,3021,4.8,0,1,0,0
1,debt_consolidation,0.0863,209.54,9.487972109,9.73,727,1559.958333,6282,44.6,0,0,0,0
1,major_purchase,0.1103,327.53,10.73891524,13.04,702,8159.958333,5394,53.4,1,0,0,0
1,all_other,0.1317,77.69,10.52277288,2.26,672,3895.958333,2211,88.4,0,0,0,0
1,credit_card,0.0894,476.58,11.60823564,7.07,797,6510.958333,7586,52.7,1,0,0,0
1,debt_consolidation,0.1039,584.12,10.49127422,3.8,712,2760,8311,59.8,0,0,0,0
1,major_purchase,0.1513,173.65,11.00209984,2.74,667,1126.958333,591,84.4,3,0,0,0
1,all_other,0.08,188.02,11.22524339,16.08,772,4888.958333,29797,23.2,1,0,0,0
1,all_other,0.0863,474.42,10.81977828,2.59,797,11951,5656,27.6,0,0,0,0
1,credit_card,0.1355,339.6,11.51292546,7.94,662,1939.958333,21162,57.7,0,0,0,0
1,credit_card,0.0788,484.85,11.73606902,7.05,782,5640.041667,16931,34.6,1,0,0,0
1,debt_consolidation,0.1229,320.19,11.26446411,8.8,672,3760.958333,4822,58.1,0,0,1,0
1,all_other,0.0901,159.03,12.4292162,10,712,1553.958333,14354,36.6,0,2,0,0
1,all_other,0.0743,155.38,11.08214255,0.28,802,4649.958333,1576,5.7,1,0,0,0
1,debt_consolidation,0.1375,255.43,9.998797732,14.29,662,1318.958333,4175,51.5,0,1,0,0
1,all_other,0.0743,155.38,12.20607265,0.28,772,4516.958333,3164,13.7,0,0,0,0
1,all_other,0.0743,155.38,12.20607265,3.72,812,6778.958333,85607,0.7,0,0,0,0
1,debt_consolidation,0.0807,156.84,11.51292546,2.3,742,3148.958333,9698,19.4,0,0,0,0
1,credit_card,0.1028,275.38,9.798127037,6.4,692,7469.958333,8847,26.9,1,1,0,0
1,home_improvement,0.0743,155.38,11.91839057,0,777,7128.958333,6053,19.5,0,0,0,0
1,home_improvement,0.0807,78.42,11.60823564,11.33,762,6059.958333,7274,13.1,0,0,0,0
1,credit_card,0.087,158.3,11.22524339,15.55,757,4770,66033,23,0,0,0,0
1,all_other,0.0743,155.38,11.46163217,3.83,772,2535,3660,6.8,0,0,0,0
1,credit_card,0.0743,155.38,11.35040654,0.31,787,3540,216,0.6,0,0,0,0
1,credit_card,0.1122,164.23,11.28978191,1.21,672,3990,27185,16.1,3,0,1,0
1,debt_consolidation,0.0996,161.25,10.77895629,8.03,707,4320,28329,48.6,1,0,0,0
1,home_improvement,0.0933,159.77,12.10071213,11.93,717,4498.958333,60568,39.2,1,0,0,0
1,home_improvement,0.0807,156.84,12.10071213,5.55,742,4019,40934,26.3,0,0,0,0
1,debt_consolidation,0.0743,155.38,11.69524702,2.29,777,3540,8379,16.9,0,0,0,0
1,small_business,0.087,94.98,10.1266311,14.54,752,2460,3660,7.8,1,0,0,0
1,home_improvement,0.1028,97.2,12.20607265,0,677,3779.958333,0,0,0,1,0,0
1,credit_card,0.1122,164.23,10.30895266,18.64,702,5190,15840,47.1,0,0,0,0
1,credit_card,0.0838,167.02,11.21182037,14.37,797,5610.958333,6844,14.4,0,0,0,0
1,educational,0.0775,168.6,8.987196821,3,762,6659.958333,1321,16.5,0,0,0,0
1,all_other,0.0838,160.72,10.37349118,14.78,772,4379,4737,23.9,0,0,0,0
1,credit_card,0.0901,159.03,11.19821472,9.96,722,3089.958333,23489,37.6,0,0,0,0
1,debt_consolidation,0.0743,178.69,11.73606902,0.27,792,7488.958333,2817,10.2,0,0,0,0
1,credit_card,0.0743,155.38,10.71441777,1.12,782,5807,1783,0,1,0,0,0
1,small_business,0.1028,323.98,10.217422,10.7,712,1379,3534,54.4,0,0,0,0
1,small_business,0.1059,813.65,10.77895629,4.05,762,2729.958333,2422,23.3,0,0,0,0
1,educational,0.0996,112.87,9.510444964,16.44,712,1649.958333,2864,41.1,1,0,0,0
1,debt_consolidation,0.1596,94.88,10.86283777,12.57,627,1409,3075,92.3,1,0,0,0
1,small_business,0.1059,398.69,11.00209984,17.12,747,14008.95833,17214,8.1,2,1,0,0
1,credit_card,0.1154,39.6,9.903487553,2.04,662,1139,1153,75.8,2,0,0,0
1,credit_card,0.1343,678.08,11.88448902,10.15,682,4209.958333,41674,74.1,0,0,0,1
1,credit_card,0.1249,401.37,11.22524339,15,682,4479,43039,93.4,3,0,0,0
1,all_other,0.0964,205.45,11.00209984,7.72,712,2293.958333,3362,69.3,0,0,0,0
1,debt_consolidation,0.1186,397.75,11.08214255,7.14,682,8730,11868,71.9,0,2,0,0
1,all_other,0.0743,155.38,10.59663473,2.55,772,8189.958333,2562,14,2,0,0,0
1,all_other,0.1028,113.39,9.903487553,1.5,682,1410,1882,32.4,0,0,0,0
1,debt_consolidation,0.1186,99.44,10.49551521,7.47,667,2550,1064,70.9,2,0,1,0
1,credit_card,0.0807,109.79,11.49272276,8.52,752,4979.958333,6432,6,0,1,0,0
1,all_other,0.1059,32.55,10.43382164,14.47,687,1110,4485,36.9,1,0,0,1
1,all_other,0.0996,112.87,11.26446411,11.06,702,4979.958333,16310,20.5,0,1,0,0
1,debt_consolidation,0.0964,160.51,11.77528973,8.55,712,5940,20969,40.2,0,0,0,0
1,debt_consolidation,0.1375,340.57,10.46310334,17.38,707,2699.958333,22213,65.9,0,0,0,0
1,home_improvement,0.0775,156.11,12.32385568,6.48,752,5339.958333,2160,2.3,1,0,0,0
1,credit_card,0.0743,155.38,11.15625052,4.56,812,9809,813,1,0,0,0,0
1,home_improvement,0.0807,235.25,11.91839057,2.72,757,5202,23678,24.4,4,0,0,0
1,debt_consolidation,0.0996,257.99,10.77895629,15.13,722,2640,11289,47.8,3,0,0,0
1,small_business,0.1501,225.37,12.26904744,6.45,677,6240,56411,75.3,0,0,0,1
1,home_improvement,0.0964,80.26,11.22524339,20,772,4920.958333,269,3.8,3,0,0,1
1,home_improvement,0.128,84,10.37349118,20,682,5492,3408,35.1,1,0,0,1
1,debt_consolidation,0.1122,507.46,10.59663473,13.5,712,5368.958333,6513,34.3,3,0,1,1
1,educational,0.0743,124.31,10.59663473,3.45,772,1739.958333,330,11,0,0,0,0
1,credit_card,0.087,63.32,11.15625052,6.07,712,2550,5967,19.8,1,0,0,0
1,all_other,0.1091,130.79,9.798127037,18,707,2192,5533,79.6,1,0,0,0
1,home_improvement,0.0775,93.67,11.73606902,2.14,762,8370,21050,1,0,0,0,0
1,all_other,0.0775,93.67,10.81977828,5.35,762,8370,21050,0.7,0,0,0,0
1,all_other,0.087,88.65,11.69524702,15,742,3026,8155,14.9,1,0,0,0
1,all_other,0.0964,128.41,11.51292546,15,722,3026,8155,14.9,1,0,0,0
1,home_improvement,0.087,94.98,11.03488966,12.23,737,2729.958333,3678,30.7,0,0,0,0
1,debt_consolidation,0.1217,179.8,10.46310334,7.1,662,2944,2040,36.2,2,0,0,0
1,credit_card,0.1533,444.05,11.00209984,19.52,667,2700.958333,33074,68.8,2,0,0,0
1,all_other,0.0775,124.89,11.03165864,3.46,747,2519,1918,17.1,0,0,0,0
1,credit_card,0.1533,644.3,11.40756495,5.24,662,1770,22379,62.2,0,0,0,0
1,small_business,0.0964,642.02,11.47210347,2.86,737,2190,10296,42.5,0,0,0,1
1,small_business,0.1154,104.76,9.61580548,12.24,672,1289.958333,2867,55.1,3,0,0,1
1,debt_consolidation,0.1122,157.66,10.30895266,12.36,682,1770,12310,86.1,0,0,0,0
1,debt_consolidation,0.087,383.87,11.91839057,4.8,767,13349.95833,61921,39.1,0,0,0,0
1,credit_card,0.1122,217.6,11.38509209,18,702,3725,16738,26.1,2,0,0,0
1,all_other,0.0807,297.99,11.05089001,3.49,792,5939,40384,9.2,1,0,0,0
1,debt_consolidation,0.0775,156.11,10.71441777,5,762,2131,1359,5.6,2,0,0,0
1,debt_consolidation,0.1154,329.95,12.32385568,20,727,10292,107501,44.8,2,0,0,0
1,all_other,0.0807,313.67,12.06104687,0.72,787,8010,3054,5.6,3,0,0,0
1,all_other,0.0807,297.99,11.40756495,2.44,792,8717.958333,40384,9.6,0,0,0,0
1,home_improvement,0.0933,239.65,11.44035477,9.66,792,4529,128000,0,3,0,0,0
1,debt_consolidation,0.0712,61.87,11.6784399,0.43,772,5936,4709,18.5,0,0,0,0
1,all_other,0.1186,94.47,10.71441777,2.8,667,5460,2850,75,0,1,0,0
1,small_business,0.1501,73.68,11.47210347,16.89,702,4080,51,0,0,0,0,1
1,home_improvement,0.0807,313.67,11.91839057,5.84,792,5364.958333,37152,3.7,0,0,0,0
1,debt_consolidation,0.0933,543.2,11.22524339,9.55,762,5699.958333,3839,16.6,1,0,0,0
1,home_improvement,0.0807,313.67,11.35040654,3.11,797,5363.958333,37152,3.7,0,0,0,0
1,credit_card,0.1217,266.37,11.15625052,10.2,672,3598.958333,26283,39.5,0,1,0,1
1,debt_consolidation,0.1028,210.6,10.71441777,5.87,692,1741.958333,5607,42.2,0,0,0,0
1,all_other,0.1249,234.15,10.04324949,5.01,662,1110,1061,81.9,3,0,0,0
1,debt_consolidation,0.1028,323.99,11.69524702,14.4,722,4679.958333,56740,77.5,1,0,0,0
1,credit_card,0.1059,235.96,10.95080655,7.22,712,5519,40598,77.3,1,0,0,0
1,debt_consolidation,0.1438,352.22,11.1844214,17.83,687,1289.958333,3815,6.5,1,0,0,0
1,all_other,0.0743,117.31,11.69524702,0,772,3929.958333,0,0,1,0,0,0
1,debt_consolidation,0.0712,64.96,11.60823564,0.22,812,16213,50,0.3,0,0,0,0
1,small_business,0.1565,699.69,11.42954386,1.53,667,3603.958333,4569,56.4,1,0,0,0
1,educational,0.1059,195.27,9.852194258,8.15,692,3089.958333,8528,86.1,0,0,0,0
1,credit_card,0.1122,295.59,10.3859137,22.15,747,2788.958333,14345,45.8,0,0,0,0
1,small_business,0.1122,217.59,10.81977828,18.38,707,3359,113,2.4,1,0,0,0
1,debt_consolidation,0.1375,263.09,11.03811028,9.8,677,3089.958333,12231,81,3,0,0,1
1,debt_consolidation,0.1467,248.43,10.95080655,20.76,667,3750,13552,69.1,0,1,0,0
1,credit_card,0.1028,194.4,11.37710574,10.6,692,2489.958333,16813,63.9,0,0,0,0
1,debt_consolidation,0.1249,301.04,10.57131693,5.08,667,3690,26233,62.9,3,0,1,1
1,all_other,0.0743,163.92,11.35040654,2.64,782,9210,5760,16,0,0,0,0
1,all_other,0.1028,150.66,10.727663,3.26,687,6509.958333,105,35,1,1,0,1
1,debt_consolidation,0.1122,217.59,10.9525594,13.77,682,2160,11490,95.7,0,0,0,0
1,home_improvement,0.1312,85.23,10.59663473,20.67,692,5250,17641,30.5,3,1,0,0
1,all_other,0.1122,328.43,10.30895266,20.4,742,3270,0,0,3,0,0,0
1,all_other,0.0807,165.47,10.91508846,12,797,8790,12430,19.2,1,0,0,0
1,debt_consolidation,0.1091,140.6,10.49127422,9.87,707,1560,12323,44,0,0,0,0
1,all_other,0.1028,98.01,11.40756495,9.13,697,3300,38624,97.8,0,0,0,0
1,small_business,0.1217,166.48,9.210340372,0,662,2250,875,54.7,2,1,0,1
1,small_business,0.1249,284.32,11.35040654,6.38,667,7229.958333,1196,12,3,4,0,0
1,small_business,0.1438,194.15,13.08154138,2.4,697,2759.958333,26628,60.4,3,1,0,0
1,all_other,0.1028,138.51,10.34174248,24.81,767,5789.958333,6752,24.6,2,0,0,0
1,debt_consolidation,0.1249,70.25,9.433483923,14.4,662,1469,458,91.6,1,0,0,1
1,credit_card,0.0838,252.1,11.56171563,9.71,752,3508.958333,16786,44.7,0,0,0,0
1,all_other,0.0901,263.19,11.69524702,12.16,742,9719.958333,7336,29.9,0,0,0,0
1,all_other,0.0933,104.65,11.03488966,3.83,702,3690,7089,41.9,1,0,0,0
1,debt_consolidation,0.0807,172.53,10.89673933,6.29,742,5100,18388,68.9,0,0,0,0
1,credit_card,0.0996,38.7,10.37349118,1.13,677,1920,613,76.6,2,0,0,0
1,educational,0.1249,100.35,10.2791805,12.77,662,1110,566,51.5,3,1,0,1
1,debt_consolidation,0.128,335.98,10.50232405,18.92,682,2219,9166,50.4,1,0,0,0
1,all_other,0.1091,163.49,10.57131693,11.78,707,4889,5406,33.4,0,0,1,1
1,all_other,0.0996,32.25,10.46310334,5.83,687,2158.958333,1188,3,2,0,0,1
1,educational,0.0996,96.75,9.798127037,15.4,707,11248.95833,12003,40.4,1,0,0,0
1,all_other,0.1059,72.42,11.00209984,8.14,707,4800,20511,62,1,0,0,1
1,small_business,0.0964,90.68,11.15625052,18,732,3691,55720,10,2,0,0,0
1,all_other,0.0807,259.58,10.79957558,9.89,772,9870,7744,17.1,0,0,0,0
1,all_other,0.0964,169.32,11.15625052,17.57,737,5429.958333,51761,38,1,0,0,0
1,credit_card,0.1154,205.4,10.71441777,17.76,717,1500,579,23.2,0,0,0,0
1,debt_consolidation,0.1312,162.01,11.35040654,16.87,707,9059.958333,34776,54.3,0,0,0,1
1,debt_consolidation,0.1028,226.8,10.92233487,10.05,692,1890,8047,33.8,0,0,0,0
1,all_other,0.1059,162.73,9.61580548,24.4,737,3209.958333,0,0,3,0,0,0
1,debt_consolidation,0.1154,158.38,10.1266311,18.19,672,2586,409,81.8,0,1,0,0
1,small_business,0.0901,795.11,10.95080655,8.93,822,9696.958333,185,0.5,0,0,0,0
1,debt_consolidation,0.0996,158.83,11.33857208,4.84,727,6330,48251,50.1,2,0,0,0
1,all_other,0.1028,97.2,10.54534144,19.93,687,2580,772,96.5,0,0,0,0
1,debt_consolidation,0.1154,263.97,10.81977828,8.04,672,3089,1019,4.5,1,1,0,0
1,small_business,0.1091,404.62,10.75177778,16.39,692,5640,8332,39.9,2,0,0,0
1,all_other,0.0775,307.53,11.15625052,9.09,797,6089.958333,1790,4.5,1,0,0,0
1,debt_consolidation,0.128,839.95,11.22524339,24.85,722,6330,62739,74.7,3,0,0,1
1,all_other,0.1059,269.31,11.59910316,24.01,767,4665.958333,29901,71.2,2,0,0,1
1,debt_consolidation,0.1186,265.18,10.858999,11.31,667,1560,5867,74.3,1,0,0,0
1,home_improvement,0.0964,802.47,11.26446411,0.8,732,2129.958333,10605,22.1,1,0,0,0
1,debt_consolidation,0.1091,505.16,11.69524702,16.97,697,9659,57196,44.5,3,0,0,1
1,home_improvement,0.0901,318.05,12.52452638,2.97,712,4919,481,80.2,2,0,0,1
1,educational,0.0838,315.12,10.30895266,4.2,737,1560,2282,19,1,0,0,0
1,all_other,0.1091,130.79,9.574983486,8.92,672,1140,3614,61.3,1,0,0,0
1,debt_consolidation,0.1059,227.82,11.05879518,8.5,682,6839.958333,14930,79,1,0,1,0
1,credit_card,0.0996,643.36,11.66134547,13.07,727,10529.95833,33989,82.9,0,0,0,0
1,all_other,0.147,51.78,10.1266311,3.84,632,1530,1238,61.9,1,1,0,0
1,educational,0.0901,572.48,10.62132735,15.37,747,7500,4746,18.5,2,0,0,0
1,all_other,0.0775,149.87,9.952277717,6.34,752,3029,3470,25.5,0,0,0,0
1,all_other,0.0996,96.75,11.03488966,11.98,682,1799,12640,83.2,0,0,0,0
1,home_improvement,0.0712,92.8,11.44035477,0,812,8250,368,1.2,0,0,0,0
1,credit_card,0.1091,192.09,11.09741002,19.82,677,4290,30597,89.5,1,1,0,0
1,all_other,0.1154,593.92,10.20359214,10.8,682,5050,8537,75.5,0,0,0,0
1,debt_consolidation,0.1091,392.36,10.46310334,15.74,692,1500.041667,15649,54.5,2,0,0,0
1,educational,0.0775,156.11,10.858999,9.55,767,12960.04167,4067,7.3,0,0,0,0
1,debt_consolidation,0.1028,155.52,10.46310334,7.51,687,2795,5836,68.7,0,0,1,0
1,credit_card,0.1028,485.99,11.38509209,11.95,702,5070,24615,94.7,0,0,0,0
1,all_other,0.1028,116.64,10.30895266,7.88,687,5130.041667,7600,71.7,0,0,1,0
1,debt_consolidation,0.1122,223.34,10.83958091,18.68,682,1889.041667,9495,87.9,2,0,0,1
1,credit_card,0.0775,149.87,9.903487553,10.26,757,6330.041667,4921,30.4,0,0,0,0
1,educational,0.1154,211.17,11.46163217,1.83,667,3421.041667,11200,23.2,1,0,0,0
1,debt_consolidation,0.0743,186.45,11.13730067,6.11,777,7440.041667,2444,5.6,3,0,0,0
1,debt_consolidation,0.0933,790.86,11.00209984,0.82,767,2100,916,6.8,0,0,0,0
1,small_business,0.0901,795.11,13.33100224,3.83,782,3660,148829,6.6,5,0,0,1
1,credit_card,0.087,126.65,10.69194491,18.71,747,3630,3209,12.6,0,0,0,0
1,credit_card,0.1091,294.27,11.28978191,17.17,677,3840.041667,7570,82.3,0,0,0,0
1,debt_consolidation,0.1091,404.62,11.28978191,9.23,687,2519,13126,96.5,0,0,1,0
1,debt_consolidation,0.1186,397.77,11.91839057,20.48,687,4452.041667,66654,51.6,1,0,0,0
1,debt_consolidation,0.0743,178.68,11.46163217,1.2,812,16259.04167,50,0.3,0,0,0,0
1,educational,0.1028,29.16,9.392661929,16.7,687,2069,3084,65.6,3,0,0,1
1,small_business,0.0996,417.62,11.42954386,6.48,712,5610.041667,2598,23.8,1,0,0,0
1,credit_card,0.1059,130.18,11.03488966,17.81,682,6330.041667,18168,68.5,2,0,0,0
1,all_other,0.1122,98.53,10.40134951,22.79,682,9389,24218,85.3,2,0,0,0
1,all_other,0.0807,15.69,9.798127037,4.27,722,1470,0,0,0,0,0,0
1,credit_card,0.1091,523.14,12.20607265,10.7,697,7320,72303,73.7,1,0,0,0
1,all_other,0.087,557.23,11.9381932,0.12,757,1128.041667,1032,5,0,0,0,0
1,all_other,0.1122,315.3,10.65725935,14.6,677,3630,133,4.2,1,0,0,0
1,debt_consolidation,0.1154,527.93,10.70099475,12.16,682,2130,34023,57.7,1,2,0,1
1,major_purchase,0.0743,93.23,11.1844214,11.18,757,4500.041667,12430,29.6,5,0,0,0
1,debt_consolidation,0.0775,202.94,10.77895629,13.53,787,10260.04167,10742,8.9,3,0,0,0
1,debt_consolidation,0.1186,165.74,10.59663473,7.02,667,2789.041667,2197,75.8,0,2,0,1
1,all_other,0.1028,158.76,10.69194491,15.3,692,4410,88,23.8,1,3,0,1
1,debt_consolidation,0.1028,485.99,10.81977828,11.88,702,7020.041667,13867,33.7,0,0,0,0
1,all_other,0.0996,322.49,11.19134184,10.28,702,4920.041667,3943,98.6,3,0,0,1
1,debt_consolidation,0.087,189.97,10.08580911,19.45,757,3870.041667,5405,40,2,0,0,0
1,debt_consolidation,0.1217,376.24,10.42228135,23.96,712,3030.041667,12102,49,1,0,0,0
1,debt_consolidation,0.1217,599.33,11.61045137,18.3,682,4379,18076,81.4,1,0,0,0
1,debt_consolidation,0.1217,132.35,10.20359214,23.2,702,5279.041667,4504,39.2,1,0,0,1
1,small_business,0.1186,828.69,10.858999,9.74,712,4859.041667,25852,60.5,0,0,0,0
1,credit_card,0.1091,604.88,10.858999,17.56,707,8061,32438,43,0,1,0,0
1,debt_consolidation,0.087,538.23,10.93131966,11.51,747,6240.041667,20380,48.1,2,0,0,0
1,credit_card,0.0933,172.55,10.6454249,16.09,707,2220,38054,61.2,0,0,0,0
1,small_business,0.1091,604.88,10.49127422,4.67,697,1410,25,0.2,2,0,0,0
1,all_other,0.0996,290.24,10.54534144,3.38,697,1782,3305,55.1,2,0,0,0
1,major_purchase,0.1186,530.36,11.36674295,15.1,682,3900,348,4.8,0,0,0,1
1,all_other,0.087,158.31,10.08580911,6.15,722,1350,3015,25.3,0,0,0,0
1,debt_consolidation,0.1059,390.54,10.30895266,19.84,702,2042.041667,7336,71.9,1,0,0,0
1,credit_card,0.1249,301.04,10.858999,4.98,662,6630.041667,8644,72.6,1,0,0,0
1,small_business,0.1154,659.91,11.47210347,17.81,707,3629,93,0,2,0,0,1
1,small_business,0.0743,217.52,10.66895539,1.65,777,2879,2698,9.5,0,0,0,0
1,home_improvement,0.1028,388.79,11.48246626,5.58,697,4800.041667,19009,30,0,0,0,0
1,major_purchase,0.087,158.31,10.77895629,0.38,717,12930.04167,498,7.3,2,1,0,0
1,debt_consolidation,0.1217,319.64,11.00209984,19.28,672,4740,10358,91.7,2,0,1,1
1,credit_card,0.1028,103.68,11.22524339,9.7,682,12780,2105,45.3,0,3,0,0
1,home_improvement,0.0964,154.08,11.00209984,12.94,697,2969.041667,2822,9.9,3,0,0,0
1,debt_consolidation,0.1059,650.9,11.58988651,11.96,707,5070,21004,97.7,0,0,0,0
1,all_other,0.1375,81.74,10.75790288,24.08,667,2820,11675,75.8,1,0,0,0
1,all_other,0.0901,238.54,9.875088078,10.37,712,1230.041667,3933,43.7,0,0,0,0
1,debt_consolidation,0.128,335.98,10.98189713,7.51,662,4109.041667,7251,80.6,3,0,2,0
1,all_other,0.1217,93.23,10.71441777,19.19,692,4440.041667,88,44,1,3,0,1
1,all_other,0.0933,95.87,10.50780352,2.69,697,4680,1492,33.2,2,0,0,0
1,debt_consolidation,0.0996,95.94,10.1266311,14.16,692,1918.041667,7121,33.7,0,0,0,0
1,debt_consolidation,0.128,554.37,11.03488966,19.22,677,3060.041667,17641,69.5,2,0,0,0
1,small_business,0.1438,859.07,11.28978191,20.79,682,3059.041667,30946,61.5,3,0,0,1
1,major_purchase,0.0838,472.68,11.2515607,7.96,772,5909.041667,0,0,0,0,0,0
1,credit_card,0.1091,586.9,11.22524339,10.34,697,2669.041667,23391,90.7,1,0,0,0
1,major_purchase,0.0964,224.69,9.878169745,21.23,772,5881,16324,48,0,0,0,0
1,debt_consolidation,0.128,483.81,10.49460201,8.47,662,2670.041667,7104,93.5,2,0,0,1
1,debt_consolidation,0.1217,399.55,10.08580911,14.5,672,1950.041667,9273,43.9,0,0,0,0
1,debt_consolidation,0.1186,232.04,10.82774645,17.02,672,4380,6718,94.6,3,0,0,0
1,small_business,0.0964,802.47,11.22524339,17.06,767,5691.041667,12017,12.1,4,0,0,1
1,debt_consolidation,0.1091,304.9,11.16368368,18.96,692,5430,5749,43.2,1,1,0,0
1,small_business,0.1249,836.23,11.27545477,7.99,692,4739,6530,21.8,0,1,0,0
1,all_other,0.0775,124.89,10.08580911,6,752,2729.041667,2666,12.1,0,0,0,0
1,all_other,0.1028,113.4,10.77895629,17.65,687,2070,3761,55.4,2,0,0,0
1,credit_card,0.1407,842.47,11.69524702,12.81,677,5340.041667,33698,91.3,0,0,0,0
1,debt_consolidation,0.1091,817.41,11.19821472,22.13,737,9900,3472,4.5,1,0,0,1
1,debt_consolidation,0.1596,421.65,10.46287474,20.82,667,6750.041667,14534,48.9,3,1,0,0
1,educational,0.0933,575.17,11.00209984,9.96,732,2732.041667,6703,47.5,1,0,0,0
1,all_other,0.1312,405.03,11.56171563,18.25,667,4358,5861,53.8,2,0,0,0
1,debt_consolidation,0.128,167.99,10.14564911,18.65,662,1380,5061,72.3,0,1,0,0
1,debt_consolidation,0.0996,677.22,10.89857098,3.77,722,6149,16888,39.5,0,0,0,0
1,all_other,0.1154,131.99,10.83863929,9.14,667,3990,463,92.6,0,0,0,0
1,debt_consolidation,0.0933,281.2,10.1266311,0,712,3360.041667,0,0,0,1,0,0
1,debt_consolidation,0.0964,802.47,10.77895629,9.78,742,2550,8283,12.7,4,0,0,0
1,credit_card,0.1091,505.16,11.61728548,10.86,687,3420.041667,46525,93.6,0,0,0,0
1,home_improvement,0.0743,180.23,10.62861778,2.32,772,2610.041667,2650,6.6,0,0,0,0
1,small_business,0.0933,798.84,11.51292546,1.57,762,6359.041667,17,0.1,5,0,0,1
1,all_other,0.0933,319.54,10.50506754,19.46,727,4470.041667,827,6.6,2,0,0,1
1,debt_consolidation,0.0964,32.1,8.517193191,18,702,1200.041667,961,26,2,0,0,0
1,debt_consolidation,0.0964,192.6,9.798127037,2.87,697,1199.041667,1554,29.3,1,0,0,0
1,home_improvement,0.1407,764.64,11.81303006,3.66,672,5790,10753,52.3,2,3,0,1
1,all_other,0.0712,30.94,11.69524702,0.65,792,3810.041667,2227,3.8,1,0,0,0
1,credit_card,0.0901,381.66,11.51961693,6.64,722,10290.04167,7606,18.6,0,0,1,0
1,debt_consolidation,0.1249,301.04,11.00209984,4.64,662,2222,8355,34.4,0,2,0,1
1,credit_card,0.1438,687.25,11.32659589,16.05,667,2190,27293,86.6,0,0,0,0
1,debt_consolidation,0.0964,320.99,11.1124479,3.6,712,2850,10157,26.2,0,1,0,0
1,small_business,0.147,862.97,11.3736634,5.79,677,4739,4209,75.2,2,0,0,1
1,credit_card,0.0807,250.95,10.89673933,10.44,767,3449.041667,0,0,1,0,0,0
1,all_other,0.0743,87.01,10.28793329,3.96,767,3930,1773,5,1,0,0,0
1,all_other,0.0775,62.45,10.08580911,2.4,742,2290.041667,949,55.8,1,0,0,1
1,home_improvement,0.1375,851.41,11.22524339,19.78,687,2399.041667,12308,43.6,2,0,0,1
1,credit_card,0.1059,244.09,10.59600954,12.1,687,4019,7914,30.8,3,2,0,0
1,debt_consolidation,0.1438,687.25,10.65725935,15.7,672,3690,9150,96.3,0,0,0,0
1,debt_consolidation,0.1122,656.86,10.55986701,14.04,702,1800,21777,53.7,3,0,0,0
1,all_other,0.128,537.57,11.48440253,12.43,667,2580,4281,63,3,0,0,0
1,debt_consolidation,0.0964,320.99,10.12502982,8.17,712,3300,4475,63,0,0,0,0
1,debt_consolidation,0.0996,386.99,11.51292546,8.17,707,3839.041667,25413,45.2,2,0,0,0
1,small_business,0.0838,315.12,11.58058411,2.28,742,4740,15043,65.2,2,0,0,0
1,major_purchase,0.1059,292.91,10.16277015,5.56,682,1350.041667,6353,39.5,2,0,0,0
1,debt_consolidation,0.0807,125.48,9.980448594,10.33,742,1920.041667,3737,55.8,1,0,0,0
1,debt_consolidation,0.0933,383.45,11.13663073,7.47,717,5580.041667,11370,41.6,0,2,0,0
1,debt_consolidation,0.1343,523.78,10.49127422,17.4,667,10380.04167,18403,73.3,0,1,0,0
1,all_other,0.1217,199.78,11.69524702,6.81,662,2041.041667,19504,77.3,0,0,0,0
1,debt_consolidation,0.0933,575.17,11.53272809,16.95,747,3630,10463,8.2,2,0,0,0
1,debt_consolidation,0.0901,95.42,9.210340372,6.72,707,3329,2808,51.1,3,1,0,0
1,debt_consolidation,0.0901,477.07,11.17043516,6.88,742,4589.041667,6297,14.5,0,0,0,0
1,all_other,0.0807,345.06,11.03488966,14.07,792,7867.041667,33060,21.7,0,0,0,0
1,all_other,0.1122,155.19,9.893437217,23.03,717,2580,4500,13,0,0,0,1
1,home_improvement,0.0996,644.97,11.21171226,13.28,732,1770,2344,9.8,1,0,0,0
1,all_other,0.0712,92.8,11.01205017,1.19,797,6270.041667,2907,4,0,0,0,0
1,debt_consolidation,0.0996,306.36,10.96819829,21.93,727,4593.041667,26218,28.7,2,0,0,0
1,debt_consolidation,0.1154,143.53,9.998797732,24.71,707,1291.041667,5967,25.5,0,0,0,0
1,credit_card,0.0964,288.89,11.62625415,10.36,702,6119,27786,85.5,2,0,1,1
1,all_other,0.0933,87.88,11.62625415,13.46,702,6120,27786,85.5,2,0,1,1
1,all_other,0.0901,381.66,11.69524702,4.28,722,4080.041667,7335,45.8,1,1,0,0
1,debt_consolidation,0.1122,197.06,10.80972795,0,672,2519,0,0,1,1,0,0
1,credit_card,0.0807,83.92,10.59663473,16.68,737,6988,19210,48.3,0,0,0,0
1,small_business,0.0964,481.48,10.59663473,4.05,717,2759.041667,11601,85.9,3,0,0,0
1,debt_consolidation,0.0996,253.16,10.16585182,6.14,697,2040.041667,991,34.2,1,0,0,0
1,all_other,0.0743,77.69,13.16542287,2.45,762,6240,141287,9.4,5,1,0,0
1,all_other,0.1014,97,11.69524702,8.71,687,2311.041667,199,1.1,1,1,0,0
1,all_other,0.1046,259.87,11.69524702,11.28,692,5018.041667,63580,80.6,1,0,0,1
1,home_improvement,0.0743,124.3,11.04292184,5.82,772,5430,773,4.8,0,0,0,0
1,debt_consolidation,0.133,67.68,9.798127037,22,662,1470,1042,37.2,3,1,0,0
1,debt_consolidation,0.133,406.07,10.20359214,7.16,662,1530.041667,137,3.2,1,1,0,1
1,credit_card,0.0983,241.41,11.47210347,2.69,712,4709,1944,47.4,0,0,1,0
1,small_business,0.1393,170.72,10.54534144,20.72,662,7109.041667,16613,18.3,1,1,0,1
1,educational,0.0838,293.85,9.392661929,0,737,1139,0,0,1,0,0,0
1,credit_card,0.133,318.09,10.81977828,17.04,662,6179,5181,97.8,3,0,1,0
1,major_purchase,0.092,63.79,10.08580911,18.65,727,3455.041667,597,14.2,2,1,0,0
1,all_other,0.0743,217.52,11.00209984,1.72,807,7230,3202,1.1,1,0,0,0
1,credit_card,0.1236,667.74,11.79810441,13.42,687,3420.041667,46086,92.7,0,0,0,0
1,debt_consolidation,0.1236,133.55,10.81977828,8.66,662,6839.041667,9380,44.1,1,0,1,1
1,debt_consolidation,0.1014,421.14,10.59663473,17.01,752,4349,35944,56.2,2,0,0,0
1,all_other,0.1362,339.94,10.80972795,1.21,672,2519,0,0,0,1,0,0
1,debt_consolidation,0.1078,365.51,11.00209984,14.26,702,6780.041667,7973,89.6,0,0,0,0
1,debt_consolidation,0.0807,313.69,10.11050172,9.95,752,5167,8522,21.7,1,0,0,0
1,credit_card,0.1583,876.83,11.69524702,18.08,677,3330,62976,86.1,2,2,0,0
1,debt_consolidation,0.1362,316.99,10.30895266,21.88,667,1601.041667,7429,82.5,0,0,0,0
1,small_business,0.1236,701.12,10.77895629,0.85,682,2579,639,13.6,1,0,0,1
1,debt_consolidation,0.1014,485,11.38845009,13.73,732,5489,14903,35.3,0,0,0,0
1,debt_consolidation,0.1236,133.55,10.59653473,9.48,662,4080.041667,2923,28.4,3,0,0,0
1,credit_card,0.0838,362.39,11.58058411,8.16,757,5790,18314,50.6,1,0,0,0
1,all_other,0.0712,108.27,10.26813067,0,777,3034.041667,150,7.5,1,0,0,0
1,all_other,0.1236,240.39,9.757305042,4.58,662,3840.041667,0,0,2,0,0,0
1,all_other,0.0743,62.15,11.12714533,9.99,767,8190.041667,2475,5.4,1,1,0,0
1,all_other,0.0838,66.18,9.893437217,2.36,722,5790,1489,62,1,0,0,0
1,debt_consolidation,0.1109,327.82,10.63344871,19.32,702,2849,15368,87.1,0,0,0,0
1,all_other,0.0743,69.14,11.69524702,7.67,762,6007.041667,21521,29.5,1,0,0,1
1,home_improvement,0.1078,313.3,11.02190247,14.06,702,5700.041667,4781,15.5,2,0,0,1
1,debt_consolidation,0.1141,329.34,11.27090486,14.03,692,4470.041667,8473,27.6,3,1,1,0
1,all_other,0.1236,292.97,10.727663,15.53,677,1848,8494,44.2,1,0,0,0
1,all_other,0.0838,315.12,11.15051985,14.03,762,5519,11333,45.5,5,0,0,0
1,debt_consolidation,0.0807,225.86,11.02190247,17,762,5340.041667,9366,40.7,4,0,0,1
1,major_purchase,0.0838,63.03,10.46493024,18.96,742,2190,4922,30.6,0,0,0,0
1,debt_consolidation,0.1267,536.57,11.42081018,10.13,677,5280.041667,23129,79.8,0,1,0,1
1,small_business,0.1204,126.29,11.05089001,12.5,667,3300,29736,80.2,3,0,0,0
1,credit_card,0.0951,192.23,11.60823564,16.87,722,8519.041667,67232,41.1,1,0,0,0
1,all_other,0.1014,97,10.77895629,0,692,5160,0,0,0,0,0,0
1,debt_consolidation,0.092,318.93,11.25480219,5.93,727,4800,11496,26.6,0,0,0,0
1,credit_card,0.1078,228.45,10.50506754,7.76,687,2010.041667,6999,65.7,0,0,0,0
1,all_other,0.1172,72.78,10.57821615,17.2,667,1410,4863,69.5,0,1,0,0
1,all_other,0.1141,16.47,9.878169745,3.69,667,8820,12229,90.6,0,0,1,0
1,all_other,0.0775,124.89,10.96127785,1.33,767,2485.041667,2325,8.2,0,0,0,0
1,all_other,0.1109,262.26,11.1844214,5.12,687,1949.041667,14653,95.1,0,0,0,1
1,credit_card,0.0838,236.34,11.22524339,6.06,742,3149.041667,4286,40.4,0,0,0,0
1,debt_consolidation,0.1204,265.87,10.70738554,16.06,677,1949.041667,8009,68.5,0,0,0,0
1,debt_consolidation,0.0775,101.47,10.49127422,2.73,742,2550,2353,12.4,0,0,0,1
1,debt_consolidation,0.0775,218.55,10.81769612,10.37,767,4410,6634,9.4,0,0,0,0
1,debt_consolidation,0.1014,38.8,10.30895266,19.76,702,4529.041667,0,0,0,0,0,0
1,credit_card,0.1141,247,11.1844214,14.65,682,3329,5608,47.1,0,0,0,0
1,debt_consolidation,0.1299,673.79,10.77895629,18.98,682,4830.041667,13649,42.4,1,0,0,1
1,all_other,0.1078,79.96,10.54534144,14.84,677,4140.041667,9973,33.8,0,0,0,0
1,debt_consolidation,0.1204,498.51,10.75790288,17.95,677,2609,16502,63,0,0,0,0
1,debt_consolidation,0.1488,692.14,11.23848862,7.11,667,3899.041667,15773,95,0,0,0,1
1,small_business,0.0951,800.95,11.08214255,2.14,777,4559.041667,3326,14.3,6,0,0,0
1,debt_consolidation,0.0983,289.69,9.980448594,4.83,712,1620.041667,7263,39,0,0,0,0
1,all_other,0.0838,264.71,10.54796956,13.1,767,7560.041667,3451,19.4,0,0,0,0
1,debt_consolidation,0.1267,117.38,10.77895629,13.1,662,9659.041667,16770,50.7,0,0,0,0
1,all_other,0.1078,293.72,10.49127422,7.93,692,2429.041667,17042,75.1,0,0,0,0
1,major_purchase,0.1267,563.4,11.00209984,20.06,697,4560.041667,10686,49.4,0,0,0,0
1,credit_card,0.092,318.93,12.01370075,0.33,732,3600,45,0.4,0,0,0,0
1,all_other,0.0951,230.68,10.38887228,15.84,717,1800,3247,33.3,1,0,0,0
1,debt_consolidation,0.152,730.04,11.22524339,21.84,677,2640.041667,27839,72.7,0,1,0,0
1,all_other,0.0775,312.22,11.65702581,2.89,807,5160,0,0,1,0,0,0
1,major_purchase,0.0807,250.95,11.00209984,9.58,757,13109,17246,13.7,1,0,0,0
1,debt_consolidation,0.1425,514.49,10.77895629,19.05,667,6209,14036,64.4,0,0,0,0
1,small_business,0.1046,16.25,10.16585182,14.17,692,4919.041667,5643,60.7,0,0,0,0
1,debt_consolidation,0.1204,372.22,10.71441777,21.33,697,4710,17850,66.3,1,0,0,0
1,debt_consolidation,0.0951,320.38,10.91508846,7.59,722,2340.041667,8382,20.4,1,0,0,0
1,small_business,0.1836,504.13,11.33857208,23.04,662,6690.041667,24280,93.4,3,0,0,0
1,debt_consolidation,0.1172,413.51,10.49127422,11.9,677,2970,8375,91,3,0,0,0
1,all_other,0.1014,485,11.33857208,19.86,742,2763.041667,6437,28.6,4,0,0,0
1,credit_card,0.1172,307.66,11.03488966,20.09,697,6392.041667,16890,64,0,0,0,0
1,all_other,0.1078,130.54,10.37349118,0.38,682,1290.041667,887,38.6,0,0,0,0
1,debt_consolidation,0.1299,370.59,10.86856845,17.94,667,3269,17771,52.1,2,0,0,1
1,debt_consolidation,0.1299,539.03,10.66895539,14.82,677,8159.041667,13115,42.3,2,2,0,0
1,major_purchase,0.0775,312.22,10.08580911,0,787,3809.041667,5028,12.1,0,0,0,1
1,all_other,0.1078,70.17,9.308283446,19.15,692,2399.041667,1,0.2,2,0,1,1
1,debt_consolidation,0.1078,440.57,10.52406404,12.58,702,2130,10251,33,0,0,0,0
1,all_other,0.092,175.42,10.51867319,16.74,727,4590.041667,6566,48.6,1,0,0,0
1,all_other,0.1046,194.91,10.81977828,5.06,687,4464,9516,63.4,1,0,0,0
1,debt_consolidation,0.1172,165.41,11.00209984,0,672,2520,2126,6.4,1,0,0,0
1,debt_consolidation,0.133,406.07,10.71441777,4.67,662,2849,7209,38.1,1,0,0,1
1,debt_consolidation,0.1172,82.71,11.03488966,19.29,677,4319,7180,34.4,3,0,0,1
1,debt_consolidation,0.0838,189.08,10.60905725,12.5,727,2550,7386,42.4,0,0,0,0
1,all_other,0.0712,57.23,10.46310334,11.59,772,5970.041667,6035,19,0,0,0,0
1,small_business,0.133,338.39,11.69524702,6.31,662,6150,28653,89.3,0,0,0,1
1,debt_consolidation,0.1204,498.51,11.51292546,15.82,682,9150,49459,88.8,1,2,0,0
1,credit_card,0.1267,737.78,11.40756495,13.04,697,5100,22738,30.8,0,1,0,0
1,credit_card,0.092,306.18,11.03488966,13.12,742,5250.041667,24406,40.3,1,0,0,1
1,debt_consolidation,0.0951,592.7,10.34174248,16.49,747,4260.041667,25946,37.9,0,0,0,0
1,all_other,0.1014,611.1,10.69194491,9.79,732,5940.041667,0,0,0,0,0,0
1,debt_consolidation,0.0951,461.35,11.38586452,9.96,732,5250.041667,4765,16.5,0,0,1,0
1,debt_consolidation,0.1583,841.76,11.22524339,15.38,662,3420.041667,15222,77.3,0,2,0,0
1,small_business,0.1078,244.76,11.35040654,1.78,687,9480,8035,50.5,1,1,1,0
1,debt_consolidation,0.1014,452.67,11.22524339,16.54,722,4800,14214,39.4,0,0,0,1
1,debt_consolidation,0.1046,649.68,11.65702581,16.2,732,5129,23442,42.1,2,0,0,0
1,credit_card,0.0838,226.89,12.07254125,15.11,742,4919.041667,101443,13.7,6,0,0,0
1,debt_consolidation,0.1204,498.51,11.51292546,14.32,677,4439,25988,98.8,1,0,0,0
1,debt_consolidation,0.1615,880.78,11.6351431,24.84,682,7619,51039,93.8,0,1,0,1
1,debt_consolidation,0.1141,658.67,10.96578158,10.14,702,5999.041667,23370,70,1,0,0,0
1,all_other,0.1172,231.57,12.20607265,15.46,692,6629,119420,95.1,0,0,0,0
1,all_other,0.1014,258.67,10.81977828,8.78,702,3946,0,0,0,0,0,0
1,debt_consolidation,0.1109,157.36,10.73639668,11.37,677,2729.041667,15564,56.6,1,0,0,0
1,debt_consolidation,0.1236,300.48,11.35040654,21.8,677,5069,13686,48.7,1,0,0,0
1,home_improvement,0.1141,658.67,12.8346813,0.63,702,6330.041667,6921,0,2,0,0,0
1,debt_consolidation,0.1014,129.34,10.49127422,7.07,697,1560.041667,4220,53.4,2,0,0,0
1,all_other,0.1393,170.72,11.1844214,22.57,662,2940,29877,75.6,2,0,0,0
1,credit_card,0.133,101.52,10.47005058,24.79,697,5569,21573,73.7,1,0,0,1
1,small_business,0.1078,365.51,11.28978191,7.56,697,4980.041667,18316,81,1,1,0,1
1,small_business,0.0775,337.19,10.08580911,10.1,782,5400,1458,18,1,0,0,0
1,debt_consolidation,0.092,382.72,10.59663473,10.14,747,7800.041667,3179,11,1,0,1,0
1,debt_consolidation,0.0838,403.36,11.08214255,7.26,757,5580.041667,4365,51.4,0,0,0,0
1,credit_card,0.0775,305.97,11.00209984,9.2,797,6270,209,1.9,0,0,0,0
1,debt_consolidation,0.133,676.78,10.81977828,20.42,692,7710,12573,71.8,2,1,0,0
1,credit_card,0.1236,767.89,11.46163217,16.07,702,2580,806,10.3,2,0,0,1
1,debt_consolidation,0.1109,491.73,10.37349118,4.8,697,3480.041667,4134,39.4,1,0,0,1
1,debt_consolidation,0.1172,496.22,11.09741002,2.42,682,6329.041667,0,0,1,0,0,0
1,credit_card,0.1078,228.45,11.14908203,16.51,692,5009.041667,22157,98,0,0,0,0
1,debt_consolidation,0.1109,819.54,11.40756495,17.11,722,6539,54925,97.8,0,0,0,0
1,credit_card,0.1078,261.08,11.26446411,16.75,692,4290.041667,50908,37.1,0,2,0,0
1,credit_card,0.1078,81.59,11.58058411,16.37,682,9960.041667,16164,80,1,0,0,0
1,debt_consolidation,0.1078,278.22,11.60823564,18.58,702,7230,14046,80.3,0,0,0,1
1,debt_consolidation,0.0775,312.22,10.00784757,5.24,792,5010.041667,4767,8.7,0,0,0,0
1,all_other,0.1141,59.28,11.19821472,21.01,692,2580,23882,89.8,0,0,0,0
1,educational,0.0807,376.43,9.903487553,8.88,782,8160.041667,674,2.6,1,0,0,0
1,small_business,0.0983,804.69,11.1844214,8.98,757,4619.041667,56842,14.4,6,0,0,0
1,home_improvement,0.1046,812.09,12.13384061,1.88,727,10199,19948,77,2,0,0,0
1,home_improvement,0.1078,130.54,10.81977828,15.5,687,8369,10979,37.2,0,2,0,0
1,debt_consolidation,0.1141,329.34,10.59663473,15.93,692,3539.041667,14643,76.4,0,0,0,0
1,debt_consolidation,0.1172,99.25,10.91871823,12.85,682,2670.041667,15680,89.6,1,0,0,0
1,debt_consolidation,0.1362,381.58,10.30895266,19.52,667,4412,16670,71.7,0,0,0,0
1,debt_consolidation,0.1078,310.03,11.21989579,8.22,697,3707,2624,48.6,1,0,0,0
1,debt_consolidation,0.0838,78.78,10.34174248,10.61,722,7089.041667,2773,10.8,1,0,0,0
1,debt_consolidation,0.0951,608.72,11.14186178,11.29,767,9179,2279,20.7,3,0,0,0
1,debt_consolidation,0.0983,386.25,11.26446411,15.74,722,4379,28110,31.9,0,0,0,0
1,small_business,0.092,669.76,12.37581542,2.7,792,9029.041667,997,1.2,2,0,0,0
1,debt_consolidation,0.092,478.4,10.91508846,12.28,747,7380,2787,2.3,1,0,0,0
1,all_other,0.0838,567.22,11.06663836,5.25,772,3540.041667,1612,12.1,4,0,0,1
1,credit_card,0.1488,346.07,11.08214255,23.89,672,7260,10214,65.1,1,2,1,0
1,debt_consolidation,0.1425,685.99,10.77895629,2.1,672,3870.041667,19892,83.6,2,0,0,0
1,all_other,0.092,255.15,10.46310334,1.03,727,1230.041667,1834,12.8,1,0,0,0
1,home_improvement,0.1204,498.51,12.21602298,17.08,682,5820,108397,67.3,3,0,0,0
1,home_improvement,0.0775,124.89,11.08214255,9.25,757,5010.041667,3348,5.3,0,0,0,0
1,all_other,0.0743,217.52,10.40426284,10.04,772,3630,983,2.1,1,0,0,0
1,all_other,0.0983,241.41,11.06663836,0.58,712,5430,603,30.1,0,1,0,0
1,debt_consolidation,0.133,406.07,10.81683395,24.22,692,6509,13662,60.7,0,1,0,0
1,debt_consolidation,0.06,467.45,11.04292184,15.28,687,4652.041667,26044,34.5,3,0,0,0
1,credit_card,0.0983,386.25,10.1266311,16.75,732,4918.041667,16212,50.7,0,0,0,0
1,debt_consolidation,0.0983,257.5,10.49127422,21.33,762,6300.041667,8516,11.1,0,0,0,0
1,credit_card,0.0807,62.74,10.30895266,3.68,732,2580,3953,15.9,0,0,0,0
1,major_purchase,0.092,223.26,11.38509209,13.28,727,5836,12672,21,3,3,0,0
1,debt_consolidation,0.0951,320.38,10.85127695,9.6,717,1469,1346,23.2,2,0,0,0
1,debt_consolidation,0.092,318.93,10.71441777,4.88,732,4079,12425,94.2,0,0,0,0
1,debt_consolidation,0.1393,527.52,10.6454249,19.71,667,2490,12032,87.2,3,0,1,1
1,credit_card,0.0775,327.83,10.95779958,12.86,802,5490,14377,10.2,0,0,0,0
1,all_other,0.0951,640.76,11.28978191,0.22,767,8476,464,18.6,8,0,0,1
1,debt_consolidation,0.1172,196.84,10.47522952,15.38,697,1709.041667,10900,42.4,3,0,0,0
1,debt_consolidation,0.1046,42.23,10.75790288,18.15,707,2309.041667,7006,48,1,0,1,0
1,debt_consolidation,0.0983,136,10.77895629,11.93,717,6329.041667,19708,37.1,0,1,0,0
1,debt_consolidation,0.1267,182.77,11.21182037,11.25,707,8100,30949,54.3,0,0,0,0
1,debt_consolidation,0.1046,194.91,10.54534144,13.42,697,4080,6101,36.8,3,0,0,0
1,all_other,0.0832,94.46,10.1266311,1.54,727,2010.041667,1235,28.7,0,0,0,0
1,debt_consolidation,0.1261,450.67,10.46310334,19.71,692,3030.041667,18028,88.4,1,0,0,0
1,debt_consolidation,0.0945,387.32,10.89673933,11.02,742,3285,8828,54.8,5,0,0,0
1,debt_consolidation,0.0863,47.45,9.77246729,9.37,722,5099,6033,31.1,1,0,0,0
1,credit_card,0.0832,201.5,10.81977828,13.99,752,5040.041667,64885,39.6,0,0,0,0
1,debt_consolidation,0.1324,405.72,11.31447453,15.12,672,5760.041667,27905,81.8,1,2,0,0
1,debt_consolidation,0.1197,336.98,11.40863105,6.61,692,9570,14081,73.7,0,0,1,0
1,all_other,0.0945,333.7,11.00209984,6.02,787,10860,426,0.7,0,0,0,1
1,debt_consolidation,0.1387,655,11.28522153,7.16,672,12554.04167,12301,56.4,1,0,0,0
1,all_other,0.0863,101.21,9.798127037,14.38,722,1530,0,0,0,0,0,0
1,small_business,0.0976,533.77,9.903487553,4.68,737,3408.041667,2248,11.6,0,0,0,0
1,all_other,0.1071,16.31,8.9751293,3.04,682,6929,44,3.7,2,1,0,0
1,small_business,0.1008,807.62,10.51867319,8.53,767,3346,2296,7.6,3,0,0,0
1,debt_consolidation,0.1292,347.5,11.15625052,9.05,702,4530.041667,16264,90.6,3,0,0,1
1,all_other,0.1039,194.71,10.66895539,17.47,702,3540.041667,12758,40.4,0,0,0,0
1,all_other,0.08,188.02,10.77895629,14.08,792,4890.041667,2573,16.3,1,0,0,0
1,debt_consolidation,0.0976,237.95,11.14186178,12.57,762,3420.041667,15176,31.6,0,0,0,0
1,debt_consolidation,0.1008,148.61,10.6454249,5.91,727,4680,7239,16.3,2,0,0,0
1,credit_card,0.0863,189.77,10.57131693,11.2,722,2670.041667,11217,52.9,3,0,0,0
1,debt_consolidation,0.1008,84,10.23995979,14.57,702,2490,12979,31,0,0,0,0
1,all_other,0.0976,192.93,12.20607265,4.84,707,5760.041667,21894,0,2,0,0,0
1,all_other,0.1197,431.6,11.32659589,3.92,682,3479.041667,4933,15.1,2,0,0,0
1,debt_consolidation,0.1071,339.06,10.35456317,4.74,722,1290.041667,6206,35.3,0,0,0,0
1,debt_consolidation,0.0976,225.09,10.22557105,17.78,717,1830,16326,48.6,2,0,0,0
1,debt_consolidation,0.1039,243.38,10.71441777,5.57,707,4140.041667,33,0.3,0,0,0,0
1,debt_consolidation,0.0737,24.84,10.46310334,7.65,777,4620.041667,19901,29.8,0,0,0,0
1,credit_card,0.08,90.88,9.852194258,6.32,737,2981,4385,24,0,0,0,0
1,debt_consolidation,0.1355,589.2,10.69194491,18.52,677,4800,18966,70.5,2,0,0,0
1,home_improvement,0.0945,96.03,11.22524339,1.49,712,6220,8788,39.2,0,0,1,0
1,all_other,0.1071,48.91,10.6454249,18.14,697,3091.041667,1276,63.8,1,0,0,0
1,debt_consolidation,0.1229,200.12,10.49127422,14.77,672,4830,22635,45.5,0,0,0,0
1,credit_card,0.0768,199.61,11.52682837,0.83,777,8370,1715,8.2,1,0,0,0
1,credit_card,0.08,310.24,11.52682837,3.19,777,8370,1715,8.2,1,0,0,0
1,all_other,0.0976,80.39,9.998797732,22.25,737,2404.041667,2574,10.5,1,0,0,0
1,credit_card,0.0832,160.57,10.98529272,7.08,767,13319.04167,25336,35.9,0,0,0,0
1,debt_consolidation,0.1355,343,10.2797298,15.82,667,3539.041667,18485,65.3,1,0,1,1
1,debt_consolidation,0.0945,272.09,10.81985828,17.33,737,2430.041667,9048,26.6,1,0,0,0
1,credit_card,0.1324,307.67,10.8036489,7.37,672,7020,14421,83.8,0,2,0,0
1,debt_consolidation,0.0976,200.17,9.92329018,18.35,742,2879,9121,55.4,1,0,0,0
1,all_other,0.1071,260.82,12.27839331,17.66,707,6630,120563,92.4,0,0,0,0
1,all_other,0.08,94.01,10.04324949,12.05,742,1259.041667,710,7.8,4,0,0,0
1,educational,0.0976,46.63,11.08214255,7.74,707,3509.041667,20762,48.5,2,0,0,0
1,debt_consolidation,0.0863,189.77,10.65320408,10.8,732,3451.041667,1839,15.6,3,0,0,0
1,debt_consolidation,0.0976,627.02,11.40756495,1.95,767,3180.041667,8629,17.6,0,0,0,0
1,debt_consolidation,0.1166,330.53,10.81174611,8.4,687,3300,11735,93.9,2,0,0,0
1,all_other,0.1039,584.12,11.28978191,0.86,717,2092.041667,5506,52.4,1,0,0,0
1,debt_consolidation,0.1197,199.2,10.98189713,6,672,4410,3831,34.2,0,1,0,1
1,all_other,0.0768,187.14,11.22524339,2.54,802,6451.041667,6094,2.8,0,0,0,0
1,credit_card,0.1008,193.83,10.59663473,16.17,712,2699.041667,15597,60,1,0,0,0
1,small_business,0.1008,807.62,11.87756858,3.84,762,4725,52214,8.7,8,0,0,0
1,small_business,0.0976,644.71,10.16585182,9.14,762,6752.041667,507,3.5,0,0,0,1
1,debt_consolidation,0.1071,195.61,10.38554326,11.12,687,4079,0,0,1,0,0,0
1,debt_consolidation,0.1103,163.77,10.53209621,5.73,682,3299,4760,60.3,0,0,0,0
1,all_other,0.1418,856.63,11.09741002,22.45,707,2092.041667,25160,32.8,2,0,0,1
1,debt_consolidation,0.1103,327.53,10.30895266,13.4,707,3359,10837,83.4,1,0,0,1
1,small_business,0.08,313.37,11.65268741,12,777,5941,90335,53.5,3,0,0,0
1,small_business,0.0976,128.62,11.05089001,2.7,712,6810.041667,4010,8.1,0,0,0,0
1,debt_consolidation,0.1261,167.54,10.1266311,4.56,667,4799,3389,47.1,2,0,1,0
1,debt_consolidation,0.1134,501.73,11.22524339,15.14,707,6030.041667,39702,84.5,0,0,0,0
1,home_improvement,0.0945,544.17,11.00209984,0.6,762,3390.041667,653,3.2,2,0,0,0
1,debt_consolidation,0.08,188.02,11.00209984,9.82,762,6419.041667,5274,45.9,1,0,0,0
1,debt_consolidation,0.1166,90.07,10.858999,14.45,677,2609,11788,24.7,3,0,0,0
1,debt_consolidation,0.0737,93.14,9.774118912,12.7,772,6149,122,3.7,0,0,0,0
1,debt_consolidation,0.1545,348.87,10.91501573,13.16,662,7979,22122,78.7,2,0,0,0
1,small_business,0.0768,155.95,10.23995979,0.43,792,2267,103,1.5,0,0,0,0
1,educational,0.0976,347.27,11.32176496,11.89,722,8669.041667,8866,24.3,1,0,1,0
1,small_business,0.1134,493.5,11.51292546,2.32,697,5970.041667,4929,33.5,1,1,0,0
1,all_other,0.0976,80.39,10.49127422,0.5,702,1680.041667,11794,59.3,0,0,0,0
1,small_business,0.1292,507.36,10.6454249,23.29,717,5220.041667,462,11.3,2,0,1,0
1,debt_consolidation,0.1324,608.58,11.00209984,22.4,687,3151.041667,5855,54.7,0,0,1,1
1,debt_consolidation,0.1008,646.1,11.00209984,10.06,742,3960,6688,39.1,0,0,0,0
1,credit_card,0.1229,25.02,9.852194258,24,707,2700.041667,12220,84.9,0,0,0,0
1,debt_consolidation,0.1071,195.61,10.42228135,20.11,717,2309.041667,8736,45.7,1,0,0,0
1,all_other,0.1324,507.15,11.14764215,3.29,672,3659,170,34,0,0,0,0
1,debt_consolidation,0.1418,548.25,10.85220675,11.13,662,2519,15923,90.5,0,0,0,0
1,all_other,0.0863,142.33,9.210340372,0,727,1110,0,0,0,1,0,0
1,home_improvement,0.1166,495.79,10.49127422,5.17,692,4440,1340,53.6,2,1,0,1
1,all_other,0.1103,327.53,10.11070495,9.17,692,4110,8575,70.3,0,1,0,0
1,all_other,0.1103,98.26,10.62132735,16.92,682,1560,21498,42.4,1,0,0,0
1,credit_card,0.1482,587.82,11.55214618,20.12,667,8250.041667,32406,91.8,1,4,0,0
1,debt_consolidation,0.1197,131.97,9.782505656,15.51,672,4290.041667,7902,17,2,0,0,0
1,home_improvement,0.1166,330.53,11.43388226,10.74,677,5519,46789,66.7,3,0,0,1
1,debt_consolidation,0.1261,254.65,11.24575165,4.62,667,5129,7897,47.9,1,0,0,0
1,credit_card,0.1134,236.88,10.51867319,24.31,742,4710,6422,14.5,2,0,0,0
1,small_business,0.08,313.37,10.1266311,12.14,802,7890.041667,1467,9.2,0,0,0,0
1,credit_card,0.1166,826.31,11.51292546,18.88,722,1949.041667,16694,33.1,0,0,0,0
1,debt_consolidation,0.08,156.69,10.37098805,10.71,762,2309.041667,1698,7.9,0,0,0,0
1,all_other,0.1197,318.72,10.51856508,20.63,702,3270,8801,72.7,0,0,0,0
1,debt_consolidation,0.1039,171.18,10.71441777,20.69,732,2610,5500,28.2,0,0,0,0
1,debt_consolidation,0.0863,373.21,11.00209984,7.8,757,3390,3282,32.6,3,0,0,0
1,small_business,0.1261,820.91,11.69524702,5.76,697,2141.041667,23908,62.8,3,0,0,1
1,credit_card,0.1071,815.04,10.858999,11.86,727,1694.041667,6088,8.3,0,0,0,1
1,all_other,0.1071,358.62,11.00209984,0.4,707,1620.041667,2217,28.4,2,0,0,0
1,debt_consolidation,0.1292,213.72,11.294956,20.15,677,8520.041667,22247,93.1,1,0,0,0
1,debt_consolidation,0.1197,99.6,11.26446411,14.8,672,4140.041667,14555,77,0,0,0,0
1,debt_consolidation,0.0945,409.73,11.51292546,10.51,742,3900.041667,15491,25.4,3,0,0,0
1,debt_consolidation,0.1387,341.15,10.96819829,24.72,702,6839.041667,24299,58.6,0,0,0,1
1,debt_consolidation,0.1703,535.02,11.58058411,15.81,662,6660,44543,86.8,0,0,0,1
1,credit_card,0.0976,160.78,10.4487146,1.46,712,2970,3735,21.5,0,0,0,0
1,home_improvement,0.1008,129.22,10.3859137,16.26,717,1560,2352,27.3,1,0,0,0
1,debt_consolidation,0.1261,335.07,10.858999,12.02,672,2699.041667,7607,46.7,0,0,0,0
1,debt_consolidation,0.1103,294.78,10.71441777,8.29,687,2760.041667,12303,59.7,0,0,0,0
1,credit_card,0.1039,233.65,10.77895629,12.63,702,1140,5824,44.7,0,0,0,0
1,debt_consolidation,0.1292,504.84,10.71441777,6.08,677,3240,5071,78,1,1,0,1
1,debt_consolidation,0.1039,486.76,10.88382293,11.37,717,2250,24,0.3,0,0,0,0
1,debt_consolidation,0.1197,398.4,10.71441777,22.67,702,3183.041667,16616,66.7,0,0,0,0
1,debt_consolidation,0.1103,671.44,10.55581274,15.72,722,3580.041667,31566,32.3,1,0,0,1
1,small_business,0.1261,670.13,10.54534144,4.04,687,3570.041667,4110,91.3,0,0,0,0
1,debt_consolidation,0.1071,521.63,10.59653473,19.23,722,3120.041667,16738,77.9,1,0,0,0
1,all_other,0.0976,803.87,12.20607265,4.95,777,2159,54392,0,0,0,0,0
1,home_improvement,0.1103,98.26,11.23697432,11.8,717,6589,46427,98.4,0,0,0,0
1,credit_card,0.1387,135.61,10.08580911,21.9,662,4200.041667,10944,82.3,1,0,0,0
1,debt_consolidation,0.1324,676.2,11.28978191,20.73,697,4080,16805,64.1,0,0,0,0
1,debt_consolidation,0.0976,321.55,10.54534144,3.22,722,2670.041667,9255,63,0,0,0,0
1,debt_consolidation,0.1071,652.04,10.86969163,13.11,727,4085,16194,39.8,1,0,0,0
1,debt_consolidation,0.0976,771.72,11.91839057,0.22,782,4319.041667,4643,5.8,3,0,0,0
1,debt_consolidation,0.0863,316.28,10.30895266,13.16,752,4109,3808,31,2,0,0,0
1,debt_consolidation,0.145,516.32,11.08214255,15.6,662,3570.041667,9080,63.9,1,0,0,0
1,debt_consolidation,0.1039,292.06,10.49460201,14.45,707,1621.041667,4551,25.3,0,0,0,0
1,debt_consolidation,0.1166,330.53,10.4341158,23.96,742,3840.041667,11927,45.5,2,0,0,0
1,small_business,0.1355,339.6,11.17885035,3.35,662,5460,5261,73.1,2,1,0,1
1,debt_consolidation,0.0768,93.57,10.5865844,0.91,767,5520,1139,27.1,1,0,0,0
1,debt_consolidation,0.0976,192.93,10.13459927,5.43,707,2820.041667,5280,40.6,1,0,0,0
1,credit_card,0.0945,320.1,11.08214255,11.69,727,2641,13607,63.3,3,0,0,0
1,debt_consolidation,0.1134,394.8,10.54534144,8.72,687,4261.041667,11134,70.9,0,0,0,0
1,home_improvement,0.1134,329,11.22524339,14.8,712,2970,23623,45.7,3,0,0,0
1,debt_consolidation,0.1103,311.16,11.22524339,11.3,692,4380,9711,71.4,0,1,0,0
1,debt_consolidation,0.08,94.01,10.49127422,2.6,742,4380,2456,23.4,0,1,0,0
1,debt_consolidation,0.1387,341.15,10.4744671,13.19,662,4050,11969,88,2,0,0,1
1,small_business,0.0945,192.06,11.00209984,13.16,732,4470,32421,55,0,0,0,0
1,major_purchase,0.0832,182.61,10.46367461,0.72,742,2767.041667,1348,5.2,3,0,0,0
1,debt_consolidation,0.1671,710.18,11.08214255,20.09,662,4110,26255,74.3,1,0,0,0
1,debt_consolidation,0.1071,508.59,10.77895629,14.58,717,5219,20838,62.6,1,0,0,1
1,credit_card,0.0945,456.94,11.81303006,11.18,737,3660,11188,56,1,0,0,0
1,all_other,0.08,313.37,11.66992921,0,787,8370,0,0,0,0,0,0
1,home_improvement,0.0863,28.47,10.95080655,0.32,717,1680.041667,167,3.3,2,0,0,0
1,debt_consolidation,0.1166,330.53,10.30895266,15.44,687,2159,10997,75.3,0,0,0,0
1,major_purchase,0.1008,32.31,10.54534144,20.53,732,3360,2308,46.2,0,0,0,0
1,debt_consolidation,0.1197,481.4,11.08214255,8.6,687,3270,15506,95.7,1,0,0,1
1,debt_consolidation,0.1134,263.2,10.08580911,9.8,682,3210.041667,7720,63.7,2,0,0,0
1,debt_consolidation,0.1071,163.01,10.828401,6.95,687,4229.041667,11973,70.8,0,0,1,0
1,all_other,0.0976,675.25,10.71441777,1.79,767,2044.041667,142,0.6,0,0,0,0
1,home_improvement,0.0976,482.32,10.16585182,5.77,777,4560.041667,3050,2.9,1,0,0,1
1,debt_consolidation,0.1134,493.5,10.96335901,8.61,697,5129,14453,45.5,1,0,0,0
1,all_other,0.0976,180.07,10.59663473,7.47,707,2939,7842,43.8,2,0,0,0
1,debt_consolidation,0.1039,162.26,11.15051985,15.72,707,2970,5762,43.3,1,0,0,1
1,home_improvement,0.0863,316.28,11.60093634,6.4,742,4080,2339,44.1,0,0,0,0
1,debt_consolidation,0.1387,375.26,10.81985828,20.93,672,2340.041667,17436,93.2,0,0,0,0
1,debt_consolidation,0.0976,482.32,10.91508846,15.1,762,7920.041667,11648,14.8,1,0,0,1
1,debt_consolidation,0.145,663.47,10.42228135,9.86,667,2940,8731,56.7,1,0,0,1
1,debt_consolidation,0.1513,173.65,10.93339264,21.32,667,3600.041667,22210,98.3,0,0,0,0
1,debt_consolidation,0.0863,221.4,10.6454249,2.74,727,2310.041667,6496,40.1,0,0,0,0
1,debt_consolidation,0.1103,360.29,9.92329018,6.82,697,1530,3041,84.5,2,0,0,1
1,all_other,0.1166,330.53,10.30895266,8.56,682,1200,2000,46.5,3,0,0,0
1,major_purchase,0.0976,321.55,10.08580911,2.7,717,5168,3717,16.1,3,1,0,1
1,debt_consolidation,0.1576,420.47,11.51292546,18.55,667,4560.041667,34841,89.6,0,0,0,0
1,all_other,0.0945,224.07,11.44035477,10.86,717,4080,5257,32.9,1,0,0,1
1,debt_consolidation,0.1418,548.25,11.84934056,3.4,662,2610,15193,33.4,0,0,0,0
1,all_other,0.1134,329,10.261162,5.37,687,2730.041667,3245,54.1,2,0,1,0
1,debt_consolidation,0.1229,490.29,10.52406404,21.94,702,1950.041667,14694,43.1,2,0,0,1
1,all_other,0.08,225.63,11.32659589,5.54,762,4259.041667,438,0.8,3,0,0,0
1,all_other,0.0976,257.24,10.59663473,18.72,742,6569,38605,67.7,0,0,0,0
1,debt_consolidation,0.1071,95.36,10.20359214,6.62,682,1199,6611,49.1,1,0,0,0
1,debt_consolidation,0.1418,274.13,10.53049493,20.71,662,4140.041667,5723,52,1,0,0,0
1,home_improvement,0.08,156.69,11.28978191,3.75,762,12668.04167,8366,7.1,0,0,0,0
1,debt_consolidation,0.1197,351.92,10.57254694,14.9,682,2579,7583,80.7,0,0,0,1
1,debt_consolidation,0.1039,194.71,9.729134165,7.5,692,1920,4524,94.2,1,0,0,0
1,home_improvement,0.1008,258.44,11.03488966,0.81,712,3660,3596,25.1,1,0,1,0
1,major_purchase,0.1608,879.92,10.71441777,6.4,667,5160,12704,54.1,0,3,0,1
1,credit_card,0.0945,150.45,11.08214255,11.13,717,5208,16724,41.7,0,0,0,0
1,home_improvement,0.0945,640.2,11.69524702,4.19,787,5159,311,0,2,0,0,0
1,debt_consolidation,0.1292,168.28,11.1844214,19.67,687,4710,19771,92.4,1,0,0,0
1,debt_consolidation,0.1008,581.49,11.12431747,11.01,732,3389,10826,41.5,0,0,0,0
1,home_improvement,0.0945,640.2,10.70324447,0.81,797,3450.041667,281,1.7,1,0,0,0
1,all_other,0.1513,694.59,11.2515607,10.25,662,3332,4289,66,1,0,0,0
1,debt_consolidation,0.1292,807.74,11.29849385,15.08,697,4440,21364,86.5,0,0,0,1
1,all_other,0.0976,514.48,13.25759333,1.61,742,6390.041667,22627,27.3,1,0,0,0
1,debt_consolidation,0.1418,411.19,11.20721519,18.16,662,3209.041667,11258,71.7,1,0,0,0
1,debt_consolidation,0.1039,389.41,10.34817337,17,717,3209.041667,0,0,2,0,0,0
1,debt_consolidation,0.1387,264.39,10.30895266,24.68,682,1500,26996,66.8,0,0,0,0
1,all_other,0.0976,482.32,11.08214255,11.35,737,3990,3834,33.3,2,0,0,1
1,debt_consolidation,0.1355,645.24,11.87756858,1.67,677,5370.041667,9416,95.1,2,0,0,0
1,debt_consolidation,0.1229,293.51,10.81977828,20.04,692,3360,25807,59.8,1,0,0,0
1,all_other,0.0863,316.28,11.00209984,8.94,732,4440,16167,44.3,3,0,0,0
1,debt_consolidation,0.1134,361.9,10.858999,9.39,687,2703.041667,12678,43.6,0,0,1,0
1,debt_consolidation,0.1229,281.84,14.52835448,0.13,672,1293.041667,8747,51.8,1,0,0,0
1,debt_consolidation,0.1071,684.64,11.08214255,2.9,722,1380.041667,5694,17.7,1,0,0,1
1,debt_consolidation,0.1324,338.1,11.09741002,18.2,672,4620.041667,12008,54.2,3,1,0,0
1,debt_consolidation,0.1197,278.88,10.84778248,20.96,697,4619.041667,14129,84.1,0,0,0,0
1,home_improvement,0.1039,486.76,11.58988651,8.92,712,3059.041667,15553,20,1,0,0,0
1,home_improvement,0.1197,298.8,11.28978191,19.37,682,9059.041667,26966,70.2,1,0,1,0
1,all_other,0.1166,330.53,11.06663836,13.33,712,4383,2388,48.7,2,0,0,0
1,debt_consolidation,0.1261,234.55,10.46310334,9.63,667,1290.041667,11698,78.5,1,0,0,0
1,credit_card,0.0976,241.16,11.40756495,12.32,722,1950.041667,5570,25.4,3,0,0,0
1,major_purchase,0.0945,224.07,9.915613732,5.99,712,4470,4641,33.1,0,0,0,0
1,debt_consolidation,0.1166,396.63,10.77895629,10.05,682,2670,15774,44.8,2,0,0,0
1,debt_consolidation,0.1324,507.15,10.75312553,10.03,672,4110,9288,71.4,0,0,0,0
1,debt_consolidation,0.1355,288.66,10.2646524,17.56,662,1889,17488,90.6,1,0,0,0
1,debt_consolidation,0.0832,409.3,10.26813067,0.83,807,5189,209,2.3,1,0,0,0
1,debt_consolidation,0.1292,222.97,10.23995979,19.93,667,5729.041667,15049,71.3,0,0,0,0
1,all_other,0.1197,365.2,10.49127422,15.83,682,4410,23253,72,1,0,0,0
1,debt_consolidation,0.1261,603.12,11.14186178,14.02,682,3570.041667,10769,63,1,1,0,0
1,credit_card,0.1387,852.87,11.05089001,17.28,692,8700.041667,21357,42,1,0,0,0
1,debt_consolidation,0.0945,320.1,11.45105006,7.44,727,3360,29884,43.6,0,0,0,0
1,home_improvement,0.1008,807.62,11.46163217,10.42,757,11970.04167,16386,11.3,0,0,0,0
1,debt_consolidation,0.1071,326.02,11.24177269,10.37,702,11280,26888,26.2,0,0,0,0
1,debt_consolidation,0.1292,336.56,10.52406404,6.74,672,2609,7067,65.8,0,0,0,0
1,credit_card,0.1166,396.63,11.73606902,12.94,682,3720,36467,62.9,0,0,0,0
1,debt_consolidation,0.1261,301.56,10.42228135,14.68,687,4650.041667,14371,60.9,0,1,0,1
1,debt_consolidation,0.1103,491.3,11.91582729,9.52,702,3780.041667,25870,56.1,0,1,0,1
1,debt_consolidation,0.1134,416.19,10.59663473,21.96,717,4291.041667,1727,8.9,1,0,0,0
1,credit_card,0.164,636.39,11.91839057,24.03,672,4290.041667,28846,57.9,1,0,0,1
1,home_improvement,0.1229,406.91,10.55581274,9.31,687,5670.041667,2329,39.4,0,0,0,0
1,all_other,0.0737,62.1,10.46310334,0.86,797,11430,324,0.2,0,0,0,0
1,debt_consolidation,0.1261,201.04,10.81977828,3.89,667,5970.041667,20845,47.7,0,0,0,0
1,debt_consolidation,0.1103,491.3,11.11542853,15.5,707,2370.041667,12569,46.2,0,0,0,1
1,debt_consolidation,0.1103,327.53,10.75790288,13.48,702,3000,9697,58,0,0,0,0
1,all_other,0.1103,327.53,10.42228135,2.61,697,2370.041667,2952,30.1,2,0,0,0
1,debt_consolidation,0.1071,179.31,10.62132735,12.12,692,7140.041667,13427,82.9,0,0,0,0
1,all_other,0.1229,667.06,11.08214255,13.5,692,2370.041667,6045,34.9,1,0,1,1
1,debt_consolidation,0.1103,720.57,11.40756495,17.39,717,4470,18913,34.1,1,0,0,0
1,debt_consolidation,0.1324,405.72,10.87804719,17.82,667,7349,18593,35,0,5,1,0
1,all_other,0.08,313.37,10.858999,2.1,792,5219,0,0,1,0,0,0
1,credit_card,0.0945,409.73,11.08214255,8.86,742,5129,13207,77.7,0,0,0,0
1,all_other,0.1103,157.22,10.66886237,2.34,687,1950,3273,44.8,1,0,0,0
1,debt_consolidation,0.1229,633.71,11.56171563,10.01,687,5250.041667,19368,38.6,1,3,0,0
1,all_other,0.1071,782.44,11.15625052,0.57,727,5040.041667,782,3,1,0,0,1
1,educational,0.1103,589.56,10.66347529,6.15,707,2820.041667,6362,69.2,0,0,0,0
1,all_other,0.0976,353.71,11.33384664,5.88,717,4500,15342,50,0,1,0,0
1,debt_consolidation,0.1103,206.35,10.96819829,9.21,687,7049,871,8.1,0,0,0,0
1,credit_card,0.0832,251.88,11.82041016,8.63,752,6149.041667,13238,23,1,0,0,0
1,debt_consolidation,0.1261,301.56,10.81977828,7.15,667,2579,1918,56.4,0,0,0,0
1,credit_card,0.1039,464.05,10.30895266,21.28,752,2729.041667,5649,30.2,2,0,0,0
1,debt_consolidation,0.0945,230.47,10.71441777,0.8,717,2730.041667,3332,30.6,0,0,0,1
1,all_other,0.1734,895.56,11.47210347,18.8,662,11520.04167,14706,77,0,2,0,0
1,debt_consolidation,0.1261,670.13,11.33857208,14.51,692,1890,27129,39,2,0,0,0
1,debt_consolidation,0.1292,269.25,11.15625052,4.08,667,5820,1152,13.1,3,3,0,0
1,debt_consolidation,0.1292,377.79,10.35316092,23.31,712,3780,8837,52.6,1,0,0,1
1,all_other,0.0976,30.55,10.04324949,22.38,742,4470,2246,9.9,1,0,0,0
1,debt_consolidation,0.1039,389.41,10.30895266,0,712,4440,9258,71.2,1,0,0,0
1,debt_consolidation,0.1324,405.72,10.20359214,11.96,667,4890.041667,8671,61.5,0,0,0,0
1,debt_consolidation,0.1387,477.61,11.04292184,20.45,677,2675,20065,66,2,0,0,0
1,educational,0.1134,329,10.14124382,8.79,692,3839.041667,1573,39.3,0,0,0,1
1,debt_consolidation,0.0832,377.82,11.40756495,1.63,792,5729.041667,4359,15.3,0,0,0,0
1,all_other,0.1324,338.1,10.96819829,10.9,662,2009.041667,10055,54.9,3,0,1,0
1,major_purchase,0.1355,407.52,11.15625052,17.07,667,7565.041667,2549,57.9,0,0,0,0
1,debt_consolidation,0.1071,273.86,10.83958091,16.47,702,4530.041667,16021,66.8,1,0,0,0
1,all_other,0.1008,807.62,10.89635036,0,762,6420.041667,0,0,1,0,0,0
1,debt_consolidation,0.1197,398.4,11.35040654,14.08,682,7230.041667,22205,88.8,2,0,1,0
1,debt_consolidation,0.0945,320.1,11.73606902,5.28,727,9120,9438,33.5,3,0,0,0
1,debt_consolidation,0.0863,316.28,11.40756495,5.91,732,5760.041667,18343,26.2,0,1,0,0
1,all_other,0.1008,387.66,11.77528973,21.2,772,6750.041667,74885,0,0,0,0,0
1,all_other,0.1039,162.26,9.903487553,14.82,702,2851.041667,4873,26.9,1,0,0,0
1,credit_card,0.1134,493.5,11.33857208,10.49,697,3089.041667,11332,39.7,0,0,0,0
1,debt_consolidation,0.1229,640.38,10.87804719,18.93,702,3689,20033,82.8,1,0,0,1
1,debt_consolidation,0.1261,180.94,10.60905725,12.12,667,2729.041667,4565,68.1,0,1,0,0
1,major_purchase,0.1134,296.1,11.51292546,1.2,682,5130,4000,80,3,0,0,0
1,all_other,0.1166,115.69,10.90159787,12.38,672,7530.041667,0,0,0,2,0,0
1,all_other,0.1134,230.3,10.71441777,9.92,687,2520.041667,1767,34.6,1,0,1,0
1,all_other,0.1324,405.72,10.69557468,14.4,672,3720,768,64,2,0,0,0
1,credit_card,0.0976,305.47,11.06763786,4.8,717,5070.041667,12226,45.6,0,1,1,0
1,all_other,0.0737,93.14,10.58415721,1.55,802,3660,2724,7.9,0,0,0,0
1,all_other,0.08,109.68,10.79059661,0.62,742,7170.041667,308,17.1,4,0,0,0
1,debt_consolidation,0.08,37.61,9.60238246,2.43,747,2250,1946,6.5,3,0,0,0
1,all_other,0.1008,129.22,10.91871823,19.43,717,4770,4446,61.7,3,0,0,0
1,debt_consolidation,0.1008,290.75,10.57131693,5.17,707,2190,8486,66.8,1,0,0,0
1,all_other,0.1355,203.76,11.1844214,23.37,682,6599,19826,39,2,0,0,0
1,credit_card,0.0945,160.05,10.59663473,5.97,722,2819.041667,3212,35.7,1,1,0,0
1,credit_card,0.1355,407.52,10.91508846,14.99,667,4499,10918,59,2,0,0,0
1,educational,0.0945,320.1,11.15625052,9.38,722,1859,8850,32.3,0,0,0,0
1,all_other,0.1039,129.81,10.30895266,6.04,697,6330,10366,64.4,0,0,1,0
1,debt_consolidation,0.1229,366.89,10.50232405,11.6,677,1500,10765,60.5,2,0,0,0
1,all_other,0.1134,658,10.91508846,5.19,712,8400,5482,17.4,0,2,0,1
1,debt_consolidation,0.0945,480.15,11.04132055,6.46,752,4500,5196,34.6,2,0,0,0
1,all_other,0.0976,803.87,11.15625052,4.92,792,4140,3114,11.3,0,0,0,0
1,all_other,0.1039,272.59,10.46321762,19.61,717,4439.958333,213,7.1,1,0,1,0
1,debt_consolidation,0.1197,249,9.862665558,10.94,677,1920,6450,70.9,3,0,0,0
1,credit_card,0.1229,400.24,11.40756495,8.81,677,2340.041667,15486,33.1,1,0,0,0
1,all_other,0.0863,253.03,10.89821971,10.78,732,3390,5623,67.7,1,0,0,0
1,credit_card,0.1039,129.81,10.87804719,13.09,702,4441,1308,6.9,1,0,0,0
1,debt_consolidation,0.0945,448.14,10.6454249,5.31,737,3030,11556,24.3,0,0,0,0
1,major_purchase,0.1134,118.44,10.91508846,13.51,682,3510,623,31.1,0,0,0,0
1,all_other,0.1039,811.27,11.51292546,7.25,737,3780,0,0,2,1,0,0
1,all_other,0.1355,407.52,11.77528973,8.32,662,3060.041667,22044,81.6,0,0,0,0
1,credit_card,0.08,250.7,10.38183131,8.55,782,5550,8793,18.8,0,0,0,0
1,debt_consolidation,0.1324,444.6,10.53720315,20.66,677,4620.041667,2796,38.8,2,0,0,0
1,all_other,0.1071,489.03,11.28978191,6.9,707,7410,8298,38.6,3,0,1,0
1,debt_consolidation,0.1355,373.56,10.77895629,22.75,677,2730.041667,10211,96.3,0,0,0,0
1,credit_card,0.1071,195.61,10.81977828,9.22,687,2790,22188,70,0,0,0,0
1,debt_consolidation,0.1166,314,10.59663473,18.78,697,2309.958333,21160,78.7,0,0,0,1
1,credit_card,0.0768,109.17,10.30895266,2.52,762,3840,2096,46.6,0,0,0,0
1,debt_consolidation,0.145,516.32,11.22235924,24.61,682,2430,55632,80.7,3,0,0,0
1,educational,0.0976,241.16,9.903487553,10.56,717,4121.958333,3415,14.3,0,0,0,0
1,all_other,0.0863,221.4,10.75363848,12.23,727,2940.958333,1287,7.8,0,0,0,0
1,credit_card,0.1103,294.78,11.12726298,12.72,687,9119.958333,36164,39.4,1,0,0,1
1,debt_consolidation,0.1513,680.69,11.22524339,19.36,662,2669.958333,20658,55.4,0,0,0,0
1,credit_card,0.1071,228.22,10.30895266,21.48,722,10110,24397,53.4,1,0,0,0
1,debt_consolidation,0.08,87.75,9.60238246,5.48,747,2249.958333,1946,6.5,3,0,0,0
1,all_other,0.1039,324.51,11.08795638,14.82,767,6420,0,0,1,0,0,0
1,debt_consolidation,0.1051,97.53,10.59663473,16.08,727,3464.041667,14582,26.7,2,0,0,1
1,debt_consolidation,0.1071,208.65,10.91508846,6.11,697,3689.958333,14971,46.8,0,0,0,0
1,debt_consolidation,0.1482,691.55,11.40756495,23.45,692,3870,43868,47.8,1,0,1,0
1,debt_consolidation,0.1008,323.05,10.77895629,2.65,742,4260,6512,16.4,0,0,0,0
1,credit_card,0.0832,236.14,11.15625052,2.81,757,4199.958333,7905,30.2,0,0,0,0
1,credit_card,0.0976,213.83,11.18886982,15.63,717,4379.958333,6161,26.6,0,0,0,0
1,debt_consolidation,0.1103,537.15,10.818177,4.42,712,1859.958333,3964,24,0,0,0,1
1,home_improvement,0.1039,194.71,10.20359214,21.78,737,4989,1815,60.5,3,0,0,0
1,all_other,0.08,235.03,10.59663473,5.22,772,5280,0,0,3,0,0,0
1,debt_consolidation,0.0976,707.41,11.28978191,9.81,757,5549.958333,1998,22.4,1,0,0,0
1,home_improvement,0.0945,128.04,11.48452599,13.16,732,2500,41248,5.3,3,0,0,0
1,debt_consolidation,0.1261,670.13,11.09741002,13.4,687,3419.958333,24008,77.9,0,0,0,0
1,credit_card,0.1197,697.2,11.92503512,7.99,697,8101.958333,17788,52.7,3,0,0,0
1,all_other,0.0945,480.15,11.91839057,6.47,757,3990,4232,8.9,2,0,0,0
1,all_other,0.1134,98.7,10.53049493,7.72,677,1680,0,53,1,0,0,1
1,debt_consolidation,0.157,525.17,11.35035948,20.44,672,5490,28511,56.7,1,0,0,0
1,all_other,0.0768,187.14,10.67359577,0.83,792,4139.958333,138,0.2,0,0,0,0
1,credit_card,0.1166,314,11.69524702,18.23,697,4950,114629,64.5,2,0,0,0
1,debt_consolidation,0.1039,324.51,11.23261615,12.88,707,2939.958333,10689,18.4,3,0,0,0
1,debt_consolidation,0.0976,257.24,10.08580911,17,732,3779.958333,6188,53.8,0,0,0,0
1,debt_consolidation,0.0832,314.85,10.59533389,14.54,772,5790,4743,28.1,0,0,0,1
1,debt_consolidation,0.1103,235.83,11.04917425,21.83,717,5219.958333,12025,37.2,2,0,0,0
1,home_improvement,0.0976,803.87,11.69524702,8.91,792,8129.958333,3706,12.8,1,0,0,0
1,debt_consolidation,0.1134,526.4,11.35040654,9.37,702,4590,8833,44.8,1,0,1,0
1,debt_consolidation,0.1039,292.06,10.71441777,14.64,712,4439.958333,6239,63,3,0,0,0
1,debt_consolidation,0.1324,540.96,10.59663473,11.73,672,3210,5671,55.1,0,0,0,0
1,credit_card,0.1229,100.06,10.37349118,13.28,672,4320,2940,27.7,1,2,0,0
1,debt_consolidation,0.1355,848.99,11.03488966,14.26,697,2730,7019,13.4,2,0,0,1
1,debt_consolidation,0.1197,298.8,10.95954023,18.76,682,4350,9883,66.7,1,1,1,0
1,debt_consolidation,0.0976,482.32,12.07254125,3.17,742,2820,1436,3.1,0,0,0,0
1,debt_consolidation,0.1292,168.28,10.64780302,21.04,677,2910.958333,13073,55.9,3,0,0,1
1,all_other,0.1008,807.62,11.88448902,1.73,762,7769.958333,5681,14.1,1,0,0,0
1,debt_consolidation,0.1039,811.27,11.40756495,13.28,747,3359.958333,48556,10.9,0,0,0,0
1,debt_consolidation,0.1324,253.58,10.81961827,24.89,712,2418,19418,83.7,3,1,0,0
1,debt_consolidation,0.1324,118.34,10.95080655,23.05,687,2730,45988,88.4,0,0,0,0
1,credit_card,0.1039,584.12,12.23076526,12.27,712,5549.958333,77034,32.3,2,0,0,0
1,educational,0.1103,52.41,10.53209621,15.84,682,1829.958333,0,49.4,0,0,0,0
1,debt_consolidation,0.1008,151.03,10.46310334,18.72,722,3900,9910,99.1,2,0,0,1
1,educational,0.0832,188.91,11.5228758,11.75,737,6870,1532,4.7,0,0,0,0
1,all_other,0.0976,167.21,10.4341158,1.52,707,2579.958333,4699,28.8,1,1,0,0
1,educational,0.0832,251.88,10.62254611,17.6,797,6989.958333,7017,8.4,0,0,0,1
1,major_purchase,0.1008,161.53,10.6454249,21.77,762,4470.958333,13,1.9,1,0,0,0
1,all_other,0.1292,807.74,11.46163217,7.06,687,6360,9201,49.7,2,1,1,0
1,credit_card,0.1261,837.67,11.60739893,24.04,757,7260,8220,63.2,0,0,0,1
1,all_other,0.1292,269.25,10.81977828,1.39,662,4446.958333,2692,49.9,3,0,0,0
1,all_other,0.0976,578.79,11.50287513,8.86,742,4530,2448,61.2,3,0,0,0
1,all_other,0.0768,93.57,10.81977828,0.79,757,3180,3894,10.5,0,0,0,0
1,all_other,0.1197,166,10.77895629,20.68,692,9330,13734,28.4,0,0,0,0
1,all_other,0.1134,329,10.81977828,12.05,692,1620,13744,62.2,0,0,0,0
1,credit_card,0.1103,201.44,10.48328685,17.1,687,1260,6111,64.3,0,0,0,0
1,credit_card,0.1008,646.1,11.91839057,6.86,742,3180,84,0.2,2,0,0,0
1,all_other,0.0976,385.86,11.45952469,8.65,727,4650,19073,28.6,3,1,0,1
1,debt_consolidation,0.1229,232.64,10.23995979,12.81,667,6283.958333,13817,38.4,0,1,0,0
1,credit_card,0.1166,330.53,11.69524702,8.13,682,3060,59145,81.1,0,0,0,0
1,debt_consolidation,0.1292,201.94,10.61643736,15.32,667,2700,7091,47.3,2,2,0,0
1,debt_consolidation,0.1071,603.13,10.44290063,13.33,717,4560,18179,34.4,0,0,0,0
1,debt_consolidation,0.1039,389.41,10.43816641,15.99,712,4590,6151,52.7,1,0,0,0
1,major_purchase,0.08,250.7,10.80454281,2.24,777,3780.958333,2056,7.3,1,0,0,0
1,debt_consolidation,0.1482,691.55,11.22524339,14.69,672,4439.958333,29292,60.4,1,0,0,0
1,all_other,0.0832,37.79,10.40426284,3.42,722,2160,6685,19.2,1,0,0,0
1,credit_card,0.1039,194.71,10.58870336,13.88,702,2730,7198,65.4,1,0,0,0
1,debt_consolidation,0.0976,321.55,10.49824983,8.11,717,4139.958333,6179,11.2,2,0,0,1
1,all_other,0.0945,640.2,11.44563115,3.98,777,3029.958333,32,0.3,0,0,0,0
1,major_purchase,0.0768,187.14,10.5865844,9.52,817,6629.958333,922,3.8,0,0,0,0
1,home_improvement,0.1324,202.86,10.55581274,23.09,687,5010,9912,65.6,1,0,0,0
1,credit_card,0.0863,142.33,9.047821442,4.24,732,2100,6699,7.2,0,1,0,0
1,educational,0.1324,338.1,11.53272809,7.31,667,3823,27452,96.3,2,0,0,1
1,debt_consolidation,0.1166,528.84,11.28978191,13.47,702,2400,14958,46.7,3,0,0,0
1,credit_card,0.1229,266.83,11.47210347,5.36,687,4062.958333,45251,66.7,3,1,0,1
1,all_other,0.0768,155.95,12.1281111,11.97,777,5526.958333,9253,33.3,0,0,0,0
1,credit_card,0.1324,845.25,11.91839057,7.84,697,5189.958333,31405,95.7,0,0,0,0
1,debt_consolidation,0.1134,230.3,10.59663473,9.81,682,3030.958333,6475,96.6,0,0,0,0
1,debt_consolidation,0.1134,263.2,10.71441777,8.75,682,2490,0,66.7,1,1,0,1
1,debt_consolidation,0.1071,391.22,11.30458678,18.59,717,2639.958333,34566,69,1,0,0,0
1,all_other,0.0832,314.85,11.28978191,6.25,752,3150,3248,16.7,0,0,0,0
1,debt_consolidation,0.1166,462.74,10.91508846,8.42,687,3749.958333,17623,83.1,0,1,0,0
1,all_other,0.1292,100.97,10.5454467,20.84,672,9119.958333,9642,64.3,0,2,0,0
1,debt_consolidation,0.145,550.74,11.47029976,22.27,672,5159.958333,16930,70.8,0,0,0,0
1,credit_card,0.1324,446.29,11.22524339,21.06,682,5159.958333,13438,71.9,1,0,1,1
1,debt_consolidation,0.1229,500.3,11.2515607,19.39,692,3450,18198,44.3,2,1,0,0
1,debt_consolidation,0.1229,50.03,10.27505111,4.18,662,2850,0,0,3,0,0,0
1,debt_consolidation,0.0976,176.86,10.26813067,21.92,762,3120,1763,26.3,0,0,0,0
1,credit_card,0.0976,96.47,11.51292546,2.1,702,1770,8439,22,0,0,0,0
1,debt_consolidation,0.1166,370.19,11.28978191,17.78,692,1980,24259,56.5,0,0,0,1
1,all_other,0.08,206.83,10.82177629,12.86,762,12330,3339,16.9,1,0,0,0
1,credit_card,0.1134,296.1,9.825526011,11.68,682,4230,9237,64.6,1,0,1,1
1,debt_consolidation,0.1103,818.83,11.99535161,9.38,722,3719.958333,7746,26,0,2,0,0
1,credit_card,0.0976,318.34,11.00209984,1.8,717,3820,4506,18.7,2,0,1,0
1,home_improvement,0.0832,125.94,11.10465643,0,767,4740,1401,1.9,1,0,0,0
1,credit_card,0.0976,450.17,10.71441777,11.31,727,2730,14571,59.5,0,0,0,0
1,debt_consolidation,0.1229,23.35,9.852194258,12.38,662,1199.958333,0,53.2,1,0,0,0
1,debt_consolidation,0.1166,178.49,10.9560559,15.92,687,4505.958333,3037,76.8,0,1,0,0
1,debt_consolidation,0.1197,116.2,10.61643736,21.97,687,3749.958333,17394,93.5,1,0,0,0
1,debt_consolidation,0.1166,247.9,11.00209984,19.22,687,4530,17745,92.4,1,0,0,0
1,debt_consolidation,0.1292,269.25,10.71441777,19.89,692,5249.958333,4755,89.7,1,0,0,0
1,credit_card,0.1103,262.03,10.57131693,14.8,697,1589.958333,8158,57,0,0,0,0
1,all_other,0.1103,141.66,11.69524702,15.07,722,5219.958333,70685,88.7,1,0,0,0
1,debt_consolidation,0.1418,568.81,11.08460106,14.62,667,3719.958333,11294,61.4,1,1,0,0
1,debt_consolidation,0.1324,223.15,10.3859137,22,672,2279.958333,6521,67.7,3,0,0,0
1,debt_consolidation,0.1039,243.38,11.01862914,14.85,727,2490,4322,44.1,2,0,0,0
1,credit_card,0.1071,224.14,10.57131693,9.66,717,4739.958333,19383,90.2,1,0,0,0
1,all_other,0.1103,235.83,10.34174248,14.4,692,3930,19076,66.6,0,0,0,1
1,credit_card,0.1418,428.32,10.95080655,24.55,692,2700,34181,59.5,0,0,0,0
1,debt_consolidation,0.1576,659.61,11.69524702,14.23,677,5070,27550,94.6,2,1,1,0
1,debt_consolidation,0.1229,192.62,11.48452599,19.7,707,4530,13685,46.7,1,0,0,0
1,home_improvement,0.0768,155.95,10.59663473,11.49,797,6959.958333,257,1.4,0,0,0,0
1,debt_consolidation,0.1134,213.85,10.83958091,20.82,722,8700,23119,50.6,3,0,1,0
1,credit_card,0.0976,482.32,11.64395373,14.33,762,6120,26402,87.3,0,0,0,0
1,major_purchase,0.1008,587.14,12.32385568,4.51,757,5460,2527,39.5,0,0,0,0
1,all_other,0.0863,202.42,10.98359637,10.55,727,3344.958333,1686,52.7,0,0,0,0
1,credit_card,0.0976,160.78,10.54534144,4.45,712,3419.958333,9877,60.6,2,0,0,0
1,all_other,0.1324,265.41,12.20607265,15.62,707,4680,36293,62.3,3,0,0,1
1,debt_consolidation,0.1071,339.06,10.87066149,15.6,717,3749.958333,19859,63.4,0,0,0,1
1,credit_card,0.1134,274.72,11.00209984,14.56,687,3419.958333,15629,66.2,0,0,1,0
1,debt_consolidation,0.1166,198.32,10.20359214,18.53,682,1529.958333,5901,47.2,0,0,0,0
1,major_purchase,0.1103,183.42,10.81977828,0.6,682,1303,424,8,2,1,0,0
1,credit_card,0.145,640.24,11.22524339,22.74,682,5969.958333,32682,96.1,0,0,0,0
1,debt_consolidation,0.0863,132.84,11.6421978,2.09,737,6390,11730,47.5,0,0,0,0
1,debt_consolidation,0.1197,260.62,12.10071213,6.65,682,3900,20237,24.4,3,0,0,0
1,credit_card,0.1197,109.56,9.798127037,17.4,672,1169.958333,8562,32.9,3,0,0,1
1,credit_card,0.1166,240.46,10.91348718,16.91,712,4859.958333,17581,98.2,0,0,0,1
1,debt_consolidation,0.1355,339.6,11.90496755,10.14,662,4620,3608,37.6,1,1,0,0
1,all_other,0.1008,306.9,11.46163217,3.36,757,4170,16098,22.8,0,0,0,0
1,debt_consolidation,0.1387,388.91,11.00209984,24.48,712,10110,44293,73.6,0,0,0,0
1,debt_consolidation,0.1418,513.98,11.09741002,21.49,702,5400,24992,77.1,0,0,0,0
1,credit_card,0.1039,389.41,10.7342204,18.75,732,2370,14499,23.9,0,0,0,0
1,credit_card,0.0737,22.51,9.392661929,3.6,792,2609.958333,1814,7,0,0,0,0
1,credit_card,0.1008,315.78,11.8493977,2.74,752,5879.958333,28332,51,0,0,0,0
1,debt_consolidation,0.145,430.27,11.00209984,21.72,697,8489.958333,24325,83.2,0,0,1,0
1,all_other,0.0976,16.08,10.98529272,22.17,742,4590,65414,47.8,0,0,0,0
1,debt_consolidation,0.1292,175.01,11.32659589,14.24,707,8670,56002,73.8,0,0,0,0
1,debt_consolidation,0.1229,268.5,11.6307085,3.07,687,4710,18673,66.7,0,2,0,0
1,major_purchase,0.08,188.02,11.98292909,0.13,767,4560,3713,22.8,1,0,0,0
1,home_improvement,0.0976,204.19,11.08214255,13.79,747,8039.958333,14102,35.4,4,0,0,0
1,debt_consolidation,0.1039,324.51,11.03811028,10.59,707,1469.958333,7618,47.2,2,0,0,0
1,debt_consolidation,0.0976,287.79,10.71441777,7.6,727,6750,0,0,1,1,0,0
1,major_purchase,0.1355,155.37,11.06663836,13.5,697,7582,8399,41,2,0,0,1
1,debt_consolidation,0.0976,144.7,10.90227951,4.24,707,1499.958333,3818,61.6,0,0,0,1
1,debt_consolidation,0.1261,402.08,10.82512397,10.12,672,8864.958333,16083,70.2,0,0,1,0
1,debt_consolidation,0.1039,324.51,10.55581274,7.12,712,2010,13845,28.9,0,0,0,0
1,credit_card,0.1071,234.74,10.59663473,18.75,712,4560,12938,49,0,0,1,0
1,debt_consolidation,0.1197,292.16,10.81977828,8.14,697,6840,8243,37,2,0,1,0
1,debt_consolidation,0.1197,166,10.77895629,13.03,677,3510,14859,81.2,3,1,0,0
1,educational,0.1608,492.76,11.57025053,20.39,677,6269.958333,33627,74.7,1,0,0,1
1,all_other,0.0768,31.19,10.49127422,1.8,747,2520,4782,16.7,0,0,0,0
1,educational,0.1071,117.37,11.60823564,15.01,697,3059.958333,71928,87.9,1,0,0,0
1,debt_consolidation,0.1197,166,10.84583582,22.73,692,3719.958333,12235,70.3,0,0,0,0
1,all_other,0.1197,318.72,11.26446411,13,682,2999.958333,36920,88.6,0,0,0,0
1,debt_consolidation,0.0976,151.13,10.69194491,18.38,722,4393.958333,8504,25,1,0,0,0
1,all_other,0.1166,198.32,11.1124479,7.07,677,6060,8224,52.1,0,0,0,0
1,debt_consolidation,0.1197,239.04,11.06663836,22.28,697,5579.958333,30970,71,1,0,0,1
1,debt_consolidation,0.1166,170.22,10.47107151,17.69,702,3930,12110,30.2,2,1,0,1
1,all_other,0.08,313.37,10.27467173,2.24,792,14100,2751,16.7,0,0,0,0
1,debt_consolidation,0.1324,83.68,10.81977828,17.77,677,4859.958333,17807,81.3,3,0,1,1
1,credit_card,0.0976,96.47,10.77895629,17.65,712,3029.958333,6981,42.8,0,0,0,0
1,home_improvement,0.1197,149.4,11.65442503,15.49,672,5159.958333,22625,86.4,1,1,0,0
1,home_improvement,0.1166,165.27,11.15051985,3.53,677,3120,669,15.6,0,0,0,0
1,credit_card,0.1197,135.29,11.39659388,14.59,677,5549.958333,5529,82.5,2,0,1,0
1,all_other,0.1703,249.68,11.48246626,16.53,662,5189.958333,1349,8.3,3,3,0,0
1,credit_card,0.1355,203.76,11.31447453,18.74,672,5820,16888,51.8,1,1,0,0
1,credit_card,0.1103,108.09,11.15625052,1.37,677,2339.958333,670,60.9,0,3,0,0
1,credit_card,0.1008,129.22,9.61580548,8.08,707,1290,3946,35.9,0,0,0,1
1,all_other,0.1071,163.01,10.81977828,9.58,702,5129.958333,854,71.2,1,0,0,1
1,debt_consolidation,0.0832,128.3,9.862665558,1.25,742,1981,296,2,0,0,0,0
1,debt_consolidation,0.1039,184.97,10.49127422,9.57,697,2430,6342,74.4,0,0,0,0
1,debt_consolidation,0.1008,323.05,10.48192509,21.57,747,4889.958333,16973,26.4,0,0,0,0
1,debt_consolidation,0.1261,134.03,10.33851146,22.83,677,2432,2876,61.2,2,0,1,0
1,all_other,0.1229,93.39,10.18490001,25.43,737,1380,1705,6.4,0,0,0,0
1,debt_consolidation,0.1008,161.53,10.20359214,12.71,732,3150,11837,20.6,0,0,0,0
1,debt_consolidation,0.0832,220.39,10.91501573,9.58,782,4439.958333,9304,24.7,1,0,0,0
1,all_other,0.1008,161.53,10.70324447,11.73,742,4499.958333,5171,44.2,1,0,0,0
1,all_other,0.1103,229.28,10.37349118,0.38,702,9929.958333,10,0.4,0,3,0,0
1,credit_card,0.0976,199.36,10.49127422,16.8,732,10199.95833,16101,75.6,0,0,0,0
1,debt_consolidation,0.1103,78.61,10.81977828,13.82,682,3990,5106,60.8,0,0,0,0
1,major_purchase,0.1134,220.43,10.23995979,23.14,752,2400,95,0.8,1,0,0,1
1,home_improvement,0.1576,350.39,10.66061161,13.56,662,3450,2076,23.1,2,0,0,0
1,credit_card,0.1103,147.39,10.52788737,24.97,757,6780,22403,32,0,0,0,0
1,debt_consolidation,0.1608,387.17,11.31447453,19.96,662,6599.958333,19608,31.1,1,0,0,1
1,debt_consolidation,0.1071,286.9,11.08980542,13.08,702,4379.958333,35098,51.5,2,0,0,0
1,credit_card,0.1039,243.38,11.41861479,10.64,707,3331,11336,31.9,2,1,0,0
1,debt_consolidation,0.08,219.36,10.46310334,15.81,797,4740,644,2.7,0,0,0,0
1,debt_consolidation,0.1039,259.61,10.95080655,14.42,732,2579.958333,15444,47.8,0,0,0,0
1,all_other,0.0863,506.05,10.40426284,1.16,812,7409.958333,2248,3.1,0,0,0,0
1,debt_consolidation,0.1071,97.81,10.65169094,16.83,687,2370,8911,53.4,2,1,0,0
1,debt_consolidation,0.1197,307.93,11.32659589,7.46,687,6900,17430,92.2,0,0,1,0
1,debt_consolidation,0.1387,170.58,10.70324447,29.15,752,4529.958333,5171,44.2,1,0,0,0
1,home_improvement,0.1039,178.48,10.4341158,18.46,717,5670,175,1,0,0,0,1
1,home_improvement,0.0945,272.09,10.81977828,3.12,762,2579.958333,1133,18,1,0,0,0
1,major_purchase,0.0768,99.81,11.0303147,12.29,762,10709.95833,7232,3.6,2,0,0,0
1,debt_consolidation,0.1292,252.42,10.98529272,18.81,672,3889,12195,58.9,3,0,1,1
1,debt_consolidation,0.1292,168.28,9.825093485,9.41,662,11039.95833,4652,89.5,1,1,0,0
1,credit_card,0.1134,296.1,11.7905572,5.44,682,4889.958333,25120,85.4,1,0,1,0
1,debt_consolidation,0.1008,206.76,11.03488966,8.11,712,5549.958333,5815,49.3,2,0,1,0
1,debt_consolidation,0.1008,310.13,11.00209984,19.72,732,5070,19500,30.9,0,0,0,0
1,debt_consolidation,0.1008,128.42,10.49664864,21.78,762,6719.958333,12879,19.5,1,0,0,0
1,credit_card,0.1103,147.39,11.28978191,11.03,697,10649.95833,43712,82.5,0,0,0,1
1,debt_consolidation,0.1387,327.5,11.60823564,18.62,662,6299.958333,68030,82.7,3,0,0,0
1,all_other,0.1134,131.6,11.56171563,11.04,677,1650,1527,50.9,2,0,1,0
1,debt_consolidation,0.145,289.14,10.81977828,20.59,662,1680,19056,69,0,0,0,0
1,debt_consolidation,0.1229,213.46,10.46310334,20.78,687,4620,9408,64,1,0,0,0
1,credit_card,0.1166,185.1,11.00209984,21.52,707,4529.958333,39010,34.2,1,0,0,0
1,debt_consolidation,0.1103,245.65,11.56171563,11.14,692,7054.958333,30449,61.3,2,0,0,0
1,all_other,0.0976,160.78,10.75790288,13.53,717,8429.958333,5000,23.1,1,0,0,0
1,all_other,0.08,188.02,10.20359214,5.38,752,4350,5959,70.9,0,0,0,0
1,all_other,0.1071,163.01,12.20607265,12.48,702,7319.958333,53087,69.9,1,0,0,1
1,credit_card,0.1134,118.44,10.46310334,14.47,687,2339.958333,7722,48.9,0,0,0,0
1,credit_card,0.1387,118.55,10.66881585,24.51,687,4109.958333,21043,81.6,3,0,0,1
1,all_other,0.1103,98.26,10.30895266,14.56,682,5189.958333,8572,84,1,0,1,0
1,debt_consolidation,0.1039,207.69,11.3736634,14.79,712,5430,21532,66.9,2,0,0,0
1,debt_consolidation,0.0945,128.04,10.27505111,17.63,722,4320,3717,15.1,0,0,1,0
1,all_other,0.0737,62.1,11.49272276,0,782,6450,5235,5.1,0,0,0,0
1,debt_consolidation,0.1292,154.82,10.4341158,20.33,672,1770,20853,43.4,2,0,0,0
1,credit_card,0.1166,122.3,11.0090258,19.58,697,5519.958333,15948,88.8,0,0,1,1
1,credit_card,0.1418,342.66,11.40756495,20.77,672,2626.958333,59106,62.3,0,0,0,0
1,debt_consolidation,0.1134,210.56,10.858999,16.98,692,1469.958333,2898,41.4,0,0,0,0
1,major_purchase,0.0863,237.21,11.28978191,14.6,762,3370.958333,1127,3.8,1,0,0,0
1,debt_consolidation,0.1197,136.95,11.15625052,6.6,677,2400,16952,40.4,2,0,0,1
1,all_other,0.1008,177.68,11.88448902,5.53,707,5611.958333,26681,41.4,2,0,0,0
1,credit_card,0.1166,101.64,11.51292546,20.53,702,7079.958333,91557,87.8,0,0,0,1
1,debt_consolidation,0.0863,189.77,11.51292546,4.55,727,6480,3828,12,0,1,0,0
1,debt_consolidation,0.08,219.36,10.69194491,16.04,777,3389.958333,752,1.9,1,0,0,0
1,home_improvement,0.08,156.69,10.59663473,5.7,762,9599.958333,7755,10.8,3,0,0,0
1,all_other,0.08,175.49,10.69194491,0.95,797,6636.958333,2051,0.7,5,0,0,0
1,all_other,0.1071,293.42,10.57131693,11.69,697,1680,8858,52.4,2,0,0,0
1,all_other,0.1008,138.92,10.858999,5.33,707,10739.95833,4972,61.4,0,0,0,0
1,debt_consolidation,0.1197,70.55,11.08214255,14.95,682,3120,45028,95.2,1,0,0,0
1,all_other,0.08,70.51,11.08214255,12.55,802,6299.958333,116416,1.4,0,0,0,1
1,debt_consolidation,0.1197,76.36,11.00209984,24.94,732,6359.958333,21765,49.4,0,0,0,0
1,all_other,0.0832,134.6,10.49127422,1.77,757,4019.958333,6837,17.5,3,0,0,0
1,credit_card,0.1071,163.01,10.30895266,20.28,717,3150,6024,45.3,0,0,0,0
1,all_other,0.0737,31.05,10.59663473,12.9,777,10259.95833,4055,46.6,0,0,0,0
1,debt_consolidation,0.1008,171.22,11.30220443,14.79,712,6900,66235,97.4,0,0,0,1
1,credit_card,0.1134,180.95,11.48246626,17.15,687,5189.958333,29243,96.2,1,0,1,0
1,all_other,0.1103,163.77,11.00209984,10.94,687,10050,20066,88.1,1,1,0,0
1,credit_card,0.1229,166.77,10.47163824,14.96,677,4829.958333,18099,69.2,0,0,0,0
1,all_other,0.08,112.82,11.73606902,5.46,797,9330,3638,20.3,2,0,0,0
1,all_other,0.0863,163.68,11.35040654,18.52,747,6420,28180,27,0,0,0,0
1,debt_consolidation,0.1008,193.83,10.77895629,9.3,707,6329.958333,4201,36.2,0,0,0,1
1,all_other,0.1008,122.76,11.51292546,21.54,742,4350,29144,31.8,0,0,0,0
1,home_improvement,0.1166,231.37,11.08214255,19.68,687,4499.958333,44548,39.6,0,0,0,0
1,debt_consolidation,0.0945,160.05,10.59663473,15.06,727,5070,6301,30.7,0,1,0,0
1,educational,0.1222,179.93,11.00209984,18.08,692,3190,26013,37,1,0,0,0
1,all_other,0.0768,62.38,11.28983191,11.46,762,8819.958333,6222,18.7,0,0,0,0
1,home_improvement,0.1071,116.56,10.75790288,13.3,702,6060,10083,53.9,1,0,1,1
1,credit_card,0.1039,132.24,11.01862914,9.29,692,3090,14350,90.3,0,0,0,0
1,credit_card,0.1292,164.08,11.31447453,9.06,662,6629.958333,20644,90.5,1,1,0,0
1,all_other,0.1292,195.21,10.81977828,18.01,672,2249.958333,7423,53.4,0,0,0,1
1,debt_consolidation,0.1292,153.98,9.871377499,15.06,667,7409.958333,8150,70.1,2,0,1,0
1,all_other,0.08,235.03,10.71441777,7.17,797,6090,9409,11.1,1,0,0,0
1,debt_consolidation,0.0832,188.91,10.59663473,2.82,742,2070,4712,25.3,0,0,0,0
1,debt_consolidation,0.1197,153.55,10.59663473,23.85,732,2353.958333,12811,47.6,0,0,0,1
1,debt_consolidation,0.1387,255.86,11.03488966,19.24,662,1601.958333,10748,90.3,0,0,0,0
1,debt_consolidation,0.1355,254.7,10.6454249,16.46,662,4439.958333,13779,59.4,1,0,0,0
1,home_improvement,0.0863,173.17,11.1124479,10.33,727,5189.958333,2410,4.4,1,1,0,0
1,educational,0.1545,209.32,10.49127422,24.03,662,2339.958333,6668,40.9,1,0,0,0
1,all_other,0.1324,253.58,11.66992921,5.78,662,10080,23611,32.7,0,2,0,0
1,all_other,0.1008,188.99,11.28978191,17.61,722,3870,2930,10.7,2,0,1,1
1,credit_card,0.1071,167.09,11.08214255,6.77,692,3389.958333,11817,94.5,2,0,0,0
1,debt_consolidation,0.1103,212.9,10.91508846,11.76,692,2430,6565,26.6,1,1,0,0
1,debt_consolidation,0.1134,164.5,10.9040459,15.09,682,2940,10944,37.6,3,0,0,0
1,all_other,0.1039,118.45,11.09741002,1.56,697,2309.958333,15807,20,0,0,0,0
1,debt_consolidation,0.0863,98.84,10.34817337,1.92,732,5549.958333,814,3.8,0,0,0,0
1,credit_card,0.1103,183.42,10.59663473,16.98,697,3660,8366,62,2,0,0,0
1,all_other,0.1166,57.85,10.40426284,4.51,672,2130,6487,53.6,3,0,0,0
1,credit_card,0.06,231.03,11.1844214,14.07,672,2910,15885,46.9,1,1,0,0
1,debt_consolidation,0.0945,128.04,10.12647109,11.38,722,1710,6291,24,0,0,0,0
1,debt_consolidation,0.1008,242.29,11.08214255,16.26,717,2820,16471,37.9,1,0,0,0
1,all_other,0.08,219.36,11.08214255,5.26,762,3870,0,0,1,0,0,0
1,all_other,0.0832,110.2,10.63258761,9.86,752,7170,11077,56.2,0,0,0,0
1,credit_card,0.1355,254.7,10.91508846,21.51,672,3870,17590,86.2,1,0,0,1
1,credit_card,0.1039,162.26,10.91501573,12.18,692,1770,4520,47.1,1,0,0,0
1,debt_consolidation,0.1134,246.75,9.975808214,13.67,687,1199.958333,8359,64.5,2,0,0,0
1,debt_consolidation,0.1039,153.33,10.4723179,18.99,712,1859.958333,8775,34.1,1,0,0,0
1,all_other,0.1166,231.37,10.69194491,20.54,702,2339.958333,8507,56.7,0,1,0,0
1,educational,0.0768,109.17,9.741203889,2.26,752,1800,1223,10.7,0,0,0,0
1,credit_card,0.0832,156.64,10.71441777,11.04,767,7439.958333,15862,53.8,0,0,0,0
1,debt_consolidation,0.1103,166.23,11.40756495,17.71,692,3480,39307,86,0,0,0,0
1,credit_card,0.1134,131.6,10.30895266,8.32,677,2219.958333,4255,30.8,3,0,0,0
1,debt_consolidation,0.0737,36.48,10.46321762,7.1,782,4860.958333,3914,15.5,0,0,0,0
1,home_improvement,0.0832,149.55,10.6454249,5.49,747,13259.95833,398,1.2,3,2,0,1
1,credit_card,0.0976,162.39,10.54975275,15.63,722,7920,967,6.4,1,0,0,0
1,debt_consolidation,0.1261,251.3,10.45679779,17.8,672,5612.958333,12893,76.7,0,1,0,0
1,all_other,0.1039,134.67,11.2515607,5.91,697,6900,17243,43,1,0,0,1
1,home_improvement,0.1229,163.43,13.12236338,2.19,672,2190,6459,23.8,1,0,0,0
1,credit_card,0.0832,151.13,10.57131693,10.83,742,6329.958333,29129,48.3,6,0,0,0
1,debt_consolidation,0.1008,129.22,10.51867319,20.92,742,8760,1620,17.2,0,0,0,0
1,all_other,0.1273,335.67,11.00209984,20.64,712,1800,3353,54.1,0,0,0,0
1,home_improvement,0.0863,50.61,11.00209984,17.64,732,5070,24249,54.6,1,0,0,0
1,debt_consolidation,0.1039,194.71,10.54534144,17.91,707,1410,3718,19.8,2,0,0,0
1,debt_consolidation,0.1292,168.28,10.59653473,16.29,667,2729.958333,14244,85.8,2,0,0,0
1,debt_consolidation,0.1261,251.3,11.22524339,20.58,677,6976.958333,57633,64.1,0,1,0,0
1,credit_card,0.0976,128.62,10.30895266,17.04,717,1110,2489,32.3,0,0,0,0
1,debt_consolidation,0.1324,169.05,10.96812932,13.28,662,5609.958333,9816,65.4,0,1,0,0
1,debt_consolidation,0.1166,138.82,11.13458902,8.51,672,4559.958333,20487,94,0,0,0,0
1,credit_card,0.145,258.16,11.59910316,21.84,662,4950,44098,92.3,2,0,0,0
1,debt_consolidation,0.1229,133.42,10.20507253,23.52,712,1440,3573,30.8,0,0,0,0
1,all_other,0.1292,252.42,10.81977828,17.54,667,5939.958333,23401,35.8,1,3,0,1
1,debt_consolidation,0.1166,82.64,10.41774727,23.75,702,5430,3877,23.8,2,0,1,0
1,all_other,0.0737,99.35,10.71973693,1.72,797,4559.958333,1397,3,0,0,0,0
1,all_other,0.1229,168.44,11.03488966,8.25,667,1919.958333,29863,82.7,0,0,0,1
1,credit_card,0.1197,219.12,10.89673933,18.76,682,2820,22677,86.3,1,1,0,0
1,all_other,0.08,219.36,10.70324447,7.77,767,3870,6301,22.7,1,0,0,0
1,debt_consolidation,0.1071,244.52,11.28968191,13.02,702,3479.958333,8709,30.1,3,0,0,0
1,debt_consolidation,0.1261,251.3,11.28983191,18.18,677,4320,12749,61.9,1,0,0,1
1,credit_card,0.1379,306.68,10.77895629,16.64,692,3912.041667,14398,96,0,0,0,0
1,all_other,0.0737,93.14,10.59653473,6.39,782,3570,409,2,0,0,0,0
1,credit_card,0.1134,213.85,10.54534144,12.95,687,5100,6236,67.8,2,0,0,0
1,debt_consolidation,0.1008,242.29,10.81977828,2.93,707,1740,8453,77.6,3,0,0,1
1,educational,0.1166,132.21,10.08580911,3.45,672,3719.958333,3060,21.7,0,1,0,0
1,major_purchase,0.0976,96.47,10.73630972,15.94,712,3479.958333,1062,48.3,1,2,0,0
1,all_other,0.0832,236.14,10.53677857,9.01,762,2881,4007,24,0,0,0,0
1,major_purchase,0.0945,96.03,10.16554408,14.82,717,4169.958333,1059,11.1,0,0,0,0
1,major_purchase,0.08,235.03,11.98292909,9.98,772,5909.958333,19414,27.9,1,0,0,0
1,debt_consolidation,0.0945,233.67,10.63103616,16.52,727,3135,2185,15.4,0,0,0,0
1,all_other,0.0945,32.01,11.01862914,9.45,712,3119.958333,9332,97.2,0,0,0,0
1,all_other,0.0976,176.86,11.04132055,0,707,2669.958333,0,0,2,0,0,0
1,all_other,0.1039,243.38,10.30895266,10.24,702,10319.95833,10444,14.1,1,1,0,0
1,all_other,0.08,235.03,11.00209984,4.96,777,7859.958333,78935,26.2,7,0,0,0
1,credit_card,0.0976,128.62,9.392661929,9.6,707,1320,3987,31.9,1,0,0,0
1,educational,0.1008,226.14,10.40426284,18.91,717,3480.958333,9379,10.9,0,1,0,0
1,all_other,0.1008,80.77,11.08220409,1.55,697,4380,9743,62.9,1,0,0,0
1,credit_card,0.0768,93.57,12.20607265,2.49,767,3870,3119,1.5,2,0,0,0
1,credit_card,0.08,206.83,9.942708266,10.04,767,3449.958333,7797,72.2,0,0,0,0
1,debt_consolidation,0.1229,250.15,11.08214255,1.68,672,1259.958333,2871,7.9,2,3,0,0
1,home_improvement,0.0863,158.14,11.77528973,10.62,727,7769.958333,1780,25.8,0,0,0,0
1,home_improvement,0.0945,192.06,11.60823564,8.68,722,13349.95833,1390,1.8,1,0,0,0
1,credit_card,0.1071,78.25,10.49127422,15.2,687,3029.958333,2823,33.2,3,1,1,0
1,debt_consolidation,0.1103,245.65,11.00209984,16.12,692,4469.958333,16382,52.3,1,1,0,1
1,all_other,0.1229,64.21,11.00209984,11.1,662,3059.958333,6317,45.4,0,0,0,0
1,debt_consolidation,0.1197,249,11.41861479,7.89,677,5249.958333,13068,30.6,3,1,0,0
1,all_other,0.1324,253.58,11.32055357,11.42,662,2609.958333,12844,51.8,1,0,1,0
1,all_other,0.1545,174.44,10.59663473,24.57,662,2435,1851,92.5,3,0,0,0
1,credit_card,0.1103,245.65,11.35040654,21.91,717,5189.958333,63167,84,2,0,0,0
1,credit_card,0.1103,245.65,11.25504424,21.11,717,5587.958333,68356,71.6,2,0,0,0
1,debt_consolidation,0.0832,204.65,10.59653473,5.43,742,2850,9830,19,5,0,0,0
1,all_other,0.1008,51.69,10.71441777,21.57,722,2309.958333,1949,48.7,0,0,0,0
1,home_improvement,0.0976,154.35,10.46310334,16.77,717,2923,7708,48.2,1,0,0,0
1,credit_card,0.1008,167.99,10.59663473,11.87,702,4620,13300,51.6,0,0,1,0
1,credit_card,0.1039,243.38,10.87804719,20.92,737,2279.958333,9754,39,0,0,0,0
1,debt_consolidation,0.1324,253.58,11.77525896,16.78,662,4260,89952,79.5,3,0,0,1
1,credit_card,0.0863,132.84,11.00209984,19.48,762,2580,0,0,2,0,0,0
1,debt_consolidation,0.1134,246.75,11.00209984,8.92,687,7260,1954,4.8,0,2,0,0
1,all_other,0.1008,161.53,11.00209984,14.34,707,2970,9737,44.7,2,0,0,0
1,credit_card,0.1071,114.11,10.08580911,17.4,697,1949.958333,4063,76.7,0,0,0,0
1,major_purchase,0.1229,166.77,10.97472864,5.24,667,4980,5073,50,2,0,0,0
1,home_improvement,0.1103,163.77,11.42566678,12.44,682,5700,7945,41.4,2,0,0,0
1,credit_card,0.1134,39.48,9.798127037,21.13,697,2070,3918,72.6,1,0,0,0
1,debt_consolidation,0.0832,113.35,9.40261226,6.14,727,4110.958333,2877,70.2,0,0,0,0
1,debt_consolidation,0.1134,213.85,10.12647109,11.23,682,2460,2083,28.1,3,0,0,0
1,debt_consolidation,0.0863,126.52,9.873234509,11.01,727,2040.958333,6835,34.7,0,0,0,0
1,credit_card,0.0863,189.77,10.50369674,18.77,757,2369.958333,0,0,1,0,0,0
1,home_improvement,0.0768,155.95,10.77895629,0.38,812,7950,52,0.3,0,0,0,0
1,credit_card,0.1103,149.03,10.87804719,10.82,687,2100,2927,53.2,2,0,0,0
1,debt_consolidation,0.1253,401.6,11.10501738,17.36,697,4229.041667,20024,73.1,0,0,0,0
1,all_other,0.1039,233.65,11.05879518,8.96,707,4740,3565,70,2,0,0,0
1,debt_consolidation,0.0976,241.16,11.11988288,13.55,722,6630,41154,47.1,0,0,0,0
1,all_other,0.1134,246.75,10.40426284,3.96,682,1649.958333,8644,28,1,0,0,0
1,all_other,0.08,163.74,9.798127037,1.33,747,1440,139,5,0,0,0,0
1,debt_consolidation,0.0863,142.33,11.2771525,7.53,722,5761,20237,32.7,2,0,0,0
1,all_other,0.1292,201.94,10.37349118,4.76,662,1350,4378,71.2,0,0,0,0
1,all_other,0.1197,249,10.95080655,6.06,677,8939.958333,5450,40.7,0,0,0,0
1,credit_card,0.0945,128.04,9.903487553,5.16,722,3180,3621,14.9,0,0,0,0
1,all_other,0.1039,243.38,10.81977828,6.86,702,3180,12742,61.6,1,0,0,0
1,debt_consolidation,0.1103,180.15,10.87804719,3.83,682,3930,3491,23.6,0,0,0,0
1,all_other,0.1103,196.52,10.4125917,8.4,687,3359.958333,7305,73,0,0,0,0
1,debt_consolidation,0.1039,243.38,10.6454249,3.26,702,1443,3608,65.6,1,0,0,1
1,all_other,0.1229,166.77,10.6454249,21.66,682,2910,489,27.2,1,0,0,1
1,all_other,0.1229,210.13,10.69203582,0.95,667,2970,1315,17.1,2,1,0,0
1,credit_card,0.1071,244.52,11.40756495,13.57,702,5010,7957,26.4,1,0,0,0
1,credit_card,0.1008,161.53,10.77895629,3.33,702,5705.958333,899,15,0,0,1,0
1,debt_consolidation,0.1197,249,11.13959835,21.63,692,5130,30245,40.8,2,0,0,1
1,all_other,0.1128,368.17,11.51292546,19.6,717,11102.95833,52132,55.7,1,0,0,1
1,credit_card,0.0945,184.06,11.47001796,14.56,732,5639.958333,30181,35.7,1,0,0,0
1,home_improvement,0.1229,70.05,10.95156065,19.92,667,9209.958333,26036,89.5,1,1,0,1
1,major_purchase,0.08,175.49,10.16585182,2.31,747,1800,1220,8.4,1,0,0,0
1,debt_consolidation,0.1071,192.35,10.51325312,16.24,697,4919.958333,3382,36.1,0,0,0,0
1,educational,0.1166,52.89,11.00209984,18.4,677,5370,926,4.5,3,1,0,0
1,debt_consolidation,0.1261,251.3,10.6454249,5.71,667,1500,8944,57,1,0,0,0
1,all_other,0.0832,125.94,10.37361617,15.07,762,2460,1152,16.5,0,0,0,0
1,all_other,0.0737,31.05,10.4341158,0.35,807,7139.958333,102,0.3,1,0,0,0
1,all_other,0.1166,247.9,11.01862914,17.59,687,2850,6550,47.8,2,0,0,0
1,home_improvement,0.08,235.03,10.77895629,4.28,812,7950,52,0.3,0,0,0,0
1,home_improvement,0.1229,250.15,11.7829526,3.18,672,3540,56481,61.7,0,0,1,0
1,debt_consolidation,0.1103,245.65,11.65268741,7.55,687,4949.958333,34753,95.2,0,0,0,0
1,all_other,0.0976,64.31,11.28983191,17.01,712,3479.958333,29889,37.4,1,0,0,0
1,educational,0.0832,236.14,10.69194491,3.74,747,3389.958333,11585,27.1,1,0,0,0
1,educational,0.0832,191.27,11.51292546,7.87,757,10470,8681,23.2,0,0,0,0
1,all_other,0.1197,66.4,10.77895629,10.4,667,3839.958333,16746,69.2,1,0,0,0
1,major_purchase,0.1229,100.06,10.6454249,1.71,672,2610,1487,45.1,0,0,0,1
1,debt_consolidation,0.1261,201.04,10.30895266,19.92,672,1800,3211,78.3,2,0,0,1
1,all_other,0.0832,220.39,10.81977828,4.42,742,2009.958333,1098,7.1,0,0,0,0
1,major_purchase,0.1134,230.3,10.46310334,5.69,682,5249.958333,2745,40.4,0,0,0,0
1,debt_consolidation,0.1261,134.03,11.87145968,10.92,662,4080,4736,16.8,2,1,0,0
1,home_improvement,0.0832,236.14,10.30908599,1.52,757,2520,1304,9.7,0,0,0,0
1,debt_consolidation,0.1286,252.2,10.78931908,20.56,682,3330,20716,82.1,2,2,0,0
1,all_other,0.1229,50.03,11.9512062,7.43,662,5219.958333,8545,30.6,2,0,0,0
1,debt_consolidation,0.1287,504.5,10.93310697,22.18,702,3303,5170,8.6,2,0,0,0
1,credit_card,0.1229,183.45,10.4341158,20.56,687,1410,4029,24,1,0,0,0
1,educational,0.0945,240.08,10.71441777,1.57,722,7560,2258,10.7,2,0,1,1
1,educational,0.1355,232.63,11.15625052,24.22,687,3749.958333,8547,55.1,1,1,0,0
1,debt_consolidation,0.0976,241.16,10.02552818,6.74,717,1679.958333,7313,29.6,0,0,0,1
1,debt_consolidation,0.0863,237.21,10.46321762,6,747,5850,5541,26.5,2,0,0,0
1,debt_consolidation,0.1039,48.68,10.46310334,13.17,697,4229.958333,19,0.2,1,0,0,1
1,debt_consolidation,0.1324,253.58,10.30895266,13.44,667,1289.958333,9142,81.6,1,0,0,0
1,educational,0.1103,163.77,10.81977828,16.56,687,4499.958333,5584,80.9,2,0,1,0
1,credit_card,0.1008,232.6,10.54534144,18.09,722,2369.958333,12391,66.6,1,0,0,0
1,debt_consolidation,0.0945,96.03,10.71441777,5.17,722,2460,5275,48,0,0,0,0
1,educational,0.1008,96.92,10.49127422,6.9,697,2339.958333,8349,43.5,0,0,0,1
1,debt_consolidation,0.1324,253.58,10.05173513,16.76,667,2820,4013,66.9,0,0,0,1
1,home_improvement,0.0832,157.43,10.33501019,10.13,742,4307,20337,39.2,3,0,0,0
1,debt_consolidation,0.1166,135.52,10.59653473,3.99,677,2460,7102,18.7,0,0,0,0
1,all_other,0.1039,64.91,9.998979534,8.13,692,1559.958333,1599,9.6,2,1,0,0
1,all_other,0.1166,175.18,11.62803827,6.75,677,2759.958333,19328,96.2,2,0,0,0
1,credit_card,0.1103,147.39,10.75790288,20.81,707,4350,25469,98.5,1,0,0,0
1,credit_card,0.1103,245.65,10.96819829,21.12,717,4619.958333,36605,91.1,0,0,0,0
1,credit_card,0.0976,192.93,11.01856357,12.37,712,3149.958333,6432,99,2,0,0,1
1,credit_card,0.1387,221.75,11.56171563,23.99,687,4949.958333,68479,48.9,0,3,0,0
1,all_other,0.097,176.7,10.59653473,0.51,717,1232.958333,38,1.3,0,1,0,0
1,all_other,0.08,94.01,11.44035477,0,737,1229.958333,500,2.4,2,0,0,0
1,all_other,0.08,219.36,10.71840979,6.61,752,2163,0,0,3,0,0,0
1,all_other,0.0832,236.14,10.81977828,2.42,762,3180,4880,38.1,0,0,0,0
1,all_other,0.0768,154.39,10.46310334,0,772,6809.958333,1238,7.3,0,1,0,0
1,debt_consolidation,0.1134,246.75,10.46310334,10.66,682,2714.958333,1238,47.7,0,2,0,0
1,debt_consolidation,0.1001,193.64,11.00209984,11.22,707,6630,27591,54.9,0,0,1,0
1,credit_card,0.1538,243.97,11.17043516,23.54,667,5249.958333,9371,50.1,1,3,0,0
1,debt_consolidation,0.1191,159.23,10.5627418,7.98,672,5729.958333,11689,89.2,0,0,0,0
1,debt_consolidation,0.1222,249.9,10.59653473,24.63,727,3449.958333,6083,56.3,1,0,0,0
1,all_other,0.1222,49.98,9.546812609,21.51,682,1530,8172,34,1,0,0,0
1,all_other,0.1001,71,10.98108047,10.8,702,2520,1051,58.4,1,0,0,0
1,major_purchase,0.1191,185.76,10.14643373,2.68,677,1740,4885,35.4,2,0,0,0
1,credit_card,0.08,219.36,11.41861479,6.36,752,7804.958333,21135,19.7,0,0,0,0
1,all_other,0.1222,99.96,11.01856357,21.35,682,3899.958333,12074,51,0,0,0,0
1,credit_card,0.1128,246.54,11.65507586,10.12,687,4979.958333,34842,95.5,0,0,0,0
1,home_improvement,0.1128,164.36,11.32664408,13.53,687,8189.958333,16389,57.7,3,0,1,1
1,all_other,0.1254,133.9,9.903487553,18.72,677,7590,9961,94.9,1,0,0,0
1,all_other,0.1128,32.88,10.92478674,17.96,677,4650,22557,98.1,0,0,0,0
1,debt_consolidation,0.1191,215.62,10.16600565,21.97,707,2280,7552,98.1,1,0,0,0
1,major_purchase,0.08,219.36,10.0203813,10.04,757,5130,0,0,6,0,0,1
1,debt_consolidation,0.1159,224.53,10.62609644,11.91,682,4650,6170,53.7,1,0,0,0
1,debt_consolidation,0.138,255.61,11.12726298,18.16,667,2280,16860,63.6,1,0,0,0
1,all_other,0.1159,247.65,10.37349118,13.91,692,4380,2131,45.3,1,0,0,0
1,all_other,0.1286,168.14,10.1266311,23.23,702,2490,19096,69.6,2,0,0,0
1,credit_card,0.1096,261.76,10.83958091,12.28,697,2550,5329,29.4,2,1,0,0
1,major_purchase,0.0863,205.59,10.04324949,9.34,732,1619.958333,4386,14.3,0,0,0,0
1,debt_consolidation,0.097,48.19,10.85892207,15.62,717,4619.958333,1645,29.9,1,0,0,0
1,debt_consolidation,0.0976,241.16,11.26446411,13.91,727,4788,49150,42,3,0,0,1
1,major_purchase,0.1064,182.39,11.26446411,4.26,697,4140.958333,0,21.7,0,0,1,0
1,all_other,0.0863,237.21,10.6454249,19.2,787,6449.958333,8671,13.9,1,0,0,1
1,debt_consolidation,0.1349,407.17,10.91508846,14.53,667,9030,2569,98.8,0,0,0,1
1,home_improvement,0.097,96.38,11.03488966,3.31,707,12150,8832,76.8,1,0,0,0
1,all_other,0.08,72.08,10.83958091,11.6,762,5400,550,1.6,3,0,0,0
1,all_other,0.1222,83.3,10.77895629,14.77,677,4350,10710,54.6,0,0,0,0
1,debt_consolidation,0.097,248.99,11.58988651,9.77,732,5580,14068,52.7,1,0,0,0
1,all_other,0.1096,196.32,10.30895266,1.8,697,3360,2898,42.9,0,0,0,0
1,all_other,0.1254,92.06,10.91501573,22.13,682,5400,18392,87.6,2,0,0,0
1,all_other,0.1191,66.35,10.81985828,16.03,672,2339.958333,874,21.8,3,0,0,0
1,all_other,0.1286,504.4,10.86513399,18.14,677,11129.95833,12836,31.3,0,2,0,0
1,major_purchase,0.1222,376.52,10.95080655,22.76,712,4650,8939,74.5,0,0,0,1
1,all_other,0.08,37.61,10.81977828,4.82,737,2490,1312,9,2,0,0,0
1,debt_consolidation,0.1064,328.95,11.22693529,14.62,722,4919.958333,14173,78.7,0,0,0,0
1,all_other,0.1033,325.85,10.81977828,16.15,727,5669.958333,1417,7.6,1,0,0,1
1,debt_consolidation,0.1071,195.61,10.62132735,12.38,697,3620,21196,46.2,3,0,0,0
1,all_other,0.157,297.58,10.81977828,24.91,662,4559.958333,8155,78.4,3,0,0,0
1,all_other,0.1096,472.81,10.71441777,1.33,712,3240,1661,15.8,2,0,1,1
1,credit_card,0.1317,251.64,10.91802234,10.81,667,2820,6413,81.2,1,0,0,0
1,major_purchase,0.1033,181.57,11.3736634,5.41,712,6858,15132,33.9,0,0,0,0
1,credit_card,0.1317,216.17,10.79957558,16.09,662,4865.958333,24568,74.4,0,0,0,0
1,all_other,0.1001,33.89,10.89673933,11.56,707,4559.958333,8670,96.7,1,0,0,0
1,debt_consolidation,0.1222,148.28,11.83500896,19,677,6059.958333,27587,74.8,1,1,0,0
1,home_improvement,0.138,177.22,12.20607265,3.07,662,8370,13793,57.7,0,2,0,0
1,debt_consolidation,0.1096,176.69,10.96819829,15.43,707,2550,7366,42.8,2,0,0,0
1,all_other,0.0832,138.54,10.34174248,4.26,742,1830,5680,27.2,0,0,0,0
1,credit_card,0.0832,94.46,11.31447453,8.34,737,8100,5688,69.3,0,0,0,0
1,debt_consolidation,0.1222,246.57,10.51688023,13.16,677,4529.958333,10832,56.1,3,0,1,0
1,home_improvement,0.1254,66.95,10.34174248,3.02,667,7380,3574,60.6,3,0,0,0
1,debt_consolidation,0.1128,39.45,10.47728798,22.78,702,3871.958333,7438,32.3,1,0,0,0
1,debt_consolidation,0.1033,110.24,10.75790288,1.79,702,3179.958333,3321,51.1,2,0,0,0
1,credit_card,0.1286,162.25,11.56171563,10.71,682,4470,15478,96.2,0,0,0,0
1,all_other,0.1475,221.08,10.23995979,12.47,662,1349.958333,117,5.3,3,0,0,0
1,home_improvement,0.0768,187.14,12.07254125,5.19,782,4807,12760,10.9,0,0,0,0
1,debt_consolidation,0.1601,109.01,10.61888534,24.47,697,5309.958333,37864,98.3,0,1,0,0
1,debt_consolidation,0.1128,197.23,10.59663473,5.43,682,4679.958333,12247,66.9,1,0,0,0
1,debt_consolidation,0.1254,187.45,11.27720313,10.92,672,5699.958333,7465,74.6,0,0,1,0
1,credit_card,0.0863,134.42,11.33857208,16.11,762,5850,16225,55.9,0,0,0,0
1,debt_consolidation,0.1191,116.1,10.23981692,19.33,687,2280,10029,85,1,0,0,0
1,all_other,0.1096,75.26,10.40426284,8,687,3630,1857,33.8,0,0,0,0
1,all_other,0.097,38.56,9.798571383,7.13,712,1890,1905,27.2,1,0,0,0
1,major_purchase,0.1096,175.06,9.998797732,20.02,722,3899.958333,2548,28.3,1,0,0,0
1,debt_consolidation,0.1507,260.25,11.22524339,19.44,662,5699.958333,27087,97.4,2,0,0,0
1,credit_card,0.1159,188.21,11.9511804,11.92,692,3089.958333,64451,91.9,2,0,0,0
1,major_purchase,0.1317,212.79,11.18007865,18.95,677,6329.958333,7595,87.3,0,0,0,0
1,credit_card,0.1222,236.57,11.66736182,11.75,677,2850,29735,67.3,1,0,0,0
1,debt_consolidation,0.1507,173.5,10.22194128,7.9,662,1500,5538,95.5,1,0,0,0
1,all_other,0.1128,165.18,11.98292909,11.19,687,5369.958333,63353,77,1,0,0,0
1,home_improvement,0.1128,236.68,10.93403511,19.25,707,3539.958333,3280,29,1,0,0,0
1,all_other,0.097,57.83,10.83958091,13.44,752,5400,835,2.4,5,0,0,0
1,all_other,0.1001,216.23,10.59663473,5.13,717,6300,4225,28.9,3,0,1,1
1,all_other,0.0832,78.72,10.1960079,6.58,722,6270,5134,13.7,1,2,0,0
1,debt_consolidation,0.1317,238.13,11.29601246,23.03,702,12450,18265,46.8,0,2,0,0
1,credit_card,0.1191,165.86,10.6454249,23.63,742,5207,9347,13.5,8,0,0,0
1,credit_card,0.1033,226.96,11.13616442,8.62,722,2789.958333,22595,61.9,1,0,0,0
1,all_other,0.1128,65.75,10.6454249,13.43,687,3210,6353,45.7,0,0,0,0
1,all_other,0.1475,138.18,11.04132055,12.96,692,4320,2188,27.7,3,0,0,0
1,credit_card,0.1128,73.14,10.08580911,12.45,717,6119.958333,3623,90.6,0,1,0,1
1,all_other,0.1096,121.89,10.70826555,17.41,732,4320,886,25.3,3,0,0,0
1,home_improvement,0.1159,206.37,10.54534144,8.53,682,4290.958333,6288,22.3,3,0,1,1
1,all_other,0.1286,107.61,10.43081625,14.77,672,7139.958333,3318,34.9,1,1,0,0
1,credit_card,0.1317,168.88,11.00209984,14.6,667,2610,7708,48.5,1,0,0,0
1,major_purchase,0.0832,135.39,10.81977828,17.9,757,4139.958333,4169,17.6,0,0,0,0
1,all_other,0.0832,50.38,10.34174248,8.5,742,1860,4158,19.9,0,0,0,0
1,debt_consolidation,0.1191,87.91,10.51686074,19.77,677,4559.958333,10679,55.3,1,0,1,0
1,credit_card,0.1191,169.18,11.20403338,18.11,687,4619.958333,22906,75.6,0,0,0,0
1,debt_consolidation,0.1412,167.76,10.3859137,23.85,682,3569.958333,2379,68,1,0,1,0
1,credit_card,0.1633,264.91,10.81977828,10.8,667,5249.958333,0,86.3,0,0,0,1
1,all_other,0.097,44.18,10.59568428,20.84,757,7829.958333,14813,36.8,0,0,0,0
1,debt_consolidation,0.1191,201.52,10.79949394,14.33,682,4533.958333,16979,41,0,1,0,1
1,all_other,0.097,76.31,10.30895266,15.04,747,1679.958333,2420,5.8,0,0,0,0
1,major_purchase,0.1475,259.08,10.30895266,20.4,662,3240,1244,44.4,2,0,0,0
1,all_other,0.1033,180.76,10.30908599,13.88,752,2670,5063,40.8,6,0,0,0
1,educational,0.1633,105.97,10.91508846,26.05,672,5430,19487,89.2,2,0,0,0
1,debt_consolidation,0.1096,185.69,11.08214255,12.04,697,8219.958333,7350,37.3,0,0,0,0
1,educational,0.1191,216.45,10.83467754,20.69,707,5669.958333,16881,50.7,0,0,0,0
1,credit_card,0.1222,193.26,10.91508846,14.84,677,3240,7440,89.6,0,0,0,0
1,educational,0.1286,50.44,10.48514436,13.45,662,4619.958333,10363,71,2,0,1,0
1,all_other,0.1096,113.71,11.22524339,9.92,687,6240,22796,51.9,1,0,0,1
1,all_other,0.1096,110.43,10.30895266,0.6,722,1440,767,4.2,3,0,0,0
1,debt_consolidation,0.1096,185.69,10.70817611,18.52,712,2250,25925,66.1,0,0,0,0
1,all_other,0.1033,109.43,10.30895266,5.52,712,1649.958333,598,2.9,1,0,0,0
1,major_purchase,0.1222,145.78,10.24313332,17.63,677,2550,7474,35.8,2,1,0,0
1,debt_consolidation,0.0832,174.74,10.71163613,13.64,777,4559.958333,5578,9,2,0,0,0
1,all_other,0.1222,79.97,10.63585545,22.36,677,5580,12785,77.2,2,0,0,0
1,debt_consolidation,0.0832,47.23,10.54534144,2.53,732,2789.958333,3421,22.1,1,0,0,0
1,all_other,0.1222,165.77,11.42954386,5.06,722,6389.958333,5424,98.6,0,0,0,0
1,debt_consolidation,0.1696,135.41,10.46310334,29.42,672,5339.958333,536,9.2,2,0,0,0
1,educational,0.1191,116.1,12.07254125,2.47,677,1770,23806,60.6,1,0,0,0
1,debt_consolidation,0.1096,110.43,10.71441777,13.6,722,4470,23280,92,3,0,0,0
1,debt_consolidation,0.08,159.82,10.87804719,6.23,752,4649.958333,10399,31.3,1,0,0,0
1,debt_consolidation,0.1146,263.66,11.28978191,21.72,697,7577,73150,72.9,0,0,0,1
1,credit_card,0.1159,194.82,11.51292546,20.29,707,6119.958333,57152,78.7,0,0,0,0
1,debt_consolidation,0.1001,69.39,10.46310334,1.2,722,3330,2400,35.8,0,0,0,0
1,credit_card,0.1538,243.97,11.28978191,9.24,667,6540,33102,99.4,2,0,1,1
1,major_purchase,0.0768,96.69,10.6214249,9.39,787,5044.958333,15715,21.5,1,0,0,0
1,credit_card,0.1128,218.6,11.1844214,16.86,697,2208,21659,49.9,1,0,0,1
1,debt_consolidation,0.1033,180.76,10.6454249,0,772,7529.958333,0,0,6,0,0,0
1,debt_consolidation,0.0832,141.68,10.59663473,13.02,752,6300,12183,45.1,0,0,0,0
1,all_other,0.0832,174.74,11.31447453,4.36,752,3420,26040,49.1,3,0,0,0
1,all_other,0.1128,139.71,10.91508846,4.65,682,3209.958333,2801,63.7,0,0,0,1
1,debt_consolidation,0.1128,167.65,11.05879518,14.68,687,4770,17550,38.6,2,0,0,1
1,debt_consolidation,0.1159,158.5,10.81977828,20.45,707,5820,11781,58.9,2,0,0,0
1,credit_card,0.0832,135.39,10.93310697,17.04,752,7499.958333,68895,41.9,2,0,0,0
1,all_other,0.0737,31.05,11.25631561,0.74,782,12407,2440,8.6,0,0,0,0
1,credit_card,0.1254,226.78,11.37779279,20.95,702,6630,31518,93.2,0,0,0,0
1,all_other,0.1221,566.36,11.28978191,7.93,742,6378.041667,15146,27.2,1,0,0,0
1,credit_card,0.08,184.89,12.34583459,3.92,782,4372,8247,11.1,2,0,0,0
1,all_other,0.1159,138.68,10.30895266,17.08,687,4500,10655,68.7,1,0,0,0
1,credit_card,0.138,236.86,10.81977828,20.3,672,3690,9344,79.2,1,0,0,0
1,all_other,0.1033,64.85,9.998797732,9,697,1860,8935,27.8,1,0,0,0
1,all_other,0.0863,110.7,9.952277717,1.71,742,2345,1087,10.9,1,0,0,0
1,debt_consolidation,0.1096,147.24,11.05089001,6.17,697,8820,17558,62.3,1,0,1,0
1,all_other,0.1001,157.33,10.81977828,9.62,717,3119.958333,11579,37,2,0,0,0
1,credit_card,0.1128,94.51,10.51325312,4.83,687,5220,5260,92.3,0,0,1,0
1,credit_card,0.1412,191.73,10.23995979,24.77,682,3239.958333,86,1.1,0,0,0,0
1,home_improvement,0.0863,237.21,12.32385568,7.44,742,4380,15611,21,2,0,0,0
1,educational,0.0832,110.2,10.858999,19.41,782,13260,2967,5,0,0,0,0
1,debt_consolidation,0.1128,156.14,11.3736634,1.32,722,1260,10318,30.9,1,0,0,0
1,home_improvement,0.0863,159.73,11.28983191,1.84,727,4530,2733,15.4,1,0,0,0
1,all_other,0.1128,172.58,10.7711761,5.24,712,5699.958333,13673,58.4,0,0,0,1
1,all_other,0.138,81.8,10.77895629,1.35,662,1890,3171,77.3,0,0,0,0
1,credit_card,0.1159,80.9,11.35040654,13.19,682,7499.958333,44198,51.9,0,0,0,0
1,credit_card,0.1349,254.48,11.89067673,9.58,662,7710,15030,52.2,1,0,0,1
1,debt_consolidation,0.1128,200.52,10.4341158,10.06,692,1769.958333,5129,35.4,1,0,0,0
1,credit_card,0.1286,184.95,10.42376834,17.31,672,1950,12596,46.3,0,0,0,0
1,credit_card,0.1159,247.65,11.66650455,11.89,687,2910,25588,58,1,0,0,0
1,all_other,0.0768,65.5,10.92952915,3.59,757,7529.958333,14538,32,1,0,0,0
1,all_other,0.1128,32.88,10.46310334,15.69,697,4320.958333,199,2.3,1,0,0,1
1,credit_card,0.1286,92.48,10.96819829,13.57,667,2519.958333,3109,42.6,2,0,0,0
1,all_other,0.1304,219.14,11.05089001,6.76,667,6167.958333,20227,41,3,1,0,1
1,debt_consolidation,0.08,156.69,10.96812932,10.78,757,3179.958333,4496,9.7,3,0,0,0
1,all_other,0.0768,124.76,10.6214249,10.74,792,4589.958333,2775,13.7,3,0,0,0
1,all_other,0.1001,242.04,11.27720313,15.21,727,4979.958333,2801,6.7,0,1,0,0
1,debt_consolidation,0.1033,129.69,10.34174248,10.03,702,3839.958333,6796,32.4,0,0,0,0
1,debt_consolidation,0.1096,245.4,10.51009597,7.16,697,3599.958333,27491,56.2,3,0,0,0
1,credit_card,0.1412,102.71,10.08580911,9.3,662,1470,5062,85.8,0,0,0,0
1,major_purchase,0.1272,59.57,10.71441777,10.64,667,3179.958333,1030,4.6,0,3,0,0
1,credit_card,0.1051,136.54,10.95080655,10.59,707,7350,5014,18.1,0,2,0,0
1,credit_card,0.1146,98.88,9.942708266,3.58,707,3879.041667,2731,97.5,0,0,0,0
1,debt_consolidation,0.1209,156.31,10.59663473,21.93,712,4650.958333,3266,49.5,0,0,0,0
1,educational,0.1083,146.97,10.54534144,13.54,712,3930.958333,1818,29.8,2,0,0,0
1,all_other,0.1178,99.33,10.27090459,0.66,717,1142,843,30.1,0,0,0,0
1,debt_consolidation,0.1051,243.81,10.6454249,16.23,727,3573.958333,26784,63.6,1,0,0,0
1,debt_consolidation,0.1083,163.3,10.76840078,21.53,742,3604.958333,17194,54.8,1,0,0,1
1,all_other,0.1241,172.07,11.56171563,20.29,747,5585,8855,31.2,7,0,0,0
1,debt_consolidation,0.1051,243.81,11.98292909,9.55,722,4685.958333,39979,49.5,0,0,0,0
1,all_other,0.1588,245.69,11.46163217,24.19,667,5375.958333,590,84.3,0,0,0,0
1,all_other,0.0907,238.75,11.00209984,4.86,752,7626.958333,8575,25,1,0,0,0
1,home_improvement,0.102,242.71,11.27663335,11.99,732,4686.958333,42703,40.4,3,0,0,1
1,all_other,0.0907,210.1,10.37361617,1.84,742,2680,4889,10.7,1,0,0,1
1,credit_card,0.1083,244.94,11.40756495,20.91,747,5641,120338,47.5,0,0,0,0
1,all_other,0.0907,191,11.08214255,5,752,4384,86,0.5,1,0,0,0
1,home_improvement,0.0832,47.23,10.858999,12.39,722,3800,26571,33.7,0,0,0,0
1,major_purchase,0.102,97.09,10.91508846,0.33,802,3216.958333,37,0.2,0,0,0,0
1,debt_consolidation,0.1272,251.7,11.31447453,11.12,677,6008,12336,46,0,1,0,0
1,credit_card,0.1114,156.65,10.83958091,6.4,697,4709.958333,10537,41,2,0,0,0
1,all_other,0.1336,338.68,10.71441777,1.73,687,3509.958333,3153,30.3,1,0,0,0
1,major_purchase,0.0907,229.2,10.96812932,9.35,742,9419.958333,3392,9.2,1,0,0,0
1,small_business,0.1146,411.97,11.32418334,14.16,707,6089.958333,41893,62.5,0,0,0,0
1,small_business,0.1557,244.62,10.93310697,1.18,672,1409.958333,255,15,2,0,0,0
1,debt_consolidation,0.1304,252.85,11.03488966,18.21,682,5777.958333,19099,89.2,1,0,0,0
1,small_business,0.0938,335.76,10.91508846,6.41,737,2459.958333,1932,11.4,2,0,0,1
1,debt_consolidation,0.1178,380.76,10.73116563,15.21,707,5039.958333,10197,75.5,0,0,0,0
1,debt_consolidation,0.1304,182.06,11.2515607,22.08,707,5220,9282,15,1,0,1,0
1,educational,0.08,297.7,10.91508846,3.53,787,14159.95833,7171,10.7,2,0,0,1
1,small_business,0.0938,383.73,11.81303006,9.91,767,13620,1579,7.2,0,0,0,0
1,all_other,0.1493,865.78,11.98292909,10.73,682,1799.958333,33256,73.9,0,0,0,0
1,debt_consolidation,0.1209,299.32,10.87804719,4.3,692,1679.958333,9735,72.1,1,0,0,0
1,credit_card,0.0938,359.74,10.71441777,12.96,757,3599.958333,12341,30.8,0,0,0,0
1,credit_card,0.1146,197.75,10.34817337,13.73,692,2069.958333,14154,85.8,0,0,0,1
1,debt_consolidation,0.0768,124.77,10.23995979,5.57,777,6095.041667,4988,14.6,0,0,0,0
1,credit_card,0.1462,861.99,11.98292909,9.04,682,5369.958333,9925,45.1,1,2,0,1
1,credit_card,0.0938,172.68,11.49685706,19.36,732,6000,36976,53.1,2,0,0,0
1,home_improvement,0.1178,248.32,10.30895266,17.72,692,6270,6349,44.7,1,1,0,0
1,credit_card,0.1209,598.64,11.1124479,19.22,702,5220,22897,64.5,1,0,1,1
1,all_other,0.1272,536.11,11.73606902,10.62,692,5970,35114,52.6,0,0,0,0
1,debt_consolidation,0.1367,236.43,11.75038998,11.16,662,6839.958333,31081,28.3,1,1,0,0
1,credit_card,0.1178,178.8,10.6454249,10.57,682,3780,6770,21.2,3,0,0,0
1,all_other,0.0907,159.17,11.35040654,5.46,737,3090,6528,14.3,1,0,0,0
1,small_business,0.0963,32.1,10.30895266,2.64,717,1928.958333,11738,30.3,1,0,0,0
1,home_improvement,0.1114,820.13,11.51292546,5.95,732,6119.958333,31752,53.1,2,0,0,0
1,all_other,0.1304,384.34,11.47210347,8.98,697,1170,6201,66.7,1,0,0,0
1,credit_card,0.08,256.96,11.21182037,11.46,772,6419.958333,23891,19.3,0,0,0,0
1,credit_card,0.1178,264.88,10.858999,9.09,687,3629.958333,15217,58.1,0,0,0,0
1,small_business,0.1051,260.06,10.71441777,11.41,787,3929.958333,2193,6.9,0,0,0,0
1,credit_card,0.1178,165.55,10.75790288,22.49,692,8160,0,0,3,0,1,1
1,debt_consolidation,0.06,216.38,10.23995979,12.09,667,2550,14320,67.5,1,0,0,0
1,all_other,0.0768,31.19,11.1844214,16.9,767,6419.958333,28938,23.4,0,0,0,0
1,debt_consolidation,0.1241,517.87,10.54534144,9.06,692,5250,17297,77.6,1,0,1,0
1,credit_card,0.1083,215.55,11.1844214,17.87,712,3899.958333,5595,14.9,0,0,1,0
1,debt_consolidation,0.1241,334.11,11.03488966,22.43,682,8669.958333,12792,50.6,2,2,0,0
1,credit_card,0.1241,233.88,11.51292546,7.88,677,9270,6410,41.4,0,0,0,0
1,home_improvement,0.0768,109.17,10.858999,7.57,762,7831,1369,5.9,0,1,0,0
1,debt_consolidation,0.1367,816.43,11.46163217,17.68,697,3330,34565,89.3,1,0,0,0
1,all_other,0.102,161.81,11.15619338,8.21,732,3070,2535,50.7,3,0,0,0
1,debt_consolidation,0.1083,489.88,11.01006801,16.01,732,5850,35692,40.1,3,0,0,0
1,home_improvement,0.1178,215.22,11.42081018,2.14,732,4410,4541,96.6,2,0,0,1
1,all_other,0.1241,200.47,10.77895629,17.53,707,6509.958333,1966,93.6,1,0,0,1
1,debt_consolidation,0.1304,202.28,10.38887228,24.89,672,1830,3139,50.6,1,1,0,0
1,all_other,0.08,313.37,10.59663473,6.48,777,4923,19998,18.3,1,0,0,0
1,all_other,0.1083,81.65,11.00209984,12.36,692,5190,257,5.8,1,3,0,0
1,all_other,0.1336,203.21,10.99373159,16.24,662,3539.958333,1995,30.7,1,0,0,0
1,debt_consolidation,0.1367,489.86,11.69524702,13.01,672,4200,14827,43.5,3,0,0,1
1,all_other,0.102,177.99,10.73630972,6.03,787,4589.958333,1442,13.5,0,0,0,0
1,debt_consolidation,0.1178,595.97,11.44035477,17.43,707,3899.958333,29046,41.8,0,0,0,0
1,debt_consolidation,0.102,275.07,10.66886237,9.15,727,2909.958333,6725,43.7,1,0,0,0
1,small_business,0.1241,501.16,12.76568843,5.86,692,2429.958333,36073,72.9,2,0,0,1
1,debt_consolidation,0.1051,325.08,11.05089001,22.63,717,6660,15655,44.3,3,0,0,0
1,debt_consolidation,0.1146,329.57,10.49127422,19.3,702,2069.958333,5680,25.2,0,0,1,0
1,all_other,0.1146,197.75,12.3883942,3.64,722,3209.958333,58753,94,0,0,0,0
1,small_business,0.1146,329.57,10.89673933,21.69,722,5250,21462,40.9,1,0,0,0
1,major_purchase,0.1209,330.08,11.44571672,12.92,687,2190,26845,80.5,0,0,0,0
1,small_business,0.1462,517.2,11.58988651,11.56,667,4649.958333,13706,45.7,1,1,0,1
1,credit_card,0.0938,191.87,10.71441777,10.69,742,2760,1774,13.3,1,0,0,0
1,small_business,0.1557,698.91,10.79957558,12.39,672,4830,13335,39.8,1,1,0,0
1,debt_consolidation,0.1051,162.54,10.40477786,2.4,767,3848,1411,35.3,1,0,0,0
1,debt_consolidation,0.1083,391.9,10.57131693,18.22,717,2519.958333,16100,39.3,1,0,0,0
1,home_improvement,0.1114,328.06,10.6214249,21.92,722,2640,9042,16.2,2,0,0,0
1,small_business,0.102,485.42,11.51292546,7.93,747,3599.958333,86429,37.8,0,0,0,1
1,all_other,0.1304,505.7,11.98292909,12.61,692,3569.958333,30055,72.1,0,0,0,0
1,educational,0.1304,134.86,10.40426284,12.8,667,8130,6793,31.4,3,2,0,0
1,debt_consolidation,0.1304,674.27,12.22342128,7.02,692,3720,61977,59.3,0,0,0,0
1,debt_consolidation,0.1146,329.57,11.45100751,7.85,727,6600,17465,95.4,1,0,0,1
1,debt_consolidation,0.1178,496.64,11.12726298,22.43,717,8013,10635,46.9,0,0,0,0
1,educational,0.1126,336.03,11.15625052,1.73,742,3038.041667,7044,13.7,3,0,0,0
1,small_business,0.1493,346.32,11.00209984,20.58,682,6720,56189,89.2,0,0,0,1
1,debt_consolidation,0.1083,653.17,11.08220409,8.2,742,4171,12418,66.2,1,0,0,1
1,educational,0.1241,260.61,11.14186178,11.5,682,1920,36081,87.8,1,0,1,0
1,credit_card,0.1442,206.3,11.17147687,15.18,662,6709.041667,38616,76.3,1,0,0,0
1,debt_consolidation,0.0907,318.33,11.03495418,4.32,782,5369.958333,49421,2.7,1,0,0,0
1,debt_consolidation,0.1051,243.81,10.85892207,7.82,722,4379.958333,5911,20.9,3,0,0,0
1,debt_consolidation,0.102,161.81,10.59653473,13.08,722,3929.958333,6013,51,3,0,0,0
1,debt_consolidation,0.1367,110.56,10.1266311,24.34,672,1223.041667,10098,24.7,2,0,0,0
1,home_improvement,0.102,58.26,10.6454249,11.09,707,2519.958333,3628,26.1,2,0,0,0
1,debt_consolidation,0.1114,492.08,11.22524339,7.81,722,7140,14340,71.3,0,0,0,0
1,debt_consolidation,0.1367,748.39,11.0744205,13.13,687,3989.958333,25716,55.4,0,0,0,0
1,debt_consolidation,0.1051,747.67,11.22524339,24.93,772,3840,3553,5.6,1,0,0,0
1,credit_card,0.1178,529.75,10.6214249,15.31,712,3000.041667,19604,43.3,3,0,0,0
1,debt_consolidation,0.1241,400.93,11.40756495,7.4,697,1470,10868,37.6,2,0,0,0
1,debt_consolidation,0.1493,519.47,11.60823564,24.8,662,5580,36002,71.3,1,1,0,0
1,credit_card,0.1051,126.78,11.22524339,20.23,707,4619.958333,4508,30.7,0,0,0,0
1,all_other,0.08,125.35,10.97678203,5.07,817,4081,345,0.6,0,0,0,0
1,debt_consolidation,0.1083,246.57,10.37361617,21.48,717,5990.041667,7779,83.6,1,0,0,0
1,credit_card,0.1083,261.27,10.62132735,13.29,712,5190,30362,46.4,1,0,0,0
1,small_business,0.1493,346.32,11.31447453,8.68,682,5339.958333,9,0,0,0,0,0
1,major_purchase,0.1148,725.31,11.28978191,3.33,762,3925.958333,6628,7.3,1,0,0,0
1,credit_card,0.102,485.42,10.3155972,12.87,752,5789.958333,14857,31.3,2,1,0,0
1,all_other,0.0938,207.85,10.1266311,15.98,767,3757.041667,583,21.6,3,0,0,0
1,small_business,0.1178,331.1,10.80576049,17.67,722,3599.958333,27496,33.4,1,0,0,0
1,debt_consolidation,0.1272,302.04,10.57131693,9.29,712,6179.958333,3910,46.3,0,0,0,0
1,major_purchase,0.1051,260.06,10.43399815,11.19,757,2520,10,0.1,3,0,0,1
1,small_business,0.1051,165.79,11.02190247,5.67,752,1799.958333,40,1.7,0,0,0,0
1,small_business,0.1272,268.48,10.97848998,0.51,702,4019.958333,276,0.8,2,0,0,0
1,credit_card,0.0907,95.5,11.06929109,3.03,727,6509.958333,4483,72.3,0,0,0,1
1,all_other,0.102,103.56,10.37349118,4.95,717,9570,995,2.2,1,2,0,0
1,debt_consolidation,0.1399,410.08,10.79314679,10.11,662,4830,15043,76,1,0,0,0
1,home_improvement,0.1146,79.1,10.77895629,12.43,682,1950.041667,5027,62.8,1,0,0,0
1,debt_consolidation,0.1178,331.1,11.09133097,8.8,717,2310,27406,40.5,2,0,0,0
1,credit_card,0.1241,559.63,10.71441777,24.75,722,6179.958333,28116,95.3,1,0,0,0
1,all_other,0.1146,49.44,10.26102213,7.22,702,1650,0,0,2,1,0,0
1,small_business,0.1525,869.7,11.81303006,15.56,722,11850,95356,58.1,0,0,0,0
1,debt_consolidation,0.1114,262.45,11.00209984,8.64,702,4350,3754,50.7,1,1,0,0
1,credit_card,0.1367,217.72,11.6127708,24.03,667,4739.958333,36475,92.3,3,0,0,0
1,all_other,0.08,344.71,10.69194491,1.94,822,11579.95833,3879,7.9,2,0,0,0
1,debt_consolidation,0.1083,440.89,11.26446411,11.52,717,4319.958333,12266,41.2,1,0,0,1
1,debt_consolidation,0.1083,620.51,10.91501573,14.34,772,4229.958333,5503,55,4,0,0,0
1,small_business,0.1367,326.57,11.2362229,13.97,682,3636.958333,9375,93.7,0,0,0,0
1,debt_consolidation,0.1272,503.39,10.81977828,24.94,687,3690,8214,54.4,0,0,0,0
1,debt_consolidation,0.1399,307.56,10.55059079,10.71,662,4590,3015,82.2,0,0,0,0
1,home_improvement,0.143,411.89,11.1844214,20.87,662,3269.958333,12089,64.6,0,0,0,0
1,debt_consolidation,0.1442,515.74,11.22524339,3.22,682,3180.041667,15137,43.6,0,2,0,0
1,all_other,0.0907,222.83,10.73639668,21.65,747,2970,5368,16.6,0,0,0,0
1,debt_consolidation,0.143,274.59,10.52406404,23.27,667,3000,11531,76.9,1,0,0,0
1,small_business,0.1426,411.67,11.50287513,3.83,762,6059.958333,10106,67.4,3,0,0,0
1,small_business,0.1146,823.93,11.36210258,13.86,757,4530,46055,20.2,0,0,0,1
1,debt_consolidation,0.1304,269.71,10.74720759,5.7,677,8249.958333,8033,73,0,0,0,0
1,educational,0.1241,185.43,9.998797732,11.73,677,3539.958333,1212,22.9,3,0,0,1
1,debt_consolidation,0.08,313.37,11.09741002,20.25,772,8220,9632,6.8,3,0,0,0
1,all_other,0.1083,308.63,11.15625052,14.33,727,5069.958333,13823,79.9,0,0,0,0
1,educational,0.143,34.33,9.61580548,15.04,662,3330,6553,96,3,0,0,0
1,all_other,0.1304,185.43,9.998797732,5.02,697,2159.958333,2614,52.3,0,0,0,0
1,debt_consolidation,0.1525,556.61,10.97164063,11.48,662,4920,16052,88.2,3,0,0,1
1,debt_consolidation,0.1083,293.93,10.55841352,17.86,737,2670.041667,0,0,1,0,0,0
1,debt_consolidation,0.1209,232.81,10.77895629,9.8,712,4290,5585,6.4,1,0,1,0
1,all_other,0.1272,335.6,10.59923136,22.53,682,4020,408,2.1,3,2,0,0
1,all_other,0.1114,98.42,10.6214249,4.54,702,3840.041667,4693,75.2,0,0,0,0
1,debt_consolidation,0.1367,340.18,11.00209984,12.54,697,3570,27860,89.4,3,0,0,0
1,all_other,0.1146,184.56,11.42954386,8.28,692,6030.041667,5559,58.5,2,0,1,0
1,debt_consolidation,0.1051,195.05,10.30895266,14.36,727,1920.041667,5028,40.2,0,0,0,0
1,credit_card,0.1178,49.67,11.98292909,7.68,682,3630,5350,87.7,3,0,0,0
1,credit_card,0.1146,273.55,11.31447453,15.5,727,3364.041667,22164,96.8,1,0,0,0
1,all_other,0.1051,174.73,11.43932198,19.8,762,7590,14494,29.6,6,0,0,0
1,debt_consolidation,0.1083,78.38,10.46310334,17.62,712,2640.041667,15755,88.5,0,0,0,0
1,educational,0.1241,267.29,9.903487553,0.6,762,1440,2000,11.4,0,0,0,0
1,credit_card,0.1272,293.65,11.36917056,20.12,682,2790,25965,52.5,1,0,0,0
1,debt_consolidation,0.1399,854.32,11.69524702,19.76,692,3780.041667,41077,60,0,1,0,0
1,all_other,0.08,156.69,11.40756495,4.28,762,5010,14442,28.3,0,0,0,0
1,educational,0.1114,275.57,11.3736634,11.88,702,4110.041667,24216,73.8,3,0,0,1
1,all_other,0.1146,329.57,11.51292546,4.43,707,2850,13175,46.9,2,0,0,0
1,debt_consolidation,0.1399,340.88,11.11274636,4.15,662,3960,11574,75.6,1,0,0,0
1,all_other,0.1241,267.29,10.46310334,6.38,712,1410,7740,37.6,1,0,0,0
1,all_other,0.08,150.42,11.22524339,17.81,767,8010,71386,11.6,0,0,0,0
1,credit_card,0.1241,60.14,11.48246626,19.24,677,5460,34093,93.7,0,0,0,0
1,debt_consolidation,0.1114,255.88,10.6214249,20.46,717,2831,11437,41.6,0,0,0,0
1,home_improvement,0.1399,512.6,11.06663836,5.38,702,3600,12945,76.6,2,0,1,1
1,debt_consolidation,0.1146,467.99,11.05089001,15.83,727,3660,11306,44.7,1,1,0,0
1,all_other,0.1367,136.08,9.61580548,14,662,3000.041667,5617,87.8,0,0,0,1
1,small_business,0.0768,187.14,10.59663473,24.15,782,3030.041667,1478,10.4,0,0,0,0
1,credit_card,0.1083,685.83,10.96819829,14.38,737,4050.041667,8886,17.8,0,1,0,0
1,debt_consolidation,0.1557,244.62,10.78931908,2.72,672,3010.041667,3273,69.6,1,0,0,1
1,debt_consolidation,0.0907,318.33,10.81977828,9.62,752,6150,18917,33.2,0,0,0,0
1,all_other,0.1114,196.84,11.08214255,22.41,697,7350.041667,2611,7.8,0,6,0,0
1,all_other,0.1083,52.26,10.27931786,5.36,702,3780.041667,7020,42,0,1,0,0
1,small_business,0.1114,524.89,11.91839057,2.5,722,7710.041667,23165,31.7,0,2,0,0
1,all_other,0.1178,231.77,10.39696354,16.85,717,4530.041667,0,0,2,0,0,0
1,all_other,0.1347,508.84,11.47210347,13.44,707,2256,8272,33.2,3,0,0,0
1,all_other,0.1083,244.94,10.82988702,14.59,707,4050.041667,3800,21.7,1,0,0,0
1,credit_card,0.1083,78.38,10.59663473,15.75,697,5160.041667,13620,29.9,2,0,0,1
1,credit_card,0.1241,167.06,11.38509209,23.88,677,3750.041667,40726,83,1,0,1,1
1,all_other,0.1367,170.09,10.71441777,16.29,662,2160,4373,81,0,0,2,0
1,credit_card,0.1114,475.68,10.49127422,21.8,712,10368.04167,23772,84,0,0,0,1
1,debt_consolidation,0.1272,134.24,10.56746336,3.98,667,1830,5490,12.2,0,0,0,0
1,home_improvement,0.1493,242.42,10.16585182,11.77,662,1170.041667,12597,63,1,0,0,0
1,credit_card,0.0768,93.57,10.74181674,3.97,762,10260.04167,4361,7.3,1,0,0,0
1,debt_consolidation,0.1336,711.22,11.35040654,10.74,687,6630.041667,29381,88.2,2,0,1,1
1,debt_consolidation,0.1178,662.19,10.858999,15.42,727,3755.041667,25971,66.6,0,0,0,1
1,all_other,0.1178,240.05,11.56171563,5.04,707,3630,2134,12.5,1,0,0,0
1,small_business,0.0938,425.3,11.40756495,8.93,772,5648.041667,126302,27.6,1,0,0,1
1,debt_consolidation,0.1399,222.13,10.83981618,13.81,672,3060.041667,29212,63.1,0,0,0,0
1,debt_consolidation,0.1392,682.74,11.38962725,24.94,692,4975.958333,27160,65.7,1,0,0,0
1,all_other,0.1904,458.46,11.71993963,5.84,662,6210,13363,99,1,1,0,1
1,debt_consolidation,0.1209,249.43,10.81977828,19.73,692,3360.041667,12985,22.9,3,0,0,0
1,small_business,0.1336,338.68,11.00209984,7.24,697,5250.041667,3617,14.4,0,2,0,0
1,home_improvement,0.08,142.59,10.97848998,5.58,757,7590,19572,49.3,1,0,0,0
1,all_other,0.0768,93.57,10.35316092,19.33,777,2610.041667,2707,13.4,1,0,0,0
1,all_other,0.0907,318.33,11.46163217,9.79,807,7470.041667,0,0,2,0,0,0
1,major_purchase,0.1178,198.66,10.6454249,10.6,692,3090.041667,1878,81.7,1,0,0,0
1,debt_consolidation,0.1051,260.06,11.00209984,23.46,717,3403.041667,44282,61.2,1,0,0,0
1,debt_consolidation,0.1399,410.08,10.81977828,12.14,677,2220.041667,12651,86.1,3,0,0,0
1,all_other,0.1557,314.51,10.59653473,0,687,2940.041667,0,42.4,1,0,0,0
1,debt_consolidation,0.1114,278.85,10.6454249,19.54,702,3990,2689,14.5,1,0,0,0
1,all_other,0.1336,101.61,10.34595939,17.46,662,1860.041667,4922,65.6,0,0,0,0
1,debt_consolidation,0.0907,152.8,10.77895629,14.6,742,7350.041667,8900,49.2,0,0,0,0
1,credit_card,0.1146,430.92,11.42954386,12.63,727,5520.041667,27920,33,0,0,0,0
1,debt_consolidation,0.1209,399.09,10.1266311,11.04,692,8435.041667,9931,29.6,0,1,0,1
1,small_business,0.1114,303.45,11.00209984,6.48,782,2580.041667,52,1.5,0,0,0,0
1,credit_card,0.1367,748.39,11.22524339,22.08,692,2940.041667,23176,84.3,0,0,0,0
1,credit_card,0.1241,614.76,11.59910316,14.38,702,5640.041667,56969,89.6,1,0,0,0
1,debt_consolidation,0.1051,496.55,11.00209984,9.94,757,5010,23218,29.8,0,0,0,0
1,educational,0.1051,48.77,10.93310697,12.94,702,9120,388,6.2,0,0,0,0
1,debt_consolidation,0.1146,59.33,11.00209984,18.42,682,4470.041667,4170,59.2,0,1,0,0
1,debt_consolidation,0.1872,876.36,11.00209984,19.8,667,3271,23555,60.3,1,0,1,1
1,debt_consolidation,0.102,161.81,11.05089001,11.09,717,3600,836,9.2,3,0,0,0
1,small_business,0.1146,164.79,10.82480563,13.09,717,1260.041667,2042,13.9,1,0,0,0
1,educational,0.102,77.67,9.546812609,0.86,757,1772,185,1.7,1,0,0,0
1,small_business,0.1209,332.58,11.51292546,15.01,687,5130.041667,25853,41.7,0,0,0,0
1,all_other,0.1146,197.75,10.27505111,4.34,687,2280.041667,3430,25.2,1,0,0,0
1,debt_consolidation,0.1146,494.36,11.22524339,11.58,707,4350,20133,76.8,0,0,0,0
1,home_improvement,0.1367,217.72,10.87804719,16.35,662,9030,6713,59.9,0,1,0,0
1,debt_consolidation,0.162,211.54,11.08367983,14.91,662,4621,3234,98,3,0,0,0
1,debt_consolidation,0.1272,201.36,10.70205455,3.08,677,5400,4901,58.7,1,2,0,0
1,educational,0.1493,346.32,10.91523391,12.85,667,4052.041667,18810,59.5,0,0,0,0
1,debt_consolidation,0.1051,173.11,11.35035948,21.12,722,7350.041667,30067,61.8,1,0,0,0
1,credit_card,0.0907,458.39,11.35040654,1.5,792,4470.041667,4658,10.7,0,0,0,0
1,all_other,0.0938,351.75,11.31447453,0,747,7920,3425,6,0,1,0,0
1,home_improvement,0.1588,491.37,11.69524702,20.67,662,6000.041667,69937,97.8,1,0,0,0
1,small_business,0.1114,177.97,11.28978191,24.77,712,3750.041667,12216,56.6,1,0,0,0
1,debt_consolidation,0.1304,674.27,10.87812266,8.87,692,4380,5432,50.8,0,0,0,0
1,debt_consolidation,0.1367,340.18,12.4292162,10.51,712,3990,89156,99.2,2,0,0,0
1,all_other,0.1209,199.55,11.3224427,18.06,682,3030.041667,23958,87.1,0,0,0,0
1,home_improvement,0.0737,93.14,10.9241383,8.95,772,7410.041667,4975,21,0,0,0,0
1,small_business,0.1336,846.7,11.75978554,16.62,712,7890.041667,46663,47.4,1,0,0,1
1,debt_consolidation,0.1493,83.12,10.63969422,21.55,672,5460,4332,98.5,0,0,1,1
1,small_business,0.1146,381.48,11.15625052,0.26,807,6570,495,4.9,1,0,0,0
1,debt_consolidation,0.1083,212.28,10.61820051,24.43,717,3900,28473,26.6,1,0,0,0
1,debt_consolidation,0.1399,273.39,11.22524339,11.98,677,5160.041667,6372,95.7,1,0,0,0
1,small_business,0.1146,121.95,11.23848862,22.97,697,4290,47039,89.5,0,0,0,1
1,debt_consolidation,0.1557,419.35,10.73639668,12.5,667,1860.041667,12376,97.4,1,0,0,0
1,home_improvement,0.1051,382.78,11.69524702,3.91,742,4110.041667,20892,33.2,1,0,0,0
1,debt_consolidation,0.1379,170.38,11.69524702,3.02,667,3289,4339,13.7,1,3,0,0
1,small_business,0.1083,374.76,11.65268741,8.42,742,7320,94699,54.2,3,0,0,0
1,credit_card,0.1083,146.97,11.00209984,8.66,712,4710,13103,53.5,0,0,1,0
1,credit_card,0.102,330.09,10.69194491,14.37,732,2610.041667,14869,46.9,0,0,0,0
1,credit_card,0.1083,391.9,11.60827201,17.82,722,10290.04167,28631,54.9,0,0,0,0
1,debt_consolidation,0.1209,432.35,10.81977828,11.16,717,3450.041667,12941,96.6,0,0,0,0
1,small_business,0.0768,93.57,11.22524339,11.9,752,3210,5263,48.7,0,0,0,0
1,debt_consolidation,0.1588,526.47,11.00209984,17.14,672,10170,13853,73.3,1,0,0,0
1,small_business,0.102,194.17,11.04574983,3.56,722,8100.041667,3567,66.1,2,0,0,0
1,debt_consolidation,0.0938,175.88,10.93310697,5.36,737,3570,2707,56.4,0,0,0,0
1,debt_consolidation,0.1241,334.11,11.15625052,10.35,682,3180,7198,29.1,2,3,0,0
1,debt_consolidation,0.102,323.62,10.45045222,16.22,747,7890.041667,21626,64,0,0,0,0
1,educational,0.1114,82.02,11.14919713,20.15,692,5250.041667,51489,77.9,2,0,0,1
1,credit_card,0.1241,668.21,11.60823564,10.92,702,5370,25717,33.9,3,0,0,0
1,debt_consolidation,0.1715,535.92,11.21182037,19.83,667,3690.041667,52639,79.2,3,0,0,0
1,debt_consolidation,0.0938,191.87,11.71177632,14.72,727,3900,73534,31.6,2,0,0,0
1,debt_consolidation,0.1083,39.19,10.59663473,6.59,697,2310.041667,1262,42.1,0,0,0,0
1,all_other,0.1178,49.67,10.59663473,5.43,687,2970.041667,1434,13.7,0,1,0,0
1,debt_consolidation,0.1178,165.55,11.22524339,1.84,702,5430,5104,44.4,1,0,0,0
1,home_improvement,0.1114,656.11,11.69524702,2.82,727,6690.041667,13417,31.3,1,1,0,0
1,home_improvement,0.1051,390.09,11.91839057,2.92,827,8763,84236,4.6,0,0,0,0
1,small_business,0.1221,832.88,11.8493977,11.97,742,6388.041667,2796,6.1,4,0,0,0
1,credit_card,0.1367,204.11,10.70957048,22.78,692,8490.041667,19270,97.3,1,0,1,0
1,home_improvement,0.1525,347.88,11.00209984,1.28,702,1290.041667,4980,55.3,1,0,0,0
1,debt_consolidation,0.1557,270.83,10.30895266,23.12,662,1200.041667,7333,71.9,3,0,0,0
1,debt_consolidation,0.1272,167.8,10.21097225,7.19,682,1860.041667,5091,57.2,0,0,0,0
1,all_other,0.1241,668.21,10.54534144,1.96,787,8641,507,0.3,7,0,0,0
1,debt_consolidation,0.08,156.69,9.878169745,9.23,772,5190.041667,5783,25.4,2,0,0,0
1,debt_consolidation,0.1114,328.06,11.69524702,7.92,717,6060.041667,111055,87.2,1,0,0,0
1,credit_card,0.1178,99.33,11.12726298,5.29,687,3750.041667,10870,80.5,0,1,0,0
1,credit_card,0.1209,323.43,11.00209984,16.52,687,2940.041667,4121,71,0,1,0,0
1,debt_consolidation,0.1209,399.09,11.12726298,4.29,697,1710,9273,19.7,1,0,0,0
1,credit_card,0.0768,155.95,10.81977828,8.47,782,4950.041667,14020,38.5,0,0,0,0
1,all_other,0.0938,230.24,10.71441777,0,782,4500.041667,0,0,3,0,0,0
1,small_business,0.1304,674.27,11.47210347,13.95,722,1139.041667,1175,22.2,1,0,0,0
1,major_purchase,0.1083,483.35,10.81977828,5.52,722,2581.041667,3943,12.2,2,0,0,0
1,all_other,0.1209,399.09,11.08220409,21.03,702,3750.041667,18273,85.4,1,0,0,0
1,major_purchase,0.0938,159.89,10.43399815,1.66,732,3287,2221,34.2,3,0,0,0
1,debt_consolidation,0.1209,359.18,10.57867441,5.53,697,1650.041667,14922,43.8,1,0,0,1
1,debt_consolidation,0.1336,677.36,10.85892207,18.19,682,3360.041667,26282,68.6,1,0,0,0
1,all_other,0.1304,202.28,11.77528973,11.06,672,8192.041667,42125,50.7,3,0,0,0
1,debt_consolidation,0.1304,536.05,11.1844214,3.52,712,3270,16122,97.7,0,0,0,0
1,credit_card,0.0938,431.69,11.51292546,10.6,752,6964.041667,18640,44.9,0,0,0,0
1,all_other,0.08,78.35,10.64799303,23.88,747,4380,634,14.4,2,0,0,0
1,debt_consolidation,0.143,293.47,11.27720313,18.14,692,4440.041667,7987,42.5,3,0,0,1
1,credit_card,0.1241,160.38,11.05089001,13.81,672,2880,5034,45.4,3,1,1,1
1,small_business,0.1178,297.99,11.40756495,13.63,687,8100.041667,51664,18,2,0,0,1
1,credit_card,0.1272,167.8,10.70099475,17.03,672,2670.041667,7837,41.2,2,1,0,0
1,all_other,0.0907,305.6,10.85892207,3.67,807,5490,1631,1.3,1,0,0,0
1,debt_consolidation,0.1588,526.47,11.51588109,11.13,697,4921.041667,9935,16.5,0,0,0,0
1,debt_consolidation,0.08,159.82,10.93310697,7.85,747,4080.041667,2839,35,0,0,0,0
1,credit_card,0.1051,117.03,10.858999,19.87,707,6840,9423,31.3,0,0,0,0
1,credit_card,0.1272,588.13,11.93031914,15.72,692,4800.041667,37008,56.2,0,1,0,0
1,debt_consolidation,0.0938,204.66,10.49127422,19.03,732,4114.041667,13871,38.6,1,0,0,0
1,all_other,0.1367,102.06,10.72165816,2.57,677,3120.041667,1864,44.4,0,2,0,0
1,debt_consolidation,0.1568,490.03,10.91508846,18.92,672,1680,20619,59.4,0,0,0,0
1,credit_card,0.0938,399.72,11.29476946,3.67,772,4410,6495,0,1,0,0,0
1,credit_card,0.1083,594.39,10.71441777,18.83,722,3660,21526,55.5,3,0,0,0
1,debt_consolidation,0.1304,107.89,10.53049493,17.18,682,4590.041667,4548,81.2,0,1,0,0
1,all_other,0.1178,529.75,11.62621844,7.77,712,3690.041667,4923,29,2,0,0,0
1,small_business,0.0988,322.11,11.15625052,11.78,732,5667.041667,7875,25.8,3,0,0,0
1,credit_card,0.1083,45.73,9.210340372,21.84,697,3630,5032,47.5,0,0,0,0
1,debt_consolidation,0.1557,681.43,10.78931908,14.57,662,6030.041667,15563,50.9,1,1,0,0
1,debt_consolidation,0.1083,293.93,10.23995979,12.3,742,4500.041667,11679,51.2,2,0,0,0
1,educational,0.1126,197.18,10.5454467,2.34,712,2640.041667,647,17.5,1,0,0,1
1,all_other,0.102,233.01,11.2009507,11.36,732,2490,737,73.7,2,0,0,0
1,debt_consolidation,0.143,411.89,11.08214255,4.95,687,4830.041667,12379,91.7,0,1,0,0
1,home_improvement,0.1083,326.59,11.00209984,2.88,762,3450.041667,3123,10.4,0,0,0,0
1,small_business,0.1272,536.95,11.00209984,21.82,692,9750,22252,80.2,2,1,0,0
1,credit_card,0.102,323.62,11.41861479,13.32,737,1740,14411,20.9,0,0,0,0
1,all_other,0.1146,229.06,11.53272809,13.56,707,5940.041667,32024,63.8,1,0,0,0
1,debt_consolidation,0.1209,332.58,11.2185544,19.01,692,4500.041667,16390,89.6,0,0,1,0
1,debt_consolidation,0.1209,399.09,11.22524339,11.25,747,7290,13816,23.7,6,0,0,0
1,debt_consolidation,0.1272,687.13,10.96812932,9.48,692,3840.041667,14066,24.3,3,0,0,0
1,small_business,0.0907,222.83,10.93310697,0.73,742,2370.041667,2240,5.1,2,0,0,0
1,small_business,0.1178,662.19,11.32328922,0.22,807,3510.041667,106,0.5,0,0,0,0
1,debt_consolidation,0.0938,447.68,10.30895266,21.76,762,5280.041667,19291,34.1,0,0,0,0
1,educational,0.1178,165.55,10.23995979,14.77,692,1800,7443,23,3,0,0,0
1,debt_consolidation,0.1336,677.36,11.25161265,18.56,682,3570,18661,76.5,0,0,0,0
1,credit_card,0.102,388.34,11.22524339,6.88,767,2760.041667,0,0,0,0,0,1
1,debt_consolidation,0.1146,230.7,10.81985828,8.74,692,1890.041667,20248,27.7,0,0,0,1
1,small_business,0.1525,869.7,11.91839057,6.82,682,4980.041667,0,0,0,0,0,0
1,debt_consolidation,0.1715,571.64,11.05366789,19.13,667,4290,55188,98.3,3,0,0,1
1,small_business,0.0938,207.85,10.81977828,14.34,747,1979.041667,178,0.5,2,0,0,0
1,home_improvement,0.0938,255.82,10.8731105,14.84,782,3900,9589,12.6,0,0,0,0
1,all_other,0.1221,199.89,9.798127037,6.27,687,3575,3289,32.6,1,0,0,1
1,debt_consolidation,0.1209,399.09,11.60357023,23.61,692,11040.04167,24417,77.5,2,0,0,0
1,home_improvement,0.08,225.62,11.70949504,7.29,752,2913,16405,21.1,0,0,0,0
1,all_other,0.1253,66.94,10.59663473,19.2,697,3270,5396,89.9,3,0,0,0
1,credit_card,0.1062,423.28,10.92823799,1.38,782,4370,3153,23.7,0,0,0,0
1,credit_card,0.1746,897.06,11.6351431,3.94,662,4530.041667,31852,80.6,3,1,0,1
1,debt_consolidation,0.1209,282.69,10.66895539,10.1,682,4350,8787,44.4,1,2,0,0
1,all_other,0.1367,170.09,11.05089001,9.03,667,11700,1026,51.3,0,1,0,0
1,small_business,0.1083,458.85,12.10071213,6.24,747,3600,60936,24.7,2,0,0,1
1,credit_card,0.0938,383.73,11.40756495,10.55,767,14580,2887,60.1,3,0,0,0
1,home_improvement,0.0932,319.47,11.64395373,0.45,772,6244.041667,755,1.6,0,0,0,0
1,all_other,0.1304,94.4,11.1124479,11.62,667,4350,6219,57.1,3,0,0,0
1,debt_consolidation,0.1241,668.21,11.3736634,7.66,707,6900,15565,81.5,0,0,0,0
1,debt_consolidation,0.1178,827.74,11.77528973,10.2,717,8460.041667,29601,55.1,2,0,0,1
1,debt_consolidation,0.1178,551.28,11.22524339,11.47,707,3630,17565,53.9,0,0,0,0
1,credit_card,0.1304,236,10.9675084,13.77,672,2970.041667,21159,76.1,0,0,0,0
1,debt_consolidation,0.1146,202.69,9.862665558,9.63,707,3420.041667,6949,81.8,1,0,0,0
1,all_other,0.0907,41.39,10.77895629,0.75,732,3690.041667,542,60.2,0,0,0,0
1,all_other,0.1051,130.03,11.77581267,5.07,712,4470.041667,11840,56.1,0,0,0,1
1,debt_consolidation,0.0938,207.85,11.22524339,13.42,742,6810.041667,29258,1.6,0,0,0,0
1,all_other,0.1272,590.65,11.08214255,12.14,687,8880.041667,18734,62,2,0,1,0
1,credit_card,0.08,62.68,10.43399815,13.38,742,3330.041667,7713,32.4,1,0,0,0
1,all_other,0.1189,59.7,10.10435114,22.28,687,6751.041667,2842,47.4,0,0,0,1
1,debt_consolidation,0.1442,515.74,12.4049235,20.01,692,7290,77179,82.5,1,0,0,0
1,debt_consolidation,0.1411,718.81,11.08214255,5.19,682,2130,15005,64.1,2,0,1,0
1,debt_consolidation,0.1253,234.27,10.858999,19.45,707,3818.041667,18310,56.7,0,0,0,0
1,home_improvement,0.1221,273.19,11.22524339,9.1,707,6240.041667,11136,42.7,1,0,1,0
1,debt_consolidation,0.1505,520.37,10.81985828,10.63,677,4470.041667,14761,77.3,0,1,0,0
1,debt_consolidation,0.1316,594.36,11.24630014,13.39,697,4350,31834,71.5,2,0,0,0
1,credit_card,0.1221,399.78,10.74720759,23.69,712,6360.041667,147,0.5,3,0,0,0
1,major_purchase,0.0768,77.98,10.69194491,17.59,787,5768,406,1.2,0,0,0,0
1,credit_card,0.0938,306.98,10.77895629,14.54,742,7362.041667,3865,34.2,0,0,0,0
1,credit_card,0.16,377.95,10.49127422,21.93,667,1230.041667,15977,83.6,0,0,0,0
1,small_business,0.1411,171.15,10.41271189,13.77,687,3030.041667,6557,52.9,2,0,0,0
1,all_other,0.0932,89.46,10.4341158,23.86,742,5010,0,0,0,1,0,0
1,educational,0.1189,49.75,10.25765937,24.63,687,2250.041667,3206,80.1,2,0,0,0
1,all_other,0.1221,266.52,11.91839057,13.29,697,2250.041667,93265,76.4,1,0,0,0
1,credit_card,0.0932,319.47,10.53209621,16.64,752,3900,20738,40.6,0,0,0,0
1,small_business,0.1158,305.38,11.91839057,14.47,722,4710,42053,66.6,0,0,0,0
1,major_purchase,0.0963,192.57,10.23995979,1.76,772,2310.041667,1292,4.3,1,0,0,0
1,educational,0.0932,402.53,11.54248427,8.55,777,5430,2340,5.5,1,0,0,0
1,educational,0.1221,69.97,9.210340372,19.68,752,1121,603,6.2,0,0,0,0
1,all_other,0.0932,127.79,10.91508846,6.76,737,3330.041667,5287,18.4,0,0,0,0
1,debt_consolidation,0.1284,134.48,11.7829526,17.68,707,4170.041667,51973,95,3,0,0,0
1,credit_card,0.1189,248.73,10.03801845,16.89,717,8100.041667,555,23.1,0,0,0,0
1,credit_card,0.1158,226.97,11.77528973,19.37,757,8670,32255,31.6,0,0,0,0
1,debt_consolidation,0.1379,340.76,10.59663473,21.63,682,7380.041667,15615,87.7,3,0,1,1
1,debt_consolidation,0.1316,709.18,11.64395373,15.02,702,8880.041667,18071,65.5,2,0,1,0
1,debt_consolidation,0.1158,184.88,11.05089001,7.85,712,6090,8854,68.1,0,0,0,0
1,debt_consolidation,0.1158,247.61,11.26446411,14.52,742,4710,45953,57.8,2,0,0,0
1,debt_consolidation,0.1442,34.39,10.81977828,7.39,692,4830.041667,6519,98.8,1,0,0,0
1,small_business,0.1095,294.43,11.38509209,12.78,722,2640.041667,19457,63.6,0,0,0,0
1,debt_consolidation,0.0932,235.61,10.71441777,14.24,737,2282.041667,14429,28.2,0,0,0,0
1,debt_consolidation,0.1442,84.24,9.680344001,21.6,702,7170.041667,14052,98.3,2,0,0,1
1,small_business,0.1568,420.02,11.46163217,22.68,712,3000.041667,27844,89.8,2,0,0,0
1,debt_consolidation,0.0963,160.48,10.77895629,14.88,722,2880,5930,21.4,1,0,0,0
1,all_other,0.1158,215.42,10.27518903,3.06,712,3300,19349,86.4,0,1,0,0
1,educational,0.1253,334.67,10.41271189,18.5,707,4080.041667,10160,29.8,3,0,0,0
1,home_improvement,0.1253,100.4,10.57131693,10.55,717,1141.041667,2255,21.3,0,0,0,0
1,credit_card,0.0963,102.71,10.54534144,11.27,712,7590,7572,17.1,2,0,0,0
1,major_purchase,0.1284,268.95,10.23995979,20.23,702,1320.041667,2259,23.1,3,0,0,0
1,credit_card,0.1347,805.67,11.69524702,24.5,712,6420.041667,81833,84.6,0,0,0,0
1,credit_card,0.1221,168.24,11.09741002,7.75,727,7380.041667,17088,85.4,1,0,0,0
1,debt_consolidation,0.1695,712.54,11.91839057,13.61,672,4830.041667,16473,94.1,2,2,0,0
1,home_improvement,0.1505,416.3,11.75194237,11.85,662,4410,28218,85,2,0,0,0
1,small_business,0.1221,185.74,12.07254125,9.59,742,9600.041667,4,0,1,0,1,0
1,credit_card,0.0963,288.85,11.91839057,7.47,737,6150,16912,30.7,0,0,0,0
1,debt_consolidation,0.1221,169.91,11.15625052,11.64,707,1710,12142,38.2,0,0,0,0
1,debt_consolidation,0.1505,693.83,11.27720313,16.74,682,1440,13596,49.3,1,0,0,0
1,debt_consolidation,0.1442,446.98,11.45105006,16.46,702,3150.041667,24400,32.4,1,0,0,0
1,all_other,0.1221,79.96,10.4341158,7.52,712,1140.041667,8960,35.3,0,0,0,0
1,debt_consolidation,0.1221,45.81,11.00209984,21.09,692,3780.041667,1361,11.1,1,0,1,0
1,small_business,0.08,62.68,11.51292546,0.71,787,5490,3520,6.8,1,0,0,0
1,small_business,0.1568,350.02,11.05089001,7.03,667,2250.041667,31590,80.8,0,0,0,1
1,small_business,0.1126,200.47,12.00701176,15.02,762,7470.041667,141165,59.5,1,0,0,1
1,debt_consolidation,0.1442,240.68,10.71441777,15.25,677,3870.041667,23951,97.4,0,0,0,1
1,debt_consolidation,0.1284,645.47,11.53272809,20.21,727,9210.041667,8776,25.2,2,0,0,1
1,debt_consolidation,0.1411,513.44,11.20775808,15.99,707,3360.041667,40868,66.6,0,0,0,1
1,debt_consolidation,0.0788,350.34,10.1266311,19.15,737,6030.041667,10485,36.2,0,0,0,1
1,debt_consolidation,0.1284,67.24,11.15625052,11.97,672,7313,11260,69.9,1,0,1,0
1,debt_consolidation,0.0963,32.1,11.00209984,6.16,727,8310,100,0.5,0,1,1,0
1,debt_consolidation,0.08,313.37,10.59663473,23.01,797,5250.041667,10538,13.9,0,0,0,0
1,all_other,0.0932,159.74,10.81985828,0.36,757,3210,49,0.5,2,3,0,0
1,small_business,0.1221,333.15,11.09741002,10.76,792,5850,0,0,7,0,0,1
1,credit_card,0.1189,232.15,10.858999,7.52,752,3330.041667,9856,13.3,7,0,0,0
1,debt_consolidation,0.16,316.42,10.59653473,15.75,662,2640.041667,13072,90.2,0,0,0,0
1,credit_card,0.1568,280.02,12.09158169,22.49,662,4710,45496,62.7,2,0,0,0
1,credit_card,0.1505,277.53,11.28978191,12.07,667,3509.041667,9229,93.2,1,0,0,0
1,small_business,0.1253,836.66,11.65268741,13.74,727,9214.041667,40110,2.9,0,0,0,0
1,debt_consolidation,0.1221,266.52,10.71441777,21.87,697,2940,6569,22.3,2,0,0,0
1,all_other,0.1221,159.92,11.12732181,3.99,702,5040,468,7.2,1,1,0,0
1,home_improvement,0.1126,328.64,10.59663473,6.15,732,7680,1101,3.3,2,0,0,0
1,all_other,0.1158,264.11,10.30895266,9.48,707,2550,14058,22.7,0,0,0,0
1,debt_consolidation,0.1474,345.37,10.83958091,18.71,672,4740,18540,62.4,2,0,0,1
1,small_business,0.1316,253.28,10.49127422,21.5,702,1560.041667,1478,12.2,0,0,0,1
1,debt_consolidation,0.1411,342.29,11.00209984,21.32,682,3090.041667,7168,23.3,1,0,0,1
1,small_business,0.1126,326.99,12.10071213,10.07,717,3630,61676,28.5,2,0,0,1
1,debt_consolidation,0.1158,396.17,11.22132693,3.53,712,9330.041667,9826,42.7,1,0,1,0
1,educational,0.0932,319.47,11.35040654,7.81,752,2610.041667,2001,12.1,1,0,0,0
1,debt_consolidation,0.0963,239.91,10.44461927,15.51,727,3134.041667,15689,37.9,2,0,0,0
1,small_business,0.0963,327.37,10.81977828,15.46,747,6660.041667,15303,48.9,1,0,0,0
1,all_other,0.1316,101.32,11.00209984,14.08,672,3810.041667,2490,49.8,1,1,0,0
1,all_other,0.1221,49.98,10.08580911,21.15,692,1650.041667,1888,82.1,0,0,0,0
1,all_other,0.1095,235.54,11.17890622,11.93,792,5100,4931,8.5,6,0,0,0
1,educational,0.1695,97.98,8.342839804,0,687,1238.041667,0,42.5,0,0,0,0
1,all_other,0.1347,339.23,10.81977828,20.83,692,1470,10634,57.5,2,0,0,0
1,credit_card,0.1126,328.64,12.07254125,4.16,727,7222,44331,86.8,3,0,0,0
1,debt_consolidation,0.1126,328.64,10.59350484,17.73,747,5430,2895,19.6,0,0,0,0
1,small_business,0.1284,840.45,11.55214618,5.52,762,8630.041667,1900,38,4,0,0,0
1,credit_card,0.1474,345.37,10.73639668,16.33,727,4350,13592,25.7,1,1,0,0
1,debt_consolidation,0.0963,320.95,10.23981692,22.97,742,4470.041667,11488,22.3,0,0,0,0
1,debt_consolidation,0.1126,328.64,11.00209984,12.2,762,3690,5264,28.8,2,0,0,0
1,major_purchase,0.1158,280.62,10.23981692,20.75,717,2716.041667,12496,57.3,0,0,0,0
1,home_improvement,0.1095,261.71,11.14186178,7.1,732,3180,18831,48.5,1,0,0,0
1,debt_consolidation,0.1442,550.13,11.14186178,18.12,677,2400.041667,17085,81.4,0,0,0,0
1,credit_card,0.1095,40.9,11.77528973,5.18,707,4110.041667,26652,80.5,2,0,0,0
1,debt_consolidation,0.1347,135.7,10.59653473,8.55,672,4620.041667,3469,56.9,1,0,1,1
1,small_business,0.0932,255.58,11.15619338,1.08,757,4232.041667,3416,8.6,1,0,0,0
1,credit_card,0.06,194.7,10.4341158,17.12,742,2430.041667,7005,40,0,0,0,0
1,all_other,0.1253,368.13,11.28983191,1.62,692,2880,4526,20.6,0,0,1,0
1,debt_consolidation,0.1284,487.46,10.72555551,14.24,722,3540.041667,8511,71.5,2,0,0,0
1,debt_consolidation,0.0963,481.42,11.08214255,9.62,797,11820.04167,4002,12.4,0,0,0,0
1,all_other,0.0932,306.69,11.03488966,8.52,797,4050,1309,3.3,0,0,0,0
1,debt_consolidation,0.1287,260.66,10.18111929,20.14,692,1942,11307,82.8,0,0,0,0
1,major_purchase,0.1505,55.51,10.08580911,14.15,667,3450.041667,9603,96,1,0,0,0
1,debt_consolidation,0.1126,394.36,10.91501573,21.41,727,3900.041667,17102,73.1,1,0,0,0
1,credit_card,0.1095,37.63,11.2515607,7.75,712,6240,6907,54.3,0,0,1,0
1,debt_consolidation,0.1189,165.82,11.08214255,1.62,732,5612.041667,3005,50.1,0,1,0,0
1,debt_consolidation,0.1158,495.21,11.53479458,10.51,727,10500,37281,69.4,1,0,0,0
1,all_other,0.1347,254.42,10.37361617,21.3,692,2252.041667,14629,93.8,1,0,0,0
1,debt_consolidation,0.1316,337.71,10.73630972,21.34,687,3690,18049,66.8,2,0,0,0
1,all_other,0.1347,94.99,10.87012913,16.71,672,3000.041667,2275,49.5,1,0,0,0
1,debt_consolidation,0.1367,416.72,10.30895266,13.28,692,1132,12558,61.3,0,0,0,1
1,debt_consolidation,0.1114,262.43,10.858999,19.06,762,10710,2477,18.2,5,0,0,0
1,debt_consolidation,0.1379,136.31,11.60823564,1.52,667,3480.041667,2783,45.6,1,0,0,0
1,debt_consolidation,0.1379,511.14,11.00209984,7.12,692,5640.041667,24803,77.5,2,0,1,0
1,credit_card,0.0932,175.71,10.1266311,16.23,757,4110.041667,3997,29.6,0,0,0,0
1,educational,0.0932,159.74,10.08580911,18.75,782,10110,0,0,4,0,0,0
1,home_improvement,0.0932,127.79,11.1844214,20.5,737,4530.041667,9337,16.8,2,0,0,0
1,small_business,0.1158,396.17,11.15625052,10.99,732,4171.041667,40109,81.7,0,0,0,1
1,educational,0.0963,160.48,10.5454467,14.02,732,4350,10011,43.2,3,0,0,0
1,debt_consolidation,0.1126,131.46,11.21182037,8.77,742,8340,17094,19.6,0,0,0,0
1,debt_consolidation,0.1316,378.23,11.22524339,4.48,682,3420.041667,4712,56.8,1,0,0,0
1,credit_card,0.1253,435.07,10.89673933,14.38,707,7020.041667,1109,9.7,2,0,0,0
1,home_improvement,0.1253,83.67,10.81985828,10.92,682,5610.041667,3510,41.8,2,0,0,0
1,all_other,0.08,37.61,10.59663473,7.26,737,1896.041667,3770,18.6,1,0,0,0
1,all_other,0.1379,85.19,9.903487553,23.82,667,2700.041667,5411,76.1,1,0,0,0
1,all_other,0.1189,49.75,10.77895629,18.13,692,7530.041667,2573,67.7,0,0,1,0
1,debt_consolidation,0.0932,255.58,10.30895266,8.48,752,3990,8840,24.6,2,0,0,0
1,debt_consolidation,0.0932,383.37,11.14186178,8.68,807,8580.041667,7336,7.2,0,0,0,0
1,small_business,0.1316,506.56,11.36210258,14.34,697,5130,388,4.6,1,1,0,0
1,credit_card,0.0963,192.57,11.91839057,6.14,727,8310,13455,20.6,1,0,0,0
1,debt_consolidation,0.1189,464.3,10.59663473,11.46,717,7347,17523,35.9,0,0,1,0
1,credit_card,0.1221,433.1,10.97164063,16.04,707,3885.041667,12671,60.6,1,0,0,0
1,all_other,0.1253,167.34,11.30220443,15.21,677,5160,1015,25.4,0,0,0,0
1,debt_consolidation,0.1284,470.66,11.00209984,22.06,697,2220,13932,71.8,0,0,0,0
1,small_business,0.1221,499.73,11.22524339,15.02,722,5400,40882,31.8,2,0,0,0
1,major_purchase,0.0932,223.63,10.1266311,12.82,737,1920.041667,2944,22.5,0,0,0,0
1,debt_consolidation,0.1411,229.34,10.64661467,23.67,667,4980.041667,10106,40.3,1,0,0,0
1,all_other,0.1253,50.2,10.69203582,20.75,677,4080.041667,920,21.9,0,0,0,1
1,small_business,0.1095,49.89,10.1266311,11.62,727,6510,2108,23.2,0,0,1,0
1,debt_consolidation,0.1221,266.52,11.22524339,14.58,712,5730.041667,30692,92.4,1,0,0,0
1,small_business,0.0963,154.06,11.77525896,7.38,727,5490,27399,41.1,1,0,0,0
1,debt_consolidation,0.0932,319.47,10.98529272,11.02,757,3510.041667,2710,5.7,0,0,0,0
1,small_business,0.1126,427.23,11.42954386,14.05,722,7200.041667,9551,43.8,0,0,1,0
1,debt_consolidation,0.1114,164.02,10.04324949,4.33,727,2130,3612,54.6,0,1,0,0
1,debt_consolidation,0.1474,345.37,10.69194491,18.3,667,4620.041667,10155,73.9,1,0,0,0
1,major_purchase,0.08,37.61,10.59663473,18.78,732,3870.041667,4086,32.2,2,0,0,0
1,debt_consolidation,0.08,219.36,11.61728548,5.1,752,8250.041667,36923,27.7,2,0,0,0
1,all_other,0.0932,95.85,10.12085445,18.01,722,1860,4851,12.9,2,0,0,0
1,debt_consolidation,0.1411,171.15,10.73630972,12.11,672,2700.041667,10523,57.8,0,1,0,0
1,educational,0.1316,506.56,10.96819829,7.28,687,2190,9108,82.8,0,0,0,0
1,debt_consolidation,0.0932,351.42,11.40756495,6.43,767,5610.041667,7264,20.8,0,0,0,0
1,credit_card,0.1284,285.76,11.77528973,10.62,682,3210,12417,77.1,0,0,0,0
1,credit_card,0.1221,626.32,10.54534144,13.07,712,4998.041667,26554,47.8,2,0,0,0
1,credit_card,0.1284,470.66,11.1123882,15.53,697,3750.041667,26208,78.5,0,0,0,0
1,all_other,0.1189,165.82,10.71441777,5.47,702,2940,452,12.6,2,0,0,0
1,debt_consolidation,0.08,62.68,10.81977828,10.51,737,2370.041667,2270,14,1,0,0,1
1,small_business,0.1284,504.27,12.11450545,20.69,697,3149.041667,84844,79.4,3,0,0,0
1,all_other,0.1158,39.62,10.91508846,24.37,697,8700,22723,76.9,2,0,1,0
1,all_other,0.1126,282.63,10.81977828,2.88,712,4320,1076,8.7,3,0,0,1
1,debt_consolidation,0.1347,407.08,12.66032792,10.05,692,9060,127192,67,1,0,0,0
1,home_improvement,0.1411,164.3,11.39643659,10.64,662,5940.041667,17965,79.5,1,0,0,0
1,debt_consolidation,0.1537,522.7,10.71441777,5.84,672,2460,20800,88.1,1,0,0,0
1,debt_consolidation,0.1221,366.47,11.19766662,14.97,732,6360.041667,11961,17.1,2,0,0,0
1,all_other,0.1189,464.3,11.34142515,10.33,717,1860,23149,32.6,3,0,0,0
1,all_other,0.1158,462.19,10.91508846,13.99,717,3090.041667,7535,39.5,1,0,0,0
1,small_business,0.0963,481.42,11.91839057,8.44,812,6750.041667,67128,31.3,2,0,0,0
1,all_other,0.0932,319.47,11.51288546,3.83,747,3390.041667,9961,13.2,0,0,0,0
1,all_other,0.1095,261.71,10.59663473,7.68,732,2460,13161,25.2,0,0,0,0
1,debt_consolidation,0.08,228.76,10.88930435,11.08,752,1920.041667,4381,14.3,1,0,0,0
1,debt_consolidation,0.1442,409.16,12.3588109,8.32,677,7560.041667,31458,91.2,0,0,0,0
1,debt_consolidation,0.1505,138.77,10.94199592,12.7,682,3750.041667,3864,99.1,0,0,1,0
1,small_business,0.1158,495.21,11.1844214,13.27,727,4050,23236,42.4,2,0,0,1
1,credit_card,0.1632,529.71,11.91839057,6.55,662,4050,22783,93.7,3,1,0,0
1,debt_consolidation,0.1126,315.49,11.09741002,18.31,722,4110.041667,39660,46.5,0,0,0,0
1,debt_consolidation,0.1221,164.91,9.998797732,22.8,692,5310.041667,10128,46,0,0,0,0
1,debt_consolidation,0.0751,435.54,10.96819829,10.26,782,8340.041667,4198,15.4,1,0,0,0
1,debt_consolidation,0.1221,499.73,11.15619338,6.58,707,3690,16048,34.8,2,1,0,0
1,major_purchase,0.1158,66.03,10.25765937,16.17,722,1830,1416,40.5,1,0,0,0
1,debt_consolidation,0.1474,486.11,11.16200536,11.42,672,2940,2698,21.4,3,3,0,0
1,major_purchase,0.0932,293.91,11.10495723,8.35,787,7650,2719,4.6,0,0,0,0
1,all_other,0.0932,148.56,10.37255324,8.48,782,3390.041667,16,0.3,0,0,0,0
1,debt_consolidation,0.1411,513.44,11.41861479,16.8,682,5700.041667,16935,91,1,0,1,0
1,debt_consolidation,0.1284,403.42,10.73639668,19.57,697,3450.041667,27261,87.4,1,0,0,0
1,debt_consolidation,0.0768,77.98,10.37349118,0.38,822,9968.041667,510,1,0,0,0,1
1,credit_card,0.0963,288.85,11.60823564,18.41,737,3481.041667,2737,6.4,1,0,0,1
1,debt_consolidation,0.1189,265.32,11.00209984,17.24,707,4770,5476,46.4,0,0,0,1
1,credit_card,0.1253,187.42,10.81977828,14.42,682,5640.041667,10460,42.9,0,0,0,0
1,credit_card,0.1126,407.51,12.01370075,10.01,727,6750.041667,9800,38.4,1,0,0,0
1,debt_consolidation,0.1126,328.64,11.03488966,4.49,722,1710.041667,9021,27.7,0,0,0,0
1,debt_consolidation,0.1253,384.87,10.73630972,15.91,697,2220,11562,60.2,2,0,0,0
1,debt_consolidation,0.1095,261.71,11.22524339,23.25,722,6540,55723,55.8,3,0,0,0
1,all_other,0.1253,240.96,10.90778916,9.12,702,3240,1050,44.5,2,0,0,0
1,educational,0.1347,508.84,11.05089001,12.93,712,6553,18231,97,3,0,0,0
1,all_other,0.1505,260.19,11.37939407,9.08,667,6930,55163,93.7,0,0,0,0
1,debt_consolidation,0.1095,130.86,10.81977828,22.46,717,5820,24046,68.7,2,0,0,0
1,credit_card,0.1357,237.78,11.05089001,19.2,677,4290,18748,72.4,2,0,0,0
1,debt_consolidation,0.1253,284.47,10.66895539,9.27,687,2850,3294,18.7,3,1,0,1
1,debt_consolidation,0.1126,414.08,10.65735347,18.15,722,2674.041667,4297,39.8,0,0,0,0
1,small_business,0.0932,44.73,9.305650552,24.98,727,2310.041667,5010,63.4,0,0,0,0
1,debt_consolidation,0.0963,320.95,11.15625052,6.31,737,3480.041667,20423,46.7,2,0,0,1
1,debt_consolidation,0.1316,405.25,11.06663836,7.97,697,3150.041667,16331,76,0,0,1,0
1,home_improvement,0.1158,495.21,11.47210347,0.13,797,4770,144,0.3,2,0,0,0
1,small_business,0.1126,492.95,12.07254125,3.31,757,5880,1631,65.2,0,0,0,0
1,debt_consolidation,0.1284,268.95,10.81977828,18.6,682,5162,8690,65.3,3,0,1,0
1,credit_card,0.0768,155.96,11.45105006,15.29,777,4080,3839,6.2,0,0,0,0
1,small_business,0.1422,514.27,11.00209984,3.48,702,3870.041667,4628,94.4,3,0,0,0
1,debt_consolidation,0.1505,260.19,10.84081544,15.06,662,9180,19469,84.8,1,1,0,1
1,all_other,0.0963,208.62,10.59653473,9.18,727,4980.041667,3736,14.2,3,1,0,0
1,credit_card,0.1189,99.5,10.51867319,20.63,692,4410,10455,54.5,1,0,0,1
1,credit_card,0.0932,95.85,10.89673933,6.6,727,1921.041667,2979,28.9,1,0,0,1
1,all_other,0.1505,312.23,11.46163217,17.72,667,7080.041667,44313,93.5,2,0,0,1
1,debt_consolidation,0.1316,506.56,11.23848862,21.9,687,6000.041667,63202,51.3,0,0,0,1
1,all_other,0.1158,82.54,11.47001796,4.81,702,5070,26223,77.4,2,0,0,0
1,small_business,0.0963,192.57,11.03488966,6.35,732,1980.041667,3879,32.9,0,0,0,0
1,all_other,0.0963,96.29,10.32548196,14.4,722,3257,277,5.4,2,0,0,0
1,all_other,0.0963,320.95,11.40756495,3.27,732,3720.041667,8976,15.7,3,0,0,1
1,all_other,0.1253,127.18,11.00209984,20.14,687,4140.041667,27759,71.7,1,0,0,1
1,credit_card,0.1158,264.11,10.34148439,6.89,712,5670.041667,11025,55.1,1,0,1,1
1,debt_consolidation,0.0768,187.15,11.08220409,8.4,782,11340,6047,11,1,0,0,0
1,debt_consolidation,0.1347,162.83,11.51292546,21.8,687,6420.041667,52757,96.4,0,0,0,0
1,all_other,0.1411,273.84,10.91501573,12.59,672,1650.041667,6844,75.2,2,0,0,0
1,credit_card,0.1253,502,11.76368418,16.16,707,4470.041667,54445,87.8,2,0,0,0
1,credit_card,0.1189,296.82,11.15625052,21.24,702,7860.041667,50822,70,0,0,0,0
1,all_other,0.0932,159.74,10.30895266,14.16,762,5550.041667,1445,6.5,2,0,0,0
1,debt_consolidation,0.1474,518.06,11.08220409,22.1,672,4934.041667,23535,66.7,2,0,1,1
1,credit_card,0.1442,515.74,11.15625052,13.7,697,2550,11129,89,0,0,0,0
1,debt_consolidation,0.1189,397.97,10.54534144,19.64,707,1890,6472,53.5,1,0,0,0
1,all_other,0.1379,170.38,10.71441777,6,722,5280.041667,0,40.5,1,0,0,0
1,debt_consolidation,0.08,58.76,10.81977828,19.06,732,4773,27835,45.8,0,0,0,0
1,small_business,0.1347,339.23,11.77528973,13.85,702,4200.041667,26822,90.9,2,1,0,0
1,debt_consolidation,0.1316,405.25,10.4341158,19.55,682,2490,23806,76.1,0,0,0,0
1,small_business,0.1505,520.37,11.46163217,17.72,667,7501.041667,12586,84.5,2,0,0,0
1,debt_consolidation,0.1442,343.83,10.49127422,22.43,667,2877,9469,59.2,1,0,0,0
1,debt_consolidation,0.1126,328.64,11.16472876,11.61,722,6480,15116,38.7,2,0,0,0
1,home_improvement,0.1158,138.66,10.37349118,22.09,702,2945,14166,81.4,0,0,0,0
1,debt_consolidation,0.0963,288.85,10.66895539,7,742,3600,10232,30.6,1,0,0,0
1,credit_card,0.1221,499.73,11.2515607,14.96,712,4860.041667,30985,79.4,3,0,0,0
1,debt_consolidation,0.0932,255.58,10.49127422,10.73,752,13770,8128,27.7,3,0,0,0
1,credit_card,0.1505,346.92,10.59663473,20.64,662,3030.041667,15350,37.5,1,0,0,0
1,small_business,0.1316,506.56,11.91839057,4.06,697,7170.041667,85892,2.1,1,2,0,0
1,credit_card,0.1189,169.14,10.23995979,16.11,697,4080,20722,52.1,2,0,0,0
1,debt_consolidation,0.1253,281.12,11.30220443,1.85,687,4320,6716,32.7,2,0,0,0
1,credit_card,0.08,100.28,10.66895539,8.6,742,3150.041667,5624,32,0,0,0,0
1,debt_consolidation,0.1411,342.29,10.71441777,14.45,672,8940.041667,10942,57,0,0,0,0
1,debt_consolidation,0.1379,190.83,10.71441777,9.07,682,5100,9287,97.8,0,0,1,0
1,debt_consolidation,0.1189,397.97,10.59663473,14.88,757,6150,15280,56.2,0,0,0,0
1,all_other,0.0932,319.47,11.00209984,1.78,797,8100,2111,4,2,0,0,0
1,major_purchase,0.1095,245.36,10.51867319,14.72,777,3811.041667,1194,3.8,1,0,0,0
1,credit_card,0.1474,155.42,10.81977828,13.94,662,2191,21628,93.2,1,0,0,0
1,home_improvement,0.0963,481.42,11.15625052,12.19,772,4080,8850,16.5,1,0,0,1
1,debt_consolidation,0.1379,511.14,10.76595548,9.17,712,8847,17500,85.6,0,0,1,0
1,debt_consolidation,0.1221,53.31,11.14186178,18.14,677,5251.041667,4658,44.3,3,1,1,1
1,debt_consolidation,0.1095,490.71,11.56171563,8.14,757,6960,13333,25.8,0,0,0,0
1,all_other,0.1442,515.74,11.14186178,14.26,677,4530.041667,13235,47.8,1,0,0,0
1,all_other,0.1411,410.75,11.28978191,7.21,672,3030.041667,7887,37.2,0,0,0,0
1,small_business,0.1474,34.54,9.210340372,1.2,667,1860,437,9.7,0,1,0,0
1,educational,0.1221,333.15,11.00209984,11.42,702,1950.041667,6116,33.1,2,0,0,0
1,debt_consolidation,0.1221,119.94,11.00209984,10.56,692,4080,5211,30.1,0,3,0,0
1,all_other,0.0932,134.18,10.51583186,8.52,737,4590.041667,13385,57.5,1,0,0,0
1,educational,0.0963,176.52,10.6508871,15.63,727,4200.041667,21002,36.7,1,0,0,0
1,all_other,0.1158,82.54,11.69524702,14.51,712,6780.041667,53094,91.2,2,0,0,0
1,debt_consolidation,0.1221,299.84,11.22524339,1.81,697,10290,17307,31.8,2,0,0,0
1,credit_card,0.0963,320.95,11.00209984,11.24,742,5790,3649,33.8,2,0,0,0
1,credit_card,0.1189,276.92,11.61728548,1.92,702,8730,3421,7.4,1,0,0,0
1,debt_consolidation,0.1379,204.46,10.18490001,5.34,682,10308.95833,5177,12.5,3,1,0,0
1,debt_consolidation,0.1284,152.97,10.30815234,21.18,682,4109.958333,1125,64.3,3,0,1,0
1,debt_consolidation,0.1158,330.14,11.8493977,8.32,727,4890.041667,44128,42,1,0,0,1
1,small_business,0.1379,255.57,10.93310697,4.18,687,7184.041667,3554,37.8,3,0,0,0
1,small_business,0.1126,328.64,12.87390202,15.68,792,9041,23217,8.5,3,0,0,0
1,educational,0.1347,169.62,10.12647109,12.15,687,1925.041667,1643,8.6,2,1,0,0
1,all_other,0.0963,224.66,11.44293209,14.05,727,5100,5265,39.6,1,0,0,0
1,debt_consolidation,0.1347,508.84,10.93310697,13.61,677,6390.041667,26821,52.6,3,0,0,0
1,credit_card,0.1347,441,11.28978191,21.11,687,3330,64411,87.8,2,0,0,0
1,debt_consolidation,0.1442,206.3,11.51292546,13.57,662,5157,27254,80.4,0,0,0,0
1,all_other,0.1379,136.31,10.41271189,15.47,692,1861,7321,88.2,1,0,0,0
1,educational,0.1379,54.53,10.91508846,14.68,662,5310.041667,23713,73.5,1,0,0,0
1,home_improvement,0.0932,383.37,11.87164831,4.69,792,12433,4384,5,0,0,0,0
1,small_business,0.1253,502,11.73446773,15.83,702,6420.041667,109255,63.4,0,2,0,0
1,debt_consolidation,0.1537,522.7,11.81303006,18.12,667,9000.041667,17258,81.4,1,1,0,1
1,debt_consolidation,0.1189,497.46,11.28983191,17.64,717,2226,9663,30.7,2,0,0,0
1,major_purchase,0.1316,202.63,11.39643659,7.4,687,3300,281,7.4,3,0,2,0
1,small_business,0.1095,490.71,11.60823564,1.07,762,4290.041667,3889,18.3,0,0,0,1
1,debt_consolidation,0.1411,222.49,10.46310334,21.15,667,2640.041667,5518,34.9,2,1,0,0
1,credit_card,0.08,180.19,11.15625052,2.59,807,4800,5231,2.4,1,0,0,0
1,credit_card,0.1411,171.15,11.98290409,6.84,702,4770,18115,98.5,0,0,0,0
1,home_improvement,0.0963,481.42,10.30895266,4.08,817,8250.041667,24665,5.3,0,0,0,0
1,debt_consolidation,0.0932,319.47,11.69524702,5.93,747,3150.041667,5761,36.2,1,0,0,0
1,debt_consolidation,0.1221,199.89,10.59663473,20.43,707,7050,12694,63.8,3,0,0,0
1,debt_consolidation,0.1221,466.41,10.9329641,14.38,712,4080,12837,37.8,1,1,0,0
1,debt_consolidation,0.1126,345.07,11.03650127,3.61,722,3690,14080,31.2,0,0,0,0
1,all_other,0.1442,82.52,10.1266311,12.38,677,1410,5285,60.1,3,0,0,0
1,debt_consolidation,0.1158,495.21,11.51292546,22.37,727,3652,16386,62,0,0,0,0
1,all_other,0.08,115.95,10.23981692,7.84,772,1591.041667,1271,8.7,1,0,0,0
1,credit_card,0.1158,495.21,11.14186178,21.86,727,5790,22359,25,0,1,0,0
1,all_other,0.1126,276.06,10.49404814,1.4,772,5640.041667,1569,14.7,1,0,0,0
1,debt_consolidation,0.1347,191.67,11.11542853,6.18,672,4950.041667,5333,47.2,1,1,0,0
1,debt_consolidation,0.1632,176.57,9.998797732,8.67,662,1140,8517,71.6,2,0,0,1
1,all_other,0.1218,166.5,10.88743693,17.64,697,2442.958333,7398,37.9,0,0,0,0
1,credit_card,0.1505,520.37,10.91508846,16.95,677,8670,16918,90.5,0,0,0,0
1,debt_consolidation,0.1379,272.61,11.26446411,3.29,682,4560.041667,7921,58.7,0,0,0,0
1,home_improvement,0.0963,481.42,11.55214618,9.63,777,6270,19181,9.3,2,0,0,0
1,debt_consolidation,0.1189,497.46,11.38813292,7.34,717,3060.041667,15648,45.8,1,0,0,1
1,debt_consolidation,0.1189,497.46,11.15619338,18.28,717,6960,4826,58.1,1,1,0,0
1,credit_card,0.0963,481.42,10.57131693,11.57,812,4650.041667,1140,9.7,1,0,0,0
1,credit_card,0.1158,495.21,11.51292546,23.7,727,5040,30929,65.9,2,0,0,0
1,debt_consolidation,0.1474,487.84,10.30895266,11.24,677,3060.041667,23762,94.3,1,0,0,1
1,all_other,0.0932,191.69,10.81985828,5.28,732,3810.041667,6477,26,1,0,0,0
1,credit_card,0.0932,319.47,11.60823564,10.29,752,4410,28840,34.3,0,0,0,0
1,all_other,0.1316,405.25,11.35040654,12.01,752,3749.041667,0,38.3,0,0,0,0
1,debt_consolidation,0.1632,529.71,11.40756495,9.77,672,6633,15080,90.3,3,1,0,0
1,debt_consolidation,0.1411,342.29,10.1266311,13.73,682,4320,10564,72.4,0,0,1,1
1,home_improvement,0.0932,127.79,11.23653935,13.72,767,5850,159,1.3,1,0,0,0
1,debt_consolidation,0.1347,508.84,10.74492542,13.76,692,4334,18546,94.1,0,0,0,0
1,debt_consolidation,0.1347,169.62,11.08214255,12.48,692,2940,8681,42.3,1,0,0,0
1,educational,0.1253,234.27,10.62132735,2.46,747,4978.041667,5327,47.4,7,0,0,0
1,debt_consolidation,0.1537,261.35,11.00209984,17.5,677,2761.041667,16422,76.6,0,0,0,0
1,debt_consolidation,0.1095,163.57,10.1266311,12.48,732,3810.041667,3318,18.1,0,1,0,0
1,credit_card,0.1253,301.2,10.77561739,20.59,722,11100.04167,14379,89.3,0,0,0,0
1,debt_consolidation,0.1442,257.87,10.71441777,15.92,682,5730.041667,9562,21.9,1,0,0,1
1,home_improvement,0.1284,168.09,10.40426284,17.67,702,2550,5051,51.5,2,0,0,0
1,small_business,0.1158,495.21,11.54248427,20.26,722,5700.041667,72333,29.9,1,0,0,0
1,all_other,0.0768,62.39,10.77895629,13.6,752,3733,6316,11.5,3,0,0,0
1,debt_consolidation,0.0963,192.57,10.83446983,7.43,732,2760.041667,11629,37.6,0,0,0,0
1,debt_consolidation,0.1411,246.45,10.46321762,6.99,677,2640,10606,62,0,0,0,0
1,debt_consolidation,0.1411,290.95,9.998615898,10.15,682,6720.041667,8451,89.9,2,0,0,0
1,debt_consolidation,0.1189,497.46,11.00209984,12.42,717,2370.041667,31563,40.5,3,0,0,0
1,credit_card,0.0963,320.95,11.24895992,0,782,4050,0,0,4,0,0,0
1,credit_card,0.0963,231.08,11.12726298,19.11,727,6210,35333,66.9,3,0,0,0
1,debt_consolidation,0.08,188.02,10.18490001,12.14,762,2040.041667,1491,5.5,0,0,0,0
1,major_purchase,0.1221,79.96,10.04324949,9.5,712,1380.041667,981,25.2,0,0,0,0
1,debt_consolidation,0.1568,227.51,10.96812932,15.87,667,2190,20341,85.1,0,0,0,0
1,all_other,0.1474,207.23,10.37352243,12.45,672,2970,3633,44.9,2,0,0,0
1,debt_consolidation,0.1347,81.42,10.34137532,5.11,692,1350.041667,5727,54,1,0,0,0
1,debt_consolidation,0.1505,138.77,10.71885237,7.67,667,3060.041667,17293,94.5,0,1,0,0
1,small_business,0.1663,354.7,11.35040654,15.61,662,5528.958333,66526,93.6,3,0,0,0
1,small_business,0.16,263.68,10.81977828,22.13,677,2580,16767,46.2,0,0,0,0
1,debt_consolidation,0.1316,506.56,10.84028655,21.44,707,4020,19855,74.1,1,0,0,0
1,debt_consolidation,0.1379,408.91,11.5806215,4.58,687,5490,12636,30.2,1,1,0,0
1,small_business,0.1189,497.46,11.51292546,2.3,717,5520,2548,8.4,0,0,0,0
1,debt_consolidation,0.1442,154.73,10.4487146,7.58,687,1320.041667,3952,44.1,1,0,0,0
1,major_purchase,0.1347,271.39,10.83958091,4.35,687,3844.041667,1935,22.8,0,3,0,0
1,debt_consolidation,0.08,206.82,10.62132735,10.74,752,4800,7112,50.4,1,0,0,0
1,debt_consolidation,0.1253,267.74,11.15625052,20.67,712,5339.958333,14193,46.4,3,0,1,0
1,all_other,0.0768,155.96,10.60430524,5.78,802,4440,5312,7.2,0,0,0,0
1,small_business,0.1284,504.27,11.66134547,8.1,697,6506,25311,53.5,1,0,0,0
1,credit_card,0.1316,195.87,10.87804719,5.52,702,2040.041667,6105,74.5,0,0,0,0
1,home_improvement,0.0932,134.18,11.22524339,3.33,732,3240,11127,13.4,0,0,0,0
1,small_business,0.1095,327.14,11.46163217,5.68,722,5460,37964,57.4,2,0,0,0
1,small_business,0.1442,330.08,11.33814341,11.46,702,1260.041667,4040,20.2,0,0,0,0
1,all_other,0.1158,495.21,11.22967356,9.81,742,6480.041667,4218,1.4,0,1,1,0
1,debt_consolidation,0.1126,295.77,11.35035948,7.45,742,5370.041667,8827,34.3,1,0,0,0
1,debt_consolidation,0.1568,525.03,11.69524702,19.87,682,5010.041667,87502,96.4,0,1,0,0
1,credit_card,0.0963,481.42,10.91508846,16.56,782,4980.041667,17709,31.1,0,0,0,0
1,debt_consolidation,0.1284,242.05,10.37361617,19.16,702,1890,6136,42.9,0,0,0,0
1,small_business,0.16,281.26,10.59663473,23.13,662,3090.041667,31006,85.4,3,0,0,0
1,all_other,0.1442,515.74,11.60823564,6.33,682,1890,6585,20.3,2,1,0,0
1,major_purchase,0.1411,273.84,10.51867319,16.96,692,1500,5252,56.5,2,0,0,0
1,small_business,0.1095,490.71,11.28978191,2.77,752,5717.041667,11002,20.9,1,0,0,0
1,debt_consolidation,0.1568,310.64,10.27931786,19.53,692,3738,21894,99.5,0,0,0,0
1,debt_consolidation,0.1158,198.09,10.54534144,23.08,732,7050.041667,4397,86.4,0,0,0,0
1,small_business,0.1347,508.84,11.81303006,12.18,702,3390.041667,65230,68.9,1,0,0,0
1,debt_consolidation,0.1695,534.41,11.08220409,22.85,682,2670.041667,17820,98.5,0,0,0,0
1,credit_card,0.1442,515.74,11.52184556,11.22,682,3450.041667,24432,68.6,0,0,0,0
1,credit_card,0.1253,368.13,11.44035477,19.35,692,5449,32307,83.3,0,0,0,0
1,all_other,0.0963,288.85,11.15625052,8.45,737,4890.041667,7215,30.8,2,0,0,0
1,home_improvement,0.1347,508.84,11.15619338,11.73,702,2820.041667,8417,43.4,1,0,0,0
1,debt_consolidation,0.1537,146.36,10.46310334,6,662,1470,8597,56.9,1,0,0,0
1,educational,0.1379,170.38,11.22524339,20.86,767,7950.041667,38511,22.9,2,0,0,0
1,all_other,0.0932,319.47,10.81977828,0.36,777,3092.041667,311,0.5,2,0,0,0
1,debt_consolidation,0.1347,203.54,11.22524339,4.75,682,5520,6684,66.2,1,0,0,0
1,debt_consolidation,0.1411,342.29,10.77895629,15,687,4590.041667,11011,57.1,0,2,0,0
1,debt_consolidation,0.1095,163.57,10.81977828,6.38,717,3630,4044,18,0,0,1,0
1,debt_consolidation,0.1537,522.7,11.71993963,6.52,677,2880,92391,72.6,0,0,0,0
1,major_purchase,0.08,206.04,10.71441777,13.28,767,11310,5889,27.1,3,0,0,0
1,small_business,0.1126,492.95,10.93310697,7.16,737,2970,30282,54.3,1,0,0,0
1,credit_card,0.1726,500.98,11.81303006,9.33,672,1650.041667,29101,96.6,1,0,0,0
1,small_business,0.1253,100.4,10.1266311,3.65,712,2190,3238,10.4,0,0,0,0
1,debt_consolidation,0.1411,513.44,11.00209984,14.02,692,2370.041667,20002,52.2,3,0,0,1
1,credit_card,0.1505,346.92,11.12726298,13.96,672,2294.041667,6365,25.2,1,1,0,0
1,small_business,0.1442,343.83,11.00209984,11.26,682,6540,4395,57.8,2,0,1,1
1,all_other,0.1379,340.76,10.77895629,4.95,687,3150.041667,1718,14.9,1,0,0,0
1,major_purchase,0.08,56.41,11.95969885,0.18,797,12153.04167,2044,7.5,2,0,0,0
1,debt_consolidation,0.0963,231.08,10.84251777,12.53,727,2490,1596,8.9,2,0,0,0
1,debt_consolidation,0.1253,401.6,10.81977828,11.88,722,2790.041667,7085,41.7,1,0,0,1
1,major_purchase,0.08,219.36,11.47950642,11.79,817,5961.958333,1254,3.8,0,0,0,0
1,credit_card,0.1253,301.2,10.81977828,15.41,727,1590.041667,6183,31.5,1,0,0,0
1,debt_consolidation,0.1189,596.96,11.15625052,11.23,747,4440.958333,11286,69.5,0,1,0,0
1,debt_consolidation,0.1347,644.53,11.71993963,4.64,762,5829,7888,7.5,1,0,0,0
1,all_other,0.0963,192.57,11.08214255,0.28,752,2280.041667,1070,16.5,0,0,0,0
1,credit_card,0.1189,497.46,11.91839057,6.78,752,6150,24055,54.2,1,0,0,0
1,debt_consolidation,0.1537,348.47,10.59653473,20.16,667,3090.041667,10393,78.7,3,0,0,0
1,debt_consolidation,0.1253,602.4,11.18725073,11.37,732,5100,14940,40.2,2,0,0,0
1,all_other,0.1189,497.46,11.20504069,4.05,782,2760.041667,552,2.9,1,0,0,0
1,debt_consolidation,0.1316,354.59,10.91523391,7,702,1920.041667,10720,63.4,1,0,0,0
1,all_other,0.0768,155.96,11.56171563,14.09,777,3960,3272,5.8,3,0,0,0
1,debt_consolidation,0.1411,205.38,10.59663473,19.67,667,3240,5155,56.6,1,0,0,1
1,debt_consolidation,0.08,125.35,11.40756495,8.97,757,4470.041667,51498,31,0,0,0,0
1,all_other,0.1221,99.95,10.25132355,6.44,712,2940,5064,72.3,2,0,0,0
1,debt_consolidation,0.1316,168.86,10.27394705,23.12,707,2490,7058,94.3,3,0,0,0
1,debt_consolidation,0.1316,405.25,11.30220443,20.5,702,3240,57822,78.5,0,0,0,1
1,educational,0.1189,39.8,9.798127037,14.07,787,5621.041667,14,2.8,0,0,0,0
1,debt_consolidation,0.1442,687.66,11.47210347,7.09,707,4771,10047,70.3,0,0,0,0
1,debt_consolidation,0.16,210.95,10.03819326,18.62,662,1740.041667,5040,71,2,0,0,0
1,debt_consolidation,0.08,141.02,9.903687533,13.74,777,10411.04167,3223,4,0,0,0,0
1,all_other,0.1316,472.79,10.858999,7.13,717,3120.041667,8358,46.2,2,0,0,0
1,all_other,0.1442,371.34,10.4341158,6.78,732,1170,932,15.5,0,0,0,0
1,debt_consolidation,0.1568,665.03,10.9355326,22.25,692,5880,13303,95,1,0,0,0
1,credit_card,0.0963,417.23,10.71441777,8.16,787,6630,176,0.3,3,0,0,0
1,all_other,0.1253,334.67,10.30895266,17.76,732,1950.041667,312,3.6,1,0,0,0
1,debt_consolidation,0.1221,333.15,11.3223701,1.42,747,2670.041667,4399,18.4,0,0,0,0
1,credit_card,0.1411,154.03,10.29200994,18.1,672,4440,4321,56.5,2,2,0,0
1,debt_consolidation,0.1632,565.02,11.08214255,20.22,687,5340.041667,16731,96.2,1,0,1,0
1,debt_consolidation,0.1347,203.54,9.998615898,7.31,712,3780.041667,6095,73.4,2,0,0,0
1,all_other,0.1695,285.02,12.42520818,8.46,662,5100,47014,96.5,3,0,0,0
1,all_other,0.1284,100.86,11.08201946,4.89,687,5520,2305,31.6,1,0,0,1
1,debt_consolidation,0.1379,477.06,11.3736634,17.26,702,6960,43998,87.6,0,0,0,1
1,debt_consolidation,0.1284,302.57,10.71441777,9.68,712,6720.041667,2058,4.2,0,1,0,0
1,home_improvement,0.1442,550.13,11.36214909,4.35,687,6900,13171,25.3,3,1,0,0
1,credit_card,0.1474,328.1,10.74879772,19.81,672,7050.041667,28594,67,2,0,0,0
1,debt_consolidation,0.1853,706.5,11.00209984,13.88,662,1590.041667,0,0,1,0,0,0
1,all_other,0.1189,49.75,10.23981692,5.62,752,1560.041667,47,1.6,2,0,0,0
1,debt_consolidation,0.1221,359.81,11.32659589,12.68,717,6810.041667,23722,51.8,0,0,0,1
1,small_business,0.1253,836.66,12.33490552,7.9,747,4680,9393,16,1,0,0,0
1,debt_consolidation,0.0963,385.14,12.25486281,13.14,762,9503.958333,56967,28.3,2,0,0,0
1,all_other,0.1221,133.26,10.71441777,19.81,712,3090.041667,9754,61.3,1,0,0,0
1,home_improvement,0.1316,185.74,10.12262308,23.52,692,2850.041667,22479,86.8,2,0,0,1
1,debt_consolidation,0.1474,248.67,9.852194258,15.47,697,1260.041667,7249,47.1,0,0,0,0
1,debt_consolidation,0.0963,577.7,10.55174196,4.05,772,14167,8259,42.8,2,0,0,0
1,debt_consolidation,0.1347,508.84,11.46167427,11.89,702,4500.041667,31565,68.3,0,0,0,1
1,educational,0.1695,171.01,9.61580548,9.36,662,1267.041667,2368,84.6,1,0,0,1
1,debt_consolidation,0.1442,481.36,11.73606902,13.27,682,8473,30160,33.1,2,1,0,0
1,credit_card,0.1347,169.62,11.31447453,15.2,682,5334.041667,28637,63.3,0,1,0,0
1,debt_consolidation,0.1316,236.4,10.43399815,18.85,697,2641,566,8.2,3,2,0,1
1,small_business,0.1284,403.42,11.22524339,22.45,732,4410,11194,32.9,3,0,0,0
1,credit_card,0.1253,267.73,10.75798798,9.32,712,4472,3489,42.5,1,0,0,0
1,all_other,0.1537,278.77,11.22524339,10.03,667,3390.041667,2646,22.2,2,0,0,0
1,debt_consolidation,0.1379,477.06,10.81977828,3.7,707,2580,14499,63,3,1,0,0
1,all_other,0.1568,525.03,10.30895266,2.68,682,1201.041667,3004,27.1,2,0,0,0
1,major_purchase,0.0737,111.77,11.03495418,3.5,777,6630,5514,19.5,0,0,0,0
1,all_other,0.1379,340.76,10.91508846,19.83,707,1500,7284,29,0,0,0,0
1,all_other,0.1379,511.14,11.27720313,3.08,752,4380,2149,17.5,7,0,0,0
1,debt_consolidation,0.1284,705.98,11.12726298,18.09,727,3870.041667,22289,49.8,1,0,0,0
1,home_improvement,0.0963,481.42,11.69524702,2.93,802,4442,7265,11.7,0,0,0,0
1,debt_consolidation,0.1189,431.14,10.93364254,20.11,737,5040.041667,12755,64.4,0,0,0,0
1,all_other,0.1379,286.24,11.40756495,15.05,682,4980.041667,26295,70.3,0,1,0,0
1,small_business,0.0932,223.63,10.81977828,7.8,742,3720,5749,33.8,0,0,0,0
1,debt_consolidation,0.1348,678.49,11.64745636,14.67,702,5041.041667,22908,59.2,3,0,0,0
1,small_business,0.0963,77.03,10.04324949,2.14,727,5340.041667,948,13.5,1,0,1,0
1,all_other,0.1474,690.74,11.22524339,0.32,702,2820.041667,2229,14.1,0,0,0,0
1,debt_consolidation,0.0932,319.47,10.6454249,24.37,757,3390.041667,1711,24.1,2,0,0,0
1,debt_consolidation,0.1284,228.61,10.87804719,11.59,707,2046.041667,7398,70.5,1,0,0,0
1,small_business,0.1505,277.53,10.62132735,10.62,682,3270,6933,82.5,1,0,0,0
1,small_business,0.1284,840.45,11.15625052,3.02,757,7830.041667,2906,4.5,0,1,0,0
1,credit_card,0.0963,192.57,10.34817337,22.46,732,2640,11049,28.3,0,0,0,0
1,credit_card,0.16,351.58,11.62625415,17.94,662,4320,15206,38,2,1,0,0
1,all_other,0.1695,160.33,10.83958091,5.65,662,2611,1925,96.2,0,1,0,0
1,small_business,0.08,112.81,10.46310334,9.74,737,3360,9376,41.5,0,0,0,0
1,credit_card,0.1316,303.94,10.4341158,21.46,717,5490,12439,55.8,0,0,0,0
1,all_other,0.08,125.35,10.95080655,12.21,767,3900.041667,60506,31.9,2,0,0,0
1,debt_consolidation,0.1189,90.38,9.809176873,10.55,727,2430.041667,7226,51.6,0,0,0,0
1,debt_consolidation,0.1284,168.09,10.49750477,11.59,707,1650.041667,4516,30.9,0,0,0,0
1,debt_consolidation,0.1568,525.03,11.35050065,22.16,672,2970,24143,59.5,1,0,0,1
1,credit_card,0.0963,320.95,10.30092049,7.38,777,5100,2770,9.1,0,1,0,0
1,debt_consolidation,0.1189,497.46,11.15625052,6.19,747,2700.041667,16476,43.1,0,0,0,0
1,credit_card,0.1568,420.02,11.73610102,10.54,667,4860.041667,15187,87.3,0,1,0,0
1,home_improvement,0.1392,382.34,10.41271189,18.07,682,3300,6720,88.4,3,0,0,1
1,debt_consolidation,0.0737,108.66,11.08214255,7.68,782,5340.041667,4991,7.7,0,0,0,0
1,credit_card,0.0963,115.54,10.37349118,15.11,717,2753.958333,12811,41.5,1,0,0,0
1,debt_consolidation,0.1379,340.76,11.00209984,15.14,697,4800,10852,64.2,1,0,1,1
1,debt_consolidation,0.1347,135.7,11.00209984,17.86,682,3750,1267,31.7,0,0,0,1
1,credit_card,0.1253,381.52,10.81977828,14.5,722,4680.041667,8775,48,0,0,0,0
1,all_other,0.1442,515.74,10.95954023,21.54,682,2280,4649,43.4,0,0,0,0
1,credit_card,0.1442,515.74,11.56171563,15.61,697,2040.041667,12352,34.7,1,0,1,0
1,debt_consolidation,0.0963,481.42,12.15477935,9.64,772,8520.041667,12228,17.5,1,0,0,0
1,debt_consolidation,0.1537,69.7,11.06657586,15.45,667,4080,16181,96.3,1,1,0,0
1,home_improvement,0.1379,511.14,10.71441777,6.72,697,3841.041667,14244,29.6,0,0,0,0
1,educational,0.1253,200.8,10.08580911,11.85,702,4441,153,25.5,1,0,0,0
1,debt_consolidation,0.1347,183.19,10.2606024,18.18,687,2730.041667,3647,66.3,0,0,0,0
1,debt_consolidation,0.1411,219.07,10.71441777,16.05,692,2970,8959,90.5,0,0,0,0
1,debt_consolidation,0.1568,525.03,10.92773543,22.3,677,3150.041667,28473,88.3,1,0,0,0
1,small_business,0.1253,150.6,11.0744205,22.47,717,9780,8596,90.5,0,0,0,0
1,debt_consolidation,0.16,527.36,11.03488966,7.39,672,7800.041667,11307,50,3,0,0,0
1,small_business,0.0963,160.48,10.4341158,0.39,747,3480.041667,1063,6.2,4,0,0,0
1,small_business,0.1505,520.37,11.28978191,11.38,677,4410,31724,90.4,2,0,0,1
1,major_purchase,0.1284,151.29,10.59663473,1.95,722,4442,337,3,2,0,0,0
1,all_other,0.1442,279.36,9.392661929,0,687,5193,0,0,0,1,0,0
1,small_business,0.1537,174.24,10.71441777,7.55,692,1440,11369,80.6,0,0,0,0
1,debt_consolidation,0.0963,192.57,10.81977828,9.1,732,3660,1825,15.6,2,0,0,0
1,small_business,0.08,219.36,11.77528973,3.78,762,5010.041667,20488,24.7,1,0,0,0
1,small_business,0.08,313.37,11.33857208,2.63,802,4320.041667,5390,10.4,0,0,0,0
1,debt_consolidation,0.1442,206.3,9.980448594,18.39,677,1890,11297,85.6,1,0,0,0
1,debt_consolidation,0.1411,205.38,10.46321762,16.76,677,3600,1243,22.6,0,1,0,0
1,debt_consolidation,0.0963,320.95,11.2771525,19.9,752,3300,4474,82.9,4,0,0,1
1,all_other,0.1695,178.14,11.60823564,14.95,677,6990,49238,48.3,0,4,0,0
1,debt_consolidation,0.1347,407.08,10.96439797,17.74,697,5910,11401,83.2,0,0,0,1
1,small_business,0.0963,385.14,11.35040654,22.11,752,5550,13073,16.5,0,0,0,0
1,debt_consolidation,0.1531,487.42,11.08214255,23.13,682,3750.041667,13641,97.4,0,0,1,0
1,credit_card,0.0963,192.57,12.61153775,5.74,727,6201,132103,14.2,0,0,1,0
1,all_other,0.0932,51.12,10.34174248,19.21,727,4620.041667,714,10.1,3,0,1,0
1,debt_consolidation,0.1411,342.29,10.91501573,16.52,682,7950.041667,18707,73.4,1,0,0,0
1,debt_consolidation,0.16,506.27,10.4341158,14.86,667,2880,8969,53.7,0,0,0,0
1,credit_card,0.1287,134.54,9.966462352,10.08,702,1439.958333,4428,59,0,0,0,0
1,small_business,0.0963,481.42,11.60823564,5.65,777,5370.041667,25476,16.5,1,0,0,0
1,all_other,0.0963,70.61,10.6454249,21.77,722,2970,14544,38,0,0,0,0
1,educational,0.1284,504.27,11.16194854,11.42,722,4920.041667,27576,73.7,1,0,0,0
1,small_business,0.1347,251.88,10.17732422,12.68,697,3720,16280,74.7,0,0,0,1
1,credit_card,0.1347,182.34,10.16585182,23.68,687,2280,16757,85.1,0,0,0,0
1,debt_consolidation,0.1284,336.18,10.81977828,17.26,707,5580.041667,12013,42.5,3,1,0,0
1,credit_card,0.1379,163.57,10.79957558,2.45,672,1860,8757,67.9,0,0,0,0
1,small_business,0.08,188.02,10.1266311,12.62,762,5194,8440,17.1,3,0,0,0
1,credit_card,0.08,188.02,10.69194491,16.96,757,4440,3628,9.3,0,0,0,0
1,debt_consolidation,0.1189,215.57,9.952277717,8.57,722,3210.041667,9317,53.6,1,0,0,1
1,home_improvement,0.1316,151.97,9.392661929,11.5,742,4531.041667,3954,24,5,0,0,0
1,credit_card,0.0932,319.47,10.77895629,20.07,752,6210,8903,77.4,0,0,0,0
1,all_other,0.0768,187.15,11.42081018,1.29,777,4200.041667,5921,10.5,0,0,0,0
1,debt_consolidation,0.1411,438.13,11.41420949,20.33,702,4859.958333,32785,91.8,3,0,0,0
1,all_other,0.08,172.35,10.30895266,0.8,802,3996,527,1,0,0,0,0
1,debt_consolidation,0.1189,132.66,10.29336514,5.81,757,1890,65,0.9,0,0,0,0
1,credit_card,0.1189,82.91,9.998615898,17.13,707,3090.041667,9847,44.4,1,1,0,0
1,credit_card,0.1189,497.46,11.95761129,5.2,752,3030.041667,6077,7.8,1,0,0,0
1,credit_card,0.1505,499.56,10.65725935,7,677,4530.041667,7854,81,0,0,0,0
1,all_other,0.1347,169.62,10.91501573,8.66,707,1530,5337,56.2,0,0,0,0
1,all_other,0.1189,182.41,10.59663473,19.54,722,8190.041667,919,6.1,0,0,0,0
1,debt_consolidation,0.1411,212.22,10.16585182,12.97,677,3330,1365,40.1,1,1,0,0
1,debt_consolidation,0.1474,518.06,11.3736634,23.49,682,4500.041667,28766,0.1,1,0,0,0
1,major_purchase,0.0963,320.95,11.15625052,4.08,762,2700.041667,110,11,0,0,0,0
1,debt_consolidation,0.1442,515.74,11.44035477,15.81,692,7020,25892,89,1,0,1,0
1,all_other,0.1221,99.95,10.15019137,8.25,767,1860,72,2.8,1,0,0,0
1,debt_consolidation,0.1635,176.65,11.32779998,7.52,662,1169,25505,60.7,2,0,0,0
1,all_other,0.1189,165.82,10.59653473,7.14,737,10110.04167,8773,57.2,0,1,0,0
1,educational,0.0963,107.52,11.25544923,7.3,717,3420.041667,14578,56.1,0,0,0,0
1,credit_card,0.1221,204.89,10.28874995,22.2,707,2378.041667,15509,53.5,1,0,0,0
1,all_other,0.1189,397.97,10.59663473,21.36,732,4920.041667,22026,65.9,1,0,0,0
1,educational,0.179,108.3,11.88448902,19.97,672,10470.04167,29748,51.3,0,1,0,0
1,debt_consolidation,0.1663,532.05,11.00126616,11.15,667,4410,13672,93.8,1,0,0,1
1,debt_consolidation,0.1347,395.2,10.96812932,13.28,692,3210.041667,22195,45.7,1,0,0,0
1,all_other,0.1347,508.84,11.84228676,6.76,707,11550.04167,0,0,3,1,0,0
1,small_business,0.1221,249.87,10.96812932,1.41,777,5464,3444,23.8,3,0,0,0
1,all_other,0.1316,118.2,10.77895629,19.6,687,2610,13632,50.7,1,0,0,0
1,debt_consolidation,0.1505,260.19,10.44592812,17.51,692,3452.041667,15708,95.8,2,0,0,0
1,debt_consolidation,0.1379,381.65,11.19547123,18.82,692,7560.041667,18384,43.5,1,1,0,0
1,debt_consolidation,0.1474,381.64,11.05089001,15.47,677,5250.041667,27780,74.7,1,0,0,0
1,home_improvement,0.1189,331.64,11.13453063,18.83,727,4110,24185,44.9,2,0,0,1
1,debt_consolidation,0.1632,459.08,10.82972862,17.23,667,1470,6570,39.3,1,0,0,0
1,debt_consolidation,0.1379,408.91,11.06657586,24.7,687,4080,11972,72.1,0,0,0,0
1,debt_consolidation,0.1474,345.37,11.20536716,7.59,687,4740,4073,81.5,2,0,0,0
1,debt_consolidation,0.1505,520.37,11.31203252,11.71,692,3660,18126,96.9,0,0,0,0
1,home_improvement,0.1253,502,11.85651517,3.03,732,6000.041667,2732,4.9,0,1,0,0
1,major_purchase,0.1284,268.95,11.95675836,8.21,707,6210,23021,78.3,3,0,0,0
1,debt_consolidation,0.1347,441,10.85892207,12.44,707,2700.041667,8898,75.4,0,0,0,1
1,debt_consolidation,0.1347,217.11,10.77895629,20.32,687,3420.041667,9216,38.9,1,1,0,0
1,debt_consolidation,0.0963,231.08,10.71441777,6.8,722,2640,9500,31.1,1,0,0,0
1,credit_card,0.1568,471.65,10.58357482,18.08,677,3431.041667,18688,92.1,1,0,1,0
1,debt_consolidation,0.1189,215.57,10.59663473,23.88,717,2250,6901,21.2,1,0,0,0
1,home_improvement,0.1189,165.82,10.9329641,2.23,747,2280,3200,43.2,4,0,0,0
1,all_other,0.0963,481.42,10.96044417,16.97,797,13470,3658,5.4,0,0,0,0
1,credit_card,0.08,282.03,11.77528973,17.15,782,7050.041667,7181,30.3,0,0,0,0
1,debt_consolidation,0.1189,99.5,10.12647109,19.06,707,8730,1952,26,0,0,0,1
1,all_other,0.08,313.37,10.91508846,9.6,802,5550,2893,5.3,0,0,0,1
1,all_other,0.1505,138.77,10.10217446,22.48,662,6870.041667,4624,67,0,1,0,0
1,credit_card,0.0963,231.08,10.59663473,20.07,747,10470.04167,12776,68.3,0,0,0,0
1,credit_card,0.1253,284.47,10.59663473,4.47,717,4806,7174,56.6,3,0,1,0
1,credit_card,0.1189,258.68,10.77895629,9.63,742,4953.041667,3501,23.5,1,0,0,1
1,debt_consolidation,0.1505,294.88,10.49127422,18.57,667,1830,8297,72.1,0,0,0,1
1,all_other,0.16,175.79,10.77891462,3.73,672,1530,3218,42.9,3,0,0,0
1,all_other,0.1316,67.55,10.18490001,14.54,717,2820.041667,0,0,2,0,0,0
1,credit_card,0.1347,339.23,11.08214255,8.51,697,4530.041667,15351,77.9,1,0,0,0
1,all_other,0.1221,666.3,11.16809439,15.69,802,5400.041667,114,0.3,0,0,0,0
1,debt_consolidation,0.1505,294.88,9.903487553,12,667,2490.041667,6574,79.2,1,0,0,0
1,credit_card,0.1505,312.23,10.89673933,23.8,682,3360,35379,89.4,0,0,0,1
1,educational,0.1347,186.58,10.43399815,15.64,682,3300,13403,83.8,1,0,0,0
1,debt_consolidation,0.1537,522.7,11.69524702,12.72,687,3210.041667,23997,36.9,1,1,0,0
1,home_improvement,0.0932,303.5,11.56171563,13.93,762,5132,10828,14,2,0,0,0
1,debt_consolidation,0.1221,399.78,11.03127022,20.59,732,1860,2941,56.6,1,0,0,0
1,debt_consolidation,0.0932,31.95,11.1123882,21.19,727,5550,22930,51.2,2,0,0,0
1,credit_card,0.1442,481.36,10.88556602,17,687,1830,6309,70.1,0,0,0,1
1,credit_card,0.1253,176.54,10.81977828,18.62,702,7530.041667,8063,64.2,2,0,1,0
1,debt_consolidation,0.0963,70.61,9.183174704,18.62,717,5190,5209,46.9,0,0,1,0
1,home_improvement,0.0768,187.15,11.01039864,11.58,787,3810.041667,1157,5.2,0,0,0,0
1,home_improvement,0.0768,187.15,11.59910316,14.12,777,7860.041667,13430,30.9,2,0,0,0
1,all_other,0.1221,383.13,11.19821472,1.05,737,3660,19,0.2,0,1,0,0
1,debt_consolidation,0.1284,588.32,10.81977828,14.21,717,3450.041667,19621,80.7,0,0,0,0
1,debt_consolidation,0.1442,171.92,10.30895266,11.16,672,4170.041667,9493,56.8,1,0,0,0
1,debt_consolidation,0.1695,712.54,11.65268741,15.74,677,5190,13273,89.7,0,1,0,0
1,debt_consolidation,0.1221,369.8,10.38108726,23.71,717,3090,14339,58.1,0,0,0,0
1,educational,0.16,225.01,10.30895266,5.76,667,1290.041667,395,1.7,2,1,0,0
1,all_other,0.0963,481.42,11.66992921,4.24,797,4560.041667,5491,10.6,0,0,0,0
1,credit_card,0.0963,231.08,11.24723969,11.14,722,3510.041667,9222,48,1,1,0,0
1,all_other,0.0932,111.82,10.87804719,15.42,727,2340.041667,2880,27.4,0,0,0,0
1,debt_consolidation,0.1758,431.31,11.08214255,8.62,667,6690.041667,21233,57.1,3,0,0,0
1,debt_consolidation,0.1411,342.29,11.00209984,18.92,697,2310.041667,16843,90.1,1,0,0,0
1,debt_consolidation,0.1284,504.27,10.71441777,6.59,717,2040.041667,12644,30.8,3,0,0,0
1,debt_consolidation,0.1221,333.15,10.81985828,3,717,3433,6063,19.6,0,0,0,0
1,credit_card,0.1632,565.02,11.00209984,21.46,667,7200.041667,20702,82.5,2,1,0,1
1,debt_consolidation,0.1474,189.96,10.30895266,16.04,677,1590.041667,2640,80,0,0,0,0
1,debt_consolidation,0.0963,150.85,11.36210258,18.54,732,3990,23096,55.3,1,0,0,0
1,small_business,0.1284,252.14,10.91508846,8.92,732,2581,4590,17.7,1,0,0,0
1,debt_consolidation,0.1663,532.05,11.2586008,20.15,692,3900.041667,36123,98.4,3,0,0,0
1,debt_consolidation,0.1379,340.76,10.37349118,20.29,692,6570,16354,63.6,0,0,0,0
1,all_other,0.1221,399.78,10.71441777,14.27,747,7740,7224,73.7,0,0,0,0
1,all_other,0.0963,192.57,10.94552949,16.78,722,2700.041667,13066,24.9,1,0,0,0
1,major_purchase,0.1537,375.47,9.94251594,5.02,687,1205,1889,43.9,2,0,0,0
1,debt_consolidation,0.1253,167.34,11.24504602,23.29,712,4530.041667,40752,89.5,0,0,0,0
1,debt_consolidation,0.1316,675.41,11.65268741,9.52,717,8253.041667,22424,34.4,0,0,0,0
1,debt_consolidation,0.1442,275.07,10.47925786,24.63,677,5880,8928,62.2,2,0,0,0
1,all_other,0.0737,60.54,10.54534144,14.49,777,4950.041667,1595,5.1,0,0,0,0
1,credit_card,0.0932,191.69,10.96819829,3.41,737,6870.041667,7711,58.4,3,0,0,0
1,credit_card,0.0768,155.96,11.6351431,1.07,787,3150.041667,4333,17.1,0,0,0,0
1,educational,0.1379,170.38,11.35040654,0.42,737,1140,890,6.4,1,0,0,0
1,major_purchase,0.08,282.03,10.85591733,8.4,792,3870.041667,2475,12.3,1,0,0,0
1,small_business,0.1284,672.36,11.15625052,16.87,747,5001,4304,4.1,4,0,0,0
1,educational,0.1284,50.43,11.40756495,17.32,692,7320,27248,79.4,1,0,0,0
1,all_other,0.1253,80.32,9.998615898,23.73,707,1620.041667,3228,38.4,3,0,0,0
1,all_other,0.1189,232.15,10.89807177,17.95,712,4920.041667,14968,28.1,1,0,0,0
1,all_other,0.1347,169.62,11.08220409,18.92,687,5550,0,0,1,3,0,0
1,home_improvement,0.1347,308.7,11.03495418,7.61,702,8071,22493,30.9,1,0,0,0
1,educational,0.1442,182.23,10.81985828,15.24,672,2760.041667,2401,57.2,0,0,0,0
1,credit_card,0.1221,199.89,9.952277717,11.77,712,15150.04167,8680,24.6,0,0,1,0
1,debt_consolidation,0.1316,236.4,11.40756495,5.83,697,7140.041667,8091,36.4,0,0,0,0
1,home_improvement,0.0963,192.57,11.27720313,9.92,767,3600,1431,4.4,4,0,0,0
1,credit_card,0.0963,192.57,11.26446411,7.29,727,2672,11646,33.8,3,0,0,0
1,small_business,0.1843,181.85,9.903487553,10.32,697,1545,3688,97.1,1,0,0,0
1,debt_consolidation,0.1284,336.18,10.23995979,10.89,712,2370,9020,56.7,1,0,0,0
1,credit_card,0.0963,247.13,11.28978191,24.5,737,9360.041667,13734,75.5,1,0,0,0
1,debt_consolidation,0.1379,195.94,10.858999,18.58,687,5562,6180,92.2,0,0,0,0
1,credit_card,0.1347,569.9,11.22524339,13.63,712,6510.041667,15646,81.9,1,1,0,0
1,debt_consolidation,0.1284,336.18,10.59663473,19.44,727,4470,17944,57.5,0,0,0,0
1,debt_consolidation,0.1379,136.31,10.59663473,13.68,682,2340.041667,4764,79.4,2,1,0,0
1,credit_card,0.16,269.84,10.49127422,16.37,667,1470,16083,71.8,0,0,0,0
1,debt_consolidation,0.1505,249.78,11.22524339,8,677,4440,17321,87.6,0,1,0,0
1,home_improvement,0.0932,223.63,11.91839057,7.5,762,2340.041667,79333,4.5,0,0,0,0
1,all_other,0.1411,684.58,11.00209984,22.24,702,4410,9520,76.2,0,0,0,0
1,debt_consolidation,0.1379,245.35,10.58354949,18.57,682,2370.041667,9625,56,2,0,0,0
1,credit_card,0.0963,385.14,10.66895539,22.02,752,2807.041667,22486,26.6,0,0,0,1
1,major_purchase,0.0963,256.76,11.73606902,10.53,742,12540.04167,9348,49.5,2,0,0,0
1,all_other,0.0932,159.74,10.37349118,1.13,752,3780.041667,833,8.2,2,0,0,0
1,all_other,0.0932,159.74,10.98494147,10.46,777,3100.041667,152,0.6,1,0,0,0
1,debt_consolidation,0.1505,85.87,11.1844214,19.87,672,4800,5517,34.1,2,0,0,1
1,debt_consolidation,0.0963,462.16,11.06657586,16.78,762,4560.041667,11160,14.9,1,0,0,0
1,all_other,0.1632,176.57,11.87756858,4.35,667,8190.041667,157,52.3,1,1,1,0
1,small_business,0.1537,871.16,11.40645322,22.59,702,4980,30523,77.7,1,0,0,0
1,debt_consolidation,0.1568,280.02,10.91643301,22.18,667,11130.04167,43110,93.3,1,0,0,0
1,credit_card,0.1442,238.96,10.1266311,18,672,3780.041667,9394,44.6,3,0,0,1
1,all_other,0.1316,675.41,11.23848862,16.56,712,3245.041667,21118,65.2,0,0,0,1
1,credit_card,0.1253,167.34,11.10122093,16.55,722,8280.041667,24345,93.6,0,0,0,0
1,debt_consolidation,0.1347,417.25,10.37361617,22.08,697,5220,10543,29.1,0,0,0,0
1,small_business,0.1411,61.62,10.71441777,15.68,677,6990,17826,92.8,2,0,0,0
1,all_other,0.1316,405.25,11.2771525,17.96,702,3240.041667,754,9.5,1,2,0,0
1,credit_card,0.1379,545.21,11.28978191,10.95,702,3420.041667,13742,64.5,0,0,0,1
1,credit_card,0.0768,31.2,11.35040654,2.82,767,6300,7603,20.7,0,0,0,0
1,debt_consolidation,0.1474,379.91,10.85892207,10.87,677,2790.041667,11419,84.6,1,1,0,0
1,all_other,0.1253,100.4,10.30895266,17.8,697,3450.041667,1568,44.8,1,0,0,0
1,debt_consolidation,0.1221,106.61,9.903487553,5.04,722,5280.041667,3246,22.2,1,0,1,0
1,all_other,0.1253,669.33,10.88743693,10.56,747,6330,25121,88.4,1,0,0,0
1,all_other,0.0737,55.89,10.28465997,7.25,772,7381,6469,14.9,1,0,0,0
1,debt_consolidation,0.1474,690.74,11.1844214,10.43,687,3180.041667,13693,68.8,0,0,0,0
1,all_other,0.1442,137.54,9.740968623,8.26,697,1181,3090,55.2,0,0,0,0
1,debt_consolidation,0.1695,427.53,11.40756495,16.53,667,1322.041667,15534,87.3,3,0,0,0
1,home_improvement,0.1221,333.15,11.1124479,11.77,742,5129.958333,220,4,1,0,0,0
1,debt_consolidation,0.1379,340.76,11.16863071,24.91,692,8850,6344,32.4,0,1,0,0
1,all_other,0.0932,191.69,11.08214255,9.73,762,5858,717,2.7,1,0,0,0
1,debt_consolidation,0.1505,693.83,11.31498659,16.54,697,6270,12147,91.3,0,0,0,1
1,debt_consolidation,0.1821,290.07,10.55518754,10.76,672,1980.041667,9961,99.6,0,0,0,0
1,debt_consolidation,0.1442,481.36,11.15619338,21.21,692,5730.041667,40125,92,1,0,0,0
1,home_improvement,0.1853,262.21,11.32659589,4.41,672,6120.041667,12513,99.3,0,0,0,0
1,debt_consolidation,0.1253,401.6,10.87804719,20.15,737,5940,18154,54.4,0,0,0,0
1,small_business,0.1284,268.95,11.30958454,4.97,787,3930.041667,11,1,3,0,0,0
1,debt_consolidation,0.1221,399.78,11.01862914,17.7,762,4831,12416,21.9,3,0,0,0
1,debt_consolidation,0.1253,200.8,10.43399815,24.71,702,3930.041667,8375,58.2,1,0,0,0
1,home_improvement,0.1379,102.23,11.40756495,17.63,682,4710,6345,90.6,0,0,1,0
1,debt_consolidation,0.1221,466.41,11.8493977,0.32,747,1620.041667,3926,11.5,0,0,0,0
1,debt_consolidation,0.1442,515.74,10.73630972,11.48,712,2970,16727,53.1,2,0,0,0
1,debt_consolidation,0.1379,408.91,10.51888938,13.46,702,3210.041667,4800,94.1,1,0,0,1
1,all_other,0.1379,374.84,11.15619338,14.8,687,3210,10619,47.8,0,1,0,0
1,debt_consolidation,0.1632,141.26,10.57131693,9.72,667,2370.041667,10490,96.2,1,0,0,0
1,small_business,0.1221,399.78,10.75790288,19.38,727,4110,9554,34.2,1,1,0,0
1,debt_consolidation,0.1347,271.39,10.71441777,21.68,687,2730.041667,12000,82.2,0,0,0,0
1,credit_card,0.08,219.36,11.13470581,8.22,752,8580.041667,2932,17.2,0,0,0,0
1,debt_consolidation,0.1347,590.26,11.58058411,13.38,707,5579.958333,35598,57.9,0,0,0,0
1,home_improvement,0.0768,168.43,10.4491745,10.53,797,5640.041667,5133,7.3,0,0,0,0
1,major_purchase,0.1537,174.24,10.46310334,11.67,672,2070.041667,8105,87.2,1,0,0,0
1,small_business,0.0932,278.74,10.858999,16.59,757,5520,43232,41.1,0,0,0,1
1,small_business,0.1411,855.73,12.47125984,7.82,712,8760,11697,33.2,0,0,0,0
1,debt_consolidation,0.1411,41.08,9.210340372,8.28,677,1920,802,6.3,1,1,0,1
1,credit_card,0.1148,197.82,10.93310697,11.16,712,2367.958333,18513,60.1,2,0,0,1
1,all_other,0.0963,385.14,11.00209984,4.32,752,6840.041667,3428,6.1,0,0,0,0
1,credit_card,0.0963,168.5,11.08220409,20.16,727,3397.958333,25147,60.3,1,0,0,0
1,credit_card,0.0963,117.15,11.60823564,15.75,717,2760.041667,35544,67.6,2,0,0,0
1,all_other,0.1316,101.32,10.6454249,17.86,687,2910,8817,60,1,0,0,0
1,debt_consolidation,0.1284,537.89,11.51292546,19.26,717,4140,26711,41.7,2,0,0,0
1,all_other,0.1411,766.73,11.35035948,7.78,697,4829.958333,18067,60.6,0,0,0,1
1,debt_consolidation,0.1379,408.91,10.91523391,20.4,702,5550,7085,41.7,1,0,0,0
1,small_business,0.0932,222.03,10.30895266,23.24,737,5220,16775,47.4,0,0,0,0
1,debt_consolidation,0.16,527.36,10.81977828,6.19,667,3720,11819,75.8,0,0,0,0
1,debt_consolidation,0.0932,159.74,10.71441777,20.35,737,1950,4717,51.3,0,0,0,0
1,small_business,0.1284,168.09,11.00209984,13,697,3840.041667,5878,52,0,0,0,1
1,debt_consolidation,0.1663,638.46,11.03811028,22.98,672,2310,18182,72.7,0,0,0,0
1,major_purchase,0.1442,171.92,10.08580911,13.5,692,2640,2109,42.2,1,0,0,0
1,all_other,0.1221,116.61,10.85892207,15.07,707,5580,12324,25.5,2,0,0,1
1,all_other,0.0963,96.29,11.32659589,18.88,717,1950,5033,17.1,1,0,0,0
1,all_other,0.0932,31.95,10.49127422,20.37,742,3690,8990,58,0,0,0,1
1,debt_consolidation,0.1316,405.25,10.96819829,14.07,702,5850,14057,37.8,0,0,0,0
1,home_improvement,0.1411,102.69,11.22524339,21.01,672,6120.041667,10025,57.8,1,1,0,0
1,credit_card,0.1221,266.52,9.903487553,0,772,4144,7405,18.5,0,0,0,0
1,all_other,0.1189,530.63,11.22524339,3.06,752,3750,4498,5.3,0,0,0,1
1,home_improvement,0.1505,693.83,11.08827754,9.76,692,4260.041667,0,0,1,0,0,0
1,debt_consolidation,0.0768,110.73,9.915663128,8.83,767,8280.041667,4120,5.7,1,0,0,0
1,small_business,0.1284,504.27,11.15625052,0.26,762,4379.958333,186,0.7,2,0,0,0
1,debt_consolidation,0.0963,288.85,11.08214255,22.45,737,6930,32820,73.4,0,0,0,0
1,debt_consolidation,0.1442,515.74,11.1844214,12.25,697,5310.041667,35761,92.2,2,0,0,0
1,all_other,0.1284,134.48,9.798127037,9.73,712,1650.041667,13,1.3,1,0,0,0
1,debt_consolidation,0.0932,357.81,11.09741002,5.8,747,4559.958333,19926,55.5,0,0,0,0
1,small_business,0.1189,99.5,10.30895266,18.28,712,7020,14577,34.7,0,0,0,0
1,debt_consolidation,0.1505,277.53,10.20536834,6.26,677,1830,7974,91.7,0,1,0,0
1,debt_consolidation,0.1379,340.76,11.08214255,18.2,687,2400,13875,37.2,0,0,0,0
1,debt_consolidation,0.1537,261.35,10.46321762,24.61,677,1393,1685,38.3,1,0,0,0
1,major_purchase,0.1284,302.57,11.2579816,18.83,702,3090.041667,1575,23.2,2,0,0,0
1,educational,0.0963,208.62,10.37324115,3.75,742,3450.041667,883,13.8,1,0,0,0
1,all_other,0.1221,533.04,11.33857208,17.8,737,4980.041667,24177,20.2,1,0,0,0
1,debt_consolidation,0.1253,174.03,10.82972862,9.17,702,3780,5229,15.2,0,0,0,0
1,major_purchase,0.1379,170.38,10.81985828,24.07,687,3030,4305,56.6,3,1,0,1
1,all_other,0.0737,69.86,11.36673138,6.83,777,4890.041667,103088,29.8,1,0,0,0
1,home_improvement,0.1347,254.42,11.0814654,6.76,687,4680,9463,83.7,1,0,0,0
1,all_other,0.1663,638.46,10.8077057,10.91,667,2040.041667,6241,21,3,0,0,1
1,credit_card,0.1474,198.59,9.680344001,12.6,682,1263,5560,32.9,1,0,0,0
1,all_other,0.1284,50.43,11.02190247,17.65,687,2490.041667,13140,55.9,0,0,0,0
1,major_purchase,0.1442,206.3,11.02190247,14.75,672,2371.041667,9184,58.5,3,0,0,0
1,debt_consolidation,0.1411,410.75,11.40756495,13.73,682,5010.041667,9101,42.9,3,0,0,0
1,debt_consolidation,0.1568,420.02,11.28978191,14.21,672,4470,8664,93.2,1,0,0,0
1,all_other,0.1253,46.86,11.10495723,14.29,697,3945,13999,58.1,2,0,0,0
1,credit_card,0.1284,302.57,11.00209984,19.22,682,4179.958333,14309,57,1,0,0,0
1,debt_consolidation,0.1316,506.56,10.59663473,13.14,712,1950,2897,33.3,1,0,0,0
1,debt_consolidation,0.0932,95.85,11.11988288,6.9,727,3180.041667,20863,52.8,0,0,0,0
1,debt_consolidation,0.1568,700.04,10.81977828,15.1,677,2985,24738,50,2,0,0,0
1,home_improvement,0.1411,342.29,11.19134184,24.7,677,2078,45383,79.6,0,0,0,0
1,debt_consolidation,0.1253,535.46,10.74720759,21.7,727,13380.04167,15354,35.5,2,0,0,0
1,all_other,0.0932,191.69,10.78931908,4.08,742,3600.041667,4014,25.9,0,0,0,0
1,debt_consolidation,0.1347,227.29,11.18725073,14.21,687,5760.041667,53683,74.4,0,0,0,0
1,debt_consolidation,0.1284,100.86,11.51288546,18.58,692,7320,71161,60,1,0,0,0
1,small_business,0.1253,312.08,11.35040654,18.58,712,8970.041667,67614,49.2,0,0,0,1
1,debt_consolidation,0.1284,672.36,10.71441777,19.12,767,5790.041667,14729,48.9,5,0,0,1
1,all_other,0.08,47.01,10.12021054,14.73,767,3454,2130,12.3,4,0,0,1
1,debt_consolidation,0.1316,202.63,10.49127422,23.77,692,4440,6581,39.6,1,0,0,1
1,debt_consolidation,0.1316,270.17,10.37349118,11.44,697,2040.041667,6389,58.1,2,0,0,0
1,all_other,0.1316,114.82,10.36646657,9.67,717,1260.041667,3967,48.9,0,0,0,0
1,debt_consolidation,0.1632,370.8,10.73639668,9.97,662,1680.041667,10039,53.7,1,0,0,0
1,all_other,0.1347,237.46,11.42954386,4.73,692,8820,40479,8.4,3,0,0,0
1,debt_consolidation,0.1379,245.35,10.37173965,22.13,682,2310,7458,64.3,0,0,0,0
1,debt_consolidation,0.08,100.28,11.22524339,5.79,737,4800,4000,11,0,0,1,0
1,debt_consolidation,0.1411,342.29,10.71441777,7.95,682,2340.041667,11816,47.6,0,0,0,0
1,all_other,0.1505,69.39,10.81977828,22.99,667,3930,6712,64.5,2,0,0,0
1,credit_card,0.0963,385.14,12.22587527,9.14,747,3960,25814,29.1,0,0,0,0
1,debt_consolidation,0.1316,270.17,10.81977828,19.51,737,4513.958333,7936,50.9,0,0,0,0
1,all_other,0.08,188.02,11.00209984,1.06,767,4756.958333,7161,16.4,0,0,0,0
1,educational,0.1474,89.8,10.34161344,5.3,662,2737,4620,64.2,1,0,0,0
1,small_business,0.0963,318.54,10.77895629,24.52,742,3029.958333,39689,69.5,1,0,0,0
1,small_business,0.1474,207.23,10.49127422,14,677,2730,20616,94.1,2,0,0,1
1,all_other,0.1347,339.23,10.91501573,5.59,692,3749.958333,2432,24.1,1,2,0,0
1,all_other,0.08,200.56,10.81977828,11.4,792,3960,339,1.1,0,0,0,0
1,small_business,0.1474,172.69,10.81977828,6.79,692,1260,6165,79,1,0,0,0
1,credit_card,0.1316,472.79,11.44035477,19.24,717,14760,40761,65.6,0,0,0,0
1,debt_consolidation,0.0963,584.92,10.46321762,22.76,782,5430,4407,9.2,0,0,0,0
1,major_purchase,0.0932,127.79,10.87426647,0.59,742,3749.958333,630,7.9,1,0,0,0
1,all_other,0.1221,159.92,11.06663836,16.72,712,7319.958333,9878,56.4,3,1,0,0
1,debt_consolidation,0.1442,302.57,10.74281084,5.94,707,4379.958333,8134,80.2,0,0,0,0
1,debt_consolidation,0.1474,241.76,10.47678644,17.28,672,3519,6547,56.9,0,0,0,0
1,major_purchase,0.1189,331.64,11.35040654,11.86,732,6481,35166,67.2,0,0,0,0
1,small_business,0.1347,678.46,11.98292909,5.02,762,7080,5253,5.9,6,0,0,0
1,all_other,0.0932,223.63,11.1844214,18.5,742,6569.958333,41059,51,0,0,0,0
1,credit_card,0.1183,222,11.23511451,12.74,712,4164,71116,72.1,3,0,0,0
1,all_other,0.1189,232.15,11.58988651,7.04,792,8640,2759,11,5,0,0,0
1,debt_consolidation,0.0932,70.29,9.741203889,24.63,732,3810,5101,30.4,1,0,0,1
1,debt_consolidation,0.1284,201.71,10.66886237,11.95,692,3420,3517,40.4,0,0,0,0
1,all_other,0.0932,268.36,12.1547583,1.05,777,3930,2009,9.1,0,0,0,0
1,debt_consolidation,0.1442,550.13,11.15625052,20.54,687,2189.958333,16124,70.1,1,0,0,0
1,small_business,0.0963,449.32,11.7905572,14.59,787,5459.958333,152,1,1,0,0,0
1,small_business,0.08,203.69,10.81977828,3.24,822,7260,35624,2.5,0,0,0,0
1,small_business,0.1379,340.76,10.81985828,16.58,712,3060,757,22.9,1,0,0,0
1,debt_consolidation,0.1474,690.74,11.64395373,15.27,702,2639.958333,52285,93.4,1,0,0,0
1,debt_consolidation,0.1379,468.54,10.40426284,20.36,702,1800,19812,66.7,0,0,0,0
1,small_business,0.1316,168.86,11.91839057,10.98,692,2189.958333,75454,72.4,1,0,0,0
1,debt_consolidation,0.1474,207.23,11.5211317,4.96,672,3930,3402,47.9,2,0,0,0
1,all_other,0.1442,618.89,11.15625052,7.89,722,3269.958333,18505,95.9,1,0,0,0
1,debt_consolidation,0.1284,638.75,11.08214255,16.25,722,4049.958333,15923,56.3,0,0,0,0
1,major_purchase,0.0768,124.77,10.37349118,5.7,772,7649.958333,7549,14.2,2,0,0,0
1,all_other,0.1253,401.6,10.57131693,13.75,717,2370,8123,57.2,1,0,0,0
1,all_other,0.1726,644.12,11.52584169,14.42,662,7170,3781,16.3,3,0,0,0
1,all_other,0.1505,156.12,10.40426284,11.78,662,3213,6063,49.3,1,1,0,0
1,small_business,0.1316,270.17,10.91508846,20.07,717,4455.958333,34260,77.5,0,0,0,0
1,debt_consolidation,0.1379,408.91,10.79973883,11.7,687,4139.958333,17386,84.4,2,0,0,0
1,debt_consolidation,0.1347,678.46,12.12269104,7.28,732,7218,50381,68.5,1,0,0,1
1,all_other,0.1221,199.89,10.46310334,15.22,717,4710,6881,27.3,0,1,0,0
1,debt_consolidation,0.1442,515.74,11.40756495,8.21,687,8489.958333,5226,48.8,2,0,0,0
1,all_other,0.0737,77.62,11.63509885,0.39,772,7260,2498,10.6,0,0,0,0
1,debt_consolidation,0.1632,565.02,11.1124479,10.39,667,7590,12736,70.4,2,2,0,0
1,debt_consolidation,0.074,155.3,11.35977429,7.92,822,11261,1874,5.5,0,0,0,0
1,debt_consolidation,0.1411,308.06,10.858999,24.92,687,3240,28336,86.9,0,0,0,0
1,debt_consolidation,0.1284,268.95,10.6454249,14.2,717,1620,8687,54.6,0,0,0,0
1,debt_consolidation,0.1347,407.08,10.81985828,13.7,692,2400,11442,52,0,0,0,0
1,debt_consolidation,0.1379,681.51,11.1844214,20.1,707,2430,27316,45.2,0,0,0,0
1,home_improvement,0.1347,305.31,10.46595641,21.91,757,3419.958333,615,6.1,7,0,0,0
1,all_other,0.0932,111.82,11.3736634,13.5,727,5011,18695,53.7,3,0,0,0
1,home_improvement,0.1568,385.02,10.81985828,13.94,667,1770,11929,48.7,0,0,0,0
1,debt_consolidation,0.0963,320.95,10.30895266,15.88,762,3630,4532,33.6,0,0,0,1
1,debt_consolidation,0.08,188.02,11.42958733,5.07,752,8162.958333,21365,39.4,0,0,0,1
1,debt_consolidation,0.1474,414.45,10.89673933,4.62,697,5219.958333,7956,48.5,0,1,0,0
1,all_other,0.1253,301.2,10.59663473,0.9,732,15420.95833,114,2.8,0,0,0,0
1,credit_card,0.0768,171.55,11.15625052,10.32,782,5549.958333,7537,17.9,0,0,0,0
1,debt_consolidation,0.1537,174.24,10.53049493,22.92,662,4079.958333,7566,47.3,1,1,0,0
1,debt_consolidation,0.0963,320.95,11.00209984,9.44,747,5219.958333,23186,61.5,1,0,0,1
1,small_business,0.1347,203.54,10.59663473,4.62,677,2249.958333,7110,58.3,0,0,1,0
1,debt_consolidation,0.1726,429.41,11.16764253,2.71,667,5969.958333,3505,33.4,2,0,0,0
1,debt_consolidation,0.1474,51.81,10.58405595,20.35,677,1380,7616,44.8,0,0,0,0
1,home_improvement,0.08,31.34,11.12726298,9.21,742,6480,4434,16.9,0,0,0,0
1,small_business,0.1379,272.61,11.00209984,10.54,682,7049.958333,12927,33.1,0,0,0,0
1,major_purchase,0.0768,112.29,10.32548196,10.54,752,2190.958333,1859,11.4,0,0,0,0
1,all_other,0.1253,184.07,10.23981692,22.72,702,2939.958333,3972,37.8,1,0,0,0
1,debt_consolidation,0.1632,847.53,11.28973191,14.93,682,3689.958333,30564,78.6,2,0,0,0
1,debt_consolidation,0.1347,508.84,10.88743693,14.06,702,11460,7701,30.3,1,3,0,0
1,credit_card,0.1347,488.49,11.03488966,10.35,702,1829.958333,17499,60,0,0,0,0
1,all_other,0.1284,64.72,9.61580548,10.48,702,2321.958333,653,3.7,1,0,0,0
1,debt_consolidation,0.08,172.35,10.95080655,18.76,747,3299.958333,40383,63,3,0,0,0
1,all_other,0.1284,201.71,10.6454249,15.29,692,5219.958333,5826,31.5,0,1,0,0
1,credit_card,0.1505,520.37,10.6454249,15.43,687,4170,21980,51.5,2,0,0,0
1,all_other,0.1095,297.7,11.30471979,0.15,692,4379.958333,517,8.9,0,1,0,0
1,debt_consolidation,0.1411,342.29,11.1124479,6.86,682,5249.958333,9583,77.3,1,0,0,0
1,all_other,0.1095,261.71,10.59653473,22.98,692,7230,25336,48.5,1,0,0,1
1,debt_consolidation,0.1474,331.56,10.91516119,20.88,682,2880,19226,93.1,2,0,0,0
1,small_business,0.1537,48.79,10.49127422,5.07,712,2220.958333,0,11.3,2,0,0,0
1,debt_consolidation,0.1474,189.96,10.19555997,21.33,672,3450,12041,59.3,3,0,0,0
1,debt_consolidation,0.1505,529.05,10.7254676,11.76,682,1469.958333,10244,43.2,2,0,0,0
1,credit_card,0.1347,295.13,11.15961628,20.43,707,4680,19450,92.6,3,0,0,0
1,home_improvement,0.1411,222.49,11.19821472,11.59,767,5522.958333,0,34.5,1,0,0,1
1,debt_consolidation,0.1347,398.6,11.49272276,16.4,697,4350,30993,71.2,0,0,0,0
1,home_improvement,0.0737,62.1,11.08214255,2.38,782,3749.958333,3630,10.1,0,0,0,0
1,debt_consolidation,0.0963,224.66,10.08580911,7.85,727,5400,13197,22,2,0,0,0
1,all_other,0.08,94.01,10.68051622,5.49,737,2490,2786,39.2,2,0,0,0
1,all_other,0.0963,256.76,10.6454249,9.03,742,2969.958333,14894,48.1,3,0,0,0
1,debt_consolidation,0.08,203.69,11.42954386,6.59,807,8190,713,3.9,0,0,0,0
1,educational,0.1221,39.98,10.34817337,4.54,702,2309.958333,2317,27.3,0,0,0,0
1,debt_consolidation,0.0963,320.95,11.53272809,2.47,742,3420.958333,11616,21.8,0,0,0,0
1,all_other,0.0932,191.69,10.71441777,1.33,762,5340,2420,26.9,1,0,0,0
1,home_improvement,0.1347,232.37,11.51292546,11.62,687,3120,10867,51.1,0,0,0,0
1,home_improvement,0.1284,181.54,10.30881932,1.72,702,3450,586,3.6,3,0,0,0
1,credit_card,0.1379,315.2,10.80972795,15.85,682,2520,6012,74.2,1,0,0,0
1,all_other,0.1316,216.13,10.93310697,12.45,692,3749.958333,3981,62.2,1,0,0,0
1,debt_consolidation,0.0932,191.69,10.62132735,10.77,742,2730,1763,17.8,1,0,0,0
1,credit_card,0.1379,272.61,11.22524339,12.78,682,6840,9287,61.9,1,0,0,0
1,debt_consolidation,0.1221,533.04,11.36210258,10.74,737,3749.958333,39622,47.3,1,0,0,0
1,small_business,0.0963,356.25,10.1266311,17.71,742,4842.958333,6872,25.7,0,0,0,0
1,small_business,0.1253,309.57,9.472704636,0.92,727,3425.958333,3498,47.9,1,0,0,1
1,all_other,0.16,632.84,11.15625052,8.66,677,3810,12584,81.1,2,0,0,0
1,debt_consolidation,0.1379,340.76,10.59663473,21.66,692,4049.958333,11998,48.2,0,0,0,0
1,all_other,0.16,123.06,10.46310334,23.45,662,3810,5369,89.5,0,0,0,0
1,debt_consolidation,0.1148,167.32,9.903487553,19.68,712,1835,7058,45.5,0,0,0,1
1,credit_card,0.1189,116.08,10.30895266,11.68,722,6870,4621,45.8,0,0,0,0
1,debt_consolidation,0.1505,381.61,10.46310334,7.78,672,3030.958333,9778,77.6,0,0,0,0
1,all_other,0.0737,521.57,11.26446411,1.15,772,3000.958333,800,2.3,2,0,0,0
1,debt_consolidation,0.1316,692.29,11.15625052,20.06,722,3659.958333,20450,60,1,0,0,0
1,major_purchase,0.1379,272.61,9.952277717,11.43,682,3150,5142,46.3,2,0,0,0
1,debt_consolidation,0.1474,276.3,11.5228758,6.42,672,3779.958333,17588,47.8,0,2,0,0
1,debt_consolidation,0.1253,401.6,11.38509209,11.15,717,4837.958333,29755,77.9,2,0,0,0
1,debt_consolidation,0.1189,331.64,10.71441777,21.95,752,3600,5811,32.1,1,0,0,0
1,small_business,0.1695,534.41,10.75790288,0.38,687,5640,5330,82,0,0,0,0
1,debt_consolidation,0.0963,545.61,11.39643659,14.71,772,5219.958333,10359,21.1,0,0,0,0
1,all_other,0.1347,373.15,10.08580911,13.65,697,1829.958333,8476,42.2,0,0,0,0
1,all_other,0.08,125.35,10.77895629,2.77,772,3150,703,2.3,0,0,0,0
1,all_other,0.0963,160.48,10.71894086,11.12,732,2400,4637,12.6,1,0,0,0
1,home_improvement,0.08,266.36,11.32659589,6.75,787,6299.958333,7439,6.5,0,0,0,0
1,home_improvement,0.1316,168.86,11.86358234,23.26,687,5280,71053,83.4,2,0,1,0
1,credit_card,0.1316,312.38,10.858999,21.9,702,2040,9190,86.7,0,0,0,0
1,all_other,0.0737,263.89,10.26813067,19.83,732,2219.958333,9321,27.2,2,0,0,0
1,all_other,0.0768,31.2,11.41861479,9.77,752,4109.958333,21003,45.5,2,0,0,0
1,home_improvement,0.16,421.89,10.49127422,0.33,662,13080,12683,34.8,0,1,1,0
1,credit_card,0.0932,351.42,11.0953983,19.15,747,3749.958333,4148,14.3,2,0,0,0
1,debt_consolidation,0.1411,342.29,11.35040654,3.92,682,2850,3520,22.1,1,2,0,0
1,all_other,0.1221,333.15,10.94199592,19.2,762,5909.958333,2435,13.8,2,0,0,0
1,small_business,0.1635,335.63,11.06663836,9.51,697,4562.958333,17105,38.8,1,0,0,0
1,small_business,0.1316,337.71,10.41930072,17.37,772,1139.958333,26,0.6,0,0,0,0
1,all_other,0.1221,119.94,10.30895266,0.6,717,4469.958333,90,1.8,2,0,0,0
1,all_other,0.1537,167.27,9.68009397,9.98,667,1529.958333,1101,61.2,1,0,0,0
1,major_purchase,0.0768,224.58,11.35040654,16.72,777,9630.958333,3712,38.3,2,0,0,0
1,debt_consolidation,0.08,441.84,11.05089001,10.82,717,3210,10513,32,1,0,0,0
1,debt_consolidation,0.1347,339.23,11.22524339,8.54,742,4290,24485,26.3,5,0,0,0
1,all_other,0.1284,605.13,10.91508846,7.29,747,6331.958333,16955,22.8,5,0,0,0
1,debt_consolidation,0.1189,331.64,10.90558894,21.54,732,3749.958333,11628,40.4,0,0,1,0
1,educational,0.1316,81.05,11.26061054,19.1,677,3600,5396,23.1,2,0,1,0
1,debt_consolidation,0.1316,574.1,10.85892207,16.87,732,7799.958333,13429,61,0,0,0,1
1,all_other,0.1379,340.76,10.75790288,23.69,692,4590,1400,77.8,0,1,1,0
1,all_other,0.1347,135.7,9.903487553,15.06,702,1469.958333,1067,19.4,2,1,0,0
1,all_other,0.0737,322.88,10.77895629,12.07,727,3299.958333,21326,37.9,1,0,0,0
1,home_improvement,0.08,313.37,11.61863592,0.49,787,4232,7195,6.3,1,0,0,0
1,small_business,0.0963,385.14,11.00209984,6.76,807,7079.958333,1977,3.3,3,0,0,0
1,all_other,0.1253,334.67,10.54006438,10.38,672,3270,26788,65.2,3,0,0,1
1,educational,0.1253,836.66,11.35040654,16.24,762,5849.958333,93559,22.1,1,0,0,0
1,major_purchase,0.1537,193.4,10.72106231,8.26,667,4050.958333,260,3.3,3,0,1,0
1,small_business,0.1253,669.33,11.40756495,0.68,792,4469.958333,3719,15.2,1,0,0,0
1,credit_card,0.1316,405.25,10.66895539,7.14,722,1741,7879,29,2,0,0,0
1,debt_consolidation,0.1253,435.07,11.08220409,17.11,712,5010,13407,44.8,0,0,0,0
1,small_business,0.1379,255.57,10.37349118,9.86,712,2999.958333,1805,10.1,2,1,0,0
1,debt_consolidation,0.0963,192.57,10.69194491,4.99,732,4260,11741,14.6,0,0,0,0
1,home_improvement,0.1568,350.02,10.95080655,7.62,682,2850,1815,34.2,2,0,0,1
1,credit_card,0.1663,780.34,11.09741002,14.96,677,4980,27302,34.8,0,0,0,0
1,debt_consolidation,0.1442,412.6,10.51867319,7.91,682,4049.958333,8748,85.8,1,0,0,1
1,all_other,0.08,188.02,10.05182135,8.95,757,4109.958333,1112,25.3,0,0,0,0
1,debt_consolidation,0.1411,405.62,10.78931908,20.96,682,3659.958333,15677,49.9,3,0,0,0
1,debt_consolidation,0.1253,401.6,10.87812266,16.26,717,2730,7464,41.2,2,0,0,1
1,major_purchase,0.1189,165.82,10.77895629,18.13,722,3150,15155,42.3,2,0,0,0
1,all_other,0.16,147.67,10.16585182,21.69,712,2012,6154,99.3,0,0,0,0
1,debt_consolidation,0.1474,86.35,9.779963066,19.08,672,1771,5002,32.1,3,0,0,0
1,debt_consolidation,0.1284,504.27,10.30895266,12.92,717,10440,20105,33.4,3,0,0,0
1,all_other,0.0963,185.35,10.51596683,7.15,732,2370,9619,65.9,0,0,0,1
1,all_other,0.1379,221.5,10.5454467,23.37,687,5849.958333,12518,49.1,0,1,0,0
1,debt_consolidation,0.1474,276.3,10.71441777,24.08,672,1921.958333,8441,66.5,1,0,1,0
1,home_improvement,0.1442,292.26,11.35040654,6.11,677,9300,7429,91.1,1,0,0,0
1,debt_consolidation,0.1253,87.02,9.680344001,19.2,697,1949.958333,7155,38.3,1,0,0,0
1,debt_consolidation,0.1411,167.73,10.87804719,3.22,682,6060,4341,90.4,2,0,0,0
1,credit_card,0.0963,224.66,11.56171563,3.19,762,3210,8035,30,1,0,0,0
1,debt_consolidation,0.1537,374.6,10.62132735,23.33,667,3391.958333,21765,78.9,0,0,0,0
1,debt_consolidation,0.1316,168.86,10.96819829,0.12,722,2070,5176,45.6,0,0,0,0
1,home_improvement,0.1411,290.95,10.91501573,1,707,1229.958333,3441,49.2,0,0,0,1
1,debt_consolidation,0.1411,171.15,10.15580148,6.2,697,3389.958333,4852,57.8,2,1,0,0
1,all_other,0.1758,718.84,11.5229154,16.93,667,3659.958333,18606,67.5,0,1,0,0
1,debt_consolidation,0.1189,198.99,10.5454467,22.58,722,4680,17511,47.7,3,0,0,0
1,debt_consolidation,0.1663,532.05,10.73639668,7.93,672,3029.958333,14608,94.9,1,0,0,0
1,small_business,0.1221,166.58,11.21182037,17.56,712,7170,13344,28.4,2,0,0,0
1,credit_card,0.1189,298.48,11.35040654,8.84,732,5519.958333,5390,27.2,0,0,1,0
1,home_improvement,0.1411,143.77,9.836332277,4.62,677,4783.958333,2255,37.6,1,0,0,0
1,debt_consolidation,0.0932,207.66,10.35456317,12.08,747,3450,2530,63.2,0,0,0,1
1,debt_consolidation,0.1284,504.27,11.53272809,12.46,722,3329.958333,2,0.1,2,0,0,0
1,all_other,0.1221,399.78,10.49127422,20.33,677,3090,24029,70.3,1,0,0,0
1,major_purchase,0.0932,63.9,10.94192512,5.71,787,3570,21,0.4,2,0,0,0
1,all_other,0.1411,684.58,11.35035948,19.27,702,5489.958333,17811,79.2,1,0,0,0
1,all_other,0.1221,499.73,11.91839057,17.84,752,8069.958333,0,0,1,0,0,0
1,debt_consolidation,0.1426,240.15,10.37349118,13.35,682,1410,5999,27.6,1,0,0,1
1,all_other,0.0963,248.74,10.79957558,11.36,737,5601.958333,6720,19,0,0,0,0
1,all_other,0.16,281.26,10.55581274,2.31,667,1800,3292,58.8,1,1,0,0
1,debt_consolidation,0.16,527.36,11.03488966,7.88,687,2520,15896,83.2,1,0,0,1
1,small_business,0.1663,567.52,11.15625052,0.26,667,3329.958333,438,4.6,3,0,0,0
1,debt_consolidation,0.1505,693.83,11.28230402,15.32,682,4379.958333,18636,81.1,3,0,0,0
1,debt_consolidation,0.1474,552.59,10.9040459,9.13,682,7620,17436,71.9,1,0,0,0
1,home_improvement,0.1253,836.66,11.91839057,2.86,762,3389.958333,14911,34,1,0,0,0
1,debt_consolidation,0.1442,498.55,10.30895266,18.04,697,8910.958333,20392,94,1,0,0,0
1,debt_consolidation,0.1316,287.05,11.22524339,12.27,697,8069.958333,30532,53.7,3,0,0,1
1,all_other,0.0737,248.37,11.08220409,2.77,727,5219.958333,31939,53.2,1,0,0,1
1,debt_consolidation,0.08,188.02,10.70324447,6.44,752,5340,5970,12.7,1,0,0,0
1,debt_consolidation,0.1347,447.78,10.59663473,12.72,727,1499.958333,9721,30.9,2,0,0,0
1,credit_card,0.0963,160.48,11.46167427,15.4,727,3090,9347,41,2,0,0,0
1,credit_card,0.1189,348.23,11.6351431,6.02,727,6719.958333,13610,43.1,0,0,0,0
1,all_other,0.1474,51.81,10.5454467,1.04,667,2130,1781,59.4,3,0,0,1
1,small_business,0.0932,159.74,10.81977828,17.57,737,2669.958333,7170,67,1,0,0,0
1,small_business,0.1189,530.63,11.35040654,2.61,757,5041,29204,51.9,2,0,0,0
1,small_business,0.1426,274.45,10.57387775,21.88,737,2681,16090,25,3,0,0,1
1,major_purchase,0.0768,49.91,10.04324949,4.64,757,12391,2753,9.3,0,0,0,0
1,all_other,0.0737,372.55,10.81985828,10.1,742,7769.958333,56348,33.7,0,0,0,0
1,small_business,0.0963,417.23,10.6454249,16.14,787,3840,0,0,1,0,0,0
1,debt_consolidation,0.1316,379.92,11.22524339,18.69,702,3150,11197,81.7,2,0,0,0
1,all_other,0.0932,319.47,10.91508846,0.39,782,4710,99,0.2,1,0,0,0
1,small_business,0.1253,251,10.59663473,12.87,787,2249.958333,298,1,0,0,0,1
1,all_other,0.1189,331.64,10.87804719,17.12,727,2790,4435,59.1,0,0,0,0
1,educational,0.1568,113.76,9.392661929,11.8,672,1499.958333,3352,79.8,0,0,0,1
1,debt_consolidation,0.1347,407.08,11.12726298,21.9,697,5408,43863,63.7,2,0,0,0
1,all_other,0.1284,235.33,11.01039864,10.27,682,4202.958333,3706,45.2,0,0,0,0
1,major_purchase,0.1316,405.25,10.91508846,13.16,707,13681,9030,37.5,2,0,0,0
1,all_other,0.08,313.37,11.35035948,1.06,772,6780,2227,5.4,0,0,0,0
1,debt_consolidation,0.1379,286.24,10.71441777,24.75,697,4829.958333,1924,91.6,1,0,0,1
1,small_business,0.0963,481.42,11.51292546,4.81,802,9637.958333,21267,33.9,1,0,0,0
1,all_other,0.0963,160.48,11.24300472,8.63,722,5189.958333,2602,51,1,0,0,0
1,all_other,0.1632,529.71,11.08214255,16.39,672,5310,7467,48.8,2,0,0,0
1,all_other,0.1221,158.25,10.71894086,20.95,747,5760,26272,33.7,1,0,0,0
1,debt_consolidation,0.1568,280.02,11.28978191,16.3,662,4499.958333,10702,59.8,0,0,0,0
1,all_other,0.0768,311.91,10.08580911,0,737,1650,400,6.7,1,0,0,0
1,small_business,0.1221,666.3,11.35040654,3.04,787,6510,13893,18.7,4,0,0,0
1,all_other,0.0932,527.13,11.05885818,8.35,732,4079.958333,41921,85.2,0,0,0,1
1,debt_consolidation,0.0932,233.22,10.30895266,10.52,737,3243,8351,22.1,3,0,0,0
1,small_business,0.1505,416.3,10.27505111,2.48,672,4019.958333,4770,52.4,2,0,2,0
1,debt_consolidation,0.1568,525.03,11.6351431,13.12,757,7560,50910,32.6,0,0,0,0
1,small_business,0.1411,232.76,10.53209621,10.3,707,3779.958333,1356,17.4,2,1,0,0
1,debt_consolidation,0.1253,669.33,11.12726298,18.23,732,5070,25313,43.4,2,0,0,0
1,debt_consolidation,0.1221,599.67,10.86906356,13.36,742,5640,17064,56.7,0,0,0,0
1,credit_card,0.1253,117.14,10.46310334,13.39,707,4889.958333,7730,33.6,1,0,0,0
1,credit_card,0.1316,362.19,10.91508846,12.09,702,2219.958333,20854,49.3,2,0,0,0
1,debt_consolidation,0.1347,101.77,11.09741002,14.6,687,5978.958333,15093,95.5,1,0,0,1
1,all_other,0.1474,120.88,11.49264112,19.94,672,6180,36162,89.5,3,0,0,1
1,small_business,0.08,100.28,10.69194491,17.92,742,1949.958333,849,10.7,0,0,0,0
1,all_other,0.08,470.05,11.16336799,17.11,727,3450,8952,22.3,1,0,0,0
1,small_business,0.1284,806.83,11.22524339,18.51,772,6780,7815,6.1,0,0,0,0
1,all_other,0.1474,386.82,11.06350847,16.21,687,4320,10673,93.6,0,0,0,0
1,debt_consolidation,0.1568,245.02,10.73639668,20.87,677,2339.958333,5546,97.3,0,0,0,0
1,debt_consolidation,0.0963,320.95,10.54442628,15.05,737,4079.958333,1571,11.9,0,0,0,0
1,debt_consolidation,0.1632,247.2,10.91508846,3.99,662,2189.958333,4747,93.1,1,1,0,0
1,debt_consolidation,0.08,172.35,10.37361617,19.2,757,3749.958333,6860,29.4,0,0,0,0
1,debt_consolidation,0.1316,168.86,10.40426284,14,697,1710,4536,33.1,0,0,1,0
1,all_other,0.1568,245.02,10.13459927,5.57,662,1499.958333,4748,53.3,2,0,0,0
1,credit_card,0.1316,844.26,11.73606902,8.24,727,5549.958333,14323,50.3,1,0,0,1
1,small_business,0.1221,632.99,11.56171563,15.51,752,11520,49836,42.1,1,0,0,0
1,debt_consolidation,0.1821,290.07,11.22524339,13.92,662,4889.958333,8111,57.9,2,0,0,0
1,all_other,0.1189,198.99,11.09741002,21.07,722,4769.958333,18136,44.7,0,0,0,0
1,debt_consolidation,0.16,404.31,10.46104751,21.09,662,4529.958333,22416,67,1,0,0,0
1,debt_consolidation,0.1284,537.89,10.64304111,10.37,717,3719.958333,16016,84.7,0,0,0,0
1,debt_consolidation,0.1347,237.46,10.52191119,14.71,707,3810,3915,93.2,0,0,0,0
1,credit_card,0.1221,258.2,10.63825641,17.78,717,2520,14610,76.9,0,0,0,1
1,all_other,0.08,263.23,11.15625052,3.05,777,4020.958333,1506,6.6,0,0,0,0
1,all_other,0.08,172.35,11.30220443,9.87,782,5730,4590,14.7,0,0,0,0
1,all_other,0.1284,168.09,10.30895266,2.6,757,4590,724,2.8,1,0,0,0
1,major_purchase,0.1505,346.92,10.75798798,20.19,752,4621,0,27.7,2,0,0,0
1,all_other,0.1316,337.71,10.71441777,3.97,732,2789,2025,15.6,1,0,0,1
1,all_other,0.0768,374.29,11.15619338,12.62,722,2911,16810,32.3,2,0,0,1
1,major_purchase,0.0963,215.04,9.510444964,6.4,807,9209.958333,35,1.7,0,0,0,0
1,home_improvement,0.08,125.35,11.15619338,8.78,757,2790,3008,8.7,0,0,0,0
1,debt_consolidation,0.1347,407.08,11.00209984,15.12,697,2520,12540,54.3,1,0,0,0
1,credit_card,0.0963,385.14,10.91567011,21.17,757,10739.95833,25133,38.8,1,0,0,0
1,all_other,0.1632,331.95,10.81977828,1.46,692,1620,4700,51.6,1,0,0,0
1,all_other,0.1411,342.29,11.98292909,9.27,677,5189.958333,10843,68.6,0,1,0,1
1,debt_consolidation,0.1347,407.08,10.14909685,9.2,722,11339.95833,11377,94.8,1,0,0,1
1,debt_consolidation,0.0963,320.95,10.82536266,13.77,737,5400,1251,5.5,1,0,1,0
1,small_business,0.1505,477.01,10.30895266,17.96,687,1441,5269,15.1,3,0,0,1
1,small_business,0.1221,499.73,11.54600234,8.57,772,4109.958333,11700,42.5,0,0,0,0
1,debt_consolidation,0.1284,84.05,10.66895539,8.76,687,5670,1580,14,1,0,0,0
1,debt_consolidation,0.1347,339.23,11.22524339,14.91,732,3737.958333,26694,98.9,3,0,0,0
1,credit_card,0.1284,504.27,11.08214255,6.65,717,2190.958333,27201,57.4,0,0,0,0
1,debt_consolidation,0.0963,320.95,10.59663473,12.81,742,8370,7108,18.3,2,0,0,0
1,major_purchase,0.1442,687.66,12.46458334,16.97,697,7799.958333,58981,84.9,2,0,0,0
1,all_other,0.08,156.69,10.91508846,9.05,757,2490,1012,10.1,0,0,0,0
1,all_other,0.1221,666.3,10.84933709,3.1,782,2850,99,0.4,0,0,0,0
1,all_other,0.1537,104.54,11.00209984,1,672,1800,1048,31.8,1,0,0,1
1,debt_consolidation,0.1474,276.3,10.30895266,15.44,677,8617,21202,88,0,1,0,0
1,debt_consolidation,0.0932,313.08,10.4341158,22.62,747,6725.958333,16248,23.9,0,0,0,0
1,home_improvement,0.0932,159.74,10.1266311,3.89,777,3419.958333,3901,10.6,2,0,0,0
1,all_other,0.1284,672.36,11.38495936,1.95,787,2730,45210,3.8,1,0,0,0
1,debt_consolidation,0.1726,894.61,12.4874851,12.76,692,6599.958333,35172,95.3,0,0,0,1
1,debt_consolidation,0.1442,687.66,11.1844214,23.25,697,6659.958333,18789,52,3,0,0,0
1,credit_card,0.1221,399.78,11.00209984,16.16,742,4379.958333,24904,66.4,2,0,0,0
1,debt_consolidation,0.1411,410.75,11.03817459,22.03,682,3150,4532,32.4,0,0,0,0
1,debt_consolidation,0.1632,474.97,11.38287373,18.64,662,7920,6021,57.9,0,1,0,0
1,debt_consolidation,0.1379,391.87,10.7342204,10.3,697,3659.958333,11361,35.3,0,3,0,0
1,home_improvement,0.0963,224.66,11.42958733,8.05,757,4799.958333,962,4.6,0,1,0,0
1,all_other,0.1474,690.74,10.71441777,9.31,697,3374.958333,1483,4.2,0,0,0,0
1,educational,0.06,91.27,9.793449447,5.69,727,4320,859,10.7,0,0,0,0
1,small_business,0.1695,356.27,11.00209984,11.18,662,3336.958333,6070,88,1,0,0,0
1,credit_card,0.1379,340.76,10.4487146,14.71,692,2520,8316,52.6,0,0,0,0
1,all_other,0.1218,399.6,11.04852212,9.03,712,7321,16353,31.9,0,0,0,0
1,all_other,0.1347,67.85,9.884916167,16.32,692,2189.958333,6191,72,1,0,0,0
1,small_business,0.0963,513.51,11.69524702,2.5,802,12330,8823,7.4,1,0,0,0
1,debt_consolidation,0.1284,242.05,10.81985828,13.17,702,10259.95833,19434,43.2,2,0,0,0
1,home_improvement,0.1253,301.2,11.4294569,20.3,722,4446.958333,42813,0,2,0,0,1
1,all_other,0.1496,207.87,11.20504069,18.43,662,5517,14417,82.9,0,0,0,0
1,home_improvement,0.1347,542.77,12.25486281,14.93,707,6359.958333,46392,81.1,1,0,0,0
1,all_other,0.1505,190.81,10.66904841,12.7,667,3719.958333,1953,57.4,2,1,0,0
1,credit_card,0.0932,191.69,11.1124479,19.45,747,7409.958333,42518,68.9,2,0,0,0
1,all_other,0.0932,191.69,10.95080655,11.56,777,6810,14650,24.5,5,0,0,0
1,small_business,0.1253,167.34,11.56171563,23.9,707,7500,70432,89.3,0,0,0,0
1,small_business,0.1221,666.3,11.69524702,8.22,782,6450,3606,4.5,0,0,0,0
1,all_other,0.1505,260.19,12.36563722,15.01,672,7500,82153,88.1,0,0,0,0
1,all_other,0.1442,51.58,11.23537852,11.4,677,3510,457,18,0,0,0,0
1,debt_consolidation,0.1505,294.88,9.998797732,13.75,672,1740,11131,57.7,1,0,0,1
1,major_purchase,0.1253,187.42,10.46310334,14.43,702,8130.958333,15341,40.2,1,0,0,1
1,all_other,0.1126,312.21,11.1844214,3.73,747,2070,700,14.6,7,0,0,0
1,all_other,0.1316,303.94,10.59663473,9.66,727,4019.958333,1813,27.1,1,0,1,0
1,debt_consolidation,0.1347,244.25,11.39075783,12.83,687,3510,28767,74.9,1,0,0,0
1,major_purchase,0.1505,156.12,11.31447453,11.56,667,3630,0,0,1,2,1,0
1,debt_consolidation,0.1411,329.46,10.71441777,22.48,682,2309.958333,13575,73.8,0,0,0,1
1,debt_consolidation,0.1347,284.95,11.03488966,13.53,692,3990,9631,74.7,3,0,0,0
1,small_business,0.1347,814.15,11.51292546,7.25,737,2160,5,0.2,3,0,0,0
1,credit_card,0.1379,511.14,10.96819829,11.07,707,3120,15166,94.8,2,0,0,0
1,home_improvement,0.1442,55.02,10.15424627,12.98,692,1260,0,0,0,0,1,0
1,all_other,0.1221,333.15,9.952277717,8.46,717,1829.958333,6711,53.3,1,0,0,0
1,small_business,0.1316,413.69,10.08580911,11.35,707,2130,4850,53.9,1,0,0,1
1,all_other,0.1158,528.22,12.61153775,7.6,697,4214,41491,60.9,0,0,0,0
1,debt_consolidation,0.1379,238.53,10.20359214,21.91,697,3180,7494,94.9,0,0,0,0
1,debt_consolidation,0.1411,676.02,11.08214255,18.85,702,8250,11667,33.1,1,0,0,1
1,all_other,0.1347,169.62,11.28983191,3.67,697,5100,3048,33.9,0,1,0,0
1,credit_card,0.1316,506.56,11.20504069,18.87,727,9450,49542,54.6,2,0,0,0
1,debt_consolidation,0.0932,319.47,10.47344963,19.88,762,2760,12255,24.2,0,0,0,0
1,small_business,0.0932,63.9,11.06663836,12.04,742,2760,0,0,0,0,0,0
1,small_business,0.1442,171.92,11.58084576,1.96,697,2669.958333,4233,46,0,0,0,1
1,debt_consolidation,0.1411,164.3,10.50232405,14.67,672,1394,8038,51.5,0,0,0,0
1,all_other,0.0932,255.58,11.81303006,5.18,752,5010,79821,37.1,0,0,0,0
1,all_other,0.1189,663.28,10.70548914,17.33,772,9119.958333,22828,21.4,1,0,0,0
1,all_other,0.1379,681.51,11.84220043,7.12,712,5100,7629,25.3,0,0,0,0
1,debt_consolidation,0.0768,124.77,10.54534144,13.45,802,4560,3199,7.4,0,0,0,0
1,all_other,0.1253,836.66,11.65268741,1.39,762,2160,30215,49.6,1,0,0,1
1,debt_consolidation,0.1379,170.38,10.43857643,5.69,692,5159.958333,445,89,2,0,0,0
1,all_other,0.08,313.37,11.00209984,0.36,792,2520,1858,12.7,0,0,0,0
1,debt_consolidation,0.1568,420.02,10.73630972,4.04,667,3389.958333,7805,41.9,0,0,0,0
1,all_other,0.0963,385.14,11.22524339,14.93,757,4109.958333,2300,11.3,0,0,0,0
1,credit_card,0.1379,436.17,11.59910316,24.88,702,5280,39311,85.8,0,0,0,0
1,small_business,0.0768,194.95,10.66895539,21.43,797,4049.958333,2094,7.7,1,0,0,0
1,debt_consolidation,0.1632,353.14,10.77895629,20.55,672,4799.958333,3996,97.5,0,0,1,1
1,all_other,0.1095,170.12,11.30220443,10.34,692,8948,25972,89.6,1,0,0,0
1,small_business,0.16,527.36,10.81977828,7.92,702,4139.958333,5918,98.6,1,0,0,1
1,credit_card,0.1189,238.79,10.69203582,6.98,712,5040,9144,25.5,0,0,0,0
1,all_other,0.1189,198.99,11.15625052,7.23,722,2249.958333,4965,53.4,0,0,0,0
1,credit_card,0.1284,336.18,11.7905572,2,712,9209.958333,3462,21.6,0,0,0,0
1,educational,0.1474,172.69,10.95080655,9.81,687,6120,3335,45.1,2,0,0,1
1,major_purchase,0.1221,199.89,10.59663473,0.6,747,3779.958333,297,5.8,0,0,0,0
1,debt_consolidation,0.1568,210.01,10.858999,23.35,667,3870,7160,62.3,1,0,0,0
1,debt_consolidation,0.1316,432.26,11.03488966,3.74,707,2339.958333,6214,20.8,0,0,0,0
1,debt_consolidation,0.1253,560.56,10.71441777,22.45,712,4139.958333,11860,45.1,1,0,0,0
1,debt_consolidation,0.1379,170.38,10.4487146,7.41,697,12390,693,23.1,1,0,0,0
1,debt_consolidation,0.1632,141.26,11.48246626,20.89,667,5669.958333,34008,98.3,0,0,0,0
1,debt_consolidation,0.1474,414.45,10.93489109,3.87,677,1829.958333,7810,37.5,1,0,0,0
1,debt_consolidation,0.1316,405.25,11.33857208,9.4,702,3299.958333,15127,45.6,0,0,1,0
1,debt_consolidation,0.1316,324.2,10.69194491,5.21,702,13770,7491,71.3,0,1,0,0
1,credit_card,0.1537,684.73,10.84534856,11.72,687,5939.958333,43620,92.9,0,0,0,0
1,credit_card,0.1474,442.08,11.22524339,14.96,692,3270,24769,90.1,2,1,0,0
1,debt_consolidation,0.08,222.49,11.08220409,13.25,757,6510,4409,12.4,3,0,0,0
1,debt_consolidation,0.1411,313.2,11.51292546,24.34,692,13410,46268,92.9,1,1,0,1
1,credit_card,0.1189,414.55,11.00209984,14.68,737,4230,12663,34.4,1,0,0,0
1,debt_consolidation,0.1537,139.39,10.23995979,23.83,672,1139.958333,4071,78.3,0,0,0,0
1,debt_consolidation,0.1682,533.43,11.98292909,22.57,682,3600.041667,15214,68.7,0,2,0,0
1,home_improvement,0.1095,654.28,11.11167148,18.89,777,8909.958333,12683,18.1,0,0,0,0
1,home_improvement,0.1568,385.02,11.15625052,14.97,662,12539.95833,9649,50.5,0,0,0,1
1,debt_consolidation,0.1635,706.59,11.51288546,20.93,677,4863,22739,59.5,0,0,0,0
1,home_improvement,0.08,150.42,11.03488966,1.2,787,6689.958333,3473,10.7,4,0,0,0
1,all_other,0.1284,336.18,10.77895629,4,707,3181,7350,13.8,3,1,0,0
1,debt_consolidation,0.1474,690.74,11.26446411,15.51,687,8580,19367,49.9,2,0,0,0
1,all_other,0.1253,401.6,10.49127422,24.6,712,4109.958333,13376,33.9,2,0,0,0
1,educational,0.1347,379.94,11.71095632,14.28,722,5601.958333,0,0,1,1,0,1
1,small_business,0.0963,433.28,10.89673933,18.2,757,4431.958333,18116,40.7,0,0,0,0
1,debt_consolidation,0.0768,165.32,10.33946893,0.58,812,6959.958333,1674,8.8,1,0,0,0
1,all_other,0.1316,50.66,10.30895266,10.44,682,8220,10926,72.4,2,1,0,0
1,all_other,0.1442,192.55,10.38899537,6.09,672,2279.958333,3805,48.8,2,0,0,0
1,credit_card,0.1221,333.15,11.22524339,11.02,712,5760,9484,83.9,0,0,0,0
1,debt_consolidation,0.1726,150.3,10.66895539,12.31,662,2669.958333,9753,95.9,1,0,0,0
1,small_business,0.1411,410.75,11.42954386,7.63,692,1979.958333,752,2.5,2,2,0,1
1,all_other,0.1505,138.77,9.998797732,19.75,667,2341.958333,555,3.9,2,1,0,0
1,all_other,0.1568,328.14,10.59663473,14.1,662,2669.958333,4485,25.8,0,2,0,1
1,credit_card,0.0932,263.57,10.5865844,24.45,757,8970,29576,41.1,2,0,0,0
1,debt_consolidation,0.1442,481.36,10.52268675,22.13,682,3329.958333,1840,26.7,1,0,0,0
1,home_improvement,0.1253,560.56,11.00209984,8.56,727,6599.958333,25409,38.1,0,0,0,0
1,debt_consolidation,0.1726,687.06,10.97934285,9.78,677,3482,20732,96,0,0,0,0
1,debt_consolidation,0.1221,266.52,11.1844214,9.87,782,4829.958333,54855,10.8,0,0,0,0
1,all_other,0.08,156.69,11.27720313,0.5,782,7622,33,0.2,2,0,0,0
1,all_other,0.0737,543.3,11.67419361,8.61,762,3570,3524,8.7,2,0,0,0
1,major_purchase,0.1221,149.92,10.78931908,16.7,712,2430,5198,41.6,2,0,0,0
1,all_other,0.0932,255.58,10.81408209,14.99,762,3600,1575,21.9,0,0,0,0
1,debt_consolidation,0.1682,675.68,10.81977828,18.41,667,4890.041667,9246,85.6,2,0,1,0
1,debt_consolidation,0.1537,209.08,11.38531934,13.24,662,5489.958333,24214,68,0,0,0,0
1,all_other,0.0932,159.74,10.75363848,5.05,792,5430,1767,14.7,0,0,0,0
1,debt_consolidation,0.0788,375.37,11.60823564,16.27,762,4793,12311,24.9,2,0,0,0
1,small_business,0.1347,407.08,11.28978191,23.83,692,6390,8762,31.9,3,0,0,0
1,small_business,0.1316,290.43,10.73639668,7.98,702,3881,553,2.8,1,0,0,0
1,credit_card,0.1379,68.16,10.88025231,18.07,692,3329.958333,16306,95.9,0,0,0,0
1,all_other,0.1442,55.02,8.998136761,19.14,682,3779.958333,2816,93.9,2,0,0,0
1,all_other,0.0963,144.43,10.54534144,0.82,747,6870,752,27.9,1,0,0,1
1,debt_consolidation,0.1442,524.34,11.00209984,20.64,712,4529.958333,51790,96.1,1,0,0,1
1,debt_consolidation,0.1537,519.21,10.59653473,16.89,662,3809.958333,15586,83.3,0,0,0,0
1,all_other,0.16,140.63,9.775654181,1.7,677,1350,301,8.9,0,0,0,0
1,debt_consolidation,0.1189,596.96,11.1844214,22.3,747,3689.958333,23518,32.9,2,0,0,0
1,all_other,0.1537,174.24,10.54534144,0.32,702,3090,260,10.4,1,0,0,0
1,all_other,0.1505,867.29,11.69524702,3.26,712,3844,3173,6.2,1,1,0,0
1,all_other,0.1537,313.62,10.46310334,6.27,712,1199.958333,8534,29.3,2,0,0,0
1,debt_consolidation,0.1253,234.27,10.12647109,21.08,717,3299.958333,4702,61.9,1,0,0,0
1,debt_consolidation,0.16,457.05,10.67359577,11.08,672,2939.958333,2350,63.5,0,0,0,0
1,small_business,0.0932,287.53,11.62625415,0.43,802,5460,1074,3.9,1,0,0,0
1,debt_consolidation,0.1474,138.15,10.16600565,14.72,672,3480,2229,58.7,3,0,0,0
1,home_improvement,0.0963,320.95,10.6454249,1.14,752,1859.958333,974,4.5,1,0,0,0
1,all_other,0.16,351.58,11.38504664,11.85,662,2639.958333,12125,69.3,2,0,0,0
1,small_business,0.1565,699.73,11.00209984,20.74,742,6692,24030,82.9,3,0,0,0
1,all_other,0.1663,354.7,10.16585182,4.62,687,1229.958333,5785,54.6,1,0,0,1
1,all_other,0.1442,51.58,11.00209984,12.04,667,3719.958333,2287,47.6,1,0,0,1
1,credit_card,0.1316,216.13,11.28978191,17.16,697,4950,22630,53.9,1,0,0,0
1,all_other,0.1379,306.68,11.28978191,0.09,697,2853,3230,10.3,0,1,0,0
1,all_other,0.08,313.37,12.10071213,7.26,772,13830,22141,15.2,1,0,0,0
1,debt_consolidation,0.0963,449.32,11.73606902,7.81,747,7530,17649,58.1,0,0,0,0
1,all_other,0.0963,307.31,10.95073637,10.72,717,1440,8305,26.9,0,0,0,0
1,credit_card,0.1411,684.58,11.60823564,13.18,702,5579.958333,25277,80.8,0,1,0,0
1,debt_consolidation,0.0768,86.56,9.823361508,4.55,762,4590,1223,6.6,1,0,0,0
1,debt_consolidation,0.1411,123.23,10.51867319,3.31,697,3659.958333,3437,90.4,1,1,0,0
1,small_business,0.1284,504.27,11.35040654,11.92,722,5489.958333,27662,73.4,0,0,0,0
1,debt_consolidation,0.1505,143.97,9.392661929,5.8,682,1260,1950,67.2,0,0,0,0
1,small_business,0.1411,123.23,10.30895266,0.04,727,6239.958333,1,0,0,0,1,0
1,debt_consolidation,0.1316,67.55,10.1266311,9.55,687,5249.958333,635,42.3,0,0,0,1
1,debt_consolidation,0.1537,334.53,11.15625052,17.04,667,5580.958333,22875,86,0,0,0,0
1,credit_card,0.0963,320.95,10.77895629,13.8,742,5249.958333,9660,60.4,2,0,0,0
1,debt_consolidation,0.0768,249.53,10.81977828,11.59,722,2130,9287,27.9,2,0,0,0
1,debt_consolidation,0.0932,255.58,10.69194491,15.16,762,9300,24142,49.4,0,0,0,0
1,home_improvement,0.1347,223.89,10.54534144,11.34,687,1650,2415,14.3,2,0,0,0
1,debt_consolidation,0.08,313.37,11.3736634,4.9,797,5899.958333,33850,57.9,3,0,0,0
1,home_improvement,0.0774,280.97,11.77535127,1.68,777,5352.958333,6638,40.7,0,0,0,0
1,major_purchase,0.1537,95.83,11.28978191,3.55,687,1410,64,1.2,1,0,0,0
1,small_business,0.1663,425.64,11.47210347,15.46,672,5219.958333,24249,97,1,1,0,0
1,all_other,0.08,282.03,10.95080655,9.62,772,5969.958333,57033,29.8,0,0,0,0
1,educational,0.0963,48.15,10.08580911,9.8,757,1619.958333,0,0,0,0,0,0
1,all_other,0.1253,117.14,11.75978554,19.28,702,11309.95833,16146,54.4,3,0,0,1
1,major_purchase,0.1189,198.99,10.46321762,11.55,737,1889.958333,1003,43.6,2,0,0,0
1,all_other,0.1284,201.71,10.35774282,5.83,742,11069.95833,7699,69.4,1,0,0,1
1,debt_consolidation,0.1442,226.93,10.30895266,11.08,697,1199.958333,6593,55.9,2,0,0,0
1,major_purchase,0.1505,104.08,10.63585545,18.95,662,2370,4285,44.6,3,1,0,0
1,debt_consolidation,0.1322,676.02,11.26446411,0.65,727,1698.958333,5142,27.2,0,0,0,1
1,debt_consolidation,0.1253,127.18,10.51856508,12.36,732,3749.958333,168,56,0,0,0,0
1,debt_consolidation,0.1284,215.16,10.1266311,15.07,702,2430,4072,23.8,0,0,0,0
1,debt_consolidation,0.1632,439.66,10.66886237,12.5,667,1470,7722,82.1,2,0,0,0
1,home_improvement,0.1284,672.36,10.6454249,1.49,752,3900,1954,6.4,5,0,0,0
1,debt_consolidation,0.1253,133.87,11.31442574,20.91,702,4590,36462,81,1,0,0,0
1,educational,0.1253,602.4,11.58988651,11.67,727,8220,14191,61.2,1,0,0,0
1,all_other,0.0737,111.77,10.694079,12.38,772,2010,1060,8.6,2,0,0,0
1,debt_consolidation,0.08,188.02,10.57131693,6.65,752,2880,4487,11.1,0,0,0,0
1,debt_consolidation,0.1189,281.9,10.71441777,17.04,732,3719.958333,14439,32.2,1,0,0,0
1,all_other,0.1189,50.58,11.5002049,8.12,677,3359.958333,36192,84.6,0,0,0,1
1,all_other,0.1284,168.09,10.97002421,0.23,767,3630,11,0.1,0,0,0,1
1,debt_consolidation,0.1221,333.15,10.46310334,9.53,717,3540,9985,52.3,0,0,0,0
1,home_improvement,0.1379,272.61,12.06155541,2.44,687,5377,14324,53.4,2,0,0,0
1,major_purchase,0.1442,51.58,10.93596004,19.85,672,4320,15198,84,0,0,0,0
1,all_other,0.0963,481.42,10.77895629,12.57,712,8159.958333,10,0.1,0,0,0,0
1,debt_consolidation,0.1663,141,11.47210347,18.46,682,11490,39502,87.6,0,0,0,0
1,debt_consolidation,0.1284,504.27,10.91508846,14.99,712,6629.958333,9483,57.8,0,0,0,0
1,all_other,0.0963,304.9,10.91508846,9.16,747,7049.958333,28962,66.9,0,0,0,0
1,all_other,0.0768,124.77,10.49957302,0.93,742,1919.958333,1410,67.1,0,0,0,0
1,all_other,0.1442,110.03,10.57131693,3.82,687,1859.958333,6039,28.1,2,0,0,0
1,debt_consolidation,0.16,421.89,10.81985828,11.33,662,2730,11660,67,2,0,0,0
1,all_other,0.1189,497.46,11.77528973,7.31,747,3150,9642,30,0,0,0,0
1,all_other,0.08,31.34,10.1266311,9.26,742,1979.958333,3106,31.4,0,0,0,0
1,all_other,0.08,175.49,11.22524339,13.31,782,5490,0,0,1,0,0,0
1,debt_consolidation,0.1221,399.78,11.00209984,17.32,727,3990,19817,61.4,2,0,0,0
1,credit_card,0.1221,326.49,11.17043516,10.48,722,6390,9630,36.6,0,0,1,0
1,all_other,0.1411,246.45,10.66886237,13.62,702,3449.958333,1621,40.5,1,0,0,0
1,all_other,0.1189,212.25,11.00209984,1.62,797,9120.958333,3391,6.2,2,0,0,0
1,all_other,0.08,188.02,11.28978191,7.75,757,3059.958333,12454,29.8,0,0,0,0
1,small_business,0.1221,116.61,11.12732181,17.82,727,6719.958333,53059,89.9,3,0,0,0
1,debt_consolidation,0.1474,345.37,11.73610102,9.34,677,5762,12403,39.8,2,1,0,0
1,all_other,0.0768,155.96,10.37349118,15,782,3485,695,8.2,0,0,0,0
1,small_business,0.1221,273.19,10.4341158,8.72,732,3480,6383,48.7,1,0,0,0
1,all_other,0.1392,109.24,11.1844214,2.2,677,5550,2596,12.5,3,0,0,0
1,debt_consolidation,0.1284,252.14,10.46321762,21.36,707,3419.958333,10638,61.8,0,0,0,0
1,all_other,0.1474,41.45,9.814656339,2.56,687,1470,1716,71.5,0,0,0,0
1,all_other,0.1379,85.19,10.15812977,14.93,677,5430,1838,73.5,0,0,0,0
1,home_improvement,0.0932,319.47,12.01971897,15.02,752,12033,56153,44.3,1,0,0,0
1,debt_consolidation,0.1316,287.05,10.37349118,3.9,697,2250.958333,9172,44.7,0,0,0,0
1,debt_consolidation,0.1316,202.63,11.15625052,23.91,692,2130,22713,43.1,1,0,0,0
1,all_other,0.1284,33.62,10.08580911,24.35,687,3480,2533,38.4,0,0,1,0
1,small_business,0.0932,95.85,10.08580911,0.95,762,6544,1870,5.5,0,0,0,0
1,all_other,0.0768,187.15,12.20609265,5.61,712,3840,7926,49.8,3,0,0,0
1,all_other,0.08,250.69,10.52002363,12.63,712,5219.958333,12269,19.3,2,0,0,0
1,debt_consolidation,0.1284,181.54,10.46310334,23.07,707,1499.958333,7828,23.9,2,0,0,0
1,debt_consolidation,0.1347,305.31,11.1844214,12.85,687,3510,8081,58.1,0,1,0,0
1,debt_consolidation,0.0932,255.58,11.08214255,1.94,782,4650,3845,25.6,0,0,0,0
1,debt_consolidation,0.1221,499.73,11.29725393,3.48,742,6780,11774,44.4,0,0,0,0
1,debt_consolidation,0.16,285.66,11.08214255,15.88,702,5549.958333,21438,90.6,1,0,1,1
1,debt_consolidation,0.08,156.69,10.91501573,7.53,762,5219.958333,6576,25.2,0,0,0,0
1,home_improvement,0.1568,192.51,11.12726298,11.42,662,3779.958333,10311,88.9,0,1,1,0
1,debt_consolidation,0.1411,198.53,11.35040654,4.62,687,2010,6419,45.5,0,0,0,0
1,home_improvement,0.1221,666.3,11.66137995,9.22,807,7439.958333,0,0,2,0,0,0
1,debt_consolidation,0.1284,605.13,10.31374118,12.74,727,3510,22099,84.7,0,0,0,0
1,credit_card,0.2086,902.54,11.69065315,20.92,667,6300.041667,45414,98.3,0,1,0,0
1,all_other,0.0768,77.98,11.05089001,14.74,747,7079.958333,27222,42.9,1,0,0,0
1,debt_consolidation,0.0963,346.62,11.58058411,9.41,737,10170,4229,7.1,0,0,0,0
1,small_business,0.1474,268.53,10.4341158,13.59,677,2040,22556,73,0,0,0,0
1,credit_card,0.1221,506.39,10.858999,19.32,737,3991,32709,53.6,0,0,0,0
1,all_other,0.1221,263.19,10.81977828,7.25,737,4109.958333,2140,6,3,0,0,0
1,all_other,0.0963,192.57,11.17883639,9.49,777,3419.958333,257,3.6,0,0,0,0
1,all_other,0.1379,238.53,11.15625052,21.53,682,1890.958333,8299,58.9,0,0,0,0
1,debt_consolidation,0.0932,325.86,11.57119437,0.17,767,4409.958333,9943,10.9,0,0,0,0
1,debt_consolidation,0.08,313.37,10.34817337,7.62,772,3510,944,19.7,2,0,0,1
1,debt_consolidation,0.1537,139.39,9.996431298,1.91,662,2760,370,21.8,1,0,0,0
1,debt_consolidation,0.1189,464.3,10.37349118,17.81,737,5790,4577,16.2,2,0,0,0
1,debt_consolidation,0.16,215.34,11.1123882,16.25,667,4859.958333,5636,49.9,2,1,0,0
1,debt_consolidation,0.1316,202.63,10.7701888,20.02,687,3240,18634,70.6,1,0,0,0
1,credit_card,0.1379,115.86,11.05089001,20.11,692,3990,18212,56.4,1,0,0,0
1,all_other,0.0963,115.54,11.31812639,0.58,762,1499.958333,849,1.9,0,0,0,0
1,educational,0.1221,233.21,9.210340372,0,717,1334,0,0,2,0,0,0
1,all_other,0.1253,200.8,10.89673933,6.36,742,2790,1510,50.3,1,0,0,0
1,all_other,0.0737,111.77,10.6454249,6.57,772,4529.958333,2521,22.1,0,0,0,0
1,debt_consolidation,0.08,238.16,10.40426284,12.29,777,8310,1805,8.7,2,0,0,0
1,debt_consolidation,0.0963,481.42,11.22524339,24.5,787,6540,5544,11.3,0,0,0,0
1,debt_consolidation,0.1758,790.73,12.21602298,14.03,667,3540,31008,79.8,3,0,0,1
1,small_business,0.1221,266.52,10.46310334,1.3,732,1652,2722,36.8,2,0,0,0
1,debt_consolidation,0.1189,397.97,11.46154796,1.92,742,6904,14989,25,1,0,0,0
1,home_improvement,0.1379,340.76,10.49127422,12.3,732,8130.958333,6729,97.5,1,0,0,1
1,debt_consolidation,0.1474,448.98,10.46310334,16.39,677,2790,21124,87.3,3,0,0,0
1,all_other,0.1568,367.52,11.00209984,14.42,677,5490,24151,61.1,3,0,0,0
1,debt_consolidation,0.1316,506.56,10.34174248,13.16,757,6450,4923,70.3,2,0,0,0
1,debt_consolidation,0.1411,513.44,11.05089001,22.67,702,3150,26803,92.7,0,0,0,0
1,educational,0.1284,228.61,9.903487553,14.58,687,2249,7783,84.6,0,0,0,0
1,debt_consolidation,0.0932,415.31,11.40756495,8.51,782,4230,9957,29.6,0,0,0,0
1,all_other,0.08,250.69,11.51288546,4.32,712,7109.958333,5262,28.4,0,1,0,0
1,small_business,0.1221,533.04,10.96819829,7.49,772,3719.958333,10144,15.6,0,0,0,0
1,all_other,0.0963,256.76,10.83958091,0.24,792,3389.958333,132,6.6,3,0,0,0
1,small_business,0.1316,515,11.1844214,17.68,722,5310,6759,0,3,0,0,0
1,credit_card,0.0932,76.68,10.90595598,4.69,737,5609.958333,2184,72.1,1,0,0,0
1,home_improvement,0.1347,508.84,10.6454249,14.34,712,4559.958333,8644,47,0,0,0,0
1,credit_card,0.0963,102.71,10.63933496,19.58,717,8340,6479,38.1,1,0,0,0
1,home_improvement,0.08,338.43,11.81303006,6.82,792,4710,10232,19.1,2,0,0,0
1,debt_consolidation,0.1442,343.83,10.91508846,23.41,682,3419.958333,20344,86,0,0,0,0
1,small_business,0.1316,378.23,11.06350847,4.25,732,5219.958333,8897,19.1,3,0,0,1
1,credit_card,0.1442,469.33,11.06563786,22.43,682,3510,34847,68.1,1,1,0,0
1,home_improvement,0.1316,324.2,9.998797732,16.36,732,4139.958333,11246,93.7,0,0,0,0
1,credit_card,0.1379,163.57,11.25609586,16.93,677,4980,19146,33.9,3,0,0,0
1,all_other,0.1253,334.67,11.40756495,20.4,762,12209.95833,28872,21.1,1,0,0,0
1,all_other,0.1189,149.24,10.87221892,13.03,722,2729.958333,850,14.2,0,1,0,0
1,all_other,0.0963,449.32,11.22524339,1.94,812,3389.958333,45050,6.4,0,0,0,0
1,educational,0.16,112.51,9.903487553,6.3,677,1259.958333,1715,39.9,0,0,0,0
1,credit_card,0.08,156.69,10.4341158,15.85,767,10170,5748,12.3,0,1,0,0
1,all_other,0.1189,165.82,10.11633831,6.69,717,8489.958333,9764,22.7,3,0,0,0
1,debt_consolidation,0.0932,95.85,10.87804719,11.34,782,5279.958333,722,3.2,0,0,0,0
1,credit_card,0.1474,621.67,10.93310697,16.33,682,3270,18451,65.2,2,0,0,0
1,educational,0.1411,136.92,11.22524339,15.63,672,4469.958333,6855,53.6,0,0,0,0
1,credit_card,0.1221,346.48,11.32962743,13.81,722,3150,17610,76.9,0,0,0,0
1,credit_card,0.1189,58.04,10.8620712,2.65,712,8819.958333,3002,5.1,3,1,0,0
1,credit_card,0.0932,247.59,11.30220443,13.11,757,6090,18540,29.6,0,0,0,0
1,debt_consolidation,0.1758,503.19,11.36210258,21.93,662,3570,18991,95,0,0,1,0
1,debt_consolidation,0.1347,165.38,10.53209621,21.09,692,3510,10800,54.3,1,0,0,0
1,home_improvement,0.1189,464.3,11.58988651,11.34,732,3719.958333,47016,37.1,0,0,0,0
1,debt_consolidation,0.1347,254.42,11.08214255,13.75,722,7140,40310,66.7,1,0,0,0
1,all_other,0.1347,409.62,11.63539085,10.02,707,4169.958333,20460,39.8,1,0,0,0
1,home_improvement,0.0963,256.76,10.71441777,1.28,777,2550,25,0.1,0,0,0,0
1,educational,0.1568,87.51,10.3768605,23.88,667,1499.958333,8072,92.8,1,0,0,1
1,debt_consolidation,0.1726,521.56,12.10071213,12.12,677,6961,67579,61,0,1,0,0
1,credit_card,0.1347,271.39,10.55093105,12.59,687,3420.958333,5545,60.9,3,0,1,1
1,debt_consolidation,0.1347,106.01,10.81977828,21.62,682,11429.95833,13427,30,0,0,0,0
1,debt_consolidation,0.1316,324.2,10.46310334,16.15,697,4204,14852,79.4,0,0,0,0
1,credit_card,0.0963,481.42,10.6666271,10.49,777,6329.958333,4963,15.8,0,0,0,0
1,all_other,0.1379,67.3,11.33260191,13.42,677,5579.958333,11386,55,2,2,1,0
1,debt_consolidation,0.0932,223.63,10.30895266,11.8,737,2160,5842,30.9,1,0,0,0
1,debt_consolidation,0.1316,317.44,10.96812932,24.31,712,6359.958333,23802,59.2,1,0,0,1
1,small_business,0.1158,594.25,11.49272276,5.08,752,3994,7921,14.2,0,0,0,0
1,credit_card,0.1474,55.26,9.210340372,18.12,667,1710,5704,80.3,0,0,0,0
1,all_other,0.0963,224.66,10.77895629,10.35,757,5519.958333,2108,10.9,1,0,0,0
1,all_other,0.1284,67.24,9.61580548,15.28,707,1290,1545,18.6,1,0,0,0
1,debt_consolidation,0.1316,405.25,10.44278401,23.06,687,3719.958333,5244,27.5,1,1,0,0
1,credit_card,0.0932,383.37,10.89673933,6.58,787,5340,5300,31.2,0,0,0,0
1,debt_consolidation,0.1347,678.46,10.6454249,19.89,722,4169.958333,20563,97,0,0,0,0
1,all_other,0.0932,95.85,10.71441777,17.04,737,4950,2009,14.3,0,0,0,0
1,home_improvement,0.1253,167.34,10.87804719,14.08,707,3809.958333,12053,87.3,3,0,0,0
1,home_improvement,0.0932,239.61,10.858999,22.83,757,5010,1447,6.9,3,0,0,0
1,credit_card,0.0963,417.23,10.93310697,6.81,747,3719.958333,21456,27.7,1,0,0,0
1,small_business,0.1095,327.14,11.08214255,11.72,737,2766.958333,1208,3.5,2,0,0,0
1,credit_card,0.16,878.94,12.06681058,15.43,687,5249.958333,35010,65.7,1,0,1,0
1,debt_consolidation,0.1379,579.29,10.81977828,16,707,3210,17613,76.6,2,0,0,0
1,small_business,0.16,158.21,10.37349118,17.48,672,1320,1404,93.6,3,0,0,0
1,credit_card,0.08,172.35,11.00874438,22.45,752,4234,14026,51.4,0,0,0,0
1,all_other,0.0963,32.1,8.612503371,3.71,767,1650,566,8.6,0,0,0,0
1,debt_consolidation,0.1411,616.12,10.91508846,14.49,692,2580.958333,19976,81.2,2,0,0,0
1,all_other,0.0963,96.29,10.30895266,0.68,717,2820,893,38.8,0,0,0,0
1,all_other,0.1379,170.38,10.79949394,0.73,687,8549.958333,2987,49.8,0,0,0,0
1,all_other,0.1189,198.99,11.3736634,19.38,727,5609.958333,42987,89,1,0,0,1
1,debt_consolidation,0.1726,629.81,11.17717297,11.65,667,4799.958333,27914,88.6,0,2,0,0
1,credit_card,0.08,101.85,10.59663473,10.26,747,7560,18467,30.9,3,0,0,0
1,all_other,0.1537,348.47,11.23848862,12.55,667,1407,5466,42.4,2,0,0,0
1,all_other,0.1316,324.2,11.6351431,0,737,8429.958333,17533,95.8,0,0,0,0
1,all_other,0.0768,99.81,10.95960979,9.24,747,3120,3176,22.7,1,0,0,0
1,credit_card,0.1158,792.33,11.39184199,22.69,752,4889.958333,27806,32.3,1,0,0,0
1,all_other,0.08,282.03,11.31208142,8.98,777,10019.95833,38216,50.4,0,0,0,0
1,all_other,0.1287,807.2,12.10342002,15.35,722,2940,89832,43.6,1,0,0,0
1,all_other,0.0932,185.3,10.6454249,9.97,712,5639.958333,2953,88,0,0,0,0
1,home_improvement,0.1126,690.13,12.50617724,7.26,757,7739.958333,129705,62,2,0,0,0
1,small_business,0.1189,472.59,11.38452375,12.2,752,4889.958333,39,0.3,3,0,0,0
1,home_improvement,0.0768,109.17,11.05089001,18.46,752,7799.958333,2733,7.6,0,0,0,0
1,debt_consolidation,0.1253,359.77,10.12647109,14.74,697,1979.958333,15175,53.2,3,0,0,0
1,all_other,0.1379,136.31,9.903487553,24.72,682,2579.958333,7231,95.1,0,0,0,0
1,major_purchase,0.0768,46.79,10.04342339,4.33,747,4620,2413,10.3,2,0,0,0
1,debt_consolidation,0.1221,99.95,10.30895266,9.88,702,5040,5431,86.2,2,0,0,1
1,debt_consolidation,0.1426,140.66,10.30895266,15.84,667,4709.958333,3825,83.2,3,0,0,0
1,debt_consolidation,0.0963,385.14,11.5228758,15.15,752,4350,19326,25,2,0,0,0
1,debt_consolidation,0.1411,684.58,12.15477935,21.4,682,5430,12531,30.1,2,0,0,0
1,credit_card,0.0963,224.66,11.54334797,16.33,732,6218,28365,44.7,1,0,0,0
1,home_improvement,0.1253,133.87,10.858999,1.34,742,1770,2386,11.3,4,0,0,1
1,small_business,0.1221,359.81,10.30895266,0.4,762,1800,256,0.4,2,0,0,0
1,debt_consolidation,0.1218,319.68,10.71441777,3.84,752,1982.041667,0,0,5,0,0,0
1,all_other,0.1221,283.18,10.1266311,18.48,702,3313,2284,4.7,2,2,0,1
1,home_improvement,0.1253,93.71,10.77895629,10.63,752,2070,185,1.3,1,0,0,0
1,credit_card,0.0768,109.17,11.49272276,10.1,752,4414,78031,44.1,0,0,0,0
1,small_business,0.1126,492.95,11.42954386,9.57,732,6090,13119,11.8,0,0,0,0
1,all_other,0.1158,825.34,11.1844214,5.88,752,3480,8898,29.1,1,0,0,1
1,debt_consolidation,0.1126,279.34,10.1266311,18.82,712,2850,10579,47.2,1,0,0,0
1,all_other,0.0963,96.29,10.858999,6.83,722,5040,2936,43.2,1,1,0,0
1,debt_consolidation,0.1284,268.95,11.08980542,17.11,702,5173.958333,7095,54.6,2,0,0,0
1,small_business,0.16,281.26,11.15625052,17.21,752,4380,26596,35.6,7,0,0,0
1,all_other,0.0932,95.85,10.37361617,2.92,732,6126,1836,27,1,0,0,0
1,debt_consolidation,0.1158,792.33,10.75798798,14.53,747,5370,17524,32.4,2,0,0,0
1,credit_card,0.0963,192.57,11.22524339,18.67,732,5700,7849,40.5,1,0,0,0
1,small_business,0.1126,65.73,10.51867319,0.91,742,1559.958333,1219,10.3,2,0,0,0
1,educational,0.1158,290.52,11.53566495,10.71,707,4680,52141,73.3,1,0,0,0
1,debt_consolidation,0.1158,297.13,10.68510338,14.03,707,6090,7693,72.6,3,0,0,1
1,credit_card,0.0963,96.29,11.22524339,6.18,722,3600,25055,78.1,1,0,0,0
1,debt_consolidation,0.0932,223.63,11.00209984,8.34,747,3960,3337,20.2,1,0,0,0
1,debt_consolidation,0.1347,237.46,10.858999,9.65,692,3678,17349,63.3,0,0,0,0
1,home_improvement,0.0963,80.24,10.49127422,22.1,717,3990,2307,46.1,0,0,0,0
1,debt_consolidation,0.1537,871.16,11.16902571,17.69,697,5639.958333,25700,92.2,0,0,0,0
1,debt_consolidation,0.1316,337.71,11.81303006,9.98,682,5760,24810,71.3,3,1,0,0
1,debt_consolidation,0.1095,425.28,10.84099168,5.69,757,6810,13625,41.2,0,0,0,0
1,all_other,0.1126,32.87,10.96819829,15.41,707,5279.958333,16302,71.8,3,0,0,0
1,home_improvement,0.1095,163.57,11.35035948,6.54,712,1979.958333,1496,17.2,2,0,0,0
1,debt_consolidation,0.0932,364.2,11.58988651,5.48,787,4499.958333,22602,36.3,1,0,0,0
1,all_other,0.1158,99.05,10.81977828,3.89,732,1650,9,0.2,1,0,0,0
1,debt_consolidation,0.1253,184.07,10.34161344,15.21,687,1800,3795,32.7,0,0,0,0
1,small_business,0.1221,283.18,10.91508846,23.26,697,3029.958333,6130,37.6,0,0,0,0
1,credit_card,0.1474,797.8,12.01370075,20.67,697,6719.958333,80602,91.7,0,0,0,1
1,home_improvement,0.1379,681.51,11.65268741,16.57,687,3329.958333,71046,51.7,0,0,0,0
1,debt_consolidation,0.1221,166.58,10.08580911,14.05,692,8769,5122,73.2,0,0,1,1
1,all_other,0.1095,49.08,11.48242502,7.56,707,5130,9906,46.1,0,0,0,0
1,credit_card,0.1126,492.95,11.8493977,13.52,747,4919.958333,29790,15.6,0,0,0,0
1,all_other,0.1221,299.84,10.46310334,23.17,697,4620,3723,39.4,0,0,1,1
1,debt_consolidation,0.1221,333.15,10.93310697,12.64,702,7500,5745,35.9,2,0,1,0
1,credit_card,0.1253,334.67,10.97164063,22.95,697,2609.958333,16047,78.7,0,0,0,0
1,small_business,0.1347,305.31,10.4392204,9.83,702,7290,4475,87.7,3,0,1,0
1,home_improvement,0.08,313.37,10.81985828,1.03,807,3390.958333,2161,13.2,0,0,0,0
1,major_purchase,0.1316,121.58,10.1266311,9.79,697,1680,1898,34.5,3,0,0,0
1,debt_consolidation,0.1158,429.18,10.96819829,9.43,722,4320,12174,59.6,1,0,0,0
1,all_other,0.0963,385.14,11.19547123,9.26,752,2969.958333,4087,23.4,0,0,0,1
1,all_other,0.08,188.02,10.91508846,13.11,787,4321,66430,3.2,0,0,0,0
1,home_improvement,0.1253,259.37,10.71441777,11.01,767,2580,1786,4.3,7,0,0,0
1,all_other,0.1221,233.21,9.61580548,2.4,717,1320,3956,38.8,0,0,0,0
1,debt_consolidation,0.1126,607.98,11.21446552,8.73,742,3570,19892,17.3,0,0,0,0
1,major_purchase,0.08,219.36,10.69098991,16.27,757,5249.958333,14335,35.3,0,0,0,1
1,debt_consolidation,0.1095,327.14,10.40092394,24.88,727,3726.958333,10462,33.9,1,0,0,0
1,debt_consolidation,0.1474,697.65,10.32127641,10.19,692,2940,20167,89.6,0,0,0,0
1,all_other,0.0963,160.48,11.15619338,16.17,732,7680,9604,38.1,0,1,0,0
1,all_other,0.1189,165.82,10.77895629,10.25,702,2940,723,30.1,3,0,1,0
1,debt_consolidation,0.1253,435.07,11.33857208,17,702,4950,14750,66.1,1,0,0,0
1,debt_consolidation,0.0963,38.52,10.95080655,16.67,717,2190,1203,14.9,3,0,0,1
1,major_purchase,0.1284,235.33,10.59653473,8.52,707,3150,311,6.8,1,0,0,0
1,credit_card,0.1189,414.55,11.1844214,0.25,767,7409.958333,193,0.5,2,0,0,0
1,all_other,0.1253,167.34,11.04285783,8.95,687,2790,3730,66.6,1,0,0,0
1,all_other,0.0768,265.13,10.25765937,2.23,712,1499.958333,2204,19.2,0,0,0,0
1,debt_consolidation,0.1221,106.61,10.22557105,14,687,3981,3243,24,2,0,0,0
1,small_business,0.0963,481.42,11.8493977,10.13,782,15089.95833,3991,9.5,1,0,0,1
1,small_business,0.1158,396.17,10.59663473,11.07,717,7230,17495,60.3,0,1,0,0
1,debt_consolidation,0.1221,266.52,10.97780715,4.94,692,4079.958333,8232,42.4,3,0,0,0
1,all_other,0.1126,460.09,10.86650919,18.16,727,2910,17558,52.7,0,0,0,0
1,all_other,0.0932,332.25,11.35040654,5.41,757,5549.958333,21244,24.7,0,2,0,0
1,debt_consolidation,0.0963,104.31,8.987196821,13.8,722,4380,5136,34.9,2,0,0,1
1,credit_card,0.1126,410.8,10.858999,12.21,732,3180,12568,57.7,2,0,0,0
1,all_other,0.1253,334.67,10.818177,3.37,717,2626,8158,31.5,0,0,0,0
1,debt_consolidation,0.1253,281.12,10.77895629,17.95,687,4590,12964,72.4,1,0,0,0
1,debt_consolidation,0.1537,296.2,10.29282328,20.65,682,4351,11987,98.3,1,0,1,0
1,debt_consolidation,0.1126,295.77,10.08163374,13.76,722,5400,6255,34.4,0,0,0,0
1,all_other,0.1095,261.71,10.04966366,14.46,727,3510,7251,25.6,1,0,0,1
1,all_other,0.1221,106.61,9.61580548,16.88,692,2070,6115,43.1,3,0,0,1
1,debt_consolidation,0.1284,605.13,11.20504069,7.69,717,3217,4724,78.7,0,0,0,0
1,home_improvement,0.1316,229.64,11.69107165,3.07,692,9929.958333,4820,67.9,1,0,1,0
1,educational,0.1189,99.5,11.00209984,12.06,692,3749.958333,7482,59.9,1,1,0,0
1,small_business,0.1221,666.3,11.15625052,18.46,737,9840,5801,11.8,0,0,0,0
1,debt_consolidation,0.1284,336.18,11.03495418,19.49,692,5219.958333,10890,57,2,0,0,0
1,debt_consolidation,0.1126,591.54,11.69524702,5.99,767,6689.958333,15371,41.7,4,0,0,1
1,small_business,0.1411,855.73,12.07254125,17.75,707,4260,76237,44.5,2,0,0,1
1,home_improvement,0.1284,53.79,10.56100756,2.46,682,3180,2076,83,1,0,0,0
1,educational,0.1253,209.17,11.69524702,6.73,687,7869.958333,8186,65,2,3,0,0
1,credit_card,0.08,156.69,11.68687877,15.76,767,11099.95833,54960,24.4,3,0,0,0
1,all_other,0.1126,402.58,10.23981692,14.7,682,1619.958333,7120,31.9,0,0,0,0
1,all_other,0.1537,501.79,10.70772878,12.59,722,6840,19887,99.4,0,0,0,0
1,debt_consolidation,0.1392,408.79,11.00209984,23.14,702,7889.958333,15481,96.1,1,0,0,0
1,credit_card,0.1347,288.35,11.73606902,14.86,692,8010,27648,95.5,0,0,0,0
1,debt_consolidation,0.1221,373.13,10.41930072,5.55,702,2130,14499,33.4,1,0,0,0
1,home_improvement,0.1095,490.71,11.08214255,5.7,762,3809.958333,2471,15.1,0,0,0,0
1,all_other,0.1126,262.91,10.12647109,0.34,747,6689.958333,350,1.7,1,0,0,1
1,major_purchase,0.1221,149.92,9.798127037,9.27,727,7560,2143,85.7,1,0,0,0
1,home_improvement,0.1158,825.34,11.56171563,13.36,752,4980,16101,36.9,2,0,0,0
1,debt_consolidation,0.1284,484.1,11.01856357,10.21,697,5310,4057,28.4,0,0,0,0
1,home_improvement,0.1347,325.66,11.70006042,13.99,677,5817,19358,31.4,2,0,0,0
1,home_improvement,0.0768,112.29,11.00209984,0.5,757,3029.958333,2599,9.9,2,0,0,0
1,credit_card,0.1221,199.89,10.81134281,23.11,692,3540,22811,59.9,1,0,0,1
1,debt_consolidation,0.1379,613.36,10.81977828,12.91,687,5430,6072,83.2,3,0,1,0
1,educational,0.0751,217.77,10.54534144,17.43,747,1681.041667,2701,9.1,0,0,0,0
1,all_other,0.1158,528.22,11.44678566,8.64,727,8789.958333,67595,68.8,0,0,0,0
1,all_other,0.0963,256.76,11.15630766,7.56,737,3359.958333,9226,58,1,0,0,0
1,all_other,0.1316,50.66,10.6454249,17.26,672,3457.958333,2694,72.8,1,0,1,1
1,debt_consolidation,0.1284,268.95,10.49127422,8.8,692,1979.958333,3756,85.4,0,0,0,0
1,credit_card,0.0963,96.29,10.858999,12,742,4020,5689,30,5,0,0,0
1,debt_consolidation,0.1253,174.03,10.1266311,12.34,697,4529.958333,7548,53.9,1,0,0,0
1,all_other,0.1221,99.95,10.91501573,11.89,697,2651.958333,3503,30.5,0,0,0,0
1,debt_consolidation,0.1158,396.17,10.82972862,17.8,717,3329.958333,6908,51.9,1,0,0,0
1,home_improvement,0.1474,690.74,11.70501582,15.58,687,10619.95833,33287,44.6,1,1,0,0
1,all_other,0.1189,636.75,11.46163217,7.58,732,3720.958333,14006,20.3,0,0,0,0
1,major_purchase,0.1126,131.46,10.91508846,2.62,742,1537.958333,4109,23.2,0,0,0,0
1,all_other,0.1189,397.97,11.07293102,0.41,742,3119.958333,411,1.9,1,0,0,0
1,all_other,0.0963,96.29,10.71441777,5.36,742,2279.958333,10222,75.3,2,0,0,0
1,all_other,0.1221,183.24,10.4341158,18,697,1710,5931,31.2,0,0,0,0
1,educational,0.1095,91.6,10.08580911,4.15,737,2669.958333,1085,4.1,2,0,0,0
1,small_business,0.1189,505.76,11.40756495,9.44,737,3029.958333,5137,24.2,0,0,0,1
1,debt_consolidation,0.1126,476.52,11.28983191,10.18,732,4799.958333,25807,48.1,0,0,0,0
1,all_other,0.16,84.38,8.476371197,5,702,1320,299,99.7,0,0,0,0
1,credit_card,0.1221,692.95,11.15625052,16.94,752,6467,14337,46.7,0,0,0,0
1,all_other,0.0932,89.46,10.1266311,23.28,742,2279.958333,2426,21.3,1,0,0,0
1,home_improvement,0.1461,34.48,10.6593278,17.75,677,11217.95833,12161,95.8,1,0,0,0
1,debt_consolidation,0.1253,184.07,10.91348718,17.55,682,7590,19279,59.5,1,0,0,0
1,debt_consolidation,0.1189,306.77,11.08214255,16.28,747,5204.958333,10111,23.7,6,1,0,0
1,small_business,0.1442,171.92,10.46310334,3.26,677,1229.958333,4685,27.6,0,0,0,0
1,all_other,0.1505,69.39,9.67501734,20.51,687,2040,4898,98,0,0,0,0
1,all_other,0.0963,96.29,10.95080655,8.21,727,6029.958333,2239,4.3,1,0,0,0
1,credit_card,0.0768,155.96,11.69524702,7.03,782,5707,2660,23.7,0,0,0,0
1,small_business,0.1411,367.97,10.3072846,14.98,672,3389.958333,26333,77.2,0,0,0,0
1,credit_card,0.1347,101.77,10.77895629,7.08,682,1320,2660,66.5,0,0,0,0
1,all_other,0.1284,255.5,10.71441777,0,757,1410,0,0,0,0,0,1
1,all_other,0.1189,378.07,11.08214255,16.52,712,3150,2324,16.4,3,1,0,0
1,home_improvement,0.1158,82.54,10.95080655,19.87,697,4590,17125,39.1,3,0,0,0
1,credit_card,0.1379,654.25,11.74799759,11.43,687,5310,11043,55.8,0,2,0,0
1,all_other,0.08,125.35,11.46163217,5.99,777,11970,31270,48.1,0,0,0,0
1,all_other,0.1379,170.38,10.91508846,19.11,672,2309.958333,21391,87.6,1,0,0,0
1,debt_consolidation,0.1158,495.21,11.22524339,21.06,722,4919.958333,44880,61,3,0,0,0
1,debt_consolidation,0.1189,716.35,10.98529272,6.69,747,2580,2357,3.4,2,0,0,0
1,educational,0.0932,319.47,10.59663473,5.37,767,4290,9580,31.5,0,0,0,0
1,major_purchase,0.1158,118.85,10.40426284,23.6,712,1651.958333,10018,48.2,2,0,0,0
1,debt_consolidation,0.0963,385.14,11.71993963,8.52,752,4079.958333,14732,26,1,0,0,0
1,all_other,0.1158,396.17,11.46167427,3.57,717,2160,14927,39.4,0,0,0,0
1,credit_card,0.1158,184.88,10.5454467,17.78,712,2460,4440,87.1,1,0,0,0
1,debt_consolidation,0.1379,306.68,10.74720759,6.76,672,10471,7589,51.6,0,0,0,0
1,debt_consolidation,0.1126,407.51,10.69638957,7.96,722,3749.958333,12656,71.9,0,0,0,0
1,small_business,0.1316,506.56,10.81977828,15.36,707,4559.958333,11078,50.6,0,0,0,0
1,debt_consolidation,0.0768,212.1,10.54828447,22.98,772,3686,3041,7.7,3,0,0,0
1,home_improvement,0.08,313.37,11.12197846,6.72,782,6299.958333,3022,16.4,1,0,0,0
1,major_purchase,0.0768,112.29,10.71441777,2,762,2940,3309,14.3,2,0,0,0
1,all_other,0.1095,98.15,10.30895266,13.32,707,3059.958333,7099,36,0,0,0,0
1,all_other,0.0932,191.69,10.858999,12.48,742,3420.958333,9608,26.8,0,0,0,0
1,home_improvement,0.1126,328.64,10.4341158,14.93,722,4980,9528,35.8,1,0,0,0
1,all_other,0.0932,223.63,10.59653473,0.3,747,1649.958333,1127,11.7,0,0,0,0
1,debt_consolidation,0.0932,204.46,10.59663473,24,737,5430,30540,54.3,0,0,0,0
1,all_other,0.1158,297.13,11.00209984,15.72,732,1680,23,0.1,1,0,0,0
1,debt_consolidation,0.1347,576.69,11.08214255,7.03,687,2880,18053,40.6,2,0,0,0
1,debt_consolidation,0.08,206.82,10.59663473,12.39,757,7980,11092,39.6,0,0,0,0
1,home_improvement,0.1635,254.37,11.31447453,8.97,662,6329.958333,10085,33.5,3,0,0,0
1,debt_consolidation,0.1126,105.17,10.59653473,0.72,797,4949.958333,24,8,5,0,0,0
1,debt_consolidation,0.1316,159.57,9.680344001,14.55,697,3449.958333,8085,93.5,0,0,0,0
1,debt_consolidation,0.1411,308.06,10.81985828,8.21,672,3449.958333,19696,86.8,1,0,0,1
1,credit_card,0.0932,159.74,11.21182037,14.43,742,4590,1082,32.8,0,0,0,0
1,all_other,0.1253,234.27,11.13750448,6.2,722,4139.958333,0,0,0,1,0,0
1,all_other,0.1095,147.22,10.62132735,13.26,717,2190,3596,33,3,0,0,0
1,debt_consolidation,0.1316,506.56,11.12732181,7.01,697,4650,14380,48.9,1,0,0,0
1,debt_consolidation,0.1311,506.18,11.35040654,8.24,697,3205.041667,10670,82.7,0,0,0,0
1,credit_card,0.1411,684.58,11.1844214,23.62,687,2622.958333,30738,76.8,0,0,0,0
1,home_improvement,0.1126,821.59,11.33857208,7,772,7170,6024,39.9,3,0,0,1
1,debt_consolidation,0.1189,198.99,10.81977828,9.77,697,4590,15377,50.6,1,0,0,0
1,credit_card,0.1158,184.88,11.08214255,16.84,707,3749.958333,31983,58.3,0,0,0,0
1,small_business,0.1189,663.28,10.78103746,10.55,792,5022,53287,0.2,5,0,0,1
1,all_other,0.1126,315.49,10.59653473,23.52,717,3359.958333,8405,42.6,2,0,0,1
1,debt_consolidation,0.1379,306.68,11.00209984,20.5,682,6810,18454,83.9,1,0,0,0
1,all_other,0.1095,327.14,11.35035948,3.81,777,9420,0,0,1,0,0,0
1,credit_card,0.1221,199.89,11.77528973,15.14,687,13140,1000,71.4,2,3,0,0
1,debt_consolidation,0.1126,558.68,11.08220409,4.41,762,6570,1878,7.2,0,0,0,0
1,educational,0.1442,221.77,10.34174248,20.48,672,2070,18065,87.7,0,0,0,0
1,debt_consolidation,0.1284,487.46,10.54534144,18.66,697,4921.958333,13168,76.6,1,0,0,0
1,credit_card,0.1189,530.63,11.12726298,4.29,712,3059.958333,10601,75.7,2,0,0,0
1,all_other,0.1189,315.06,11.08214255,13.85,707,2190,10468,52.3,1,0,0,0
1,debt_consolidation,0.1189,563.79,10.71441777,19.44,722,3660,9583,38.5,3,0,0,0
1,credit_card,0.0963,96.29,10.99036458,9.59,717,2969.958333,3221,10.1,1,2,0,0
1,educational,0.1126,591.54,11.95632841,7.34,762,3749.958333,70526,14.3,1,0,0,0
1,educational,0.0932,151.75,9.740968623,18.28,737,2430,842,6.4,2,0,0,0
1,all_other,0.08,156.69,11.08214255,3.77,752,4230,8946,44.1,1,0,0,0
1,debt_consolidation,0.1316,108.07,10.75790288,11,672,3900,3371,48.2,1,0,0,1
1,all_other,0.0963,385.14,10.49127422,15,752,5880,20328,38.1,0,0,0,1
1,educational,0.1253,117.14,10.49127422,16.23,692,1559.958333,3146,40.3,2,0,0,0
1,small_business,0.1158,237.7,11.35040654,0.41,757,4770,1533,16.3,2,0,0,0
1,credit_card,0.1474,189.96,11.50962001,14.35,667,3330,18659,91,0,0,0,0
1,debt_consolidation,0.1158,330.14,11.03488966,24.62,727,9091,22607,57.4,0,0,0,0
1,major_purchase,0.0932,143.77,11.52682837,6.86,737,6031.958333,2061,5,0,1,0,0
1,debt_consolidation,0.16,351.58,10.49127422,20.2,662,4169.958333,25274,93.6,0,0,0,0
1,all_other,0.08,188.02,10.59663473,13.23,752,3960,11965,58.9,0,0,0,0
1,debt_consolidation,0.0932,319.47,10.07323033,10.08,747,3540,8596,29.7,0,0,0,0
1,all_other,0.1221,133.26,9.271999752,13.54,747,1289.958333,21,0.2,0,0,0,0
1,debt_consolidation,0.1411,444.98,11.06663836,19.03,687,4020,17902,94.7,0,0,0,0
1,debt_consolidation,0.1126,394.36,11.44518181,15.38,727,5370,79083,67.3,2,0,0,0
1,home_improvement,0.1158,132.06,10.89673933,3.44,707,3540,4833,27.6,1,0,0,0
1,small_business,0.1632,346.08,10.81977828,12.41,677,2850,13840,80.9,2,0,0,0
1,debt_consolidation,0.1189,596.96,11.3736634,19.71,717,3089.958333,25525,58.4,0,0,0,0
1,debt_consolidation,0.0768,155.96,10.30895266,7.72,777,8250,14263,21,0,0,0,0
1,home_improvement,0.1158,495.21,10.37349118,4.8,762,2369.958333,15531,43.1,5,0,0,0
1,all_other,0.0932,287.53,11.56171563,20.33,762,5340,18590,22.2,0,0,0,0
1,debt_consolidation,0.1095,327.14,12.34583459,5.4,727,11910,10501,33,0,0,1,0
1,debt_consolidation,0.0963,449.32,11.59910316,13.06,762,7739.958333,46017,9.4,3,1,0,0
1,all_other,0.1158,165.07,10.77895629,0.38,747,3510,536,7.8,3,0,0,0
1,credit_card,0.1284,201.71,10.46310334,24.27,687,1619.958333,6088,40.3,1,0,0,0
1,all_other,0.0768,187.15,10.73639668,16.43,777,3839.958333,6694,8.7,2,0,0,0
1,debt_consolidation,0.0963,465.37,11.23321156,15.41,747,5669.958333,5270,27.6,0,0,0,0
1,home_improvement,0.1284,403.42,11.56171563,9.77,687,5048,2670,33.4,2,0,0,0
1,debt_consolidation,0.1726,465.2,10.81977828,16.08,662,3180,27431,83.1,1,0,0,0
1,all_other,0.1379,102.23,11.00209984,2.18,697,8766,5824,64.7,1,1,0,0
1,debt_consolidation,0.1347,542.77,11.60827201,21.82,687,5015,64362,47.7,0,0,0,0
1,all_other,0.0932,204.46,11.60823564,0,802,7260,3006,6.8,0,0,0,0
1,debt_consolidation,0.1221,666.3,11.00209984,23.44,717,4949.958333,44887,82.1,1,0,0,0
1,small_business,0.1126,315.49,10.91508846,2.9,742,7019.958333,7832,75.3,3,0,0,0
1,home_improvement,0.1284,672.36,11.91839057,10.18,707,6629.958333,22139,43.8,1,0,0,0
1,all_other,0.1284,188.27,10.30895266,2.08,687,4139.958333,3859,38.6,3,0,0,1
1,small_business,0.1158,396.17,12.52452638,8.2,717,7469.958333,71644,73.3,0,0,0,0
1,all_other,0.0932,159.74,10.20359214,1.56,782,7829.958333,1303,23.7,0,0,0,0
1,major_purchase,0.1253,160.64,10.1266311,12.53,692,2850,19939,69.7,2,0,0,0
1,debt_consolidation,0.1095,376.21,10.64026877,20.42,737,3119.958333,5989,33.6,0,0,0,0
1,credit_card,0.08,250.69,10.91508846,13.51,772,3089.958333,8507,13,2,0,0,0
1,all_other,0.0963,128.38,11.46163217,7.87,722,7890,5961,13.4,2,1,0,0
1,all_other,0.1316,607.87,10.71774556,18.82,692,1979.958333,17833,66.1,1,0,0,0
1,all_other,0.1316,236.4,10.50506754,22.32,702,4859.958333,15394,95.8,1,0,0,0
1,all_other,0.0894,222.41,9.621787552,12.17,757,4470,6103,34.5,2,0,0,1
1,debt_consolidation,0.1537,348.47,10.59663473,24.21,662,1728,13212,71,1,0,0,0
1,educational,0.1189,66.33,10.06845099,1.27,702,2884,1610,19.9,2,0,1,1
1,home_improvement,0.1442,82.52,12.07823927,9.69,662,7680,85359,72,0,1,0,0
1,educational,0.08,75.21,10.89673933,12.42,747,3059.958333,3501,7.6,1,0,0,0
1,educational,0.08,31.34,10.30895266,9.04,742,3449.958333,1928,7.4,2,0,0,0
1,home_improvement,0.1316,506.56,12.3883942,0.94,742,8459.958333,15083,45.7,2,0,0,0
1,credit_card,0.1379,224.9,10.57131693,23.19,667,2279.958333,8799,55.1,0,0,0,0
1,home_improvement,0.0932,89.46,11.00209984,10.1,782,5613.958333,3185,2.9,1,0,0,0
1,small_business,0.1316,151.97,10.96819829,2.13,692,2040,4824,38.3,0,0,0,0
1,all_other,0.1316,135.09,10.71441777,20.64,692,1440,13708,76.6,1,0,0,0
1,all_other,0.1189,198.99,9.998797732,14.73,712,1619.958333,3001,53.6,1,0,0,0
1,debt_consolidation,0.1158,759.31,11.19547123,6.38,752,5309.958333,25051,30.1,0,0,0,0
1,major_purchase,0.1189,497.46,11.12431747,10.69,717,2880,9111,27.4,2,0,0,0
1,debt_consolidation,0.1347,508.84,11.21753375,11.24,687,3270,7432,53.9,0,0,0,0
1,debt_consolidation,0.1568,189.01,10.94130541,20.87,677,4050,10249,96.7,0,0,0,0
1,small_business,0.1411,205.38,11.51292546,2.48,667,2999.958333,4148,54.6,2,0,0,0
1,debt_consolidation,0.1158,726.3,11.35040654,19.82,742,5790,36112,71.2,3,0,0,0
1,home_improvement,0.1568,533.78,11.02190247,10.98,717,9870,27174,39.3,1,0,0,1
1,debt_consolidation,0.1189,198.99,10.91508846,6.81,697,4559.958333,9720,40.3,0,0,0,0
1,small_business,0.1126,492.95,11.15625052,13.39,792,5669.958333,0,0,0,0,0,0
1,debt_consolidation,0.1379,408.91,10.79949394,18.64,682,4350,46817,92.3,1,0,1,1
1,educational,0.1126,59.16,10.08580911,8.6,722,1559.958333,2297,26.1,1,0,0,0
1,small_business,0.1379,558.84,11.19670673,17.43,682,3839.958333,23831,62.7,2,0,0,0
1,home_improvement,0.1189,431.14,11.40756495,2.64,727,3540,6040,27.1,2,0,0,0
1,debt_consolidation,0.0963,189.36,10.04324949,8.19,727,2309.958333,5898,57.8,0,0,0,0
1,home_improvement,0.1347,508.84,11.17049149,18.84,682,7920,34645,61,0,0,0,0
1,home_improvement,0.1253,502,11.56171563,13.78,707,4410,21702,46.7,3,0,0,0
1,debt_consolidation,0.1284,268.95,10.71441777,22.51,697,3540,13450,82,1,0,0,0
1,debt_consolidation,0.08,225.62,10.66886237,9.55,752,3180,9866,58.7,1,0,0,0
1,debt_consolidation,0.1095,163.57,10.08580911,13.45,742,9395,5274,65.9,0,0,0,0
1,debt_consolidation,0.1316,337.71,10.91537933,15.94,697,5340,14588,94.1,2,0,0,0
1,credit_card,0.1253,100.4,11.00049856,7.97,682,5370,24876,86.4,1,2,0,0
1,debt_consolidation,0.1426,686.12,11.40756495,22.81,687,4505,28619,74.3,1,0,1,1
1,credit_card,0.1126,328.64,11.19821472,6.94,737,6900,11821,33,0,0,0,0
1,debt_consolidation,0.1347,101.77,10.62132735,5.21,697,5639.958333,5805,80.6,0,0,1,0
1,debt_consolidation,0.1253,502,11.87059991,16.75,702,4799.958333,23252,68.6,1,0,0,0
1,major_purchase,0.0932,159.74,12.14950229,7.69,742,5999.958333,15732,38,1,0,0,0
1,credit_card,0.1442,388.53,10.94150022,22.29,667,3270,16672,72.5,0,0,0,0
1,debt_consolidation,0.1568,700.04,11.66992921,22.02,702,4889.958333,21873,75.2,0,0,0,0
1,all_other,0.1158,396.17,10.46307477,15.39,712,3930,16862,54.7,2,0,0,0
1,debt_consolidation,0.08,94.01,11.28978191,14.63,757,2040,2238,3,2,0,0,0
1,home_improvement,0.1221,399.78,11.01856357,18.89,707,4109.958333,17710,60.7,1,0,0,0
1,educational,0.0963,160.48,11.60823564,11.81,732,5309.958333,23658,46.8,2,0,0,0
1,all_other,0.0932,127.79,11.49272276,2.77,737,3479.958333,12535,20,0,0,0,0
1,all_other,0.1095,327.14,9.903887473,0,742,11146.95833,0,0,1,1,0,0
1,all_other,0.0963,320.95,10.97678203,24.57,762,8849.958333,23607,37.5,4,0,0,1
1,educational,0.0963,102.71,9.811372264,20.26,772,1771,6,0.3,0,0,0,0
1,credit_card,0.1158,115.55,10.46310334,14.47,702,2160,8716,51,0,0,0,0
1,all_other,0.1253,334.67,10.43399815,22.56,697,9629.958333,18212,72.6,1,0,0,1
1,all_other,0.1095,130.86,10.51867319,6.36,722,3690,15830,52.8,2,0,0,0
1,debt_consolidation,0.0932,319.47,10.6454249,22.18,762,9120,4022,20.6,0,0,0,0
1,all_other,0.1095,327.14,11.10495723,19.87,732,3419.958333,20545,43.2,2,0,0,0
1,all_other,0.1316,84.43,10.49127422,2.2,697,3570,2196,35.4,1,0,0,1
1,educational,0.0932,191.69,10.62132735,17.5,732,7049.958333,19391,68,0,0,0,0
1,debt_consolidation,0.1347,678.46,11.69524702,12.8,697,5639.958333,35214,81,2,0,0,0
1,all_other,0.1221,165.75,10.91508846,14.2,692,1830,5284,60,0,0,0,0
1,all_other,0.1189,198.99,10.1266311,12.67,727,1710,6371,23.1,1,0,0,0
1,debt_consolidation,0.0963,401.18,11.43820192,2.83,752,4799.958333,12363,17.8,1,0,0,0
1,debt_consolidation,0.1221,533.04,11.69524702,7,757,5880,9323,31.8,6,0,0,0
1,debt_consolidation,0.1284,319.38,11.25208005,8.57,692,2790,10573,39.7,2,0,0,0
1,all_other,0.1189,281.9,11.06657586,18.06,702,3349.958333,3948,11.2,3,0,0,0
1,all_other,0.1189,49.75,10.82972862,16.87,687,2314.958333,962,64.1,0,0,0,0
1,debt_consolidation,0.0932,319.47,11.09741002,13.73,752,4230,9956,27.1,0,0,0,0
1,major_purchase,0.1158,59.43,10.73630972,17.3,712,2369.958333,7634,89.8,0,0,0,0
1,home_improvement,0.1221,666.3,11.08214255,13.85,717,5730,5119,17.7,1,2,0,0
1,debt_consolidation,0.1253,502,11.36214909,9.45,702,9360,32239,55.5,0,1,0,0
1,credit_card,0.1126,377.93,11.00209984,24.22,732,4933.958333,21354,30.5,1,0,0,0
1,debt_consolidation,0.1253,836.66,13.45883561,9.64,727,6810,49139,86,0,0,0,0
1,educational,0.1505,60.71,9.210340372,15.84,677,2070,0,92.3,1,0,0,0
1,debt_consolidation,0.1126,492.95,11.00209984,14.86,732,4169.958333,16439,57.9,0,0,0,0
1,debt_consolidation,0.0963,308.11,10.62132735,6.85,762,4499.958333,12865,18.8,2,0,0,0
1,debt_consolidation,0.1411,82.15,9.998615898,10.47,672,4620,5873,93.2,1,0,0,0
1,debt_consolidation,0.1442,247.56,10.87804719,13.86,662,2970,16364,54.5,0,1,0,0
1,credit_card,0.1316,357.97,10.6454249,19.49,692,3479.958333,30869,60.1,0,0,0,0
1,debt_consolidation,0.1379,340.76,10.62132735,15.78,682,3180,8826,86.3,0,0,0,0
1,all_other,0.1322,40.57,11.21182037,9.75,672,4457,8396,55.2,0,1,0,0
1,all_other,0.1158,528.22,11.12136326,2.2,732,4740,6476,40.7,1,0,0,0
1,credit_card,0.1095,212.64,10.98529272,13.38,717,2070,6678,48.4,1,0,0,0
1,all_other,0.1316,118.2,9.83734775,20.83,672,4199.958333,11740,83.3,3,0,0,0
1,debt_consolidation,0.0932,319.47,10.6214249,7.43,752,4079.958333,11314,37.1,2,0,0,0
1,educational,0.1284,336.18,11.51292546,17.26,687,3243,6435,23,2,0,1,0
1,home_improvement,0.1095,588.85,10.89302875,6.69,797,3690,77,0.7,0,0,0,1
1,educational,0.1347,84.81,9.574983486,16.33,672,3150,1159,38.6,1,0,0,0
1,credit_card,0.1158,660.27,11.49935378,3.93,752,4229.958333,9873,9.2,1,0,0,1
1,all_other,0.1189,182.41,10.84941475,18.45,697,3419.958333,11812,67.9,1,0,0,0
1,debt_consolidation,0.0963,478.21,11.05089001,17.54,767,4589.958333,7504,14.9,0,0,0,0
1,debt_consolidation,0.0963,115.54,10.91501573,1.24,722,6359.958333,1919,19.8,2,0,1,0
1,major_purchase,0.1114,98.42,10.30895266,1.48,752,2010.041667,471,5.2,1,0,0,0
1,debt_consolidation,0.1474,207.23,11.35040654,15.02,667,5939.958333,36120,91.2,1,0,0,0
1,debt_consolidation,0.1537,317.11,10.55581274,4.97,662,2639.958333,10971,67.7,0,0,0,0
1,major_purchase,0.1253,257.69,11.47634446,13.43,692,3990,16343,81.3,2,0,0,0
1,small_business,0.1095,471.08,11.28983191,12.4,762,3065.958333,9,0,1,0,0,0
1,debt_consolidation,0.1221,374.8,11.15619338,19.01,717,4949.958333,16842,81.8,1,0,0,0
1,debt_consolidation,0.0963,417.23,10.95080655,20.74,777,6060,59544,26.5,2,0,0,0
1,all_other,0.1189,278.58,11.98292909,10.78,702,6990,62083,43.8,0,0,0,0
1,debt_consolidation,0.0932,191.69,11.00209984,11.32,777,3479.958333,0,0,1,0,0,0
1,educational,0.1253,83.67,9.903487553,1.62,707,1740,1371,21.4,2,0,0,0
1,all_other,0.1221,69.97,10.41930072,0.39,692,2312.958333,569,17.2,3,0,0,0
1,debt_consolidation,0.1379,190.83,10.46321762,12.89,687,1770,8364,48.1,1,0,0,1
1,all_other,0.1189,215.57,10.58456215,8.47,702,2160,7763,33.2,1,0,1,0
1,all_other,0.1253,267.73,10.4341158,21.85,687,2084,12806,38.6,1,0,0,1
1,all_other,0.1095,130.86,10.4341158,9,772,5969.958333,16142,38.1,0,0,0,0
1,debt_consolidation,0.1316,624.75,10.91508846,21.67,702,4229.958333,24983,63.7,1,0,0,1
1,all_other,0.1095,229,10.51867319,9.76,717,2160,9724,50.4,0,0,0,0
1,all_other,0.1126,39.44,11.00209984,5.38,717,5669.958333,27524,94.3,1,0,0,0
1,home_improvement,0.0932,319.47,10.96819829,0,797,4559.958333,87,0.5,0,0,0,0
1,debt_consolidation,0.1357,679.37,11.49272276,7.8,702,7746,24918,29.7,1,0,0,0
1,credit_card,0.1189,82.91,11.65268741,8.86,687,11789.95833,32812,48.3,0,0,0,0
1,all_other,0.1253,267.74,11.00209984,6.26,707,1776,0,0,0,0,0,0
1,debt_consolidation,0.1158,379.66,10.76308094,23.7,712,3330,12050,63.1,1,0,0,1
1,home_improvement,0.08,219.36,9.917390458,8.64,767,4529.958333,6332,24.3,0,0,0,0
1,educational,0.1253,60.24,10.40571633,13.62,677,3150,921,51.2,1,0,0,0
1,debt_consolidation,0.1126,328.64,11.22524339,20.06,717,4529.958333,3404,72.4,2,0,0,0
1,credit_card,0.08,225.62,10.98529272,8.95,757,8819.958333,14824,30.5,3,0,0,0
1,debt_consolidation,0.1221,299.84,11.28978191,11.4,692,2399.958333,22014,51.9,0,0,0,0
1,home_improvement,0.1496,866.16,11.69524702,16.28,702,7020,73257,60,0,0,0,0
1,debt_consolidation,0.0963,192.57,10.16585182,8.35,757,11297,17737,23.6,0,0,0,0
1,all_other,0.0963,282.43,11.09358453,4.89,757,4620,6055,31.9,0,0,0,0
1,debt_consolidation,0.1442,96.28,10.89673933,7.47,667,1492,3831,58,2,0,0,0
1,major_purchase,0.1379,51.12,10.87812266,9.51,662,4949.958333,22189,83.7,3,0,0,0
1,debt_consolidation,0.1221,333.15,10.77895629,18.35,707,3065.958333,11389,80.8,0,0,0,0
1,debt_consolidation,0.1221,333.15,10.56885235,8.3,717,2759.958333,7880,78.8,0,0,0,0
1,debt_consolidation,0.1221,519.72,10.81977828,4.06,707,3165,16594,55.3,1,0,0,0
1,debt_consolidation,0.1126,328.64,11.22524339,12.16,722,7859.958333,5389,28.1,0,0,1,0
1,debt_consolidation,0.1379,333.94,11.03488966,23.92,682,8969.958333,29330,57.3,0,0,0,1
1,all_other,0.1347,72.94,11.33857208,15.01,667,4050,27385,51.4,0,0,0,0
1,debt_consolidation,0.0932,255.58,11.60823564,0.46,792,6719.958333,2373,4.1,0,0,0,0
1,debt_consolidation,0.1442,343.83,11.00209984,3.68,667,14133,6383,30.1,1,2,0,0
1,debt_consolidation,0.1095,490.71,11.35040654,5.73,777,9240.958333,1842,2.3,0,0,0,0
1,all_other,0.1189,119.4,10.858999,15.02,697,2460,4689,47.4,3,0,0,0
1,debt_consolidation,0.1221,319.83,11.28978191,9.48,702,2399.958333,14612,78.1,2,0,0,0
1,debt_consolidation,0.1392,491.58,11.22524339,16.24,682,4140.041667,9950,58.9,3,0,0,0
1,debt_consolidation,0.1253,200.8,10.71441777,18.05,682,3210,5791,39.1,0,0,0,0
1,debt_consolidation,0.1158,478.7,10.51867319,21.7,712,5382,20680,25.5,0,0,0,1
1,debt_consolidation,0.1189,829.1,11.1844214,5.47,742,7200,8546,17.4,0,0,0,0
1,debt_consolidation,0.1221,466.41,10.81985828,14.66,722,4139.958333,11212,35.8,0,1,0,0
1,debt_consolidation,0.1284,430.31,10.83958091,8.85,697,3900,4759,21.2,0,0,0,0
1,all_other,0.1284,84.05,10.27505111,17.17,692,2940,1687,39.2,0,0,1,1
1,debt_consolidation,0.1347,468.14,10.40535315,13.98,697,3719.958333,15670,80.8,0,0,0,1
1,credit_card,0.1411,410.75,10.71441777,7.23,672,3900,13018,81.4,3,1,0,1
1,debt_consolidation,0.1253,635.86,11.33499426,10.54,717,7739.958333,30092,85,1,1,0,0
1,debt_consolidation,0.0768,187.15,11.09741002,8.04,777,11099.95833,53625,13.4,0,0,0,0
1,debt_consolidation,0.1284,361.4,10.59663473,13.2,692,3822.958333,21196,63.8,3,0,0,0
1,debt_consolidation,0.1189,198.99,11.15625052,7.15,692,2669.958333,5217,44.6,3,0,0,0
1,debt_consolidation,0.1347,237.46,9.85198371,14.66,672,2070,8896,80.1,0,0,0,0
1,credit_card,0.1284,524.44,11.13201637,6.73,697,2199,15712,84.3,0,0,0,0
1,debt_consolidation,0.1253,185.74,10.08580911,16.95,697,2759.958333,10192,92.7,0,0,0,0
1,all_other,0.1379,204.46,10.81985828,17.59,707,2100,8523,54.6,2,0,0,0
1,debt_consolidation,0.1189,497.46,11.15625052,19.61,717,3540,21694,82.2,0,0,0,0
1,major_purchase,0.1537,871.16,11.9251416,23.85,677,6419.958333,40741,50.3,3,0,0,1
1,debt_consolidation,0.1221,759.58,10.66895539,15.49,727,3330,19226,70.9,1,1,0,0
1,home_improvement,0.0932,191.69,9.85198371,17.94,737,7262,8962,40.7,1,0,0,0
1,debt_consolidation,0.1158,231.1,10.59663473,17.37,737,3029.958333,1089,13.8,0,0,1,0
1,debt_consolidation,0.1095,261.71,11.8493977,10.91,732,4980,40685,50.6,0,0,0,0
1,educational,0.1158,280.62,11.50764153,18.87,747,8340,57168,16.6,4,0,0,0
1,all_other,0.1158,165.07,10.30895266,19.96,712,1830,1833,41.7,0,0,0,0
1,credit_card,0.0963,320.95,11.00209984,15.7,742,5460,34679,57.6,0,0,0,0
1,debt_consolidation,0.1095,556.14,10.96819829,8.13,797,4800,18001,3.4,0,0,0,0
1,credit_card,0.1189,145.93,10.6454249,14.09,707,2745.958333,2759,14.6,2,0,0,1
1,debt_consolidation,0.0963,231.08,11.30220443,9.17,762,6299.958333,2392,47.8,2,0,0,0
1,credit_card,0.1442,385.09,11.14186178,16.42,672,2430,18514,82.3,0,0,0,0
1,all_other,0.1442,68.77,11.00209984,13.42,722,3930,26719,99.4,1,0,0,0
1,all_other,0.1474,863.42,13.30468493,1.03,702,5669.958333,26856,0,3,1,0,0
1,debt_consolidation,0.1316,303.94,11.28978191,12.71,682,1680,12641,55.7,3,0,0,0
1,debt_consolidation,0.1284,309.29,10.81985828,20.69,707,2970,22473,50.4,0,0,0,1
1,debt_consolidation,0.1189,99.5,10.34817337,7.35,687,2399.958333,2572,30.3,0,0,0,0
1,home_improvement,0.0737,46.57,10.91508846,13.57,787,4469.958333,14105,18.8,0,0,0,0
1,all_other,0.1411,111.25,10.04324949,23.65,677,3510,545,90.8,2,0,2,0
1,debt_consolidation,0.1726,536.77,12.10071213,9.49,672,2520,12108,57.1,0,0,0,1
1,home_improvement,0.0768,187.15,11.35035948,6.62,772,7200,20104,29.6,0,0,0,0
1,debt_consolidation,0.1189,79.6,10.96812932,24.39,692,5279.958333,18430,63.3,2,0,0,0
1,debt_consolidation,0.1095,314.06,11.03495418,15.21,732,4559.958333,6376,18.9,1,0,1,0
1,debt_consolidation,0.1126,558.68,11.21446552,22.5,742,5850,42106,56.3,3,0,0,0
1,credit_card,0.1322,202.81,10.30895266,5.2,682,1684.958333,6001,31.8,0,0,0,0
1,home_improvement,0.1442,859.57,12.61153775,1.48,702,5279.958333,28367,66.5,2,1,0,0
1,all_other,0.0768,187.15,11.46163217,9.61,777,10200,35306,28.2,2,0,0,0
1,debt_consolidation,0.1095,392.57,11.1844214,9.32,737,3669,22636,67.6,0,0,0,0
1,all_other,0.1347,84.81,11.5228758,13.76,682,10742.95833,45304,96.6,1,0,0,0
1,major_purchase,0.08,200.56,10.95416931,1.57,767,4020,4521,10.1,0,0,0,0
1,credit_card,0.1316,81.05,11.1844214,1.05,697,3630,1229,30,1,0,3,0
1,credit_card,0.1221,133.26,10.08580911,3.6,717,4139.958333,3155,67.1,0,0,0,0
1,credit_card,0.0963,224.66,10.62132735,13.79,732,2850,20571,49.6,0,0,0,0
1,debt_consolidation,0.1316,337.71,10.66895539,24.47,682,3180,10193,44.9,0,1,0,0
1,debt_consolidation,0.1474,207.23,11.13683468,12.57,682,7230,17133,66.7,2,1,0,1
1,all_other,0.1316,67.55,10.27518903,15.39,722,1140,604,30.2,2,0,0,0
1,debt_consolidation,0.1126,447.77,10.30895266,16.8,727,3330,15286,41.7,1,0,0,0
1,home_improvement,0.0932,159.74,11.54248427,6.56,737,8159.958333,27226,49.8,0,0,0,0
1,debt_consolidation,0.1284,268.95,11.15619338,17.3,687,2502,17461,61.1,2,0,0,0
1,debt_consolidation,0.1189,198.99,11.15625052,15.87,697,4499.958333,37138,73.4,1,0,0,1
1,credit_card,0.1189,143.44,10.71441777,13.73,737,7139.958333,4357,87.1,0,0,0,0
1,major_purchase,0.1095,130.86,11.02679245,18.15,717,3210,21885,34,1,0,0,0
1,debt_consolidation,0.1632,741.59,11.2771525,13.61,667,3389.958333,9090,72.7,1,0,0,0
1,debt_consolidation,0.1442,275.07,10.858999,6.88,667,3960,9760,66.8,0,0,0,1
1,all_other,0.0768,93.58,10.91508846,0.65,792,3479.958333,332,0.5,0,0,0,0
1,all_other,0.1189,198.99,11.40756495,22.03,692,11429.95833,58780,75.1,0,0,0,0
1,debt_consolidation,0.1221,253.2,11.00209984,2.08,727,2820,1763,25.2,1,0,0,0
1,educational,0.1316,57.41,9.546812609,10.11,697,3660,2246,97.7,2,0,0,0
1,small_business,0.1126,105.17,10.46310334,7.51,732,2070,997,24.3,0,0,0,0
1,home_improvement,0.1442,268.19,10.51856508,8.82,667,3240,9288,56.3,1,0,0,0
1,debt_consolidation,0.1379,136.31,10.71441777,13.6,687,1380,4318,86.4,3,0,0,0
1,all_other,0.0932,319.47,11.37600548,6.4,767,4380,1513,5.2,2,0,0,0
1,credit_card,0.1095,441.64,10.66895539,9.18,742,3690,28075,57.8,1,0,0,0
1,all_other,0.08,188.02,11.13453063,3.63,757,2790,508,6.1,0,0,0,0
1,debt_consolidation,0.1189,159.19,11.00209984,15.32,697,4949.958333,52275,33.7,0,0,0,0
1,all_other,0.1189,198.99,10.46310334,9.81,762,1140,147,2.4,0,0,0,0
1,small_business,0.0932,230.02,10.59663473,15.56,737,3540,1138,9.5,0,0,0,0
1,all_other,0.08,188.02,10.95080655,14.04,762,5609.958333,2081,10.1,1,0,0,0
1,educational,0.1221,199.89,11.29734077,21.17,687,4020,34866,70.1,1,0,0,0
1,home_improvement,0.0932,319.47,10.30895266,2.56,782,2339.958333,473,1.9,0,0,0,0
1,debt_consolidation,0.1189,159.19,10.62861778,18.65,707,5579.958333,4224,40.2,1,0,1,0
1,debt_consolidation,0.1221,666.3,11.1844214,14.63,727,4320,28585,60.8,0,0,0,1
1,debt_consolidation,0.1411,102.69,10.44348355,1.22,662,3449.958333,443,15.8,1,1,0,0
1,credit_card,0.1095,212.64,11.03488966,14.13,722,3089.958333,5339,20.1,0,0,0,0
1,credit_card,0.1505,346.92,12.07254125,5.99,662,3840.958333,6204,27.8,1,0,0,0
1,credit_card,0.1442,515.74,11.68687877,16.89,677,14191,71663,83.2,2,0,0,0
1,debt_consolidation,0.0894,95.32,9.903487553,1.8,747,3252,2087,50.9,1,0,0,0
1,debt_consolidation,0.0932,204.46,10.34894231,23.83,737,3960,6729,64.7,0,0,0,0
1,debt_consolidation,0.1158,396.17,10.56212093,14.47,712,2759.958333,10913,69.5,0,0,0,0
1,all_other,0.0768,155.96,11.69524702,1.27,772,4499.958333,5081,5.1,3,0,0,0
1,credit_card,0.1221,283.18,10.20359214,19.42,702,1800,12920,72.2,0,0,0,0
1,all_other,0.1158,165.07,9.687816016,10.57,722,1710,5308,40.2,0,0,0,0
1,credit_card,0.1189,132.66,9.903487553,24.54,697,3029.958333,14460,71.6,0,0,0,0
1,debt_consolidation,0.1316,337.71,9.952277717,3.89,697,1529.958333,10090,29.7,1,0,0,0
1,debt_consolidation,0.1284,537.89,11.28978191,17.16,702,5490,19306,70.2,2,0,1,0
1,home_improvement,0.0768,124.77,11.54481165,0.87,777,4410,5220,12.7,3,0,0,0
1,credit_card,0.1379,238.53,10.71441777,18.35,707,7170,12197,95.3,1,0,0,1
1,home_improvement,0.0932,293.91,10.86902549,19.63,782,7079.958333,1492,16.8,0,0,0,0
1,debt_consolidation,0.1095,235.54,11.46167427,7.01,717,12060,10147,31.7,3,0,0,0
1,all_other,0.1189,132.66,9.546812609,8.23,697,2100,3347,79.7,1,0,0,0
1,all_other,0.1379,136.31,11.16336799,8.19,712,4049,11352,98.7,2,0,0,1
1,debt_consolidation,0.1095,209.37,10.08580911,6.15,742,8370,8810,23.2,1,0,0,0
1,all_other,0.1357,154.56,11.77528973,17.46,682,4800,66461,90.1,0,0,0,0
1,small_business,0.1221,166.58,10.89673933,12.84,722,13020,5867,70.7,0,0,0,0
1,all_other,0.1221,113.28,11.89818787,22.56,702,4380,67843,91.8,0,0,0,1
1,home_improvement,0.0932,159.74,11.69194156,8.45,762,5609.958333,20334,25.5,4,0,0,0
1,educational,0.1189,82.91,9.809396629,19.18,697,1830,483,4.6,1,1,0,0
1,educational,0.0932,159.74,9.825526011,19.14,752,8640,11096,10.4,0,1,0,0
1,all_other,0.1284,235.33,9.574983486,3,707,1199.958333,3449,19.7,2,0,0,1
1,small_business,0.1474,552.59,10.81977828,18.53,672,4229.958333,3364,44.9,1,1,0,1
1,debt_consolidation,0.1316,445.77,11.00209984,7.26,697,3792.958333,10965,85.7,0,0,0,0
1,credit_card,0.1347,441,10.69194491,13.88,692,2554,21199,90.2,0,0,0,0
1,educational,0.1632,130.66,10.51867319,13.07,662,1501,5635,97.2,0,0,0,0
1,credit_card,0.1316,309,10.66895539,21.66,692,3089.958333,14299,79.4,0,0,0,0
1,debt_consolidation,0.0768,218.34,11.00209984,13.36,782,7739.958333,21054,21.4,1,0,0,0
1,credit_card,0.0932,383.37,10.81977828,6.84,777,7230,26050,26.1,0,0,0,0
1,major_purchase,0.08,156.69,10.6454249,5.09,807,6511,112,1.1,0,0,0,0
1,major_purchase,0.1126,312.21,10.6933984,19.04,757,7049.958333,336,4.7,1,0,0,0
1,all_other,0.1189,149.24,10.81977828,4.37,702,3571,1961,55.7,0,0,0,0
1,debt_consolidation,0.0963,320.95,11.51292546,18.23,737,4589.958333,21578,68.5,1,0,0,0
1,credit_card,0.1284,117.67,10.43998092,8.42,687,2399.958333,5174,89.2,1,0,0,0
1,debt_consolidation,0.1189,305.11,10.71441777,22.37,712,1890,8558,27.3,3,0,0,0
1,debt_consolidation,0.0932,223.63,11.42954386,7.12,732,4410,21477,84.9,0,0,0,0
1,debt_consolidation,0.1221,666.3,11.00209984,20.54,717,3749.958333,16777,63.3,0,0,0,0
1,all_other,0.0963,128.38,11.08201946,10.99,747,6689.958333,28817,66.6,0,0,0,0
1,small_business,0.0963,320.95,11.09133097,1.04,742,5700.958333,4435,36.2,2,0,0,0
1,small_business,0.1284,403.42,11.35040654,11.87,727,1559.958333,7951,41.8,2,0,0,0
1,all_other,0.08,188.02,11.2515607,6.51,767,7799.958333,20991,47,2,0,0,0
1,all_other,0.1183,364.48,11.81303006,19.67,717,11400,32818,87.1,0,0,1,0
1,all_other,0.1379,340.76,10.37361617,15.49,677,2339.958333,15968,47.8,3,0,0,1
1,debt_consolidation,0.1126,394.36,11.15625052,11.38,732,3660,6789,16.3,1,1,0,0
1,debt_consolidation,0.1126,492.95,10.6454249,12.06,742,6059.958333,24651,42.4,1,0,0,0
1,all_other,0.1189,278.58,10.30895266,5.4,717,6360.958333,6291,81.7,1,0,0,0
1,debt_consolidation,0.1158,343.34,10.82009823,8.09,727,3960,10167,89.2,0,0,0,0
1,credit_card,0.0963,211.83,11.48246626,18.68,752,12810,22329,40.2,1,0,0,0
1,credit_card,0.1158,825.34,12.30138283,10.07,747,9810,33697,51.5,2,1,0,0
1,debt_consolidation,0.1253,200.8,10.66895539,18.89,682,5130,6334,68.1,2,0,1,1
1,debt_consolidation,0.1347,542.77,11.05980255,24.09,697,4469.958333,21180,81.5,0,0,0,0
1,credit_card,0.1221,266.52,11.00209984,19.23,702,3240,30140,89.4,1,0,0,0
1,all_other,0.0859,379.33,11.06663836,9.45,792,8430.041667,2910,5.8,1,0,0,0
1,educational,0.0894,476.58,11.1844214,10.2,782,13334.95833,4254,23.9,0,0,0,0
1,small_business,0.1843,363.7,11.81303006,21.85,682,3600,68276,88,0,0,0,0
1,home_improvement,0.1284,672.36,11.19547123,9.92,712,4859.958333,11440,27.7,1,0,0,0
1,all_other,0.1126,246.48,10.87993221,16.97,722,5189.958333,9200,42.8,0,0,0,0
1,all_other,0.08,219.36,10.43399815,15.21,752,5880,17576,36.3,0,0,0,1
1,all_other,0.0932,159.74,11.00209984,13.62,742,5910,21305,35.4,0,0,0,0
1,debt_consolidation,0.1189,663.28,11.87409031,7.32,732,8370,27062,79.6,0,0,0,0
1,debt_consolidation,0.1253,281.12,11.22524339,4.16,687,5699.958333,13573,30.8,2,0,0,0
1,major_purchase,0.0768,93.58,10.66886237,3.77,807,4711,133,0.3,0,0,0,0
1,debt_consolidation,0.1221,499.73,10.7464331,7.88,717,2460,22197,37.8,1,0,0,0
1,all_other,0.1189,139.29,10.95080655,12.32,702,2190,2094,20.7,1,2,0,0
1,debt_consolidation,0.1695,748.17,11.44035477,14.76,662,7637,23738,71.3,1,0,0,1
1,educational,0.08,156.69,11.36210258,6.39,777,3509.958333,0,0,0,0,0,0
1,home_improvement,0.1221,666.3,12.02754389,1.56,747,3089.958333,9787,52.3,1,0,0,0
1,home_improvement,0.0932,99.04,10.9331784,23.89,727,7439.958333,28774,71.4,0,0,0,0
1,credit_card,0.1505,402.42,11.79981723,16.79,682,11190,54194,85.7,0,0,1,1
1,debt_consolidation,0.1284,403.42,10.87804719,22.85,702,2496,17385,71.2,0,0,0,0
1,home_improvement,0.1189,116.08,11.46053683,16.46,697,5730,12032,56.8,0,1,0,0
1,all_other,0.1284,295.84,10.73630972,12.58,732,5910,24621,94,1,0,0,0
1,small_business,0.1158,825.34,11.40756495,0.13,787,2279.958333,1068,3.1,3,0,0,0
1,all_other,0.0932,159.74,10.6454249,19.31,742,6719.958333,7160,39.3,0,0,0,0
1,all_other,0.1253,836.66,12.36734079,11.73,717,7230,5509,10.6,3,0,0,0
1,credit_card,0.0932,255.58,11.73606902,3.35,752,7650,5752,30.3,0,0,0,0
1,credit_card,0.1189,397.97,10.71441777,22.77,717,2729.958333,36261,67.1,1,0,0,0
1,all_other,0.1158,165.07,10.54534144,13.52,807,4589.958333,323,1.8,0,0,0,0
1,debt_consolidation,0.1316,405.25,11.17043516,7.42,682,3839.958333,38963,79.4,1,0,0,0
1,credit_card,0.1316,108.07,11.05089001,12.06,697,3509.958333,10678,97.1,0,0,0,0
1,debt_consolidation,0.08,131.62,10.37349118,17.48,767,8222.958333,1127,40.2,0,0,0,0
1,credit_card,0.0894,381.26,11.01039864,7.78,762,12266.95833,12893,14.1,1,0,0,0
1,debt_consolidation,0.1411,342.29,10.30895266,13.96,672,4620,12022,20,3,0,0,0
1,all_other,0.1411,205.38,10.4341158,7.98,662,2009.958333,2122,58.9,1,2,0,0
1,home_improvement,0.0932,383.37,11.35040654,9.15,787,7469.958333,9825,24.3,0,0,0,0
1,debt_consolidation,0.1379,340.76,10.51867319,18.16,682,6659.958333,17473,47.9,0,0,0,0
1,all_other,0.1126,98.59,10.81977828,9.05,707,2490,6371,37.9,2,0,0,0
1,debt_consolidation,0.1158,297.13,11.15619338,14.52,722,3809.958333,1778,88.9,1,0,0,0
1,all_other,0.1221,506.39,11.69524702,8.91,742,4453.958333,10750,76.8,5,0,0,0
1,all_other,0.1284,94.14,10.81069718,2.35,697,3270,3511,40.4,1,0,0,0
1,educational,0.1253,267.73,10.71441777,11.17,687,3479.958333,1150,13.9,0,0,0,0
1,debt_consolidation,0.1347,101.77,11.05089001,17.48,672,3479.958333,3848,75.5,1,0,0,0
1,all_other,0.1284,188.27,9.680344001,10.2,722,1440,3183,66.3,2,0,0,0
1,debt_consolidation,0.0768,40.55,10.83958091,19.19,757,3479.958333,2513,9.6,1,0,0,0
1,debt_consolidation,0.1189,497.46,10.77895629,20.27,712,4020,6478,35.2,0,0,0,0
1,all_other,0.0932,127.79,10.79949394,8.67,802,4050,34,0.3,0,0,0,0
1,debt_consolidation,0.1379,327.13,11.59175513,5.39,697,6329.958333,29526,95.6,0,0,0,0
1,all_other,0.0768,187.15,11.22524339,1.86,782,4109.958333,1738,12.6,0,0,0,0
1,debt_consolidation,0.1126,427.23,10.77895629,17.43,742,3330,28895,39.9,0,0,0,0
1,debt_consolidation,0.1221,266.52,11.1844214,21.73,692,5969.958333,25449,69.3,0,0,0,0
1,all_other,0.0932,31.95,11.35040654,7.27,732,6510,5690,21.5,0,0,0,0
1,debt_consolidation,0.1379,170.38,10.34174248,19.78,682,1229.958333,6130,57.3,3,0,0,0
1,debt_consolidation,0.1379,211.27,10.71441777,17.42,677,4182.958333,9954,95.7,0,0,0,0
1,all_other,0.1253,133.87,10.47728798,10.41,687,2639.958333,12160,80.5,0,0,0,0
1,small_business,0.1916,58.78,10.6454249,14.6,662,3779.958333,215,71.7,1,0,0,0
1,home_improvement,0.0932,399.34,10.81977828,11.71,782,4800,1052,8.6,0,0,0,0
1,educational,0.1316,270.17,12.1547583,17.03,687,4320,113463,92.8,0,0,0,0
1,small_business,0.0768,112.29,10.74343705,8.96,757,8519.958333,13574,24.2,1,0,0,0
1,all_other,0.1442,137.54,10.54534144,4.61,662,5490,4093,80.3,1,0,0,0
1,home_improvement,0.0963,513.51,12.61153775,0.16,787,5460,2764,10.7,1,0,0,0
1,all_other,0.1095,162.76,10.83879629,12.69,762,5969.958333,16992,44.5,5,0,0,1
1,all_other,0.1221,333.15,11.32215229,11.91,702,3779.958333,2015,31,1,0,0,0
1,debt_consolidation,0.1189,397.97,10.93310697,15.26,712,4620,5604,80.1,3,0,0,0
1,small_business,0.1126,394.36,11.22524339,13.01,722,2971,12649,67.3,0,0,0,1
1,home_improvement,0.1347,508.84,10.68281243,13.13,687,9840,15273,24.9,2,1,0,1
1,all_other,0.1284,90.77,10.29809392,16.09,707,1830,828,92,3,0,0,0
1,all_other,0.1095,327.14,11.1844214,13.2,722,4919.958333,19761,41.5,2,0,0,0
1,credit_card,0.0932,142.17,10.6501755,17.77,737,2910,5437,23.4,1,0,0,0
1,debt_consolidation,0.1461,241.33,10.65725935,10.64,682,1800,8557,77.1,1,0,0,0
1,all_other,0.1114,393.65,11.03488966,5.52,757,3899.958333,14313,46.2,2,0,0,0
1,all_other,0.0963,102.71,10.50506754,0.33,732,4290,496,4.1,1,0,1,0
1,home_improvement,0.0963,296.88,10.73413325,0,807,7320,1454,4,2,0,0,1
1,all_other,0.1474,345.37,10.81977828,12.72,712,5130,4456,22.6,0,0,1,0
1,debt_consolidation,0.0963,417.23,11.02353512,8.03,747,4562.958333,8454,27,2,0,0,0
1,home_improvement,0.1189,397.97,11.91839057,17.84,707,5699.958333,614,17.5,2,0,1,0
1,credit_card,0.0932,383.37,10.4744671,2.34,797,8189.958333,4615,6.5,0,0,0,1
1,debt_consolidation,0.1126,525.82,11.40756495,8.83,742,7499.958333,19123,53,1,0,0,0
1,debt_consolidation,0.1114,451.05,10.89821971,16.09,737,6180,23569,70.8,0,0,0,0
1,debt_consolidation,0.1505,603.63,11.22524339,18.82,687,2580,35954,82.8,0,0,0,0
1,home_improvement,0.0768,218.34,11.34687088,23.21,777,8430,36268,32.9,2,0,0,1
1,major_purchase,0.1695,213.77,11.27090486,18.05,662,3119.958333,82,1.3,1,1,0,0
1,all_other,0.0932,102.23,9.680344001,0,737,2100,0,0,0,0,0,0
1,home_improvement,0.1253,200.8,11.03650127,10.18,682,6749.958333,7613,82.7,2,0,0,0
1,debt_consolidation,0.1316,621.37,10.79728725,14.24,707,4290,26551,70.1,0,0,0,0
1,debt_consolidation,0.1347,212.02,10.27518903,23.54,687,2820,11387,90.4,1,0,0,0
1,debt_consolidation,0.1158,775,11.40756495,15.03,752,10019.95833,44539,59.8,0,0,0,0
1,all_other,0.1474,138.15,10.34794899,0,692,1350,0,0,2,0,0,0
1,all_other,0.1189,225.52,10.0302964,15.43,712,3419.958333,4435,16.6,2,0,0,0
1,all_other,0.1095,654.28,11.47820979,13.62,792,7439.958333,37466,30.9,1,0,0,0
1,all_other,0.0932,223.63,10.52406404,20.06,747,5699.958333,3255,30.2,0,0,0,0
1,all_other,0.1126,525.82,11.12732181,9.3,747,3300,2362,7.9,1,0,0,0
1,educational,0.1095,183.2,10.30895266,10.56,722,3330,716,5.4,3,0,0,1
1,debt_consolidation,0.1347,542.77,11.08214255,12,707,6689.958333,14493,88.9,0,0,0,0
1,debt_consolidation,0.1189,53.07,11.31447453,18.13,702,5639.958333,25886,94.1,1,1,0,0
1,debt_consolidation,0.1253,334.67,10.73630972,8.9,692,2009.958333,9158,52.3,2,0,0,0
1,debt_consolidation,0.1189,643.39,11.57115664,15.44,727,7680,61595,51.6,0,0,0,0
1,small_business,0.1884,438.93,10.81977828,12.6,712,3690,11957,43.5,2,0,0,0
1,educational,0.0963,343.41,10.77895629,10.86,737,3660,1772,7.4,2,1,0,0
1,all_other,0.1158,660.27,12.61153775,6.93,762,10679.95833,0,0,1,0,0,0
1,small_business,0.1916,352.67,10.45737267,5.93,667,5820,11670,81.6,1,0,1,0
1,all_other,0.0932,127.79,10.91508846,12,752,2856,1112,2.7,1,0,0,0
1,home_improvement,0.1126,236.62,11.53272809,0.61,717,5699.958333,4452,45.4,0,0,1,0
1,educational,0.1158,79.24,10.16585182,15.05,692,3450.958333,731,5.8,3,1,0,1
1,debt_consolidation,0.1062,364.67,10.63585545,15.92,722,8833,5455,83.9,0,0,0,0
1,all_other,0.1442,240.68,11.69524702,14.65,662,4589.958333,34454,70.7,3,0,0,0
1,all_other,0.08,125.35,9.68009397,12.6,762,6032.958333,998,6,1,0,0,0
1,credit_card,0.1221,333.15,11.40756495,22.47,737,7740,61374,61.8,2,0,0,0
1,small_business,0.1884,914.42,11.51292546,6.76,712,8190.958333,38898,80.5,3,1,0,0
1,debt_consolidation,0.1411,34.23,11.15257234,3.63,672,3930,9795,95.1,2,0,1,0
1,debt_consolidation,0.1505,173.46,10.20359214,4.31,687,1440,3329,95.1,0,0,0,1
1,small_business,0.1916,183.69,10.858999,22.59,662,3300,22312,81.1,0,0,0,1
1,all_other,0.0963,160.48,10.87237073,21.81,727,2460,2369,36.4,1,0,0,0
1,all_other,0.1221,99.95,11.73606902,10.29,697,2850,6324,79,0,0,1,0
1,small_business,0.1158,594.25,11.15625052,16.78,727,3509.958333,30372,56.1,0,0,0,1
1,home_improvement,0.0963,320.95,10.67359577,8.94,742,7950,14716,38.4,0,0,0,0
1,home_improvement,0.08,200.56,11.06657586,0,807,3960,0,0,1,0,0,0
1,all_other,0.1347,162.83,10.30895266,22.84,672,1710,1002,83.5,0,0,0,0
1,home_improvement,0.0932,319.47,10.87812266,9.26,762,2160,3391,9.2,1,0,0,0
1,credit_card,0.1158,660.27,12.03528432,19.27,742,4199.958333,149527,72.6,0,0,0,0
1,debt_consolidation,0.1253,301.2,11.03812636,14.1,697,3000.041667,3006,30.7,3,0,0,0
1,major_purchase,0.1221,266.52,11.3736634,0.07,722,4949.958333,5,0,0,0,0,0
1,debt_consolidation,0.1411,205.38,10.49127422,21.3,662,2550,8710,23.9,0,1,0,1
1,debt_consolidation,0.1568,87.51,10.41930072,14.29,667,3809.958333,286,95.3,0,2,0,0
1,educational,0.0932,383.37,10.30895266,13.88,777,3449.958333,1505,12.5,0,0,0,0
1,home_improvement,0.0963,385.14,10.90593763,7.46,752,5219.958333,5674,9.5,0,0,0,0
1,debt_consolidation,0.1632,706.27,11.23321156,11.81,677,2820,23998,91.2,1,0,0,0
1,debt_consolidation,0.1632,261.32,10.77895629,3.85,662,1140,6375,70.8,0,0,0,0
1,all_other,0.1158,264.11,11.55214618,18.25,707,5160,57261,84.6,1,0,0,0
1,debt_consolidation,0.1095,98.15,10.1266311,17.57,717,2316.958333,590,36.9,3,0,0,0
1,debt_consolidation,0.0932,127.79,10.6214249,12.99,747,2009.958333,2727,12.8,2,0,0,0
1,small_business,0.1821,90.65,10.91508846,12.07,667,2460,19336,79.6,0,0,0,0
1,debt_consolidation,0.1442,343.83,11.00209984,8,677,3059.958333,1547,20.9,3,0,0,0
1,all_other,0.1189,66.33,9.392661929,5.7,707,2970,1616,52.1,1,0,0,0
1,home_improvement,0.1158,66.03,11.00209984,6.46,692,3812.958333,9171,25.5,0,0,0,0
1,debt_consolidation,0.0932,223.63,10.26479176,24.54,737,2429.958333,6242,16.1,3,0,0,0
1,debt_consolidation,0.1322,473.21,10.91508846,9.19,697,2310.041667,8262,54.7,3,0,1,0
1,all_other,0.1126,328.64,11.62625415,16.29,717,5999.958333,5742,43.8,0,0,0,0
1,debt_consolidation,0.1411,547.67,10.71441777,11.55,682,9420,14731,86.1,0,0,0,0
1,home_improvement,0.1095,314.06,11.26446411,8.74,727,7740,10993,20.5,0,1,0,0
1,debt_consolidation,0.1158,495.21,10.6454249,10.4,742,3660,15680,44.7,0,0,0,0
1,debt_consolidation,0.1126,295.77,12.30517562,9.11,712,4619.958333,12904,66.9,0,0,0,0
1,debt_consolidation,0.08,344.7,11.75981679,4.13,802,7980,5272,7.4,0,0,0,0
1,debt_consolidation,0.1189,331.64,11.22524339,15.25,727,5130,7642,28.2,1,0,0,0
1,credit_card,0.08,188.02,11.44678566,13.27,752,2250,7501,26.8,0,0,0,0
1,all_other,0.1253,334.67,10.51867319,18.49,707,2460,5124,51.2,2,0,0,0
1,debt_consolidation,0.08,313.37,10.66895539,12.56,782,7560,5096,21.5,1,0,0,0
1,all_other,0.0963,160.48,11.88454419,15.07,727,8939.958333,19654,77.4,0,0,0,0
1,debt_consolidation,0.1442,144.41,9.680344001,11.1,677,1140,3830,64.9,0,0,0,0
1,debt_consolidation,0.1505,424.97,11.39639165,23.8,662,5292.958333,19136,69.1,1,1,0,0
1,all_other,0.1095,163.57,10.93310697,12.24,717,6090,24004,75.5,2,0,0,0
1,debt_consolidation,0.1158,561.23,10.858999,16.94,762,4949.958333,11467,39.1,0,0,0,0
1,all_other,0.1284,840.45,11.35040654,12.44,742,4800,5193,49.5,4,0,0,0
1,debt_consolidation,0.1316,607.87,11.38509209,8.71,697,4199.958333,15008,44.8,0,1,0,0
1,debt_consolidation,0.1347,508.84,11.12726298,10.69,692,1710,14045,85.6,1,0,0,0
1,all_other,0.08,156.69,10.89673933,20.6,762,4290,5388,26.9,0,0,0,0
1,all_other,0.1218,279.72,10.55236932,14.05,707,3929.958333,490,9.6,2,0,0,0
1,debt_consolidation,0.1189,636.75,11.39639165,12.09,727,4829.958333,12982,32.1,1,0,0,0
1,major_purchase,0.1253,180.72,11.15625052,6.65,687,3660,9785,59.3,1,0,0,0
1,educational,0.1095,523.42,11.39315045,3.68,752,4096,3327,10.7,0,0,0,1
1,home_improvement,0.0932,319.47,11.45301621,12.29,782,7236,0,0,0,0,0,0
1,all_other,0.1253,133.87,11.1193494,11.92,682,10890,33115,55.6,1,0,0,1
1,small_business,0.0932,111.82,9.862665558,7.25,767,9662.958333,4160,40.8,0,0,0,0
1,debt_consolidation,0.1347,169.62,10.46390302,24.94,677,4979.958333,13147,78.3,0,0,0,0
1,major_purchase,0.08,300.83,11.69524702,5.93,777,5850,5981,14.5,1,0,0,0
1,debt_consolidation,0.1607,457.52,10.95954023,23.85,662,3240,8373,57,0,1,0,1
1,small_business,0.2011,623.4,11.45105006,5.36,667,4169.958333,5848,24.3,3,3,0,1
1,debt_consolidation,0.1284,262.22,11.1844214,16.77,697,5850,13835,87.9,0,0,0,0
1,all_other,0.1316,182.36,10.83417416,5.49,687,1979.958333,1158,27.6,1,1,0,0
1,debt_consolidation,0.1411,855.73,11.40756495,11.67,707,4109.958333,17958,55.3,0,0,0,0
1,all_other,0.0932,95.85,10.81977828,8.33,732,6930,14161,46.9,0,0,0,0
1,credit_card,0.1821,319.08,11.20775808,21.85,672,4680,24471,74.5,2,0,0,0
1,small_business,0.08,156.69,10.71441777,17.84,772,6240,5392,9.4,4,0,0,0
1,home_improvement,0.1126,821.59,12.4874851,5.53,787,10860,3131,8.9,2,0,0,0
1,all_other,0.1218,333,11.00209984,24.7,712,2217,17809,46.4,1,0,0,0
1,home_improvement,0.1158,165.07,11.08220409,12.42,707,5969.958333,0,7.28,2,1,0,0
1,credit_card,0.1411,239.61,12.34583459,7.57,662,4080,5086,57.8,1,0,1,1
1,all_other,0.1474,103.62,10.62132735,16.77,662,2729.958333,6241,90.4,0,0,0,0
1,all_other,0.1284,302.57,11.21182037,19.09,692,2789.958333,24401,88.4,0,0,0,0
1,debt_consolidation,0.1379,211.27,10.59653473,9,682,5400,4480,81.5,3,0,0,0
1,debt_consolidation,0.1095,98.15,10.40426284,7.42,712,5562,6630,39.2,3,0,0,0
1,home_improvement,0.1284,63.88,10.44348355,23.29,672,3000,24209,54.9,2,0,0,0
1,all_other,0.1095,245.36,11.08214255,11.65,742,11039.95833,62466,58.8,4,0,0,0
1,all_other,0.08,94.01,9.903487553,13.56,747,2022.958333,7783,17.7,1,0,0,0
1,debt_consolidation,0.0932,95.85,12.32385568,11.77,732,6029.958333,12176,36.1,1,0,0,0
1,all_other,0.0963,154.06,10.23981692,7.67,732,2190,6246,54.8,2,0,0,1
1,all_other,0.1442,51.58,11.00209984,20,697,4380,23187,99.1,2,0,0,0
1,debt_consolidation,0.08,188.02,10.59653473,14.58,767,5309.958333,3812,16.8,0,0,0,0
1,all_other,0.0963,57.77,10.59653473,8.52,727,1772,733,30.4,1,0,0,0
1,small_business,0.179,902.5,11.35040654,4.93,722,3749.958333,2036,10.1,2,0,1,1
1,debt_consolidation,0.1158,165.07,11.35040654,18.48,702,3809.958333,2591,74,1,1,0,0
1,educational,0.1284,282.4,11.45105006,22.54,682,3990,65621,81.5,1,0,0,1
1,educational,0.1126,164.32,11.0744205,7.72,717,5699.958333,1460,38.4,2,0,0,0
1,debt_consolidation,0.0963,128.38,11.33857208,8.6,732,2039.958333,3275,14.7,0,0,0,0
1,all_other,0.0963,385.14,11.22524339,9.12,747,2759.958333,5212,8.4,2,0,0,0
1,home_improvement,0.1158,396.17,11.21182037,4.3,717,8460,12293,20.6,1,1,0,0
1,home_improvement,0.08,188.02,11.28983191,7.41,807,6630,1112,1.2,1,0,0,0
1,all_other,0.1114,328.04,9.980448594,8.28,727,2031.958333,4328,10.3,2,0,0,0
1,educational,0.16,421.89,10.77895629,13.26,667,1710,2626,61.1,3,0,0,0
1,all_other,0.0932,118.21,9.61580548,5.52,742,2429.958333,0,0,0,0,0,0
1,all_other,0.1411,410.75,11.04285783,15.55,677,2250,4450,37.1,1,0,0,0
1,debt_consolidation,0.1347,237.46,10.89673933,17.69,672,2100,6062,55.6,0,0,0,0
1,debt_consolidation,0.1347,305.31,11.68687877,22.61,682,7230,75723,92.9,2,0,0,0
1,debt_consolidation,0.0963,205.41,11.49272276,16.44,742,5460,14001,34.7,4,0,0,0
1,debt_consolidation,0.1347,576.69,10.67533038,13.03,697,4595.958333,17088,73.7,2,0,0,0
1,credit_card,0.0932,319.47,11.1123882,3.33,797,4800,0,0,0,0,0,0
1,debt_consolidation,0.0963,346.62,10.46310334,8.85,732,3149.958333,10935,52.1,0,0,0,1
1,debt_consolidation,0.1379,681.51,11.54248427,19.76,692,6960,22512,65.2,0,0,0,0
1,all_other,0.1189,33.17,11.3736634,5.57,697,8519.958333,5742,55.2,0,1,0,0
1,all_other,0.1158,165.07,10.51867319,7.36,762,2250,0,0,1,0,0,0
1,debt_consolidation,0.0932,191.69,10.46310334,7.85,737,3210,9432,47.2,2,0,0,0
1,debt_consolidation,0.1632,176.57,11.15625052,16.75,662,1560,3901,95.1,0,0,0,0
1,all_other,0.1287,538.14,10.54534144,22.34,722,3965.958333,0,0,0,0,0,0
1,all_other,0.1347,678.46,10.83958091,17.46,697,2850,8467,26.7,1,0,0,0
1,debt_consolidation,0.1284,285.76,10.81977828,24.43,732,9349.958333,8359,91.9,1,0,0,0
1,debt_consolidation,0.1442,481.36,10.66895539,7.67,672,4380,7106,67.7,0,0,0,0
1,credit_card,0.1379,374.84,10.69194491,14.97,692,1620.958333,9900,60,1,0,0,0
1,all_other,0.0932,319.47,10.73639668,20.92,767,4692,24523,37.9,0,0,0,0
1,debt_consolidation,0.1347,339.23,11.3736634,22.65,692,10439.95833,14943,54.3,0,1,0,0
1,debt_consolidation,0.0932,95.85,10.29775689,13.91,757,3540,0,0,1,0,0,0
1,all_other,0.1253,167.34,10.91508846,7.53,717,3240,2196,39.9,1,0,0,0
1,major_purchase,0.1095,386.03,10.46310334,1.99,762,3540,5234,11.4,3,0,0,0
1,major_purchase,0.08,235.03,11.90494053,0.92,802,9299.958333,7914,6.5,1,0,0,0
1,debt_consolidation,0.1695,320.65,12.37581542,11.67,667,3869.958333,22353,99.3,0,0,1,1
1,small_business,0.1126,394.36,10.96819829,6.33,782,3631,157,0.6,0,0,0,0
1,small_business,0.1758,122.21,10.96812932,7.35,697,1679.958333,4596,51.6,0,0,0,0
1,all_other,0.1316,33.78,10.6454249,19.63,672,3869.958333,11189,86.7,2,1,0,0
1,educational,0.1189,39.8,9.472704636,24.09,707,1387,772,25.7,0,0,0,0
1,debt_consolidation,0.1347,529.2,10.87804719,18.66,697,3119.958333,13514,92.6,2,0,0,0
1,all_other,0.1347,203.54,10.34174248,20.25,702,1199.958333,2314,32.1,1,0,0,0
1,debt_consolidation,0.1253,53.55,10.1266311,2.98,712,1113,3375,51.1,0,0,0,0
1,debt_consolidation,0.1568,322.02,10.81977828,12.98,662,5160,16651,63.3,0,0,0,0
1,debt_consolidation,0.1126,402.58,11.6127708,9.38,747,5669.958333,39833,86.1,1,0,0,0
1,debt_consolidation,0.1158,363.15,11.3736634,9.32,722,3749.958333,19827,90.9,0,0,0,0
1,credit_card,0.0932,319.47,12.2010601,8.36,802,11685,144723,3.3,0,0,0,0
1,debt_consolidation,0.1253,167.34,10.54534144,19.14,682,2220,19876,77,0,0,0,0
1,credit_card,0.0963,224.66,10.71441777,24.59,727,4469.958333,10082,56.3,0,0,0,0
1,small_business,0.1158,198.09,9.798127037,18.07,707,1770,10040,32.1,0,0,0,0
1,all_other,0.1253,133.87,10.75798798,1.07,732,1140,1332,19.9,0,0,0,0
1,debt_consolidation,0.1126,328.64,10.81977828,12.24,722,4984.958333,14483,36.5,1,0,0,0
1,all_other,0.1126,328.64,11.3736634,10.41,747,3900.958333,14406,37.1,3,0,0,0
1,small_business,0.1663,886.75,11.6784399,2.84,742,6749.958333,6835,13.2,1,0,0,1
1,small_business,0.1884,914.42,11.73606902,19.3,707,6809.958333,26339,49,2,0,0,0
1,debt_consolidation,0.0768,93.58,11.15625052,8.78,762,3630,2211,6.2,0,0,0,0
1,credit_card,0.0932,76.68,10.59663473,9,737,2610,10379,69.2,0,0,0,0
1,all_other,0.1189,132.66,10.89673933,12.91,692,4290,24671,66,1,1,0,0
1,debt_consolidation,0.1411,684.58,11.8913071,13.1,692,5370,0,0,1,0,0,0
1,debt_consolidation,0.1253,669.33,10.59663473,17.76,722,3267,18658,66.9,0,0,0,0
1,credit_card,0.08,108.11,10.27505111,21.6,737,6809.958333,22245,44.5,1,0,0,0
1,major_purchase,0.1505,208.15,11.07702177,11.58,717,4529.958333,5518,98.3,0,0,0,0
1,all_other,0.0963,96.29,11.33857208,16.86,717,7350,31089,78.1,1,0,0,0
1,debt_consolidation,0.0932,191.69,11.15310271,4.06,747,2250,5307,12.8,1,0,0,0
1,credit_card,0.1221,453.09,11.15625052,22.18,712,3990,34560,84.9,2,0,0,0
1,educational,0.1221,69.97,10.08580911,19.35,687,13410,0,0,0,0,0,0
1,all_other,0.0932,287.53,11.35035948,0,812,4800,1343,3.1,1,0,0,0
1,debt_consolidation,0.0932,332.25,11.48965684,6.3,762,5400,42307,38,1,0,0,0
1,debt_consolidation,0.08,137.88,10.40426284,10.76,747,3300,433,7.3,0,0,0,0
1,all_other,0.1189,318.38,10.4744671,21.15,707,3575,30332,44.4,3,0,0,0
1,educational,0.1218,666,11.96527416,8.95,727,7157.958333,31340,61.3,3,0,0,0
1,debt_consolidation,0.1126,492.95,11.03495418,5.46,787,5820,17911,32.6,2,0,0,1
1,all_other,0.1347,101.77,10.81977828,19.75,672,6960,17015,53.8,1,0,0,0
1,debt_consolidation,0.1284,50.43,10.92233487,23.09,672,4560.958333,31698,79.2,3,0,0,0
1,small_business,0.0963,471.79,11.31447453,4.71,762,6809.958333,3629,17.9,0,1,0,0
1,debt_consolidation,0.1158,825.34,11.47874801,19.57,752,4229.958333,17091,38.8,1,0,0,0
1,all_other,0.1158,594.25,11.53272809,11.35,727,5550,32831,66.6,1,0,0,1
1,all_other,0.1221,333.15,10.71441777,0,707,2640,4924,23.8,0,1,0,0
1,home_improvement,0.0932,159.74,10.81985828,1.39,777,6930,2294,6.1,0,0,0,0
1,credit_card,0.1411,479.21,11.00209984,22.14,677,5699.958333,14180,58.6,1,0,0,0
1,credit_card,0.1221,832.88,11.35040654,17.59,727,3330,34155,45.5,0,0,0,0
1,home_improvement,0.0768,124.77,10.84480255,18.07,797,5520,3832,6.6,0,0,0,0
1,debt_consolidation,0.0932,111.82,11.00209984,16.92,727,2069.958333,3160,33.3,1,0,0,0
1,debt_consolidation,0.1379,681.51,12.4292162,5.4,687,6779.958333,11356,78.7,1,0,0,0
1,debt_consolidation,0.1095,229,10.22990945,13.68,717,2100,4635,60.2,3,0,0,0
1,home_improvement,0.1316,101.32,10.80242865,0.56,717,1259.958333,1672,53.9,2,0,0,0
1,all_other,0.1095,163.57,11.60367983,15.75,717,4680,34267,67.5,2,0,0,0
1,debt_consolidation,0.1158,429.18,10.63585545,17.37,717,3630,14391,34.4,2,0,0,0
1,major_purchase,0.1379,477.06,10.89673933,6.71,687,4800,16826,81.3,2,0,0,1
1,credit_card,0.1253,259.37,11.70645498,24.54,702,6270,72544,93.6,0,0,0,0
1,debt_consolidation,0.1221,333.15,10.59663473,4.59,742,4020,5784,52.6,1,0,0,0
1,debt_consolidation,0.1537,261.35,11.22524339,7.09,667,5850,25908,97.4,1,0,1,0
1,debt_consolidation,0.1158,396.17,10.95080655,13.89,722,2759.958333,7636,26.9,1,0,0,1
1,debt_consolidation,0.1221,666.3,11.51292546,8.89,722,5400,20636,22.6,2,1,0,0
1,home_improvement,0.1221,499.73,11.51292546,9.19,712,2309.958333,24204,30,2,0,0,0
1,debt_consolidation,0.1316,506.56,10.87161143,6.52,692,3630,10372,50.1,0,0,0,0
1,all_other,0.0963,205.41,10.66895539,21.01,727,3720,2210,11.9,1,0,0,0
1,major_purchase,0.08,112.81,10.46321762,2.23,737,4589.958333,5015,8.2,1,0,0,0
1,home_improvement,0.0894,301.83,11.35627165,6.27,747,3449.958333,6382,9.4,0,0,0,0
1,debt_consolidation,0.0932,191.69,10.33475035,5.57,752,4949.958333,8143,18.4,0,0,0,0
1,small_business,0.1565,419.84,11.08214255,11.94,712,6897,13583,26.6,0,0,0,1
1,debt_consolidation,0.1221,259.86,10.98529272,11.69,692,2069.958333,7133,63.7,1,0,0,0
1,educational,0.1253,167.34,10.30895266,0,697,1860,0,0,1,1,0,1
1,credit_card,0.1474,86.35,9.798127037,6.93,662,2520,4299,17.1,1,0,0,1
1,credit_card,0.0932,159.74,11.05089001,13.79,737,3630,5163,28.1,1,0,0,0
1,all_other,0.1158,99.05,11.55214618,15.18,712,7139.958333,21072,94.6,1,0,0,0
1,debt_consolidation,0.0932,127.79,10.62132735,17.82,747,3990,24764,32,0,0,0,1
1,debt_consolidation,0.1221,133.26,10.59663473,13.26,692,3630,6172,22.2,0,0,0,0
1,debt_consolidation,0.1316,148.59,10.84894866,6.69,707,6419.958333,11374,68.1,1,1,0,1
1,small_business,0.08,156.69,9.472704636,16.8,762,3660,1970,7.5,0,0,0,0
1,all_other,0.0963,152.45,10.30895266,12.52,727,2550,6070,30.3,3,0,0,1
1,small_business,0.1695,178.14,10.81977828,21.7,687,4619.958333,5800,66.7,2,1,0,1
1,debt_consolidation,0.1316,344.46,10.6454249,14.57,697,2850,8504,87.7,2,0,0,0
1,all_other,0.1253,301.2,11.34805082,21.4,692,5040,7407,45.4,1,0,0,0
1,debt_consolidation,0.08,156.69,11.45495731,16.21,747,8969.958333,78532,36.9,3,0,0,0
1,major_purchase,0.1148,494.53,11.28978191,0.66,752,2789.958333,513,7,3,0,0,0
1,all_other,0.1221,283.18,10.49559819,9.23,722,1487,364,12.1,1,0,0,0
1,home_improvement,0.0932,319.47,10.9331784,12.62,777,3330,798,4.9,0,0,0,0
1,educational,0.0932,332.25,10.61643736,14.47,752,2970,3741,10.2,1,0,0,0
1,small_business,0.0963,288.85,11.42954386,15.85,732,4589.958333,27458,63.4,0,0,0,0
1,debt_consolidation,0.1632,565.02,10.95080655,5.64,662,4770,19607,76.9,0,0,0,0
1,home_improvement,0.1221,499.73,10.71441777,14.51,712,5699.958333,5786,48.6,3,0,1,1
1,debt_consolidation,0.1505,312.23,11.03488966,23.75,677,3570,15149,92.9,1,0,0,0
1,debt_consolidation,0.1126,262.91,11.41564334,8.04,722,6300,7670,57.7,1,0,0,0
1,debt_consolidation,0.1379,681.51,11.32242576,14.94,692,4499.958333,36449,45.1,0,0,0,1
1,educational,0.0932,47.93,11.08214255,5.94,742,5880,2232,38.5,0,0,0,0
1,credit_card,0.1284,403.42,10.46321762,11.21,687,8100,8568,48.1,1,4,0,1
1,credit_card,0.0932,223.63,10.51867319,23.42,737,4680,22450,52.9,1,0,0,0
1,major_purchase,0.1411,273.84,10.71441777,8.8,702,1410,0,0,2,0,0,0
1,debt_consolidation,0.1126,328.64,11.42954386,2.54,717,6749.958333,12809,26.3,3,0,1,0
1,home_improvement,0.1537,871.16,13.01700286,0.13,687,2520,4853,14.8,2,0,0,0
1,debt_consolidation,0.1505,346.92,10.71441777,11.92,667,4020,29482,80.3,1,0,0,1
1,credit_card,0.1253,200.8,10.62132735,11.24,682,1890,9469,65.8,0,1,0,0
1,all_other,0.1221,333.15,11.42958733,10.45,702,3419.958333,17328,45.7,0,0,0,1
1,debt_consolidation,0.1379,817.82,11.81303006,5.72,707,6060.958333,24146,58.9,0,0,0,0
1,credit_card,0.1347,508.84,11.41090381,3.77,682,4800,24545,66.9,0,0,0,0
1,debt_consolidation,0.1284,90.77,10.71441777,9.17,697,6600,2857,92.2,0,0,0,0
1,small_business,0.1758,215.66,10.77895629,5.03,697,1740,3881,55.4,0,0,0,0
1,all_other,0.1253,100.4,11.00209984,12.98,682,4800,8288,83.7,0,0,0,0
1,small_business,0.1758,539.13,11.26446411,9.18,692,5981.958333,10055,37.5,0,0,0,0
1,credit_card,0.0894,349.49,11.66134547,7.14,742,8490,22162,17.5,0,0,0,0
1,all_other,0.1221,159.92,11.22524339,9.41,697,3750,21069,87.8,0,0,0,0
1,major_purchase,0.08,156.69,10.23995979,2.36,752,2192,2583,31.5,1,0,0,0
1,debt_consolidation,0.08,188.02,10.73639668,10.64,762,11700,74759,13.9,0,0,0,0
1,debt_consolidation,0.16,175.79,10.3859137,16.3,662,3616,0,0,0,1,0,1
1,credit_card,0.1357,271.75,9.680344001,7.35,692,1514,4341,31.2,0,0,0,0
1,all_other,0.1189,215.57,11.33857208,18.1,702,5490,14575,36.4,1,0,0,0
1,major_purchase,0.0963,449.32,11.26446411,11.88,802,4290,1236,3.9,1,0,0,0
1,educational,0.1316,128.33,10.71441777,17.01,702,2550,5144,29.1,0,0,0,0
1,debt_consolidation,0.1316,364.72,10.73630972,19.05,692,3990,13067,89.5,1,0,0,0
1,all_other,0.1095,57.25,9.740968623,23.65,712,12629.95833,14385,25.6,3,0,0,0
1,major_purchase,0.1095,98.15,10.98026315,7.4,722,5040,11855,76,2,1,0,1
1,credit_card,0.1632,882.84,12.56024446,14.67,687,7320,95324,96.4,0,0,0,0
1,all_other,0.0963,160.48,11.05879518,22.37,727,2669.958333,3649,28.5,1,0,0,0
1,debt_consolidation,0.1158,660.27,10.81985828,12.46,772,4140.958333,0,0,1,0,0,0
1,all_other,0.08,175.49,11.08214255,17.13,757,6150,4728,18.8,1,0,0,0
1,debt_consolidation,0.1253,133.87,10.59663473,18.39,687,4050,7227,70.9,0,0,0,0
1,credit_card,0.1505,86.73,11.1844214,16.3,667,3600,16242,95.5,0,0,0,0
1,debt_consolidation,0.0963,385.14,10.46310334,15.94,767,7139.958333,12002,29.4,1,0,0,0
1,debt_consolidation,0.1189,331.64,11.40756495,13.95,712,6809.958333,32678,75.8,0,0,1,0
1,all_other,0.1284,268.95,10.65140697,16.73,682,3600,4075,20.4,0,0,0,0
1,debt_consolidation,0.1461,379.23,11.14186178,12.7,682,10820.95833,21479,82.3,0,0,0,0
1,debt_consolidation,0.1189,530.63,11.45105006,13.93,717,7079.958333,9867,24.1,1,0,0,0
1,major_purchase,0.1221,299.84,10.89049766,24.35,702,3600,43751,86.3,0,0,0,0
1,all_other,0.1095,327.14,11.15625052,0.82,722,5984.958333,2401,8.1,0,0,0,0
1,debt_consolidation,0.1379,204.46,11.69524702,9.74,672,5521,41042,82.1,2,0,0,0
1,debt_consolidation,0.1126,460.09,10.49127422,22.83,722,3570,10400,40.2,2,0,0,0
1,all_other,0.0932,115.01,10.69194491,2.1,797,5161,0,0,0,0,0,0
1,home_improvement,0.0963,112.33,10.59663473,5.31,717,3270,4199,27.6,1,0,0,0
1,small_business,0.1537,139.39,9.61580548,15.04,787,3869.958333,1573,3.5,1,0,0,0
1,debt_consolidation,0.1316,489.67,10.71441777,24.91,687,3899.958333,15134,74.6,0,0,0,0
1,debt_consolidation,0.1126,591.54,11.1051978,10.93,742,5550,29596,30.8,0,0,0,1
1,debt_consolidation,0.0788,187.69,10.78931908,18.09,722,3870.041667,23919,67.6,2,0,0,0
1,debt_consolidation,0.1284,134.48,9.340403256,11.7,687,1709.958333,3789,75.8,0,0,0,0
1,debt_consolidation,0.1474,172.69,10.08580911,15.05,672,1380,9802,63.6,2,1,0,0
1,debt_consolidation,0.1253,133.87,11.09930217,3.26,712,1740,3690,73.8,0,0,0,0
1,debt_consolidation,0.1347,463.05,10.89673933,23.29,682,3300,18749,61.1,3,1,0,0
1,debt_consolidation,0.1095,196.29,10.04324949,8.82,742,7320,591,29.5,0,0,0,0
1,debt_consolidation,0.1221,199.89,10.18111929,11.05,687,4589.958333,14387,68.5,0,0,0,1
1,debt_consolidation,0.1379,681.51,11.69524702,15,687,7680,24911,27.2,1,2,0,0
1,home_improvement,0.0963,231.08,11.3736634,3.61,777,4499.958333,0,0,0,0,0,0
1,credit_card,0.1221,116.61,10.59663473,8.28,687,5249.958333,3900,43.7,0,1,0,0
1,credit_card,0.1287,235.44,10.81977828,16.06,692,2940,19609,73.7,2,0,0,0
1,debt_consolidation,0.0963,320.95,10.81977828,21.89,747,6389.958333,33895,33.3,0,0,0,0
1,major_purchase,0.08,125.35,11.12726298,14.19,772,2339.958333,471,2.6,2,0,0,0
1,major_purchase,0.0932,191.69,11.46468015,9.51,742,4680,31108,34.9,0,0,0,1
1,small_business,0.1758,251.6,10.30895266,13.16,712,2100,12017,73.7,1,0,0,0
1,debt_consolidation,0.1284,403.42,10.4341158,23.05,687,5070,8856,28.2,2,2,1,0
1,debt_consolidation,0.1221,449.76,11.12726298,18.72,707,3180.958333,28714,53.1,0,0,0,0
1,educational,0.1411,201.1,9.862665558,0.56,682,6540,0,0,2,0,0,0
1,all_other,0.0894,142.98,11.51292546,9.6,752,3893.958333,50284,32.6,3,0,0,0
1,major_purchase,0.0932,111.82,10.79409118,8.94,767,2069.958333,280,2.1,0,0,0,0
1,home_improvement,0.08,203.69,11.72800459,8.79,752,7439.958333,7828,13.2,3,0,0,0
1,debt_consolidation,0.1442,206.3,10.77895629,4.88,662,2100,5565,43.1,0,0,0,0
1,all_other,0.1347,122.13,9.61580548,15.28,682,1410,371,37.1,1,0,0,0
1,debt_consolidation,0.1379,238.53,11.19134184,13.41,682,4619.958333,22541,57.1,1,0,0,0
1,debt_consolidation,0.1221,299.84,11.51791301,8.6,697,5639.958333,20994,75.8,1,0,0,0
1,educational,0.0932,255.58,10.30895266,16.8,772,5969.958333,7590,25.7,0,0,0,0
1,home_improvement,0.1253,227.58,11.08214255,4.1,747,2789.958333,155,1.2,6,0,0,1
1,debt_consolidation,0.1189,328.33,10.62869042,18.19,707,3607,8737,70.5,0,0,0,0
1,debt_consolidation,0.1348,447.8,10.46310334,22.25,687,3955.041667,23698,78.7,0,0,0,0
1,credit_card,0.1126,87.09,10.77895629,20.8,702,15419.95833,8129,63,1,0,0,0
1,debt_consolidation,0.1158,495.21,11.19821472,10.22,752,8400,16877,54.4,1,0,0,0
1,all_other,0.1726,751.47,10.77895629,13.38,667,5646.958333,0,0,1,3,0,0
1,all_other,0.08,156.69,10.98860925,7.12,752,5669.958333,13538,48.9,3,0,0,0
1,all_other,0.08,100.28,10.30895266,2.84,762,2550,179,0.5,1,0,0,0
1,educational,0.1284,268.95,9.472704636,0,717,1440,0,0,3,0,0,1
1,debt_consolidation,0.0768,124.77,10.81985828,17.06,782,4290,1950,18.7,3,0,0,0
1,debt_consolidation,0.1189,265.32,9.903487553,8.46,712,4169.958333,14326,75.4,0,0,0,0
1,all_other,0.1221,59.97,11.00209984,19.82,732,3720,16854,96.3,0,0,0,0
1,debt_consolidation,0.1316,337.71,10.73639668,15.47,687,1679.958333,4351,33.7,0,0,0,1
1,debt_consolidation,0.1442,275.07,10.89673933,7,662,1949.958333,14867,57.6,2,0,0,0
1,all_other,0.0963,288.85,11.35045359,7.19,757,2759.958333,11,0.1,1,0,0,1
1,all_other,0.1505,173.46,11.35040654,14.04,672,5490,9952,97.6,1,0,0,0
1,debt_consolidation,0.1221,283.18,11.08214255,9.18,692,1979.958333,9283,72.5,0,0,0,0
1,debt_consolidation,0.1284,268.95,10.71441777,8.32,712,2100,9572,76.6,0,0,0,0
1,credit_card,0.1568,700.04,11.69524702,16.77,677,2280,29799,53,3,0,0,0
1,home_improvement,0.1284,282.4,11.9381932,0.39,712,8159.958333,5714,28.4,3,0,0,0
1,debt_consolidation,0.08,94.01,10.30895266,10.4,742,3809.958333,8112,18.2,0,0,0,0
1,credit_card,0.1253,351.4,10.84941475,23.49,697,2850,18709,63.9,1,0,0,0
1,all_other,0.1442,120.34,10.22441096,14.67,672,5249.958333,10455,95.3,3,1,0,1
1,credit_card,0.1062,162.8,10.08580911,21.6,707,4800,6010,41.4,0,1,0,0
1,debt_consolidation,0.1095,523.42,10.6214249,17,752,4290,1850,7.6,1,0,0,0
1,major_purchase,0.1126,262.91,11.00209984,4.46,742,2550,4824,47.8,2,0,0,0
1,home_improvement,0.1126,427.23,11.21187442,15.31,742,5580,957,16.8,2,0,0,0
1,debt_consolidation,0.1126,657.27,11.40756495,12.15,757,3779.958333,5948,56.6,0,0,0,0
1,debt_consolidation,0.0963,385.14,11.08214255,11.76,752,7650,54707,50.6,2,0,0,1
1,debt_consolidation,0.1284,470.66,11.88448902,8.88,717,1110,2424,15.6,1,0,0,0
1,all_other,0.1284,141.2,10.23466006,10.21,682,4020,4002,61.6,2,0,0,1
1,debt_consolidation,0.167,497.02,11.15625052,12.75,707,5088,65335,66.9,1,0,0,0
1,debt_consolidation,0.1253,284.47,11.14739716,22.05,692,7020,33321,83.5,1,0,0,0
1,debt_consolidation,0.0963,320.95,11.22524339,13.79,737,3059.958333,21027,17.7,1,0,0,0
1,all_other,0.1284,571.51,10.16585182,7.8,752,13140,77929,8.3,7,0,0,1
1,credit_card,0.0932,188.49,10.96819829,5.07,737,5341.958333,4499,17.8,1,0,0,0
1,debt_consolidation,0.1537,418.16,10.91508846,8.51,672,4410,7494,94.9,1,0,0,0
1,all_other,0.1474,207.23,9.85198371,12.32,662,1770,5825,48.5,0,0,0,0
1,all_other,0.1158,495.21,11.71177632,4.34,727,4740,13410,20,0,0,0,0
1,all_other,0.1568,490.03,11.66992921,6.02,687,3240,7755,90.2,1,0,0,0
1,credit_card,0.1158,351.6,10.91508846,9.25,717,7199.958333,17808,58,2,0,0,0
1,debt_consolidation,0.1253,234.27,11.00209984,6.64,697,5729.958333,11391,67,1,0,0,0
1,all_other,0.0768,155.96,10.48793532,3.65,797,9420,4787,10.8,0,0,0,0
1,credit_card,0.1474,518.06,11.08214255,6.79,687,2130,11314,87,2,0,0,0
1,debt_consolidation,0.1316,709.18,11.77528973,8.23,702,10590,11956,71.1,2,0,1,0
1,debt_consolidation,0.1347,254.42,10.77687078,13.23,677,3179.958333,8815,51,1,0,0,0
1,all_other,0.1284,47.07,8.494538501,17.68,722,2100,0,2.5,3,0,0,0
1,educational,0.1316,135.09,10.30895266,4.28,752,8279.958333,2049,9.1,8,0,0,0
1,debt_consolidation,0.1316,337.71,11.35040654,18.31,702,3240,16528,22.9,1,0,0,0
1,credit_card,0.1253,602.4,11.53272809,16.42,707,7859.958333,11318,35.3,0,0,0,0
1,all_other,0.1221,266.52,10.51604813,6.21,717,1589.958333,6883,65.6,0,0,0,0
1,educational,0.1357,203.82,10.30895266,10.84,677,2670,3962,56.6,1,0,0,0
1,debt_consolidation,0.1221,399.78,10.85892207,17.12,702,4169.958333,15524,29,0,0,0,0
1,debt_consolidation,0.0963,288.85,10.68051622,8.77,737,3210,15228,60.4,1,0,0,0
1,debt_consolidation,0.1316,371.48,10.91501573,7.62,682,2669.958333,10756,69.8,0,0,0,0
1,debt_consolidation,0.1537,261.35,10.71441777,15.84,662,3210,5015,85,0,0,0,0
1,major_purchase,0.1218,266.4,10.75790288,2.32,762,4474,7470,38.3,1,0,0,0
1,credit_card,0.0932,153.35,11.27720313,17.26,742,5160,22101,26.8,0,0,0,0
1,small_business,0.2011,623.4,11.00209984,21.34,662,3960,13337,59,0,1,1,1
1,debt_consolidation,0.1379,391.87,10.6454249,10.89,687,3660,11637,91.6,1,0,0,0
1,credit_card,0.1126,394.36,10.71441777,17.39,722,2699.958333,5079,14.8,2,0,0,0
1,debt_consolidation,0.1095,327.14,10.81977828,22.46,727,4169.958333,10593,37.2,0,0,0,0
1,major_purchase,0.1411,328.6,11.40756495,12.72,667,5309.958333,11265,39,0,2,0,0
1,debt_consolidation,0.1126,230.05,10.98778115,18.2,712,7469.958333,42157,86.6,1,0,0,0
1,debt_consolidation,0.0963,224.66,10.81977828,12.77,727,7320,13539,68.7,0,0,0,0
1,home_improvement,0.0963,365.88,11.8277362,4.21,807,4259.958333,58518,0,1,0,0,0
1,debt_consolidation,0.1095,327.14,10.81977828,8.9,727,3179.958333,6048,26.8,1,0,0,0
1,debt_consolidation,0.1505,312.23,11.0390102,11.3,662,1770,12842,61.7,2,0,0,0
1,debt_consolidation,0.1474,690.74,12.00150548,10.2,712,3960,106181,94.1,0,1,0,0
1,small_business,0.1531,417.79,11.20582949,10.39,742,2785.958333,2577,6.3,1,0,0,0
1,debt_consolidation,0.1095,314.06,11.94475983,8.75,732,3119.958333,33147,34.9,2,0,0,0
1,debt_consolidation,0.16,351.58,11.35040654,8.6,672,5220,9132,36.5,2,0,0,0
1,credit_card,0.1189,182.41,10.66895539,17.94,697,2819.958333,5668,76.6,3,1,0,0
1,all_other,0.0963,353.04,10.83958091,19.48,737,2910,1100,7.7,1,0,0,0
1,all_other,0.1126,427.23,11.3736634,18.36,732,2069.958333,5730,10.8,1,0,0,0
1,debt_consolidation,0.1189,782.67,10.91501573,16.21,737,5009.958333,29276,71.5,0,0,0,0
1,debt_consolidation,0.1189,265.32,10.59663473,15.69,717,2640,7131,93.8,0,0,0,0
1,debt_consolidation,0.074,139.77,11.37198383,14.18,797,4939.958333,5254,11.6,0,0,0,0
1,all_other,0.1189,497.46,11.18996158,11.85,752,2160,1281,2.3,4,0,0,0
1,debt_consolidation,0.1114,173.86,11.51292546,8.47,742,4896,73258,89.9,1,0,0,0
1,debt_consolidation,0.0963,481.42,10.87812266,10.87,782,6540,17040,39.4,2,0,0,0
1,debt_consolidation,0.1411,444.98,11.09741002,17.51,682,5669.958333,22388,91.3,3,2,0,0
1,debt_consolidation,0.1316,439.02,10.81977828,9.53,687,1860,13472,80.7,0,0,0,0
1,debt_consolidation,0.1253,589.01,11.05564061,10.05,737,6029.958333,51054,58.8,1,0,0,0
1,debt_consolidation,0.1316,351.21,11.35040654,6.73,682,4290,4611,30.7,0,1,0,0
1,all_other,0.0932,47.93,10.81552927,18.2,722,3720,1498,6.7,1,0,0,0
1,credit_card,0.1853,910.44,11.69524702,24.97,672,4290,96565,88.9,0,0,0,0
1,debt_consolidation,0.1316,405.25,11.2185544,18.22,697,4560.958333,10157,63.9,1,0,0,1
1,debt_consolidation,0.1183,308.15,11.40756495,4.12,722,3149.958333,1067,46.4,1,0,0,0
1,debt_consolidation,0.1158,445.69,10.84450992,15.34,717,2819.958333,13582,51.1,2,0,0,0
1,debt_consolidation,0.1189,663.28,11.1844214,14.12,727,3210,20979,68.6,0,0,0,0
1,debt_consolidation,0.1632,529.71,11.60823564,10.37,662,3360,14517,91.3,2,0,1,0
1,educational,0.1253,167.34,10.37349118,11.81,682,5130,1278,63.9,1,1,0,0
1,debt_consolidation,0.1426,171.53,10.81985828,18.57,667,4619.958333,10883,27.2,2,0,0,0
1,debt_consolidation,0.1095,323.87,10.57131693,14.65,727,2399.958333,10299,39.9,0,0,0,0
1,debt_consolidation,0.1411,136.92,11.15619338,2.43,682,1110,4177,41.4,2,0,0,0
1,debt_consolidation,0.1189,198.99,10.77895629,23.55,712,1890,4659,41.6,0,0,0,0
1,small_business,0.1853,538.98,11.00209984,1.58,717,3390,8476,66.7,1,0,0,1
1,all_other,0.1095,196.29,11.12732181,21.33,717,5639.958333,27411,42.4,2,0,0,0
1,all_other,0.1537,174.24,11.08214255,4.23,677,3869.958333,5239,22.6,1,1,0,0
1,debt_consolidation,0.1114,519.94,11.2697195,9.5,762,7721,13405,23.7,3,0,0,1
1,major_purchase,0.1505,104.08,10.81977828,14.93,687,5639.958333,3149,98.4,0,0,0,0
1,debt_consolidation,0.1221,333.15,10.54534144,7.14,702,3180.958333,5520,13.6,1,0,0,0
1,debt_consolidation,0.1253,334.67,11.17071681,9.8,707,5130,11437,35.4,2,1,0,0
1,small_business,0.1695,356.27,10.83958091,23.53,702,4410,19230,44.4,3,0,0,0
1,debt_consolidation,0.16,703.15,11.23843599,23.57,697,4649.958333,22037,99.3,1,0,0,0
1,educational,0.1221,399.78,11.55214618,8.75,707,6600,5199,12.5,1,1,0,0
1,all_other,0.0737,108.66,10.70315458,13.89,787,5339.958333,5284,7,2,0,0,0
1,debt_consolidation,0.0963,449.32,11.15016059,14.57,762,15119.95833,14992,34.6,0,0,0,0
1,educational,0.1114,164.02,11.15625052,14.52,717,3669,4093,17.1,2,0,0,0
1,debt_consolidation,0.1253,284.47,10.1266311,18.72,687,1979.958333,13604,52.5,0,0,0,0
1,debt_consolidation,0.1158,561.23,11.12198437,11.82,727,6540,21676,62.1,0,0,0,0
1,debt_consolidation,0.0932,460.04,11.32055357,4.29,772,5760,4554,9.4,2,0,0,0
1,major_purchase,0.0768,109.17,10.96819829,15.89,752,15360,17771,37.2,0,0,0,0
1,debt_consolidation,0.1158,429.18,11.15619338,18.22,712,4529.958333,24893,69.9,1,0,0,0
1,all_other,0.1284,268.95,10.30895266,4.28,687,4949.958333,1602,76.3,0,0,0,0
1,debt_consolidation,0.1126,709.85,11.40756495,7.91,752,4800,16249,72.5,1,0,0,1
1,debt_consolidation,0.1347,67.85,10.14643373,14.64,667,6809.958333,11821,33.7,0,1,0,0
1,all_other,0.1095,32.72,10.37967204,15.43,717,3899.958333,0,0,0,0,0,0
1,credit_card,0.1411,189.98,10.81977828,21.58,667,3119.958333,13594,63.5,2,0,0,0
1,credit_card,0.1183,424.12,10.7063856,10.65,717,3965,9294,19.3,2,0,0,0
1,all_other,0.1148,327.22,10.71441777,12.67,732,2913,696,2.7,3,1,0,0
1,credit_card,0.1284,363.08,10.77895629,22.45,687,8219.958333,15260,77.9,0,0,1,0
1,all_other,0.1316,42.22,9.574983486,21.33,667,2039.958333,1638,71.2,1,1,0,1
1,home_improvement,0.08,313.37,11.40756495,4.07,777,5160,2881,14.2,0,0,0,0
1,credit_card,0.08,313.37,11.32659589,8.79,777,6120,1226,6.8,3,0,0,0
1,debt_consolidation,0.0932,351.42,11.56171563,4.33,747,4619.958333,5297,20.2,1,0,0,0
1,home_improvement,0.1183,463.88,10.96819829,8.23,742,2153,0,0,2,0,0,0
1,credit_card,0.1221,133.26,10.57131693,24.98,692,1860,6714,57.9,1,0,0,1
1,debt_consolidation,0.1322,243.37,10.59663473,22.77,692,1751,9325,63.9,1,0,0,0
1,debt_consolidation,0.0963,385.14,11.15625052,8.86,757,4859.958333,14745,34.6,2,0,0,0
1,small_business,0.1979,287.2,10.87804719,15.26,692,3509.958333,11835,98.6,1,0,0,1
1,debt_consolidation,0.0963,144.43,11.05089001,13.33,732,2130,4004,17.8,3,0,0,0
1,educational,0.1189,165.82,10.30895266,18.2,732,1800,1984,24.8,0,0,0,1
1,debt_consolidation,0.1411,316.62,10.34174248,19.9,667,4949.958333,978,27.2,0,3,0,0
1,debt_consolidation,0.1379,204.46,11.15625052,7.99,672,8159.958333,7635,88.8,1,0,1,0
1,all_other,0.0737,99.35,10.50506754,18.15,797,7620,19617,24,0,0,0,0
1,credit_card,0.08,219.36,11.08521475,10.25,757,3990,15223,25.8,1,0,0,0
1,all_other,0.0963,320.95,10.68510338,1.35,737,7559.958333,1876,12.3,2,0,0,1
1,credit_card,0.1284,504.27,11.46163217,9.75,697,7919.958333,33981,77.1,0,0,1,1
1,major_purchase,0.0932,281.14,10.07744086,2.37,782,4229.958333,1483,5.3,2,0,0,0
1,all_other,0.0963,256.76,10.77895629,9.2,762,2309.958333,5060,19.5,0,0,0,0
1,all_other,0.1357,628.42,11.27720313,10.68,707,4466,6495,42.7,1,1,0,0
1,home_improvement,0.1095,278.07,10.6454249,0.43,817,4979.958333,84,0.5,0,0,0,0
1,all_other,0.08,47.01,11.05089001,16.9,732,2550,5848,44.6,1,0,0,0
1,debt_consolidation,0.1189,165.82,10.81977828,2.5,772,3149.958333,5108,33.6,0,0,0,0
1,debt_consolidation,0.0932,297.11,10.91501573,12.15,752,4470,2498,24.7,1,0,0,0
1,debt_consolidation,0.1148,494.53,10.77895629,7.35,742,4199.958333,16055,50.5,0,0,0,0
1,debt_consolidation,0.1284,430.31,11.00209984,11.62,697,2160,13957,46.1,0,0,0,0
1,debt_consolidation,0.16,527.36,11.15625052,7.83,662,6329.958333,18503,86.5,0,0,0,0
1,all_other,0.1158,825.34,11.51292546,21.05,762,6990,5380,12.4,2,0,0,0
1,home_improvement,0.0768,37.43,10.37349118,14.93,757,9689.958333,13271,16.2,1,0,0,0
1,debt_consolidation,0.1253,334.67,10.73639668,12.83,702,1709.958333,7882,29,0,0,0,0
1,debt_consolidation,0.0932,223.63,10.59663473,15.03,742,3869.958333,21414,46,0,0,0,0
1,debt_consolidation,0.1379,265.79,10.4341158,21.18,672,4229.958333,4601,32,2,0,0,1
1,debt_consolidation,0.1316,713.4,12.08168787,11.47,707,3779.958333,113283,81.2,2,0,0,0
1,credit_card,0.0963,385.14,11.00209984,19.4,762,12000,13659,22,0,0,0,0
1,debt_consolidation,0.1221,259.03,11.05089001,14.86,697,3750,10013,38.7,3,0,0,0
1,debt_consolidation,0.1316,675.41,11.22524339,6.75,702,5100,19894,78.6,0,0,1,0
1,educational,0.1189,132.66,11.12732181,19.76,707,3990,24802,86.4,3,0,0,1
1,major_purchase,0.1322,169.01,10.49127422,9.37,692,2769.958333,2481,50.6,1,2,0,0
1,all_other,0.1411,855.73,11.66767025,15.53,712,2789.958333,26438,48.7,1,0,0,1
1,all_other,0.0859,221.28,11.35040654,3.92,762,1896,17390,86.1,1,0,0,0
1,major_purchase,0.1189,530.63,11.26446411,5.23,742,3600,16578,44.8,0,0,0,0
1,home_improvement,0.1537,209.08,11.1844214,3.3,707,4979.958333,16860,99.2,3,0,0,0
1,debt_consolidation,0.1148,464.04,10.23981692,16.33,727,3619,18496,42.6,1,0,0,1
1,debt_consolidation,0.1663,248.29,10.34161344,8.32,667,2760.958333,6082,96.5,1,2,0,0
1,debt_consolidation,0.1568,875.04,11.58988651,15.73,682,3570,36015,88.5,1,0,0,1
1,credit_card,0.1284,365.6,10.63344871,13.76,697,3809.958333,8422,81.8,0,0,0,1
1,debt_consolidation,0.1316,270.17,10.81977828,9.96,682,5279.958333,3958,39.6,3,0,0,0
1,home_improvement,0.0932,255.58,10.66895539,16.02,752,3779.958333,5410,34.9,3,0,0,0
1,all_other,0.1253,251,10.77895629,20.51,692,4710,12189,69.3,0,0,0,0
1,all_other,0.074,124.24,9.852194258,4.93,787,4195.958333,2331,7.7,2,0,0,0
1,credit_card,0.0932,223.63,10.79957558,19.64,737,4110,21140,79.8,3,0,0,0
1,all_other,0.1126,98.59,11.08521475,17.21,702,5760,16389,58.1,0,0,0,0
1,debt_consolidation,0.0894,285.95,11.69524702,12.44,742,6375.958333,43488,68.3,3,0,0,0
1,all_other,0.1284,221.88,11.15625052,5.26,742,2850,993,24.8,0,0,0,0
1,educational,0.1392,170.69,9.61580548,4,692,1470,0,0,2,1,0,0
1,all_other,0.1221,79.96,10.49127422,7,692,5790,6655,74.8,1,0,0,0
1,small_business,0.16,70.32,11.27720313,12.58,682,3293,4047,30.7,2,0,0,0
1,debt_consolidation,0.08,231.89,10.51867319,13.43,752,5790,6938,24.1,2,0,0,0
1,debt_consolidation,0.1531,163.64,9.862665558,8.56,677,1920,1089,90.7,0,1,0,0
1,debt_consolidation,0.1284,268.95,10.75790288,14.76,692,2009.958333,11798,88.7,1,0,0,1
1,all_other,0.1347,50.89,9.798127037,21.47,707,1289.958333,865,86.5,0,0,0,0
1,all_other,0.1496,297.95,10.50506754,18.58,682,1110,8559,41,1,0,0,0
1,debt_consolidation,0.08,109.68,10.30895266,2.24,747,1709.958333,2298,18.5,3,0,0,0
1,debt_consolidation,0.1183,231.94,10.34884622,5.69,712,2460.958333,6955,63.8,1,0,0,0
1,credit_card,0.1253,669.33,11.58988651,15.77,717,12120,33900,56.4,1,0,0,0
1,credit_card,0.0894,317.72,11.00791623,4.24,742,2160,14188,27.3,2,0,0,0
1,all_other,0.1426,247.01,11.22524339,18.13,667,1835,39236,63.4,1,0,0,0
1,educational,0.1148,82.43,10.46310334,18.62,702,5190,8677,57.8,2,0,0,0
1,debt_consolidation,0.1322,162.25,10.6454249,15.6,677,2013.958333,9090,58.3,0,0,0,0
1,credit_card,0.1287,151.35,10.46310334,19.78,682,2490,4726,73.8,1,0,0,0
1,all_other,0.1287,605.4,10.67442876,13.27,707,5430,3423,15.2,0,0,0,0
1,credit_card,0.0894,201.75,10.49127422,21.6,732,3303,4508,18.6,0,0,0,0
1,debt_consolidation,0.0894,312.95,10.37349118,16.95,737,2313.958333,3760,20.5,0,0,0,0
1,credit_card,0.1739,645.26,12.40901349,15.67,672,6094.958333,145711,96.2,0,1,0,0
1,debt_consolidation,0.1218,163.17,11.15625052,17.5,697,3360,5040,67.2,0,0,0,0
1,all_other,0.1183,41.42,10.29214554,21.4,697,4110,11339,78.7,0,0,0,0
1,debt_consolidation,0.0894,182.69,10.7342204,20.94,727,3210,4902,47.1,0,0,0,0
1,credit_card,0.1392,652.87,11.40978471,10.28,697,5190,11573,61.9,1,0,0,0
1,credit_card,0.1322,101.41,10.82778673,11.45,692,5553,21085,36.8,0,0,0,0
1,all_other,0.1253,83.67,10.54691914,10.97,682,4410,7527,56.6,0,0,0,0
1,all_other,0.1426,34.31,8.853665428,13.54,677,8099,2252,86.6,1,0,0,0
1,credit_card,0.1114,360.84,10.76130135,19.52,727,3570,15085,70.5,2,0,0,0
1,debt_consolidation,0.1392,256.03,10.81977828,13.9,677,5460,3676,70.5,0,0,0,1
1,debt_consolidation,0.1114,393.65,10.37349118,18,737,6483.958333,18340,67.9,1,0,0,0
1,debt_consolidation,0.0894,381.26,10.59653473,13.68,767,5850,11012,30.5,0,0,0,0
1,debt_consolidation,0.1392,273.1,11.28978191,13.38,677,3994,9356,50,2,0,1,0
1,debt_consolidation,0.1565,160.07,10.12647109,23.62,712,2880,9912,99.1,0,0,0,0
1,all_other,0.1357,195.32,10.6454249,13.19,677,3660,10417,91.4,0,1,0,0
1,all_other,0.1183,579.85,11.27654469,0.3,752,4351,209,1.2,4,0,0,0
1,all_other,0.1322,219.71,11.04292184,9.23,682,4259.958333,4856,44.6,0,0,0,0
1,debt_consolidation,0.1148,659.37,11.56171563,7.23,767,5400,3700,51.4,2,0,0,0
1,credit_card,0.1218,666,12.15477935,24.04,722,9692.958333,121159,74.3,0,0,0,0
1,credit_card,0.1114,157.46,10.46310334,23.66,722,3570,14480,56.7,0,0,0,0
1,credit_card,0.0774,202.93,10.81977828,16.54,747,3899.958333,7689,43,0,0,0,0
1,credit_card,0.1322,365.05,10.95080655,19.03,692,3660,31861,76,1,0,0,0
1,debt_consolidation,0.1287,269.07,10.16585182,5.72,707,3240,3045,47.6,0,0,0,0
1,all_other,0.0894,362.2,10.66895539,24.78,752,3036.041667,6057,11.6,1,0,0,0
1,home_improvement,0.1287,232.07,10.57131693,4.65,692,4080,903,19.6,1,0,0,0
1,debt_consolidation,0.1253,73.63,10.22194128,23.26,682,6857.958333,15225,55,0,1,0,0
1,credit_card,0.0894,317.72,10.91501573,12.76,742,3240,10041,47.8,2,0,0,0
1,all_other,0.0859,189.67,10.96812932,8.61,732,5850,19397,38.3,1,0,0,0
1,debt_consolidation,0.1426,514.59,10.858999,19.68,687,3313,22918,90.9,1,0,0,0
1,debt_consolidation,0.1148,494.53,11.35035948,10.02,742,4770,14125,40.2,1,0,0,0
1,all_other,0.0859,221.28,11.40756495,4.88,737,8939.958333,13253,20.2,1,0,0,0
1,credit_card,0.1322,676.02,12.01370075,16.83,712,7199.958333,144165,64.9,0,0,0,0
1,credit_card,0.0894,114.38,11.22524339,18.3,712,4715,48538,53,1,0,0,0
1,small_business,0.167,177.51,10.61888534,20.39,702,4139.958333,5082,31.6,0,0,0,0
1,debt_consolidation,0.0859,252.89,10.59663473,17.7,757,6180,26120,32.7,1,0,0,0
1,all_other,0.1253,80.32,10.46310334,21.79,707,2910,16022,97.7,0,0,0,0
1,debt_consolidation,0.1392,102.42,10.76231865,3.05,677,2490,4339,51.5,3,0,0,0
1,home_improvement,0.1183,530.15,11.08214255,4.91,742,3991,9562,70.4,2,0,0,0
1,debt_consolidation,0.1148,362.66,10.21464198,12.84,712,7859.958333,11534,66.7,1,0,0,0
1,debt_consolidation,0.1253,112.95,9.798127037,24.2,687,2880,15813,79.1,0,0,0,0
1,debt_consolidation,0.0774,312.19,11.81303006,7.7,787,5639.958333,4200,5.8,1,0,0,0
1,debt_consolidation,0.1496,277.16,11.06663836,8.91,697,1830,6908,94.6,0,0,0,0
1,debt_consolidation,0.1114,423.17,11.00209984,6.24,742,3990,12419,34.8,0,0,0,0
1,debt_consolidation,0.1148,494.53,11.08214255,12.02,742,3240,15757,64.6,0,0,0,0
1,debt_consolidation,0.0774,156.1,9.61580548,15.6,757,6870,11602,37.9,2,0,0,0
1,debt_consolidation,0.1183,662.68,11.56171563,3.69,757,1679.958333,1470,14.7,0,0,0,0
1,major_purchase,0.0859,284.5,11.22524339,4.83,792,3089.958333,2563,9.1,0,0,0,0
1,home_improvement,0.1218,399.6,11.51292546,17.09,712,7559.958333,17176,46.4,2,0,0,0
1,credit_card,0.1461,689.51,11.35223181,15.15,697,5550,32954,90,0,0,0,0
1,debt_consolidation,0.1287,437.24,11.26446411,6.26,702,5249.958333,1783,59.4,2,0,0,0
1,debt_consolidation,0.0774,287.22,11.02640213,1.78,792,7050,4600,18.4,0,0,0,0
1,credit_card,0.1148,626.41,12.07254125,12.73,747,8219.958333,29658,42.2,1,0,0,0
1,all_other,0.0859,158.06,10.40438405,2.29,737,3570,2870,11.4,0,0,0,0
1,small_business,0.1531,626.68,11.46163217,17.38,727,4710,35712,51.9,3,0,0,0
1,home_improvement,0.0774,312.19,11.15625052,15.1,797,9029.958333,9109,73.2,1,0,0,0
1,all_other,0.1287,94.18,10.72161404,3.52,682,4289.958333,2391,30.7,1,0,0,1
1,educational,0.1322,162.25,10.81977828,11.98,677,1949.958333,2523,40,0,0,0,0
1,home_improvement,0.0774,234.14,10.34817337,3.08,797,6089.958333,1147,8.8,1,0,0,0
1,debt_consolidation,0.0774,218.54,10.858999,2.58,767,3419.958333,4139,15.6,0,0,0,0
1,all_other,0.1287,201.8,11.08220409,13.09,682,3960,10134,38.5,1,0,0,0
1,major_purchase,0.0859,316.11,11.19821472,6.87,767,3509.958333,11140,13,0,0,0,0
1,debt_consolidation,0.1218,666,11.1123882,20.11,727,2940,26359,67.6,1,0,0,0
1,debt_consolidation,0.16,492.21,11.22524339,16.32,662,3929.958333,12944,65,3,0,0,0
1,all_other,0.0859,151.73,10.96812932,8.07,737,2880,3333,20.1,1,0,0,0
1,major_purchase,0.0859,158.06,10.59663473,6.87,737,3149.958333,8914,74.9,1,0,0,0
1,major_purchase,0.1253,160.64,11.05405958,11.94,687,3390,1725,33.8,1,2,0,0
1,credit_card,0.1316,261.72,10.16585182,17.54,677,2721.958333,4034,67.2,0,0,0,0
1,credit_card,0.1392,682.74,11.33857208,20.03,707,9359.958333,27584,54.8,1,0,0,0
1,all_other,0.1357,33.97,9.392661929,14,682,1380,4352,62.2,1,0,0,1
1,small_business,0.16,703.15,11.00209984,15.9,747,5700.958333,15018,42.9,2,0,0,0
1,all_other,0.0774,140.49,10.69203582,15.3,752,3119.958333,7204,31.3,0,0,0,0
1,debt_consolidation,0.1531,522.23,11.00209984,21.36,677,2161,10872,86.3,0,0,0,0
1,debt_consolidation,0.1531,696.31,11.26446411,20.52,722,3300,21881,21.8,2,0,0,0
1,debt_consolidation,0.1357,407.63,11.26446411,23.72,682,4649.958333,28843,84.8,1,0,0,0
1,debt_consolidation,0.1218,166.5,11.1844214,24.73,692,5160,22457,81.7,0,0,0,0
1,all_other,0.0774,93.66,11.06975849,1.27,762,1890,4347,7.4,0,0,0,0
1,small_business,0.1704,713.49,11.51292546,12.65,702,4110,6939,31.4,3,0,0,0
1,debt_consolidation,0.1253,133.87,10.46321762,2.3,692,3539.958333,1390,27.8,1,0,0,0
1,major_purchase,0.1148,115.39,10.46310334,7.58,707,8370,4336,12.5,1,0,0,0
1,all_other,0.1183,662.68,11.22524339,5.66,737,6075.958333,25818,53.5,0,0,0,0
1,educational,0.1114,65.61,10.6454249,13.49,712,5369.958333,11817,15.7,0,0,0,0
1,credit_card,0.1322,87.89,10.20359214,9.51,692,1619.958333,47,0.5,3,1,0,0
1,debt_consolidation,0.1183,99.41,10.6454249,24.75,697,3119.958333,11900,62.6,0,0,0,0
1,all_other,0.1739,143.39,10.8704714,13.19,662,3030,24666,99.1,0,0,0,0
1,debt_consolidation,0.1357,366.86,10.91508846,19.85,702,3030,12207,70.6,1,0,0,0
1,all_other,0.1183,132.54,10.71441777,23.95,762,4199.958333,0,0,0,0,0,0
1,debt_consolidation,0.1392,177.52,10.46310334,8.09,677,3720,6194,53.4,0,0,0,0
1,educational,0.0859,316.11,10.59653473,4.71,772,2130,229,2.6,0,0,0,0
1,major_purchase,0.1148,395.63,10.9560559,16.27,732,3960,21528,64.3,1,0,0,0
1,debt_consolidation,0.1357,407.63,10.858999,15.48,682,3929.958333,8718,45.6,0,0,0,0
1,debt_consolidation,0.1114,262.43,11.03488966,9.54,732,2520,2970,6,0,0,0,0
1,credit_card,0.1253,33.47,10.19054443,21.12,682,5969.958333,17080,44.1,0,2,0,0
1,all_other,0.1148,247.27,10.94022444,9.68,737,3779.958333,7341,68.6,0,0,0,0
1,credit_card,0.1183,298.21,11.15625052,10.83,712,2459.958333,9237,41.4,1,0,0,0
1,all_other,0.1565,227.41,10.65725935,13.16,662,4320,1542,90.7,1,0,0,1
1,credit_card,0.1496,242.52,11.1844214,12.59,662,2130,8018,29.8,1,0,0,0
1,home_improvement,0.1114,492.06,11.09741002,13.98,752,7260,17312,68.4,2,0,0,0
1,small_business,0.1496,692.9,11.5228758,14.48,767,5400,21076,48.1,1,0,0,0
1,debt_consolidation,0.1392,682.74,10.71441777,7.95,697,8130,18367,79.9,1,0,0,0
1,debt_consolidation,0.1218,399.6,11.40756495,16.27,707,2820.958333,34730,52.6,0,0,0,0
1,all_other,0.1114,164.02,11.00209984,13.72,717,9450,6577,15.8,2,0,0,0
1,small_business,0.1392,358.44,11.16336799,22.21,757,3690,9551,29.2,0,0,0,1
1,debt_consolidation,0.1426,480.29,11.60823564,20.04,682,4080,48306,86.8,0,0,0,1
1,credit_card,0.1114,328.04,11.49679608,12.45,732,4890.041667,33186,57.8,3,0,0,0
1,debt_consolidation,0.1253,167.34,9.862665558,12.06,687,2190,2365,60.6,0,0,0,0
1,debt_consolidation,0.0894,397.15,10.6454249,14.86,762,3990,10687,30.9,0,0,0,0
1,debt_consolidation,0.0894,317.72,11.71177632,14.5,737,5850,31607,81,3,0,0,0
1,small_business,0.1531,530.94,11.98292909,19.72,727,5940,6563,17.9,1,0,0,0
1,credit_card,0.0894,444.81,10.858999,10.89,762,4807,8447,50.9,0,0,0,0
1,credit_card,0.0859,410.94,10.9331784,17.96,777,5669.958333,13368,34.7,2,0,0,0
1,all_other,0.0859,395.13,11.82038075,5.87,772,4080,5068,16.6,3,0,0,0
1,all_other,0.1253,348.05,10.6214249,11.5,712,2130,2045,14.4,3,0,0,0
1,all_other,0.1183,424.12,11.56171563,9.71,717,8446,31280,51.2,1,0,0,0
1,credit_card,0.0774,237.27,10.69666105,5.67,772,5609.958333,6616,24.4,1,0,0,0
1,debt_consolidation,0.1322,676.02,11.40756495,18.03,812,3929.958333,32422,95.6,1,0,0,0
1,all_other,0.0859,173.86,10.65282601,12.11,782,2280,39,0.3,0,0,0,0
1,major_purchase,0.0859,316.11,11.71180911,2.85,792,5639.958333,16,0,3,0,0,0
1,debt_consolidation,0.1287,622.22,11.88448902,1.62,712,4080,25063,53.3,0,0,0,0
1,major_purchase,0.0774,156.1,10.58405595,10.27,797,5490,2629,8.8,2,0,0,0
1,all_other,0.0859,63.23,12.14421852,8.55,722,4979.958333,26702,75,0,0,0,0
1,home_improvement,0.1287,336.34,11.51292546,15.67,692,4380,32268,73,3,0,0,0
1,debt_consolidation,0.1253,411.64,10.34817337,22.12,702,2280,14537,77.3,0,0,0,0
1,debt_consolidation,0.1218,499.5,10.858999,8.88,747,11129.95833,9184,50.5,0,0,0,0
1,all_other,0.1635,229.64,9.99149843,8.74,677,1259.958333,6467,82.9,3,0,0,0
1,major_purchase,0.1496,34.65,10.51867319,18.26,667,1410,3150,54.3,0,0,0,0
1,debt_consolidation,0.1148,652.78,11.66134547,1.29,767,5970,4110,34.5,0,0,0,0
1,debt_consolidation,0.1322,676.02,11.35040654,16.63,707,4529.958333,25299,58.2,2,0,0,0
1,debt_consolidation,0.0774,312.19,10.77895629,2.38,797,5400,4650,14.1,0,0,0,0
1,credit_card,0.1183,662.68,10.81985828,21.48,737,3960,32556,82,0,0,0,0
1,all_other,0.1253,200.8,11.73606902,11.11,687,5190,19058,41.8,0,0,0,0
1,credit_card,0.1183,662.68,11.40756495,14.55,737,6119.958333,24839,81.2,0,0,0,0
1,credit_card,0.1357,271.75,11.1844214,14.28,682,4740,8180,88.1,1,0,0,0
1,debt_consolidation,0.1531,409.08,10.81985828,22.51,667,3878.958333,32470,87.5,3,0,0,0
1,credit_card,0.0894,508.35,11.73606902,13.16,772,7320,78059,28.3,0,0,0,0
1,credit_card,0.1183,497.01,10.34817337,13.04,727,6359.958333,16566,43,0,0,0,0
1,all_other,0.16,105.48,9.998797732,6.71,697,3929.958333,2196,99.8,0,0,0,1
1,debt_consolidation,0.0774,218.54,10.76848499,17.81,752,4770,7125,34.4,1,0,0,0
1,debt_consolidation,0.1218,290.55,10.27518903,20.31,702,2950,5830,36.9,0,0,0,0
1,debt_consolidation,0.1461,689.51,11.73606902,14.19,687,9930,31076,79.7,0,0,0,0
1,debt_consolidation,0.1148,659.37,11.18266986,11.37,747,7380,26967,63,0,0,0,0
1,all_other,0.0859,113.8,10.59663473,10.32,727,3809.958333,3376,49.3,0,2,0,0
1,debt_consolidation,0.1461,172.38,11.46163217,0.25,697,3300,521,57.9,0,1,0,1
1,debt_consolidation,0.1426,54.89,10.77895629,16.15,667,2670,1587,41.8,2,0,0,0
1,all_other,0.1148,138.47,11.08214255,11.11,722,4380,4351,76.3,0,0,0,0
1,debt_consolidation,0.1392,160.45,10.22194128,21.6,667,5550,2960,82.2,0,0,1,0
1,small_business,0.1392,211.65,10.65725935,24.04,747,4110,665,10.6,3,0,0,0
1,major_purchase,0.0774,218.54,12.10071213,4.31,787,8730,205,0.6,3,0,0,0
1,major_purchase,0.0894,381.26,11.51292546,11.27,747,4649.958333,23270,41,1,0,0,0
1,debt_consolidation,0.1531,226.3,10.59913161,23.64,672,3419.958333,17512,90.3,0,0,0,0
1,home_improvement,0.1253,502,11.28978191,0.13,802,7102,9,0.1,0,0,0,0
1,all_other,0.1218,499.5,11.41861479,0.01,782,2789.958333,6321,12.3,4,0,0,1
1,all_other,0.074,86.97,8.987196821,15.15,752,2190,2146,20.2,0,0,0,0
1,debt_consolidation,0.1218,499.5,11.26968124,18.26,717,7320,32207,61.7,3,0,0,0
1,home_improvement,0.1322,338.01,10.37349118,3.6,777,1800,0,0.04,0,0,0,0
1,small_business,0.1704,713.49,12.13598274,12.5,702,6510,21048,58.1,0,0,0,1
1,home_improvement,0.1426,229.85,10.34817337,10.08,677,4860,6007,34.1,0,1,0,0
1,all_other,0.1357,169.85,10.83036208,14.75,687,3899.958333,0,0,0,1,0,0
1,debt_consolidation,0.1253,522.08,11.35035948,9.05,717,1770,5760,22.5,0,0,0,1
1,credit_card,0.16,467.6,10.59350484,4.6,667,1709.958333,11086,79.2,0,0,0,0
1,debt_consolidation,0.1392,682.74,11.28603741,17.09,697,4684,26379,79.9,0,0,0,0
1,debt_consolidation,0.1253,167.34,9.903687533,11.04,707,1739.958333,6361,34.7,0,0,0,0
1,home_improvement,0.1253,401.6,11.21182037,8.29,707,8969.958333,4358,46.4,2,0,0,0
1,all_other,0.0774,191.22,11.23056255,12.86,757,6029.958333,5583,12.5,1,0,0,0
1,home_improvement,0.1148,659.37,12.4292162,6.89,762,5729.958333,18068,42.7,1,0,0,0
1,all_other,0.1253,669.33,11.72803684,1.61,772,3449.958333,2757,0,4,0,0,1
1,debt_consolidation,0.0894,190.63,11.00209984,22.48,742,5190,7056,27.9,4,0,0,0
1,educational,0.1114,164.02,10.30895266,14.48,762,2940,135,1.8,0,0,0,0
1,all_other,0.1183,231.94,11.08214255,23.39,712,2940,14425,41.9,1,0,0,0
1,debt_consolidation,0.0894,317.72,12.10071213,4.33,742,4259.958333,1341,12.1,3,0,0,1
1,debt_consolidation,0.167,619.5,11.03488966,22.06,672,4649.958333,24971,61.4,1,0,0,0
1,debt_consolidation,0.1114,295.24,11.1844214,9.87,732,4020,23255,45.1,3,0,0,0
1,credit_card,0.1148,395.63,10.81977828,13.87,727,3839.958333,15684,42.4,2,0,0,0
1,debt_consolidation,0.1565,524.8,12.68354829,15.58,672,10200,17057,82.4,1,0,0,0
1,debt_consolidation,0.1422,219.42,10.59663473,0.57,687,1860,899,13.2,1,0,0,1
1,debt_consolidation,0.1426,543.75,10.81977828,22.66,682,2369.958333,16643,63.8,3,0,0,0
1,debt_consolidation,0.0894,317.72,11.03488966,13.28,747,5550,7107,20,2,0,0,0
1,home_improvement,0.1218,399.6,10.6214249,5.24,712,1899,10117,36.3,2,0,0,0
1,debt_consolidation,0.1148,337.93,11.28978191,11.13,752,3600,7268,24.9,1,0,0,1
1,debt_consolidation,0.16,351.58,11.11016619,10.3,662,3059.958333,15735,87.8,1,1,0,0
1,debt_consolidation,0.16,140.63,11.1124479,14.61,677,4919.958333,1478,73.9,1,0,0,0
1,debt_consolidation,0.1843,363.7,11.35040654,12.51,667,2580,12337,96.4,0,0,0,0
1,home_improvement,0.0894,333.61,10.30895266,2.84,762,4380,3257,15.1,1,0,0,0
1,credit_card,0.1148,329.69,11.22524339,21.81,717,6749.958333,12443,42.6,3,0,1,0
1,debt_consolidation,0.1461,689.51,11.51292546,22.55,677,5699.958333,25920,36.8,0,2,0,0
1,educational,0.1148,118.69,9.903687533,3.6,722,1530,3475,21.6,2,0,0,0
1,major_purchase,0.1496,519.68,12.0552265,10.49,677,3364,2079,36.5,2,0,0,0
1,debt_consolidation,0.1322,676.02,11.56171563,24.89,707,5820,63861,65.1,0,0,0,1
1,small_business,0.1739,716.95,10.71441777,0.32,712,2729.958333,589,3.8,0,0,0,0
1,debt_consolidation,0.0894,381.26,11.73606902,8.85,757,5729.958333,22949,46.7,0,0,0,0
1,all_other,0.0894,381.26,11.60823564,7.3,807,4979.958333,1,0.1,0,0,0,0
1,credit_card,0.1183,662.68,11.35040654,24.27,737,5610,43878,66.6,3,0,0,1
1,debt_consolidation,0.1426,411.67,11.22524339,24.77,677,6180,16958,92.2,0,0,0,0
1,debt_consolidation,0.1461,189.62,11.27456675,8.04,672,1830,7841,94.5,1,0,0,0
1,all_other,0.0894,127.09,11.08214255,12.24,742,11190.95833,8782,38.3,4,0,0,1
1,credit_card,0.1114,160.74,10.89851552,24.38,712,3869.958333,10378,49.2,1,0,0,0
1,debt_consolidation,0.0774,124.88,10.4341158,15.6,772,5639.958333,866,2.4,1,0,0,0
1,credit_card,0.0894,317.72,11.22524339,23.64,737,6900,39304,33.9,0,0,0,0
1,debt_consolidation,0.1148,659.37,10.81977828,23.52,747,11939.95833,24123,58.1,1,0,0,0
1,all_other,0.1392,143.38,9.852194258,23.05,682,1590,4483,83,1,0,0,0
1,small_business,0.1704,89.19,11.15247196,0,697,8370,0,0,0,1,0,0
1,educational,0.1322,67.61,8.29404964,6,697,1140,598,54.4,2,0,0,0
1,credit_card,0.0859,309.78,10.77895629,13.5,757,4803,10216,20.9,0,0,0,0
1,credit_card,0.1218,249.75,11.28978191,9.04,742,6089.958333,7431,50.5,1,0,0,0
1,credit_card,0.1704,713.49,11.00209984,17.4,672,5190,23595,86.7,2,0,0,0
1,debt_consolidation,0.0859,442.55,11.03495418,11.11,802,6930,15647,11.3,2,0,0,0
1,credit_card,0.1287,588.59,11.69524702,14.98,712,2759.958333,10488,45,2,0,0,0
1,credit_card,0.0774,234.14,10.23995979,22.37,782,13049.95833,9800,17.7,0,0,0,0
1,all_other,0.0859,94.84,10.81985828,3.72,767,9989.958333,7074,28.3,0,0,0,0
1,debt_consolidation,0.1218,283.05,11.30713055,6.8,707,7859.958333,58907,58.7,0,1,0,0
1,major_purchase,0.1183,132.54,11.00209984,8.44,707,5249.958333,8459,63.1,0,1,0,0
1,credit_card,0.1253,200.8,10.49127422,19,687,2880,7333,34.7,0,1,0,0
1,credit_card,0.1183,662.68,10.89673933,5,757,4230.958333,22872,66.9,0,0,0,0
1,home_improvement,0.1148,659.37,12.20607265,6.97,777,7829.958333,1719,2.8,2,0,0,0
1,debt_consolidation,0.1114,623.27,11.08846101,21.56,787,5460,3526,7.8,0,0,0,0
1,all_other,0.0774,249.75,10.81977828,12.58,782,9692.958333,4071,8.7,1,0,0,0
1,debt_consolidation,0.1392,648.61,11.35040654,12.9,692,7140.958333,7541,82,2,0,0,0
1,small_business,0.1704,249.72,10.59663473,6.9,702,4320,5035,76,1,1,0,1
1,debt_consolidation,0.1357,679.37,11.1844214,23.22,702,7980,46881,62.9,1,0,0,0
1,debt_consolidation,0.1183,430.75,10.54006438,16.25,772,2250,3495,26.3,0,0,0,0
1,all_other,0.0894,111.21,10.23995979,1.71,727,2099.958333,2697,69.2,1,0,0,0
1,debt_consolidation,0.1322,676.02,11.19674789,20.31,707,7529.958333,67342,58.6,0,0,0,0
1,major_purchase,0.1496,207.87,10.59663473,8.49,662,4043,2998,19.1,0,0,0,1
1,home_improvement,0.1148,494.53,11.91839057,6.42,732,4830,10818,50.8,0,0,0,0
1,debt_consolidation,0.0894,460.69,11.49272276,17.2,762,5108,5564,20.7,0,0,0,0
1,debt_consolidation,0.1357,169.85,11.03488966,17.79,707,3921.958333,6283,55.6,3,0,0,0
1,credit_card,0.1114,262.43,10.91508846,18.89,722,5639.958333,36269,41.6,1,1,0,0
1,credit_card,0.1148,435.19,10.6501755,13.79,747,5970,36646,32.5,0,0,0,0
1,home_improvement,0.1148,164.85,11.56171563,15.55,707,3059.958333,29097,79.7,1,0,0,0
1,small_business,0.1704,214.05,10.81977828,9.96,682,1890,8599,91.6,0,0,0,0
1,debt_consolidation,0.1253,481.92,11.22524339,9.66,712,4714,16916,78.7,0,0,0,0
1,educational,0.1496,242.52,10.75790288,21.8,672,3179.958333,6699,64.9,1,2,0,0
1,all_other,0.1114,472.38,11.08214255,15.82,742,3960,8799,34.5,2,1,0,0
1,debt_consolidation,0.1531,278.53,11.48246626,13.32,662,5309.958333,6637,61.8,0,0,0,0
1,all_other,0.0859,110.64,10.96819829,19.74,732,3038,17929,37,2,0,0,0
1,all_other,0.1114,65.61,10.51867319,17.51,707,5250,22624,65.4,0,1,0,0
1,debt_consolidation,0.1426,343.06,11.12726298,15.63,682,5039.958333,876,25,1,0,0,0
1,debt_consolidation,0.1461,344.76,10.30895266,11.36,672,2429.958333,10544,57,1,2,0,0
1,credit_card,0.1183,149.11,10.93310697,15.39,707,4350,4624,17.6,0,0,0,0
1,all_other,0.1253,83.67,10.96812932,16.41,682,5759.958333,22107,80.1,3,0,0,0
1,all_other,0.0859,189.67,10.89673933,11.98,742,3929.958333,10275,43.9,0,0,0,0
1,major_purchase,0.1287,302.7,11.11382009,15.85,692,3209.958333,22002,81.2,3,0,0,0
1,all_other,0.0774,218.54,10.30895266,8.28,777,8490,0,0,0,0,0,0
1,debt_consolidation,0.1322,304.21,11.41751528,9.81,692,6839.958333,19262,85.6,1,1,0,0
1,debt_consolidation,0.1913,220.33,11.13093271,16.81,662,1500,7843,98,1,0,0,0
1,debt_consolidation,0.1148,494.53,11.65268741,22.88,737,14009.95833,50282,10.9,0,0,0,0
1,all_other,0.0894,270.06,10.83958091,14.26,737,2729.958333,9304,49.8,2,0,0,0
1,small_business,0.1322,84.51,11.40756495,1.31,787,5399.958333,18373,0,0,0,0,0
1,home_improvement,0.1183,397.61,11.42118511,6.67,747,8070,11107,42.6,4,0,0,0
1,debt_consolidation,0.1635,628.86,11.35040654,19.23,667,3630,20300,78.7,1,0,0,0
1,debt_consolidation,0.1148,290.13,10.51856508,10.12,722,5699.958333,13884,38.7,0,0,0,0
1,credit_card,0.1704,713.49,12.10071213,10.9,677,4860,51497,90.3,2,0,1,0
1,debt_consolidation,0.1218,333,11.53272809,13.96,747,5132,30932,41,4,0,0,0
1,debt_consolidation,0.1461,51.72,10.77895629,7.25,667,3780,3820,93.2,2,1,0,0
1,credit_card,0.1392,54.62,11.1844214,17.65,667,3960,40106,80.4,0,0,0,0
1,major_purchase,0.1461,689.51,11.65268741,1.82,767,5821,1,0,2,0,0,0
1,debt_consolidation,0.0859,221.28,10.59663473,6.87,747,3240,7136,21.3,2,0,0,0
1,debt_consolidation,0.1287,322.88,11.65268741,24.56,692,4919.958333,49128,61.4,1,1,0,0
1,all_other,0.0859,214.16,11.66137995,0.89,807,6900,1890,2.3,0,0,0,0
1,debt_consolidation,0.1253,133.87,10.91508846,3.01,702,2970,3888,74.8,0,0,0,0
1,debt_consolidation,0.0894,317.72,11.66992921,7.88,737,4680,27400,44.1,1,0,0,0
1,debt_consolidation,0.0774,312.19,10.51867319,16.02,772,5070,15520,52.6,0,0,0,0
1,debt_consolidation,0.1426,686.12,11.28983191,21.19,692,10469.95833,11035,43.1,2,1,0,0
1,small_business,0.1392,273.1,10.53828582,5.88,772,3360,2195,24.1,2,0,0,1
1,debt_consolidation,0.167,710.03,11.40756495,21.8,697,6359.958333,39926,78.3,0,0,0,0
1,all_other,0.0894,76.26,10.03407712,17.06,772,6390.958333,8043,29.2,0,0,0,0
1,all_other,0.1322,169.01,10.58405595,1.12,682,3990,1536,15.8,1,0,0,0
1,credit_card,0.1148,150.84,9.740968623,18.14,732,2880,10934,65.5,0,0,0,0
1,small_business,0.1426,343.06,11.45635511,11.63,742,11549.95833,63567,70.2,3,0,0,0
1,home_improvement,0.1635,158.99,11.22524339,12.94,667,3390,2453,94.3,1,1,0,0
1,credit_card,0.074,186.36,11.60823564,12.86,787,9484,63621,13.2,0,0,0,0
1,debt_consolidation,0.1183,662.68,11.76756768,16.51,732,5699.958333,23727,31.3,0,0,0,0
1,debt_consolidation,0.0894,381.26,10.94425884,7.42,757,3509.958333,7141,24.3,0,0,0,0
1,credit_card,0.0859,316.11,11.3736634,2.62,752,3602,10045,33.4,1,0,0,0
1,debt_consolidation,0.1253,441.76,10.74926998,7.98,712,7229.958333,10683,70.3,1,0,0,0
1,debt_consolidation,0.1253,401.6,11.00209984,19.32,717,3600,14855,82.1,1,0,0,1
1,debt_consolidation,0.1287,538.14,10.858999,12.48,712,4320,15499,74.9,0,0,0,0
1,home_improvement,0.0894,285.95,10.89673933,9.38,742,7529.958333,59968,74.6,1,0,0,0
1,debt_consolidation,0.1183,530.15,10.62609644,10.75,727,3209.958333,16849,39.8,2,0,0,0
1,home_improvement,0.1357,679.37,11.51292546,18.81,747,3630,0,0,6,0,0,0
1,debt_consolidation,0.1183,198.81,10.12647109,20.65,717,2373.958333,0,0,3,0,0,0
1,all_other,0.0774,62.44,10.83958091,6.45,752,3479.958333,0,0,3,0,0,0
1,major_purchase,0.0774,308.29,10.91501573,9.01,782,7199.958333,9040,12.8,0,0,0,0
1,home_improvement,0.1183,119.29,11.70354582,15.14,702,7529.958333,25998,74.6,1,0,0,0
1,debt_consolidation,0.0894,349.49,10.66895539,11,742,8879.958333,2140,5.4,0,1,0,0
1,all_other,0.1531,233.27,10.22557105,3.78,667,3300,4200,56,1,0,0,0
1,debt_consolidation,0.1426,686.12,11.59819449,13.43,702,6449.958333,30497,93.8,0,0,1,1
1,debt_consolidation,0.1461,260.29,9.967588478,17.61,687,3209.958333,10948,96.9,0,0,0,0
1,all_other,0.1218,166.5,11.11988288,14.99,697,3874.958333,1461,23.2,1,1,1,0
1,home_improvement,0.1114,393.65,11.35040654,6.58,752,5880,0,0,0,0,0,0
1,all_other,0.0859,189.67,10.858999,21.6,732,3240,10813,14.9,2,0,0,0
1,debt_consolidation,0.1635,706.59,11.49516874,9.19,677,3600,12129,83.1,0,0,0,0
1,credit_card,0.1392,163.86,10.93310697,8.78,702,3842.958333,4645,96.8,2,0,0,0
1,credit_card,0.1322,338.01,10.77895629,22.43,687,2190,5082,37.6,0,0,0,0
1,credit_card,0.0894,330.43,10.51867319,8.37,737,5190,24416,36.7,0,0,0,0
1,educational,0.1114,164.02,10.30895266,10.32,732,1530,2350,7.9,1,0,0,0
1,credit_card,0.1114,328.04,10.16600565,6.55,732,2580,9027,37.6,1,0,0,0
1,all_other,0.0894,311.37,11.22524339,2.85,762,4200.958333,8922,40.6,1,0,0,0
1,debt_consolidation,0.0894,266.89,10.91508846,6.52,737,2819.958333,7883,45.6,0,0,0,0
1,debt_consolidation,0.1114,368.22,10.88911776,8.89,732,3600,13243,68.2,2,0,0,0
1,credit_card,0.0859,347.72,10.16585182,16.06,767,7532.958333,12706,22.4,0,0,0,0
1,debt_consolidation,0.1148,131.88,10.71894086,21.48,742,3708,2529,11.7,1,0,0,0
1,major_purchase,0.1114,82.01,10.91370569,6.34,722,4649.958333,1882,11.3,0,0,0,0
1,debt_consolidation,0.16,527.36,10.66886237,15.57,667,4051,16430,80.1,2,0,0,0
1,debt_consolidation,0.1148,659.37,10.83860004,9.19,762,4350,14818,26.3,0,0,0,0
1,debt_consolidation,0.1183,424.12,10.46310334,11.66,717,4110,13608,49.1,3,0,0,0
1,credit_card,0.0894,170.78,11.84877608,15.13,727,9120,74809,58.7,0,0,0,0
1,credit_card,0.1218,199.8,10.71441777,14.43,702,4770,8978,88,2,0,0,0
1,debt_consolidation,0.1635,565.27,11.28978191,9.63,692,3270,17199,98.3,1,0,0,0
1,all_other,0.1218,49.95,9.798127037,14.4,687,4619.958333,7994,62.9,0,0,0,1
1,debt_consolidation,0.1635,367.43,10.46321762,17.45,662,2339.958333,13373,86.8,1,0,0,0
1,debt_consolidation,0.1392,170.69,11.19821472,21.68,672,4320,38436,84.7,0,0,0,1
1,all_other,0.0859,205.47,11.33260191,11.48,737,2190,1653,6.6,1,0,0,0
1,small_business,0.1843,188.22,10.1266311,20.64,662,3780,16177,67.6,2,0,0,0
1,educational,0.0859,110.64,9.472396897,0,727,6540,11717,32.6,2,0,0,1
1,credit_card,0.1704,356.75,11.69524702,10.67,662,2039.958333,15575,97.3,0,0,0,0
1,debt_consolidation,0.1461,689.51,11.33857208,15.8,682,3899.958333,68723,30.6,2,0,0,0
1,debt_consolidation,0.1357,366.86,10.73639668,2.77,717,2221,5911,15.3,1,0,0,1
1,major_purchase,0.0774,156.1,10.9331784,5.12,777,4830,33215,65.1,2,0,0,0
1,debt_consolidation,0.1253,301.2,10.59663473,14.46,692,3630,11786,42.2,0,0,0,0
1,all_other,0.1426,41.17,10.81977828,14.54,672,3179.958333,16653,94.1,2,0,0,0
1,all_other,0.1426,411.67,10.6454249,1.34,687,5279.958333,4611,36.9,1,1,0,0
1,all_other,0.1357,509.53,11.0279625,15.42,712,2849.958333,6724,27.1,0,0,0,0
1,credit_card,0.1183,106.03,10.91018556,20.96,702,3630,16948,83.5,0,0,0,0
1,all_other,0.074,93.18,10.77895629,2.8,762,14039.95833,3771,14.7,0,0,0,0
1,major_purchase,0.0894,47.66,10.34174248,8.52,717,3960,1649,6,0,0,0,0
1,all_other,0.074,62.12,11.15625052,18.31,762,5729.958333,31305,46.8,1,0,0,0
1,debt_consolidation,0.0894,285.95,10.83486392,21.49,737,2910,2695,38.5,1,0,0,0
1,debt_consolidation,0.1114,246.03,10.30895266,17.52,722,2819.958333,2639,21.3,2,0,0,0
1,debt_consolidation,0.1322,546.73,11.06663836,10.13,707,7080,12247,45.5,1,0,0,0
1,home_improvement,0.1322,270.41,11.26446411,14.66,682,3960,2135,41.9,2,0,0,0
1,debt_consolidation,0.0859,145.41,10.85892207,11.91,737,4140,4429,15.6,1,0,0,0
1,small_business,0.1843,545.55,10.46310334,8.78,677,8279.958333,479,20,1,3,0,0
1,debt_consolidation,0.1322,676.02,11.24457532,17.36,707,3960,991,34.2,1,0,0,0
1,all_other,0.0894,305.01,11.35040654,12.01,742,5039.958333,47474,56.1,0,0,0,1
1,debt_consolidation,0.1183,165.67,11.6421978,13.63,707,3690,56128,84.4,0,0,0,0
1,debt_consolidation,0.0894,476.58,11.03939563,7.78,792,7118.958333,13316,33.3,1,0,0,0
1,all_other,0.1183,33.14,10.83958091,16.8,707,5101,8035,37.9,3,0,0,0
1,debt_consolidation,0.1253,401.6,11.26446411,18.89,702,6930,15074,59.6,0,0,0,0
1,debt_consolidation,0.1287,437.24,10.66895539,14.93,717,4410,49,3.3,2,0,0,0
1,all_other,0.0774,93.66,11.62621844,15.26,737,10680,32380,64.2,2,0,0,0
1,debt_consolidation,0.1183,662.68,11.1844214,13.8,747,4229.958333,15968,28.6,4,0,0,0
1,major_purchase,0.1183,497.01,12.35879373,8.53,727,4920.958333,23474,38.1,1,0,0,0
1,debt_consolidation,0.0894,317.72,11.03488966,14.37,757,1950,1176,4.5,0,0,0,0
1,debt_consolidation,0.1253,669.33,10.47344963,16.97,727,3149.958333,20708,54.6,0,0,0,0
1,home_improvement,0.074,68.33,10.96819829,1.43,772,5490,441,2.8,2,0,0,0
1,debt_consolidation,0.1357,271.75,11.79539397,17.68,682,11340,55045,85.2,0,1,0,0
1,all_other,0.1426,68.62,10.31304428,15.38,662,2819.958333,3759,80,0,1,0,0
1,all_other,0.16,123.06,10.20359214,8.89,677,2009.958333,5869,99.5,0,0,0,0
1,credit_card,0.1183,662.68,11.33857208,15.91,767,5406.958333,12870,12.1,4,0,0,0
1,debt_consolidation,0.0859,126.45,10.08580911,21.85,737,2250,1733,10.9,1,0,0,0
1,small_business,0.1913,73.45,10.81977828,17.28,677,3996,11132,98.5,1,1,0,1
1,debt_consolidation,0.0894,317.72,10.91508846,19.75,742,9031.958333,12377,39.7,3,0,0,0
1,all_other,0.0894,508.35,11.69524702,23.1,782,6389.958333,78633,31.7,1,0,0,0
1,home_improvement,0.0859,158.06,12.4292002,6.29,737,6484.958333,8101,70.4,2,0,0,0
1,all_other,0.1114,216.51,10.60162227,2.87,727,1679.958333,8164,21.1,2,0,0,0
1,debt_consolidation,0.0894,428.13,11.24504602,18.7,747,5639.958333,33660,45,0,0,0,0
1,debt_consolidation,0.1322,507.01,10.81977828,13.42,692,2369.958333,14956,70.1,2,0,0,0
1,debt_consolidation,0.1392,682.74,11.35040654,11.55,697,5220,17250,78.3,2,1,0,0
1,debt_consolidation,0.1496,207.87,10.858999,15.65,662,5461,1824,67.6,0,2,0,0
1,credit_card,0.1148,296.72,10.71441777,18.93,717,5039.958333,14576,72.2,0,0,0,0
1,all_other,0.0894,381.26,11.00209984,15.86,792,8100,498,0.4,0,0,0,0
1,all_other,0.1392,273.1,11.22524339,19.87,677,8160,16410,37.2,0,1,1,0
1,major_purchase,0.1114,262.43,9.968338525,17.71,772,2160,954,14.7,4,0,0,1
1,home_improvement,0.1322,108.17,11.40756495,12.08,677,13500,7479,82.9,2,0,0,0
1,all_other,0.0859,151.73,10.858999,4.41,767,5250,115,0.5,2,0,0,0
1,all_other,0.1357,203.82,10.96812932,9.37,692,1410,902,20,1,0,0,0
1,all_other,0.0859,316.11,10.49127422,16,752,5190,11185,24.9,1,0,0,0
1,debt_consolidation,0.1496,110.87,10.95954023,20.43,672,5130,6552,95.4,1,1,0,0
1,credit_card,0.1426,130.37,11.58988651,13.75,667,6240,8413,75.1,3,0,0,0
1,all_other,0.0894,444.81,11.00209984,20.82,757,8985.958333,946,18.9,1,0,0,0
1,debt_consolidation,0.1218,166.5,10.20359214,9.78,707,1530,5740,61.1,0,0,0,0
1,educational,0.1322,135.21,10.81977828,1.08,702,1770,1503,16.3,0,0,0,0
1,debt_consolidation,0.1253,669.33,11.61964306,11.36,717,7350,35173,69.4,0,0,0,0
1,debt_consolidation,0.1635,559.97,10.93310697,22.84,662,8585.958333,14958,71.6,0,0,0,1
1,debt_consolidation,0.0859,158.06,9.903487553,14.16,752,3660,5267,42.8,0,0,0,0
1,debt_consolidation,0.0894,403.5,11.15625052,13.63,762,4889.958333,21908,28.8,3,0,0,0
1,all_other,0.1218,249.75,11.1124479,4.66,707,1770,2370,17.8,2,0,0,0
1,debt_consolidation,0.1426,411.67,10.93310697,14.55,677,1890,8394,48.8,2,0,0,0
1,all_other,0.1426,144.09,11.02698756,12.11,667,3869.958333,1506,34.2,0,3,0,1
1,educational,0.0894,190.63,10.59663473,2.91,732,3149.958333,7198,32,0,0,0,1
1,small_business,0.1461,413.71,11.51292546,5.05,767,3149.958333,125,0.4,2,0,0,0
1,debt_consolidation,0.16,351.58,10.73639668,14.3,692,1984.958333,9729,98.3,0,0,0,0
1,debt_consolidation,0.0894,95.32,11.33806004,23.05,717,8339.958333,14040,67.2,0,0,0,0
1,all_other,0.1496,86.62,10.98529272,9.66,662,5999.958333,19487,86.6,3,1,0,0
1,debt_consolidation,0.1287,201.8,11.28978191,13.05,687,3030,9640,49.9,0,0,1,0
1,all_other,0.074,74.55,11.09741002,5.89,777,3030,151,4.9,0,0,0,0
1,small_business,0.1635,353.3,11.2515607,11.52,732,5009.958333,35873,94.4,3,0,0,0
1,small_business,0.1496,97.01,11.39639165,20.95,712,5910,33167,87.5,0,0,0,0
1,debt_consolidation,0.1357,339.69,11.48246626,16.96,682,3839.958333,9063,26.1,1,3,0,0
1,debt_consolidation,0.074,31.06,11.14186178,6.65,767,7080,8542,14.8,0,0,0,0
1,educational,0.0774,31.22,10.27505111,21.52,737,3179.958333,3292,42.8,1,0,0,0
1,all_other,0.1287,168.17,10.59653473,3,712,1200,4009,38.5,0,0,0,0
1,all_other,0.1843,290.96,10.5635432,9.86,667,2520,298,99.3,0,0,1,1
1,all_other,0.1253,100.4,11.07720731,15.9,697,8999.958333,16183,32.8,0,2,0,0
1,small_business,0.1774,164.8,9.305650552,8.84,692,1349.958333,0,0,1,0,0,0
1,major_purchase,0.1114,393.65,10.20359214,17.82,742,3720,21312,29.2,0,0,0,1
1,all_other,0.1322,67.61,10.91508846,9.77,672,5250,1083,77.4,3,0,0,0
1,debt_consolidation,0.1392,257.74,10.59663473,22.05,682,4469,24604,91.8,0,0,0,0
1,debt_consolidation,0.1253,669.33,10.95940109,20.68,722,4709.958333,18996,77.9,1,0,0,0
1,debt_consolidation,0.1461,330.97,10.6454249,15.09,672,3240,10565,80.7,0,0,0,0
1,all_other,0.0894,190.63,11.15625052,9.46,732,4681.958333,19298,35.5,2,0,0,0
1,credit_card,0.1774,720.42,11.69524702,18.34,702,11909.95833,50307,75,0,0,0,0
1,debt_consolidation,0.1253,401.6,10.79949394,9.92,707,3539.958333,13107,51.4,0,0,0,0
1,debt_consolidation,0.1218,666,10.91501573,13.79,727,3899.958333,16947,66.2,1,0,0,0
1,debt_consolidation,0.0894,381.26,10.46561447,11.01,757,8579.958333,13819,36.9,0,0,0,0
1,credit_card,0.0705,46.35,10.71441777,16.24,792,4020,18830,52,0,0,0,0
1,home_improvement,0.0774,156.1,10.62132735,17.68,752,3390,1757,9.3,1,0,0,0
1,small_business,0.167,532.53,11.47210347,7.05,722,4140,3146,46.4,2,0,0,0
1,home_improvement,0.1183,662.68,11.1844214,2.55,742,4649.958333,11518,15.4,3,0,0,0
1,debt_consolidation,0.0859,316.11,10.62132735,10.92,757,5160,6999,9.8,1,0,0,0
1,home_improvement,0.1183,115.97,10.95080655,24.11,707,3030,2979,14.2,1,1,0,0
1,debt_consolidation,0.0894,352.67,11.32055357,21.53,737,5759.958333,46429,56.1,0,0,0,0
1,debt_consolidation,0.1322,324.49,11.69524702,4.91,692,4619.958333,1664,87.6,1,0,0,0
1,debt_consolidation,0.1114,472.38,11.65268741,11.3,732,3930,28541,41.3,0,0,0,0
1,debt_consolidation,0.074,201.89,9.798127037,14.13,772,7169.958333,6954,25.3,0,0,0,0
1,home_improvement,0.074,31.06,10.30895266,0,772,5729.958333,11108,46.5,0,0,0,0
1,debt_consolidation,0.0894,190.63,11.00209984,23.18,732,3539.958333,22323,29,0,0,0,0
1,all_other,0.0774,99.9,10.71441777,17.33,737,7050,12719,39.9,1,0,0,0
1,home_improvement,0.1322,101.41,10.1266311,3.5,682,1530,2351,24,1,0,0,0
1,debt_consolidation,0.1357,679.37,10.9331784,20.03,707,5999.958333,28296,70.7,1,0,0,0
1,credit_card,0.0859,72.71,10.57131693,0.98,742,2580,1868,22.8,1,0,0,0
1,debt_consolidation,0.0894,158.86,10.46321762,15.02,727,2250,3657,10,0,0,0,0
1,debt_consolidation,0.1531,696.31,11.44678566,23.79,702,4410,59980,95.5,0,0,0,0
1,debt_consolidation,0.1287,504.5,11.65268741,8.35,702,6089.958333,12152,54.2,2,0,1,0
1,all_other,0.1218,266.4,10.30895266,4.16,737,2550,5820,48.5,0,0,0,0
1,debt_consolidation,0.1322,169.01,9.903487553,10.14,687,6749.958333,5881,82.8,3,0,1,0
1,debt_consolidation,0.0859,227.6,11.62735176,13.89,767,2880,600,2.4,1,0,0,0
1,credit_card,0.0894,190.63,10.20359214,17.73,757,4619.958333,20873,28.4,2,0,0,1
1,credit_card,0.1322,608.42,11.77528973,16.99,702,6540,33756,82.3,0,0,0,0
1,credit_card,0.0774,52.3,9.903487553,4.68,732,3030,2927,27.9,0,0,0,0
1,debt_consolidation,0.1287,174.9,10.96819829,10.28,687,2160,2564,19.4,3,0,0,0
1,debt_consolidation,0.1322,255.2,10.49949037,13.49,682,2729.958333,13847,74.4,0,0,0,1
1,all_other,0.0894,317.72,11.04078195,14.78,742,4229.958333,1947,29.1,2,1,0,0
1,home_improvement,0.0774,280.97,10.6454249,2.69,797,13111,5689,6.2,0,0,0,0
1,debt_consolidation,0.1183,530.15,10.81985828,19.03,747,3600,10740,40.4,4,0,0,0
1,all_other,0.0774,78.05,10.6454249,6.49,737,6359.958333,967,10.1,1,0,0,0
1,all_other,0.1148,72.54,10.59663473,14.55,732,1289.958333,1959,9.8,0,0,0,0
1,debt_consolidation,0.1287,622.22,11.03495418,11.84,707,3690,9530,46,0,0,0,0
1,debt_consolidation,0.0859,366.68,11.05089001,18.02,777,5009.958333,29568,52.3,0,0,0,0
1,credit_card,0.0774,218.54,11.58988651,12.69,762,8820,5872,21.4,0,0,0,0
1,all_other,0.0894,317.72,10.12647109,13.68,742,4080,18478,37.1,1,0,0,0
1,home_improvement,0.1357,254.77,11.50795312,13.28,682,5399.958333,28384,89,2,0,0,0
1,debt_consolidation,0.1426,240.15,11.15625052,18.82,692,5490,16120,96.5,3,0,0,0
1,debt_consolidation,0.0859,267.11,10.6454249,17.37,752,4410,8493,58.7,1,0,0,0
1,debt_consolidation,0.0774,216.97,10.37349118,22.73,752,11249.95833,18512,57.1,0,0,0,0
1,educational,0.1322,338.01,11.00209984,9.54,692,2250,2263,17.7,0,3,0,0
1,debt_consolidation,0.1253,401.6,10.81977828,16.08,712,5430,15244,66.6,0,0,1,0
1,home_improvement,0.1218,499.5,11.47097784,8.7,772,5160,2139,30.6,2,0,0,0
1,debt_consolidation,0.1218,399.6,11.28978191,24.88,712,5070,6950,16.6,0,0,1,0
1,home_improvement,0.1218,666,11.15625052,14.31,722,3000,2292,5.4,1,1,0,0
1,debt_consolidation,0.1114,492.06,10.51053203,14.19,752,5369.958333,2855,25.3,2,0,0,0
1,debt_consolidation,0.1148,659.37,11.04132055,18.4,767,10920,33184,48,0,0,0,0
1,all_other,0.1148,98.91,10.858999,21.72,707,4410,11791,63.7,0,0,0,0
1,debt_consolidation,0.0859,221.28,11.00443046,22.73,742,2550,8441,18.8,2,0,0,0
1,debt_consolidation,0.1357,339.69,11.58988651,15.74,702,3990,23464,31.1,1,0,0,0
1,debt_consolidation,0.1148,626.41,10.4341158,17.44,752,4802,25008,36,0,0,0,0
1,major_purchase,0.0774,312.19,10.89673933,9.11,792,9029.958333,89252,6.4,0,0,0,0
1,credit_card,0.1183,430.75,11.65268741,4.17,717,2610,1731,9,3,2,0,0
1,all_other,0.0894,57.19,11.22524339,24.21,722,4289.958333,39900,70.3,0,0,0,0
1,debt_consolidation,0.1114,32.81,11.49272276,11.64,707,5759.958333,10333,28.2,1,1,0,0
1,debt_consolidation,0.1183,430.75,10.93310697,11.87,722,5580,10915,34.5,1,0,0,0
1,debt_consolidation,0.074,186.36,11.65268741,6.4,772,4949.958333,13242,23,0,0,0,0
1,debt_consolidation,0.1148,659.37,12.16525065,6.62,757,5100,26330,28.6,1,0,0,1
1,debt_consolidation,0.1392,324.31,10.30895266,15.92,692,4319.958333,23616,49.4,3,0,0,0
1,credit_card,0.1183,265.08,11.08220409,8.12,732,4259.958333,43799,87.8,2,0,0,0
1,debt_consolidation,0.1287,215.26,11.73606902,9.9,697,5399.958333,2165,36.1,2,0,1,0
1,small_business,0.1565,122.46,11.08214255,2.51,732,4080,1450,9.2,0,0,0,0
1,all_other,0.1531,208.9,10.43399815,7.31,667,3600,0,0,1,0,0,0
1,debt_consolidation,0.0774,156.1,10.31890299,12.91,752,8973.958333,15813,75.7,0,0,0,0
1,small_business,0.1635,176.65,10.81977828,7.2,747,1860,1340,7.2,1,0,0,1
1,debt_consolidation,0.0774,142.83,11.26446411,17.94,762,6270,112055,33.5,1,0,0,0
1,all_other,0.1148,138.47,10.78931908,18.06,707,2550,3522,33.2,1,1,0,0
1,debt_consolidation,0.0894,441.63,10.3011503,17.66,747,10019.95833,25716,73.9,0,0,0,0
1,debt_consolidation,0.1774,720.42,11.31447453,2.87,677,4290.958333,9603,51.9,0,1,0,1
1,debt_consolidation,0.1253,267.74,10.59653473,13.62,717,4710,29140,64,2,0,0,0
1,debt_consolidation,0.0894,540.12,11.08214255,12.89,772,10889.95833,9242,18.1,1,0,0,0
1,all_other,0.0859,126.45,11.05089001,16.97,742,5675.958333,2187,25.7,0,0,0,0
1,debt_consolidation,0.1148,468.16,11.26446411,23.17,727,4200.958333,31236,42.3,1,0,0,0
1,all_other,0.0894,317.72,10.81977828,7.56,757,4000,0,0,0,0,0,0
1,credit_card,0.1218,299.7,11.0184488,19.77,702,3990,40781,76.9,0,0,0,1
1,debt_consolidation,0.1114,656.07,11.91839057,0.82,792,7499.958333,4363,10.5,1,0,0,1
1,debt_consolidation,0.1426,686.12,11.97035031,16.42,692,7589.958333,77324,75.9,0,0,0,0
1,debt_consolidation,0.1218,532.8,11.40756495,13.68,717,3809.958333,5630,17.8,2,0,0,0
1,debt_consolidation,0.1253,173.19,9.952277717,22.86,692,7290,8688,67.3,0,0,0,1
1,all_other,0.0894,95.32,10.03451581,0.79,727,2550,208,3.5,1,0,0,0
1,debt_consolidation,0.1287,269.07,10.30895266,9.52,692,3154.958333,7261,51.9,0,0,1,0
1,debt_consolidation,0.1183,596.41,11.66137995,8.22,747,7440,71965,76.6,4,0,0,0
1,all_other,0.0894,158.86,10.91501573,20.14,727,6029.958333,22652,53.3,3,0,0,0
1,debt_consolidation,0.1114,344.44,10.89295439,19.63,732,6720,9020,64.4,3,0,0,0
1,small_business,0.1461,634.35,11.70354582,13.09,752,7229.958333,14375,17.5,0,0,0,0
1,credit_card,0.1496,426.14,11.1844214,6.43,667,5880,5422,46.7,1,0,0,0
1,debt_consolidation,0.1461,689.51,11.05089001,14.72,687,2789.958333,8004,66.1,0,0,0,0
1,debt_consolidation,0.1461,344.76,10.727663,22.03,672,4679.958333,4232,27.1,1,0,0,0
1,small_business,0.16,421.89,11.46163217,11.86,702,6330,34057,63.9,3,0,0,1
1,debt_consolidation,0.1253,267.74,10.71441777,11.57,697,5070,9929,32.4,1,2,0,0
1,educational,0.0774,74.93,10.64927462,11.47,757,7380,13852,24.5,0,0,0,0
1,major_purchase,0.1114,328.04,11.44035477,13.03,727,3030,5960,43.8,0,0,0,0
1,all_other,0.0774,156.1,11.03488966,14.4,752,8370,15489,35.4,1,0,0,0
1,debt_consolidation,0.1183,430.75,11.5806215,13.2,717,3270,38433,56.5,1,0,0,0
1,all_other,0.1148,659.37,11.35040654,10.07,792,2940,760,1.9,0,0,0,0
1,debt_consolidation,0.1183,533.46,11.15625052,10.89,732,3600,15942,40.9,3,0,0,0
1,debt_consolidation,0.0894,285.95,10.71308355,16.72,737,3720,8654,24.6,0,0,0,0
1,small_business,0.1496,207.87,11.35040654,11.55,762,4289.958333,5341,0,0,0,0,0
1,debt_consolidation,0.1461,689.51,10.85892207,14.84,682,3690,20916,65.6,1,0,0,0
1,educational,0.1357,611.44,11.22524339,2.85,692,4770,4389,7.7,3,0,0,0
1,credit_card,0.1183,78.7,11.00209984,16.48,697,6839.958333,3689,22.2,2,0,0,0
1,credit_card,0.1392,682.74,12.32385568,11.37,697,4589.958333,56558,72.1,0,0,0,0
1,credit_card,0.1253,200.8,10.46310334,23.07,687,5100,3334,23.5,0,0,0,0
1,all_other,0.0894,413.03,11.77528973,0.05,802,6809.958333,2563,8.8,0,0,0,0
1,all_other,0.1565,262.4,10.40426284,11.93,672,1470,1140,54.3,0,0,0,0
1,small_business,0.1635,565.27,10.81977828,0.36,722,1754.958333,640,3.9,3,0,0,0
1,home_improvement,0.167,710.03,11.26446411,24.6,677,1748.958333,0,49.63,1,0,0,1
1,major_purchase,0.1218,466.2,12.32385568,16.65,717,6389.958333,37629,87.1,1,0,0,0
1,credit_card,0.1426,343.06,11.77528973,7.5,677,2580,12907,52.9,3,2,0,0
1,debt_consolidation,0.1704,642.14,11.678406,17.74,672,5160,18938,53.8,1,1,0,0
1,debt_consolidation,0.0894,368.55,10.74849708,12.35,752,3300,1061,10.1,0,0,0,0
1,home_improvement,0.0859,363.52,10.30895266,1.8,792,7889.958333,2324,5.7,0,0,0,0
1,debt_consolidation,0.1565,554.53,10.91508846,22.84,672,4619.958333,22684,89.9,0,0,0,1
1,all_other,0.1878,657.81,11.28978191,15.6,672,1142,11184,93.2,0,0,0,0
1,debt_consolidation,0.1114,461.71,10.08580911,13.15,752,6631,13551,29,0,0,0,0
1,debt_consolidation,0.1148,454.97,10.67359577,23.61,752,8679.958333,6698,67,0,0,0,0
1,credit_card,0.1148,659.37,11.26446411,5.72,757,3616,8863,27.4,1,0,0,0
1,educational,0.1253,167.34,10.59663473,10.56,692,4410,15041,66.6,0,0,0,0
1,all_other,0.0859,63.23,9.903687533,8.7,747,4289.958333,4622,19.3,0,0,0,1
1,debt_consolidation,0.1253,669.33,12.05989014,6.45,722,3420,23973,44.9,1,0,0,0
1,educational,0.1287,48.77,9.740968623,7.41,692,2009.958333,0,0,0,1,0,0
1,debt_consolidation,0.1114,393.65,11.2395407,15.06,742,4860,18862,47.5,1,0,0,0
1,debt_consolidation,0.0859,252.89,10.1266311,20.3,797,6690,3301,27.3,0,0,0,0
1,credit_card,0.1253,401.6,11.85651517,5.59,702,5009.958333,4381,16.5,2,0,0,0
1,educational,0.1253,401.6,12.06681058,6.33,717,9120,38384,90.1,1,0,0,0
1,small_business,0.1531,313.34,11.32900263,3.45,742,5520,6218,8.1,0,0,1,0
1,credit_card,0.1183,198.81,11.00209984,15.5,702,3809.958333,55333,39,2,0,0,0
1,educational,0.0894,57.19,10.53209621,21.54,742,3179.958333,2940,32.3,5,0,0,0
1,debt_consolidation,0.1218,666,11.57332418,13.84,732,9373.958333,22233,76.7,1,0,0,0
1,all_other,0.0774,156.1,10.58446093,5.62,747,2220,2326,25,1,0,0,0
1,educational,0.0894,142.98,9.809176873,6.29,792,2670,70,0.7,1,0,0,0
1,all_other,0.1148,197.82,11.22524339,12.66,727,3270,4027,7.2,2,1,0,0
1,debt_consolidation,0.0894,327.25,10.3041411,19.29,747,8070,5822,64.7,1,0,0,1
1,debt_consolidation,0.1114,492.06,10.91501573,12.18,767,8939.958333,13095,19.6,2,0,0,0
1,all_other,0.1809,904.88,11.15625052,21.02,672,5190,37893,74.4,3,0,0,1
1,all_other,0.0859,126.45,11.35035948,7.3,747,7949.958333,19817,64.1,1,0,0,0
1,debt_consolidation,0.1531,448.25,10.81977828,24.17,672,3390,6256,71.9,0,0,0,1
1,debt_consolidation,0.0859,256.84,10.40426284,16.36,752,3360,12442,33.7,0,0,0,0
1,debt_consolidation,0.1426,48.03,10.59663473,13.83,662,3869.958333,3163,53.6,2,0,0,0
1,debt_consolidation,0.1565,314.88,11.00209984,15.42,662,4289.958333,16286,89.5,0,0,0,1
1,debt_consolidation,0.1287,538.14,11.08214255,11.52,727,4740,7290,93.5,0,0,0,0
1,all_other,0.0859,316.11,10.85614879,8.52,812,10950,952,1.1,0,0,0,0
1,debt_consolidation,0.1322,338.01,10.69557468,19.32,692,3869.958333,8540,87.1,1,0,0,0
1,debt_consolidation,0.1114,360.84,10.75773265,10.39,722,2193,10735,34.5,3,0,0,0
1,all_other,0.0894,524.23,11.58896015,3.16,802,9870,4588,6.7,0,0,0,0
1,all_other,0.1357,322.71,10.37349118,0.56,792,9029.958333,1479,7.1,7,0,0,0
1,debt_consolidation,0.1218,666,10.83695,22.88,732,3990,26803,51.4,1,0,0,0
1,all_other,0.0705,61.8,10.71441777,3.68,777,7800,6669,23.8,0,0,0,0
1,educational,0.1253,430.88,10.53900562,24.27,712,2039.958333,5048,55.5,0,0,0,1
1,credit_card,0.0859,252.89,10.0604913,17.23,762,2550,2296,9.3,2,0,0,0
1,debt_consolidation,0.1114,262.43,11.73606902,13.61,722,5399.958333,41568,48.6,3,0,0,0
1,debt_consolidation,0.1704,713.49,11.99535161,14.04,677,4440,70627,91.8,2,0,0,0
1,major_purchase,0.1357,679.37,10.6454249,11.91,722,1410.958333,1458,12.4,2,0,0,0
1,debt_consolidation,0.1496,519.68,11.40756495,24.99,687,3509.958333,53896,96.8,0,0,0,0
1,debt_consolidation,0.1392,512.06,11.15625052,22.34,682,5039.958333,7705,39.9,2,1,0,0
1,debt_consolidation,0.0859,460.72,10.56617553,24.71,772,3990,10277,28.9,2,0,0,0
1,credit_card,0.1496,415.74,10.5454467,10.1,682,2553,12315,80,1,0,0,0
1,debt_consolidation,0.0894,385.23,10.6454249,22.11,747,3360,19029,22,3,0,0,0
1,home_improvement,0.1253,234.27,11.28983191,15.93,702,4229.958333,20125,59.9,2,0,0,0
1,debt_consolidation,0.1357,142.67,10.34817337,17.77,677,1679.958333,2187,70.5,1,0,0,0
1,debt_consolidation,0.1913,734.42,11.05089001,8.86,677,7350,9881,99.8,0,0,0,0
1,credit_card,0.1114,457.61,11.15756394,10.96,732,5429.958333,27948,73.8,0,0,0,0
1,debt_consolidation,0.1287,235.44,10.1266311,9.79,692,6721,6355,65.5,1,0,0,0
1,home_improvement,0.1114,393.65,11.41861479,14.36,737,3899.958333,3114,26.4,1,0,0,0
1,all_other,0.1218,249.75,11.28978191,2.77,717,3630,653,19.8,2,0,0,0
1,home_improvement,0.1253,510.37,10.858999,10.96,722,6270,2652,3.9,0,0,0,1
1,debt_consolidation,0.1218,499.5,11.33857208,24.66,722,11159.95833,22319,58.7,0,2,0,0
1,home_improvement,0.1148,659.37,12.20607265,4.24,812,5880,15571,8.7,4,0,0,0
1,debt_consolidation,0.1253,117.14,10.71441777,23.12,692,2459.958333,5177,64.7,0,0,0,0
1,home_improvement,0.1357,339.69,11.51292546,3.35,702,2340,61,2,0,0,0,0
1,major_purchase,0.1496,277.16,10.6454249,4.46,672,1769.958333,5626,26.9,0,0,0,1
1,debt_consolidation,0.1148,164.85,10.0387175,8.54,732,2039.958333,1517,22.3,0,0,0,0
1,debt_consolidation,0.1392,546.2,11.60823564,15.36,687,3060,23839,59.3,1,2,0,0
1,small_business,0.1704,713.49,11.12726298,8.4,747,1860,632,1.3,6,0,0,1
1,small_business,0.1565,314.88,10.49127422,4.43,732,1471,2320,28.3,1,0,0,0
1,debt_consolidation,0.0894,317.72,10.30895266,5.6,737,5640,9152,17.3,2,0,0,1
1,debt_consolidation,0.1531,497.86,11.13458902,13.7,677,2340,23626,90.9,2,0,0,0
1,credit_card,0.1392,573.5,12.32385568,24.06,702,6869.958333,109027,90.2,3,0,0,0
1,major_purchase,0.074,124.24,10.23995979,1.89,797,8100,2198,8.7,0,0,0,0
1,all_other,0.1531,278.53,10.83958091,16.52,662,2459.958333,7959,33.2,3,0,0,0
1,debt_consolidation,0.16,457.05,11.41861479,23.89,662,2190,58686,80.8,2,0,0,0
1,small_business,0.1531,348.16,10.16585182,1.38,792,2291,425,2.1,0,0,0,0
1,debt_consolidation,0.1253,321.28,10.63103616,16.72,702,3360,2978,81.9,0,0,0,0
1,debt_consolidation,0.167,710.03,11.01046476,20.94,672,5850,28332,81.2,0,1,0,0
1,all_other,0.1114,157.46,9.903487553,3.12,737,1500,2644,23.4,1,0,0,0
1,debt_consolidation,0.1183,331.34,10.46321762,24.13,717,6449.958333,5587,73.5,0,0,0,1
1,all_other,0.1704,214.05,10.26813067,12.42,662,2160,8765,95.3,1,0,0,0
1,all_other,0.1287,235.44,11.58058411,18.09,687,5160,89844,84.8,0,0,0,0
1,all_other,0.0774,249.75,11.54244543,15.47,802,4620.958333,6498,11.6,2,0,0,0
1,all_other,0.1114,426.45,10.49127422,11.77,737,5460,3636,7.4,1,0,1,0
1,debt_consolidation,0.1253,220.88,11.40235138,20.2,697,9240,27017,45.7,2,0,0,0
1,home_improvement,0.1496,346.45,10.43399815,17.08,672,1800,3918,38.2,1,0,0,0
1,major_purchase,0.1426,171.53,11.11125555,12.48,687,7410,24905,95.5,3,0,0,0
1,all_other,0.1114,246.03,12.08958377,11.33,727,5429.958333,32706,81.6,1,0,0,0
1,debt_consolidation,0.1253,267.74,10.30895266,9.8,702,2670,5934,39.8,1,1,0,0
1,all_other,0.0774,109.27,10.34817337,5.73,767,2220,1092,9.9,0,0,0,0
1,educational,0.0859,110.64,10.38899537,7.83,737,2160,1092,9.9,0,0,0,0
1,small_business,0.2017,186.26,10.81977828,6,672,5009.958333,9814,59.5,1,0,1,1
1,debt_consolidation,0.1357,339.69,10.74903388,21.17,702,4229.958333,9114,57,0,0,0,0
1,credit_card,0.0859,126.45,10.71441777,4.72,762,3073,7347,26.7,1,0,0,0
1,all_other,0.1218,159.84,11.07819631,12.07,697,5759.958333,21028,84.8,1,0,0,0
1,all_other,0.1183,298.21,10.96812932,0.48,717,2910,0,0,1,0,0,0
1,credit_card,0.0705,92.7,10.54534144,16.8,772,3270,4088,15,2,0,0,0
1,debt_consolidation,0.1148,659.37,12.53214817,0.22,777,5669.958333,1003,3.3,2,0,0,0
1,debt_consolidation,0.1426,274.45,10.30895266,14.16,677,3089.958333,1338,27.9,0,0,0,0
1,debt_consolidation,0.0894,349.49,10.98529272,16.7,802,4679.958333,667,3.6,3,0,0,0
1,debt_consolidation,0.1287,571.77,11.5229154,17.22,712,7979.958333,26949,52,0,0,0,0
1,credit_card,0.1426,96.06,10.1266311,18.29,667,4589.958333,12995,31.6,0,1,0,0
1,debt_consolidation,0.0774,156.1,11.26830288,9.27,747,3119.958333,13899,36,1,0,0,0
1,all_other,0.1392,273.1,11.36214909,22.55,677,2940,2149,36.4,2,0,0,0
1,debt_consolidation,0.1148,422,10.9331784,13.33,722,6240,3230,26.4,0,0,0,0
1,all_other,0.1218,149.85,11.21182037,1.49,707,3780,2698,33.3,2,1,0,0
1,small_business,0.1704,85.62,11.25161265,7.46,667,4319.958333,575,16,2,0,0,0
1,credit_card,0.1357,441.6,11.62625415,15.01,702,4170,46306,56.6,1,0,0,0
1,debt_consolidation,0.1531,313.34,10.69194491,6.14,662,6960,5776,77,1,0,0,1
1,credit_card,0.1148,633,11.01862914,17.35,762,8820,5331,9.1,2,0,0,0
1,debt_consolidation,0.1218,666,11.22524339,18.45,732,4259.958333,29074,46.2,0,0,0,0
1,credit_card,0.1287,420.42,10.91501573,17.61,702,2039.958333,13441,49.4,2,0,0,0
1,all_other,0.1183,493.7,10.91508846,9.51,742,1590,1691,16.5,1,0,0,0
1,debt_consolidation,0.0894,349.49,10.87244663,8.95,742,9329.958333,25212,46.6,1,0,0,0
1,major_purchase,0.1253,83.67,11.15619338,10.68,702,5820,4403,88.1,0,0,0,0
1,credit_card,0.1287,201.8,10.27518903,10.51,707,4289.958333,1980,46,0,1,0,0
1,credit_card,0.1461,861.88,11.69524702,20.52,707,5580,78468,84.3,2,0,0,1
1,debt_consolidation,0.1114,656.07,11.60823564,21.69,772,9990,67969,40.5,2,0,0,0
1,debt_consolidation,0.1392,204.83,11.03488966,14.05,677,3479.958333,5810,85.4,1,0,0,0
1,credit_card,0.0894,397.15,10.91508846,17.15,757,6330,24452,66.4,0,0,0,0
1,credit_card,0.0894,381.26,10.95080655,18.99,752,2849.958333,25577,30.8,1,0,0,0
1,small_business,0.1982,229.86,9.862665558,0,667,1440,0,0,0,0,1,1
1,debt_consolidation,0.1357,339.69,11.00209984,7.3,702,5399.958333,6749,91.2,0,0,0,0
1,debt_consolidation,0.1774,720.42,11.20367921,14.06,702,4229.958333,55912,68.1,2,0,0,1
1,home_improvement,0.1183,662.68,11.28978191,12.95,742,8431,20586,37.5,0,0,0,0
1,credit_card,0.0894,349.49,10.81977828,23.18,732,3630,11557,46.2,1,0,0,0
1,debt_consolidation,0.1704,642.14,11.36210258,6.81,677,7499.958333,4418,96,0,0,0,0
1,all_other,0.0894,556.01,11.77528973,9.81,777,5070,8651,13.6,1,0,0,0
1,debt_consolidation,0.1357,397.44,10.92593848,22.66,687,5580,16677,45.9,1,0,0,0
1,debt_consolidation,0.1426,171.53,10.92666879,8.17,667,4289.958333,9685,43.2,1,0,0,0
1,small_business,0.1461,206.86,10.5623538,12.76,767,5610,4031,39.1,5,0,0,1
1,debt_consolidation,0.1253,167.34,10.5865844,2.97,692,2729.958333,3869,26.1,0,0,0,0
1,debt_consolidation,0.1148,494.53,10.59663473,10.32,737,6630,14274,24.6,0,0,0,0
1,credit_card,0.1426,686.12,11.15625052,13.68,687,4860,27561,80.8,1,0,0,0
1,debt_consolidation,0.1183,662.68,11.28978191,9.11,742,3660,28091,50.6,0,0,0,0
1,debt_consolidation,0.1148,263.75,10.49127422,2.9,727,1800,2980,31.7,1,0,0,0
1,debt_consolidation,0.1114,98.42,10.20359214,17.29,717,2550,4502,40.9,2,0,0,0
1,debt_consolidation,0.1183,482.1,10.71441777,14.56,717,2280,25729,52.4,0,0,0,0
1,credit_card,0.1287,201.8,10.858999,6.3,682,10320,9339,33.2,2,1,0,0
1,debt_consolidation,0.1148,494.53,11.22524339,10.1,742,5520,73366,61.7,1,0,0,0
1,debt_consolidation,0.1635,529.94,11.15625052,16.66,662,4619.958333,29319,61.5,0,0,0,0
1,debt_consolidation,0.1218,566.1,11.05885818,15.8,717,6240,21441,80.6,1,0,0,1
1,home_improvement,0.1565,279.89,11.00209984,16.72,717,2550,16951,99.7,0,0,0,0
1,debt_consolidation,0.1322,381.95,10.64285016,19.05,707,5009.958333,32720,94.6,1,0,0,0
1,credit_card,0.1218,499.5,10.79957558,16.97,722,4200.958333,11530,49.1,0,0,0,0
1,debt_consolidation,0.1253,334.67,10.59663473,20.46,702,2520,7722,66.1,0,0,0,1
1,debt_consolidation,0.1183,629.55,12.20609265,10.93,742,7020,79062,50.8,0,0,0,0
1,debt_consolidation,0.1392,546.2,11.25161265,15.83,687,2099.958333,17923,59.7,0,0,0,0
1,educational,0.1218,183.15,11.48246626,14.75,697,8249.958333,36428,70.7,0,0,0,0
1,credit_card,0.1635,176.65,10.54513089,5.18,672,1379.958333,5403,63.6,1,0,0,0
1,debt_consolidation,0.1426,308.76,10.71441777,22.91,682,3450,23703,83.8,0,0,0,0
1,credit_card,0.1114,328.04,10.71441777,22.13,732,3720,12253,18.9,2,1,0,0
1,debt_consolidation,0.1357,215.7,9.798127037,21.53,727,2880,7727,95.4,0,0,0,0
1,small_business,0.1461,344.76,12.01370075,17.43,732,4350,114393,46.6,2,0,0,0
1,all_other,0.0894,254.18,11.65268741,2.7,762,6900,5914,15.9,4,0,0,0
1,all_other,0.0774,218.54,11.27720313,3.17,782,4590.958333,482,1.6,2,0,0,0
1,home_improvement,0.0774,187.32,11.29601246,15.69,752,3630,6207,41.4,3,0,0,0
1,home_improvement,0.1183,265.08,11.23843599,8.98,732,3720,905,12,0,0,2,0
1,debt_consolidation,0.1183,298.21,10.858999,20.49,712,4619.958333,23750,47.7,1,0,0,0
1,educational,0.1148,461.56,11.59910316,21.29,727,5250,15812,50,1,0,0,1
1,credit_card,0.1322,202.81,10.99142642,14.47,682,4289.958333,6891,59.8,0,0,0,0
1,home_improvement,0.1357,339.69,11.71177632,8.38,682,5160,865,72.1,3,0,0,0
1,all_other,0.1531,174.08,10.76840078,3.79,672,3030,2029,20.3,3,0,0,1
1,major_purchase,0.1218,59.94,11.2514568,5.3,692,5729.958333,1836,34.6,1,1,0,0
1,all_other,0.0774,156.1,11.51292546,10.24,752,5729.958333,15509,25.7,1,0,0,0
1,home_improvement,0.0894,571.89,11.28978191,5.37,777,6990,17915,17,3,0,0,1
1,debt_consolidation,0.1218,166.5,10.88743693,10.5,692,6119.958333,4819,55.3,0,0,0,0
1,debt_consolidation,0.1426,462.27,10.46310334,22.11,687,3330,18522,93.1,0,0,0,1
1,debt_consolidation,0.1357,467.07,11.98292909,9.43,692,5820,105576,68.6,0,0,1,0
1,debt_consolidation,0.1287,311.11,10.22034,18.97,687,2550,9666,83.3,0,0,0,0
1,all_other,0.1322,236.61,10.23995979,15.09,687,3929.958333,2896,10.3,0,0,0,0
1,debt_consolidation,0.1322,507.01,10.85892207,1.96,717,1409.958333,2425,29.2,0,0,0,0
1,credit_card,0.0894,349.49,11.81303006,13.79,762,9299.958333,2308,33,3,0,0,0
1,debt_consolidation,0.1253,669.33,11.40534025,18.72,712,2910,55770,62,0,0,0,0
1,debt_consolidation,0.1114,492.06,11.22524339,8.05,767,5759.958333,5404,5.2,0,0,0,0
1,debt_consolidation,0.1287,210.21,10.81985828,21.84,692,4349.958333,28565,70,1,0,0,0
1,educational,0.1218,511.16,10.90205849,15.47,742,4619.958333,15713,27.9,5,0,0,1
1,debt_consolidation,0.1287,504.5,11.3736634,13.38,707,5667.041667,14045,29.4,1,0,0,1
1,all_other,0.074,105.61,10.59663473,15.03,757,5610,12361,43.7,0,0,0,0
1,debt_consolidation,0.1565,489.81,10.81977828,6,662,3270,1221,12.2,3,0,0,0
1,all_other,0.1809,289.57,10.70907016,13.81,677,4949.958333,8704,16.1,2,2,0,0
1,major_purchase,0.0774,124.88,11.14706561,10.83,762,3209.958333,2976,38.6,0,0,0,0
1,debt_consolidation,0.1148,522.55,10.49127422,22.47,737,4020,19796,30.1,1,0,0,0
1,major_purchase,0.074,77.65,12.13350195,4.06,757,10320,14063,50.2,1,0,0,0
1,debt_consolidation,0.0894,476.58,11.6351785,6.24,792,7800,19367,9.1,0,0,0,0
1,home_improvement,0.1392,204.83,11.47210347,7,682,6509.958333,4417,78.9,0,0,0,0
1,debt_consolidation,0.1114,328.04,10.30895266,12.92,727,4470,14257,29.5,0,0,0,1
1,educational,0.0774,156.1,11.05089001,0.38,782,2286,1137,4.3,1,0,0,0
1,credit_card,0.1392,682.74,11.14186178,14.99,742,8279.958333,13631,80.7,7,0,0,1
1,all_other,0.1357,101.91,10.59663473,22.98,672,4500,17590,80.7,1,0,1,0
1,debt_consolidation,0.1253,669.33,11.35040654,24.56,717,4830,21621,60.1,1,0,0,1
1,debt_consolidation,0.1218,172.33,9.61580548,13.12,707,1530,6947,53.4,0,0,0,1
1,debt_consolidation,0.1114,524.86,11.2515607,5.84,757,13379.95833,20015,34.9,0,0,0,0
1,small_business,0.1635,706.59,10.98529272,2.87,762,2580,11341,32.2,1,0,0,0
1,educational,0.1218,64.11,10.30895266,8.36,712,1349.958333,277,46.2,2,0,0,0
1,all_other,0.1287,117.72,10.51867319,9.79,682,2220,9868,73.1,3,0,0,0
1,all_other,0.1287,134.54,9.798127037,13.8,692,3210,9794,75.9,0,0,0,1
1,debt_consolidation,0.1218,599.4,11.60823564,8.23,722,5429.958333,15533,79.3,1,0,0,0
1,all_other,0.0859,316.11,10.858999,14.35,752,7051,16375,28,1,0,0,0
1,credit_card,0.1183,662.68,12.05815252,13.22,747,4350,10767,50.3,0,0,0,0
1,home_improvement,0.1148,395.63,10.81977828,12.41,757,2460.958333,2071,23,4,0,0,0
1,all_other,0.1947,737.94,11.91839057,0.98,667,6419.958333,29518,97.4,0,0,0,0
1,home_improvement,0.1253,267.74,10.77895629,4.97,772,4383,2958,7.6,7,0,0,0
1,credit_card,0.1148,494.53,11.19134184,23.9,737,4860,38876,59.6,2,0,0,1
1,credit_card,0.0859,177.02,10.57131693,8.34,737,2700,2639,24,1,0,0,0
1,debt_consolidation,0.1426,548.9,10.71441777,14.67,682,3959.958333,9092,23.2,0,0,0,1
1,debt_consolidation,0.1183,497.01,11.0744205,11,732,2879.958333,8318,50.7,1,0,0,0
1,debt_consolidation,0.1426,111.5,10.81977828,19.2,667,4264.958333,9625,49.1,2,0,0,0
1,debt_consolidation,0.0859,316.11,11.00209984,3.78,767,3390,3252,13.7,0,0,0,0
1,debt_consolidation,0.1218,116.55,11.69107165,13.42,692,8880,25873,63.9,2,0,1,0
1,debt_consolidation,0.1218,93.24,11.46163217,16.96,697,8130,40868,86.6,3,0,0,1
1,credit_card,0.1218,549.45,11.22524339,16.06,717,5039.958333,43373,66.9,0,0,0,0
1,debt_consolidation,0.1218,499.5,10.81977828,21.24,722,3300,7322,31.8,0,0,0,1
1,educational,0.1183,410.87,11.94470788,17.38,717,7169.958333,452,8.4,1,0,0,0
1,all_other,0.1148,69.24,10.71441777,18.24,717,1830,6554,55.1,2,0,0,0
1,all_other,0.1218,366.3,11.69524702,9.38,707,11460,9772,41.8,1,0,0,0
1,credit_card,0.0859,202.31,10.7342204,15.24,747,8400,13010,36.8,0,0,0,0
1,major_purchase,0.1148,659.37,10.53433371,10.19,767,3959.958333,5110,36.5,0,0,0,0
1,credit_card,0.0859,271.85,11.46163217,16.16,752,4050,30330,30.9,2,0,0,0
1,small_business,0.1774,720.42,11.24331904,7.04,702,5100,11829,74.4,3,0,1,0
1,debt_consolidation,0.1357,679.37,11.40756495,5.13,707,3929.958333,17470,25.1,0,1,0,0
1,all_other,0.0894,190.63,11.00209984,1.16,732,5309.958333,2731,9.2,0,0,1,0
1,debt_consolidation,0.1287,815.61,12.25486281,8.13,722,8130,30159,63.6,1,1,0,0
1,all_other,0.1287,151.35,11.84942627,18.99,682,3959.958333,778,33.8,0,4,0,0
1,debt_consolidation,0.1148,576.95,11.09741002,11.71,737,3780,18277,50.8,1,0,0,0
1,small_business,0.1496,710.23,11.40756495,16.12,752,10290,5090,7.1,0,0,0,0
1,small_business,0.1357,161.36,10.1266311,5.09,787,4800,44834,0,0,0,0,0
1,debt_consolidation,0.1704,292.53,11.1844214,15.87,682,8579.958333,13641,98.8,2,0,1,0
1,debt_consolidation,0.1148,560.47,11.47210347,23.18,742,5280,11265,24.3,0,0,0,0
1,small_business,0.1565,874.66,11.5228758,9.01,737,5039.958333,52307,62.6,3,0,0,1
1,debt_consolidation,0.1392,273.1,11.21182037,4.2,677,5369.958333,9172,66,1,0,1,0
1,debt_consolidation,0.167,464.19,10.95430918,19.89,682,2910,3368,99.1,0,0,0,0
1,credit_card,0.1114,196.83,11.85153827,17.3,717,5220,61431,74.1,2,0,0,0
1,all_other,0.1287,269.07,10.66895539,15.04,702,9720.958333,4616,41.6,1,1,0,0
1,debt_consolidation,0.1183,497.01,11.0544285,15.87,732,8460,26127,44.8,1,0,0,1
1,debt_consolidation,0.1357,441.6,10.58882935,24.04,702,8850,20688,91.5,0,0,0,1
1,all_other,0.1148,395.63,10.04342339,0,777,7050,0,0,4,0,0,0
1,all_other,0.16,98.45,10.41619141,14.77,662,1319.958333,339,12.1,2,0,0,1
1,debt_consolidation,0.1287,235.44,11.08220409,9.12,687,2250,7361,72.2,0,0,0,0
1,debt_consolidation,0.1253,234.27,10.91508846,21.23,697,5399.958333,28606,84.1,0,0,0,0
1,debt_consolidation,0.1218,372.96,10.49127422,11.1,707,6449.958333,17715,79,0,0,0,0
1,home_improvement,0.0859,379.33,11.77528973,6.61,772,5820,11867,21.4,3,0,0,0
1,debt_consolidation,0.1183,497.01,12.11448353,9.26,732,5700.958333,75854,46.2,1,1,0,1
1,debt_consolidation,0.0894,317.72,11.22524339,12.64,737,5280,36161,46.4,1,0,0,0
1,major_purchase,0.1218,149.85,11.33857208,0.07,707,3660,5,0.1,0,0,0,0
1,debt_consolidation,0.1426,343.06,10.86856845,13.49,687,5640,7573,48.5,2,0,0,1
1,debt_consolidation,0.1114,426.45,10.98529272,18.63,742,5520,25195,24.2,0,0,0,0
1,credit_card,0.1287,807.2,12.61153775,0.54,777,4319.958333,5068,46.1,1,0,0,0
1,debt_consolidation,0.1565,874.66,11.98292909,16.79,687,2520,30459,67.8,1,0,0,0
1,debt_consolidation,0.1496,346.45,12.01370075,10.33,722,4770,27495,98.2,0,0,0,0
1,debt_consolidation,0.1114,557.66,11.23848862,6.65,762,6839.958333,6542,32.7,1,0,0,1
1,debt_consolidation,0.0894,158.86,10.08580911,19.2,727,1950,5089,56.5,0,0,0,0
1,debt_consolidation,0.1461,172.38,11.00209984,20.92,712,5674.958333,3179,20.6,1,0,0,0
1,all_other,0.0774,185.76,10.71441777,11.39,792,4410,711,2.5,1,0,0,0
1,all_other,0.0774,56.2,10.2111193,1.46,787,5490,2701,3.2,4,0,0,0
1,debt_consolidation,0.1183,614.64,10.66895539,5.86,732,4649.958333,10133,25.6,2,0,0,0
1,debt_consolidation,0.1774,432.26,11.08214255,24.13,677,5100,19714,97.6,0,0,0,0
1,credit_card,0.0859,79.03,11.35040654,23.53,732,7169.958333,80572,71.4,0,0,0,0
1,debt_consolidation,0.1322,304.21,10.96819829,16.9,677,4289.958333,11274,72.5,3,0,0,0
1,all_other,0.1287,319.52,11.91839057,2.5,697,5069.958333,3267,12.1,0,0,0,0
1,credit_card,0.1114,57.41,9.998797732,8.02,722,2190,1838,14.9,0,0,0,0
1,small_business,0.1843,305.51,10.4125917,4.18,667,1800,3244,73.7,1,0,0,0
1,credit_card,0.1114,98.42,10.08580911,8.7,722,1830,6941,39.2,0,0,0,0
1,debt_consolidation,0.1531,870.39,11.00209984,22.38,697,4289.958333,42430,81.8,0,0,0,0
1,all_other,0.1496,554.32,11.00209984,21.54,677,12480,36095,65.9,1,1,0,0
1,debt_consolidation,0.1218,832.5,11.53751466,7.49,737,7499.958333,67492,55.7,0,0,0,0
1,all_other,0.1357,169.85,10.2181523,21.42,677,1890,8817,76,1,0,0,0
1,credit_card,0.0774,93.66,11.25507141,7.33,742,10230,37721,64.6,0,0,0,0
1,debt_consolidation,0.1357,95.12,11.09922655,11.16,672,5729.958333,26343,83.4,1,0,0,0
1,small_business,0.1496,866.13,11.22524339,6.3,792,7020,3793,14.3,2,0,0,0
1,credit_card,0.0894,508.35,11.23843599,6.79,772,5009.958333,7254,15.4,1,0,0,0
1,credit_card,0.16,878.94,11.28983191,17.83,682,5160,17426,52.2,2,0,0,0
1,all_other,0.1218,166.5,10.43399815,2.22,697,2519.958333,2070,60.9,3,0,0,0
1,debt_consolidation,0.0859,410.94,10.75363848,2.87,782,6630,6049,19.1,0,0,0,0
1,credit_card,0.1183,457.25,10.91508846,20.86,717,4470,21981,59.6,1,0,0,0
1,debt_consolidation,0.1253,284.47,11.01856357,16.11,697,2459.958333,9836,69.8,1,0,0,0
1,debt_consolidation,0.1461,827.41,11.82041016,21.94,697,4440,124784,73.2,0,0,0,0
1,all_other,0.074,139.77,11.39657141,6.77,787,5820,6986,12.3,0,0,0,0
1,home_improvement,0.1218,499.5,11.30220443,13.1,767,4290.958333,7135,8.3,1,0,0,0
1,major_purchase,0.0774,218.54,11.56171563,7.27,767,10439.95833,7283,7.6,0,0,0,0
1,debt_consolidation,0.0774,280.97,10.91508846,9.93,777,6240,3940,8.9,1,0,0,0
1,all_other,0.074,217.42,10.73639668,23.87,772,2912,1095,5.2,2,0,0,0
1,home_improvement,0.1183,516.89,11.22524339,17.26,732,5880,256,1.7,0,0,1,0
1,all_other,0.1426,205.84,10.60905725,20.83,697,1260,12,1.5,2,0,0,0
1,all_other,0.1426,144.09,10.12647109,5.14,687,3420,0,0,3,2,0,0
1,debt_consolidation,0.1635,883.23,11.88446143,14.32,682,4619.958333,30427,86.9,1,0,0,0
1,debt_consolidation,0.167,887.54,11.91839057,24.77,677,8670.958333,56883,93.3,1,1,0,0
1,credit_card,0.1218,333,11.1844214,13.82,712,5669.958333,36014,66.1,3,0,0,0
1,credit_card,0.1357,339.69,10.71441777,8.75,682,6360,24223,72.7,0,0,0,0
1,debt_consolidation,0.16,878.94,11.48246626,15.06,697,6149.958333,62551,90.1,0,0,0,0
1,all_other,0.1531,835.57,11.73606902,11.71,682,5910,36598,74.4,0,0,0,1
1,all_other,0.0774,187.32,11.22524339,22.9,752,8999.958333,63299,64.9,2,0,0,0
1,credit_card,0.16,492.21,10.75363848,9.51,687,2040.041667,14401,92.9,0,0,0,0
1,debt_consolidation,0.1148,131.88,10.73639668,22.93,717,3690,0,0,0,0,0,0
1,debt_consolidation,0.16,421.89,11.73606902,23.85,662,6089.958333,61956,85.6,2,1,0,0
1,debt_consolidation,0.0894,317.72,10.53209621,13.73,787,5039.958333,417,3.2,2,0,0,0
1,debt_consolidation,0.16,189.85,10.81977828,10.61,662,3119.958333,1487,92.9,0,0,0,0
1,all_other,0.1392,682.74,11.35035948,12.61,707,6419.958333,197,0.5,2,0,0,0
1,all_other,0.1183,397.61,11.28978191,18.9,732,3660,11061,46.1,1,0,0,1
1,debt_consolidation,0.1322,669.26,11.58058411,17.05,707,3990,23075,67.3,0,0,0,1
1,small_business,0.1392,102.42,12.20607265,5.35,727,5309.958333,5415,12.8,1,1,1,0
1,debt_consolidation,0.0774,288.78,11.1124479,8.17,777,5789.958333,18147,16.7,1,0,0,1
1,credit_card,0.1253,317.93,11.00209984,5.42,702,2129.958333,13228,45.6,0,0,0,0
1,small_business,0.1531,278.53,10.91508846,19.66,752,3239.958333,39644,10.3,1,0,0,0
1,debt_consolidation,0.1392,307.24,10.30895266,12.04,692,1444,7171,59.3,0,0,0,0
1,all_other,0.1253,568.93,11.22524339,14.15,727,3179.958333,4071,30.2,1,0,0,0
1,debt_consolidation,0.1461,629.18,10.66886237,20.23,702,4440,28607,95,2,0,0,0
1,debt_consolidation,0.1496,55.44,11.00209984,6.42,692,1860,4050,98.8,2,0,0,0
1,home_improvement,0.1183,497.01,10.49127422,12.27,742,2879.958333,0,0,2,0,0,0
1,all_other,0.1531,97.49,9.61580548,6.8,667,1110,456,22.8,1,2,0,0
1,debt_consolidation,0.1426,154.38,10.59663473,2.34,687,1560,1847,42,1,0,0,0
1,home_improvement,0.0894,95.32,10.89673933,7.44,717,4380,9166,27,1,1,0,0
1,small_business,0.16,703.15,11.60823564,18.13,717,10740,22784,82,0,0,0,1
1,all_other,0.1114,49.21,9.769727562,20.37,712,2610,5013,68.7,0,0,0,1
1,home_improvement,0.1183,662.68,11.46163217,4.24,747,6749.958333,15773,48.2,2,0,0,1
1,debt_consolidation,0.1531,417.79,10.81985828,5.59,667,1830,6804,74,1,0,0,0
1,debt_consolidation,0.1148,659.37,11.51292546,11.02,752,3239.958333,1492,6.1,3,0,0,0
1,debt_consolidation,0.1287,815.61,11.81303006,8.08,717,3839.958333,26361,73.2,1,0,0,1
1,credit_card,0.1913,201.97,11.87756858,3.58,662,5130,0,74.4,1,0,0,0
1,debt_consolidation,0.1253,150.6,11.00209984,1.12,687,7499.958333,1916,43.5,0,0,1,1
1,debt_consolidation,0.1461,163.76,9.546812609,10.71,677,1140,3798,50.6,2,0,0,0
1,all_other,0.0859,177.02,11.8277654,12.15,737,6600,38084,81,3,0,0,1
1,all_other,0.1287,840.83,10.93310697,9.96,717,4478,9880,72.1,0,0,0,0
1,debt_consolidation,0.1218,532.8,11.00209984,16.4,712,6960,12295,38.5,0,0,0,0
1,debt_consolidation,0.1322,515.46,10.59663473,22.41,697,5009.958333,14876,56.1,1,0,0,1
1,debt_consolidation,0.1253,261.04,10.54534144,16.42,717,1860,25608,65.9,0,0,0,0
1,all_other,0.1253,184.07,10.30895266,16.2,687,3090,23509,54.8,0,0,0,0
1,debt_consolidation,0.1392,443.78,10.96812932,19.24,682,4949.958333,17599,28.3,3,2,0,0
1,all_other,0.1322,101.41,10.49127422,22.43,677,5369.958333,12905,81.2,1,0,1,0
1,debt_consolidation,0.1357,407.63,12.04355372,5.51,712,8249.958333,31895,66.6,3,0,0,0
1,debt_consolidation,0.1322,270.41,10.30895266,11.76,682,2138.958333,9036,82.9,0,0,0,0
1,credit_card,0.1357,190.23,11.15625052,17.47,692,7831,48280,97.7,3,0,0,0
1,credit_card,0.0751,186.66,11.71177632,1.46,747,4569.041667,10817,49.6,1,0,0,0
1,all_other,0.1531,191.49,10.66895539,0.28,677,3390,68,2.5,0,0,0,0
1,debt_consolidation,0.1183,662.68,11.1124479,11.95,742,6030,19086,67.4,1,0,0,0
1,credit_card,0.1183,596.41,11.75978554,12.92,742,6809.958333,12204,64.6,4,0,0,0
1,all_other,0.0894,476.58,11.53272809,6.21,772,4110,4054,6,2,0,0,0
1,credit_card,0.074,65.23,11.6351431,13.19,747,4229.958333,19548,37.2,0,0,0,0
1,debt_consolidation,0.1253,301.2,11.88448902,9.76,722,5399.958333,110441,96.6,0,0,0,1
1,small_business,0.16,281.26,11.40756495,6.03,702,6690,362,36.2,1,0,0,0
1,home_improvement,0.0894,508.35,11.69524702,7.85,772,8760,92944,20.6,0,0,0,0
1,credit_card,0.1218,399.6,10.59663473,19.86,707,3509.958333,9777,72.4,2,0,0,0
1,all_other,0.1531,261.12,10.51867319,21.15,662,2910,722,60.2,2,0,0,1
1,debt_consolidation,0.1218,266.4,10.81977828,8.54,702,2280,7690,65.6,0,0,0,0
1,major_purchase,0.0894,158.86,10.54534144,18.54,727,4020,13862,74.5,0,0,0,0
1,debt_consolidation,0.1461,706.74,11.00209984,23.86,687,8071,4503,35.7,1,3,0,0
1,debt_consolidation,0.1183,238.57,11.15619338,23.33,707,5069.958333,31485,64.4,3,0,0,0
1,major_purchase,0.0894,206.52,11.11654398,12.49,777,3633,21760,63.2,0,0,0,0
1,debt_consolidation,0.1565,874.66,11.51292546,14.02,692,4559.958333,24594,64.3,0,0,0,0
1,all_other,0.074,77.65,10.37349118,11.48,762,2910,1641,14.9,0,0,0,0
1,all_other,0.0894,222.41,10.71441777,15.2,722,3631,5764,31.5,1,0,0,1
1,debt_consolidation,0.16,281.26,11.00209984,6.78,672,4080,0,0,2,1,0,0
1,major_purchase,0.1392,51.21,10.37349118,4.09,682,2550,286,35.7,2,0,0,0
1,debt_consolidation,0.1253,200.8,11.15619338,17.28,687,4800,33711,81.6,2,0,0,0
1,credit_card,0.1253,60.24,10.23995979,15.21,677,2700,4293,66,2,0,0,0
1,credit_card,0.1114,213.23,11.13458902,3.43,717,7779,9846,59.7,1,0,0,0
1,educational,0.074,86.97,10.81769612,7.96,807,14310,562,1,0,0,0,0
1,all_other,0.0859,105.9,11.00209984,22.54,727,4500,32143,61.7,0,0,0,0
1,debt_consolidation,0.167,319.52,10.91508846,6.83,662,1140,8419,65.8,0,0,0,0
1,all_other,0.1392,819.29,11.28978191,9.67,742,3479.958333,254,1.1,6,0,0,0
1,debt_consolidation,0.1426,205.84,11.15619338,18.4,682,3962.958333,9442,92.6,2,0,0,0
1,all_other,0.0859,195.99,11.00209984,19.1,742,5429.958333,9367,36.7,0,0,0,0
1,all_other,0.1322,202.81,10.34817337,17.96,712,1440,766,51.1,0,0,0,0
1,home_improvement,0.1392,256.03,11.74403719,11.86,677,4619.958333,20685,72.9,1,1,0,0
1,debt_consolidation,0.1218,832.5,10.73630972,11.3,747,6930,13873,15.5,4,0,0,0
1,debt_consolidation,0.1253,120.48,10.78915411,24.47,692,2159.958333,15888,75.7,0,0,0,1
1,credit_card,0.1357,203.82,11.31447453,19.93,697,6930,52116,95.3,0,0,0,0
1,debt_consolidation,0.1183,397.61,11.71177632,11.02,712,8888.041667,38771,38.5,1,0,0,0
1,all_other,0.16,140.63,10.62619354,19.63,667,1470,5277,97.7,1,0,0,0
1,debt_consolidation,0.1218,333,10.59653473,23.01,772,4500,0,5.34,2,0,0,0
1,all_other,0.0894,222.41,10.46310334,10.49,757,2820.958333,15269,76.7,0,0,0,0
1,debt_consolidation,0.1461,137.91,10.81977828,10.01,692,2759.958333,1412,94.1,0,0,0,0
1,debt_consolidation,0.1322,236.61,11.28978191,0.22,812,11519.95833,182,3.6,2,0,0,0
1,debt_consolidation,0.1426,428.83,10.40426284,8.11,692,3959.958333,16941,36.5,2,0,0,0
1,credit_card,0.0894,155.69,10.81977828,10.66,757,3301,5076,22.7,0,0,0,0
1,all_other,0.074,124.24,10.87237073,17.24,782,9089.958333,2765,9.4,1,0,0,0
1,major_purchase,0.0859,292.4,10.12647109,22.9,757,2101.958333,3803,11.7,1,0,0,0
1,small_business,0.1531,478.71,10.20492459,15.53,737,1769.958333,48,1.8,0,0,0,0
1,educational,0.1426,377.37,11.72803684,16.3,692,13170,62587,77.4,3,0,0,0
1,home_improvement,0.0774,312.19,11.30713055,12.6,772,5069.958333,12212,19,2,0,0,0
1,debt_consolidation,0.1496,623.61,11.53272809,20.45,697,6210,45410,41.2,0,0,0,0
1,small_business,0.1635,537.01,10.6454249,18.57,707,7710,21389,69.9,1,0,0,0
1,debt_consolidation,0.1426,168.1,11.06663836,12.9,687,1140,2628,46.9,1,0,0,0
1,credit_card,0.1287,235.44,10.03801845,19.56,707,3000,12315,94.7,1,0,0,0
1,debt_consolidation,0.1565,195.93,11.77528973,6.94,667,7229.958333,9044,93.2,0,0,0,0
1,debt_consolidation,0.1774,720.42,12.20607265,8.89,662,5069.958333,24724,46.1,3,2,0,1
1,debt_consolidation,0.1253,811.56,12.20607265,10.84,727,5580,72210,73.7,0,0,0,0
1,all_other,0.0894,63.55,11.22524339,7.18,752,1739.958333,0,0,4,0,0,0
1,debt_consolidation,0.1183,331.34,10.4125917,9.56,747,3300,9424,50.4,0,0,0,0
1,all_other,0.1148,395.63,10.30895266,18.2,737,3000,434,3.3,1,1,0,0
1,debt_consolidation,0.1183,795.22,11.40756495,10.21,752,9510,54147,53.5,0,0,0,1
1,home_improvement,0.1496,173.23,11.25161265,16.99,662,8550,9586,41.5,2,4,0,0
1,debt_consolidation,0.1496,173.23,11.60823564,11.92,667,3569.958333,21753,90.6,2,1,0,0
1,debt_consolidation,0.1392,348.2,10.91508846,19.75,687,4289.958333,7201,92.3,0,0,0,0
1,debt_consolidation,0.1322,40.57,10.03819326,10.54,682,1709.958333,4826,57.5,2,0,0,0
1,debt_consolidation,0.1565,174.94,10.12647109,18.39,677,1530,663,51,1,1,0,1
1,debt_consolidation,0.1287,164.81,11.21182037,5.98,707,5729.958333,3052,76.3,0,0,0,0
1,debt_consolidation,0.167,674.53,10.88743693,19.87,667,3904.958333,17176,73.4,1,0,0,1
1,debt_consolidation,0.0894,508.35,10.91508846,9.38,777,5940,16018,38,0,0,0,0
1,all_other,0.074,82.31,9.210340372,1.2,807,3899.958333,82,2.3,0,0,0,1
1,home_improvement,0.1183,132.54,10.71441777,8.43,742,1289.958333,450,1.7,2,0,0,0
1,major_purchase,0.0705,92.7,10.1266311,8.16,777,2910,415,6.8,1,0,0,0
1,debt_consolidation,0.1392,273.1,10.63535051,23.69,682,5250,9728,91.9,0,0,0,0
1,all_other,0.1357,237.78,10.59653473,16.32,702,4470,911,45.5,0,1,0,0
1,all_other,0.074,93.18,10.59663473,5.55,757,7949.958333,13315,61.4,0,0,0,0
1,all_other,0.1218,166.5,10.91508846,22.45,702,1800,16957,67,3,0,0,1
1,debt_consolidation,0.1287,420.42,10.54534144,10.39,707,3119.958333,12343,67.8,0,0,0,1
1,all_other,0.0859,63.23,10.27090459,15.96,732,1830,4545,16.2,0,0,0,0
1,debt_consolidation,0.1114,82.01,11.15625052,18.09,712,8130,14482,84.2,0,0,0,1
1,debt_consolidation,0.1357,611.44,11.05089001,24.4,697,4201.958333,19525,59,1,0,0,0
1,small_business,0.1704,89.19,10.81977828,13.66,692,3869.958333,11999,96.8,1,0,0,0
1,educational,0.0774,93.66,9.546812609,21.51,757,2129.958333,2520,13.3,0,0,0,0
1,all_other,0.1461,275.81,11.69524702,0,687,5190,0,0,0,0,0,0
1,debt_consolidation,0.1426,686.12,11.22524339,8.02,687,3479.958333,15278,76.4,3,0,0,0
1,debt_consolidation,0.1531,348.16,10.49127422,14.83,667,1769.958333,6922,74.4,2,0,0,0
1,educational,0.074,93.18,11.38509209,5.58,792,5069.958333,0,0,0,0,0,0
1,debt_consolidation,0.1322,507.01,11.53272809,6.64,697,5011.958333,9271,47.1,1,0,0,0
1,credit_card,0.1287,645.76,11.28978191,10.93,742,2610,222,2.8,0,1,0,1
1,all_other,0.074,186.36,11.55718156,1.23,807,5311.958333,19647,27.4,0,0,0,0
1,major_purchase,0.074,83.86,11.51192496,0.18,802,6179.958333,1269,2,2,0,0,0
1,all_other,0.1114,262.43,11.35040654,17.39,727,3119.958333,19388,48.6,0,0,0,0
1,all_other,0.1148,659.37,11.21182037,14.06,797,4229.958333,177,1.4,0,0,0,0
1,debt_consolidation,0.1183,477.13,11.46163217,11.52,717,7680,19757,30.1,3,0,0,0
1,all_other,0.0894,190.63,10.08580911,8.05,727,3060,2489,15.6,0,0,0,0
1,all_other,0.1322,507.01,10.30895266,17,702,4770,0,0,0,0,0,0
1,all_other,0.1357,163.05,11.09741002,6.29,697,3539.958333,500,25,0,0,0,0
1,all_other,0.1183,79.53,10.81577026,6.94,702,3599.958333,107,8.9,1,0,0,0
1,all_other,0.1635,529.94,12.25486281,19.33,672,6029.958333,26388,94.2,1,0,1,1
1,debt_consolidation,0.0894,285.95,10.51867319,4.51,742,6930,8321,30.7,0,0,0,0
1,debt_consolidation,0.0894,532.18,10.71441777,13.81,787,7949.958333,2669,22.2,0,0,0,0
1,debt_consolidation,0.1461,517.13,10.91508846,6.74,677,5222,306,38.2,1,3,0,0
1,debt_consolidation,0.1531,417.79,11.13453063,13.1,672,4020,14606,92.4,1,1,0,0
1,debt_consolidation,0.1253,267.74,10.75798798,22.9,697,3660,7013,54.8,1,0,0,0
1,credit_card,0.1565,174.94,10.81977828,8.14,667,1320.958333,20111,50.8,3,0,0,0
1,debt_consolidation,0.1357,169.85,10.29768947,15.53,682,3330,3262,93.2,2,0,0,1
1,debt_consolidation,0.0894,476.58,11.40756495,8.99,782,10199.95833,17908,20.3,1,0,0,0
1,debt_consolidation,0.1218,499.5,11.60823564,5.78,722,7229.958333,33436,50.6,0,0,0,0
1,home_improvement,0.1809,361.96,11.26830288,21.69,667,3330,67776,98.2,2,0,0,0
1,credit_card,0.1253,535.47,10.87804719,22.96,717,5970,16902,88,0,0,0,0
1,major_purchase,0.0894,38.13,10.08580911,22.9,727,2369.958333,6675,23.3,1,0,0,0
1,small_business,0.1496,788.18,11.00209984,7.3,782,4619.958333,2247,18.6,0,0,0,1
1,debt_consolidation,0.0894,317.72,11.40756495,10.47,767,9630,93093,1.4,0,0,0,0
1,major_purchase,0.1392,273.1,11.35035948,5.99,682,2942,3634,55.9,0,1,0,0
1,educational,0.1218,832.5,11.28978191,12.36,737,4979.958333,47256,31.6,1,0,0,1
1,all_other,0.1218,333,11.14481394,18.22,712,5820,17604,72.1,0,0,0,0
1,all_other,0.0774,280.97,11.68687877,8.47,787,6120.958333,2525,7.3,0,0,0,0
1,debt_consolidation,0.1322,540.81,11.00209984,11.76,707,4199.958333,8834,70.7,0,1,0,0
1,home_improvement,0.1287,201.8,10.77895629,0,717,4110,0,0,2,2,0,0
1,debt_consolidation,0.1392,512.06,10.46310334,14.5,682,3539.958333,17717,67.4,3,0,0,0
1,debt_consolidation,0.1253,401.6,11.22524339,3.74,722,7500.958333,23762,44.5,2,0,0,0
1,debt_consolidation,0.1253,334.67,11.06663836,10.78,702,4800,26373,78.5,1,1,0,0
1,all_other,0.1218,333,11.00209984,2.82,712,3330,1250,5.6,1,0,0,0
1,credit_card,0.1287,454.05,11.25813644,15.88,702,8579.958333,14255,57.7,0,0,0,0
1,small_business,0.1982,185.37,10.85892207,5.53,692,1482.041667,1025,22.3,1,0,0,0
1,major_purchase,0.1253,802.36,10.81769612,12.46,757,3930.958333,0,0,2,0,0,1
1,small_business,0.1635,883.23,11.28983191,9.81,712,4349.958333,24425,72.6,0,0,0,0
1,home_improvement,0.0894,476.58,11.26446411,13.82,777,6839.958333,737,5.7,3,0,0,0
1,debt_consolidation,0.1287,403.6,11.15625052,22.47,697,4080,13260,66.6,2,0,0,1
1,educational,0.0859,126.45,8.987196821,9.45,737,4349.958333,2892,42.5,2,0,0,0
1,debt_consolidation,0.1218,333,10.34817337,22.77,707,7949.958333,5274,17.6,2,0,0,0
1,debt_consolidation,0.1496,866.13,11.9381932,16.55,702,7139.958333,23798,48.7,3,1,0,1
1,all_other,0.1426,445.98,10.27505111,13.37,707,4830,69,7.7,0,0,0,0
1,home_improvement,0.0894,301.83,11.69274389,2.84,747,6330,84712,57.7,1,0,0,0
1,home_improvement,0.1392,409.65,11.40756495,13.99,687,7949.958333,21648,86.9,0,1,0,0
1,all_other,0.1114,656.07,11.26446411,17.2,772,3000,1401,9.2,1,0,0,1
1,all_other,0.1183,331.34,10.9331784,13.05,727,4619.958333,2624,48.6,0,0,0,0
1,home_improvement,0.1392,682.74,13.45883561,3.09,697,3869.958333,6960,44.6,0,0,0,1
1,credit_card,0.1114,278.83,11.28978191,9.81,727,3239.958333,18654,54.1,3,0,0,0
1,debt_consolidation,0.0774,212.29,11.19821472,4.9,762,4319.958333,12296,19.6,0,0,0,0
1,all_other,0.1148,131.88,10.59663473,0,802,4740,0,0,1,0,0,0
1,debt_consolidation,0.1426,617.51,11.08214255,16.04,682,3300,6868,71.5,0,0,0,0
1,debt_consolidation,0.0894,55.61,9.169518377,21.25,732,2640,2385,54.2,1,0,0,1
1,home_improvement,0.0774,265.36,10.6465671,23.77,782,9630,9955,20,0,0,0,0
1,debt_consolidation,0.1253,502,10.70395792,20.78,707,3420,14145,43.5,0,0,0,0
1,all_other,0.1148,659.37,12.10071213,0.39,812,5970,4085,4.7,0,0,0,0
1,debt_consolidation,0.1531,870.39,11.15625052,20.45,697,6240,24105,84.6,0,0,0,0
1,debt_consolidation,0.0894,381.26,11.60823564,8.95,757,4860,6535,9,2,0,0,0
1,debt_consolidation,0.1635,671.26,11.63444374,21.5,667,10499.95833,83317,72.2,0,0,0,0
1,debt_consolidation,0.1322,338.01,10.46310334,8.09,687,1830,8907,61.9,0,0,0,0
1,credit_card,0.0894,476.58,11.00209984,16.16,772,7830,25415,27.6,2,0,0,0
1,debt_consolidation,0.1218,199.8,10.37349118,24,692,5039.958333,9690,49.2,0,0,0,0
1,all_other,0.1218,99.9,10.62132735,6.67,742,4470,4561,95,3,0,0,0
1,debt_consolidation,0.1322,152.11,10.32728362,4.32,692,5160,3371,88.7,1,0,1,0
1,all_other,0.1218,666,11.26446411,9.66,722,2010.958333,15129,42.4,3,0,0,0
1,all_other,0.1114,328.04,10.53049493,14.13,722,1920,6811,56.8,0,0,0,0
1,debt_consolidation,0.0894,203.34,10.2791805,18.13,732,2462.958333,8713,41.3,1,0,0,0
1,educational,0.1461,137.91,10.91501573,3.16,667,7410,3864,52.9,2,0,0,1
1,small_business,0.16,421.89,11.1844214,17.48,747,4350.958333,1249,6.1,6,0,0,1
1,debt_consolidation,0.1253,803.2,10.91616952,21.55,727,6300,21216,64.1,0,0,0,0
1,educational,0.1114,164.02,11.17064696,10.26,727,7470,1893,24.7,0,0,0,0
1,debt_consolidation,0.1218,133.2,9.903687533,7.32,692,8850,3156,26.7,0,1,0,0
1,debt_consolidation,0.1704,249.72,11.18924309,23.39,672,3989.958333,4908,34.6,0,2,0,0
1,educational,0.1287,44.57,10.16585182,19.29,702,2819.958333,20493,95.3,0,0,0,1
1,debt_consolidation,0.1461,836.03,11.62621844,17.19,697,7020,53723,82.2,2,0,0,0
1,all_other,0.0859,158.06,9.798127037,7.33,752,3630,2494,40.2,1,0,0,0
1,debt_consolidation,0.1913,257.05,11.04132055,13.52,662,8130,7461,99.5,0,0,0,0
1,small_business,0.1565,104.96,10.59663473,5.82,687,5550,7285,23.5,2,0,1,0
1,debt_consolidation,0.1287,538.14,11.00209984,10.42,717,3360,15949,92.7,1,0,0,1
1,educational,0.1461,144.8,11.23848862,15.28,667,3869.958333,15578,91.1,0,0,0,0
1,debt_consolidation,0.1392,682.74,11.35035948,15.02,712,5729.958333,27564,93.8,0,0,0,0
1,major_purchase,0.1218,499.5,10.37349118,2.7,752,1709.958333,71,0.5,2,0,0,0
1,debt_consolidation,0.1357,434.8,11.15625052,16.3,702,5610,17304,90.1,2,0,0,0
1,small_business,0.1531,60.93,9.61580548,22.72,692,1832,4197,56,0,0,0,1
1,all_other,0.1114,328.04,10.49127422,4.77,747,1679.958333,172,0.9,0,0,0,0
1,debt_consolidation,0.1357,67.94,11.51288546,14.04,687,6539.958333,44489,97.6,1,0,0,0
1,debt_consolidation,0.0894,381.26,11.15625052,14.66,747,5339.958333,15836,73.7,2,0,0,0
1,major_purchase,0.0859,158.06,10.59663473,7.62,802,6809.958333,0,0,1,0,0,0
1,debt_consolidation,0.1148,323.1,10.55581274,24.75,717,2159.958333,6095,23.4,1,0,0,0
1,all_other,0.1426,171.53,11.31442574,9.34,667,3660,4232,46,1,0,0,0
1,debt_consolidation,0.1183,795.22,11.05601968,19.82,752,5040.958333,11046,65.4,0,0,0,0
1,major_purchase,0.16,210.95,11.08214255,13.42,662,5130,4543,29.5,2,0,2,0
1,credit_card,0.1426,574.63,10.77895629,23.32,682,3360,21107,55,1,1,0,0
1,home_improvement,0.1114,492.06,11.15625052,13.68,802,5729.958333,1248,3.7,2,0,0,0
1,all_other,0.0859,316.11,11.08214255,14.99,787,5699.958333,1034,3.9,0,0,0,0
1,all_other,0.1565,279.89,10.73639668,7.43,692,2190,4504,60.9,0,0,0,0
1,debt_consolidation,0.1148,197.82,10.59663473,18.24,712,5009.958333,15955,70.9,1,0,0,0
1,debt_consolidation,0.1183,659.37,11.06663836,8.18,737,6946,27095,67.1,2,0,0,1
1,debt_consolidation,0.1218,666,11.20504069,22.32,727,11340,33980,74.7,0,0,0,0
1,major_purchase,0.1253,200.8,10.858999,21.72,692,3450,4742,36.8,0,0,0,0
1,small_business,0.1635,211.98,11.42573225,0.84,782,4890,0,0,0,0,0,1
1,debt_consolidation,0.1739,286.78,11.18996158,19.59,667,7020,19892,67,1,0,1,0
1,debt_consolidation,0.0894,317.72,11.14186178,9.53,742,2489.958333,3613,5.7,0,0,0,0
1,debt_consolidation,0.0894,158.86,10.1266311,18.05,742,3090,9268,47.5,1,0,0,1
1,debt_consolidation,0.1287,201.8,10.75790288,3.75,692,5100,3343,77.7,1,1,0,0
1,debt_consolidation,0.1218,807.53,11.88172659,10.39,747,9240,39716,37.5,1,0,0,0
1,debt_consolidation,0.0894,285.95,10.64875269,11.33,737,3450,13421,67.4,0,0,0,1
1,debt_consolidation,0.1114,246.03,10.95080655,19.79,732,4649.958333,4451,13.5,1,0,1,0
1,home_improvement,0.0859,151.73,10.20507253,22.5,752,2429.958333,974,4.3,1,0,0,0
1,debt_consolidation,0.1253,368.13,11.29601246,11.33,707,2940,21742,31.2,1,0,0,0
1,debt_consolidation,0.1114,352.64,10.23995979,21,727,7800,8850,52.1,1,0,0,0
1,home_improvement,0.1322,845.02,10.858999,9,752,1443,2951,20.6,0,0,0,0
1,debt_consolidation,0.1287,53.82,10.13459927,12.14,677,1980,10591,32.8,0,0,0,0
1,debt_consolidation,0.1287,504.5,10.59663473,22.74,707,2819.958333,17328,79.9,0,0,0,0
1,debt_consolidation,0.1287,134.54,11.08214255,14.73,692,3030,13154,88.3,1,0,0,0
1,major_purchase,0.1183,145.79,10.77895629,3.52,742,4200,3850,58.3,2,0,0,0
1,home_improvement,0.1322,338.01,11.1844214,0.93,737,1409.958333,3714,18.2,0,0,0,1
1,debt_consolidation,0.1322,324.49,11.04292184,15.76,697,5039.958333,5954,87.6,3,0,0,0
1,small_business,0.1704,713.49,11.54248427,7.6,707,5220,54633,44.4,0,0,0,0
1,debt_consolidation,0.16,457.05,10.46244598,18.87,662,3090,18554,79.6,1,0,0,0
1,major_purchase,0.074,62.12,10.16585182,13.71,767,2879.958333,1883,6.5,2,0,0,0
1,debt_consolidation,0.1739,645.26,11.22390917,11.84,672,1591,12798,93.2,1,0,0,1
1,debt_consolidation,0.1218,249.75,13.5670492,0.6,707,5550,6332,21.5,0,0,1,0
1,small_business,0.1843,363.7,11.40087596,1.26,702,3119.958333,3327,23.8,2,0,0,0
1,all_other,0.1183,828.35,10.81977828,13.27,757,8339.958333,6606,35.7,0,0,0,0
1,all_other,0.0894,222.41,10.49127422,2.6,752,3270,0,0,0,0,0,0
1,all_other,0.1148,164.85,10.99065122,16.49,717,4619.958333,0,36.94,0,0,0,0
1,debt_consolidation,0.1496,866.13,10.87804719,13,707,3869.958333,9784,77.2,0,0,0,0
1,all_other,0.1531,97.49,10.93310697,23.49,682,4289.958333,21076,98.5,2,0,0,0
1,debt_consolidation,0.1287,403.6,10.96335901,5.3,697,4319.958333,14722,70.1,1,0,0,0
1,debt_consolidation,0.1114,433.01,11.09741002,8.6,737,5162,26850,58.1,1,0,0,0
1,debt_consolidation,0.1357,84.93,10.49127422,19.9,672,2550,2610,27.8,1,0,0,1
1,debt_consolidation,0.1426,806.19,11.06663836,24.88,702,10409.95833,30803,84.4,1,0,0,0
1,small_business,0.1565,629.75,11.08214255,9.16,732,4200,13381,49.4,1,0,0,0
1,debt_consolidation,0.1114,164.02,10.81977828,13.51,737,9150,11919,76.9,1,1,0,0
1,debt_consolidation,0.1565,559.78,10.57131693,19.75,707,3300,19418,95.7,0,0,0,0
1,all_other,0.1218,79.92,10.71441777,20.67,697,2580,563,4.5,1,1,0,0
1,debt_consolidation,0.167,568.03,11.49272276,8.52,662,4380,31961,87.9,1,0,0,0
1,debt_consolidation,0.1322,537.43,11.14186178,20,702,4110,4326,34.1,0,0,0,0
1,debt_consolidation,0.1357,391.49,10.30895266,17.92,677,3390,11386,55.5,0,0,0,1
1,credit_card,0.0859,162.01,11.26446411,24.12,742,8639.958333,13930,50.1,0,0,0,0
1,debt_consolidation,0.1253,408.29,10.23995979,10.93,707,1950,12558,40,2,0,0,0
1,debt_consolidation,0.1287,403.6,10.81977828,11.45,692,2280,684,6.1,0,1,1,0
1,debt_consolidation,0.1183,298.21,10.49127422,11.67,727,1980,3973,44.6,1,0,0,0
1,all_other,0.0894,317.72,11.37144254,13.34,737,7169.958333,39299,54.3,0,0,0,1
1,debt_consolidation,0.1357,161.36,10.23422911,24.96,702,1740.958333,3029,94.7,1,0,0,0
1,credit_card,0.0894,190.63,11.28978191,2.96,722,4800,4893,34.7,0,0,1,0
1,debt_consolidation,0.1148,138.47,11.17043516,6.83,717,3810,11974,72.1,1,0,0,0
1,debt_consolidation,0.1218,346.32,10.96819829,19.7,712,3117.041667,7267,46.6,1,0,0,0
1,all_other,0.0859,316.11,12.20607265,0.26,797,7050,3313,2.5,0,0,0,0
1,home_improvement,0.1183,99.41,10.94022444,15.94,697,5309.958333,3066,57.8,1,0,1,0
1,debt_consolidation,0.1148,98.91,12.79385931,2.09,702,3660,1950,10.7,1,0,0,0
1,debt_consolidation,0.0894,476.58,11.78234173,1.98,807,11219.95833,8467,21.6,0,0,0,0
1,all_other,0.1287,201.8,10.50232405,1.75,682,1860,3867,32.5,2,0,0,0
1,debt_consolidation,0.1114,164.02,10.46310334,7.71,722,5399.958333,6896,41.8,0,0,0,0
1,debt_consolidation,0.1392,737.36,11.46163217,11.23,692,6301,31904,63.1,0,1,0,0
1,debt_consolidation,0.1148,430.24,11.05089001,13.33,727,3060,13046,65.2,0,0,0,0
1,all_other,0.0894,317.72,10.77895629,12.38,767,1830,1775,8.4,0,0,0,0
1,debt_consolidation,0.0774,43.71,10.59663473,7.47,732,3509.958333,15774,49.8,2,0,0,0
1,all_other,0.1183,99.41,10.42228135,15.61,697,9660,1125,23.4,2,0,0,0
1,debt_consolidation,0.1426,171.53,10.59663473,19.53,672,3780,36934,86.3,2,0,0,1
1,all_other,0.0859,316.11,10.1266311,7.2,757,2944,4355,24.1,0,0,0,0
1,credit_card,0.074,155.3,9.61580548,16.16,802,4050,811,7.7,0,0,0,0
1,debt_consolidation,0.1183,132.54,10.30895266,20.68,717,1679.958333,3866,53,0,0,0,1
1,small_business,0.1496,207.87,10.81977828,0.86,752,7619.958333,1749,24,0,0,0,0
1,debt_consolidation,0.1496,840.15,11.18351821,12.19,702,5100,34665,94.7,0,0,0,0
1,educational,0.1357,849.22,11.36789969,3.27,722,5610,5482,57.7,0,0,0,1
1,debt_consolidation,0.0859,158.06,10.37349118,14.74,732,3390,3192,23,2,1,0,0
1,major_purchase,0.1287,235.44,11.00209984,5.94,722,5759.958333,256,2,0,0,0,1
1,all_other,0.1183,66.27,10.54534144,4.8,702,4410,768,5.6,0,0,0,0
1,debt_consolidation,0.0859,189.67,10.92593848,24,732,4163.041667,9377,20.8,0,0,0,0
1,debt_consolidation,0.0859,158.06,9.903487553,10.92,742,4319.958333,5276,50.2,0,0,0,0
1,all_other,0.1114,328.04,10.30895266,8.12,732,2849.958333,15950,24.7,3,0,0,1
1,debt_consolidation,0.1392,443.78,11.1124479,21.58,687,2789.958333,19335,74.4,0,0,0,0
1,all_other,0.1253,669.33,11.04132055,3.65,782,5910,9231,30.8,0,0,0,0
1,home_improvement,0.1183,828.35,12.37073927,2.51,802,5190,2069,4,1,0,0,1
1,all_other,0.1357,108.7,10.08580911,17.5,682,2670,8794,86.2,1,0,0,0
1,debt_consolidation,0.0774,171.71,10.59663473,4.38,757,9510,3467,19.5,1,0,0,0
1,credit_card,0.0894,444.81,10.79957558,14.33,762,3660,11984,38.5,1,0,0,0
1,home_improvement,0.0894,317.72,10.54534144,4.23,742,6630,16205,33.7,1,0,0,0
1,debt_consolidation,0.167,860.91,11.74403719,17.14,682,8369.958333,46226,97.9,1,0,0,0
1,major_purchase,0.1114,328.04,11.22524339,4.53,762,2580,1312,30.5,0,0,0,0
1,credit_card,0.1322,202.81,10.62132735,4.71,702,7229.958333,5285,52.8,1,0,1,0
1,debt_consolidation,0.1357,594.45,10.96992094,13.45,692,2519.958333,5799,76.3,0,0,0,0
1,home_improvement,0.1148,98.91,11.40756495,7.96,707,4949.958333,7562,47,2,0,0,1
1,debt_consolidation,0.1287,274.12,10.93310697,23.57,687,5100,11508,51.8,0,0,0,0
1,credit_card,0.1461,482.66,13.08154138,2.09,692,4020,19868,95.5,2,0,0,0
1,debt_consolidation,0.1148,395.63,11.40756495,3.47,732,6330,20739,44.7,0,0,0,0
1,all_other,0.1253,83.67,9.639522007,20.63,697,1560,1163,14.7,1,1,0,1
1,debt_consolidation,0.1461,206.86,10.88482268,22.72,667,3390,22978,83.9,1,0,0,1
1,credit_card,0.0894,238.29,10.81977828,21.55,747,2940,7356,28.3,0,0,0,0
1,credit_card,0.1148,395.63,10.40453553,24.61,727,5970,11820,40.6,1,0,0,1
1,credit_card,0.1148,197.82,11.0084132,18.2,707,5819.958333,50935,74.4,0,0,0,0
1,debt_consolidation,0.1843,500.09,10.93310697,24.04,667,4440,17783,98.8,1,0,0,0
1,debt_consolidation,0.16,450.02,10.59663473,15.24,672,1440,15864,62.5,1,0,0,0
1,debt_consolidation,0.1357,489.15,10.49127422,10.27,692,6210,19897,72.6,2,0,0,0
1,all_other,0.16,852.57,11.55214618,3.25,682,3869.958333,172,24.6,2,0,0,1
1,all_other,0.1287,50.45,10.4744671,22.71,702,6119.958333,705,70.5,1,1,0,0
1,all_other,0.074,136.66,11.35040654,2.39,782,6660,3779,9.5,0,0,0,0
1,small_business,0.1531,870.39,11.73606902,8.14,777,2340,431,3.5,0,0,0,1
1,all_other,0.0859,177.02,10.93310697,18.06,742,3180,7556,49.2,0,0,0,0
1,debt_consolidation,0.1565,559.78,12.05058774,19.45,682,10620,101022,93.2,1,0,0,0
1,credit_card,0.0774,202.93,11.36261407,16.39,752,5580,17524,33.5,0,0,0,0
1,debt_consolidation,0.0859,189.67,10.62132735,13.23,747,2960,5672,17.1,2,0,0,0
1,all_other,0.1253,481.92,11.01862914,3.29,742,1860,400,18.2,3,0,0,0
1,all_other,0.0774,174.83,10.30895266,6.68,762,2965.041667,1251,7.3,1,0,0,0
1,credit_card,0.1426,360.22,10.81977828,5.71,677,5565,7156,56.3,2,0,0,0
1,credit_card,0.1218,499.5,11.03488966,20.69,727,7355,126,2.2,2,0,0,0
1,debt_consolidation,0.1357,509.53,11.22524339,12.62,702,3929.958333,6424,92.2,1,0,0,0
1,debt_consolidation,0.1357,203.82,10.54534144,4.83,697,2069.958333,1629,90.5,0,0,0,0
1,debt_consolidation,0.1148,560.47,10.42975336,18.11,742,5460,15762,28.6,0,0,0,0
1,home_improvement,0.0894,251.79,13.48700649,0.03,792,6270,865,30.2,2,0,0,0
1,debt_consolidation,0.0774,241.95,10.77895629,11.75,787,3421.041667,3415,7.3,2,0,0,0
1,debt_consolidation,0.1148,494.53,10.75790288,4.98,742,4500,13430,58.9,2,0,0,0
1,debt_consolidation,0.1496,190.55,10.858999,18.74,662,4080,10655,58.2,2,0,0,0
1,credit_card,0.2017,745.01,11.08214255,15.93,662,1560,4569,95.2,0,0,0,0
1,small_business,0.1565,262.4,11.69524702,17.2,702,4830,38447,82.9,2,0,0,0
1,all_other,0.1496,207.87,10.49127422,13.8,687,1319.958333,2439,78.7,3,0,0,0
1,debt_consolidation,0.0894,158.86,11.38509209,22.09,727,8400,20017,32,0,0,0,1
1,debt_consolidation,0.1218,133.2,11.00209984,11.52,692,7619.958333,17883,73.6,1,1,0,0
1,debt_consolidation,0.1392,136.55,10.26813067,7.83,677,1709.958333,3323,75.5,0,0,0,1
1,major_purchase,0.1496,166.3,10.91508846,0,677,7080,0,0,0,0,0,0
1,debt_consolidation,0.0894,222.41,11.1124479,3.89,752,3300,5767,46.1,0,0,0,0
1,home_improvement,0.0894,317.72,10.15812977,0,797,4500,0,0,0,0,0,0
1,all_other,0.0894,222.41,11.91428215,1.24,727,3810,1330,10.1,0,0,0,0
1,debt_consolidation,0.1496,259.84,10.79957558,17.51,662,2340,9805,30.5,2,0,0,0
1,debt_consolidation,0.1218,279.72,10.46310334,24.69,702,2910,17411,64,1,0,0,0
1,home_improvement,0.1287,282.52,11.40756495,14.99,687,4170,30402,80,3,0,0,0
1,debt_consolidation,0.1148,441.78,10.46310334,20.5,727,5490,22375,26.6,2,0,0,0
1,debt_consolidation,0.0894,457.51,11.19821472,18.05,747,6149.958333,68214,8.4,2,0,0,0
1,all_other,0.1253,669.33,10.83958091,13.74,717,3752,7031,39.9,1,1,0,0
1,debt_consolidation,0.1148,461.56,10.91508846,18.92,732,2970,9646,41.6,1,0,0,0
1,credit_card,0.1287,218.62,10.75363848,3.15,692,8729.958333,6112,81.5,0,1,0,0
1,all_other,0.1253,836.66,11.66992921,12.64,732,7050,28821,52.2,0,0,0,1
1,debt_consolidation,0.1565,839.67,11.91839057,15.76,682,3913.958333,55821,87.3,0,0,0,0
1,all_other,0.1565,391.85,12.36734079,12.39,677,5459.958333,21854,37.6,2,0,0,0
1,all_other,0.1565,104.96,10.30895266,1.68,667,1470,2654,39,2,1,0,0
1,debt_consolidation,0.1114,647.87,10.30895266,2,792,5369.958333,5162,17.9,1,0,0,0
1,credit_card,0.1218,114.06,11.25257927,11.8,712,5910,63543,90.2,0,0,0,0
1,all_other,0.0894,317.72,10.49127422,4.33,747,5250,8897,32.4,1,0,0,0
1,all_other,0.1253,200.8,10.77745516,9.59,687,13109.95833,10115,70.7,0,0,0,0
1,all_other,0.1253,811.56,11.6811481,0.4,737,5280,1823,6.75,0,1,0,0
1,small_business,0.1357,186.83,10.51296069,11.19,807,15299.95833,32062,0,0,0,0,0
1,home_improvement,0.1148,263.75,10.62619354,0.79,722,8999.958333,3316,44.2,1,0,0,0
1,debt_consolidation,0.1704,517.28,10.32875529,12.98,672,3900,2057,89.4,0,0,0,1
1,educational,0.0774,46.83,9.903487553,3.42,807,4979.958333,1721,8.6,0,0,0,0
1,all_other,0.1426,274.45,10.53209621,14.78,687,4110,4986,83.1,3,0,0,0
1,home_improvement,0.0774,149.85,11.60823564,2.81,792,5520,691,0.8,0,0,0,0
1,credit_card,0.1114,492.06,11.52781408,15.93,807,6270,0,0,2,0,0,0
1,all_other,0.1253,334.67,11.13458902,11.11,702,3690,13827,52.2,1,1,0,0
1,small_business,0.1531,870.39,11.60823564,2.69,757,8130,11437,16.3,3,0,0,0
1,debt_consolidation,0.0894,293.89,10.08580911,22.25,737,12930,6738,28.2,0,0,0,1
1,debt_consolidation,0.1322,709.82,11.15944541,20.59,712,4890,19995,67.3,2,0,0,0
1,all_other,0.1114,360.84,11.38509209,8.35,762,5223,4397,48.9,0,0,0,0
1,debt_consolidation,0.1183,99.41,10.84894866,9.43,692,5765.958333,5492,70.9,2,0,0,0
1,debt_consolidation,0.1114,262.43,12.07254125,15.13,722,9630,38107,69.9,0,0,0,0
1,major_purchase,0.0774,124.88,11.15625052,5.76,797,7259.958333,825,1.4,0,0,0,0
1,small_business,0.1461,344.76,11.00209984,14.32,742,11312,41063,61.3,4,0,0,1
1,debt_consolidation,0.1426,82.34,10.54006438,21.05,667,2580,8138,62.6,0,0,0,0
1,all_other,0.1287,168.17,10.67359577,14.89,682,2429.958333,17123,75.8,3,0,0,0
1,debt_consolidation,0.1531,261.12,10.40426284,14.76,747,12002.95833,23875,12.6,5,0,0,0
1,educational,0.1148,49.46,9.287301413,6.44,797,8939.958333,2763,9,5,0,0,1
1,all_other,0.1218,49.95,10.59663473,22.23,692,2220,6834,55.1,2,0,0,0
1,debt_consolidation,0.0859,347.72,10.20359214,24.49,767,6000,5401,19.4,1,0,0,0
1,major_purchase,0.1461,55.17,8.699514748,5,677,8369.958333,369,3,1,1,0,0
1,debt_consolidation,0.1287,33.64,10.31011865,23.81,692,3989.958333,18154,91.2,0,0,0,0
1,small_business,0.1947,184.49,10.46310334,1.78,667,7619.958333,4198,44.2,0,1,0,1
1,credit_card,0.1148,824.22,11.09741002,5.89,782,4380,3577,9.4,2,0,0,0
1,major_purchase,0.0859,221.28,10.81977828,6.17,742,4272.958333,6881,28.2,0,0,0,0
1,major_purchase,0.1357,67.94,10.49127422,7.83,667,3509.958333,1790,34.4,0,0,0,0
1,debt_consolidation,0.1426,514.59,10.89673933,7.4,697,1500,1366,21,1,0,0,0
1,debt_consolidation,0.0774,156.1,10.81977828,4.51,772,4320.958333,928,2,2,0,0,0
1,debt_consolidation,0.1357,424.61,10.62132735,23.94,687,3000,8180,83.5,2,0,0,0
1,all_other,0.0705,95.79,11.28978191,10.56,772,12689.95833,5378,18.8,0,0,0,0
1,debt_consolidation,0.0774,112.39,11.60823564,7.78,742,5429.958333,15695,67.7,0,0,0,0
1,home_improvement,0.1218,807.53,11.15625052,10.29,787,4656.958333,1026,14.5,0,0,0,0
1,home_improvement,0.0894,571.89,11.69524702,3.44,797,7529.958333,21807,43.6,0,0,0,0
1,debt_consolidation,0.1982,556.1,10.68464561,5.22,667,1590,12390,98.3,1,0,0,0
1,credit_card,0.1392,204.83,11.4050284,10.35,697,3690,9572,96.7,1,0,0,0
1,debt_consolidation,0.0859,173.86,10.3859137,17.37,772,9806,14163,18.4,5,0,0,0
1,all_other,0.1218,239.76,11.61728548,22.39,707,8969.958333,37591,77.2,0,0,0,0
1,all_other,0.0774,156.1,11.22524339,2.34,792,4619.958333,0,0,0,0,0,0
1,debt_consolidation,0.1531,382.97,10.81977828,22.9,662,2610,27297,80,0,0,0,0
1,home_improvement,0.1635,247.31,10.34817337,17.19,662,10620,0,33.29,0,3,0,0
1,all_other,0.1357,339.69,11.60823564,16.12,687,3330,1584,49.5,1,0,0,0
1,debt_consolidation,0.1357,679.37,11.31447453,12.34,702,4200,24387,36.6,0,0,0,0
1,credit_card,0.1531,870.39,11.72737243,16.65,707,10590,40413,85.6,0,0,0,0
1,all_other,0.1531,348.16,10.59663473,14.31,672,2789.958333,980,32.7,3,0,0,1
1,all_other,0.1322,338.01,11.00209984,18.02,692,4589.958333,11188,42.7,2,0,0,0
1,all_other,0.167,88.76,11.8913619,24.12,682,10710,27433,56.8,1,0,0,0
1,debt_consolidation,0.1287,470.87,10.96819829,4.3,707,3239.958333,8752,53,0,0,0,0
1,debt_consolidation,0.0894,317.72,11.05089001,13.64,737,3989.958333,10326,27.8,1,0,0,0
1,credit_card,0.1392,348.2,11.00209984,9.48,682,6570,18393,71.6,2,0,0,0
1,debt_consolidation,0.0859,347.72,9.952277717,16.46,752,3629.958333,4372,21.1,1,0,0,1
1,debt_consolidation,0.1461,379.23,10.71441777,12,672,8639.958333,9311,40.5,0,0,0,0
1,debt_consolidation,0.1148,593.44,11.35040654,19.71,737,4050,3519,12.1,0,0,0,0
1,all_other,0.0774,93.66,11.35035948,11.38,762,4474,265,3.3,1,0,0,0
1,debt_consolidation,0.1183,596.41,10.59663473,12.42,737,3750,7658,36,0,0,0,0
1,all_other,0.1183,265.08,10.91508846,17.72,712,3705,21470,85.5,0,0,0,0
1,credit_card,0.1496,519.68,11.39414193,21.57,707,3599.958333,13724,87.4,0,0,0,1
1,debt_consolidation,0.1461,299.94,10.25132355,11.27,687,1170,3430,71.5,1,0,0,0
1,major_purchase,0.074,155.3,11.1844214,14.22,782,5759.958333,1751,6.1,0,0,0,0
1,home_improvement,0.0774,156.1,11.11346857,1.81,777,7199.958333,4814,23.5,0,0,0,0
1,debt_consolidation,0.1114,623.27,10.90753272,19.83,777,5730.958333,33809,22.1,1,0,0,0
1,small_business,0.2017,447.01,11.22524339,11.25,672,4530,3672,79.8,0,0,0,0
1,debt_consolidation,0.1947,258.28,11.00209984,17.08,667,1590,13859,88.5,0,0,0,0
1,educational,0.1461,68.96,10.08580911,14.86,692,1349.958333,261,87,0,0,0,0
1,home_improvement,0.1253,234.27,11.47210347,21.43,692,4740,52264,82.8,1,0,0,0
1,debt_consolidation,0.1635,706.59,11.40756495,17.43,677,4410,14218,74.8,0,0,0,0
1,major_purchase,0.0774,124.88,10.71441777,19.63,757,4201,3417,15.3,1,0,0,0
1,all_other,0.1218,499.5,11.59542669,12.25,727,6035,24573,87.4,1,0,0,0
1,small_business,0.1704,74.92,10.45045222,6.32,687,1950,8903,79.5,1,0,0,0
1,educational,0.0859,316.11,11.39075783,8.83,762,7229.958333,75336,32.6,0,0,0,0
1,credit_card,0.0774,218.54,11.28499548,2.19,797,7259.958333,0,0,0,0,0,0
1,home_improvement,0.1461,861.88,11.62625415,16.66,712,9120,65844,48.9,1,0,0,0
1,debt_consolidation,0.0859,202.31,11.02179789,7.9,747,2759.958333,5418,8.2,1,0,0,0
1,major_purchase,0.1114,131.22,9.798127037,2.8,742,2250,2135,46.4,1,0,0,0
1,debt_consolidation,0.0894,460.69,11.51292546,6.54,762,6930,7563,30,0,0,0,0
1,debt_consolidation,0.1287,210.21,10.21504483,23.73,692,3239.958333,9166,73.9,2,0,0,0
1,all_other,0.1148,494.53,12.15477935,6.35,767,7229.958333,544,2.7,2,1,0,0
1,all_other,0.1183,248.51,10.30895266,22.52,712,3599.958333,10131,39.6,0,0,0,0
1,debt_consolidation,0.0894,114.38,10.46310334,23.92,722,2250,8151,57,1,0,0,0
1,all_other,0.1253,160.64,9.505990614,2.05,717,3090,1554,23.9,2,0,0,0
1,debt_consolidation,0.1114,500.26,11.59910316,8.69,752,3899.958333,4963,14.2,1,0,0,0
1,credit_card,0.0859,113.8,11.00209984,2.9,742,3629.958333,3880,25,4,0,0,0
1,debt_consolidation,0.1114,131.22,10.69194491,22.96,717,5490,13694,83.5,0,0,0,0
1,all_other,0.0894,381.26,10.30895266,12.56,802,4349.958333,2316,4.8,0,0,0,0
1,debt_consolidation,0.1565,510.8,11.48246626,18.73,662,4440.041667,31485,58.6,0,0,0,1
1,credit_card,0.1114,459.25,10.6666271,14.21,747,3720,14447,68.8,0,0,0,0
1,debt_consolidation,0.1218,499.5,11.22524339,12.22,712,2849.958333,15191,83,1,0,0,0
1,all_other,0.1287,437.24,10.08580911,10.8,702,2640,9424,38.6,0,0,0,1
1,debt_consolidation,0.1426,720.43,11.01862914,18.85,692,5459.958333,18020,34.9,0,0,0,0
1,debt_consolidation,0.1426,626.08,10.858999,23.12,687,3627,13882,69.4,0,0,0,1
1,major_purchase,0.1114,393.65,10.85417971,24.7,737,3240.958333,9200,26.8,1,0,0,0
1,small_business,0.1287,94.18,11.52132013,0.88,777,6918,2817,9.5,0,0,0,0
1,debt_consolidation,0.1635,538.77,10.91508846,23.21,677,3660,34715,96.7,1,0,0,0
1,all_other,0.1426,51.46,10.81977828,24.43,667,4229.958333,26669,92.6,0,1,0,0
1,all_other,0.1496,691.17,11.20612853,10.29,707,1531,12560,53,0,0,0,0
1,small_business,0.1461,655.03,11.38736224,5.56,792,9636,14653,44.3,3,0,0,0
1,debt_consolidation,0.1531,389.94,10.84544603,3.16,722,4319.958333,4138,98.5,0,0,0,0
1,debt_consolidation,0.1148,395.63,12.20607265,6.11,737,6960,2874,4.7,1,0,0,0
1,major_purchase,0.0894,308.19,11.17043516,8.15,762,3420,6953,30.9,4,0,0,0
1,debt_consolidation,0.0894,476.58,11.5228758,3.07,772,6869.958333,13648,20.7,1,0,0,0
1,debt_consolidation,0.1148,52.75,11.12726298,9.21,702,3149.958333,2822,40.3,0,0,0,0
1,debt_consolidation,0.0774,156.1,12.20607265,2.52,762,9270,17604,36.1,2,0,0,0
1,debt_consolidation,0.0894,292.3,11.12726298,17.81,752,9300,38581,65.4,1,0,0,0
1,debt_consolidation,0.1148,659.37,11.15625052,6.84,752,3480,5303,26.6,1,0,0,0
1,debt_consolidation,0.1496,519.68,11.1124479,13.81,687,2640,13217,96.5,0,0,0,0
1,debt_consolidation,0.1183,198.81,10.98529272,20.4,702,1980,7278,30.1,0,0,0,0
1,small_business,0.16,421.89,10.89673933,11.2,702,3945.958333,5418,33.9,3,0,0,1
1,debt_consolidation,0.0859,110.64,10.46310334,16.63,722,1860,3159,17.4,0,0,0,0
1,debt_consolidation,0.1148,197.82,10.46253175,1.61,742,5369.958333,1926,6,4,3,0,1
1,credit_card,0.0894,413.03,10.86145751,18.99,747,3209.958333,14385,50.3,1,0,0,0
1,small_business,0.1392,68.28,10.82480563,1.58,757,1590,2138,14.4,0,0,0,0
1,debt_consolidation,0.1774,792.47,11.07906088,22.81,662,9329.958333,11328,39.9,2,1,0,0
1,credit_card,0.1739,645.26,11.35040654,23.48,667,6124.958333,11369,91.7,1,0,0,0
1,debt_consolidation,0.1392,136.55,10.10821619,4.16,682,1379.958333,2791,35.8,1,0,0,0
1,debt_consolidation,0.1183,198.81,10.82972862,7.96,702,3149.958333,16721,74.6,3,0,0,0
1,debt_consolidation,0.1148,428.59,11.22524339,9.81,722,2879.958333,14132,67.6,3,0,0,0
1,all_other,0.1322,473.21,10.78518684,4.57,717,2550,1937,84.2,1,0,0,0
1,debt_consolidation,0.167,647.9,10.93310697,23.72,707,6929.958333,27298,99.3,2,0,0,0
1,debt_consolidation,0.1496,836.68,11.69524702,20.15,702,4324.958333,68903,92.9,0,0,0,0
1,major_purchase,0.1392,170.69,10.30895266,18.04,672,1950,7768,42.9,1,0,0,0
1,all_other,0.0894,95.32,10.37349118,6.9,732,3450,11247,57.7,1,0,0,0
1,credit_card,0.1287,336.34,11.31447453,12.67,697,3959.958333,33896,72.7,3,0,0,0
1,debt_consolidation,0.1357,288.74,9.903487553,14.94,692,1381.958333,4455,40.5,3,0,0,0
1,debt_consolidation,0.1565,384.85,10.42228135,11.36,682,2879.958333,10908,92.4,1,0,0,0
1,all_other,0.1218,166.5,10.59663473,5.64,697,2730,4388,43.9,0,0,0,0
1,debt_consolidation,0.1218,299.7,10.81977828,19.42,707,3989.958333,4711,77.2,3,0,0,0
1,debt_consolidation,0.1392,477.92,10.89673933,15,682,3853.041667,18270,52.7,0,0,0,1
1,all_other,0.1253,400.76,10.6454249,22.74,702,3030,19721,67.1,1,0,0,0
1,debt_consolidation,0.1253,501.16,10.30895266,16.08,712,3629.958333,6327,66.6,1,0,0,1
1,debt_consolidation,0.1322,229.85,11.25392155,10.59,707,4860,10730,95.8,0,0,0,0
1,debt_consolidation,0.1531,844.28,11.82041016,5.99,682,3930.958333,6548,63,0,0,0,1
1,debt_consolidation,0.1183,596.41,11.18191827,19.31,722,3720.041667,9918,21.1,1,0,0,0
1,all_other,0.0859,455.19,11.12726298,7.82,802,8160,2889,14.5,1,0,0,0
1,home_improvement,0.1392,273.1,10.30895266,20.16,697,1409.958333,1923,76.9,1,0,0,1
1,all_other,0.1183,828.35,12.75995776,4.87,812,6660,129224,4.6,0,0,0,0
1,debt_consolidation,0.1461,379.23,10.91508846,19.03,692,4720.958333,10112,53.5,1,0,1,0
1,debt_consolidation,0.1253,324.63,11.15625052,9.89,707,7083,24427,45.6,0,0,0,0
1,debt_consolidation,0.1218,399.6,11.15625052,7.41,712,4112,14610,29.3,0,0,0,0
1,credit_card,0.1253,267.74,10.69194491,20.75,697,4020,6508,62,1,0,0,0
1,debt_consolidation,0.1183,115.97,10.66895539,23.79,707,2580,3564,57.5,1,0,0,0
1,all_other,0.1148,296.72,11.60823564,11.02,712,8830,38771,38.5,1,0,0,0
1,educational,0.1565,122.46,9.392661929,12,662,9479.958333,2383,95.3,0,1,0,0
1,debt_consolidation,0.1114,209.95,9.957975738,20.34,722,6932,2639,12.2,1,0,0,0
1,all_other,0.0859,56.9,10.08580911,8.95,722,1860,1620,17.1,0,0,0,0
1,debt_consolidation,0.1253,158.97,9.472396897,11.63,697,4140,4996,38.4,3,0,0,0
1,debt_consolidation,0.1392,150.21,9.906682443,17.58,677,1750.958333,9390,83.8,0,0,0,0
1,debt_consolidation,0.1392,716.88,11.35040654,18.59,702,2973,26090,89.7,2,0,0,0
1,debt_consolidation,0.1496,528.34,10.98529272,24.08,677,5039.958333,22240,84.2,0,0,0,0
1,all_other,0.0774,187.32,10.30895266,14.75,767,7860,7552,15.8,2,0,0,0
1,all_other,0.1392,681.89,11.73606902,14.16,692,3629.958333,8641,41.9,0,0,0,1
1,debt_consolidation,0.1183,563.28,10.91508846,12.7,737,2250,3644,52.1,1,0,0,0
1,small_business,0.1774,180.11,10.71441777,10.35,667,4289.958333,3062,78.5,0,0,0,0
1,debt_consolidation,0.1218,106.56,10.6454249,20.91,697,3240.958333,973,48.6,3,0,0,0
1,all_other,0.1461,289.6,10.92593848,20.2,667,2220,22851,78.2,1,0,0,0
1,credit_card,0.1218,59.94,10.96819829,4.43,697,11790,8652,50.3,1,0,1,0
1,major_purchase,0.1183,101.89,10.1266311,12.91,697,3780,18988,60.7,2,0,0,0
1,debt_consolidation,0.1739,716.95,11.62625415,8.88,667,4200,20755,89.5,2,0,0,0
1,debt_consolidation,0.1531,278.53,10.62132735,8.2,662,1860,7979,48.7,0,1,0,0
1,all_other,0.1253,83.67,9.761463053,16.32,692,7320,1245,31.1,0,0,0,0
1,debt_consolidation,0.1496,692.9,10.89673933,11.78,682,1709.958333,25216,59.9,1,0,0,0
1,home_improvement,0.1218,499.5,12.07539432,10.19,717,3840,19315,72.1,2,0,0,0
1,major_purchase,0.1253,87.02,10.61624126,13.54,687,2159.958333,9847,24.1,1,0,0,0
1,educational,0.0894,158.86,9.729134165,14.93,732,3569.958333,6109,43.9,1,0,0,0
1,debt_consolidation,0.1461,275.81,11.65268741,13.36,677,4349.958333,2884,96.8,2,0,0,1
1,credit_card,0.1392,307.24,11.35040654,9.19,677,2069.958333,40,1,2,0,0,0
1,all_other,0.1218,90.75,10.81977828,1.92,727,3209.958333,0,0,3,0,0,1
1,debt_consolidation,0.1183,497.01,11.38509209,19.7,732,6481.958333,32725,41.9,2,0,0,0
1,all_other,0.1287,336.34,11.04132055,13.63,712,2340,5338,86.1,1,0,0,0
1,debt_consolidation,0.0774,280.97,10.9156156,11.88,777,11249.95833,8805,8.4,3,1,0,1
1,credit_card,0.1114,147.62,10.37349118,12.98,727,2069.958333,10491,27,3,0,0,1
1,major_purchase,0.1148,329.69,10.39352663,18.19,782,2160.958333,0,0,0,0,0,0
1,credit_card,0.0894,57.19,11.21182037,13.28,717,4980.958333,34751,76.5,1,0,0,0
1,major_purchase,0.1148,316.5,10.97382039,10.99,717,3660,4431,17.3,2,0,0,0
1,all_other,0.0894,381.26,10.37349118,18.56,757,4739.958333,16588,38.3,1,0,0,0
1,home_improvement,0.0894,444.81,11.2515607,15.8,752,9779.958333,1842,5,0,0,0,0
1,all_other,0.0894,245.44,10.77895629,16.63,732,3629.958333,15355,35.5,2,0,0,0
1,debt_consolidation,0.1496,415.74,10.59778407,19.78,687,1170,3147,73.2,0,0,0,0
1,credit_card,0.1913,918.02,11.90496755,18.54,662,4890,46031,77.4,1,1,0,1
1,debt_consolidation,0.1531,515.27,11.00209984,15.5,672,3629.958333,7237,45,1,1,0,1
1,small_business,0.16,703.15,10.56874953,8.14,757,1439.958333,2120,13.5,3,0,0,0
1,credit_card,0.1357,509.53,11.30220443,0.81,752,4770,981,1.1,7,1,0,1
1,major_purchase,0.0859,240.24,11.22524339,10.5,757,14400,12952,27.2,0,0,0,0
1,debt_consolidation,0.1426,329.34,10.81977828,19.61,682,3150.958333,4301,93.5,0,1,0,0
1,small_business,0.1565,139.95,10.91508846,10.82,697,7949.958333,405,6.2,1,0,0,0
1,credit_card,0.1322,642.22,11.47210347,10.95,712,4319.958333,19304,41.8,2,1,0,0
1,small_business,0.1565,227.41,9.903487553,18.9,727,2429.958333,24,6,0,0,0,0
1,debt_consolidation,0.1565,209.92,10.48893816,22.89,682,2519.958333,5019,98.4,1,0,0,0
1,major_purchase,0.1148,395.63,10.30895266,2.8,732,5250,8526,15.6,2,0,0,0
1,all_other,0.1392,85.35,10.6454249,21.17,667,2519.958333,20323,78.8,3,0,0,0
1,debt_consolidation,0.1148,494.53,10.727663,8.84,737,4410,13819,56.4,0,0,0,0
1,all_other,0.1183,530.15,12.22587527,6.29,727,7559.958333,41977,25.4,1,0,0,0
1,debt_consolidation,0.0774,206.05,14.12446477,0.62,782,4709.958333,20,0.1,2,0,0,0
1,debt_consolidation,0.1357,543.5,11.00209984,18.58,697,2524.958333,24089,60.2,0,0,0,0
1,debt_consolidation,0.1253,803.2,11.00209984,17.9,732,4649.958333,26715,39.8,1,0,0,0
1,debt_consolidation,0.167,710.03,11.69524702,3.88,692,4650.958333,16725,99,1,0,0,0
1,credit_card,0.1114,68.89,9.574983486,6.75,712,3149.958333,2256,53.7,0,0,0,0
1,debt_consolidation,0.0774,249.75,10.23995979,16.5,772,6720,7943,25.1,0,0,0,0
1,all_other,0.1287,840.83,13.71015004,1.16,747,4890,30706,44,1,0,0,0
1,debt_consolidation,0.1392,327.72,11.19821472,13.55,682,8430,618,1.8,0,1,0,0
1,debt_consolidation,0.1183,157.39,9.862665558,22.69,717,3330,11023,79.3,0,0,0,0
1,all_other,0.1322,253.51,11.19821472,11.74,682,4384,21075,59.8,2,1,0,0
1,all_other,0.1531,452.6,10.42821608,20.52,712,1200,1867,66.7,1,0,0,0
1,debt_consolidation,0.0705,92.7,10.59663473,9.48,772,6179.958333,1326,18.2,0,0,0,0
1,debt_consolidation,0.1114,196.83,10.77895629,8.82,722,3239.958333,3688,32.1,0,0,0,0
1,debt_consolidation,0.1183,397.61,10.59663473,17.61,722,2190,7383,35,0,0,0,0
1,debt_consolidation,0.1357,285.34,10.81977828,5.78,682,4380.958333,3743,83.2,2,1,0,1
1,major_purchase,0.1496,242.52,10.6454249,3.71,667,1920,1747,43.7,0,0,0,0
1,major_purchase,0.1322,283.93,10.81977828,12.5,707,2580,3972,92.4,3,0,0,0
1,debt_consolidation,0.1531,522.23,11.62625415,12.15,672,5369.958333,37859,82.5,1,1,0,0
1,debt_consolidation,0.1392,187.76,11.29177992,21.48,677,6630,62680,84.5,1,0,0,0
1,all_other,0.1322,219.71,10.59663473,8.64,757,3209.958333,6770,18.8,6,0,0,1
1,home_improvement,0.074,77.65,10.81174611,1.33,797,7589.958333,1844,2.9,0,0,0,0
1,debt_consolidation,0.1426,34.31,10.71441777,24.61,662,2554,7153,53.4,0,1,0,0
1,debt_consolidation,0.1635,556.44,10.77895629,18.13,717,1620,5481,99.7,0,0,0,0
1,all_other,0.1496,866.13,11.17504424,8.73,702,5069.958333,8414,24.5,1,1,0,0
1,debt_consolidation,0.1183,198.81,10.71441777,23.15,702,3632,13029,58.7,0,0,0,0
1,debt_consolidation,0.1322,507.01,10.3809632,15.63,707,14879.95833,14489,89.4,0,0,0,0
1,credit_card,0.1287,201.8,10.96819829,18.12,687,3480,6184,85.9,1,0,0,0
1,all_other,0.0894,190.63,10.30895266,14.72,757,2099.958333,144,5.8,0,0,0,0
1,all_other,0.1426,41.17,8.476371197,13.75,702,2580,0,36.5,0,0,0,1
1,debt_consolidation,0.0894,174.75,11.28978191,9.29,742,3090,7057,49.3,4,0,0,0
1,home_improvement,0.1183,414.18,10.91508846,1.07,737,3569.958333,2054,11.4,0,0,0,0
1,debt_consolidation,0.1357,407.63,11.60823564,10.46,677,8339.958333,7259,59,0,0,1,0
1,debt_consolidation,0.1253,70.28,11.12726298,8.33,682,5429.958333,11023,72,3,0,1,0
1,all_other,0.1253,167.34,9.700146629,4.85,722,1110,1231,11.8,3,0,0,1
1,debt_consolidation,0.1635,551.14,11.42954386,14.45,662,4020,22689,84,0,0,0,0
1,debt_consolidation,0.1357,203.82,10.4341158,20.79,682,2310,5950,57.8,0,0,0,0
1,credit_card,0.1565,279.89,10.1266311,7.34,672,2160.958333,6706,97.2,1,0,0,0
1,small_business,0.1565,699.73,10.858999,0.35,797,9690.041667,39,0.6,1,0,0,0
1,debt_consolidation,0.1322,135.21,9.76995616,14.13,677,5759.958333,9874,62.5,1,0,0,0
1,credit_card,0.1183,298.21,11.1844214,19.5,737,4500,12893,90.8,1,0,0,0
1,debt_consolidation,0.1461,165.49,10.93310697,8.81,662,8220,5993,70.5,0,1,1,0
1,small_business,0.1531,269.82,11.75978554,24.08,712,8279.958333,39121,74.9,3,0,0,0
1,educational,0.1183,828.35,11.49272276,4.87,767,9630.041667,3142,8.6,3,0,0,0
1,debt_consolidation,0.1218,249.75,10.50012383,13.02,707,4140,6528,42.7,1,0,0,1
1,debt_consolidation,0.1253,108.77,10.23995979,22.54,687,4110.041667,6211,58,2,0,0,0
1,debt_consolidation,0.1148,304.96,10.23995979,18.9,717,3724,16683,24.9,0,1,0,0
1,debt_consolidation,0.1287,121.08,11.23843599,1.58,692,3391,12135,85.5,3,0,0,0
1,debt_consolidation,0.2086,827.33,11.81303006,12.78,672,10169.95833,62553,44.2,2,0,0,0
1,credit_card,0.074,217.42,10.60221911,8.89,772,9089.958333,14014,14.1,2,0,0,0
1,debt_consolidation,0.0894,381.26,11.34332268,5.52,792,5280,1940,2.4,1,0,0,0
1,small_business,0.1565,69.98,10.45737267,20.41,702,2549.958333,239,9.2,0,0,0,0
1,home_improvement,0.06,190.14,10.52942598,10.3,747,2160.958333,543,0.9,6,0,0,0
1,debt_consolidation,0.1704,713.49,11.73606902,9.66,667,3644,32120,68.5,1,0,0,0
1,small_business,0.1461,577.46,11.65268741,10.12,747,3903,6341,21.4,0,0,0,0
1,all_other,0.1496,207.87,10.81977828,19.58,702,2849.958333,14306,99.3,0,0,0,0
1,all_other,0.1322,84.51,11.08214255,19.68,677,5399.958333,20241,66.4,1,0,0,0
1,all_other,0.1183,397.61,11.71993963,15.88,722,7442,46336,49.8,2,0,0,0
1,debt_consolidation,0.0894,152.51,11.3736634,10.54,732,4140,27901,40.9,1,0,0,0
1,debt_consolidation,0.1114,377.25,11.88448902,3.32,757,4200,11484,52,0,0,0,0
1,all_other,0.1496,173.23,10.6281334,4.22,667,1470,5116,39.7,2,0,0,0
1,home_improvement,0.0859,316.11,11.23321156,4.75,752,5220,22078,19.8,2,0,0,0
1,credit_card,0.1218,333,10.4341158,22.34,712,7470,19034,26.3,1,1,0,0
1,major_purchase,0.1183,165.67,11.39526742,5.66,702,5970,8950,31.1,2,0,0,1
1,debt_consolidation,0.0894,413.03,11.40756495,8.77,747,4589.958333,13298,54.3,2,0,0,0
1,small_business,0.0788,50.05,10.727663,7.74,717,3519.041667,10684,26.3,0,0,0,0
1,debt_consolidation,0.1322,253.51,10.83295114,3.88,682,3959.958333,7321,50.5,2,0,0,0
1,credit_card,0.0894,457.51,10.54534144,23.4,747,4860,15373,48,0,0,0,0
1,debt_consolidation,0.0859,379.33,11.04292184,9.02,777,13950,22054,25.9,2,0,0,0
1,all_other,0.1183,313.95,11.22524339,14.48,727,2789.958333,12829,63.5,0,0,0,0
1,debt_consolidation,0.1357,611.44,10.69194491,6.33,692,11101,5494,14.1,0,0,0,0
1,debt_consolidation,0.167,603.53,11.48497363,10.71,672,3989.958333,56896,97.4,2,0,1,0
1,home_improvement,0.1392,40.97,10.22557105,11.87,672,4916.041667,9228,93.2,0,0,0,0
1,all_other,0.0774,202.93,11.1124479,12.77,772,7169.958333,2930,3.3,0,2,0,0
1,credit_card,0.0894,381.26,11.46163217,15.52,762,4020,10221,21.8,0,0,0,0
1,debt_consolidation,0.1183,563.28,10.75052252,3.65,722,8856,14907,43.6,0,0,0,0
1,all_other,0.0774,109.27,10.66326482,14.23,747,2489.958333,1982,32.5,1,0,0,0
1,debt_consolidation,0.1392,136.55,9.998797732,21.49,667,3335,12925,67.7,0,0,0,0
1,debt_consolidation,0.1357,101.91,10.22557105,9.87,672,2099.958333,2229,82.6,2,0,0,0
1,home_improvement,0.0774,156.1,11.28978191,0.54,797,6000,429,0.6,0,0,0,0
1,debt_consolidation,0.1183,662.68,10.91508846,13.13,742,5789.958333,20357,59.2,0,0,0,0
1,credit_card,0.0894,397.15,10.34174248,14.94,762,6149.958333,16495,30.9,1,0,0,0
1,all_other,0.1322,81.13,10.77167988,20.67,682,3420,19888,94.7,1,0,0,0
1,debt_consolidation,0.1531,400.38,10.4487146,20.35,667,1860,11438,61.5,3,0,0,0
1,debt_consolidation,0.1218,366.3,10.62132735,21.69,707,2549.958333,11129,73.2,1,0,0,0
1,major_purchase,0.1218,333,11.12726298,5.36,712,5280,35121,35.5,3,0,0,0
1,debt_consolidation,0.1253,401.6,10.84933709,9.27,742,6960,9087,30.8,0,0,0,0
1,debt_consolidation,0.16,316.42,11.38639806,5.32,697,1574,5273,43.6,0,0,1,0
1,credit_card,0.1565,131.2,9.952277717,18.91,697,1170,13881,90.7,0,0,0,0
1,debt_consolidation,0.1287,215.26,10.30895266,20.12,692,2340,6978,78.4,1,0,0,0
1,debt_consolidation,0.074,186.36,10.47425013,0.85,782,4800,2772,11.1,0,0,0,0
1,debt_consolidation,0.1496,173.23,11.66392834,12.71,677,5789.958333,32549,95.5,0,0,0,0
1,major_purchase,0.1114,196.83,13.71015004,1.7,722,4112,6530,23.3,2,0,0,0
1,all_other,0.1287,117.72,11.21182037,9.34,697,3030,30703,84.1,2,0,0,0
1,all_other,0.1148,32.97,10.49127422,1.03,742,2220,2287,15.8,0,0,0,0
1,all_other,0.1322,676.02,11.01862914,9.68,712,6119.958333,1284,6.3,3,0,1,0
1,debt_consolidation,0.1496,216.54,10.29688008,20.69,662,4110,18270,75.8,0,0,0,0
1,debt_consolidation,0.1253,174.03,10.16585182,21,692,4080,7839,37.7,2,0,0,0
1,small_business,0.16,703.15,11.98292909,5.31,717,5970,57602,80,0,0,0,0
1,debt_consolidation,0.1531,330.75,10.49127422,21.87,667,1500,7306,73.1,2,0,0,1
1,debt_consolidation,0.074,124.24,10.81977828,5.23,787,4500,4071,11.8,0,0,0,0
1,debt_consolidation,0.1218,333,11.03488966,10.88,717,2443.958333,6238,74.3,0,0,0,0
1,home_improvement,0.1218,582.75,10.77895629,12.7,717,7080,31376,45.7,1,1,0,0
1,debt_consolidation,0.1461,155.14,10.81977828,19.78,737,2459.958333,7114,9.2,2,0,0,0
1,small_business,0.1843,836.51,11.81303006,6.73,687,5819.958333,17606,37.9,3,1,0,0
1,credit_card,0.1253,259.37,10.08029393,3.27,757,4319.958333,1709,94.9,3,0,0,1
1,small_business,0.1531,870.39,11.86358234,7.31,747,5850,7424,17.1,0,0,0,0
1,credit_card,0.1287,269.07,11.33857208,6.19,727,5142,685,85.6,0,0,0,1
1,credit_card,0.0894,190.63,10.6454249,21.2,727,6059.958333,8706,32.6,2,0,1,0
1,all_other,0.074,77.65,10.87804719,14.9,767,6059.958333,23331,58.5,1,0,0,0
1,major_purchase,0.1183,662.68,10.76789534,6.77,812,3656,879,4.3,0,0,0,0
1,major_purchase,0.074,37.28,11.00209984,6.8,762,7982.958333,37459,6.5,2,0,0,0
1,home_improvement,0.0859,94.84,10.55841352,5.61,727,2310,2610,39,1,0,0,0
1,debt_consolidation,0.0859,316.11,10.49127422,3.47,767,4150.041667,9389,22.2,0,0,0,0
1,debt_consolidation,0.0774,187.32,10.66895539,23.22,762,8099,11413,22.7,1,0,0,0
1,major_purchase,0.1218,266.4,9.510444964,1.24,747,2549.958333,707,35.3,0,0,0,0
1,home_improvement,0.1287,168.17,10.87426647,16.57,682,3644.958333,1465,63.7,1,0,0,1
1,credit_card,0.1392,392.58,11.08214255,14.88,682,3390,10104,80.8,1,0,0,0
1,credit_card,0.1253,281.12,11.8493977,8.36,697,9389.958333,7479,27.8,2,0,0,0
1,all_other,0.0788,312.81,10.858999,9.09,762,5791.041667,7386,33.9,0,0,0,0
1,all_other,0.1287,235.44,11.53272809,18.69,687,7980,22845,69.4,3,0,0,0
1,credit_card,0.1287,403.6,10.82774645,16.07,697,3629.958333,19137,42.5,0,0,0,0
1,debt_consolidation,0.1461,110.33,11.2515607,16.44,662,4709.958333,5843,72.1,1,1,0,0
1,credit_card,0.0894,274.83,10.30895266,11.8,767,7080,3590,30.7,0,0,0,0
1,all_other,0.1148,692.34,10.96065265,10.53,757,5190,4800,25.9,0,0,0,0
1,all_other,0.0894,324.07,11.35040654,0,757,3910.958333,6473,11.6,3,0,0,0
1,credit_card,0.1426,411.67,11.00209984,16.28,702,5550,26331,96.9,0,0,0,0
1,credit_card,0.1114,328.04,10.818177,19.31,722,3241.958333,6648,47.1,0,0,0,0
1,debt_consolidation,0.16,852.57,11.69524702,18.08,757,4019.958333,12067,20.7,0,0,0,1
1,major_purchase,0.1287,215.26,11.16726111,11.09,687,6660,12267,40,3,0,1,1
1,debt_consolidation,0.1183,828.35,11.22524339,8.74,807,5280,0,0,3,0,0,0
1,all_other,0.1114,360.84,11.53632944,1.54,757,4259.958333,14617,32,0,0,0,0
1,all_other,0.1218,333,10.77895629,10.68,707,5730,3486,51.3,2,0,0,0
1,all_other,0.16,703.15,10.858999,0.6,682,2640.041667,1742,7.9,0,0,0,1
1,all_other,0.1148,65.94,10.81977828,12.03,712,4170,4005,58.19,1,0,0,0
1,all_other,0.1357,509.53,10.70324447,4.88,717,4589.958333,6588,79.4,1,0,0,0
1,debt_consolidation,0.1114,393.65,10.59663473,16.71,752,5557.041667,12746,52.5,2,0,0,0
1,debt_consolidation,0.1218,333,10.59663473,16.14,707,2947.041667,10006,68.5,0,0,0,0
1,all_other,0.0894,203.34,10.727663,0.26,782,5399.958333,0,0,3,0,0,0
1,debt_consolidation,0.1218,532.8,10.69194491,17.4,717,6390,17070,24.7,0,0,0,0
1,major_purchase,0.1322,338.01,11.60823564,9.86,687,5880,12919,54.3,1,0,0,0
1,all_other,0.1531,146.23,10.30895266,9.8,667,1860,5256,93.9,0,0,0,1
1,all_other,0.0859,205.47,10.37349118,5.85,732,5910.041667,2400,12.8,3,0,1,0
1,all_other,0.1183,198.81,10.95109493,14.77,722,5280,9107,93.9,0,0,0,0
1,debt_consolidation,0.0859,292.4,11.09741002,14.16,747,5009.958333,17411,27.7,3,0,0,0
1,all_other,0.1461,137.91,10.57131693,10.68,722,1260,1942,48.5,0,0,0,0
1,all_other,0.1287,815.61,12.03617361,13.7,722,5280.041667,44889,73.6,0,0,0,0
1,debt_consolidation,0.1357,339.69,10.81977828,15.53,702,9089.958333,8006,90,2,0,0,0
1,debt_consolidation,0.0894,98.5,10.77895629,21.75,717,6175,15354,47.8,3,0,0,0
1,debt_consolidation,0.0894,158.86,10.23895929,6.13,742,4110,6479,36.2,1,1,0,0
1,debt_consolidation,0.1253,401.6,10.91508846,15.4,702,3540,18700,69.3,1,0,0,0
1,credit_card,0.0894,254.18,11.64745636,11.87,742,7050,53066,53.9,2,0,0,0
1,all_other,0.074,62.12,11.28978191,3.92,752,6660,13482,48.1,0,0,0,0
1,all_other,0.1114,590.47,11.6307085,0.99,772,4574.041667,0,0,0,0,0,0
1,all_other,0.1218,166.5,10.6896696,8.67,692,3239.958333,11797,68.2,0,0,0,1
1,debt_consolidation,0.1809,506.74,10.34817337,11.73,662,1140,15767,93.1,1,0,0,0
1,debt_consolidation,0.1531,208.9,10.72317927,14.7,682,3060.041667,6474,93.8,1,0,0,0
1,debt_consolidation,0.1392,273.1,11.00209984,6.42,677,5789.958333,12897,47.8,0,3,0,0
1,home_improvement,0.0894,317.72,10.47333652,12.52,812,6419.958333,2600,12.3,0,0,0,0
1,home_improvement,0.074,124.24,11.79810441,1.72,772,9990.041667,10583,16.9,2,0,0,0
1,debt_consolidation,0.16,527.36,11.08214255,5.72,677,1440,10472,51.1,1,0,0,0
1,home_improvement,0.1148,824.22,11.05089001,10.17,802,4058.041667,2148,7.7,1,0,0,0
1,debt_consolidation,0.1062,423.28,10.71441777,23.55,722,3874.041667,24931,57.6,1,0,0,0
1,debt_consolidation,0.1253,510.37,10.49404814,20.78,707,7740.041667,22376,47.9,1,1,0,0
1,all_other,0.1183,165.67,11.35040654,20.57,717,4980,5147,51.5,1,0,0,0
1,debt_consolidation,0.16,168.76,11.49272276,6.06,662,5010,72289,97.2,0,0,0,0
1,debt_consolidation,0.1322,507.01,10.46310334,17.93,697,4320,12361,57.2,0,0,0,0
1,debt_consolidation,0.0859,300.3,10.49127422,20.7,757,3330.041667,9324,32.2,0,0,0,0
1,major_purchase,0.0859,309.78,11.00209984,14.46,792,4110.041667,6,0,0,0,0,0
1,home_improvement,0.0859,316.11,11.41861479,2.94,752,4890.041667,10373,28.7,0,0,0,0
1,credit_card,0.0894,222.41,10.89673933,23.44,732,5310.041667,16405,66.1,2,0,0,0
1,debt_consolidation,0.1253,284.47,10.79957558,19.06,712,2670.041667,2280,53,2,0,0,0
1,major_purchase,0.0859,316.11,10.87804719,15.31,752,14580,28289,49.1,1,0,0,0
1,debt_consolidation,0.1392,51.21,10.89673933,20.7,672,2400.041667,1449,90.6,1,0,0,1
1,debt_consolidation,0.1148,197.82,10.81977828,1.87,717,13110,4133,14,0,0,0,0
1,all_other,0.0859,316.11,11.28978191,6.52,802,5460,2010,2.1,1,0,0,0
1,credit_card,0.1218,532.8,11.69524702,21.58,722,7050.041667,85896,70.9,0,0,0,0
1,debt_consolidation,0.1322,540.81,11.39639165,5.66,732,5160.041667,6847,75.2,3,0,0,0
1,credit_card,0.1114,164.02,10.81977828,5.88,717,5280.041667,5305,16.8,3,0,1,0
1,small_business,0.1392,238.96,11.05089001,10.55,747,3251,3969,17.6,3,0,0,0
1,credit_card,0.1148,494.53,11.28978191,14.31,737,7170,38142,45.7,0,0,0,0
1,debt_consolidation,0.0859,102.74,8.699514748,6,732,2157,1215,32.8,1,0,0,1
1,debt_consolidation,0.1496,866.13,11.62625415,19.09,707,4860.041667,79746,78.4,0,0,0,0
1,all_other,0.1253,117.14,10.27505111,6.91,692,1710,4613,32.3,3,0,0,0
1,debt_consolidation,0.074,155.3,10.81977828,17.93,772,9420,16685,47.5,0,0,0,0
1,debt_consolidation,0.1426,171.53,11.40756495,15.6,727,7560,28532,99.4,1,0,0,0
1,debt_consolidation,0.0894,158.86,10.96127785,14.33,727,7020.041667,2530,5.2,0,1,0,1
1,debt_consolidation,0.2121,746.24,11.73606902,19.87,662,7920,90063,79.6,1,0,0,1
1,debt_consolidation,0.1426,343.06,11.44035477,4.27,677,5070,4848,56.4,3,0,0,0
1,debt_consolidation,0.0774,187.32,10.59663473,11.58,762,3720.041667,1940,12.5,0,0,0,0
1,debt_consolidation,0.0894,155.69,11.58058411,10.65,727,3330.041667,26192,54.5,0,0,0,0
1,small_business,0.16,815.66,11.22524339,0.56,752,5520.041667,2018,34.8,2,0,0,0
1,educational,0.0774,218.54,11.15625052,12.32,752,3270,3233,10.4,3,0,0,0
1,all_other,0.1531,334.23,11.16761428,21.31,672,4023,34009,90.7,0,0,0,0
1,debt_consolidation,0.1565,874.66,10.90381461,9.84,687,5487,5734,36.5,0,0,0,0
1,debt_consolidation,0.0894,158.86,10.87804719,24.34,732,4290,25295,62.5,2,0,0,0
1,all_other,0.1183,99.41,9.764225485,20.34,732,1920.041667,228,9.9,1,0,0,1
1,all_other,0.1148,32.97,10.13459927,11.57,702,5760,7569,74.2,2,0,0,1
1,debt_consolidation,0.1218,832.5,12.20607265,6.28,737,3690.041667,15169,35,0,0,0,1
1,educational,0.0859,237.08,11.03488966,0,782,3960,0,0,1,0,0,0
1,debt_consolidation,0.1461,620.56,10.93310697,12.73,682,3150,32820,88.5,0,0,0,0
1,home_improvement,0.1148,49.46,10.40426284,23.67,757,1800,280,16.5,0,0,0,0
1,credit_card,0.1183,165.67,11.47210347,23.75,702,7530.041667,66179,40.6,1,0,0,0
1,all_other,0.1496,164.57,10.16277015,22.36,662,2850,275,3.2,3,1,0,1
1,all_other,0.1635,176.65,11.00209984,3.16,667,2880,0,0,1,0,0,1
1,home_improvement,0.0894,317.72,11.23413706,5.58,762,2430,66,0.5,3,0,0,0
1,credit_card,0.0894,476.58,11.22524339,5.55,777,6840,1892,5.3,2,0,0,0
1,credit_card,0.1392,546.2,11.39751461,16.51,692,5790,10852,60.9,0,5,0,0
1,major_purchase,0.0859,158.06,11.40756495,12.59,742,8040,3945,17.6,1,1,0,1
1,all_other,0.1253,368.13,11.30958454,5.12,727,1410,358,7.5,2,0,0,0
1,all_other,0.0774,249.75,11.35040654,7.06,777,4440.041667,5037,16.7,3,0,0,0
1,debt_consolidation,0.1531,313.34,10.70283989,6.74,662,3510,3094,60.7,0,0,0,0
1,all_other,0.0859,31.62,11.22524339,2.42,752,5970.041667,5698,52.9,3,0,0,1
1,all_other,0.1461,41.38,10.59663473,16.35,662,1800,7774,55.9,0,0,1,0
1,debt_consolidation,0.1392,204.83,10.23995979,15.64,672,3630,11206,71.8,0,0,0,0
1,all_other,0.1148,329.69,10.49127422,0.5,777,2460,523,7,0,0,0,0
1,debt_consolidation,0.1183,331.34,10.1266311,12.96,742,1350,5787,13.8,0,0,0,0
1,all_other,0.1531,452.6,10.6454249,21.51,672,2760.041667,12425,55.6,0,0,0,0
1,debt_consolidation,0.1148,346.17,10.96819829,6.23,742,3030.041667,10044,63.6,1,0,0,0
1,debt_consolidation,0.1287,403.6,10.79374227,21.06,692,3665.041667,12668,79.7,2,0,0,0
1,credit_card,0.16,562.52,10.77895629,20.6,662,4110.041667,10441,50.7,2,2,0,1
1,debt_consolidation,0.1218,616.05,11.58988651,2.38,722,2280.041667,120,0.8,1,0,0,0
1,debt_consolidation,0.1496,277.16,10.54534144,10.33,667,2235.041667,5124,35.3,1,2,0,0
1,debt_consolidation,0.1322,730.1,12.65395847,10.49,717,7050.041667,100109,90.4,2,0,0,0
1,debt_consolidation,0.1392,286.75,10.41271189,18.48,682,2161,7452,73.8,0,0,0,0
1,small_business,0.1878,91.37,11.08214255,2.79,662,3720.041667,2601,40.6,2,1,1,0
1,debt_consolidation,0.1287,538.14,10.91508846,17.93,717,4110.041667,24953,94.5,0,0,0,0
1,debt_consolidation,0.0859,316.11,11.51292546,0.22,792,8880.041667,1800,3.8,1,0,0,0
1,debt_consolidation,0.1496,658.26,10.78692446,17.34,687,3540,23533,46.3,2,0,0,0
1,debt_consolidation,0.1565,237.91,10.858999,22.71,662,1620.041667,8159,55.4,2,0,0,0
1,all_other,0.1461,275.81,11.01862914,12.59,667,2280.041667,15183,70.3,1,0,1,1
1,all_other,0.1183,119.29,10.46310334,13.92,712,1770,800,15.1,0,0,0,0
1,major_purchase,0.1218,832.5,11.56171563,8.21,762,5643.041667,2290,0.7,0,0,0,0
1,all_other,0.1357,67.94,9.998797732,19.25,707,1110.041667,1527,22.5,0,0,0,0
1,all_other,0.1287,201.8,9.59315079,5.81,682,8550.041667,2269,25.2,2,1,0,0
1,all_other,0.167,514.77,10.26813067,7.54,677,1230.041667,5465,80.4,2,0,0,1
1,all_other,0.1357,314.21,10.26813067,19.26,702,1802,0,0,2,0,0,0
1,debt_consolidation,0.1426,168.1,10.19913779,23.75,722,5070,17998,99.4,1,0,0,0
1,debt_consolidation,0.0859,316.11,11.15625052,4.15,782,8520.041667,8825,17.9,3,0,0,0
1,debt_consolidation,0.1287,336.34,10.71441777,17.89,697,2970.041667,11585,49.1,0,0,0,0
1,small_business,0.1426,68.62,11.00209984,6.54,732,5226.041667,50082,0,0,1,0,0
1,debt_consolidation,0.1531,278.53,11.01862914,0.49,677,3030.041667,858,66,2,0,0,1
1,debt_consolidation,0.1357,169.85,10.42228135,10.71,677,5190.041667,179,44.7,2,1,0,0
1,debt_consolidation,0.1565,524.8,11.98292909,3.41,687,2490,65872,59,2,0,0,1
1,home_improvement,0.1565,524.8,11.30012821,9.47,677,7440.041667,0,0,0,0,0,0
1,debt_consolidation,0.1322,202.81,10.71441777,15.36,682,3870,6026,80.9,1,0,0,1
1,major_purchase,0.0894,381.26,10.81977828,6,752,2760.041667,10457,16.1,0,0,0,0
1,debt_consolidation,0.0894,301.04,10.20359214,7.07,752,3840.041667,7866,44.7,0,0,0,0
1,debt_consolidation,0.1218,666,11.08214255,15.1,722,5760,9263,48,1,0,1,0
1,credit_card,0.1739,143.39,11.38509209,23.81,662,4800.041667,44991,99.8,0,0,0,0
1,debt_consolidation,0.1565,559.78,10.89087028,12.94,677,4560.041667,10728,91.7,2,1,1,0
1,debt_consolidation,0.1253,317.93,10.95080655,10.78,702,3600,8300,38.8,0,0,0,0
1,debt_consolidation,0.1218,765.9,11.62625415,14.96,737,6001.041667,25274,39.5,0,0,0,0
1,debt_consolidation,0.1114,341.16,10.6454249,9.2,732,3330.041667,12747,29.8,1,0,0,0
1,home_improvement,0.1183,198.81,12.20607265,15.1,702,2730.041667,22003,36.9,3,0,0,0
1,all_other,0.1114,442.85,10.7898715,17.48,742,10590,13844,50.3,3,0,0,0
1,all_other,0.1253,66.94,10.37349118,9.04,687,1740,10186,50.7,0,0,0,1
1,debt_consolidation,0.1218,632.7,10.5941316,13.71,737,3510,19697,59,0,0,0,0
1,all_other,0.0774,218.54,10.16585182,4.29,772,4770.041667,0,0,0,0,0,0
1,debt_consolidation,0.1148,328.87,10.09195684,15.6,727,8431.041667,21052,85.2,0,0,0,0
1,all_other,0.1496,242.52,11.91839057,0.24,682,3738.041667,633,42.2,1,0,0,0
1,educational,0.1426,686.12,11.69524702,20.09,692,8790.041667,57803,81.9,1,0,0,0
1,credit_card,0.0894,190.63,10.13459927,20.1,752,4087.041667,17953,72.4,0,0,0,0
1,debt_consolidation,0.1461,448.18,10.5865844,21.39,677,2430,14021,71.9,0,0,0,0
1,small_business,0.1461,620.56,11.81303006,8.04,767,5026,3884,12.8,2,0,0,0
1,debt_consolidation,0.0859,221.28,10.93310697,9.11,762,5190.041667,977,2.7,1,0,0,0
1,major_purchase,0.1357,203.82,11.00209984,13.28,682,1710,679,7.4,3,1,0,0
1,debt_consolidation,0.0751,186.66,10.91508846,22.28,737,3607,14217,20.2,2,0,0,0
1,debt_consolidation,0.1426,377.37,10.75739211,22.84,677,5250.041667,16665,60.6,1,0,0,0
1,debt_consolidation,0.1322,84.51,10.35210793,14.56,727,8160.041667,17806,99.4,0,0,0,1
1,debt_consolidation,0.1461,189.62,11.3736634,8.06,667,5460,30209,79.3,2,0,0,0
1,debt_consolidation,0.1322,270.41,10.858999,8.58,697,3750.041667,9017,39.6,1,0,0,0
1,debt_consolidation,0.0894,413.03,11.00209984,24.12,757,5370,17278,40,0,0,0,0
1,all_other,0.074,49.7,10.41331268,3.46,752,3330.041667,2201,5,2,0,0,0
1,all_other,0.1148,164.85,10.30895266,9.92,747,15692,452,90.4,0,0,0,1
1,home_improvement,0.1218,333,11.35040654,0.52,712,5011,239,5.3,1,2,0,0
1,educational,0.1114,229.63,10.55841352,1.53,772,1500.041667,777,4.8,0,0,0,0
1,debt_consolidation,0.1565,587.77,11.28978191,23.65,672,1890,19333,61.2,2,0,0,0
1,debt_consolidation,0.1183,397.61,10.30895266,15.16,722,4472.041667,4893,58.2,0,0,1,0
1,debt_consolidation,0.0705,92.7,10.71441777,7.44,772,4740,13440,38.6,1,0,0,0
1,debt_consolidation,0.1218,666,11.22524339,6.96,732,8703,11522,46.1,0,1,0,0
1,debt_consolidation,0.1565,349.87,11.32055357,22.23,662,6960.041667,35876,80.8,1,0,0,0
1,home_improvement,0.1496,277.16,11.35040654,17.34,667,3360.041667,8590,87.7,1,0,0,0
1,debt_consolidation,0.1287,319.52,10.75790288,12.28,697,2855,6696,47.8,1,1,0,0
1,all_other,0.0894,95.32,10.89673933,13.42,722,2610.041667,2541,11.1,2,0,0,0
1,educational,0.1148,32.97,10.13459927,0.29,712,2610.041667,6,0.1,0,0,0,0
1,all_other,0.1426,343.06,11.51292546,8.95,677,4758,1459,26.1,1,0,0,0
1,all_other,0.1114,164.02,10.84349481,13.31,772,4410.041667,63,0.5,1,0,0,0
1,major_purchase,0.1357,163.05,12.4292162,0.89,682,2190,9299,67.4,2,0,0,0
1,all_other,0.1322,135.21,9.798127037,2.47,702,3000.041667,1291,47.8,0,0,0,0
1,major_purchase,0.1392,238.96,11.08214255,9.47,682,2070.041667,400,44.4,0,0,0,0
1,all_other,0.0705,108.15,9.574983486,23.42,792,7980,12748,21,1,0,0,0
1,debt_consolidation,0.1218,266.4,10.49127422,17.27,702,3990,7976,47.2,3,0,1,1
1,debt_consolidation,0.0705,92.7,10.89673933,13.67,797,9930.041667,6015,43.9,1,0,0,0
1,credit_card,0.0894,285.95,11.1123882,17.7,737,6970.041667,17870,42.8,1,0,0,0
1,all_other,0.1253,60.24,10.57745191,11.9,682,5190.041667,2496,56.7,3,0,1,0
1,all_other,0.0859,252.89,11.2708539,8.09,772,4761,358,8.1,0,0,0,0
1,debt_consolidation,0.1253,811.56,11.5228758,14.3,737,4500.041667,33098,83.8,0,0,0,0
1,debt_consolidation,0.1183,397.61,10.4744671,5.69,722,5010,14406,67.6,1,0,0,1
1,major_purchase,0.074,198.78,14.18015367,0,772,5071,2926,13,0,0,0,0
1,all_other,0.1218,199.8,10.85013987,4.68,722,2040.041667,4342,46.2,0,0,0,0
1,all_other,0.1496,277.16,11.08214255,6.65,662,1920.041667,7855,74.1,0,0,0,0
1,debt_consolidation,0.1426,171.53,10.59663473,1.65,682,1620.041667,5536,72.8,0,0,0,0
1,debt_consolidation,0.1148,799.49,12.20607265,5.18,777,12690,2574,7.5,3,0,0,0
1,all_other,0.1148,725.31,11.40366848,0.56,802,3810.041667,2123,4.8,0,0,0,1
1,all_other,0.1253,251,10.95080655,11.28,697,2880,4700,40.2,2,1,0,0
1,small_business,0.1739,179.24,11.2515607,23.19,687,9631.041667,35820,96.8,1,0,0,1
1,debt_consolidation,0.0859,316.11,10.70324447,3.42,752,5130.041667,6593,31.2,0,0,0,0
1,debt_consolidation,0.1183,828.35,11.49272276,15.6,752,5130.041667,84110,55.3,0,0,0,0
1,all_other,0.0705,92.7,10.858999,11.22,777,16652,14444,26.6,0,0,0,0
1,debt_consolidation,0.1183,198.81,11.00141627,15.91,702,2970.041667,18549,43.6,0,0,0,0
1,debt_consolidation,0.1183,662.68,11.33857208,14.67,747,6240.041667,8156,22,2,0,0,0
1,debt_consolidation,0.1218,399.6,11.21182037,0.84,712,3450.041667,14615,70.9,2,0,0,0
1,debt_consolidation,0.0894,413.03,10.93310697,16.76,752,5071,18266,48.6,0,0,0,0
1,all_other,0.1183,198.81,10.02127059,4.48,747,3060.041667,2458,68.3,1,0,0,0
1,all_other,0.1253,267.74,11.71993963,12.06,697,6510,37784,70.1,0,0,0,0
1,debt_consolidation,0.0774,249.75,10.30895266,12.52,792,4170.041667,4887,14.4,0,0,0,0
1,debt_consolidation,0.0859,158.06,9.903487553,6.3,742,9210.041667,3406,9.8,1,0,1,0
1,debt_consolidation,0.0859,205.47,10.30895266,12.28,742,3853.041667,29437,49.6,2,0,0,0
1,debt_consolidation,0.1531,844.28,11.75587164,9.71,682,7140.041667,31525,75.8,0,0,0,0
1,debt_consolidation,0.1426,411.67,11.35040654,15.78,707,4530.041667,2335,97.3,3,0,0,1
1,major_purchase,0.1114,164.02,10.55581274,2.84,712,4200.041667,2650,48.2,2,0,1,0
1,all_other,0.0774,135.03,11.46507298,0.96,797,8490.041667,2792,5.4,1,0,0,0
1,credit_card,0.1322,270.41,11.01862914,17.01,692,4020,10320,47.8,0,0,0,0
1,debt_consolidation,0.0894,381.26,10.55059289,0.94,797,11130.04167,201,0.5,1,0,0,0
1,debt_consolidation,0.0859,316.11,11.54248427,15.22,752,4830.041667,7015,24.5,1,0,0,0
1,all_other,0.1253,334.67,11.33857208,20.86,702,5640.041667,52537,48.9,1,0,0,0
1,all_other,0.0774,183.41,12.82395734,0.3,807,9663.041667,6098,0,2,0,0,0
1,debt_consolidation,0.1496,86.62,10.62132735,13.2,667,4020,1759,48.9,2,0,0,0
1,credit_card,0.1183,66.27,10.95954023,17.16,692,2070,10708,79.9,0,0,0,0
1,major_purchase,0.1426,343.06,11.66134547,15.74,677,4410.041667,29344,57.1,2,0,0,0
1,debt_consolidation,0.1148,461.56,10.91508846,6.2,727,2310.041667,12875,26.6,3,0,0,0
1,debt_consolidation,0.0859,316.11,11.91839057,4.14,757,6180,82445,16.7,2,0,0,0
1,debt_consolidation,0.1357,441.6,10.61643736,15.79,687,4770,17704,72.5,0,0,0,0
1,debt_consolidation,0.1392,102.42,10.49127422,8.77,682,1200.041667,8901,65.4,0,0,0,0
1,debt_consolidation,0.1287,184.99,9.169518377,4.75,692,6270.041667,253,3.2,0,0,0,0
1,debt_consolidation,0.06,380.27,11.35040654,9.98,677,5705.041667,10844,68.6,3,1,0,0
1,debt_consolidation,0.1148,164.85,11.42081018,3.54,712,5130,10842,25.7,1,0,1,0
1,major_purchase,0.167,795.24,11.35040654,8.3,717,3180,11717,38.3,3,0,0,0
1,all_other,0.1392,51.21,10.30895266,19.08,667,3300.041667,2603,44.1,3,0,0,0
1,debt_consolidation,0.1357,679.37,10.94022444,22.06,727,5981.041667,22969,23.8,0,0,0,0
1,credit_card,0.1148,263.75,10.79345484,12.91,717,2280.041667,16275,49.2,0,0,0,0
1,debt_consolidation,0.1114,393.65,10.71441777,23.2,772,3846.041667,3663,28.2,0,0,0,1
1,credit_card,0.0894,108.03,10.25428526,20.24,777,7112.041667,3459,17.3,5,0,0,0
1,all_other,0.1253,217.54,10.08580911,14.2,702,1800,1799,37.5,2,1,0,0
1,debt_consolidation,0.0894,317.72,11.49272276,15.86,747,7230,32508,40.8,1,0,0,0
1,debt_consolidation,0.0894,462.28,11.29488139,16.15,767,5130,23088,50.1,2,0,0,0
1,small_business,0.1982,556.1,10.91508846,17.87,692,5422,10893,97.3,3,1,0,0
1,debt_consolidation,0.1357,679.37,11.51292546,9.8,702,4860.041667,27421,53.8,2,1,0,0
1,all_other,0.0774,312.19,11.77528973,3.56,787,4230.041667,10184,26.9,1,0,0,0
1,home_improvement,0.1253,502,11.33857208,10.13,712,5370,15690,52.1,0,0,0,1
1,debt_consolidation,0.1322,456.31,10.9864446,9.3,692,6120,6702,56.3,1,0,0,0
1,small_business,0.1426,480.29,10.69194491,21.82,747,3661,14479,53.8,3,0,0,1
1,debt_consolidation,0.1322,157.18,10.26370422,21.3,687,5970.041667,23810,73.7,0,0,0,0
1,debt_consolidation,0.1357,237.78,11.08214255,12.55,677,2640.041667,3964,55.8,1,0,0,0
1,all_other,0.1253,334.67,10.91508846,0.65,792,2311.041667,383,8.5,0,0,0,0
1,debt_consolidation,0.1287,161.44,10.25765937,12.29,697,1950.041667,3647,93.5,1,0,0,0
1,all_other,0.1392,273.1,10.49127422,8.93,692,2940.041667,13568,75.4,3,0,0,0
1,debt_consolidation,0.1114,328.04,10.30895266,5.16,747,2706.041667,7656,38.1,4,0,0,0
1,all_other,0.0774,280.97,11.23843599,11.84,772,7440.041667,9910,15.3,1,0,0,0
1,credit_card,0.1322,507.01,11.77528973,8.36,697,9420,23494,46.3,0,3,1,0
1,all_other,0.1426,274.45,11.39075783,11.61,682,2610.041667,15514,77.2,0,0,0,1
1,small_business,0.1565,874.66,11.08214255,13.88,747,5370,22170,76.7,1,0,0,0
1,debt_consolidation,0.0859,252.89,11.22524339,15.36,767,10380.04167,10624,19,0,0,0,0
1,debt_consolidation,0.1218,532.8,11.15625052,23.82,717,4710,15458,62.8,0,0,0,0
1,credit_card,0.1183,662.68,11.94470788,22.64,737,13020.04167,32654,39.2,2,0,0,0
1,debt_consolidation,0.1218,832.5,10.75790288,16.67,752,3540,23602,58.1,4,0,0,0
1,debt_consolidation,0.1183,198.81,11.28978191,8.89,707,5070,12757,31.1,0,0,1,0
1,debt_consolidation,0.1114,328.04,10.39145388,19.93,782,14130,13952,23.1,0,0,0,0
1,debt_consolidation,0.1461,172.38,10.40329267,16.74,667,2280.041667,4925,40,2,0,0,0
1,major_purchase,0.1322,287.31,9.798127037,13.67,682,1894.041667,4867,46.4,0,0,0,1
1,home_improvement,0.0894,142.98,11.07069263,7.53,787,3691.041667,858,4.4,4,0,0,0
1,all_other,0.074,83.86,9.392661929,9.6,757,2250.041667,1158,18.7,2,0,0,0
1,all_other,0.1148,164.85,10.30895266,16.4,782,5910.041667,1149,23.9,0,0,0,0
1,debt_consolidation,0.1218,333,11.0744205,18.7,707,3637,33878,79,3,0,0,0
1,debt_consolidation,0.1183,381.04,10.60903256,15.7,722,9870,19036,82.4,0,0,0,0
1,small_business,0.2121,491.2,11.95761129,10.45,667,3538,14718,40.4,1,0,0,0
1,debt_consolidation,0.1218,266.4,10.59663473,19.32,707,2220.041667,2707,31.5,0,0,0,0
1,small_business,0.1531,522.23,10.81977828,5.26,727,12690,8394,79.2,3,0,0,1
1,all_other,0.1357,118.89,11.03488966,8.05,687,4320,450,26.5,0,1,0,0
1,major_purchase,0.1392,136.55,10.66895539,18.45,672,5940.041667,7094,51.4,0,0,0,0
1,debt_consolidation,0.1635,565.27,12.14950229,18.76,662,7140.041667,31742,84.4,0,1,0,0
1,educational,0.1218,432.9,11.15625052,3.36,717,5070,8535,50.8,0,1,0,0
1,debt_consolidation,0.1253,585.67,10.69194491,21.63,717,3690.041667,20010,85.1,0,0,0,0
1,debt_consolidation,0.0894,349.49,10.30949651,19.02,742,3122.041667,14304,23.9,0,0,0,0
1,debt_consolidation,0.1322,84.51,10.54534144,15.6,692,15360.04167,3777,35,2,0,0,0
1,debt_consolidation,0.0859,221.28,10.6454249,17.26,737,2250.041667,1211,18.9,1,0,0,0
1,all_other,0.1114,82.01,10.1266311,7.58,707,3270,7090,73.1,0,0,0,0
1,debt_consolidation,0.0774,280.97,10.42263843,15.1,782,10770.04167,8880,17,0,0,0,1
1,all_other,0.1218,186.48,9.392661929,6,727,1198.041667,843,31.2,0,0,0,0
1,debt_consolidation,0.1496,173.23,10.77895629,13.68,692,4920.041667,9138,41.3,0,0,0,1
1,debt_consolidation,0.1322,270.41,10.46310334,9.02,682,2280.041667,7844,84.3,1,0,0,0
1,credit_card,0.0894,190.63,10.6454249,18.23,722,5850,4836,62,3,0,0,0
1,major_purchase,0.1218,266.4,10.71441777,0.8,747,4770,150,10,2,0,0,0
1,debt_consolidation,0.16,682.06,11.77528973,12.6,672,4771.041667,8907,26.7,3,1,0,0
1,debt_consolidation,0.1218,666,11.00209984,24.86,727,5190.041667,38980,69.2,0,0,0,0
1,debt_consolidation,0.1496,866.16,11.51292546,17.24,702,4170.041667,30438,79.4,0,0,0,0
1,small_business,0.1635,847.9,11.91839057,14.45,717,1904.041667,3539,36.5,1,0,0,1
1,debt_consolidation,0.0859,316.11,10.54534144,23.34,752,3302,9527,44.7,0,0,0,0
1,credit_card,0.1148,263.75,11.03488966,18.66,722,3300,17559,49.9,0,0,0,0
1,debt_consolidation,0.1114,492.06,10.82972862,20.29,757,3270,22458,37,0,0,0,0
1,debt_consolidation,0.1114,328.04,11.00209984,17.18,732,3900,12581,67.3,1,0,0,0
1,all_other,0.0894,222.41,11.69524702,9.44,727,4020,7124,31,0,0,0,0
1,major_purchase,0.1392,102.42,11.04292184,4.63,667,7500.041667,900,19.6,2,0,0,1
1,small_business,0.1565,874.66,11.73606902,0.04,762,7170,2668,76.2,1,0,0,0
1,debt_consolidation,0.1253,602.4,11.35040654,18.96,727,6510,59861,92.2,0,0,0,0
1,home_improvement,0.0774,140.49,11.1927202,17.85,757,8465.041667,20362,19.6,0,1,0,0
1,debt_consolidation,0.1287,840.83,11.33857208,8.64,712,3811.041667,29535,75.7,0,0,0,0
1,credit_card,0.0774,202.93,10.30895266,17.68,752,6090,4301,37.7,0,0,0,0
1,small_business,0.167,532.53,11.22524339,20.4,697,3749.041667,25417,83.1,0,0,0,0
1,debt_consolidation,0.1635,229.64,11.08214255,11.41,672,2970.041667,7453,95.6,0,0,1,0
1,credit_card,0.1322,540.81,11.29836745,19.91,707,6332.041667,15171,36.1,0,1,0,0
1,debt_consolidation,0.0894,476.58,10.04498711,10.1,772,5640.041667,8264,23.7,0,0,0,0
1,all_other,0.074,155.3,10.81977828,3.17,792,7470.041667,4432,6.8,0,0,0,0
1,debt_consolidation,0.1531,696.31,11.69524702,9.1,682,4800.041667,20249,93.3,0,0,0,0
1,debt_consolidation,0.1322,676.02,11.08980542,9.07,707,3060.041667,15389,81,0,0,0,0
1,all_other,0.0894,95.32,12.07254125,17.22,722,7050.041667,72814,56,1,0,0,0
1,debt_consolidation,0.1183,497.01,11.00209984,10.44,732,3241,5011,38.5,0,0,0,0
1,all_other,0.0774,168.59,10.42228135,23.88,747,2490,2534,22.2,2,0,0,0
1,major_purchase,0.1148,79.13,10.40411131,21.49,717,1472,3992,67.7,0,0,0,0
1,major_purchase,0.0774,124.88,11.26446411,7.17,792,6360.041667,168,0.7,0,0,0,0
1,all_other,0.1253,40.16,9.655026193,23.69,707,2580.041667,7826,70.5,1,0,0,0
1,major_purchase,0.074,62.12,10.91508846,1.88,767,5671.041667,2796,9.3,1,0,0,0
1,credit_card,0.16,773.47,11.9511804,19.9,697,7410.041667,72951,97.7,0,0,0,0
1,debt_consolidation,0.1183,546.71,10.96337634,17.44,727,4890.041667,24351,66.2,1,0,0,0
1,debt_consolidation,0.1287,403.6,11.00209984,12.48,692,1860.041667,12558,62.2,1,0,0,0
1,home_improvement,0.1114,492.06,11.98292909,8.75,772,5640.041667,6065,41.6,4,0,0,0
1,debt_consolidation,0.0859,278.17,11.10495723,14.29,767,5160.041667,12657,8.6,1,0,0,0
1,home_improvement,0.0774,312.19,11.12726298,1.71,802,7440.041667,6077,24.6,0,0,0,0
1,credit_card,0.1148,428.59,11.51292546,5.24,732,4020,27294,44.8,0,0,0,0
1,debt_consolidation,0.1565,419.84,12.15477935,8.21,672,3630,33266,92.9,0,0,0,0
1,major_purchase,0.1357,326.1,10.24281286,4.66,682,2280.041667,3288,35,1,0,0,0
1,all_other,0.1114,183.7,11.15625052,13.37,722,3630,436,7.4,0,0,0,0
1,all_other,0.1392,153.62,10.30895266,24.6,672,2582.041667,1355,36.6,2,0,0,0
1,debt_consolidation,0.0859,193.62,11.02451344,10.21,747,3330.041667,6775,22,0,0,0,0
1,credit_card,0.0894,349.49,10.82774645,22.38,762,9539.041667,8694,54,4,0,0,0
1,credit_card,0.1322,302.52,10.57131693,22.12,682,7560,18610,40,0,0,0,1
1,debt_consolidation,0.1287,504.5,11.52698615,14.07,702,5430,18213,55.5,0,1,0,0
1,credit_card,0.1287,403.6,11.1188453,7.15,697,8100.041667,14079,70,0,0,0,0
1,debt_consolidation,0.167,142.01,9.574983486,0,662,1800,0,0,0,4,0,0
1,home_improvement,0.1114,426.45,11.77528973,12.15,747,9510,35398,70.5,0,0,0,0
1,debt_consolidation,0.1357,339.69,10.91508846,18.22,682,4440.041667,16121,39.1,0,0,0,1
1,credit_card,0.1183,497.01,11.08214255,13.79,722,4710,9941,45.4,0,0,0,0
1,debt_consolidation,0.1565,279.89,10.75149944,15.52,662,4110.041667,11310,63.5,2,0,0,0
1,debt_consolidation,0.1183,265.08,10.81154448,10.79,707,4320,2843,26.1,2,1,0,1
1,educational,0.1183,258.45,11.35927299,8.82,757,2973.041667,3811,5.8,0,0,0,0
1,debt_consolidation,0.1287,210.21,10.27505111,23.26,692,3780.041667,12082,82.2,1,1,0,1
1,debt_consolidation,0.1322,270.41,10.26813067,14.92,697,2913,7054,91.6,0,0,0,0
1,all_other,0.0774,46.83,11.15008872,4.36,737,2880,1991,28.9,1,0,0,0
1,debt_consolidation,0.1426,240.15,11.08214255,11.13,672,3360.041667,6227,89,1,0,0,0
1,all_other,0.1183,198.81,11.45924237,5.38,707,3720.041667,1839,13.3,0,1,0,0
1,all_other,0.0859,252.89,10.75790288,9.45,752,6540,10887,41.4,2,0,0,0
1,small_business,0.167,275.14,10.16585182,19.52,697,1650.041667,10634,71.5,0,0,0,1
1,all_other,0.1253,334.67,9.980448594,4.72,727,1200.041667,2638,11.5,2,0,0,0
1,debt_consolidation,0.1496,467.71,11.46813728,16.49,692,5910.041667,21881,96.4,1,0,0,0
1,all_other,0.0894,47.66,10.59663473,9.6,712,2610.041667,193,7.4,0,0,0,1
1,debt_consolidation,0.1253,811.56,11.8493977,20.28,722,5400,60713,62.5,1,0,0,0
1,debt_consolidation,0.1287,285.89,10.61043901,10.36,687,2760.041667,3934,52.5,1,0,1,0
1,debt_consolidation,0.0894,406.68,10.4341158,0.18,817,5432,306,0.5,0,0,0,0
1,all_other,0.1253,133.87,10.55581274,22.31,707,1440,3122,56.8,0,0,0,0
1,credit_card,0.1218,283.05,10.79957558,7.08,707,3210,7679,80,0,0,0,0
1,all_other,0.1114,328.04,11.8493977,8.1,742,5040,17930,0,3,0,0,0
1,all_other,0.1114,131.22,11.05089001,10.29,717,4320,2787,30.3,3,0,0,0
1,small_business,0.1635,482.25,10.40426284,7.89,702,3510.041667,11209,66.7,1,0,0,1
1,home_improvement,0.1392,512.06,11.53329656,13.1,682,11550,8785,37.4,1,0,0,0
1,debt_consolidation,0.0894,95.32,10.6454249,10.29,717,2220.041667,6349,31.6,0,0,0,0
1,debt_consolidation,0.0894,127.09,10.49127422,2.77,762,2700.041667,3969,19.7,0,0,0,0
1,all_other,0.1287,67.27,10.54534144,17.21,677,2580,2360,59,0,3,0,0
1,debt_consolidation,0.1322,676.02,11.48612964,23.86,707,5090,27879,78.3,1,0,0,0
1,home_improvement,0.1461,517.13,11.95761129,7.83,682,5730,6618,30.5,2,0,0,0
1,credit_card,0.0894,190.63,11.34568955,0,737,2166,0,0,1,0,0,0
1,debt_consolidation,0.0774,312.19,11.35040654,0.17,777,6570,2994,9.5,0,0,0,0
1,debt_consolidation,0.1322,338.01,10.59663473,15.21,692,2100,9538,43.8,0,0,0,0
1,home_improvement,0.1183,828.35,11.88446833,5.54,777,10290.04167,311,0.4,1,0,0,0
1,credit_card,0.0859,316.11,11.49799455,4.46,757,5282.041667,37334,55.4,0,0,0,0
1,debt_consolidation,0.1218,199.8,10.96819829,13.9,727,4740,4563,67.1,0,0,0,0
1,small_business,0.1774,612.36,11.07906088,14.13,687,5749,20429,66.1,2,0,0,1
1,all_other,0.1392,119.48,10.30895266,5.36,692,2671.041667,3162,73.5,1,0,0,0
1,all_other,0.0894,444.81,11.76107378,4.48,757,6198,5615,8.9,0,0,0,0
1,credit_card,0.1461,861.88,11.53718872,17.76,707,8910.041667,25478,65.3,0,1,0,0
1,debt_consolidation,0.1148,296.72,10.37349118,11.36,747,3720.041667,16021,30.6,1,0,0,1
1,all_other,0.0859,158.06,10.99406767,20.32,742,3990,6673,32.4,0,0,0,0
1,debt_consolidation,0.1531,188.01,9.798127037,11.33,677,1710,3600,94.7,0,0,0,0
1,debt_consolidation,0.1218,832.5,13.47019937,2.26,747,5880.041667,24361,84.3,0,0,0,0
1,debt_consolidation,0.1287,168.17,10.42228135,13.14,702,7710.041667,11154,86.5,1,0,1,0
1,home_improvement,0.074,62.12,10.69194491,4.53,787,4770,706,1.4,1,0,0,0
1,major_purchase,0.0774,124.88,10.25765937,17.64,767,5610.041667,611,6.9,1,0,0,0
1,home_improvement,0.0894,190.63,10.81977828,15.7,737,3120.041667,55,0.6,3,0,0,1
1,credit_card,0.0788,206.45,11.1844214,9.62,732,5132,11589,20.8,0,1,0,0
1,debt_consolidation,0.1531,217.6,10.1266311,13.73,712,3510.041667,1988,99.4,0,0,0,0
1,all_other,0.0859,158.06,11.00209984,22.08,772,6060.041667,2930,20.1,5,0,0,0
1,debt_consolidation,0.1357,475.56,10.77895629,8.8,702,5700.041667,11284,94.8,0,0,0,0
1,debt_consolidation,0.1148,824.22,11.28978191,9.9,777,6120,30928,63,2,0,0,0
1,debt_consolidation,0.1287,201.8,10.59663473,3.45,697,1590.041667,3733,58.3,2,0,0,0
1,debt_consolidation,0.0894,305.01,10.87804719,18.41,742,4050.041667,9571,31.1,3,1,0,0
1,all_other,0.0859,252.89,10.54534144,0.95,812,9780,255,0.6,1,0,0,0
1,home_improvement,0.0894,317.72,11.08214255,15.05,742,6660.041667,37471,61.9,1,0,0,0
1,credit_card,0.1459,413.58,11.72803684,15.36,672,7610,30232,67.3,0,2,0,0
1,home_improvement,0.1392,827.82,11.77528973,2.06,757,9810,6834,30.4,5,0,0,1
1,all_other,0.0894,317.72,11.0744205,10.33,742,3630,14880,58,2,0,0,0
1,all_other,0.1253,267.74,11.05089001,1.81,697,3630,4676,47.2,1,0,0,0
1,debt_consolidation,0.1218,479.52,10.23995979,0,787,4860.041667,0,0,3,0,0,0
1,debt_consolidation,0.1114,295.24,10.89673933,17.47,732,7140.041667,19109,38,2,0,0,0
1,home_improvement,0.0894,133.45,11.40756495,19.24,727,4200.041667,15366,50.9,3,0,0,0
1,all_other,0.0894,285.95,10.69194491,8.97,747,3907.041667,4051,13.6,1,0,0,0
1,all_other,0.1426,171.53,11.60823564,17.64,667,5340.041667,54165,75,1,1,0,0
1,home_improvement,0.1322,169.01,11.60823564,15.4,692,3842.041667,53761,92.1,2,0,0,1
1,all_other,0.1426,222.99,9.980448594,15.17,707,1470,1855,23.2,0,0,0,0
1,major_purchase,0.0894,317.72,10.87804719,13.09,737,2280.041667,3706,11.2,1,0,0,0
1,debt_consolidation,0.1322,253.51,11.5228758,22.22,687,6840,33465,89.3,2,0,0,0
1,debt_consolidation,0.1114,32.81,9.169518377,4.38,747,1260.041667,486,21,0,0,0,0
1,debt_consolidation,0.1148,501.13,10.77895629,24.13,757,8043,6212,49.7,2,0,0,0
1,debt_consolidation,0.0859,316.11,10.95960979,8.31,757,8430.041667,20627,21.9,0,0,0,0
1,debt_consolidation,0.1496,259.84,10.13459927,5.38,687,1140.041667,5385,58.5,1,0,0,0
1,all_other,0.1426,411.67,10.3859137,5.33,692,1288.041667,5917,61,3,0,0,0
1,debt_consolidation,0.1774,144.09,10.71441777,14.04,667,3264,3082,99.4,0,0,0,0
1,all_other,0.0894,540.12,11.69524702,2.19,777,4020,63646,9.8,1,0,0,0
1,debt_consolidation,0.1218,807.53,11.57988293,17.65,742,9360,81940,35.3,0,0,0,0
1,debt_consolidation,0.1114,278.83,10.25765937,24.63,727,8010,9193,28.5,0,0,0,0
1,small_business,0.1496,866.13,11.43171541,0.47,772,4410.041667,3910,6.5,3,0,0,0
1,debt_consolidation,0.0894,324.07,10.91508846,8.47,737,5730,13041,39,1,0,0,0
1,credit_card,0.1114,472.38,12.20607265,9.68,737,7627,29411,59.3,3,0,0,0
1,small_business,0.1531,678.9,11.40756495,15.89,792,16350,34039,1.6,4,0,0,0
1,debt_consolidation,0.0774,109.27,11.08214255,9.42,742,2790,2087,9.8,0,0,0,0
1,debt_consolidation,0.1392,136.55,10.71441777,15.76,672,5130,4007,54.9,1,0,0,0
1,debt_consolidation,0.1114,367.4,10.46310334,10.8,732,3810.041667,10631,36.9,3,0,0,1
1,all_other,0.1253,240.96,10.62132735,13.61,722,2670.041667,8250,93.7,2,0,0,0
1,credit_card,0.1183,397.61,10.71441777,20.69,737,3420.041667,9078,68.8,0,0,0,0
1,credit_card,0.1183,99.41,10.96819829,19.31,697,6450,13660,79,1,0,0,0
1,credit_card,0.1253,585.67,10.52492389,20.85,722,4953.041667,15859,78.6,0,0,0,0
1,credit_card,0.1114,196.83,10.59663473,24.1,717,4740,4136,52.4,0,0,0,0
1,small_business,0.167,532.53,11.00584283,2.11,742,1261.041667,4949,0,1,0,0,1
1,all_other,0.0894,103.26,10.71441777,6.13,747,2043.041667,4708,43.2,1,0,0,1
1,debt_consolidation,0.1218,199.8,10.08580911,9.65,747,3690.041667,3380,31.9,4,0,0,1
1,debt_consolidation,0.1385,818.5,10.66895539,13.7,722,9600.041667,12606,88.2,0,0,0,0
1,all_other,0.0774,93.66,10.08580911,24.55,742,5220.041667,20594,38.3,0,0,0,0
1,home_improvement,0.1114,393.65,11.42954386,12.52,752,4920.041667,25245,53.3,4,0,0,0
1,debt_consolidation,0.1357,305.72,10.41331268,11.14,682,3930,3279,41,0,0,0,0
1,all_other,0.1426,102.92,9.729134165,12.21,672,3660,1772,73.8,0,0,0,0
1,small_business,0.167,168.64,10.34817337,18.27,687,1633.041667,14940,40.8,0,0,0,1
1,home_improvement,0.0894,305.01,11.22524339,18.19,742,4981,11361,35,2,1,0,0
1,debt_consolidation,0.1531,348.16,10.42821608,15.02,667,2370.041667,8556,44.3,1,0,0,0
1,credit_card,0.0894,476.58,11.53272809,7.31,797,7260,19412,32.5,0,0,0,0
1,credit_card,0.1426,483.72,10.858999,20.91,722,6360.041667,42613,98.4,1,0,0,1
1,debt_consolidation,0.0894,158.86,10.34174248,16.41,727,3330.041667,1877,10.3,1,0,0,0
1,credit_card,0.1426,274.45,11.15625052,18.48,672,6540,7862,71.5,0,0,0,0
1,debt_consolidation,0.0859,173.86,10.91508846,14.97,742,6990.041667,11484,12.5,0,1,0,0
1,debt_consolidation,0.1322,676.02,10.81977828,10.44,712,5520,22576,82.7,3,0,0,0
1,debt_consolidation,0.1218,666,11.01862914,12.96,727,4774.041667,28404,74.7,1,0,0,0
1,home_improvement,0.1287,282.52,11.75194237,16.36,687,3540,26040,60.8,1,0,0,0
1,all_other,0.1253,502,11.02026715,16.56,712,2190,8109,59.6,0,0,0,0
1,debt_consolidation,0.1357,441.6,10.42821608,21.76,692,6780.041667,24127,70.5,3,0,0,0
1,major_purchase,0.1531,389.94,10.66914142,21.85,667,2779.041667,10677,55,1,0,0,0
1,debt_consolidation,0.1322,540.81,11.11266399,11.94,702,5040,13264,62.3,1,0,0,0
1,major_purchase,0.1322,331.25,10.98189713,5.88,687,2675.041667,9972,35.9,3,0,1,0
1,educational,0.1148,280.24,9.862665558,14.06,717,2850,3317,62.6,0,0,0,0
1,debt_consolidation,0.0859,221.28,11.51292546,11.18,737,6420.041667,73196,16.6,2,0,0,0
1,debt_consolidation,0.1531,334.23,10.83958091,5.81,662,1920.041667,3125,32.6,0,2,0,0
1,major_purchase,0.074,124.24,10.49127422,10.43,777,3450.041667,2063,12.1,0,0,0,0
1,credit_card,0.1461,86.19,11.08214132,15.23,662,3990,4763,78.1,2,0,1,0
1,debt_consolidation,0.1531,557.05,11.15625052,20.64,677,1800,11725,54.8,1,0,0,1
1,major_purchase,0.0859,221.28,10.91508846,6.09,757,3667,4360,29.3,0,0,0,0
1,debt_consolidation,0.1565,699.73,10.95954023,4.88,682,3150.041667,8436,87.9,0,0,0,0
1,debt_consolidation,0.1426,205.84,11.21946674,14.05,667,9240.041667,3407,48.7,2,5,0,0
1,debt_consolidation,0.16,506.27,11.31938926,12.74,662,4710,35174,69.4,3,0,0,0
1,small_business,0.1947,184.49,11.69524702,9.35,707,4260,2379,40.3,1,0,0,0
1,debt_consolidation,0.1148,329.69,10.74194646,9.75,717,4500.041667,8368,66.9,1,0,0,0
1,debt_consolidation,0.1253,502,10.46310334,12.03,707,4680,11197,53.3,0,0,1,0
1,all_other,0.0859,94.84,11.25480219,15.92,727,4290,16116,67.7,2,0,0,0
1,debt_consolidation,0.1392,477.92,11.21182037,21.91,682,7000.041667,14200,42.8,1,2,0,0
1,all_other,0.1148,395.63,11.69524702,1.01,772,3570,1957,12.1,1,0,0,0
1,debt_consolidation,0.1218,176.49,11.01224817,20.73,697,4440.041667,13313,31.3,0,0,0,0
1,all_other,0.1878,803.99,10.55581274,9.69,662,1290.041667,12863,37.9,1,0,0,0
1,debt_consolidation,0.1426,754.73,11.00209984,21.34,702,3360.041667,35236,69.1,2,0,0,0
1,debt_consolidation,0.1183,157.39,10.49127422,21.8,702,2130,28450,75.7,2,0,0,0
1,all_other,0.1183,331.34,10.7623822,9.66,792,9990.041667,444,0.9,3,0,0,0
1,debt_consolidation,0.1253,381.52,10.95080655,13.64,702,3780.041667,18252,60.8,1,0,0,0
1,home_improvement,0.1253,811.56,12.32385568,12.7,727,9000,121563,26.6,1,0,0,0
1,all_other,0.1287,50.45,11.00209984,8.52,677,8820.041667,1506,37.6,0,2,0,0
1,credit_card,0.1183,99.41,11.32659589,11.71,697,7920,17900,64.9,1,0,0,0
1,home_improvement,0.1253,585.67,11.21182037,23.35,727,5820,13042,52.2,0,0,0,0
1,credit_card,0.1496,242.52,11.26446411,2.64,667,3660,54727,89.2,0,0,0,0
1,debt_consolidation,0.074,46.59,10.54534144,0.69,747,2640.041667,1125,16.5,1,0,0,0
1,major_purchase,0.074,93.18,10.1266311,6.91,752,2250.041667,446,17.2,0,0,0,0
1,credit_card,0.1183,497.01,10.6454249,14.2,727,6841,10894,39.6,0,0,1,0
1,debt_consolidation,0.1287,252.25,10.6454249,8.31,687,3000.041667,8091,30.9,1,0,0,0
1,debt_consolidation,0.1148,197.82,10.46310334,15.67,717,11160.04167,6433,48.7,1,0,0,0
1,major_purchase,0.0859,237.08,11.08214255,19.88,767,4440.041667,5720,11,0,0,0,0
1,debt_consolidation,0.1878,913.63,11.46163217,18.18,667,5160,15109,77.9,1,0,0,0
1,credit_card,0.1253,93.71,10.77895629,23.23,682,4770,30423,66.3,1,0,1,0
1,debt_consolidation,0.1148,791.25,11.51292546,12.68,792,6780.041667,23092,25.7,0,0,0,0
1,all_other,0.1148,329.69,10.70987413,14.79,727,3030.041667,16077,54.9,0,0,0,0
1,debt_consolidation,0.1496,291.02,10.39690249,13.92,667,5370,9713,63.5,1,1,0,0
1,credit_card,0.1392,751.02,11.22524339,23.92,707,4699,13236,61.3,0,0,0,0
1,all_other,0.1114,164.02,10.08580911,3.3,717,1860.041667,1124,9.7,1,0,0,0
1,debt_consolidation,0.0859,189.67,11.28978191,22.52,742,5310.041667,3676,10.2,1,0,0,0
1,debt_consolidation,0.1218,807.53,11.00209984,21.9,742,8617.041667,100842,34.4,1,0,0,0
1,all_other,0.1287,336.34,10.79949394,21.97,697,4560.041667,22259,66.8,0,0,0,0
1,debt_consolidation,0.1357,101.91,11.15625052,5.69,672,6770.041667,3275,21,1,3,0,0
1,debt_consolidation,0.1025,442.06,10.73116563,13.98,727,4813,22837,79.3,0,0,0,0
1,credit_card,0.1025,518.16,11.1844214,4.93,752,5909,3252,25,1,0,0,0
1,debt_consolidation,0.1099,695.63,10.75900865,17.93,722,3181.041667,26636,61.6,1,0,0,0
1,debt_consolidation,0.1114,518.3,11.51292546,21.88,747,4620,29860,47.6,0,0,0,0
1,debt_consolidation,0.1183,803.5,12.03171926,11.42,762,5343.041667,55622,39.5,0,0,0,0
1,debt_consolidation,0.0894,444.81,11.69524702,15.8,762,4770,60767,80.4,0,0,0,0
1,debt_consolidation,0.1287,403.6,10.37349118,21.68,737,4559.041667,7370,85.7,1,0,0,1
1,all_other,0.1809,253.37,10.62132735,7.52,692,2430,8959,97.4,1,0,0,0
1,debt_consolidation,0.1253,167.34,10.52674861,21.49,707,4590.041667,0,0,0,0,0,1
1,debt_consolidation,0.0894,317.72,13.54370183,1.69,752,3570,10490,41,0,0,0,0
1,all_other,0.1253,836.66,11.60827201,10.97,732,5611.041667,33383,63.2,1,0,0,0
1,all_other,0.0894,190.63,11.56171563,10.42,727,4560.041667,10465,44,0,0,0,1
1,all_other,0.074,77.65,10.1266311,20.02,762,3301,11873,14.7,0,0,0,0
1,debt_consolidation,0.1357,339.69,11.01862914,21.52,687,5190.041667,10046,46.3,0,0,0,0
1,all_other,0.0774,202.93,11.1927202,13.72,757,3690.041667,10257,24,0,0,0,0
1,credit_card,0.1218,599.4,11.44035477,10.61,722,4491.041667,28960,22.2,1,0,0,0
1,debt_consolidation,0.16,878.94,11.56171563,10.8,732,6210,33107,98.8,1,0,0,0
1,debt_consolidation,0.167,710.03,11.47210347,15.82,672,7200,14977,36.7,0,2,0,0
1,debt_consolidation,0.1183,662.68,11.49272276,19.93,737,4890.041667,41347,56.6,2,0,0,0
1,all_other,0.0774,152.98,11.22524339,4.64,767,5073,10788,27.7,1,0,0,0
1,debt_consolidation,0.1183,662.68,11.23848862,10.72,737,5040,2261,17.5,0,0,0,1
1,credit_card,0.1218,666,10.92665765,23.72,727,5520.041667,38043,52.6,1,0,0,0
1,credit_card,0.0894,127.09,10.79957558,18.59,722,5430,4692,35.3,0,0,0,0
1,credit_card,0.0894,317.72,10.90646961,7.68,737,5160.041667,6525,7.8,3,0,0,0
1,debt_consolidation,0.1392,221.89,10.08580911,16.2,672,2430,7893,59.3,1,0,0,0
1,debt_consolidation,0.1183,248.51,11.22524339,18.88,707,2928,8652,29.6,2,1,0,0
1,credit_card,0.1253,401.6,11.15625052,23.14,702,4470.041667,25498,64.6,2,0,0,0
1,all_other,0.1148,181.33,9.574983486,12.08,707,3280,5282,30,3,0,0,0
1,all_other,0.1357,50.96,11.00209984,20.6,667,9840,19112,82,1,0,0,0
1,debt_consolidation,0.1218,807.53,10.90738615,17.41,737,4111.041667,28559,73.2,0,0,0,1
1,debt_consolidation,0.1218,832.5,11.6784399,3.48,757,9780,10227,40.1,1,0,0,0
1,all_other,0.1635,309.13,11.15625052,3.05,662,3420.041667,7427,81.2,0,0,0,0
1,debt_consolidation,0.1114,246.03,10.7243681,7.18,762,4770,6126,21.1,1,0,0,0
1,home_improvement,0.0894,254.18,11.46163217,8.82,742,5730,21275,50.2,0,0,0,0
1,debt_consolidation,0.074,155.3,10.69194491,13.58,777,4020,37803,35.2,0,0,0,0
1,credit_card,0.1114,164.02,11.16336799,12.65,742,1950.041667,5238,73.4,0,0,0,0
1,credit_card,0.1218,233.1,10.83958091,15.69,702,5640.041667,15239,81.9,0,0,0,0
1,debt_consolidation,0.1114,295.24,10.59663473,9.9,732,5460,9305,25.5,0,1,0,0
1,major_purchase,0.1218,133.2,11.10375349,19.84,697,3210,20908,67.7,2,0,0,0
1,credit_card,0.1357,713.34,11.87756858,13.95,707,6270.041667,25547,32.1,0,0,0,0
1,debt_consolidation,0.1114,239.47,10.19351188,21.32,717,3331.041667,6528,72.5,0,0,0,0
1,credit_card,0.1218,765.9,11.26446411,8.58,742,3990,26552,49.2,2,0,0,1
1,all_other,0.1774,734.83,10.95080655,6.84,667,1830,1820,42.3,2,1,0,1
1,credit_card,0.0859,189.67,10.77895629,12.65,757,2370.041667,119,0.5,1,0,0,0
1,debt_consolidation,0.1114,524.86,11.2835123,6.51,747,7020.041667,14914,56.1,1,0,0,0
1,debt_consolidation,0.1531,696.31,11.46163217,9.28,697,2610.041667,11219,32.4,0,1,0,0
1,all_other,0.1114,656.07,11.22524339,11.31,777,3000.041667,1126,7.9,0,0,0,0
1,all_other,0.1183,149.11,10.09823163,0.99,792,3511.041667,117,8.4,5,0,0,0
1,debt_consolidation,0.0774,199.8,10.46310334,18.07,752,3210,7994,24.7,0,0,0,0
1,credit_card,0.0859,316.11,10.51867319,14.85,757,6210,15889,42.6,0,0,0,0
1,debt_consolidation,0.1218,158.18,11.82815218,23.49,697,5520.041667,24235,73.7,1,0,0,0
1,debt_consolidation,0.1426,137.23,10.30895266,11.32,672,1590.041667,2816,52.1,0,1,0,0
1,debt_consolidation,0.1392,290.17,10.59663473,16.05,697,1980.041667,13013,66.1,1,0,0,1
1,all_other,0.074,62.12,11.00209984,10.04,757,4351,3370,11.7,0,0,0,0
1,debt_consolidation,0.0859,189.67,10.16585182,9.45,762,2850,21,0.1,0,0,0,0
1,debt_consolidation,0.1253,836.66,11.33857208,13.63,732,6275.041667,25036,45.4,3,0,0,0
1,debt_consolidation,0.16,534.4,10.57131693,13.91,667,5460,21756,75.7,0,1,0,0
1,all_other,0.1322,608.42,11.31447453,19.33,702,4838.041667,4556,47,1,0,0,0
1,educational,0.1253,251,10.91508846,4.49,697,2610.041667,6644,44.9,1,0,0,0
1,debt_consolidation,0.1253,267.74,10.30768519,19.22,692,1950.041667,11664,60.7,0,0,0,0
1,all_other,0.0894,285.95,10.77895629,16.35,737,4050,9348,22.2,3,0,0,0
1,credit_card,0.1114,82.01,10.91508846,6.2,712,2646.041667,6252,64.5,3,0,0,0
1,home_improvement,0.1253,669.33,12.04355372,3.43,717,4380,3670,18.9,0,0,0,0
1,all_other,0.1392,81.93,10.18111929,21,732,7560,6704,98.6,1,0,0,1
1,debt_consolidation,0.1322,236.61,11.39639165,14.25,687,6960,19351,89.6,0,1,0,0
1,home_improvement,0.1287,336.34,10.46310334,12.17,717,2310.041667,5348,76.4,1,0,0,0
1,all_other,0.1357,101.91,11.51292546,10.19,677,1710,4041,87.8,2,0,0,0
1,all_other,0.1531,835.57,11.19821472,13.78,682,8700,15268,57.7,0,0,1,0
1,major_purchase,0.1322,118.31,11.12726298,14.33,707,3660,20870,96.2,0,0,0,0
1,all_other,0.0859,316.11,10.91508846,13.85,752,5910.041667,10862,28.5,2,0,0,0
1,all_other,0.1565,139.95,9.472704636,3.42,667,1710,894,59.6,1,0,0,0
1,all_other,0.0774,312.19,11.1844214,3.42,777,9570.041667,11381,34.7,0,0,0,0
1,all_other,0.0894,285.95,10.4341158,4.91,737,1860.041667,2354,24.5,0,0,0,0
1,all_other,0.1392,716.88,11.12726298,17.95,697,4920.041667,14533,80.7,0,0,0,1
1,credit_card,0.1426,638.09,11.50992096,17.26,682,4230.041667,19780,48.8,0,0,0,0
1,credit_card,0.0894,174.75,10.89673933,13.71,727,2702.041667,5677,32.6,1,0,0,0
1,educational,0.0894,158.86,10.81977828,13.27,742,2130,4676,18,0,0,0,0
1,all_other,0.1322,169.01,10.6454249,13.49,717,3330.041667,14953,97.7,0,0,0,1
1,debt_consolidation,0.1253,66.94,11.00209984,4.12,687,3600,3021,18.1,1,0,0,0
1,all_other,0.1218,66.6,10.81977828,14.83,692,2250.041667,7975,67.6,1,0,0,0
1,credit_card,0.1322,338.01,10.81977828,7.44,692,2070,7408,31.9,2,0,0,0
1,all_other,0.2086,94.02,10.727663,0.53,662,2029.041667,2106,91.6,3,0,0,1
1,home_improvement,0.1565,69.98,11.22524339,6.61,667,2709.041667,0,0,1,0,0,0
1,all_other,0.1287,168.17,10.49127422,18.23,682,9600.041667,7790,82,3,0,0,0
1,all_other,0.1287,336.34,10.08580911,8.45,697,3750.041667,1303,18.4,0,1,0,0
1,educational,0.1426,171.53,11.51292546,12.18,667,2670.041667,28370,40.3,2,0,0,0
1,all_other,0.1183,198.81,11.00209984,18.82,717,5040,15638,93.1,1,0,0,1
1,debt_consolidation,0.1426,411.67,10.16585182,10.85,682,1620.041667,9106,52.6,0,0,0,0
1,credit_card,0.1218,666,11.30958454,9.79,727,6000.041667,30611,81,2,0,0,0
1,credit_card,0.1635,176.65,11.3222491,14.33,707,5490,73241,98.5,0,0,0,0
1,small_business,0.1531,870.39,11.28978191,0.81,797,6510,3656,11.8,1,0,0,0
1,credit_card,0.0894,158.86,11.43712375,15.02,732,6212,83356,41.7,0,0,0,0
1,all_other,0.1426,614.94,11.33857208,16.57,697,3720.041667,1887,94.3,0,0,0,0
1,all_other,0.1218,106.56,10.41232119,19.84,697,4620.041667,1568,71.3,2,0,1,0
1,all_other,0.1183,99.41,11.29476946,23.67,697,7380.041667,17829,66.3,3,0,0,1
1,all_other,0.0894,111.21,10.77895629,15.8,722,3870.041667,10659,76.4,0,0,0,1
1,debt_consolidation,0.1496,554.32,11.57119437,9.87,692,4500.041667,34896,87.5,2,0,0,0
1,debt_consolidation,0.1774,720.42,11.81303006,19.85,672,4080.041667,34863,90.8,1,0,1,0
1,credit_card,0.0859,316.11,11.15625052,15.38,757,5100,15315,41.2,0,0,0,0
1,debt_consolidation,0.1322,243.37,11.00209984,14.42,682,6210,23079,74.9,0,0,0,0
1,debt_consolidation,0.1218,333,10.54534144,10.2,712,4033,8753,48.9,0,0,0,0
1,all_other,0.1287,242.16,11.00209984,14.34,687,1860,1068,10.9,0,0,0,0
1,debt_consolidation,0.1392,341.37,11.1124479,21.65,707,5550.041667,19641,86.5,0,0,0,0
1,home_improvement,0.1253,669.33,11.00209984,2.6,747,3570,6621,76.1,2,0,0,0
1,major_purchase,0.1287,168.17,10.6454249,20.14,682,3930,2035,40,2,1,0,0
1,debt_consolidation,0.0894,389.21,10.37349118,12.6,752,6870,15954,41.1,1,0,0,0
1,debt_consolidation,0.1392,256.03,10.46310334,14.06,682,2010.041667,13089,69.3,0,0,0,0
1,all_other,0.1218,83.25,10.69964248,22.41,687,4380,14589,34.9,1,0,0,1
1,credit_card,0.1218,832.5,11.2515607,22.44,742,5411,44790,35.2,1,0,0,0
1,all_other,0.0774,124.88,11.58988651,6.02,787,4230.041667,337,1.9,0,0,0,0
1,all_other,0.1322,324.49,11.51292546,11.44,692,4770,4533,14.3,0,4,0,0
1,small_business,0.2121,755.69,11.24895992,5.72,672,1440,500,83.3,1,0,0,0
1,debt_consolidation,0.1496,173.23,10.33516607,14.69,672,4800.041667,11886,90,0,0,0,0
1,small_business,0.16,843.78,11.91839057,7.01,727,4778,17161,26,1,1,0,0
1,debt_consolidation,0.1253,485.27,10.23995979,15.13,747,4771,11423,68.4,0,0,0,0
1,debt_consolidation,0.1183,417.49,10.76320793,20.14,717,3660,10682,54.7,0,0,0,0
1,all_other,0.1218,116.55,10.59663473,18.18,712,4770,6381,66.5,1,0,1,0
1,credit_card,0.1357,509.53,11.00209984,17.22,692,2850,13030,66.6,1,0,0,0
1,debt_consolidation,0.1183,198.81,11.23848862,3.44,707,3330.041667,7269,38.7,0,0,0,0
1,all_other,0.1426,137.23,10.54534144,9.92,667,5100,2822,37.1,1,0,0,0
1,debt_consolidation,0.1136,329.12,11.77528973,20.19,702,3660,10288,64.3,0,0,0,0
1,small_business,0.1913,557.24,10.91508846,2.38,717,4740,491,98.2,0,0,0,0
1,home_improvement,0.1461,689.51,11.40756495,9.91,687,6780.041667,239,3.5,1,0,0,0
1,debt_consolidation,0.1218,399.6,11.00209984,17.86,707,7170.041667,17035,58.7,1,0,0,0
1,debt_consolidation,0.1183,256.79,9.952277717,17.43,707,2130,11212,44.5,1,0,0,0
1,debt_consolidation,0.0894,381.26,10.93310697,10.26,767,3810.041667,4553,15.2,0,0,0,0
1,debt_consolidation,0.1183,397.61,11.48246626,2.09,717,4590.041667,5652,22.3,0,0,0,0
1,debt_consolidation,0.1531,348.16,10.30895266,18.6,667,4980.041667,9092,68.4,1,0,0,0
1,debt_consolidation,0.0894,381.26,10.76848499,2.78,782,5405,6877,20,0,0,0,0
1,major_purchase,0.0894,47.66,10.858999,7.27,717,11400.04167,2504,21.4,0,1,0,0
1,debt_consolidation,0.0894,222.41,10.59663473,18.42,742,2670.041667,5416,55.3,0,0,0,0
1,major_purchase,0.0894,476.58,10.59663473,20.4,802,6510,3823,9,0,0,0,0
1,all_other,0.1426,445.98,10.59663473,23.85,687,4440.041667,24119,91.7,0,0,0,0
1,debt_consolidation,0.1496,840.15,11.1124479,21.74,687,8189.041667,43703,77.8,0,0,0,0
1,debt_consolidation,0.1357,597.85,11.70354582,23.83,692,6965,51344,81.5,1,0,0,0
1,all_other,0.1253,33.47,10.23995979,20.19,682,2460,1697,39.5,1,0,0,0
1,all_other,0.1253,140.56,10.30895266,18.36,687,2700.041667,3368,32.7,2,0,0,0
1,debt_consolidation,0.1531,844.28,11.28978191,24.3,692,4290,26324,86.6,0,0,0,0
1,debt_consolidation,0.1287,336.34,10.4341158,21.42,707,5100,14096,86,1,0,0,0
1,debt_consolidation,0.1148,164.85,10.96819829,8.67,712,5190.041667,1885,19.6,0,0,1,1
1,credit_card,0.0859,249.72,11.41861479,15.2,812,10320.04167,3950,4.9,0,0,0,0
1,credit_card,0.0774,187.32,11.57402056,6.89,762,5880.041667,7903,25,0,0,0,0
1,debt_consolidation,0.0859,284.5,11.98292909,10.32,767,6930,126088,27,0,0,0,0
1,debt_consolidation,0.1287,168.17,10.58446093,20.01,697,2760.041667,5066,84.4,1,0,0,0
1,all_other,0.074,139.77,11.00209984,12.76,782,3812.041667,8432,20.4,1,0,0,0
1,debt_consolidation,0.16,527.36,10.858999,10.08,667,4410,16486,52.7,0,0,0,0
1,all_other,0.1322,608.42,10.77230925,12.33,732,3900,4646,55.2,1,0,0,1
1,debt_consolidation,0.1148,197.82,11.08214255,18.11,712,4050,21384,82.2,0,0,0,0
1,debt_consolidation,0.1183,803.5,11.53272809,3,767,6314.041667,5444,9.7,0,0,0,0
1,major_purchase,0.1774,288.17,10.59663473,8.91,667,1200.041667,1825,67.6,3,1,0,0
1,all_other,0.0894,127.09,9.92329018,3.88,722,4079.041667,1146,19.4,0,0,0,0
1,credit_card,0.1426,528.31,11.69524702,7.98,682,7650,27205,87.8,0,1,0,0
1,small_business,0.1565,874.66,10.91508846,4.25,742,2880,7783,22.6,2,0,0,0
1,all_other,0.0894,381.26,11.08214255,10.14,752,3755.041667,700,5.1,3,0,0,0
1,debt_consolidation,0.1565,227.41,10.49127422,14.97,662,4290,4357,92.7,1,0,0,1
1,all_other,0.1148,105.5,11.60823564,6.63,722,3990,20002,67.8,0,0,0,0
1,debt_consolidation,0.1287,524.68,10.62132735,22.04,707,3630,15556,81.4,0,0,0,0
1,credit_card,0.0894,158.86,10.62175555,14.16,767,3630,4463,28.8,0,0,0,0
1,all_other,0.1253,214.19,10.97678203,18.22,697,7230,6917,73.6,0,0,0,0
1,major_purchase,0.1357,169.85,10.4778512,14.05,697,3480.041667,233,46.6,0,1,0,0
1,debt_consolidation,0.1357,407.63,11.49276357,0.18,712,5970.041667,440,7.9,1,0,0,0
1,all_other,0.1183,530.15,10.59663473,9.6,732,9840,9082,35.1,2,2,0,0
1,debt_consolidation,0.1114,104.98,10.30895266,5.04,732,2670.041667,6383,46.6,0,0,0,0
1,major_purchase,0.1357,118.89,11.38509209,16.05,672,7080.041667,10977,70.8,0,0,2,0
1,credit_card,0.1148,197.82,11.22524339,11.9,707,4110.041667,18103,59.5,3,0,0,0
1,all_other,0.1287,84.09,10.44488118,13.86,687,6780.041667,7565,27,1,2,0,0
1,all_other,0.1183,139.17,9.287301413,0,747,2970.041667,0,0,2,0,0,0
1,debt_consolidation,0.1496,623.61,10.84349481,10.71,717,5400,18632,98.1,0,0,0,0
1,debt_consolidation,0.0894,317.72,11.48246626,7.62,737,4830.041667,20574,38.2,2,0,0,0
1,debt_consolidation,0.0774,187.32,11.40756495,15.89,762,8730,37397,29,0,0,0,0
1,debt_consolidation,0.1183,99.41,10.6454249,14.46,697,3090.041667,6297,76.8,1,0,0,0
1,debt_consolidation,0.1496,242.52,10.6873891,12.66,662,5250.041667,3294,70.1,1,0,0,1
1,home_improvement,0.1183,497.01,11.00209984,11.7,732,3721.041667,30697,55.9,0,0,0,0
1,debt_consolidation,0.1287,269.07,10.81977828,5.3,692,8070,7710,35.1,0,2,0,0
1,home_improvement,0.0774,312.19,10.83958091,7.98,777,3510.041667,696,15.5,0,0,0,0
1,all_other,0.1114,656.07,11.69524702,9.55,772,6120,26701,43.1,0,0,0,0
1,debt_consolidation,0.1183,430.75,11.33857208,12.87,717,2220,14331,37.8,1,0,0,0
1,debt_consolidation,0.1183,298.21,10.4341158,17.12,712,3030.041667,13533,42.3,1,0,0,0
1,debt_consolidation,0.1253,689.41,11.51372515,14.45,722,4291,13171,51.8,3,0,0,0
1,debt_consolidation,0.1322,338.01,10.49127422,8.3,687,2280.041667,8989,36.2,0,0,0,0
1,credit_card,0.1357,285.34,10.98305293,21.34,677,6270.041667,55072,87.8,0,0,0,0
1,all_other,0.0894,285.95,10.75790288,21.19,737,5820,10325,30.1,0,0,1,0
1,all_other,0.1461,172.38,10.49127422,16.57,742,5400,0,34.5,0,0,0,0
1,all_other,0.1114,65.61,10.08580911,21.45,712,4350,560,70,3,1,0,0
1,all_other,0.1183,99.41,10.77895629,23.93,712,5580.041667,0,0,2,0,0,0
1,credit_card,0.0894,476.58,11.51292546,2.14,782,11010.04167,8057,17.4,2,0,0,0
1,all_other,0.1496,173.23,10.30895266,24.4,662,2880,1451,46.8,0,1,0,1
1,all_other,0.1357,326.1,11.00209984,13.2,677,4050,9164,47,1,0,0,0
1,credit_card,0.1148,412.11,11.08214255,1.63,732,3600,19898,36.4,2,0,0,0
1,debt_consolidation,0.1348,474.94,10.71441777,9.17,692,3540.041667,10163,61.6,1,0,0,0
1,educational,0.1531,217.6,9.862665558,15.13,662,8490.041667,4815,94.4,0,1,0,0
1,debt_consolidation,0.0894,381.26,11.51092346,15.64,757,12990.04167,4779,17.1,0,0,0,0
1,debt_consolidation,0.0894,476.58,11.56171563,12.53,777,10800.04167,8118,5.9,0,0,0,0
1,all_other,0.1913,293.77,11.65268741,11.79,667,4410,17267,29.1,3,0,0,0
1,debt_consolidation,0.0894,142.98,10.1064284,13.86,762,2970.041667,4659,30.1,0,0,0,0
1,home_improvement,0.0894,397.15,12.10598708,4.26,772,5103,31141,0.4,2,0,0,1
1,all_other,0.1357,54.35,9.422220731,21.46,712,1470,0,0,3,0,0,1
1,debt_consolidation,0.1322,212.95,10.30895266,5.28,772,11040.04167,14581,98,1,0,0,0
1,debt_consolidation,0.1114,590.47,11.15625052,10.7,752,4320,22093,23.7,0,0,0,0
1,debt_consolidation,0.1322,507.01,11.2009507,1.66,692,3602,17109,81.5,2,0,0,0
1,all_other,0.1496,173.23,9.574983486,11,697,1230.041667,2367,56.4,0,0,0,1
1,educational,0.0894,158.86,10.6454249,7.71,727,5280.041667,6453,35.1,0,0,0,0
1,educational,0.0774,156.1,10.30895266,17.28,752,2612.041667,20385,18.5,0,0,0,0
1,educational,0.1287,100.9,9.757305042,3.89,677,3150.041667,1366,85.4,1,0,0,0
1,major_purchase,0.1287,168.17,10.49127422,8.7,692,2672.041667,4434,31,3,1,0,0
1,credit_card,0.0859,120.12,10.1266311,5.33,792,7830.041667,2456,8.1,3,0,0,0
1,debt_consolidation,0.1218,296.37,10.80972795,12.68,707,3570,9943,61.8,3,0,0,0
1,debt_consolidation,0.1253,811.56,11.4065422,11.41,732,3961,7404,54.8,1,0,0,0
1,debt_consolidation,0.1253,560.57,10.40426284,17.38,717,2040.041667,0,0,1,1,0,0
1,all_other,0.1287,571.77,10.63103616,18.03,717,3120.041667,3629,82.5,0,0,0,0
1,debt_consolidation,0.1287,336.34,11.51292546,21.28,717,5670.041667,9470,31.4,1,0,0,0
1,all_other,0.1218,333,10.30895266,24.56,707,2430.041667,27735,41.6,3,0,0,1
1,debt_consolidation,0.1531,522.23,10.59663473,12.33,682,1440,5365,78.9,0,0,0,0
1,all_other,0.1496,225.2,11.00209984,1.08,697,1200.041667,0,0,3,3,0,1
1,debt_consolidation,0.1322,338.01,11.46163217,8.29,687,4290,14822,76.4,0,0,0,1
1,debt_consolidation,0.0894,222.41,10.77895629,14.4,722,3750.041667,1821,31.4,2,0,0,0
1,debt_consolidation,0.1183,497.01,11.00209984,7.78,727,6150,12609,67.1,0,0,0,0
1,all_other,0.1148,158.25,11.50690739,23.76,742,6240,57542,24.2,0,0,0,0
1,all_other,0.1114,459.25,12.03765399,4.76,662,3300,7044,61.8,1,0,0,0
1,major_purchase,0.1461,310.28,10.30895266,15.44,677,3690,3971,58.4,0,0,0,1
1,debt_consolidation,0.1287,311.11,9.998615898,15.44,687,4573.041667,4806,27.2,0,0,0,0
1,debt_consolidation,0.1531,348.16,11.36210258,16.33,672,10845,17768,65.8,1,0,1,0
1,credit_card,0.1322,287.31,11.22524339,7.73,687,7950,4167,19.8,1,1,0,0
1,all_other,0.1426,343.06,10.67359577,0.78,692,4800.041667,966,48.3,3,0,0,0
1,all_other,0.1565,349.87,10.49127422,14.97,662,3810.041667,11147,82.6,2,0,0,0
1,small_business,0.1392,426.72,11.81303006,4.95,787,10260,12115,14.1,1,0,0,0
1,debt_consolidation,0.1287,269.07,10.87426647,17.16,687,2970.041667,4022,82.1,2,0,0,0
1,major_purchase,0.1531,87.04,13.00357984,0.18,712,1710.041667,0,52.7,1,0,0,0
1,credit_card,0.1253,368.13,10.81977828,16.78,707,10200,4877,46,2,0,0,0
1,debt_consolidation,0.1287,504.5,11.00209984,10.86,702,3630,23369,58,2,0,0,0
1,debt_consolidation,0.1287,282.52,10.46310334,21.36,687,2191,8039,75.8,0,0,0,0
1,debt_consolidation,0.1114,433.01,11.73606902,7.62,752,6240,1847,4.6,0,0,0,0
1,major_purchase,0.1322,202.81,11.05725069,10.96,682,4410,20531,85.9,2,0,0,0
1,debt_consolidation,0.1426,624.37,10.93131966,15.65,682,2610.041667,17506,76.4,3,0,0,0
1,all_other,0.1183,165.67,9.903487553,13.02,702,3960,2177,31.6,2,0,0,0
1,all_other,0.0859,284.5,10.70772878,21.99,762,7830.041667,9519,17.8,3,0,0,0
1,debt_consolidation,0.1114,98.42,10.20359214,14.67,762,4800.041667,543,54.3,0,0,0,0
1,debt_consolidation,0.1461,861.88,11.17043516,22.62,712,4140.041667,32484,52.7,0,0,0,0
1,major_purchase,0.1218,599.4,11.08214255,13.9,717,3780.041667,6683,55.7,0,0,0,1
1,all_other,0.1357,339.69,11.59873612,21.32,682,4740,21476,37.9,2,1,0,0
1,debt_consolidation,0.1461,172.38,10.40426284,18.62,667,3030.041667,5134,77.8,1,0,0,1
1,small_business,0.1635,247.31,11.15625052,2.57,707,1710.041667,7786,30.5,0,0,0,0
1,major_purchase,0.0859,237.08,11.56171563,7.39,777,8161.041667,284,0.9,0,0,0,0
1,debt_consolidation,0.1496,277.16,11.69524702,11.7,667,7027.041667,18131,81.1,3,0,0,0
1,major_purchase,0.1809,115.83,9.655026193,6.38,697,1170.041667,1594,99.6,0,0,0,0
1,all_other,0.0859,158.06,11.03488966,16.3,732,4110.041667,7739,32.8,0,0,0,0
1,debt_consolidation,0.1287,269.07,11.82041016,16.59,687,4140.041667,43312,79.9,0,0,0,0
1,debt_consolidation,0.1357,203.82,10.03801845,20.19,702,1920.041667,4961,88.6,1,0,0,0
1,debt_consolidation,0.1183,165.67,10.49127422,15.17,742,4804.041667,3024,33.26,1,0,0,0
1,debt_consolidation,0.1218,199.8,11.26446411,19.88,702,3750.041667,9993,88.4,0,0,0,0
1,small_business,0.1947,383.73,11.12499689,11.74,662,1512,6273,43.6,2,0,0,0
1,educational,0.1322,135.21,10.6454249,13.69,677,1920.041667,8661,68.2,2,0,1,0
1,all_other,0.074,93.18,10.89673933,22.82,777,7110.041667,0,0,0,0,0,0
1,all_other,0.074,99.39,11.17043516,11.98,772,5790,2079,2,2,0,0,0
1,credit_card,0.1114,52.49,11.15625052,0.45,717,1920.041667,490,2,2,0,0,0
1,credit_card,0.1148,69.24,10.42228135,13.39,702,2520,14878,37.7,1,0,0,0
1,debt_consolidation,0.1183,278.33,10.75790288,5.67,712,2341.041667,9033,33.3,1,0,0,0
1,home_improvement,0.1531,348.16,11.30220443,6.59,662,4020,4082,60.9,2,0,0,0
1,all_other,0.1461,189.62,11.02516511,20.38,667,5376,14103,58,0,0,0,0
1,debt_consolidation,0.1392,682.74,11.69524702,21.64,697,3870.041667,72682,64.6,1,0,0,0
1,major_purchase,0.167,106.51,10.71441777,13.41,672,4650,2041,72.9,0,0,0,0
1,debt_consolidation,0.0894,31.78,13.5670492,1.39,717,2820,4202,10.9,2,0,0,0
1,educational,0.0859,31.62,10.91508846,10.69,757,9960.041667,17069,11.3,1,0,0,0
1,home_improvement,0.1426,185.26,10.49127422,18.37,667,5130,6890,47.2,2,0,0,0
1,debt_consolidation,0.1218,599.4,11.35040654,11.93,717,3240,64394,80.7,0,0,0,0
1,debt_consolidation,0.1148,412.11,11.73606902,9.43,732,6600,4365,49,0,0,0,0
1,all_other,0.1947,590.35,11.07558262,19.36,667,3810.041667,9605,86.5,3,0,0,1
1,all_other,0.1183,828.35,10.80900445,21.45,777,3662,1113,4.5,1,0,0,0
1,debt_consolidation,0.1253,267.74,11.00209984,8.58,697,6060.041667,7473,50.8,0,0,0,0
1,all_other,0.1357,849.22,12.46843691,9.3,717,7140.041667,19048,50.9,2,0,0,0
1,credit_card,0.1322,253.51,10.59663473,13.31,682,4153.041667,8103,51.9,0,0,0,0
1,debt_consolidation,0.1183,430.75,10.57131693,24.31,712,2280.041667,7834,55.2,0,0,0,0
1,debt_consolidation,0.1287,134.54,10.08580911,22.55,677,1920.041667,7679,38.8,1,0,0,0
1,credit_card,0.1148,148.36,10.6454249,0,772,5520,0,0,0,0,0,0
1,all_other,0.1496,124.73,10.08580911,4.75,662,2310.041667,2188,91.2,0,1,0,1
1,all_other,0.0859,316.11,11.53272809,9.33,802,5760,2890,4.7,0,0,0,0
1,major_purchase,0.0774,31.22,11.49272276,0.43,752,2130,1641,4,1,0,0,0
1,major_purchase,0.0774,81.17,10.25765937,20.13,787,4680,1940,24.2,0,0,0,0
1,debt_consolidation,0.1253,686.06,10.61972606,17.38,712,3876.041667,18061,78.2,1,0,0,0
1,all_other,0.074,186.36,11.28978191,2.9,772,5628.041667,9649,17.8,1,0,0,0
1,all_other,0.0774,312.19,13.99783211,0.8,807,11700,7729,12.9,0,0,0,0
1,debt_consolidation,0.1322,169.01,10.81977828,3.26,687,1500,3062,33.3,1,0,0,1
1,debt_consolidation,0.1322,405.61,10.17495945,3.7,767,3750.041667,4809,43.3,0,0,0,0
1,credit_card,0.1114,328.04,12.04355372,10.79,722,8340,3441,41.9,3,0,0,0
1,home_improvement,0.1322,101.41,10.38899537,22.74,677,5310.041667,8109,33,1,0,0,0
1,home_improvement,0.1357,203.82,11.8493977,9.51,677,8430,43724,67.6,1,1,0,0
1,all_other,0.1183,165.67,10.79949394,24.39,702,5460,8873,63.4,1,0,1,0
1,credit_card,0.1114,82.01,10.30895266,19.88,757,2280.041667,1781,35.6,0,0,0,0
1,all_other,0.1322,405.61,10.59663473,1.83,697,2163,2032,37.6,1,0,0,0
1,home_improvement,0.1322,172.39,11.15625052,9.14,692,3720.041667,1999,54,3,0,0,1
1,credit_card,0.1426,548.9,11.36210258,12.71,687,5264.041667,16799,74.7,1,1,0,0
1,all_other,0.1426,274.45,10.40426284,16.22,687,3330,811,54.1,0,0,0,0
1,major_purchase,0.1322,216.33,11.1124479,15.15,677,4020,32213,48.4,2,0,0,0
1,major_purchase,0.1253,130.52,9.917981999,24.13,697,2490,714,31,1,0,0,0
1,all_other,0.1114,492.06,11.00009784,0,797,7080.041667,0,0,1,0,0,0
1,debt_consolidation,0.1148,478.05,11.27720313,6.88,752,7592,18003,35,5,0,0,0
1,major_purchase,0.0774,156.1,11.58058411,6.24,752,5491,12174,22.4,0,0,0,0
1,debt_consolidation,0.1392,85.35,10.74720759,16.54,672,3690,2271,87.3,1,1,0,0
1,all_other,0.1426,34.31,9.903487553,8.34,667,1710.041667,3449,69,1,0,0,0
1,debt_consolidation,0.1287,168.17,11.40756495,22.43,677,4140.041667,44084,65.1,1,0,0,0
1,debt_consolidation,0.0894,317.72,11.65094676,6.34,737,2310.041667,12077,71.7,1,0,0,0
1,credit_card,0.1218,832.5,11.26446411,17.62,742,4290,13263,35.5,0,0,0,0
1,debt_consolidation,0.1392,238.96,10.13459927,14.14,702,1230.041667,373,41.4,0,0,0,0
1,debt_consolidation,0.0859,31.62,10.49127422,1.9,737,2730.041667,603,2.2,0,0,0,0
1,credit_card,0.1357,407.63,11.51292546,11.48,712,7139.041667,21006,95,0,0,0,0
1,debt_consolidation,0.1357,509.53,11.58988651,9.43,687,3720.041667,29988,83.1,0,0,0,0
1,small_business,0.1774,540.32,11.39639165,7.15,692,4410,692,11.5,0,1,0,1
1,all_other,0.0894,66.73,9.392661929,5.8,732,2310.041667,1316,4.1,0,1,0,0
1,all_other,0.1426,384.23,10.77895629,12.55,682,1927.041667,11969,82.5,0,0,0,0
1,all_other,0.1148,164.85,10.08580911,11,732,2612.041667,4159,59.4,1,0,0,0
1,debt_consolidation,0.1218,666,10.78384018,7.61,727,3180,10241,38.5,1,0,0,0
1,debt_consolidation,0.1426,384.23,11.19908503,5.83,677,3990,9956,63,0,0,0,0
1,debt_consolidation,0.1253,562.24,10.81977828,8.21,732,2160,21589,84.9,0,0,0,0
1,debt_consolidation,0.1357,475.56,11.65268741,15.43,702,4140.041667,27016,81.9,0,0,0,1
1,home_improvement,0.0859,31.62,10.91272203,3.59,802,7350,3575,2.8,5,0,0,0
1,all_other,0.0859,31.62,11.16193434,13.62,747,3690,23,0.1,1,0,0,0
1,all_other,0.1426,514.59,11.51292546,1.09,687,2940,3098,72,0,0,0,0
1,major_purchase,0.0774,112.39,11.12726298,1.41,737,10320.04167,2907,21.9,0,0,0,0
1,all_other,0.1392,102.42,9.700146629,14.71,712,1140,1442,15.3,3,0,0,0
1,all_other,0.0894,381.26,11.39639165,1,787,5340.041667,2740,2.1,2,0,0,0
1,small_business,0.16,562.52,11.00209984,19.06,722,3570,23333,74.3,0,0,0,0
1,debt_consolidation,0.1218,832.5,11.36210258,9.99,742,7020.041667,22915,24.1,1,0,0,0
1,all_other,0.0894,234.32,11.46163217,6.44,742,1747,4212,9.6,0,0,0,0
1,debt_consolidation,0.1322,270.41,11.46126368,18.55,682,4410,37175,82.8,2,0,0,0
1,all_other,0.1287,269.07,11.59542669,15.86,687,7890.041667,9832,80.6,3,1,0,0
1,credit_card,0.0751,77.78,9.7433188,23.45,727,12990.04167,12003,54.1,1,0,0,0
1,all_other,0.1461,86.19,10.46310334,17.25,662,2250.041667,1920,48,1,0,0,0
1,home_improvement,0.16,878.94,11.60823564,5.12,677,5077,13486,36,3,0,0,0
1,debt_consolidation,0.1461,103.43,10.71441777,23.2,662,3608,1498,62.4,1,0,0,0
1,debt_consolidation,0.1426,82.34,10.26813067,19.13,662,5220.041667,2041,70.4,0,0,1,1
1,home_improvement,0.1183,331.34,10.20359214,0.67,777,2700.041667,86,6.6,4,0,0,0
1,small_business,0.1947,184.49,10.3185148,2.5,697,4800.041667,2077,64.9,2,2,0,1
1,debt_consolidation,0.1183,281.64,10.98529272,15.36,712,2250.041667,6444,41.8,0,0,0,0
1,all_other,0.1218,399.6,11.60823564,3.64,717,4860.041667,442,6.9,0,2,0,0
1,debt_consolidation,0.1496,332.6,11.11765818,5.56,667,4920.041667,11028,23.5,1,1,0,0
1,all_other,0.074,155.3,11.21721122,2.15,777,5250.041667,8334,27.1,0,0,0,0
1,credit_card,0.1287,393.51,10.89362336,24.7,697,7380.041667,9201,81.4,2,0,0,0
1,home_improvement,0.1392,102.42,11.08214255,17.82,682,4080.041667,660,82.5,0,0,0,0
1,debt_consolidation,0.0774,171.71,10.55841352,8.42,757,3360.041667,5338,23,1,0,0,0
1,major_purchase,0.0774,249.75,11.73606902,0.74,802,7141.041667,2917,7.4,0,0,0,0
1,small_business,0.1496,554.32,11.22524339,7.02,742,3720.041667,9218,24.4,0,0,0,0
1,small_business,0.2052,299.43,10.30895266,8.12,677,1522,7327,86.2,2,0,0,1
1,debt_consolidation,0.1287,504.5,10.78931908,15.39,717,3060.041667,15122,61.5,0,0,0,0
1,all_other,0.1461,499.89,10.16585182,2.63,712,13023.04167,1318,94.1,0,0,0,0
1,debt_consolidation,0.1496,692.9,11.69903982,21.04,687,6990.041667,93597,89.1,2,0,0,0
1,debt_consolidation,0.1392,170.69,11.6784399,21.98,677,7050.041667,53860,86.3,3,0,0,0
1,debt_consolidation,0.1218,466.2,10.93310697,6.36,732,3660,13719,47.6,2,0,0,0
1,all_other,0.1253,200.8,11.19821472,2.91,692,2670.041667,2182,59,1,2,0,0
1,educational,0.0774,187.32,11.28978191,6.75,767,3601,3855,16.8,1,0,0,0
1,debt_consolidation,0.1357,339.69,10.76848499,21.3,687,5490,8751,75.5,0,0,0,1
1,all_other,0.074,31.06,10.71441777,3.84,762,3360.041667,2387,6.9,1,0,0,0
1,debt_consolidation,0.0894,171.57,11.22524339,10.48,732,4650,45340,61.5,1,0,0,0
1,all_other,0.1148,32.97,10.96127785,24.46,707,3480.041667,3990,14.8,0,0,1,0
1,small_business,0.1461,430.94,10.66802473,0.84,772,2820,425,6.6,2,0,0,0
1,credit_card,0.0894,381.26,10.71441777,10.77,757,7806.041667,18115,33.1,0,0,0,0
1,home_improvement,0.1183,347.91,11.27720313,4.57,777,5220.041667,258,0.7,0,0,0,1
1,small_business,0.167,541.4,10.24281286,13.16,747,1140,29,0.3,2,0,0,1
1,home_improvement,0.0894,381.26,11.1933448,15.1,762,3870.041667,7937,19.2,3,0,0,0
1,debt_consolidation,0.1218,599.4,11.52781408,9.28,722,5190.041667,10433,45.8,0,0,1,0
1,debt_consolidation,0.1461,172.38,10.91508846,2.42,667,4050,2771,16.4,0,0,0,0
1,debt_consolidation,0.1114,203.39,10.08580911,8.9,737,4470.041667,6143,56.4,1,0,0,1
1,debt_consolidation,0.1496,866.13,11.3736634,24.19,707,10591,13580,48.5,3,0,0,0
1,debt_consolidation,0.1114,164.02,11.12534939,13.35,722,4650,3768,43,0,0,0,0
1,debt_consolidation,0.1322,464.76,10.6454249,24.03,707,5820,26418,85,0,0,0,1
1,major_purchase,0.1287,50.45,10.96819829,17.32,687,6032.041667,15333,94.6,1,0,0,0
1,all_other,0.1565,34.99,9.680344001,14.1,667,1470,5802,70.1,0,0,0,0
1,debt_consolidation,0.1392,512.06,12.01370075,6.65,697,8880.041667,25641,92.2,0,1,0,0
1,debt_consolidation,0.0751,451.09,11.26446411,17.8,792,5854,7353,26.7,0,0,0,0
1,all_other,0.1148,49.46,9.798127037,7.07,737,2220,2217,34.1,1,0,0,1
1,all_other,0.1635,247.31,10.49127422,3.73,672,1860,3722,93,0,0,0,0
1,debt_consolidation,0.1253,267.74,10.54534144,8.43,697,2280.041667,8217,67.5,0,0,0,0
1,credit_card,0.1183,646.12,11.14041146,16.44,737,6570,27414,62.4,2,0,0,0
1,debt_consolidation,0.0859,347.72,10.46310334,11.07,747,3720.041667,9298,36,1,0,0,0
1,debt_consolidation,0.0859,410.94,10.47243113,17.63,777,5970.041667,10340,20.2,0,0,0,0
1,debt_consolidation,0.0859,208.63,10.46310334,14.84,737,3450.041667,4262,15.3,2,0,0,0
1,debt_consolidation,0.074,149.09,11.69524702,15.3,792,7320,4645,12.7,3,0,0,0
1,small_business,0.1982,519.03,10.59663473,7.38,677,1590.041667,10812,85.1,0,0,0,0
1,debt_consolidation,0.1114,196.83,9.873234509,13.17,732,2550,1207,28.1,3,0,0,0
1,debt_consolidation,0.1253,829.97,11.3736634,5.9,752,7230,0,0,0,0,0,0
1,all_other,0.0859,316.11,11.60823564,2.02,787,6720.041667,4,0,0,0,0,0
1,small_business,0.1461,551.61,11.81303006,20.74,747,4110.041667,81023,61.7,0,0,0,0
1,all_other,0.1461,51.72,10.30895266,6.44,677,5040,5464,86.7,1,0,0,0
1,debt_consolidation,0.1148,329.69,10.95080655,19.12,712,5130,7352,51.1,0,0,1,0
1,home_improvement,0.1218,166.5,11.12726298,12.76,712,4710,48838,93.6,3,0,0,0
1,all_other,0.0894,317.72,11.1844214,9.38,782,5943.041667,3187,13.1,0,0,0,0
1,debt_consolidation,0.1531,844.28,11.00209984,19.88,682,4823.041667,31756,79.6,2,0,0,0
1,credit_card,0.1253,267.74,11.40756495,10.59,692,3963,9304,28.3,2,0,1,0
1,all_other,0.1253,33.47,9.862665558,1.25,692,2970,379,15.8,1,0,0,0
1,debt_consolidation,0.0894,190.63,11.00209984,2.86,757,4830.041667,7392,42.5,0,0,0,0
1,home_improvement,0.0859,110.64,10.61643736,8.56,787,14580,194,2.9,0,0,0,1
1,credit_card,0.0894,285.95,10.46310334,7.58,752,2610.041667,10308,35.2,1,0,0,0
1,all_other,0.074,31.06,10.34174248,0.97,812,6030.041667,753,2.4,0,0,0,0
1,debt_consolidation,0.0859,252.89,10.0024275,22.17,757,5670.041667,2815,8.5,0,0,0,0
1,all_other,0.1114,426.45,10.81977828,14.06,742,4410,12878,50.9,1,0,0,0
1,home_improvement,0.1426,222.99,10.13459927,16.38,672,3990,1562,57.9,3,0,1,1
1,debt_consolidation,0.0894,355.85,11.15625052,13.08,762,4410,182,60.7,0,0,0,0
1,debt_consolidation,0.16,527.36,11.51292546,18.91,667,6420.041667,30523,66.2,0,0,0,0
1,all_other,0.0705,494.4,11.59910316,5.8,727,7260,24166,55.8,2,0,0,0
1,debt_consolidation,0.1357,441.6,10.49127422,22.53,692,4020,17524,82.9,0,0,0,1
1,all_other,0.074,71.44,10.50232405,18.59,762,5640.041667,2177,7.3,2,0,0,0
1,all_other,0.0894,158.86,10.16585182,14.95,737,11702,10681,22.3,0,0,0,0
1,home_improvement,0.1148,824.22,11.51292546,7.22,777,6630.041667,1146,6.8,2,0,0,0
1,debt_consolidation,0.1218,799.2,12.20607265,9.13,757,3810.041667,298,1,1,0,0,0
1,debt_consolidation,0.1183,795.22,12.1547583,1.88,792,4200.041667,682,3.3,1,0,0,0
1,debt_consolidation,0.1496,831.48,12.20607265,0.2,707,5220.041667,255,0.8,0,1,0,0
1,debt_consolidation,0.1183,795.22,11.91839057,0.7,812,11700,346,0.7,0,0,0,0
1,debt_consolidation,0.1704,651.06,10.60905725,14.96,662,2430.041667,14248,44.9,1,1,0,0
1,all_other,0.1253,133.87,10.90716699,14.12,707,2497,1809,11.4,0,0,0,0
1,debt_consolidation,0.0894,158.86,9.705036614,12.29,727,1830,7901,44.4,2,0,0,0
1,all_other,0.0705,148.32,10.6873891,7.37,772,3780.041667,0,0,4,0,0,1
1,debt_consolidation,0.1287,840.83,11.96718074,16.42,717,7200.041667,47643,82.6,1,0,0,0
1,debt_consolidation,0.1218,166.5,10.7538359,6.38,772,1440,233,6.7,0,0,0,0
1,all_other,0.0774,78.05,10.08580911,0.78,757,2380.041667,273,1.6,1,0,0,0
1,debt_consolidation,0.0774,280.97,10.81977828,8.21,807,4410,5175,6.6,0,0,0,0
1,all_other,0.1253,836.66,11.6351431,6.9,727,7110.041667,22180,55.9,2,1,0,0
1,all_other,0.0894,238.29,10.43998092,8.88,792,4710,2470,32.1,0,0,0,0
1,all_other,0.0859,205.47,10.76663064,4.83,782,3844.041667,1369,27.4,0,0,0,0
1,debt_consolidation,0.1287,302.7,10.91508846,16.15,687,3391.041667,9846,80,0,0,0,0
1,all_other,0.1461,330.97,11.2835123,13.93,667,3660,9194,82.8,0,0,0,0
1,debt_consolidation,0.1148,296.72,10.4341158,24.49,722,4050,8016,49.8,0,0,0,0
1,credit_card,0.074,186.36,11.58247951,9.51,772,10020.04167,5628,14.2,0,0,0,0
1,all_other,0.074,496.95,11.1844214,21.52,702,3210,18813,53.9,1,0,0,0
1,credit_card,0.1531,426.49,10.47333652,19.65,667,3810.041667,11705,81.3,0,0,0,0
1,all_other,0.0894,184.28,9.92329018,8,747,2971,995,4.2,1,0,0,0
1,all_other,0.1287,807.2,11.28978191,10,722,1890.041667,9715,24.6,1,0,0,0
1,credit_card,0.1099,818.38,11.98292909,10.24,742,5191,38139,41.8,2,0,0,0
1,debt_consolidation,0.2121,816.14,11.03488966,15.45,667,3120.041667,10190,98.9,1,0,0,0
1,debt_consolidation,0.1114,656.07,11.00209984,8.56,772,8880.041667,18609,16.6,2,0,0,0
1,home_improvement,0.1183,745.52,11.44035477,10.89,757,9540,60376,47.9,0,0,0,0
1,major_purchase,0.1183,803.5,11.87756858,4.79,757,2670.041667,2097,12.1,1,0,0,0
1,major_purchase,0.1392,819.29,11.26446411,4.48,707,8191.041667,656,8.6,1,0,0,0
1,all_other,0.1148,276.94,10.23995979,21.05,732,7470.041667,438,21.9,1,0,0,0
1,all_other,0.0774,636.86,11.22524339,15.38,707,7991,28260,45.3,3,0,0,0
1,home_improvement,0.0894,667.21,11.91839057,10.42,757,3812.041667,298,1,1,0,0,0
1,debt_consolidation,0.1183,828.35,11.77528973,16.19,752,5942.041667,48787,18.3,1,0,0,0
1,debt_consolidation,0.1114,196.83,10.66895539,6.28,712,2640.041667,1571,30.2,1,0,0,0
1,debt_consolidation,0.1148,494.53,10.62132735,24.97,737,4140.041667,14630,60.5,3,0,0,0
1,small_business,0.1913,110.17,11.00209984,1.08,702,5100,1965,98.2,0,0,1,0
1,home_improvement,0.1183,762.08,11.98292909,2.2,792,4202.041667,682,3.3,1,0,0,0
1,debt_consolidation,0.1287,302.7,10.91508846,4.43,687,5370.041667,7132,28.8,1,1,1,0
1,credit_card,0.1426,171.53,12.54254488,14.27,707,4380,85303,98.2,1,0,0,0
1,major_purchase,0.1426,686.12,12.10071213,0.2,707,5222.041667,255,0.8,0,1,0,0
1,all_other,0.1183,795.22,11.91839057,0.7,812,11702,346,0.7,0,0,0,0
1,debt_consolidation,0.1148,527.5,10.59663473,16.44,737,3990,5768,39.2,1,0,0,0
1,credit_card,0.0774,156.1,10.8729019,23.1,757,3030.041667,4987,12.2,0,0,0,0
1,all_other,0.074,155.3,10.858999,16.43,777,8910.041667,89277,11.6,1,0,0,0
1,credit_card,0.1218,765.9,12.20607265,9.13,757,3813.041667,298,1,1,0,0,0
1,home_improvement,0.1148,692.34,12.10071213,1.98,792,4203.041667,682,3.3,1,0,0,0
1,credit_card,0.1565,166.19,9.952277717,19.14,667,4520.041667,12741,72.8,0,0,0,0
1,all_other,0.0774,273.17,11.91839057,0.9,782,12450,5016,17.9,0,0,0,0
1,debt_consolidation,0.1287,100.9,9.458449669,18.35,682,6031.041667,4805,84.3,0,0,1,0
1,debt_consolidation,0.1531,452.6,10.858999,16.34,667,3720.041667,14092,57.8,0,1,0,0
1,all_other,0.1496,831.48,11.98292909,0.2,707,5223.041667,255,0.8,0,1,0,0
1,home_improvement,0.1148,659.37,11.91839057,0.7,812,11703,346,0.7,0,0,0,0
1,all_other,0.0894,238.29,10.4341158,6.46,757,2443.041667,3444,15.9,2,0,0,0
1,debt_consolidation,0.1183,795.22,11.0744205,19.11,747,4170.041667,3567,7.4,2,0,0,0
1,credit_card,0.0859,379.33,10.59663473,9.33,797,6030.041667,2823,5.7,1,0,0,0
1,debt_consolidation,0.1253,669.33,11.98292909,21.17,717,5490,78024,66.5,2,0,0,1
1,debt_consolidation,0.1218,166.5,10.04324949,9.08,702,7379.041667,5999,40.8,1,0,1,0
1,debt_consolidation,0.0859,316.11,11.91839057,15.75,757,4830.041667,42160,59.4,1,0,0,1
1,debt_consolidation,0.1357,339.69,11.17745273,4.72,687,4440,8989,79.5,0,0,0,0
1,all_other,0.1426,686.12,11.45158183,24.77,687,3690,17816,70.4,0,0,0,0
1,all_other,0.0705,231.75,10.77895629,0.85,712,5190.041667,797,31.9,0,0,1,0
1,all_other,0.1287,470.87,10.42228135,22.29,767,4928.041667,12039,88,4,0,0,0
1,all_other,0.1218,83.25,10.81977828,15.55,692,2040.041667,6592,48.1,1,0,0,0
1,all_other,0.1114,492.06,11.51292546,17.01,767,5820,8828,19.5,2,0,0,0
1,debt_consolidation,0.1183,728.95,12.25486281,13.51,757,3814.041667,298,1,1,0,0,0
1,credit_card,0.1183,762.08,12.15477935,6.91,792,4204.041667,682,3.3,1,0,0,0
1,educational,0.0894,406.68,11.62735176,15.43,777,3000.041667,0,0,1,0,0,0
1,debt_consolidation,0.1385,682.08,11.15625052,8.16,697,3480.041667,3153,28.9,2,0,0,0
1,all_other,0.0705,278.1,11.77528973,4.98,792,7620,4433,3.9,0,0,0,0
1,all_other,0.0705,355.35,11.2185544,16.38,722,4380,8813,67.6,1,0,0,0
1,all_other,0.1148,80.78,11.00209984,18.66,702,9360.041667,14626,51.5,1,0,0,0
1,debt_consolidation,0.1287,336.34,10.69194491,11.75,692,2730.041667,703,18.5,0,1,0,0
1,debt_consolidation,0.1322,709.82,11.48246626,20.1,712,4358,22245,72.5,2,0,0,0
1,all_other,0.0894,381.26,12.59133505,0.5,797,5970.041667,5306,2.8,0,0,0,0
1,all_other,0.1426,720.43,12.04355372,0.2,707,5224.041667,255,0.8,0,1,0,0
1,major_purchase,0.1183,795.22,11.91839057,7.06,812,11704,346,0.7,0,0,0,0
1,credit_card,0.0894,31.78,11.46163217,0.25,767,2100,165,1.1,0,0,0,0
1,all_other,0.0894,571.89,12.46843691,0.65,782,11580,6096,17.3,0,0,0,0
1,all_other,0.1287,134.54,9.798127037,7,737,1140,48,4.8,1,0,0,1
1,all_other,0.0705,494.4,12.39617634,6.4,802,5430,74927,13.9,0,0,0,0
1,credit_card,0.1148,659.37,11.56171563,11.14,747,5875,8080,23.5,1,0,0,0
1,all_other,0.1114,328.04,10.858999,22.08,732,3960,6934,34.2,3,0,0,0
1,home_improvement,0.1183,82.84,12.12269104,8.45,692,5130,399,39.9,0,1,3,0
1,all_other,0.1148,197.82,11.00209984,9.12,712,4652,8715,50.1,0,1,0,0
1,debt_consolidation,0.167,488.15,11.28978191,18.81,682,2494,13964,99.7,0,0,1,0
1,all_other,0.0894,285.95,10.59663473,12.42,767,4478.041667,739,2.1,1,0,0,0
1,all_other,0.1218,799.2,11.8493977,24.2,757,3815.041667,298,1,1,0,0,0
1,all_other,0.1148,692.34,11.77528973,23.43,792,4205.041667,682,3.3,1,0,0,0
1,home_improvement,0.1426,720.43,11.69524702,8.51,707,5225.041667,255,0.8,0,1,0,0
1,debt_consolidation,0.1114,328.04,10.95080655,16.21,722,4771,29682,28.4,0,0,0,0
1,major_purchase,0.1253,83.67,10.30895266,9.52,682,2520,4987,22.3,3,1,0,0
1,debt_consolidation,0.1357,84.93,10.59663473,7.89,672,8460,1243,17.8,2,0,0,1
1,debt_consolidation,0.1183,795.22,11.77528973,15.38,812,11705,346,0.7,0,0,0,0
1,debt_consolidation,0.1183,712.38,11.8493977,24.2,757,3816.041667,298,1,1,0,0,0
1,home_improvement,0.1183,755.46,11.77528973,23.43,792,4206.041667,682,3.3,1,0,0,0
1,major_purchase,0.1183,579.85,11.81303006,12.28,737,7140.041667,19549,52.5,1,0,0,0
1,all_other,0.1496,817.63,11.69524702,8.51,707,5226.041667,255,0.8,0,1,0,0
1,all_other,0.1183,811.79,11.91839057,13.42,812,11706,346,0.7,0,0,0,0
1,debt_consolidation,0.1253,510.37,10.42228135,19.21,712,3780.041667,7645,41.9,1,1,0,0
1,all_other,0.1114,328.04,11.11575585,9.64,757,4410,61034,37.6,5,0,0,0
1,all_other,0.0988,483.16,10.71441777,12.91,797,5190,808,0.5,2,1,0,0
1,all_other,0.0705,494.4,12.20607265,6.94,737,7983,64266,60.8,0,0,0,0
1,debt_consolidation,0.1253,334.67,11.08214255,3.54,707,4890.041667,9514,27.2,1,0,0,0
1,credit_card,0.1183,695.82,11.91839057,22.94,757,3817.041667,298,1,1,0,0,0
1,home_improvement,0.1148,685.75,11.8493977,21.77,792,4207.041667,682,3.3,1,0,0,0
1,all_other,0.1496,782.98,11.77528973,7.88,707,5227.041667,255,0.8,0,1,0,0
1,debt_consolidation,0.1183,795.22,11.98292909,12.63,812,11707,346,0.7,0,0,0,0
1,debt_consolidation,0.1287,235.44,11.40756495,24.76,687,8416,26241,57.4,1,0,0,0
1,all_other,0.16,175.79,10.84349481,8.88,687,2610,1793,99.6,0,0,0,1
1,debt_consolidation,0.1025,647.7,10.71441777,4.11,747,3183.041667,5081,40,0,0,0,0
1,all_other,0.1253,147.26,9.980448594,6.17,687,6060.041667,902,12.2,2,2,0,0
1,home_improvement,0.1183,689.19,11.88448902,23.55,757,3818.041667,298,1,1,0,0,0
1,debt_consolidation,0.1148,712.12,11.83500896,22.09,792,4208.041667,682,3.3,1,0,0,0
1,all_other,0.1496,814.16,11.72803684,8.25,707,5228.041667,255,0.8,0,1,0,0
1,major_purchase,0.1183,798.53,11.8493977,14.33,812,11708,346,0.7,0,0,0,0
1,all_other,0.1183,99.41,11.1844214,11.12,727,8220.041667,1942,77.7,0,0,0,0
1,debt_consolidation,0.1322,388.71,10.92593848,20.7,687,2280.041667,15543,57.4,3,0,0,0
1,credit_card,0.1322,338.01,11.95761129,14.57,687,6750.041667,4027,17.4,1,2,0,0
1,all_other,0.0705,587.1,10.89673933,7,752,4682,2606,57.9,0,0,0,1
1,all_other,0.074,248.48,11.19821472,0.44,697,5190.041667,666,8.5,0,1,0,0
1,home_improvement,0.1183,828.35,11.77528973,5.18,772,4440,6469,1.1,1,0,0,0
1,debt_consolidation,0.1218,233.1,10.30895266,19.36,702,2100,6601,58.2,1,0,0,1
1,debt_consolidation,0.1114,393.65,11.28978191,2.85,757,3480.041667,31183,72.5,3,0,0,0
1,debt_consolidation,0.1253,309.57,11.17745273,13.83,692,2490,18463,79.2,1,0,0,0
1,credit_card,0.1273,429.65,10.70099475,12.3,712,3727,15598,66.9,0,0,0,0
1,debt_consolidation,0.1461,344.76,10.46310334,10.22,672,4530.041667,10274,76.1,1,0,0,0
1,debt_consolidation,0.1496,554.32,11.28978191,24.63,677,4412,21557,68,1,0,0,0
1,debt_consolidation,0.1148,329.69,10.30895266,16,722,2730.041667,4429,18.8,2,0,0,0
1,debt_consolidation,0.1099,818.38,11.22524339,17.34,737,5890,21914,40,1,0,0,0
1,debt_consolidation,0.1287,50.45,9.798127037,19.8,687,2340.041667,6454,86.1,0,0,0,0
1,all_other,0.0705,231.75,9.450930837,0,732,1200.041667,0,0,3,0,0,1
1,all_other,0.0705,247.2,11.22524339,1.73,807,6810.041667,3248,6.1,1,0,0,0
1,all_other,0.0705,268.83,10.89673933,2.67,787,4800,3519,11.3,0,0,0,0
1,debt_consolidation,0.1287,504.5,10.91508846,16.93,712,5160,18620,87,0,0,0,0
1,small_business,0.1774,864.51,11.08214255,6.18,707,11940,46100,75.5,2,0,1,0
1,debt_consolidation,0.1114,262.43,11.00209984,8.12,732,3330,8127,60.2,2,0,0,0
1,home_improvement,0.1287,210.21,11.08424188,13.61,687,5070,8471,44.4,1,0,0,0
1,debt_consolidation,0.1531,348.16,10.83958091,8,687,2760.041667,11529,96.1,2,0,0,0
1,home_improvement,0.074,31.06,11.58058411,0.96,772,4140.041667,4938,1.9,1,0,0,0
1,home_improvement,0.1218,166.5,10.91508846,3.32,737,4950.041667,7728,32.1,0,0,0,0
1,educational,0.1114,32.81,8.881836305,9.5,722,5040,1552,9.1,2,0,0,0
1,debt_consolidation,0.1183,439.03,11.00209984,15.54,712,2641.041667,13141,44.8,1,0,0,0
1,small_business,0.1635,529.94,10.59663473,0.78,757,1350.041667,1343,8.7,0,0,0,0
1,debt_consolidation,0.1287,605.4,10.71441777,21.09,707,4530.041667,12076,39.7,0,0,0,0
1,all_other,0.1322,50.71,10.54534144,4.8,712,1890.041667,3875,94.5,1,0,0,0
1,debt_consolidation,0.1531,174.08,10.91508846,9.45,732,2643.041667,0,70.9,0,0,0,0
1,debt_consolidation,0.1385,341.04,11.1844214,12.83,682,6210,14592,70.8,0,0,0,0
1,all_other,0.1253,836.66,11.81790703,0.02,797,7920.041667,74,0.1,3,0,0,0
1,all_other,0.0894,317.72,11.36210258,17.43,757,6060.041667,26741,0.3,0,0,0,0
1,debt_consolidation,0.0894,571.89,11.56171563,12.29,777,6964,62689,9.8,0,0,0,0
1,debt_consolidation,0.1607,612.38,11.51292546,9.9,667,7772.041667,12487,72.2,2,0,0,0
1,all_other,0.1183,828.35,11.36210258,11.4,747,3180.041667,11361,42.1,0,0,0,0
1,debt_consolidation,0.1218,532.8,11.10495723,19.71,737,12600.04167,28735,82.6,3,0,0,0
1,debt_consolidation,0.1739,716.95,11.75194237,11.39,662,4740,28882,48.3,0,2,0,0
1,home_improvement,0.1218,333,9.798127037,10.07,707,4560.041667,7159,73.1,1,1,0,1
1,small_business,0.1635,883.23,10.7864283,10.52,717,4262.041667,13160,64.9,0,1,0,1
1,debt_consolidation,0.1774,504.3,11.46163217,22.19,662,4421,19828,53.6,1,0,0,0
1,debt_consolidation,0.1218,133.2,10.62132735,16.65,697,1920.041667,1649,22.6,3,0,0,1
1,debt_consolidation,0.1496,304.88,10.75244803,16.35,667,2820.041667,14099,77.5,0,0,0,0
1,debt_consolidation,0.1607,211.17,10.80972795,15.39,702,6600,4941,98.8,1,0,1,0
1,all_other,0.1426,377.37,12.63460303,10.21,692,7050.041667,60789,97.3,0,0,0,0
1,all_other,0.1183,795.22,11.22524339,3.33,807,4440,6469,1.1,1,0,0,0
1,debt_consolidation,0.0894,301.83,10.23995979,15.81,757,2310.041667,293,2.3,2,0,0,0
1,all_other,0.1114,114.82,10.71441777,15.49,782,4260.041667,0,0,1,0,0,0
1,debt_consolidation,0.0894,177.93,10.53209621,21.54,747,1950.041667,1085,14.5,4,0,0,0
1,all_other,0.1114,262.43,10.97944515,0.31,727,4080,391,7.2,1,0,0,0
1,debt_consolidation,0.1531,870.39,11.98292909,16.36,697,3120.041667,31756,45.2,1,0,0,0
1,all_other,0.074,186.36,11.28978191,13.66,772,4441,2796,7.2,0,0,0,0
1,small_business,0.1913,550.81,11.73606902,9.96,687,4561.041667,12730,95,1,0,0,0
1,all_other,0.1218,116.55,10.15767851,3.44,707,3540.041667,1815,62.6,0,0,0,1
1,small_business,0.16,527.36,11.21182037,12.65,707,3064.041667,1756,31.4,1,0,0,0
1,all_other,0.1273,342.38,10.91508846,9.6,697,2370.041667,17482,39.6,3,0,0,0
1,all_other,0.0774,312.19,11.28978191,1.14,812,8190.041667,3477,7.3,0,0,0,0
1,all_other,0.074,217.42,10.18111929,9.18,787,9000.041667,6115,16.4,2,0,0,0
1,all_other,0.0774,312.19,10.49127422,22.37,782,5490,3052,5.2,0,0,0,0
1,educational,0.1148,263.75,11.02679245,19.69,717,3276,19967,52,0,0,0,0
1,major_purchase,0.0859,252.89,10.93310697,1.82,752,3510.041667,3258,5.5,2,0,0,0
1,debt_consolidation,0.1148,576.95,13.36295384,1.55,742,2970,9132,36.5,3,1,0,0
1,debt_consolidation,0.1357,271.75,10.65725935,24.99,697,1800,6382,74.2,1,0,0,0
1,small_business,0.16,140.63,10.18746276,12.74,707,1890.041667,4303,51.8,1,0,0,0
1,debt_consolidation,0.1183,828.35,11.06663836,22.22,767,7680,17557,26.2,0,0,0,0
1,debt_consolidation,0.1183,57.99,10.59663473,22.44,707,6270,7757,93,1,0,0,0
1,all_other,0.1114,262.43,11.00209984,13.52,732,2850,3862,13.5,3,0,0,0
1,debt_consolidation,0.1322,304.21,10.73639668,15.57,682,2970,16660,73.1,0,0,0,0
1,credit_card,0.1218,832.5,11.51292546,18.3,747,7350,68,0.6,0,0,0,0
1,major_purchase,0.074,31.06,10.71441777,3.31,772,3600,511,3.1,2,0,0,0
1,debt_consolidation,0.1218,807.53,11.77528973,14.77,742,7500.041667,27947,25.3,0,0,0,0
1,debt_consolidation,0.1565,223.92,10.75790288,8.94,662,2580,0,0,0,0,1,1
1,debt_consolidation,0.1287,840.83,11.28978191,18.81,722,12482,31890,78.7,1,0,0,0
1,debt_consolidation,0.0859,189.67,11.60823564,6.43,742,6360.041667,5124,16.8,2,0,0,0
1,debt_consolidation,0.1218,499.5,11.40756495,17.85,722,6961,9129,63,0,0,0,0
1,all_other,0.0894,317.72,11.2710195,0.61,782,3390.041667,951,3.9,1,0,0,0
1,major_purchase,0.1426,34.31,11.51292546,3.55,742,5940.041667,18435,7.2,2,0,0,0
1,credit_card,0.1531,208.9,10.30895266,8.76,667,1440,5531,79,3,0,0,0
1,debt_consolidation,0.1739,860.34,11.75194237,15,672,9720.041667,6759,27.8,0,3,0,0
1,debt_consolidation,0.1253,334.67,10.46310334,21.29,702,3660,15248,57.9,0,0,0,0
1,educational,0.0894,190.63,10.59663473,19.26,727,4230.041667,5324,66.5,0,0,0,0
1,all_other,0.0894,317.72,11.40756495,12.83,742,12570.04167,43615,16.7,0,0,0,0
1,all_other,0.1183,99.41,9.574983486,4.17,737,2250,0,0,1,0,0,1
1,debt_consolidation,0.1025,194.31,10.93024574,16.33,712,3750,14541,16.5,3,0,0,0
1,all_other,0.0894,266.89,10.62132735,13.9,737,5730.041667,9851,43.2,0,0,0,0
1,credit_card,0.1322,676.02,11.57119437,9.32,707,5010.041667,16821,80.5,1,0,0,0
1,debt_consolidation,0.1426,514.59,11.77528973,24.95,702,8310,74469,81.3,0,0,0,0
1,debt_consolidation,0.1183,331.34,11.12726298,16.94,717,2130,14078,82.8,3,0,0,0
1,all_other,0.1218,352.98,11.45105006,8.49,737,5040,9044,24.1,1,1,0,0
1,all_other,0.1183,82.84,10.08580911,7.2,692,3570,4484,65,0,0,0,0
1,all_other,0.1136,246.84,10.49127422,18.87,697,4590.041667,14225,53.7,1,0,0,0
1,debt_consolidation,0.1148,428.59,10.71441777,6,732,3300,11574,14.9,1,1,0,1
1,credit_card,0.1253,669.33,11.36986308,20.13,717,6210,51324,63.6,0,0,0,0
1,credit_card,0.1392,682.74,11.58988651,4.62,742,4440,4588,91.8,0,0,0,0
1,credit_card,0.1062,150.59,11.15625052,19.94,707,12150,34299,68.3,0,0,0,0
1,debt_consolidation,0.1183,281.64,11.33857208,13.63,727,5550.041667,44643,90,1,0,0,0
1,debt_consolidation,0.1565,258.9,11.1844214,9.32,662,5040,5001,84.8,0,1,1,0
1,debt_consolidation,0.1025,323.85,11.44035477,2.71,717,6138.041667,9612,41.1,3,0,0,0
1,major_purchase,0.1114,196.83,11.08214255,0.52,782,3420.041667,906,11.6,0,0,0,0
1,debt_consolidation,0.1183,265.08,10.89673933,21.98,712,2190,8959,65.9,2,0,0,0
1,all_other,0.1183,115.97,11.40756495,4.33,717,3510.041667,11999,94.5,0,0,0,1
1,small_business,0.167,170.41,11.03488966,23.86,677,4590.041667,3024,24.4,3,0,0,0
1,debt_consolidation,0.0774,202.93,9.798127037,18,787,4110.041667,2816,13.2,0,0,0,0
1,all_other,0.1114,147.62,9.392661929,17,772,14640,5326,40,1,0,0,0
1,debt_consolidation,0.1025,777.24,11.06663836,7.59,782,6300.041667,14882,28.2,0,0,0,0
1,credit_card,0.0859,316.11,10.89673933,9.98,752,6930,21131,32.2,0,0,0,0
1,debt_consolidation,0.0894,460.69,10.83958091,10.96,777,6399.041667,1461,3.1,0,0,0,0
1,credit_card,0.0859,189.67,11.68687877,8.21,742,6120,27116,41.6,1,0,0,0
1,major_purchase,0.0774,140.49,10.59663473,16.02,747,3815.041667,1580,29.3,1,0,0,0
1,credit_card,0.16,316.42,11.3736634,10.86,687,5550.041667,14679,86.3,3,0,0,0
1,debt_consolidation,0.1739,358.48,10.87804719,22.35,672,14580,19099,99,1,0,1,0
1,debt_consolidation,0.1461,689.51,11.03488966,9.41,682,4050,20976,39.1,0,1,0,1
1,major_purchase,0.1843,872.88,13.30468493,7.09,662,6120,58222,39,1,0,0,1
1,home_improvement,0.1357,509.53,11.95761129,8.88,687,3359.041667,92755,49.2,1,0,0,0
1,all_other,0.0859,126.45,11.71993963,7.67,742,5850,32282,66.6,2,0,0,0
1,all_other,0.1183,165.67,9.903487553,17.64,722,5490,784,41.3,0,0,0,0
1,all_other,0.167,170.41,11.2009507,19.98,692,3723.041667,15934,99,3,0,0,1
1,debt_consolidation,0.1218,807.53,11.12726298,18.67,737,5550.041667,63437,65.2,0,0,0,0
1,all_other,0.0774,156.1,11.11988288,0.6,752,3090.041667,1248,9.3,0,0,0,0
1,all_other,0.1426,274.45,10.87804719,22.46,672,4110.041667,3527,84,3,0,0,0
1,debt_consolidation,0.1148,553.87,11.41861479,10.77,747,7290,17502,65.8,0,0,0,0
1,all_other,0.1183,49.71,9.392661929,1.5,732,1680.041667,246,24.6,0,0,0,0
1,educational,0.1253,334.67,12.16002871,12.2,712,8340,444,2.5,0,0,0,0
1,home_improvement,0.1114,492.06,11.46163217,24.87,747,9788,50662,14.8,0,1,0,0
1,small_business,0.1565,349.87,10.71441777,5.41,752,4410,5695,59.9,0,0,0,1
1,credit_card,0.1114,426.45,11.15434871,10.43,742,5226.041667,12724,50.9,1,0,0,0
1,debt_consolidation,0.1148,692.34,11.22524339,15.63,747,7680,23860,55.5,1,0,0,0
1,major_purchase,0.1218,99.9,9.980448594,1.67,727,3090.041667,37,1.1,0,0,0,0
1,all_other,0.1148,263.75,10.73639668,15.1,737,2400.041667,13415,43.6,0,0,0,0
1,debt_consolidation,0.1287,373.33,11.04292184,19.99,692,3450.041667,9505,59.8,0,0,0,0
1,debt_consolidation,0.1287,504.5,10.54534144,21.98,702,1920.041667,15432,64,2,0,0,0
1,all_other,0.1253,702.8,10.46310334,6.65,727,1650.041667,7191,27,0,0,0,0
1,major_purchase,0.1183,297.38,10.08580911,20.65,732,2069.041667,2678,33.5,1,0,0,0
1,debt_consolidation,0.1496,840.15,11.02755639,20.16,702,3690,21111,75.7,3,0,0,0
1,all_other,0.1148,758.28,11.60823564,11.04,772,4920.041667,60184,46.7,0,0,0,0
1,all_other,0.0859,94.84,11.64780595,0.16,752,1956.041667,531,35.4,0,0,0,0
1,home_improvement,0.1114,131.22,10.96819829,5.86,717,4230.041667,823,5.1,0,0,0,0
1,credit_card,0.1253,267.74,11.28426673,7.81,692,3780.041667,10750,47.1,0,0,0,0
1,all_other,0.1392,170.69,10.42228135,15.68,687,1500,3450,32.2,1,0,0,0
1,debt_consolidation,0.1357,390.64,10.49127422,12.1,682,3540.041667,13782,22.7,0,0,0,0
1,home_improvement,0.1253,66.94,9.92329018,24.35,717,3390.041667,0,0,1,1,0,0
1,credit_card,0.1496,692.93,11.28978191,20.76,677,3240,22737,87.4,2,0,0,0
1,major_purchase,0.1114,492.06,11.04292184,9.35,767,5370.041667,19639,39.1,2,0,0,1
1,all_other,0.16,98.45,10.6454249,22.31,697,3006.041667,14850,99,0,0,0,0
1,debt_consolidation,0.0859,269.48,10.89673933,10.56,782,4110.041667,3168,15.1,0,0,0,0
1,home_improvement,0.1565,874.66,11.1124479,13.65,687,6510,11325,43.9,1,0,0,0
1,debt_consolidation,0.1183,215.38,10.37972173,22.25,722,4020,1604,72.9,0,0,0,0
1,home_improvement,0.1392,573.5,11.09522582,17.49,687,4620.041667,19158,64.7,1,1,0,0
1,debt_consolidation,0.1148,296.72,10.1266311,16.7,722,3390.041667,1557,51.9,0,0,0,0
1,credit_card,0.1218,719.28,12.36307639,12.88,732,7530.041667,58974,71.7,0,0,0,0
1,debt_consolidation,0.0859,379.33,11.3736634,18.8,772,4627.041667,17757,23.5,0,0,0,0
1,all_other,0.0894,190.63,10.26813067,15.08,722,2220,3322,21.3,0,0,0,0
1,debt_consolidation,0.1461,206.86,10.71441777,16.67,662,2310.041667,7367,79.8,2,0,0,0
1,debt_consolidation,0.1392,409.65,11.96400108,18.75,702,7110.041667,139636,95.6,0,0,0,0
1,debt_consolidation,0.1426,514.59,11.00429742,8.94,682,2400.041667,14917,64.3,0,0,0,0
1,debt_consolidation,0.1461,137.91,9.574983486,4.92,682,1350.041667,1737,48.2,1,0,0,0
1,debt_consolidation,0.1426,686.12,11.1124479,11.23,687,2220,20833,84.7,2,0,0,0
1,debt_consolidation,0.0859,221.28,10.6454249,13.86,757,5730.041667,0,0,0,0,0,0
1,small_business,0.1635,529.94,11.8493977,11.25,702,5512,21229,64.7,2,0,0,0
1,all_other,0.1461,96.54,9.501516334,3.14,672,15990,709,22.9,0,0,0,0
1,home_improvement,0.1287,168.17,11.58988651,16.04,682,5430,1405,23.4,1,0,0,0
1,debt_consolidation,0.1426,111.5,9.92329018,22.41,667,3450.041667,7986,81.5,1,0,1,1
1,debt_consolidation,0.1809,904.88,11.57119437,16.37,672,5106,22792,76.7,2,0,0,0
1,debt_consolidation,0.1287,403.6,10.59663473,19.32,697,2640.041667,10602,60.6,2,0,0,1
1,debt_consolidation,0.0774,199.8,9.655026193,12.69,757,5850,7633,28.8,0,1,0,0
1,debt_consolidation,0.1114,485.5,10.30895266,15.52,737,4020,8458,28.6,1,0,0,0
1,major_purchase,0.0894,254.18,10.51867319,21.41,742,14923,3276,11.3,1,0,0,0
1,debt_consolidation,0.1114,295.24,10.08580911,12.1,737,2370.041667,9107,63.2,1,0,0,0
1,debt_consolidation,0.1531,870.39,11.69524702,8.39,692,3480.041667,14927,39.1,0,0,0,0
1,all_other,0.1183,662.68,12.3883942,2.73,737,4800,1260,7.2,0,0,1,1
1,debt_consolidation,0.1183,53.02,11.05879518,12.26,712,3900.041667,3221,74.9,2,0,0,0
1,debt_consolidation,0.0894,254.18,11.00209984,3.62,747,3060.041667,7610,34,0,0,0,0
1,home_improvement,0.1148,593.44,11.42954386,7.84,752,14761.04167,2522,34.5,4,1,0,0
1,home_improvement,0.1183,828.35,12.3883942,14.77,757,3750.041667,51669,26.7,3,0,0,0
1,debt_consolidation,0.1426,343.06,11.08214255,3.42,677,3530.041667,10141,47.4,0,1,1,0
1,all_other,0.1287,336.34,11.35040654,15.8,697,5010.041667,7241,44.7,2,0,0,0
1,debt_consolidation,0.1719,107.24,9.862665558,5.13,667,1161,1441,32,0,1,0,0
1,debt_consolidation,0.0859,158.06,10.30895266,9.04,757,8160.041667,363,2,0,0,0,1
1,major_purchase,0.0774,312.19,10.28629797,21.4,772,4410,2656,5.2,0,0,0,0
1,all_other,0.1392,136.55,10.36121362,17.77,677,1590.041667,8768,61.7,1,0,0,0
1,debt_consolidation,0.1774,720.42,11.14908203,23.17,662,7170.041667,24390,64,0,0,0,0
1,debt_consolidation,0.1183,331.34,10.858999,10.78,762,4717,12356,52.6,1,0,0,0
1,all_other,0.1218,99.9,11.19821472,21.11,687,5310.041667,15421,67.6,0,0,0,0
1,all_other,0.1114,164.02,11.28978191,11.07,722,4800,918,35.3,1,0,0,0
1,small_business,0.1531,417.79,11.00209984,14.3,732,2371.041667,19068,89.9,0,0,0,0
1,debt_consolidation,0.0859,158.06,10.81977828,8.02,737,3780.041667,13736,30.7,1,0,0,0
1,small_business,0.1719,185.89,11.14186178,0.57,687,6840.041667,3594,83.6,1,0,1,0
1,all_other,0.0705,247.2,11.15625052,7.92,782,8760,5236,8.7,2,0,0,0
1,debt_consolidation,0.1253,334.67,11.36093911,10.81,702,3750.041667,23152,71.5,0,0,0,0
1,all_other,0.074,86.97,9.655026193,15.46,762,10443.04167,641,40.1,0,0,0,0
1,home_improvement,0.1531,870.39,12.32385568,1.35,702,6510,0,0,1,2,0,0
1,debt_consolidation,0.1183,662.68,11.56171563,13.87,757,5471,11179,3.5,0,0,0,0
1,debt_consolidation,0.1183,331.34,10.83958091,13.84,757,3060.041667,12375,76.6,0,0,0,0
1,all_other,0.1426,274.45,11.21721122,12.21,702,4380,35638,97.7,1,0,0,1
1,educational,0.0774,218.54,11.56171563,7.43,747,6930,31183,35.1,1,0,0,0
1,all_other,0.0705,231.75,11.21721122,4.26,772,6091.041667,25768,2.2,2,0,0,0
1,debt_consolidation,0.16,351.58,11.36674295,21.01,662,8100,37398,89.3,3,1,0,0
1,debt_consolidation,0.1253,368.13,10.6454249,18.89,702,3060.041667,6811,25.7,1,0,0,0
1,debt_consolidation,0.1148,494.53,10.69194491,12.19,742,2490,5737,29.4,0,0,0,0
1,educational,0.1183,397.61,10.42228135,22.57,712,5850,5744,55.8,0,0,0,0
1,debt_consolidation,0.1496,372.44,10.54534144,22.45,672,3367.041667,15146,77.3,1,1,0,0
1,all_other,0.1183,662.68,11.22524339,7.42,752,3480.041667,11300,47.1,1,0,0,0
1,credit_card,0.1253,284.47,10.6454249,21.97,707,3390.041667,8249,85.9,2,0,0,0
1,all_other,0.1496,519.7,10.51867319,14.14,677,4067,7186,55.7,1,0,0,1
1,debt_consolidation,0.1253,669.33,10.91508846,2.71,767,3870.041667,0,0,1,0,0,0
1,all_other,0.074,217.42,10.96127785,21.96,787,11160.04167,6545,10.7,0,0,0,0
1,debt_consolidation,0.1322,109.86,9.798127037,23.53,707,1920.041667,12231,86.1,0,0,0,0
1,all_other,0.0894,114.38,10.1266311,16.56,727,2250,402,1.9,1,0,0,0
1,all_other,0.1461,413.71,10.59663473,16.44,687,3570,441,55.1,0,0,0,1
1,credit_card,0.0894,317.72,11.38509209,15.35,732,7020.041667,19490,56.5,1,0,0,0
1,major_purchase,0.0774,312.19,10.93310697,9.02,777,6514,5875,7.1,1,0,0,0
1,all_other,0.0774,156.1,10.8036489,4.71,797,4200.041667,1299,4.2,2,0,0,0
1,all_other,0.1322,845.02,10.91806585,0,807,3933.041667,0,0,1,0,0,0
1,small_business,0.167,355.02,11.42954386,6.89,692,5403,23285,30.7,1,0,0,0
1,debt_consolidation,0.1496,796.84,11.57166596,8.37,687,5702.041667,13843,38.2,3,1,0,0
1,debt_consolidation,0.1357,543.5,11.44035477,14.37,692,8370,17729,39,0,0,0,0
1,credit_card,0.0894,190.63,11.60823564,5.47,732,3211,11992,64.3,0,0,0,0
1,debt_consolidation,0.1461,120.67,9.852867716,5.24,662,3360.041667,1418,28.9,2,0,0,1
1,small_business,0.1392,153.62,11.08214255,0.78,762,3600,1177,3.7,0,0,0,0
1,debt_consolidation,0.1565,848.42,11.28978191,23.08,712,7860.041667,46563,95.2,1,0,0,0
1,debt_consolidation,0.1392,327.72,11.40756495,13.75,677,4291.041667,12389,46.6,2,1,0,0
1,debt_consolidation,0.1218,399.6,11.5228758,12.93,707,9270.041667,12822,73.4,0,0,0,0
1,debt_consolidation,0.1461,344.76,10.30895266,20.2,672,3450.041667,10172,59.1,1,0,0,0
1,debt_consolidation,0.0894,292.3,10.66895539,24.44,737,3045.041667,9274,20.9,1,0,0,0
1,debt_consolidation,0.0859,379.33,11.1124479,7.54,782,8370,22556,23.8,0,0,0,0
1,debt_consolidation,0.1531,174.08,11.35040654,9.06,662,5250.041667,9523,75,0,0,0,0
1,debt_consolidation,0.0774,234.14,11.69524702,7.72,777,10681.04167,5195,5.4,1,0,0,0
1,debt_consolidation,0.0894,476.58,11.08214255,6,787,4770,15646,21.7,0,0,0,0
1,all_other,0.1183,596.41,12.21106019,18.33,732,4470.041667,15715,56.3,2,0,0,0
1,debt_consolidation,0.1461,206.86,10.96819829,12.95,667,11070.04167,8763,47.9,3,0,0,1
1,all_other,0.1461,51.72,10.59663473,3.9,677,3420.041667,2775,92.5,2,0,0,0
1,all_other,0.1148,328.87,11.00209984,18.98,712,4085,26537,64.9,1,0,0,1
1,all_other,0.167,71.01,12.85839783,1.77,692,1530,13757,98.3,0,0,0,1
1,debt_consolidation,0.1496,623.61,12.69158046,11.1,692,6780.041667,105104,95.4,1,0,0,0
1,all_other,0.1357,509.53,11.1124479,17.89,692,8550.041667,13966,60.7,0,0,0,0
1,all_other,0.1218,166.5,9.586925781,10.95,697,2250,3753,51.4,0,0,0,0
1,debt_consolidation,0.16,421.89,10.23995979,12.13,717,1890,12593,33.3,1,0,0,1
1,debt_consolidation,0.0894,413.03,10.71441777,13.17,757,3360.041667,5623,20,0,0,0,0
1,credit_card,0.1183,198.81,10.51867319,20.63,702,4500.041667,5931,46,0,0,0,0
1,debt_consolidation,0.1843,909.25,10.89673933,10.04,672,3660,1066,20.5,0,0,0,1
1,major_purchase,0.0714,216.58,10.08580911,14.85,807,12791,268,0.7,0,0,0,0
1,debt_consolidation,0.1148,799.49,11.73606902,10.41,782,4380,9474,21,1,0,0,0
1,debt_consolidation,0.1287,504.5,11.24504602,20.41,737,5130,57775,95.8,1,0,0,0
1,debt_consolidation,0.1218,499.5,10.72326738,1.5,717,4950.041667,17516,84.6,1,0,0,0
1,all_other,0.0639,76.51,10.42228135,3.39,782,6279,3375,7.8,1,0,0,0
1,major_purchase,0.1461,224.09,11.73606902,5.49,682,1290.041667,5940,80.3,0,0,0,0
1,all_other,0.0774,156.1,11.15625052,2.11,767,4140.041667,2663,22.2,0,0,0,0
1,debt_consolidation,0.1287,302.7,11.49272276,8.49,697,4141.041667,8644,80,0,0,0,1
1,credit_card,0.0859,369.84,11.35040654,8.03,787,5250.041667,15917,22,2,0,0,0
1,credit_card,0.1531,174.08,11.00209984,22.57,662,2250,4533,76.8,1,0,0,0
1,debt_consolidation,0.1357,461.98,10.42633028,15.26,687,3690,14707,66.2,0,0,0,0
1,debt_consolidation,0.1287,302.7,11.15625052,17.5,687,3390.041667,2592,12.4,1,0,0,0
1,debt_consolidation,0.1183,149.11,9.46962297,9.17,702,4690,2832,36.8,2,0,1,0
1,debt_consolidation,0.1183,94.44,10.08580911,24.7,702,3420.041667,4184,38.7,2,0,0,1
1,major_purchase,0.1114,164.02,11.05089001,13.75,722,6030.041667,8851,21.7,0,0,0,0
1,major_purchase,0.1183,165.67,11.00209984,8.92,707,2501,7990,34.3,0,0,0,0
1,all_other,0.1183,99.41,10.4487146,20.94,697,2010.041667,5626,30.1,3,0,0,0
1,debt_consolidation,0.1496,320.47,9.574983486,0.08,742,1321.041667,5,0.2,6,0,0,0
1,debt_consolidation,0.1496,443.46,11.17369743,9.37,672,2940,1142,11.8,0,0,0,0
1,debt_consolidation,0.1183,497.01,11.19821472,19.25,727,7440.041667,48262,73.2,0,0,0,0
1,all_other,0.1496,415.74,11.33857208,15.06,677,6990,28577,94.6,0,0,0,1
1,debt_consolidation,0.1357,118.89,11.00209984,15.06,677,3750.041667,24235,38,2,1,0,0
1,all_other,0.0894,317.72,11.98292909,4.04,747,3930.041667,1621,5.3,2,0,0,0
1,all_other,0.1635,388.63,11.32055357,12.93,672,2580,5814,96.9,1,0,0,0
1,debt_consolidation,0.1461,482.66,10.59663473,16.89,687,2250,21668,87.4,0,0,0,0
1,debt_consolidation,0.1114,328.04,11.28978191,4.68,732,3690,10422,56,0,0,0,0
1,home_improvement,0.1148,197.82,11.00209984,9.34,712,3420.041667,4162,27.6,1,0,0,0
1,credit_card,0.1114,262.43,10.93310697,20.57,727,4860.041667,8654,65.8,1,0,0,0
1,debt_consolidation,0.1183,397.61,11.09741002,13.36,722,3330,20602,41.5,2,1,0,0
1,major_purchase,0.1426,51.46,11.47210347,15.97,662,8220.041667,16964,77.8,1,0,0,0
1,educational,0.1253,669.33,10.83958091,23.93,722,2070.041667,10695,43.8,0,0,0,1
1,credit_card,0.1253,267.74,10.858999,7.04,707,13590.04167,7910,90.9,3,0,0,1
1,debt_consolidation,0.0859,284.5,10.46310334,6.62,752,5130,8829,43.5,1,0,0,0
1,all_other,0.1136,822.78,10.91508846,17.5,722,3338,15103,78.3,0,0,0,0
1,all_other,0.167,701.16,10.858999,18.18,667,3000.041667,12532,57,2,0,0,0
1,debt_consolidation,0.1357,244.58,11.35040654,6.45,692,12061,7983,43.6,0,0,0,0
1,home_improvement,0.0894,190.63,10.39083982,11.24,732,3720,3619,10.6,1,0,1,0
1,debt_consolidation,0.1287,815.61,11.81303006,15.84,737,6000.041667,26215,94.6,0,0,0,0
1,debt_consolidation,0.1459,130.97,9.92329018,19.29,672,6316.041667,17012,91,1,1,0,1
1,home_improvement,0.1183,331.34,11.28978191,10.59,722,6422.041667,6490,4.9,3,0,0,1
1,debt_consolidation,0.1357,220.8,11.22524339,3.52,682,1770,6228,68.4,0,0,0,0
1,debt_consolidation,0.1148,164.85,10.77895629,14.57,727,2490,7479,42.7,0,0,0,0
1,home_improvement,0.1148,799.49,11.86358234,1.27,777,5670.041667,7345,17.3,2,0,0,0
1,all_other,0.1114,229.63,9.798127037,16.33,717,4050,7674,57.7,0,0,0,0
1,educational,0.1322,202.81,10.49127422,2.33,722,1590.041667,377,47.1,0,0,0,0
1,all_other,0.0894,413.03,11.58988651,2.8,787,4830.041667,0,0,0,0,0,0
1,credit_card,0.0859,126.45,10.34817337,12,747,3150.041667,3933,51.7,0,0,0,0
1,credit_card,0.1136,493.67,10.81977828,4.1,767,3799.041667,5694,21.2,2,0,0,0
1,all_other,0.1843,363.7,11.28978191,0.08,667,3540.041667,167,11.1,3,0,1,1
1,all_other,0.1348,244.26,10.5686467,11.2,677,2310.041667,4743,62.4,2,0,0,0
1,all_other,0.0894,476.58,11.89818787,3.47,777,4711,4910,14,0,0,0,0
1,all_other,0.1114,131.22,11.9511804,16.56,722,4560.041667,120322,59.6,0,0,0,0
1,debt_consolidation,0.1218,832.5,11.66134547,16.99,737,7920.041667,32446,56.1,0,0,0,0
1,small_business,0.1809,202.7,9.798127037,9.8,682,1230.041667,0,0,0,0,0,0
1,all_other,0.1357,631.82,11.46163217,0.44,692,6780.041667,723,45.2,0,0,0,0
1,debt_consolidation,0.1025,421.01,10.51867319,17.61,732,3343,15818,46.5,0,0,0,0
1,debt_consolidation,0.1426,521.45,10.66895539,17.19,702,4051,18944,97.6,2,0,0,1
1,debt_consolidation,0.1357,169.85,10.03451581,10.95,677,2370.041667,1559,45.9,1,1,0,0
1,all_other,0.1183,662.68,11.69524702,14.28,742,4770,14191,51,1,0,0,0
1,all_other,0.1253,66.94,11.04132055,4.02,677,2130,8160,54,2,0,1,0
1,debt_consolidation,0.1357,354.98,10.68051622,22.1,682,2316.041667,12384,55.8,2,0,0,0
1,all_other,0.0774,312.19,10.81977828,0.86,772,5190.041667,2232,6.5,0,0,0,0
1,home_improvement,0.1114,492.06,11.39639165,3.76,757,13200,16001,38.6,0,0,0,1
1,all_other,0.0859,37.94,11.51292546,0.53,757,3990,0,0,1,0,0,0
1,all_other,0.1253,209.17,10.08580911,21.75,697,2100.041667,1219,7.2,2,0,0,0
1,all_other,0.1645,353.78,10.91508846,16.97,682,6330.041667,3052,41.8,0,0,0,1
1,small_business,0.1531,174.08,11.74403719,12.13,702,4530.041667,30995,82.6,2,0,0,1
1,debt_consolidation,0.0988,483.16,10.59663473,12,762,7179.041667,15146,24.8,0,0,0,0
1,debt_consolidation,0.1392,614.47,11.51292546,17.52,692,5010.041667,9360,43.7,0,0,0,0
1,all_other,0.0774,78.05,10.57643203,21.55,742,2370.041667,4641,49.4,0,0,0,0
1,credit_card,0.1496,519.68,11.32659589,5.94,677,5010.041667,14739,77.2,2,0,0,0
1,small_business,0.1739,896.19,11.8493977,2.47,747,8822,14556,94.5,0,0,0,1
1,debt_consolidation,0.1287,336.34,11.35040654,6.23,697,3661,2906,23.2,0,0,0,0
1,credit_card,0.0859,189.67,10.18111929,10.14,742,5430,6435,19,0,0,0,0
1,credit_card,0.1148,692.34,11.2515607,17.56,762,4620.041667,33386,52.9,1,0,0,0
1,debt_consolidation,0.1148,478.05,10.71441777,16.77,722,7170.041667,17449,55.7,0,0,0,0
1,debt_consolidation,0.1565,279.89,10.26081229,6.17,722,2340.041667,4479,99.5,0,0,0,0
1,all_other,0.0774,124.88,11.50791292,1.74,757,4380,6642,7.9,0,0,0,0
1,all_other,0.1704,856.18,11.91839057,3.7,677,6960,11010,49.8,0,2,1,0
1,debt_consolidation,0.0859,284.5,10.77895629,7.13,767,5190,5276,73.3,0,0,0,0
1,small_business,0.1704,891.86,10.91508846,9.36,717,4320,6049,90.3,0,0,0,1
1,all_other,0.1218,116.55,11.8277362,13.53,692,7500.041667,10930,79.8,1,1,0,0
1,debt_consolidation,0.1357,468.77,10.96127785,17.5,687,3450.041667,15365,70.2,1,0,0,1
1,all_other,0.0774,187.32,11.23056255,16.76,792,3900.041667,0,0,3,0,0,0
1,debt_consolidation,0.0774,340.29,11.46163217,18.15,777,7440.041667,11783,19,0,0,0,0
1,credit_card,0.1148,329.69,11.1962808,20.26,732,5550,41170,61.4,0,0,0,0
1,all_other,0.1392,85.35,11.31934072,2.13,687,5340.041667,0,0,0,1,0,0
1,all_other,0.1322,101.41,9.487972109,5.82,727,2760.041667,1549,96.8,1,0,0,0
1,debt_consolidation,0.16,492.21,10.60658506,19.16,662,6540,11018,82.2,1,0,0,0
1,all_other,0.1218,319.68,10.89673933,4.78,712,3480.041667,8077,76.9,0,0,0,0
1,all_other,0.0859,303.46,10.22557105,8.43,757,2040.041667,4103,15.5,2,0,0,0
1,all_other,0.0894,190.63,11.33857208,9.13,762,3180.041667,8868,32.4,0,0,0,0
1,debt_consolidation,0.0774,62.44,10.61643736,6.06,737,8940.041667,37804,21.4,1,0,0,0
1,credit_card,0.0774,224.78,11.00209984,4.94,767,2644.041667,2125,10.1,0,0,0,0
1,all_other,0.074,31.06,11.11988288,0.52,792,15030,35,0.1,1,0,0,0
1,credit_card,0.0859,324.01,11.08214255,7.09,782,4950.041667,613,4,1,0,0,0
1,home_improvement,0.1531,870.39,12.3883942,14.72,697,4140.041667,28813,44.9,3,0,0,1
1,debt_consolidation,0.1287,336.34,10.77895629,16.18,702,1860,5029,58.5,0,0,0,0
1,small_business,0.1739,179.24,11.15625052,15.34,697,8550.041667,1837,31.7,3,0,0,0
1,debt_consolidation,0.1148,560.47,10.86856845,21.53,742,3243,16285,41.3,0,0,0,0
1,credit_card,0.1809,904.88,11.51292546,19.75,677,5520,73999,86.8,1,0,0,1
1,debt_consolidation,0.1114,295.24,10.81977828,14.88,747,1863,546,3.7,4,0,0,0
1,all_other,0.0894,381.26,10.67359577,12.58,777,2160,1876,20.2,0,0,0,0
1,all_other,0.0774,62.44,10.23995979,20.23,747,3990,5121,17.7,4,0,0,0
1,debt_consolidation,0.1218,765.9,11.00209984,12.34,732,2760.041667,3075,28,1,0,0,0
1,debt_consolidation,0.1253,334.67,11.00209984,14.36,702,9750.041667,8892,25.5,2,0,1,0
1,debt_consolidation,0.1218,666,10.93310697,13.5,727,2550,21771,63.7,0,0,0,0
1,all_other,0.1645,141.51,10.58294141,16.88,662,1597.041667,4701,72.3,0,0,0,0
1,debt_consolidation,0.1253,261.04,10.6454249,19,702,4320,0,0,2,0,0,0
1,debt_consolidation,0.1218,299.7,10.30895266,9.48,737,3810.041667,4105,57.8,0,0,0,0
1,debt_consolidation,0.0894,381.26,11.40756495,6.19,752,3394.041667,24907,45.3,0,0,0,0
1,credit_card,0.0894,559.18,11.05089001,12.34,782,14100.04167,8943,21.2,1,0,0,1
1,small_business,0.1565,769.7,11.08214255,17.28,732,3930.041667,23429,56.1,2,0,0,0
1,debt_consolidation,0.1392,477.92,10.7254676,23.26,687,6570,14902,87.7,0,0,0,0
1,debt_consolidation,0.0894,149.33,10.36646657,21.3,722,1950.041667,4638,69.2,0,0,0,0
1,all_other,0.1426,411.67,11.05089001,10.7,677,2040.041667,5849,45.3,1,0,0,0
1,credit_card,0.1385,330.81,12.10071213,21.03,677,4680.041667,57858,75.8,1,0,0,0
1,all_other,0.1218,699.3,10.88893114,4.84,802,8010,120,2.4,1,0,0,1
1,debt_consolidation,0.1114,328.04,11.28978191,21.04,727,4171.041667,20901,67.4,0,0,0,0
1,credit_card,0.1392,721.15,11.3736634,18.33,702,3810.041667,15158,88.6,1,0,0,0
1,debt_consolidation,0.1565,848.42,11.38584181,15.72,687,3810.041667,31710,93.5,0,0,1,0
1,debt_consolidation,0.1322,439.41,10.46310334,22.53,722,3150.041667,6580,88.3,0,0,0,0
1,major_purchase,0.0859,158.06,11.15625052,2.35,747,8160.041667,71,0.3,1,0,0,0
1,debt_consolidation,0.0774,46.83,10.26813067,15.04,742,7500.041667,949,22.1,0,0,0,0
1,home_improvement,0.1392,648.61,11.72803684,11.17,692,5130,22294,69,0,0,0,0
1,debt_consolidation,0.167,213.01,10.76848499,0.76,662,3330,981,89.2,0,0,0,1
1,debt_consolidation,0.1607,563.11,11.47110297,12.74,727,7260,9653,9.7,1,2,0,0
1,all_other,0.1253,66.94,10.91508846,9.56,682,5520,6810,56.7,0,0,0,0
1,debt_consolidation,0.1062,455.84,10.81977828,13.25,722,11181.04167,14706,72.4,1,0,0,0
1,debt_consolidation,0.0894,190.63,10.99851024,17.58,722,3030.041667,6908,32,2,0,0,0
1,educational,0.1218,499.5,11.15625052,2.18,737,5101,4509,60.1,0,0,0,1
1,debt_consolidation,0.1218,249.75,10.16585182,0,762,3120.041667,0,0,3,0,0,0
1,debt_consolidation,0.0774,130.34,10.46310334,8.98,792,7890.041667,1357,4.2,1,0,0,0
1,debt_consolidation,0.1253,247.66,11.73606902,7.47,722,5820,24344,65.8,0,0,0,0
1,all_other,0.1218,133.2,11.60823564,11.87,697,9570,4254,64.5,0,0,0,0
1,debt_consolidation,0.1531,522.23,11.40756495,16.79,682,5581.041667,51605,97.9,1,0,0,0
1,debt_consolidation,0.1357,475.56,11.27720313,16.34,687,5520,11889,54.8,1,0,1,0
1,home_improvement,0.1635,423.95,11.28978191,5.64,672,4084,7472,97,0,0,1,0
1,educational,0.1461,344.76,11.04132055,8.46,712,4920.041667,3088,14.1,1,0,0,0
1,all_other,0.1704,267.56,10.77895629,4.92,687,1144,8398,76.3,0,0,0,0
1,debt_consolidation,0.16,527.36,11.47210347,11.13,662,4080,14337,56.4,2,2,0,0
1,all_other,0.1322,189.29,11.23581399,3.31,687,4560.041667,3860,68.9,0,0,0,0
1,all_other,0.1183,142.48,11.58988651,17.63,707,10830.04167,15050,28.9,2,0,0,0
1,debt_consolidation,0.1287,403.6,10.55309029,14.98,722,1560.041667,7060,71.8,0,0,0,0
1,debt_consolidation,0.1357,407.63,10.6454249,21.77,682,5130,7263,60,2,0,0,0
1,debt_consolidation,0.1357,506.14,10.98359637,12,687,4170.041667,15445,78,1,0,0,0
1,debt_consolidation,0.1287,815.61,11.51292546,13.52,717,2970,28056,57,0,0,0,0
1,debt_consolidation,0.0894,247.82,10.77895629,12.95,742,4560.041667,20035,65.4,0,0,0,0
1,debt_consolidation,0.0894,571.89,11.40756495,4.64,797,9720.041667,2347,9.9,0,0,0,0
1,debt_consolidation,0.1183,447.31,10.54841566,22.54,712,6000.041667,13813,52.7,0,0,0,0
1,debt_consolidation,0.1322,162.25,10.71441777,15.17,677,3123.041667,6354,74.8,0,0,0,0
1,small_business,0.1357,135.88,11.30958454,8.71,762,3244,8328,11,1,0,0,0
1,educational,0.1183,662.68,11.51292546,6.72,737,3041.041667,4070,19.5,0,0,0,0
1,credit_card,0.1218,33.3,10.40426284,13.56,692,2130,13781,65.8,3,0,0,0
1,credit_card,0.1148,98.91,10.55841352,3.05,722,1620.041667,3738,30.4,1,0,0,0
1,debt_consolidation,0.1148,105.5,10.66895539,21.43,712,3664,11262,27.1,1,0,0,0
1,all_other,0.1426,548.9,11.1844214,18.87,682,5190,33587,45.6,0,0,0,0
1,debt_consolidation,0.1322,371.81,10.80523301,15.54,692,4080,11922,62.7,1,0,0,0
1,all_other,0.1913,220.33,11.28978191,0.38,667,8370,234,3.3,2,1,0,0
1,debt_consolidation,0.0859,410.94,11.51292546,18.35,782,5580.041667,6031,5.8,2,0,0,0
1,major_purchase,0.1392,674.21,10.53049493,14.13,692,13620.04167,1466,16.9,0,4,0,0
1,debt_consolidation,0.0859,158.06,11.22524339,12.59,747,6060.041667,8119,23.9,1,0,0,1
1,small_business,0.1426,123.51,12.24047407,2.24,742,5190,105418,66.2,3,0,0,1
1,debt_consolidation,0.1062,455.84,10.4341158,18.07,717,2490,7292,65.1,1,0,0,0
1,major_purchase,0.1461,517.13,10.49127422,9.17,732,1892,0,40,2,0,0,0
1,debt_consolidation,0.1357,84.93,10.55841352,13.5,677,3720,2542,29.9,2,0,0,0
1,debt_consolidation,0.0774,156.1,10.30895266,7.96,767,4170.041667,3067,11.9,0,0,0,0
1,debt_consolidation,0.1565,848.42,11.56171563,1.1,702,4381,2883,31,0,0,0,0
1,debt_consolidation,0.1322,253.51,11.1844214,24.23,692,5250.041667,3290,50.6,1,0,0,0
1,debt_consolidation,0.1426,603.79,11.38509209,8.73,692,5402.041667,19281,89.7,0,0,0,0
1,small_business,0.1565,874.66,11.53272809,7.36,767,5340.041667,0,0,0,0,0,0
1,all_other,0.0774,156.1,10.57449137,10.98,757,4770,11305,52.6,3,0,0,0
1,debt_consolidation,0.1287,336.34,10.71441777,12.64,692,6180,9123,50.2,2,0,0,0
1,home_improvement,0.1461,186.17,9.903487553,4.8,702,1560.041667,3713,77.4,0,0,0,0
1,debt_consolidation,0.1253,811.56,12.56723749,13.89,727,5190,43922,65.7,2,0,0,0
1,debt_consolidation,0.1565,685.73,11.11986806,13.58,677,4830,11189,65.1,0,0,1,1
1,debt_consolidation,0.1287,201.8,10.08580911,8.7,692,2400.041667,3374,63.7,0,0,0,0
1,debt_consolidation,0.1645,849.06,11.00209984,21.78,692,3000,35819,95.8,0,0,0,0
1,debt_consolidation,0.1322,202.81,10.66895539,22.32,687,2310.041667,7115,76.5,0,0,0,0
1,home_improvement,0.1287,672.67,10.85127695,0.23,802,6240,41,0.2,3,0,0,1
1,home_improvement,0.1385,341.04,11.15625052,7.89,692,3180.041667,0,0,0,0,0,0
1,credit_card,0.1148,329.69,10.3859137,23.41,722,3180.041667,9430,45.3,0,0,0,0
1,credit_card,0.0788,100.1,10.94316338,21.49,722,3896.041667,3630,71.2,1,0,0,0
1,major_purchase,0.1426,205.84,9.942708266,0.87,682,1920.041667,422,7.7,0,0,0,0
1,home_improvement,0.0894,317.72,10.63585545,6.61,752,2160,3,0,0,0,0,0
1,credit_card,0.1287,260.66,10.30253209,22.42,692,6990,7751,52.7,0,0,1,1
1,debt_consolidation,0.1322,283.93,10.49127422,2.3,687,2521,2047,27.7,1,1,0,0
1,debt_consolidation,0.1392,170.69,10.54534144,5.68,687,1650.041667,4324,86.5,1,0,0,0
1,debt_consolidation,0.1635,621.8,11.40756495,17.35,667,4980.041667,14555,70,0,0,0,0
1,debt_consolidation,0.1114,229.63,10.59663473,21.99,717,2310.041667,6823,71.1,1,0,0,0
1,debt_consolidation,0.1183,331.34,10.59663473,0.54,732,3780.041667,554,14.2,0,0,1,0
1,home_improvement,0.1253,836.66,11.77528973,11.13,752,4590.041667,40327,54.8,5,0,0,0
1,debt_consolidation,0.0774,187.32,11.69524702,4.7,767,5730.041667,4378,27.4,0,0,0,0
1,all_other,0.0988,483.16,11.09741002,7.69,752,5400.041667,8816,23.8,0,0,0,0
1,credit_card,0.0774,124.88,11.08214255,1.83,767,4920.041667,4370,21,1,0,0,0
1,credit_card,0.1496,277.16,11.47210347,5.65,662,4381,12080,74.1,1,2,1,0
1,debt_consolidation,0.1392,564.12,11.15625052,14.09,692,5340.041667,17357,83.9,1,0,0,0
1,major_purchase,0.0859,309.78,10.66895539,14.99,762,7680,5164,11.9,0,0,0,0
1,debt_consolidation,0.1114,393.65,11.91839057,2.37,737,4050,10944,29.8,0,0,0,0
1,debt_consolidation,0.1322,253.51,10.89673933,15.56,697,7923.041667,4552,25.6,1,0,0,0
1,all_other,0.1148,118.69,10.34817337,11.23,717,2760.041667,1866,74.6,0,0,0,0
1,debt_consolidation,0.1311,398.19,11.23848862,20.42,692,4267.041667,12764,44.3,0,0,1,0
1,credit_card,0.1253,267.74,10.49127422,10.37,697,9842,8301,79.8,0,0,0,1
1,home_improvement,0.1531,870.39,12.22587527,7.21,697,5101,28406,45,0,0,0,0
1,all_other,0.0988,483.16,10.4341158,16.41,762,3091.041667,6919,26.5,0,0,0,0
1,debt_consolidation,0.0788,359.73,11.00209984,4.96,752,5704.041667,12564,39.3,0,0,0,0
1,all_other,0.1392,51.21,10.81977828,17.04,672,3900.041667,4376,93.1,2,0,0,0
1,debt_consolidation,0.1635,565.27,11.00209984,24.8,697,13170,17353,45.4,1,0,0,0
1,debt_consolidation,0.0859,252.89,11.03563132,4.8,752,3660,8903,21.4,1,0,0,0
1,debt_consolidation,0.0751,311.1,11.46163217,2.93,757,3720,6757,20.6,1,0,0,0
1,debt_consolidation,0.1148,65.94,10.26813067,14.25,702,3180.041667,179,59.7,2,0,0,0
1,debt_consolidation,0.1136,378.48,10.30895266,22.68,702,1861,946,9,1,1,0,0
1,debt_consolidation,0.1218,99.9,10.30895266,20.04,697,1650.041667,3832,66.1,1,0,0,0
1,debt_consolidation,0.1099,274.98,10.858999,18.62,702,4940.041667,9222,34.7,3,0,1,0
1,debt_consolidation,0.0894,206.52,11.12726298,16.45,727,3840.041667,12658,53.4,0,0,0,0
1,all_other,0.1461,193.07,10.59663473,17.58,667,5280.041667,1182,39.4,0,1,0,0
1,debt_consolidation,0.1099,98.21,10.66895539,9.82,687,6462.041667,14338,34.2,1,0,0,0
1,all_other,0.0774,62.44,9.392661929,14.9,757,5438,2234,21.6,0,0,0,0
1,debt_consolidation,0.1136,658.23,11.17043516,8.25,717,12692.04167,30987,48.4,1,4,0,0
1,debt_consolidation,0.0788,306.55,10.77895629,7.95,742,3990,11723,34.5,0,0,0,0
1,all_other,0.0676,49.24,11.33260191,3.65,782,3333,6955,14.6,4,0,0,0
1,credit_card,0.1025,388.62,11.35040654,18.56,732,3510.041667,15173,41.6,2,0,0,0
1,debt_consolidation,0.1136,798.1,11.72803684,13.73,727,5070,28237,59.7,0,0,0,0
1,credit_card,0.1496,45.05,10.74720759,16,662,6750.041667,8856,90,0,3,0,0
1,debt_consolidation,0.0751,279.99,10.89673933,16.29,767,4410,4688,16.4,0,0,0,0
1,all_other,0.0676,76.93,10.28192399,2.38,752,5610.041667,1988,13.3,2,0,0,0
1,credit_card,0.1533,365.7,10.51867319,14.3,672,6450.041667,14726,92.6,0,0,1,0
1,major_purchase,0.1062,651.2,10.71441777,19.17,737,3750.041667,11141,48,1,0,0,0
1,debt_consolidation,0.1385,443.35,10.91508846,13.9,682,4290.041667,20437,73.5,1,0,0,0
1,all_other,0.1645,530.67,11.153819,11.02,662,7830.041667,16478,84.9,0,0,0,0
1,all_other,0.1025,259.08,11.51292546,2.68,717,3840.041667,3194,5.1,3,0,0,0
1,debt_consolidation,0.0788,256.5,11.1844214,12.23,747,6840.041667,8185,46,2,0,0,0
1,all_other,0.1459,448.05,10.73639668,22.98,677,3288,7719,55.9,0,0,0,0
1,all_other,0.1311,70.87,9.61580548,19.04,672,1950.041667,4285,62.1,0,0,0,0
1,all_other,0.1385,162,9.729134165,11.64,677,4080,5166,86.1,0,1,0,1
1,all_other,0.1645,424.53,12.04355372,10.05,692,4053,22215,90.3,0,0,0,0
1,major_purchase,0.0788,203.33,11.15625052,23.09,722,8130.041667,16559,31.7,1,0,0,0
1,credit_card,0.1062,618.64,11.28978191,13.29,737,5070,14462,36.1,1,0,0,0
1,debt_consolidation,0.1025,153.83,9.549665678,14.62,707,2100.041667,5905,64.2,1,0,0,0
1,credit_card,0.0788,312.81,10.6454249,19.77,737,4500.041667,15664,62.7,2,0,0,0
1,major_purchase,0.0988,80.53,10.30895266,21.16,717,2280,7747,61,1,0,0,0
1,debt_consolidation,0.1136,724.05,11.60823564,8.51,717,7920.041667,20418,74.8,0,0,0,0
1,major_purchase,0.1025,129.54,10.59663473,4.2,727,3240,3276,42,1,0,0,0
1,all_other,0.1099,687.44,11.28978191,18.82,757,7140.041667,31503,60.6,3,0,0,0
1,all_other,0.0751,155.55,10.08580911,3.6,787,4800,1574,10.2,1,0,0,0
1,credit_card,0.0751,93.33,9.648595303,14.55,742,1919.041667,1932,24.1,4,0,0,0
1,major_purchase,0.0714,154.7,10.38899537,7.46,762,4920.041667,26110,40.4,2,0,0,0
1,debt_consolidation,0.1311,404.94,10.70126498,22.43,692,5490,10337,61.9,0,0,0,0
1,debt_consolidation,0.1025,194.31,11.50287513,21.9,712,3030.041667,6809,42.3,3,0,0,0
1,all_other,0.1348,71.25,10.04324949,3.7,667,2910,1103,36.8,1,0,0,0
1,debt_consolidation,0.1348,678.49,10.91508846,10.89,702,4110.041667,15537,81.8,0,0,0,0
1,debt_consolidation,0.157,350.11,10.77895629,23.63,662,5850,10586,63.8,0,2,0,0
1,major_purchase,0.1645,212.27,10.23422911,15.13,682,4320,7886,98.6,0,0,0,0
1,all_other,0.1459,372.23,10.13062313,1.96,677,4682,1713,24.1,0,0,0,0
1,debt_consolidation,0.1533,644.33,11.00209984,11.2,732,4391,4978,99.6,0,0,0,0
1,debt_consolidation,0.1099,392.83,11.46163217,4.47,732,8401,13855,42.5,0,0,0,0
1,all_other,0.0988,309.22,10.37349118,17.06,732,4475,8153,62.7,1,0,0,0
1,major_purchase,0.1422,137.14,9.392661929,2.4,707,1290.041667,1088,51.8,1,0,0,0
1,debt_consolidation,0.1311,607.41,11.19821472,10.25,702,3300,8613,40.6,0,0,1,1
1,debt_consolidation,0.1136,138.23,10.40426284,7.49,687,1851,4898,17.4,1,0,0,1
1,debt_consolidation,0.1533,583.38,10.51867319,15.73,672,1950.041667,15353,84.4,1,0,0,0
1,small_business,0.1025,809.62,11.80559508,0.13,787,8010,6330,8.4,1,0,0,0
1,debt_consolidation,0.1422,411.41,10.93745465,13.93,682,4290.041667,7642,94.4,2,1,1,0
1,debt_consolidation,0.1645,583.73,11.47210347,15.1,667,4620.041667,19257,92.6,1,0,0,1
1,all_other,0.1385,511.56,10.95080655,12.74,682,3420.041667,21113,72.6,2,0,0,0
1,debt_consolidation,0.1273,537.06,10.71441777,19.29,717,3001,12790,49.8,0,0,0,1
1,credit_card,0.0788,225.22,11.11988288,19.47,727,5130,10861,57.5,1,0,0,0
1,debt_consolidation,0.1533,383.12,11.15625052,24.12,672,5370.041667,18107,68.8,2,0,0,0
1,credit_card,0.1385,682.08,11.69524702,13.61,707,3360,22061,91.9,1,0,0,0
1,debt_consolidation,0.1719,303.85,11.22524339,7.86,662,2730.041667,15350,84,3,1,0,0
1,all_other,0.1025,647.7,11.03488966,16.32,752,2130,2526,26.3,0,0,0,0
1,debt_consolidation,0.1348,407.09,11.56171563,11.18,682,7680,1392,13.9,1,0,0,0
1,small_business,0.1311,674.9,11.8493977,9.21,732,6060.041667,28651,92.4,0,1,0,1
1,all_other,0.1385,511.56,11.20357022,16.24,707,6240,14153,95.6,1,0,0,1
1,debt_consolidation,0.1099,497.58,10.83958091,8.56,717,1980.041667,13402,23.3,1,0,0,0
1,debt_consolidation,0.0788,265.89,10.91508846,7.85,737,2821.041667,8799,47.8,0,0,0,0
1,all_other,0.1025,103.64,11.35040654,2.51,737,4260.041667,8497,73.2,1,0,0,0
1,all_other,0.0988,483.16,11.35040654,0.21,797,5550,365,3.7,0,0,0,0
1,home_improvement,0.0788,312.81,10.30895266,4.84,772,5040.041667,9239,46.7,0,0,0,0
1,major_purchase,0.0714,154.7,11.49272276,8.33,752,7350,28209,58.4,0,0,0,0
1,all_other,0.0751,311.1,11.45105006,5.96,802,4560.041667,202,1.3,2,0,0,0
1,major_purchase,0.1099,769.28,12.20607265,0.67,807,4710,0,0,1,0,0,0
1,debt_consolidation,0.0714,278.46,11.50287513,10.04,787,6781.041667,17107,35.6,0,0,0,0
1,small_business,0.1273,671.33,11.81303006,7.91,747,6316.041667,15864,96.9,1,0,0,0
1,debt_consolidation,0.1385,613.87,10.90595598,13.59,692,4170.041667,19994,49.4,0,0,0,1
1,all_other,0.1273,201.4,11.00209984,12.8,682,3030.041667,7088,63.3,0,0,1,0
1,credit_card,0.1645,636.8,12.61153775,6.77,717,3870.041667,31244,20.8,3,0,0,0
1,small_business,0.1273,411.19,10.81977828,16.63,697,3781.041667,6873,41.9,0,0,1,0
1,small_business,0.1273,268.53,11.05089001,15.26,727,5670.041667,33274,97.9,2,0,0,0
1,debt_consolidation,0.1025,404.81,11.05089001,11.77,732,5250.041667,3427,16.2,1,0,0,0
1,debt_consolidation,0.1385,252.37,9.852194258,12.44,682,3390.041667,10619,94,3,0,0,0
1,home_improvement,0.1099,818.38,12.10071213,0.07,797,6840.041667,0,0,0,0,0,0
1,debt_consolidation,0.1385,255.78,10.96127785,14.33,682,4050,4955,88.5,1,0,0,0
1,all_other,0.1422,342.85,10.49127422,3.83,697,3570.041667,344,34.4,3,2,0,1
1,debt_consolidation,0.0988,483.16,11.08214255,6.76,757,6930,16223,22.9,0,0,0,0
1,debt_consolidation,0.1062,468.86,10.49127422,22.43,722,2790.041667,10899,84.5,0,0,0,1
1,debt_consolidation,0.1348,237.47,10.81977828,11.09,677,3090.041667,6923,65.9,0,0,0,0
1,credit_card,0.1348,61.07,13.142166,1.3,667,1869,10201,65,0,0,0,0
1,debt_consolidation,0.1062,814,11.91839057,3.45,792,8250.041667,42863,0,1,0,0,0
1,debt_consolidation,0.1311,674.9,11.40756495,11.6,707,4803,35052,61.1,3,0,0,0
1,debt_consolidation,0.1533,87.08,10.46310334,4.22,672,1530,0,0,1,0,0,0
1,all_other,0.0788,375.37,11.69524702,19.6,747,5100,46882,29.6,0,0,0,0
1,debt_consolidation,0.0788,312.81,11.35040654,4.48,762,3750.041667,86,0.2,0,0,0,0
1,major_purchase,0.1025,161.93,10.40426284,1.42,727,4470,245,30.6,1,0,0,0
1,debt_consolidation,0.1311,269.96,10.59663473,17.82,702,6714.041667,20155,59.6,1,0,0,0
1,all_other,0.1136,789.87,11.74403719,24.7,727,9240.041667,47360,79.9,1,0,0,0
1,all_other,0.1422,126.86,9.769773286,3.36,707,1260.041667,1605,45.9,0,0,0,0
1,home_improvement,0.1136,138.23,11.1844214,10.57,687,3365,5634,30.5,0,0,0,0
1,credit_card,0.1311,472.43,11.19821472,21.34,692,3450.041667,17457,71.3,0,0,0,0
1,debt_consolidation,0.1025,60.73,10.08580911,10.81,702,3090.041667,1338,38.2,0,0,0,0
1,debt_consolidation,0.1273,335.67,11.02516511,19.64,692,3030.041667,6486,75.4,0,0,0,0
1,debt_consolidation,0.1533,417.94,11.51292546,20.48,667,8011,88599,60.9,3,1,0,0
1,debt_consolidation,0.1496,866.16,11.04132055,18.5,702,2760.041667,16641,44.6,2,0,0,0
1,all_other,0.0788,544.28,11.98292909,8.12,772,7710,8062,8.1,1,0,0,0
1,debt_consolidation,0.1904,916.95,11.46163217,16.03,712,5640.041667,33894,99.4,0,0,0,0
1,debt_consolidation,0.1793,865.92,11.91839057,23.44,672,3630,92965,61.9,0,0,0,1
1,all_other,0.1136,83.93,11.09741002,18.42,682,2910,8403,21.5,1,1,0,0
1,all_other,0.1348,169.63,11.09741002,2.71,682,4080,3803,37.7,0,0,0,0
1,all_other,0.0788,375.37,12.20607265,3.02,767,5580.041667,54526,25.4,2,0,0,0
1,all_other,0.1025,194.31,10.49127422,14.9,762,8882.041667,17905,56,0,0,0,0
1,major_purchase,0.0714,74.26,11.05089001,12.19,742,3300,762,14.1,0,0,0,0
1,small_business,0.1422,342.85,10.71441777,4.51,692,3420.041667,9696,66.4,0,0,0,0
1,debt_consolidation,0.1533,870.71,11.77528973,16.35,697,5700.041667,38416,59.4,2,0,0,0
1,major_purchase,0.0788,469.21,11.74403719,5.94,787,5670.041667,15427,44.7,0,0,0,0
1,debt_consolidation,0.1459,689.3,11.1078103,23.52,682,4380,16769,68.7,1,0,0,0
1,debt_consolidation,0.1025,421.01,11.56171563,17.22,727,7200.041667,48006,56.8,2,0,0,0
1,debt_consolidation,0.1099,196.42,10.91508846,22.49,697,3090.041667,27103,80.7,0,0,0,0
1,debt_consolidation,0.1311,371.2,10.40426284,14.58,687,1980.041667,5763,60.7,0,0,0,0
1,credit_card,0.1114,367.4,11.91839057,7.13,722,3900.041667,14766,43.9,0,0,0,0
1,credit_card,0.0714,185.64,10.91474295,17.26,767,3961,8039,34.4,0,0,0,0
1,debt_consolidation,0.1136,263.29,11.05633547,15.04,697,3690,21850,56.2,3,0,0,0
1,credit_card,0.1062,162.8,10.1266311,7.06,702,2792.041667,3780,19.4,3,0,0,0
1,debt_consolidation,0.1062,227.92,11.03488966,18.29,712,3000,13571,30.7,1,0,0,0
1,all_other,0.1273,268.53,10.46310334,5.11,717,3030.041667,3878,38.8,0,0,0,1
1,debt_consolidation,0.0751,311.1,10.08580911,10.8,787,5520,663,1.7,3,0,0,0
1,debt_consolidation,0.1099,204.6,10.27505111,23.88,702,1920.041667,5583,58.8,2,0,0,0
1,home_improvement,0.1348,590.28,11.26957921,3.6,742,8311.041667,221,44.2,5,0,0,0
1,debt_consolidation,0.1273,251.75,10.18111929,11.91,697,5040.041667,6202,33.7,2,1,0,0
1,all_other,0.1025,485.78,11.69524702,14.2,732,13410.04167,19962,49,1,0,0,0
1,debt_consolidation,0.1062,208.39,11.21559702,23.54,707,3840.041667,5732,79.6,3,0,0,0
1,debt_consolidation,0.1385,835.55,11.3409502,21.72,712,5250.041667,33313,74.4,0,0,0,0
1,major_purchase,0.1348,169.63,10.77895629,3.13,697,4440,198,39.6,1,0,0,1
1,all_other,0.1025,712.47,11.23445167,15.46,762,5580.041667,17346,18.6,0,0,0,0
1,all_other,0.0774,115.51,11.03838355,22.99,742,7302,18728,42.1,0,0,0,0
1,debt_consolidation,0.1062,488.4,10.82087768,16.18,732,3030.041667,12365,56.2,3,0,0,0
1,debt_consolidation,0.1062,390.72,11.40756495,24.16,717,3840.041667,32751,62.5,0,0,0,0
1,all_other,0.0988,144.95,10.35774282,20.76,722,2220,1792,39.8,3,0,0,0
1,debt_consolidation,0.1025,323.85,10.57131693,20.86,717,4260.041667,9844,39.1,0,0,0,0
1,all_other,0.0714,185.64,11.36210258,3.42,767,8970.041667,6760,12.5,0,0,0,0
1,debt_consolidation,0.1459,448.05,10.858999,13.64,677,2850.041667,10525,80.3,0,0,0,0
1,debt_consolidation,0.0788,109.49,9.852194258,24.32,717,11850.04167,2357,8.8,1,0,0,0
1,all_other,0.1385,572.95,11.00209984,5.36,697,2099.041667,11330,68.3,0,0,0,0
1,debt_consolidation,0.1348,610.64,10.93310697,21.26,697,5850,27292,52.7,0,0,0,0
1,major_purchase,0.0714,30.94,10.83958091,16.99,762,5580.041667,737,7.8,1,0,0,0
1,small_business,0.1099,392.83,11.94470788,19.25,712,7590.041667,143499,73.8,1,0,0,0
1,all_other,0.0788,62.57,10.20359214,21.56,717,2220,8344,42.8,1,0,0,0
1,debt_consolidation,0.1533,278.63,11.2515607,16.04,677,6030.041667,25573,95.4,3,0,1,0
1,all_other,0.1136,65.83,11.15665044,0.34,697,2160,218,14.5,2,0,0,0
1,debt_consolidation,0.1348,678.49,11.51292546,20.5,702,3750.041667,26669,62.3,2,0,0,0
1,debt_consolidation,0.0788,228.35,10.73639581,10.74,727,2790.041667,8075,52.8,0,0,0,0
1,debt_consolidation,0.1645,300.71,10.16585182,15.83,677,1473,9306,97.6,0,0,0,1
1,debt_consolidation,0.1062,651.2,10.27505111,12.58,762,4110,6011,33.4,0,0,0,0
1,debt_consolidation,0.1099,818.38,11.1124479,19.9,752,4200.041667,8392,21.7,0,0,0,0
1,debt_consolidation,0.1136,403.17,10.30895266,21.68,702,3420.041667,15079,54,1,1,0,0
1,debt_consolidation,0.1533,208.97,10.34174248,11.26,667,1560.041667,5446,70.7,0,0,0,0
1,all_other,0.0788,187.69,10.74720759,10.3,777,4592.041667,1490,9.6,0,0,0,0
1,debt_consolidation,0.1459,460.11,10.93310697,12.19,677,3270,9410,72.4,0,1,0,0
1,educational,0.0751,311.1,10.71441777,1.92,792,6543,1569,2.4,2,0,0,0
1,major_purchase,0.1385,682.08,10.81977828,13.15,697,3450.041667,8230,43.3,0,0,0,0
1,debt_consolidation,0.1273,268.53,10.26813067,15.5,687,1980.041667,9070,58.5,2,0,0,0
1,all_other,0.1062,227.92,11.35369524,17.58,707,6180,2805,14.6,0,1,0,0
1,debt_consolidation,0.0714,92.82,10.98529272,12.85,732,3480.041667,3210,12.7,0,0,0,0
1,debt_consolidation,0.1099,523.77,10.54534144,20.18,722,4830,21370,33.8,1,0,0,0
1,debt_consolidation,0.1025,323.85,11.1124479,15.17,717,8610.041667,8180,49.6,1,0,0,0
1,debt_consolidation,0.1311,330.7,10.40426284,8.25,687,6635,5745,18.4,2,1,0,1
1,debt_consolidation,0.1385,341.04,10.7938449,16.5,702,4383,20800,29.9,2,1,0,0
1,credit_card,0.1136,658.23,11.22524339,19.65,717,7050.041667,51027,41.8,2,1,0,0
1,major_purchase,0.1062,260.48,11.35040654,17.92,732,4560.041667,28824,39.2,0,0,0,0
1,debt_consolidation,0.1136,822.78,11.40756495,11.11,732,4921.041667,7462,33.8,3,1,0,0
1,debt_consolidation,0.1459,861.63,11.22524339,14.64,712,4560.041667,31675,64,0,0,0,0
1,educational,0.1062,97.68,10.18490001,10.6,717,3840.041667,7154,68.8,0,0,0,0
1,debt_consolidation,0.1062,452.58,11.24373798,15.41,717,3030.041667,18519,55.8,0,0,0,0
1,debt_consolidation,0.0714,247.52,11.51092346,10.16,772,4380,21557,26.2,1,0,0,0
1,debt_consolidation,0.0751,186.66,10.71441777,6.64,742,2250,5999,19.5,1,0,0,0
1,all_other,0.0988,322.11,11.34398597,1.73,752,3767.041667,2403,22,4,0,0,0
1,credit_card,0.1348,271.4,11.31447453,13.07,687,4230.041667,28539,94.5,0,0,0,1
1,home_improvement,0.0988,644.21,11.31447453,8.25,792,8506,16835,15.8,1,0,0,0
1,debt_consolidation,0.1273,335.67,10.46310334,8.71,702,4530.041667,6907,29.3,0,0,0,0
1,credit_card,0.1136,493.67,11.93314361,9,742,4080,7939,85.4,1,0,0,0
1,credit_card,0.0788,406.65,11.81303006,14.09,752,10050.04167,28184,43.2,1,0,0,0
1,debt_consolidation,0.1273,839.16,11.42954386,15.47,722,5708.041667,23251,70.7,0,0,0,0
1,credit_card,0.1136,771.77,12.01974307,17.76,727,8130,72623,50.8,1,0,0,0
1,all_other,0.1136,230.38,10.93310697,8.61,697,2136,9342,43.9,2,0,0,0
1,all_other,0.1422,411.41,11.00209984,16.06,687,1350.041667,15548,75.1,0,0,0,0
1,debt_consolidation,0.1136,658.23,11.00209984,15.28,717,2640,12880,61.7,2,0,0,0
1,credit_card,0.1025,485.78,11.1844214,23.85,737,3810.041667,27801,49.4,0,0,0,0
1,debt_consolidation,0.0788,281.53,10.77895629,10.22,737,4200.041667,9874,54.9,1,0,0,0
1,debt_consolidation,0.0788,250.25,10.59663473,24.33,747,2701.041667,2668,14.1,2,0,0,0
1,debt_consolidation,0.1385,682.08,11.53272809,23.45,712,7921.041667,37642,93.9,1,0,0,0
1,debt_consolidation,0.1099,197.23,10.54534144,9,742,1620.041667,59,1.5,3,0,0,0
1,debt_consolidation,0.1273,402.8,10.82697234,18.35,697,3960,12006,46.4,0,1,0,0
1,home_improvement,0.0788,312.81,10.42228135,21.23,747,4735,9736,16.7,2,0,0,0
1,debt_consolidation,0.1311,539.92,11.04771035,20.96,707,4620.041667,16327,70.1,0,0,0,0
1,educational,0.1025,323.85,10.42228135,11.04,737,2610,1297,49.9,2,0,0,0
1,debt_consolidation,0.1099,163.68,10.65225864,9.53,737,2430.041667,3184,42.5,1,0,0,0
1,debt_consolidation,0.0988,547.58,11.15625052,16.82,747,6780.041667,19388,19.8,0,0,0,0
1,all_other,0.1422,548.55,11.69524702,12.41,707,4440,33113,97.4,2,0,0,1
1,credit_card,0.1385,300.12,10.49127422,12.77,687,3570.041667,12326,92.7,1,0,0,0
1,debt_consolidation,0.1273,805.59,11.36789969,15.27,722,5340.041667,9138,62.2,0,0,0,0
1,credit_card,0.0988,322.11,10.07005864,19.61,737,2970,12652,66.2,1,0,0,0
1,debt_consolidation,0.1025,310.9,10.71441777,14.88,717,4470,7968,57.7,1,0,0,0
1,debt_consolidation,0.1422,377.13,11.00209984,18.6,682,4470,16634,94.5,0,0,0,0
1,small_business,0.1385,596.82,11.22524339,22.18,697,3210.041667,38537,88,3,0,0,1
1,debt_consolidation,0.1496,173.24,11.28978191,13.24,687,2970,11375,87.2,0,0,0,0
1,debt_consolidation,0.1273,839.16,11.70354582,21.63,712,5580.041667,13833,64.9,2,0,0,0
1,all_other,0.0788,469.21,11.33857208,3.41,807,7410.041667,36048,61.1,1,0,0,0
1,debt_consolidation,0.1025,323.85,11.36789969,12.12,712,3540.041667,10354,32,0,0,0,0
1,credit_card,0.1025,97.16,10.23995979,23.61,702,2280,2325,9,2,0,0,0
1,all_other,0.1099,180.05,11.00209984,17.42,697,5700.041667,723,16.4,0,3,0,0
1,debt_consolidation,0.0751,357.76,11.08214255,9.82,787,5558,1944,13.6,3,0,0,0
1,credit_card,0.1348,393.52,11.01862914,10.9,682,4560.041667,3715,26.5,1,0,0,0
1,debt_consolidation,0.1385,327.4,11.40756495,4.95,677,4290.041667,16733,70,1,0,0,0
1,all_other,0.1025,323.85,11.08214255,9.3,742,1547,3543,12.8,1,0,0,0
1,all_other,0.0751,298.65,10.96819829,9.89,777,5250.041667,3592,13.2,1,0,0,0
1,debt_consolidation,0.1136,144.81,11.08214255,18.22,687,2301,14878,50.8,2,0,0,0
1,all_other,0.1099,392.83,11.40756495,13.43,707,5610.041667,22853,58.7,1,0,0,0
1,debt_consolidation,0.1311,134.98,9.903487553,20.88,677,3090.041667,9418,38.1,0,1,0,1
1,major_purchase,0.157,350.11,11.19684392,3.29,662,6960,4322,86.4,0,0,4,0
1,all_other,0.0788,218.97,10.83958091,10.68,727,4260.041667,973,14.1,0,0,1,0
1,debt_consolidation,0.157,875.27,11.79244935,14.21,692,3330,25262,73.7,0,0,0,0
1,credit_card,0.1099,327.36,10.89673933,24.67,707,4770,14287,17.9,1,0,0,0
1,credit_card,0.0751,342.21,10.58405595,8.87,757,4290.041667,11157,45,0,0,0,0
1,debt_consolidation,0.1273,201.4,10.6454249,19.63,677,6390.041667,4987,56,1,0,0,0
1,home_improvement,0.0788,469.21,11.91839057,4.05,772,4710,8213,15.1,0,0,0,0
1,debt_consolidation,0.1459,413.58,10.87804719,16.53,687,1201.041667,9114,54.6,0,0,0,0
1,major_purchase,0.1099,785.65,11.42954386,15.69,742,4845,14065,38.9,1,0,0,0
1,all_other,0.0788,31.29,11.1844214,17.15,717,3690,23572,66.6,1,0,0,0
1,educational,0.0788,375.37,10.59663473,14.79,762,2611,1357,7.1,0,0,0,0
1,major_purchase,0.1385,518.38,11.73606902,0,692,2250,0,0,0,0,0,1
1,all_other,0.1385,54.57,11.03488966,20.15,682,2580,21370,95.4,0,0,0,0
1,debt_consolidation,0.1136,822.78,11.73606902,12.74,732,6690.041667,26510,65.8,0,0,0,0
1,debt_consolidation,0.0714,77.35,11.14186178,0.2,762,7260,2153,23.2,0,0,0,0
1,credit_card,0.1062,814,11.26446411,12.32,757,6450.041667,24413,44.7,0,0,0,0
1,debt_consolidation,0.1533,452.77,10.95080655,22.76,677,7005,24648,90,2,0,0,0
1,debt_consolidation,0.1385,682.08,12.10625231,9.18,692,5886,12970,74.5,2,0,0,0
1,all_other,0.1025,485.78,10.51867319,3.66,742,2730.041667,3508,21.1,2,0,0,0
1,major_purchase,0.0788,218.97,10.91508846,21.84,722,5520,23302,67.6,2,0,0,0
1,home_improvement,0.1099,491.03,12.27839331,0.41,752,4600.041667,2583,15.9,0,0,0,0
1,credit_card,0.1136,41.97,10.71441777,18.83,692,5190,9961,85.9,1,0,0,0
1,credit_card,0.1099,621.97,10.81977828,24.53,727,2430.041667,20371,65.4,0,0,0,0
1,all_other,0.1533,522.43,11.35040654,22.63,682,3660,21180,96.7,2,0,0,1
1,major_purchase,0.0751,130.66,10.59663473,15.57,742,2340.041667,1801,62.1,2,0,0,0
1,debt_consolidation,0.1496,242.53,10.04324949,17.06,672,1422,9707,46.2,3,0,0,0
1,debt_consolidation,0.1273,402.8,11.40756495,22.75,697,5010.041667,42632,45.9,3,0,0,0
1,all_other,0.0714,111.39,10.83958091,22.38,747,10350.04167,24809,62.5,3,0,0,0
1,all_other,0.1025,323.85,10.18111929,15.45,722,2610,2429,81,3,0,0,0
1,home_improvement,0.1025,129.54,11.19134184,22.23,712,4830,33317,44.6,0,0,0,0
1,debt_consolidation,0.1099,549.95,10.45791849,20.13,722,2220,10887,57.3,0,0,0,0
1,debt_consolidation,0.1311,438.69,11.06663836,18.68,707,1800,15362,49.9,3,0,0,0
1,debt_consolidation,0.1136,65.83,10.95080655,15.26,687,4740,23068,84.8,1,0,0,0
1,debt_consolidation,0.1099,180.05,10.79712359,19.79,697,3060.041667,6035,23.9,0,0,0,0
1,debt_consolidation,0.1311,506.18,11.3736634,11.24,692,7800.041667,17354,38.2,1,0,0,0
1,debt_consolidation,0.1273,268.53,12.94800999,2.01,702,3660,10572,56.2,1,0,0,0
1,debt_consolidation,0.1099,327.36,11.15625052,6.69,712,6030.041667,12529,67.7,0,0,0,0
1,debt_consolidation,0.209,771.28,11.14186178,24.52,662,3660,16491,99.9,1,1,0,1
1,major_purchase,0.1062,260.48,10.96876709,7.42,762,2280,970,5.9,1,0,0,0
1,debt_consolidation,0.1136,789.87,11.50287513,19.79,732,4650.041667,21459,52,0,0,0,0
1,debt_consolidation,0.1422,685.69,12.28303369,12.04,692,6180,42465,63.1,0,0,0,0
1,major_purchase,0.1459,327.42,9.994241916,11.41,692,5239.041667,144,28.8,1,0,0,0
1,major_purchase,0.1422,368.56,10.1266311,11.38,677,1470,7634,50.9,0,0,0,0
1,major_purchase,0.0714,111.39,11.03488966,16.51,732,4290.041667,22646,65.3,1,0,0,0
1,major_purchase,0.0988,128.85,9.472704636,17.54,732,2010.041667,4853,68.4,3,0,0,0
1,credit_card,0.1607,879.85,11.77528973,19.62,697,8910.041667,61165,91.3,0,0,0,0
1,debt_consolidation,0.1496,346.47,10.62132735,16.42,687,6701.041667,16591,15.3,0,1,0,0
1,debt_consolidation,0.1348,720.89,10.70211124,17.68,702,4860.041667,19484,46.5,0,0,0,0
1,debt_consolidation,0.1025,485.78,11.59910316,15.34,747,4110,10705,24.6,2,0,0,0
1,debt_consolidation,0.0788,168.92,10.89673933,21.27,727,5160,19843,59.9,0,0,0,0
1,debt_consolidation,0.1099,491.03,10.54534144,11.24,717,3870.041667,11023,68.9,2,0,0,0
1,debt_consolidation,0.1385,306.94,10.66895539,24,697,2340.041667,9170,90.8,1,0,0,0
1,all_other,0.1311,404.94,10.46310334,13.71,692,5910,8896,54.6,2,0,0,0
1,educational,0.157,112.04,10.77895629,6.25,682,1246.041667,1730,41.2,0,1,0,0
1,all_other,0.0788,156.41,11.46163217,10.77,732,5880,10949,29,0,0,0,0
1,debt_consolidation,0.1496,519.7,11.47210347,12.85,677,6513.041667,20027,44.4,1,1,0,0
1,all_other,0.1311,67.49,10.1266311,6.19,717,4140.041667,0,0,0,0,0,0
1,debt_consolidation,0.1348,203.55,10.49127422,14.77,682,2280,2662,30.6,1,0,0,0
1,credit_card,0.1136,184.31,10.71441777,20.11,712,2340.041667,14949,87.9,0,0,0,0
1,debt_consolidation,0.1607,563.11,11.09741002,22.98,697,4620.041667,35229,95.3,0,0,0,0
1,all_other,0.1533,278.63,10.49127422,8.47,662,2389.041667,5618,65.3,2,0,0,0
1,home_improvement,0.1719,142.99,10.52406404,9.35,667,4680.041667,4598,57.5,0,0,0,1
1,credit_card,0.1099,392.83,11.2708539,14.14,732,3198.041667,0,0,1,0,0,0
1,major_purchase,0.1496,242.53,10.5865844,9.18,682,2520,0,0,1,1,0,0
1,all_other,0.0751,93.33,10.08580911,5.55,727,2040.041667,4296,20.4,0,0,0,1
1,home_improvement,0.1099,327.36,11.15625052,17.04,707,2280,2578,25.3,2,0,0,0
1,credit_card,0.157,849.02,11.54248427,16.9,687,7620,66520,91.1,0,0,0,0
1,debt_consolidation,0.1025,38.87,11.23681617,13.36,702,4835,6101,68.6,1,0,0,0
1,debt_consolidation,0.1273,268.53,10.13459927,15.43,687,2928,1359,52.3,0,0,0,0
1,small_business,0.1533,870.71,11.1844214,18.05,702,9540,35998,87.4,0,0,0,1
1,debt_consolidation,0.1496,346.47,10.46310334,18.65,677,3870.041667,22680,76.9,1,0,0,0
1,major_purchase,0.1348,33.93,11.38509209,10.34,677,3810.041667,30435,93.6,1,0,0,0
1,debt_consolidation,0.1533,844.59,11.49272276,19,687,5340.041667,14206,55.9,2,1,0,0
1,debt_consolidation,0.157,350.11,10.32219789,21,672,1740.041667,6760,85.6,0,0,0,0
1,educational,0.0788,281.53,12.20607265,4.18,737,6360.041667,5663,13.2,2,1,0,1
1,educational,0.0751,217.77,9.655026193,11.38,732,9840,5291,67,0,0,0,0
1,major_purchase,0.1025,97.16,10.6454249,0.44,712,4080,3752,42.2,0,0,0,0
1,major_purchase,0.1459,861.63,10.77895629,3.95,717,2430.041667,0,0,2,0,0,1
1,debt_consolidation,0.157,350.11,10.57928509,21.73,662,2550,12421,77.1,0,0,0,0
1,credit_card,0.1136,658.23,11.88448902,11.27,722,3570.041667,35713,60.8,1,0,0,0
1,debt_consolidation,0.1311,404.94,11.00209984,8.88,687,5970.041667,8502,57.4,0,0,1,0
1,all_other,0.1311,371.2,11.27720313,4.5,692,3271,1210,24.2,0,0,0,0
1,debt_consolidation,0.1136,279.75,11.22524339,4.46,697,3330,1954,26.9,0,1,0,0
1,credit_card,0.1099,720.18,12.02574909,7.26,757,5220.041667,29740,57.2,0,0,0,0
1,all_other,0.1273,503.5,10.08580911,10.9,722,1590.041667,9156,34.3,1,0,0,1
1,home_improvement,0.2016,893.85,11.69524702,2.35,667,6810.041667,366,4.3,0,2,0,0
1,debt_consolidation,0.1136,822.78,11.81303006,20.51,727,7596.041667,43567,76.8,0,0,0,0
1,all_other,0.1496,242.53,10.50278658,9.65,662,3540.041667,12392,73.8,1,0,0,1
1,debt_consolidation,0.1025,770.76,11.60823564,5.41,772,5460,4678,11,2,0,0,0
1,debt_consolidation,0.1719,214.48,10.83958091,4.8,667,2700.041667,6451,97.7,0,0,0,0
1,debt_consolidation,0.157,875.27,11.50791292,9.68,717,5220.041667,19466,99.3,0,0,0,0
1,all_other,0.0676,147.7,11.48246626,13.4,787,5490,80723,27.1,0,0,0,0
1,home_improvement,0.1062,545.38,11.47833402,10.2,727,4890.041667,22627,47.7,2,0,0,0
1,all_other,0.1099,589.24,11.314133,22.82,717,3750.041667,18940,72.2,0,1,0,0
1,all_other,0.1459,34.47,10.34817337,6.15,682,1200.041667,681,52.4,0,0,0,0
1,debt_consolidation,0.1533,870.71,11.27720313,13.96,697,9721.041667,26018,43.9,0,1,0,0
1,all_other,0.1496,259.85,11.40756495,17.6,667,6990,16517,31.2,0,0,0,0
1,debt_consolidation,0.1645,176.89,9.680344001,1.88,677,1140,981,65.4,0,0,0,0
1,small_business,0.1385,272.84,10.6454249,10.83,677,4740,5485,76.2,1,0,0,1
1,all_other,0.1136,131.65,10.91871823,16.13,687,6870.041667,6874,48.1,0,1,0,0
1,credit_card,0.1099,327.36,10.08580911,16.15,712,2520,6940,49.7,2,0,0,0
1,small_business,0.1273,134.27,10.77895629,11.68,722,4596.041667,303,43.3,0,1,0,1
1,credit_card,0.1496,415.76,10.4341158,9.78,687,4710,9261,95.5,0,0,0,0
1,all_other,0.1682,53.35,10.30895266,3.16,662,1440,2761,83.7,0,0,0,0
1,debt_consolidation,0.1348,542.79,10.81977828,21.07,697,2130.041667,11495,76.1,1,0,1,1
1,credit_card,0.0788,344.09,10.97799019,10.14,742,3375,16687,72.6,0,0,0,0
1,debt_consolidation,0.1422,102.86,11.77528973,0.6,667,5940,3100,73.8,0,0,0,0
1,credit_card,0.1496,779.55,10.86856845,9.62,722,6210,12749,95.9,0,0,0,0
1,debt_consolidation,0.1025,161.93,11.03488966,8.65,717,3630,1158,10.5,2,0,0,0
1,debt_consolidation,0.1025,259.08,10.59663473,20.04,717,4872.041667,12586,80.7,0,0,0,0
1,all_other,0.0988,322.11,11.50069093,14.32,722,7425.041667,31844,61.2,1,0,0,0
1,debt_consolidation,0.0714,247.52,11.08214255,16.82,777,3750,9191,19,0,0,0,0
1,all_other,0.1136,164.56,10.96819829,23.96,687,4020,12598,75,1,0,0,1
1,debt_consolidation,0.1459,172.33,10.59663473,22.86,692,5194,2305,92.2,1,0,1,0
1,all_other,0.157,112.04,10.76880073,2.32,672,1444,2340,38.4,0,0,0,0
1,debt_consolidation,0.1348,169.63,10.49127422,11.9,707,11280,12487,81.1,0,0,1,0
1,debt_consolidation,0.1136,164.56,10.71441777,6.51,687,4620.041667,5971,67.9,1,0,1,0
1,home_improvement,0.157,343.11,11.40756495,4.93,667,1740.041667,3221,27.3,1,0,0,0
1,major_purchase,0.1062,358.16,10.94552949,10.48,782,5400.041667,0,0,0,0,0,0
1,debt_consolidation,0.1025,161.93,11.66134547,18.61,707,6510.041667,44229,75.7,0,0,0,0
1,debt_consolidation,0.1136,394.94,10.30895266,17,707,2340.041667,11134,28.9,3,0,0,1
1,all_other,0.1136,32.92,9.764225485,0,717,7170.041667,0,0,1,0,1,0
1,debt_consolidation,0.0788,156.41,10.62132735,14.84,722,3390.041667,1451,31.5,0,0,0,1
1,small_business,0.0788,312.81,10.81977828,3.46,757,5160,4771,26.8,1,0,0,0
1,credit_card,0.1607,879.85,12.28303369,14.23,747,9150,59308,32.9,2,0,0,0
1,debt_consolidation,0.0988,386.53,11.47210347,9.26,732,7290,10836,63,1,0,0,0
1,debt_consolidation,0.1793,238.38,11.77528973,2.34,662,5880,7261,84.4,3,0,0,0
1,major_purchase,0.0714,154.7,11.51292546,3.14,767,4205.041667,3204,7.6,0,0,0,0
1,debt_consolidation,0.1062,156.29,9.574983486,3.33,742,2520,1977,23.8,1,0,0,0
1,debt_consolidation,0.1311,674.9,10.96819829,8.3,717,2730.041667,18339,84.2,0,0,0,0
1,all_other,0.0751,186.66,11.22765382,18.31,742,5911,26463,37.6,0,0,0,0
1,all_other,0.0676,103.08,10.87804719,23.55,757,6330.041667,18350,29.9,0,0,0,0
1,home_improvement,0.1062,651.2,11.46163217,1.53,732,5040.041667,3818,15.6,0,0,0,0
1,debt_consolidation,0.1348,407.09,10.83170686,15.68,697,1590.041667,3792,55.8,1,0,0,0
1,major_purchase,0.1099,621.97,11.1844214,11.68,732,2760.041667,12284,20.8,1,0,0,0
1,small_business,0.0788,112.61,10.71205943,11.79,717,2820.041667,1773,20.9,3,1,0,0
1,debt_consolidation,0.1682,248.94,9.862665558,12.63,667,1560,5063,55,0,0,0,0
1,small_business,0.1099,65.48,11.04132055,23.42,692,6030.041667,55809,89.3,1,0,0,0
1,all_other,0.0751,93.33,11.15625052,11.49,747,3240,9574,36,4,0,0,0
1,major_purchase,0.1311,202.47,11.00209984,2.82,687,3392.041667,4361,58.9,2,2,0,0
1,debt_consolidation,0.1025,485.78,11.73606902,14.96,737,8490,8443,43.7,0,0,0,1
1,all_other,0.1273,201.4,10.95080655,7.73,687,4680.041667,0,0,0,1,2,0
1,all_other,0.1607,879.85,11.81303006,20.88,682,10620,13018,68.4,0,0,1,0
1,all_other,0.1459,121.49,10.49127422,18.9,662,8370,6968,60.1,0,0,1,0
1,debt_consolidation,0.1099,114.58,10.98529272,0.63,697,4890.041667,11279,19.5,1,1,0,0
1,all_other,0.1311,168.73,10.26813067,20.04,702,2070.041667,438,17.5,0,0,0,0
1,debt_consolidation,0.1645,884.44,12.10071213,13.96,687,9600.041667,16960,90.7,1,0,1,1
1,educational,0.1136,52.66,10.1266311,0.96,702,3210.041667,66,0.5,2,0,1,0
1,debt_consolidation,0.183,907.6,12.36734079,7.28,672,6570,28897,46.9,1,1,0,1
1,debt_consolidation,0.1273,134.27,10.59663473,9.36,697,4921.041667,4498,73.7,3,0,0,0
1,all_other,0.1422,428.56,10.46310334,12.75,712,3450.041667,6,1.5,0,0,0,0
1,debt_consolidation,0.0751,155.55,10.35469055,11.58,737,2071.041667,2493,9.9,2,0,0,0
1,debt_consolidation,0.0788,375.37,10.71441777,7.92,757,8640.041667,8647,26.2,1,0,0,0
1,credit_card,0.1099,818.38,11.3736634,22.83,737,7350,42752,39.2,3,0,0,0
1,all_other,0.0788,65.69,9.952277717,21.52,752,1688.041667,564,7.6,0,0,0,0
1,credit_card,0.0751,264.43,11.08214255,20.05,757,2910,4384,19.2,3,0,0,0
1,educational,0.1422,411.41,11.22524339,17.56,682,5581,17233,91.2,0,0,0,0
1,credit_card,0.1062,488.4,11.3736634,14.95,732,5430,33403,40.4,2,0,0,0
1,debt_consolidation,0.1311,242.97,10.2791805,9.68,697,4290.041667,6659,80.2,0,0,1,0
1,debt_consolidation,0.1459,449.77,11.8493977,11.07,677,5700.041667,4954,82.2,1,0,1,0
1,debt_consolidation,0.1496,103.94,10.50506754,23.84,677,1410,2207,45,1,0,0,0
1,debt_consolidation,0.1533,626.91,11.17043516,15.75,692,4080,24322,95,1,0,0,1
1,all_other,0.1025,323.85,11.15625052,9.09,747,4170.041667,2205,24.5,3,0,0,1
1,home_improvement,0.157,280.09,10.87426647,7.36,662,4770,10973,87.8,0,1,0,1
1,debt_consolidation,0.1136,493.67,10.79548559,17.61,712,3330,28261,70,3,0,0,0
1,debt_consolidation,0.1385,511.56,11.81303006,19.29,687,14671,24341,87.2,1,0,1,0
1,all_other,0.1062,789.58,11.63691144,0.28,797,7020,633,1.1,0,0,0,0
1,all_other,0.0788,156.41,10.80559822,16.89,727,5910,11665,51.6,0,0,0,0
1,credit_card,0.0751,62.22,10.51053203,21.02,732,8643.041667,9184,21.2,0,0,0,0
1,debt_consolidation,0.1273,184.62,10.60757467,22.91,687,2642,13778,72.1,0,0,0,0
1,debt_consolidation,0.0751,311.1,10.95080655,8.97,757,3780.041667,13150,50,1,0,0,0
1,credit_card,0.0788,375.37,10.37349118,11.93,767,3600,13405,27,0,0,0,0
1,credit_card,0.1062,105.82,10.71441777,17.23,707,4290.041667,10696,24.5,3,0,0,0
1,all_other,0.1099,245.52,10.79259207,6.83,722,5253.041667,14058,73.6,1,0,0,0
1,credit_card,0.0676,193.85,11.65268741,6.25,777,5160,12345,17.4,1,0,0,0
1,credit_card,0.1136,526.58,10.71441777,8.83,727,3457.041667,12142,62.3,0,0,0,1
1,credit_card,0.1025,582.93,11.03488966,6.85,757,3842.041667,8793,24.1,4,0,0,1
1,debt_consolidation,0.1025,466.35,11.22524339,5.54,722,4472,10387,59.7,0,0,0,0
1,debt_consolidation,0.1311,269.96,10.91508846,6.37,687,3270,10039,69.2,0,0,0,0
1,all_other,0.1062,130.24,10.80992995,11.96,752,5856,0,0,0,0,0,0
1,credit_card,0.1311,269.96,10.77895629,8.4,682,3750,9168,77.7,1,0,0,0
1,small_business,0.1025,518.16,13.30468493,4.61,732,7440.041667,12997,65.7,0,0,0,0
1,major_purchase,0.1273,167.84,10.91508846,7.77,687,4230.041667,10375,83.7,0,0,0,0
1,debt_consolidation,0.0788,375.37,10.55330961,15.29,747,3780.041667,15631,24.6,0,0,0,0
1,all_other,0.0714,145.42,11.69524702,14.78,767,8580.041667,73708,25.5,0,0,0,0
1,debt_consolidation,0.1136,394.94,10.42228135,16.82,712,1770.041667,8169,64.8,0,0,0,0
1,debt_consolidation,0.0714,100.56,10.57131693,22.65,742,2730.041667,24455,52.9,2,0,0,1
1,debt_consolidation,0.1422,617.12,11.14186178,17.57,682,3121.041667,26364,57.8,0,0,0,0
1,debt_consolidation,0.1311,160.29,11.35040654,18.49,682,9300.041667,10979,86.4,3,0,0,1
1,small_business,0.1496,346.47,11.08214255,20.77,667,4020,9710,58.1,2,0,0,0
1,credit_card,0.1136,822.78,11.41861479,22.59,727,4650.041667,44808,65.8,0,0,0,0
1,debt_consolidation,0.1025,453.39,11.04292184,15.27,722,4500.041667,6485,37.5,2,0,0,0
1,major_purchase,0.0751,202.22,10.62132735,16.8,747,6750.041667,6238,14.9,1,0,0,0
1,educational,0.0714,241.33,10.49127422,15.27,792,7650,4249,21.4,0,0,0,0
1,debt_consolidation,0.1533,870.71,12.61153775,16.16,692,8220.041667,89620,76.6,0,0,0,0
1,debt_consolidation,0.0988,483.16,11.51292546,4.12,757,6750.041667,8361,12.1,0,0,0,0
1,debt_consolidation,0.1025,226.7,10.73639668,23.77,717,5309.041667,14685,89.8,0,0,0,0
1,all_other,0.0714,185.64,11.010316,13.43,762,3690,7537,23.1,0,0,0,0
1,debt_consolidation,0.0751,410.65,10.85321306,17.8,772,8340.041667,6294,33.5,0,0,0,0
1,small_business,0.1099,261.89,10.53049493,14.36,702,3540.041667,4836,62.8,0,0,0,0
1,all_other,0.1025,129.54,10.16585182,1.85,757,4620.041667,1495,49.8,0,0,0,0
1,credit_card,0.0988,249.64,10.62132735,24.64,722,5940,10836,63,3,0,0,0
1,small_business,0.1136,822.78,12.1281111,11.07,727,4446,5567,20.9,0,0,0,0
1,major_purchase,0.1025,97.16,10.75790288,20.5,702,5130,8027,62.7,0,0,0,0
1,debt_consolidation,0.1459,193.01,9.574983486,6.33,687,1530,1578,68.6,0,0,0,1
1,debt_consolidation,0.0988,450.95,10.81977828,6.1,742,3360,7315,27.4,1,0,0,0
1,credit_card,0.1311,728.89,12.20607265,7.98,712,6330.041667,34804,79.6,0,0,0,0
1,all_other,0.1348,169.63,11.00209984,6.52,682,1680.041667,14281,65.2,0,0,0,0
1,educational,0.0988,386.53,10.59663473,5.16,757,4505.041667,1117,2.6,3,0,0,0
1,debt_consolidation,0.0988,467.06,10.49127422,24.4,742,3120.041667,9752,55.7,0,0,0,0
1,debt_consolidation,0.1311,371.2,11.55214618,11.88,687,3630,9637,46.7,0,0,0,0
1,small_business,0.1099,818.38,10.79957558,17.88,737,7680,5947,14,1,0,0,0
1,debt_consolidation,0.1533,435.36,11.22524339,0.64,677,3810.041667,1161,23.7,0,0,0,0
1,all_other,0.1025,647.7,11.08214255,13.22,757,2700.041667,4137,24.6,0,0,0,0
1,all_other,0.1136,263.29,11.9871063,5.27,707,7200.041667,7351,94.2,1,0,0,0
1,debt_consolidation,0.1273,402.8,11.47210347,2.51,697,3392,10051,41,1,0,0,0
1,all_other,0.1062,97.68,10.3859137,0.37,807,11730,55,0.2,6,0,0,0
1,all_other,0.0788,337.83,10.86475165,3.76,742,4980.041667,2642,64.4,0,0,0,0
1,debt_consolidation,0.0988,483.16,12.4292162,4.95,757,4638.041667,13020,25.4,1,0,0,0
1,debt_consolidation,0.1273,251.75,10.71441777,17.28,692,2400.041667,6292,71.5,0,0,0,0
1,major_purchase,0.1099,163.68,11.13675106,12.27,722,2160,5502,36.7,1,0,0,0
1,debt_consolidation,0.0751,373.32,11.09741002,4.33,782,12360,6449,12.5,2,0,0,0
1,credit_card,0.1136,691.14,11.28978191,23.1,722,5310.041667,34377,58.5,0,0,0,0
1,all_other,0.1136,279.75,10.69194491,17.13,697,2280,12430,46.6,1,0,0,0
1,major_purchase,0.1496,242.53,10.83958091,8.59,672,1650.041667,6907,92.1,0,2,0,1
1,debt_consolidation,0.1311,80.99,10.08580911,18.2,697,3630,1060,42.4,3,0,0,0
1,debt_consolidation,0.1273,738.46,10.51867319,12.16,722,4740,13871,70.1,0,0,0,0
1,debt_consolidation,0.1273,503.5,11.46163217,21.68,702,4560.041667,44135,54.2,0,0,0,0
1,debt_consolidation,0.1422,342.85,10.71441777,12.48,682,7050.041667,4719,77.4,1,0,0,0
1,all_other,0.0988,289.9,10.62132735,10.6,732,7740,11250,17.9,2,1,0,0
1,debt_consolidation,0.1273,167.84,10.75790288,2.04,687,3930.041667,1319,44,1,1,0,0
1,debt_consolidation,0.1099,327.36,11.47210347,16.1,712,4320.041667,2595,32,0,0,0,0
1,all_other,0.1311,202.47,9.862665558,2.63,692,1590.041667,1586,61,1,0,0,0
1,debt_consolidation,0.1273,805.59,12.07254125,10.65,717,3840.041667,31973,74.4,0,0,0,0
1,all_other,0.1496,866.16,11.41861479,3.98,707,4021,12797,30.2,3,0,0,0
1,small_business,0.1136,822.78,11.69524702,3.6,727,9150,9466,27.4,1,0,0,0
1,credit_card,0.1025,421.01,10.81977828,13.66,752,5490,25444,42.4,1,0,0,0
1,debt_consolidation,0.1099,491.03,10.59232546,15.97,722,4440,15142,62.6,0,0,0,0
1,all_other,0.1136,493.67,11.49406879,24.24,707,8824,29618,78.1,0,0,0,0
1,all_other,0.0751,311.1,10.30895266,5.4,752,2610,5270,24.3,0,0,0,0
1,all_other,0.1136,658.23,12.03171926,5.39,712,5555,20894,51.5,0,0,1,0
1,debt_consolidation,0.1273,302.1,10.16585182,17.12,692,6962,14152,71.7,0,0,0,1
1,educational,0.1273,813.99,11.13276254,21.13,717,4260.041667,32628,61.8,2,0,0,0
1,debt_consolidation,0.1099,555.68,11.00209984,17.52,727,3900.041667,21070,32.4,0,0,0,0
1,debt_consolidation,0.1273,537.06,11.27720313,24.67,712,4380,46373,76.8,0,0,0,0
1,debt_consolidation,0.1025,323.85,10.46310334,11.59,717,3691,778,43.2,1,0,0,0
1,credit_card,0.0988,450.95,10.51867319,20.04,737,3871.041667,15460,60.6,0,0,0,0
1,debt_consolidation,0.0788,469.21,11.82217332,8.75,782,9240.041667,16224,38.3,1,0,0,0
1,debt_consolidation,0.0788,406.65,11.16194854,19.72,762,4113,9368,30.2,3,0,0,0
1,debt_consolidation,0.1533,557.26,11.46163217,15.92,672,2910,17830,78.9,0,0,0,0
1,debt_consolidation,0.1273,335.67,11.26446411,16.15,697,2400.041667,3466,25.1,3,0,0,0
1,debt_consolidation,0.1941,471.89,10.858999,11.15,672,5550,8340,24.2,2,0,0,0
1,debt_consolidation,0.0676,129.24,10.59663473,19.83,777,11370,12308,22.8,0,0,0,0
1,major_purchase,0.0714,129.95,11.05089001,8.57,752,5766.041667,2483,27.6,3,0,0,0
1,all_other,0.1496,138.59,10.71441777,1.79,682,1230.041667,1298,81.1,0,0,0,0
1,credit_card,0.0788,375.37,10.66895539,13.87,752,3901.041667,18183,33.2,1,0,0,0
1,small_business,0.0788,500.49,11.2708539,14.97,782,8850,13925,15.7,0,0,0,0
1,all_other,0.0988,257.69,11.58988651,1.44,757,3509.041667,4165,61.2,2,0,0,0
1,home_improvement,0.1099,39.29,10.16585182,10.71,687,3210.041667,8797,41.9,1,0,0,0
1,all_other,0.157,175.06,9.998797732,10.36,662,1830,2176,53.1,1,0,0,0
1,credit_card,0.1348,695.45,11.5242412,18.91,702,5010.041667,19427,51.1,2,0,0,0
1,debt_consolidation,0.1348,339.25,11.91839057,12.49,737,6570,39636,99,0,0,0,0
1,all_other,0.0714,154.7,11.15910359,6.31,747,4260.041667,5413,20,1,0,0,0
1,debt_consolidation,0.1459,413.58,11.79810441,12.48,692,6630,18159,96.6,3,0,0,1
1,all_other,0.1348,196.76,10.59663473,14.58,682,3240.041667,4112,45.2,0,0,0,1
1,all_other,0.1496,221.74,11.1844214,15.45,662,2614,9317,61.7,2,0,0,0
1,credit_card,0.1385,491.1,11.51292546,12.7,687,2520,36174,78,0,0,0,0
1,debt_consolidation,0.1496,69.3,10.68464561,15.27,667,3720,5472,97.7,0,0,1,0
1,small_business,0.1025,242.89,11.01862914,3.52,752,3060.041667,639,2.7,3,0,0,0
1,debt_consolidation,0.0714,154.7,11.28978191,6.57,752,6000.041667,8754,17.3,3,0,0,0
1,educational,0.0676,107.7,10.858999,14.54,777,3390,1498,2.7,2,0,0,0
1,all_other,0.0639,107.11,11.22390917,14.18,782,7171.041667,5256,15.6,2,0,0,0
1,credit_card,0.0988,322.11,11.51292546,9.55,727,3000,18096,68.3,0,0,0,0
1,all_other,0.1385,40.93,11.00209984,3.08,707,1170,2823,65.7,3,0,0,1
1,all_other,0.1062,260.48,10.84848235,15,712,2550,5553,32.1,2,0,0,0
1,small_business,0.0788,469.21,11.41861479,9.61,792,5700.041667,4176,8.8,0,0,0,0
1,debt_consolidation,0.0714,262.99,11.22364211,19.7,777,5280.041667,9411,20.3,0,0,0,0
1,credit_card,0.1062,683.76,10.81977828,15.18,737,17616,31725,32.8,0,0,0,0
1,debt_consolidation,0.1273,234.97,11.07906088,23.96,697,13980,14441,87,0,0,0,0
1,debt_consolidation,0.1099,818.38,11.13225053,12.13,737,5400.041667,19596,43.8,0,0,0,0
1,debt_consolidation,0.1273,469.93,11.1983243,18.85,707,6120.041667,31992,75.5,0,0,0,0
1,major_purchase,0.1099,57.29,10.30895266,7.76,687,4650.041667,1967,18.2,0,1,0,0
1,home_improvement,0.0676,30.77,11.00209984,10.18,752,10020.04167,17028,11.7,1,0,0,0
1,credit_card,0.1311,47.25,10.30895266,9.8,697,1264.041667,1702,24.3,0,0,0,0
1,all_other,0.1025,242.89,11.30220443,7.36,797,12184.04167,1386,9,1,0,0,0
1,debt_consolidation,0.1459,689.3,11.58058411,16.63,687,4170.041667,9431,87.3,2,0,0,0
1,credit_card,0.1062,130.24,10.22194128,5.76,707,3630,4423,40.2,1,0,0,1
1,debt_consolidation,0.1607,299.15,10.36722157,23.07,672,1489,9640,87.6,0,0,0,1
1,debt_consolidation,0.1496,692.93,12.46843691,12.58,687,9660.041667,38910,93.3,2,0,0,0
1,credit_card,0.0639,45.91,11.2515607,2.38,772,3510.041667,3947,7.6,0,0,0,0
1,debt_consolidation,0.0988,322.11,11.54482134,14.44,727,5730.041667,18111,69.1,0,0,0,0
1,credit_card,0.1533,348.29,11.33413367,19.23,677,5910,18533,90.4,0,0,0,0
1,credit_card,0.0988,128.85,10.858999,2.47,717,2383.041667,3187,37.1,0,0,0,0
1,debt_consolidation,0.1311,212.6,12.04355372,24.52,687,3479.041667,11011,88.1,2,0,0,0
1,debt_consolidation,0.1533,452.77,10.7480872,8.87,677,2820.041667,13222,91.8,1,0,1,0
1,debt_consolidation,0.0788,437.93,10.75790288,4.98,747,2940,4482,19.4,0,0,0,0
1,debt_consolidation,0.1273,839.16,11.3736634,10.62,712,4230.041667,19002,53.1,0,0,0,0
1,small_business,0.1136,493.67,11.1844214,17.82,712,9120,21367,77.1,1,0,0,1
1,debt_consolidation,0.0788,375.37,11.56171563,4.97,792,6390.041667,0,0,0,0,0,0
1,all_other,0.157,280.09,10.30895266,9,672,1411.041667,7130,55.3,1,0,0,0
1,debt_consolidation,0.1273,134.27,10.9273763,14.78,677,3840.041667,14360,48.2,1,0,0,0
1,debt_consolidation,0.157,175.06,11.00209984,16.26,672,7920.041667,2276,73.4,0,0,0,0
1,debt_consolidation,0.0788,437.93,11.15625052,14.37,752,6270,8976,20.8,1,0,0,0
1,major_purchase,0.0988,154.61,10.858999,11.28,722,2670.041667,16062,57.4,1,0,0,0
1,all_other,0.1459,199.9,11.22524339,1.86,707,1230.041667,4372,48,0,0,0,0
1,major_purchase,0.0714,123.76,10.59663473,18.33,797,6210,982,1.8,0,0,0,0
1,debt_consolidation,0.1459,689.3,10.54534144,15.98,682,2370.041667,1446,13.5,1,1,0,0
1,debt_consolidation,0.1273,209.79,10.04324949,21.23,687,2760.041667,6867,41.6,0,0,0,0
1,all_other,0.1062,97.68,10.46310334,8.91,692,6090.041667,12509,37.1,2,1,0,1
1,small_business,0.1062,468.86,11.00209984,6.26,727,3180.041667,14373,88.2,0,0,0,0
1,all_other,0.0751,311.1,10.30895266,8.6,752,2522,6268,22,0,0,0,0
1,debt_consolidation,0.0988,483.16,11.41861479,15.93,762,5642.041667,8226,18.1,0,0,0,0
1,major_purchase,0.1422,137.14,12.4292162,14.91,677,5156,8847,36.9,1,0,0,0
1,credit_card,0.0751,155.55,11.04132055,12.75,737,5160,11757,42.6,0,0,0,0
1,debt_consolidation,0.0988,442.9,11.10043574,17.67,737,3095.041667,10033,21.7,1,0,0,0
1,all_other,0.1273,167.84,11.01862914,15.76,682,5340.041667,8076,79.2,1,0,0,1
1,credit_card,0.1025,97.16,11.00209984,15.64,702,2310.041667,14636,71.4,0,0,0,0
1,debt_consolidation,0.1136,246.84,11.03488966,14.83,707,3030,0,26.32,0,0,0,0
1,debt_consolidation,0.1099,491.03,11.1844214,10.75,722,7140.041667,2561,17.3,0,0,0,0
1,debt_consolidation,0.1025,809.62,11.91839057,7.66,787,6840.041667,8315,23.7,0,0,0,0
1,debt_consolidation,0.1311,54,10.63364146,18.99,672,7680,6281,62.8,3,0,0,0
1,credit_card,0.1025,404.81,10.50506754,18.38,732,3394,12849,45.6,0,0,0,0
1,all_other,0.1025,161.93,10.59763423,19.12,717,1649.041667,10625,65.6,0,0,0,1
1,debt_consolidation,0.1136,394.94,10.77895629,13.18,702,8910.041667,12844,54,1,0,1,0
1,credit_card,0.1311,472.43,10.59663473,11.31,697,5550,12942,67.1,0,0,0,0
1,credit_card,0.1025,576.45,11.03135115,17.15,762,10560,23065,51.1,4,0,0,0
1,debt_consolidation,0.0788,265.89,10.76848499,11.7,737,3390,9205,52,0,0,0,0
1,debt_consolidation,0.1273,537.06,11.21182037,4.41,712,3841.041667,12585,38.8,1,0,0,0
1,debt_consolidation,0.1459,861.63,11.48246626,18.15,707,6690.041667,22542,41.7,1,1,0,0
1,major_purchase,0.1311,464,10.16585182,14.4,747,4320.041667,16738,90.3,1,0,0,0
1,debt_consolidation,0.1273,570.63,11.09968017,22.75,707,3750,26146,76.2,0,0,0,0
1,debt_consolidation,0.0988,547.58,10.90888746,19.39,762,12752.04167,18667,20.3,1,0,0,0
1,small_business,0.183,907.6,12.7367009,11.99,752,5190,5011,5.5,7,0,0,0
1,all_other,0.1719,185.89,10.30895266,22.29,662,1554,1815,43.2,1,0,0,0
1,home_improvement,0.1062,651.2,11.77528973,15.98,787,12570.04167,4641,18.1,5,0,0,0
1,all_other,0.0751,435.54,11.23321156,3.68,772,5130,11723,32.1,0,0,0,0
1,debt_consolidation,0.1348,339.25,10.62861778,13.8,687,4080,14246,74.2,0,0,1,0
1,small_business,0.1348,169.63,10.71441777,14.19,677,3750,3379,31,2,0,0,0
1,all_other,0.1793,902.94,12.61153775,8.6,677,7170.041667,38436,73.2,0,1,0,0
1,home_improvement,0.1311,253.09,10.95430918,10.85,682,4021,4891,55,0,0,1,0
1,credit_card,0.1311,215.97,11.17745273,16.38,682,2134.041667,8220,71.5,0,0,0,0
1,debt_consolidation,0.1645,424.53,10.57385217,3.1,667,1140,4278,42.7,3,0,0,0
1,debt_consolidation,0.1756,503.05,11.54790643,15.02,672,7320,15899,16.6,3,0,0,0
1,educational,0.1062,182.34,11.22524339,14.32,707,5910,15055,88,1,0,0,0
1,all_other,0.1311,141.73,9.61580548,3.44,702,6000.041667,654,72.7,0,0,1,0
1,credit_card,0.1348,441.02,10.59663473,24.66,687,5194,17325,70.1,0,0,0,0
1,credit_card,0.1459,112.02,10.23995979,24.6,662,5554,11683,60.2,1,0,0,0
1,all_other,0.0988,161.06,10.55581274,24.5,717,4500.041667,14438,62.2,0,0,0,0
1,home_improvement,0.1099,491.03,11.22524339,1.36,722,7530.041667,4402,9.3,1,1,0,0
1,debt_consolidation,0.0988,322.11,11.00209984,9.8,757,6120.041667,2255,45.1,1,0,0,0
1,all_other,0.1422,144,10.87804719,16.69,667,4710,5804,50.9,0,1,3,0
1,debt_consolidation,0.1645,566.04,11.26446411,14.74,667,2730.041667,3745,89.2,3,0,0,0
1,debt_consolidation,0.1062,455.84,10.69307155,22.39,722,5760.041667,17256,76,0,1,0,0
1,debt_consolidation,0.1459,482.51,11.19821472,12.13,697,4560.041667,5879,70.8,0,0,1,0
1,debt_consolidation,0.1025,242.89,10.82774645,14.83,717,4440,7396,37.9,0,0,0,0
1,debt_consolidation,0.1136,658.23,11.03165864,18.64,722,4290.041667,58930,63.4,1,0,0,0
1,educational,0.1496,176.7,10.08580911,22.8,682,5520,5327,95.1,3,0,0,0
1,all_other,0.1099,163.68,10.858999,6.55,692,3510.041667,958,12.1,1,0,1,0
1,all_other,0.0788,187.69,10.83958091,13.36,737,4890.041667,10685,89.8,1,0,0,0
1,educational,0.1062,73.26,10.87804719,13.86,722,9150,3860,91.9,2,0,0,0
1,all_other,0.1099,40.92,10.23995979,0.64,742,1230.041667,426,8.9,0,0,0,0
1,all_other,0.1311,506.18,11.69524702,16.69,692,4470,26519,61.4,1,1,0,0
1,all_other,0.1311,506.18,11.23848862,11.92,697,5430.041667,14383,44.9,0,0,0,0
1,all_other,0.0751,124.44,10.18111929,16.5,737,2763.041667,3053,13.5,0,0,0,0
1,debt_consolidation,0.0639,100.99,9.655026193,21.46,777,7712,3071,16.5,0,0,0,0
1,small_business,0.0751,334.43,10.57131693,12.86,762,6060.041667,6486,8.7,3,0,0,0
1,credit_card,0.1607,527.91,10.71441777,9.33,672,1770.041667,16375,66,0,0,0,0
1,debt_consolidation,0.1099,392.83,10.89766482,23.51,707,5160,22083,75.9,2,0,0,0
1,debt_consolidation,0.1136,329.12,10.93761465,9.73,727,5880,3010,73.4,1,0,0,0
1,all_other,0.1311,337.45,10.71441777,22.91,692,2910,3140,35.7,3,0,0,0
1,all_other,0.1273,503.5,10.62132735,11.41,742,1260.041667,2246,16.9,0,0,0,0
1,all_other,0.0751,155.55,10.75790288,12.77,747,3420.041667,7326,18.2,0,0,0,0
1,debt_consolidation,0.1422,291.42,10.91508846,20.75,672,5820,4377,71.8,0,1,0,0
1,small_business,0.1273,503.5,11.71177632,24.44,702,5880,52601,73.1,1,0,0,0
1,all_other,0.1062,260.48,10.37349118,11.29,722,1950.041667,1643,60.9,0,0,0,0
1,debt_consolidation,0.1136,256.71,10.858999,7.89,692,8010,15985,45.2,0,0,0,0
1,all_other,0.1348,40.71,8.9226583,21.44,702,1112,6235,52,1,0,0,0
1,debt_consolidation,0.1422,205.71,10.858999,15.65,677,4500.041667,13800,93.2,2,0,0,0
1,major_purchase,0.1062,716.32,12.24135291,5.34,747,10050.04167,47992,30.5,4,0,0,0
1,debt_consolidation,0.0988,322.11,11.15625052,6.24,727,3780.041667,12991,22.6,2,0,0,0
1,debt_consolidation,0.1385,545.67,11.65268741,14.01,687,7770,7915,38.4,2,0,0,0
1,debt_consolidation,0.0714,309.4,11.21182037,15.42,797,5580,13014,14.7,2,0,0,0
1,all_other,0.1273,50.35,10.20507253,17.8,692,1830,12614,85.2,0,0,0,0
1,debt_consolidation,0.1025,153.83,11.27973158,20.42,712,6990,61140,60.5,0,0,1,0
1,debt_consolidation,0.1136,236.96,10.77895629,7.15,727,5400.041667,9379,35.7,1,0,1,0
1,all_other,0.0988,222.26,10.76806385,16.81,727,4050,150,3.1,3,0,0,0
1,debt_consolidation,0.1348,474.94,10.63103616,20.06,692,2310.041667,13211,73.8,1,0,0,0
1,credit_card,0.1273,169.51,10.81977828,20.52,682,4051,22485,70,0,0,0,0
1,credit_card,0.1062,814,11.98042596,15.2,762,5820,50110,10.5,2,0,0,0
1,credit_card,0.0714,170.17,10.75790288,19.86,752,4110,10254,23.5,1,0,0,0
1,debt_consolidation,0.0788,350.34,11.03488966,22.49,737,6180,16472,47.9,0,0,0,0
1,home_improvement,0.1099,98.21,10.91326863,15.5,697,4470,2754,40.5,2,0,1,0
1,all_other,0.1099,49.11,11.3736634,20.43,687,12450,3438,51.3,3,0,0,0
1,home_improvement,0.0751,311.1,11.00209984,15.92,767,5580,5527,17.8,0,0,0,0
1,home_improvement,0.1025,161.93,10.81977828,19.23,712,4296.041667,36705,82.5,2,0,0,0
1,debt_consolidation,0.1136,493.67,11.4756285,22.16,707,5130,22434,57.4,1,0,0,0
1,debt_consolidation,0.1025,168.41,10.6454249,21.63,712,3420.041667,12970,66.2,2,0,0,0
1,all_other,0.1422,102.86,10.59663473,10.05,702,1230.041667,627,34.8,1,0,0,0
1,debt_consolidation,0.1422,317.13,9.862665558,10.81,697,2100.041667,0,0,3,0,0,1
1,credit_card,0.1385,218.27,10.69194491,20.54,672,3120.041667,26428,48.2,2,0,0,0
1,all_other,0.0751,171.11,10.45322615,20.39,742,7200.041667,14493,19.5,1,0,0,0
1,debt_consolidation,0.0676,147.7,9.552226498,6.05,772,3480.041667,2621,17,0,0,0,0
1,debt_consolidation,0.1025,453.39,11.15625052,16.42,732,5340.041667,16198,53.8,2,0,0,0
1,debt_consolidation,0.1062,325.6,11.11460974,6.13,722,4200.041667,10075,73,1,0,0,0
1,all_other,0.1348,339.25,10.30895266,17.04,682,2430.041667,10491,55.5,1,0,0,0
1,small_business,0.1311,269.96,10.46310334,1.65,742,2130.041667,1692,35.2,3,1,0,1
1,all_other,0.1062,130.24,9.392661929,14.1,702,8010,3361,21.1,1,0,0,0
1,debt_consolidation,0.0788,330.01,10.46310334,21.63,742,4650.041667,11071,37.4,0,0,0,0
1,debt_consolidation,0.1348,379.95,10.75234277,3.93,692,1470,6372,52.2,1,0,0,0
1,major_purchase,0.0714,247.52,10.81977828,22.13,772,5430.041667,13088,42.6,0,0,0,0
1,major_purchase,0.0988,161.06,10.83368119,22.91,717,3690,13232,63.9,1,0,0,0
1,all_other,0.1904,916.95,12.34583459,14.43,667,5970.041667,39476,78.3,0,0,0,0
1,home_improvement,0.0788,450.44,11.47435094,1.91,777,5820,3351,0.4,2,0,0,0
1,all_other,0.1025,194.31,10.81977828,20.66,707,1920,19882,51.2,2,0,0,0
1,debt_consolidation,0.1099,157.13,9.61580548,0,752,1680.041667,0,0,0,0,0,1
1,debt_consolidation,0.1461,206.86,10.30895266,16.2,682,1769.958333,16626,91.9,2,0,0,1
1,all_other,0.1496,277.16,11.04132055,4.5,712,1379.958333,5009,49.6,0,0,0,1
1,all_other,0.1322,165.63,10.49127422,19.53,692,1530.041667,5948,48.8,0,0,0,1
1,educational,0.1704,276.48,9.541081934,2.24,692,8010,984,98.4,0,2,0,1
1,small_business,0.1565,699.73,11.48452599,3.6,722,5657.958333,16930,22.6,0,0,0,1
1,major_purchase,0.1385,341.04,11.33828632,1.8,722,1140,3109,15.9,2,0,0,1
1,credit_card,0.1385,341.04,11.8493977,7.25,697,3690,47134,50.7,3,0,0,1
1,all_other,0.1218,59.94,9.798127037,6.33,717,1230.041667,1454,33.8,0,0,0,1
1,debt_consolidation,0.1095,255.17,10.40426284,20.29,742,9599.958333,11904,38.3,0,0,0,1
1,all_other,0.1287,134.54,10.16585182,23.22,677,2911,5610,80.1,3,0,0,1
1,all_other,0.16,70.32,10.08580911,2.55,667,3509.958333,0,63,0,0,0,1
1,debt_consolidation,0.1821,181.3,10.71441777,11.39,662,5400,0,25.8,3,2,0,1
1,debt_consolidation,0.1533,139.32,10.46310334,9.12,667,2820.041667,2653,49.1,1,0,0,1
1,educational,0.1025,32.39,9.259130536,21.37,702,5310.041667,5430,48.9,0,1,0,1
1,home_improvement,0.1189,663.28,11.01205017,2.89,742,3660,6863,46.7,4,0,0,1
1,small_business,0.1739,716.95,11.03488966,13.51,697,4350,7574,35.6,3,1,0,1
1,all_other,0.1114,393.65,11.22524339,7.82,737,3179.958333,10320,8.9,1,0,0,1
1,home_improvement,0.1379,851.89,11.23848862,4.45,717,5249.958333,165,2.5,2,0,0,1
1,major_purchase,0.1287,840.83,11.45952469,0.13,757,2190,14,0.2,2,0,0,1
0,debt_consolidation,0.1608,35.2,10.30895266,23.84,642,2490,10125,90.4,1,0,0,0
0,debt_consolidation,0.1608,246.38,12.1521443,22.47,647,7212,150971,92.3,4,0,0,1
0,debt_consolidation,0.16,787.53,11.26446411,19.34,682,3780.041667,15897,66,5,0,1,0
0,educational,0.164,126.4,10.30895266,29.6,677,1643,3043,58.5,1,0,0,1
0,debt_consolidation,0.1482,242.05,10.71441777,19.12,652,2847,26531,52.6,33,0,0,1
0,debt_consolidation,0.1482,172.89,10.6454249,18.51,652,4020,9792,64,8,0,0,1
0,debt_consolidation,0.138,149.96,10.73639668,16.7,662,4339,314,12.6,4,1,0,0
0,all_other,0.1482,311.2,11.39414193,19.34,657,4139.958333,38329,77.3,0,0,0,1
0,debt_consolidation,0.1703,570.69,11.35510138,25.32,672,4149.958333,38781,54.5,3,0,0,0
0,credit_card,0.1324,404.03,12.20607265,21.31,697,5879.958333,152416,80.1,0,0,0,0
0,debt_consolidation,0.1229,236.81,10.1266311,15.55,672,990,10410,63.9,1,0,0,0
0,home_improvement,0.1229,250.15,10.73639668,3.03,672,983,5556,27.1,2,0,0,0
0,debt_consolidation,0.1387,231.98,11.51292546,14.64,657,3498,39411,97.8,1,0,0,0
0,all_other,0.1387,163.75,10.77895629,9.18,652,7556,4945,64.2,2,2,1,0
0,debt_consolidation,0.1671,385.27,10.91871823,26.52,667,2672.958333,21300,65.5,4,0,0,0
0,all_other,0.0775,156.11,11.15625052,8.81,772,6389.958333,0,7.3,4,0,0,0
0,all_other,0.0838,204.84,10.78931908,4,742,3661,0,2.9,3,0,0,0
0,all_other,0.0807,136.45,11.69524702,4,742,4080,0,22.1,6,0,0,0
0,all_other,0.0933,80.69,11.60823564,10,712,2819.958333,0,17.2,6,0,0,0
0,all_other,0.0933,124.62,11.49272276,10,707,4079.958333,0,56.8,1,0,1,0
0,all_other,0.1154,164.98,10.91508846,10,697,3190,2447,65.5,4,0,0,1
0,all_other,0.1028,164.42,11.46163217,10,702,2310,0,20.1,3,1,0,0
0,all_other,0.0964,32.11,9.392661929,10,697,1050,0,48.7,2,0,0,0
0,all_other,0.0996,103.2,11.91839057,10,692,6030.041667,0,19.8,2,0,0,0
0,all_other,0.1028,113.39,12.10071213,10,687,3990,0,21.7,4,0,0,0
0,all_other,0.1122,211.85,10.37349118,10,687,3329.958333,0,38.3,6,0,0,0
0,all_other,0.0964,208.66,9.903487553,10,712,1139,0,10.7,4,0,0,1
0,all_other,0.0996,64.5,8.699514748,10,687,810,0,70,1,0,0,0
0,all_other,0.1249,42.65,10.59663473,10,707,5790,0,51.5,8,0,0,1
0,all_other,0.0933,95.86,9.903487553,10,712,3512.958333,0,48.1,4,0,0,0
0,all_other,0.0901,95.42,10.46310334,10,717,4770,0,14,3,0,0,0
0,all_other,0.0775,209.18,12.22098096,1,802,6840.041667,0,8.6,5,0,0,0
0,all_other,0.0775,218.55,11.39075783,1,802,3570.041667,0,0,1,0,0,0
0,all_other,0.0743,155.38,11.65442503,1,802,6750.041667,0,5,5,0,0,0
0,all_other,0.1122,344.87,11.00209984,19.5,742,5609.958333,0,0,5,1,0,0
0,all_other,0.0712,30.94,10.81977828,1.1,772,5910,0,0.8,3,0,0,0
0,all_other,0.0838,81.94,8.779557456,6.46,722,1230.041667,0,0.1,2,0,0,1
0,all_other,0.0743,93.23,11.28978191,0.39,797,4441,0,0.5,0,0,0,0
0,all_other,0.0743,77.69,11.10682015,10.36,787,5250.041667,0,1.3,5,0,0,0
0,all_other,0.0775,156.11,12.61153775,5.38,757,5641,0,23.5,4,0,0,0
0,all_other,0.1407,34.21,10.1266311,16.27,642,567.0416667,0,85,0,0,0,0
0,all_other,0.1091,45.78,10.59663473,8.61,672,8490.041667,0,0.5,0,0,1,0
0,all_other,0.1122,164.23,10.23995979,3.51,672,1139,0,56.2,4,1,0,0
0,all_other,0.0901,38.17,10.49127422,3.27,707,4680,0,2.2,5,1,0,0
0,debt_consolidation,0.0964,141.25,10.30895266,3.72,697,1050,3493,63.5,0,0,0,0
0,debt_consolidation,0.1059,195.28,9.903487553,12.9,697,4169.958333,13660,66,4,0,0,0
0,debt_consolidation,0.0712,61.87,11.91839057,5.6,802,8489.958333,150786,2.2,0,0,0,0
0,educational,0.147,345.18,10.81977828,7.22,652,2820,10025,85,0,2,0,0
0,debt_consolidation,0.0964,61,11.51292546,10,707,6360.041667,0,41.5,6,0,0,0
0,all_other,0.1312,180.57,8.29404964,15,662,178.9583333,0,47.8,1,0,0,0
0,credit_card,0.1312,202.51,9.392661929,4.4,657,898.9583333,5251,49.3,9,0,0,0
0,credit_card,0.128,67.2,9.210340372,3.48,647,1169.958333,571,61.9,0,1,0,0
0,debt_consolidation,0.1312,226.98,11.00209984,13.16,672,5880,5513,88.9,9,0,1,1
0,credit_card,0.1501,693.45,11.28978191,3.11,672,3570,7883,59.3,6,1,0,1
0,credit_card,0.1059,325.46,10.91508846,17.96,727,3180,6559,24.8,5,0,0,0
0,credit_card,0.1691,142.43,11.12726298,19.62,657,2009.958333,1943,25.6,3,1,0,0
0,all_other,0.1438,89.35,10.6454249,16.91,642,5549,4139,52.4,18,4,1,1
0,debt_consolidation,0.1091,114.44,9.61580548,11.52,682,990,3570,72.4,0,0,0,0
0,debt_consolidation,0.1186,265.17,11.05089001,10.42,687,6388.958333,7406,58.8,14,0,1,1
0,home_improvement,0.1312,135.01,10.37349118,7.91,652,5609.958333,9129,73.3,3,0,1,0
0,credit_card,0.147,345.18,11.08214255,6.37,647,1896,2211,73.7,6,0,0,0
0,educational,0.1028,38.88,8.29404964,8.1,682,368,900,37.5,1,0,0,0
0,credit_card,0.1249,33.45,10.37349118,5.21,652,2429.958333,1636,16.7,2,4,0,0
0,debt_consolidation,0.1249,150.52,10.34174248,9.56,662,780,4494,76.2,1,0,0,0
0,educational,0.1438,61.86,10.59663473,4.11,632,629,6214,55,9,0,0,1
0,credit_card,0.1533,139.31,11.36210258,20.12,652,2849,37318,75.4,1,0,0,0
0,all_other,0.1122,164.23,11.01862914,14.48,692,2969,9442,51.3,15,0,0,1
0,credit_card,0.1438,42.96,9.210340372,5.64,632,660,1269,105.7,1,0,0,0
0,debt_consolidation,0.1596,316.25,9.903487553,15.66,642,5370,5673,22,1,0,0,0
0,all_other,0.1438,68.73,10.59663473,15.57,642,238.9583333,17312,86.6,0,0,0,0
0,debt_consolidation,0.147,110.46,9.472704636,9.42,637,449,1670,55.6,1,0,0,0
0,educational,0.1754,43.11,9.169518377,8.38,612,659,546,47.6,0,1,0,0
0,debt_consolidation,0.1249,140.48,10.80972795,7.68,662,1019,6670,72.5,1,0,0,0
0,debt_consolidation,0.1501,34.68,9.757305042,20,652,1052,2484,35.4,2,0,0,0
0,educational,0.1059,133.44,10.59663473,9.51,682,406,705,54.2,2,0,0,0
0,credit_card,0.1217,116.54,9.210340372,14.76,667,1022,4784,95.7,0,0,0,0
0,debt_consolidation,0.1375,102.17,9.392661929,19.3,667,5668.958333,2545,14.4,4,1,0,1
0,credit_card,0.1343,67.81,10.71441777,8.75,647,419,1615,54.1,8,0,1,0
0,all_other,0.1533,365.69,11.03488966,1.72,642,1470,1437,95.8,13,0,0,1
0,debt_consolidation,0.1407,171.05,10.71441777,0.53,642,2846,123,41,6,13,0,0
0,debt_consolidation,0.1091,425.04,11.03488966,20,697,4979.958333,13748,50.2,4,0,1,0
0,all_other,0.0996,257.99,10.1266311,0.48,702,599.9583333,316,19.2,1,0,0,0
0,credit_card,0.1501,346.73,10.81977828,7.75,647,1500,16246,83.3,1,0,0,1
0,credit_card,0.1691,284.86,11.00209984,20.22,647,6209,6755,99.3,1,0,0,1
0,all_other,0.1722,464.95,10.37349118,15.98,642,810,6703,79.8,1,0,0,1
0,educational,0.1438,412.37,9.61580548,6.48,672,1140,1464,83.7,12,0,0,0
0,all_other,0.1628,670.59,11.51292546,9.79,662,449,1603,64.1,1,0,0,1
0,debt_consolidation,0.128,201.6,10.95080655,15.2,667,6449.958333,13622,79.7,4,2,1,0
0,all_other,0.1091,196.18,8.853665428,8.57,682,334,0,25.2,2,0,0,1
0,credit_card,0.1691,489.61,13.12236338,7.47,667,3600,168496,46.1,2,1,0,1
0,debt_consolidation,0.1533,332.6,12.50617724,7.33,682,5009.958333,107007,29.8,5,0,0,1
0,educational,0.1501,443.81,9.798127037,2.2,657,1548,668,66.8,0,0,0,0
0,debt_consolidation,0.0838,63.03,9.998797732,13.09,737,599.9583333,425,9.4,0,0,0,0
0,debt_consolidation,0.0743,108.77,12.61153775,1,802,8593.958333,150786,17,0,0,0,0
0,credit_card,0.0996,80.63,9.798127037,2.33,692,928.9583333,2937,43.3,1,0,0,1
0,credit_card,0.1375,170.29,11.51292546,6.2,647,1978.958333,9501,64.6,10,0,0,0
0,credit_card,0.1786,585.41,11.69524702,14.09,652,1140,1100,6,0,1,0,0
0,debt_consolidation,0.1691,318.69,11.15625052,1.35,637,780,2864,81.6,1,0,0,1
0,credit_card,0.147,172.59,10.81977828,15.14,647,3299,36662,82.9,0,0,0,0
0,debt_consolidation,0.1343,193.26,11.08214255,18.22,667,990.9583333,3023,12.6,3,0,1,0
0,small_business,0.0964,287.3,11.51292546,18.24,757,4829,2150,4.2,13,1,0,0
0,all_other,0.1565,131.19,8.892886141,17.31,642,3478.958333,0,69.5,1,0,0,1
0,credit_card,0.1091,163.48,10.65725935,1.21,677,719,1424,43.2,1,0,0,0
0,credit_card,0.1217,499.45,11.32900263,17.02,712,4320,37570,59.5,5,0,0,0
0,all_other,0.0807,141.15,9.811372264,3.29,737,1200,0,0,1,0,0,0
0,educational,0.0838,94.54,9.903487553,6.72,732,3149.958333,7021,27.4,9,0,0,0
0,all_other,0.1186,49.72,10.23995979,14.31,667,539.9583333,0,0,1,1,0,0
0,debt_consolidation,0.147,207.11,9.998797732,20,667,2614,15782,36.2,19,0,0,0
0,credit_card,0.1249,100.35,11.08214255,14.25,667,2940,8143,60.3,8,0,0,0
0,debt_consolidation,0.1596,388.28,10.22976514,12.9,647,3720,2621,51.5,3,0,0,1
0,all_other,0.0743,77.69,10.03451581,0.53,747,3630,416,10.4,5,0,0,1
0,small_business,0.1501,403.07,10.38899537,0.74,647,238.9583333,381,63.5,4,0,0,0
0,debt_consolidation,0.1722,64.38,7.547501683,18.99,642,450,702,87.7,0,0,0,0
0,debt_consolidation,0.1722,525.75,10.1266311,14.74,652,5820,1055,39.1,1,0,0,0
0,credit_card,0.1407,61.58,9.229358378,5.06,637,750,2925,97.5,1,0,0,0
0,credit_card,0.1028,81,9.298351249,7.14,692,3964,0,0,1,0,0,0
0,educational,0.1375,102.17,8.862483576,2.38,642,3972,469,93.8,0,1,0,0
0,all_other,0.0933,127.82,10.81977828,4,702,995.9583333,6500,80,3,0,0,0
0,debt_consolidation,0.1533,364.82,10.20359214,13.02,647,1109,8742,87.4,0,0,0,0
0,all_other,0.0807,78.42,11.28978191,0.09,727,6678,6,1.5,0,1,0,0
0,debt_consolidation,0.1533,364.82,10.59663473,11.76,647,1019.958333,12274,66.3,2,0,0,0
0,all_other,0.1091,98.09,9.472704636,4.62,672,359,0,0,0,0,0,0
0,debt_consolidation,0.1375,170.29,9.903487553,0,647,1230,0,0,1,1,0,1
0,educational,0.1059,156.23,9.652844328,0,682,1109,0,0,6,0,0,0
0,debt_consolidation,0.1091,163.48,10.46310334,1.2,677,599.9583333,350,31.8,2,0,0,1
0,debt_consolidation,0.1186,348.03,10.81977828,13.8,682,1440,18927,77.9,5,0,0,0
0,home_improvement,0.1596,84.34,10.04324949,15.86,632,569.9583333,231,77,2,0,0,1
0,debt_consolidation,0.147,207.11,11.26446411,10.23,642,599.9583333,4103,93.7,0,0,0,0
0,credit_card,0.1249,167.24,12.10071213,21.35,692,6046.958333,222702,30.5,0,0,0,0
0,debt_consolidation,0.1628,441.18,11.40756495,1.31,642,2550,3864,56.7,2,2,0,0
0,credit_card,0.1312,337.52,11.08214255,25,697,3047,53670,57.3,0,0,0,0
0,home_improvement,0.1312,67.51,10.71441777,4.83,642,2489.958333,0,0,1,0,0,1
0,credit_card,0.1754,472.38,11.08214255,23.78,657,6088.958333,27730,57.8,0,2,0,0
0,debt_consolidation,0.1628,303.55,10.93310697,11.38,667,2520,9221,98.1,4,2,0,0
0,debt_consolidation,0.1375,340.57,10.30895266,2.16,657,629.9583333,1863,51,5,0,0,1
0,all_other,0.1122,131.38,10.16585182,10.85,677,291.9583333,25,2.5,4,0,0,1
0,all_other,0.0838,15.76,10.40426284,2.15,717,6359,3461,18.6,10,0,0,0
0,debt_consolidation,0.1722,303.98,10.23995979,22.93,642,1800,7985,89.5,4,0,0,0
0,debt_consolidation,0.1786,360.83,10.71441777,15.65,652,3964.958333,13784,61.5,1,1,0,0
0,educational,0.1501,151.69,11.08214255,5.48,642,1739.958333,4982,73.8,6,0,1,1
0,all_other,0.1754,538.84,11.08214255,10.01,647,2368.958333,2469,94.5,0,0,0,1
0,debt_consolidation,0.1028,129.6,9.893437217,5.82,682,539.9583333,7276,35.1,4,0,0,0
0,all_other,0.0933,131.01,9.680344001,2.7,702,391,355,59.2,0,0,0,0
0,home_improvement,0.1467,345.04,11.10194518,0.76,647,10859.95833,991,15.2,1,3,0,0
0,credit_card,0.1754,183.21,10.19241884,13.44,627,419,2798,71.4,0,0,0,1
0,all_other,0.1122,118.24,10.81977828,2.86,667,181,736,51.3,2,0,0,0
0,credit_card,0.1312,40.51,11.07153262,3.77,642,4830,12331,78,3,0,0,0
0,debt_consolidation,0.1786,184.02,11.00209984,5.3,617,720,4333,95.4,4,0,0,1
0,credit_card,0.0933,319.54,11.05089001,0.82,717,346,0,0,2,0,0,0
0,educational,0.1596,421.65,11.28978191,4.61,647,299.9583333,339,82.7,12,0,0,0
0,debt_consolidation,0.1375,166.88,10.68051622,3.01,647,1260,1893,90.1,2,0,1,1
0,all_other,0.087,158.31,9.61580548,9.84,727,2220,5243,31.6,4,0,0,1
0,educational,0.1438,240.54,10.91508846,8.9,647,3000,5390,66.9,3,0,0,0
0,home_improvement,0.1122,67.33,11.47210347,25,707,4202.958333,74292,94.6,0,0,0,0
0,educational,0.1407,82.11,10.54534144,18.51,652,4318.958333,5295,83,0,1,0,1
0,debt_consolidation,0.1754,224.52,10.46310334,19.85,657,5460,17659,58.7,9,0,0,1
0,debt_consolidation,0.1343,169.51,9.903487553,0,652,330,0,0,1,0,0,1
0,small_business,0.1722,305.77,11.00209984,8.84,642,720,5059,79,4,0,0,1
0,debt_consolidation,0.1154,494.93,10.81977828,0,687,299.9583333,557,22.3,1,0,0,0
0,debt_consolidation,0.1533,98.39,10.30895266,21.28,652,1830,509,72.7,3,0,0,0
0,home_improvement,0.1407,191.59,9.61580548,2,642,238.9583333,852,77.5,5,0,0,1
0,debt_consolidation,0.1343,81.37,9.903487553,11.64,652,2819.958333,233,15.1,0,5,0,0
0,all_other,0.1312,141.76,9.210340372,10.68,652,390,2942,58.8,6,0,0,0
0,all_other,0.1407,143.69,10.08580911,12.55,647,2220,0,0,9,0,0,1
0,debt_consolidation,0.1786,432.99,10.6046029,12.83,652,2878.958333,4157,96.7,12,0,1,1
0,all_other,0.1122,173.25,11.15625052,25.78,722,4080,17844,31.1,0,0,0,0
0,debt_consolidation,0.1786,158.77,11.73606902,25.77,662,7979.958333,68438,96.2,0,1,1,0
0,debt_consolidation,0.1375,204.34,9.903487553,8.4,652,543.9583333,1421,71.7,3,0,0,0
0,all_other,0.087,158.31,10.24065669,1.8,722,900,827,51.7,2,0,0,1
0,all_other,0.1467,316.58,10.49127422,0.33,692,360,136,1.1,8,0,0,1
0,all_other,0.1659,510.47,11.03488966,24.45,662,1260,15783,74.5,4,0,0,0
0,all_other,0.1501,145.62,11.08214255,10.69,647,2969,3028,9.8,10,1,0,0
0,debt_consolidation,0.1501,332.84,11.40756495,15.33,652,6418.958333,22158,80.7,10,2,1,0
0,all_other,0.128,278.03,10.96819829,7.99,667,6210,2303,32.9,4,2,0,0
0,credit_card,0.1375,102.17,10.50506754,23.61,672,1049.958333,15123,54.4,2,0,0,0
0,small_business,0.1754,290.97,10.89673933,9.98,642,3450,18865,60.8,0,0,0,1
0,debt_consolidation,0.1375,170.29,9.903487553,0.6,642,1289.958333,77,11,18,1,0,0
0,credit_card,0.1312,118.14,10.46310334,3.94,647,1739.958333,2680,57,0,2,0,0
0,educational,0.1059,162.73,10.30895266,1.8,682,420,829,21.8,2,0,0,0
0,debt_consolidation,0.1596,298.67,10.27505111,11.42,667,4050,3879,71.8,8,0,1,1
0,debt_consolidation,0.1438,359.95,10.96819829,4.26,647,2009.958333,14000,55.8,12,0,0,0
0,debt_consolidation,0.1754,376.29,10.34174248,22.37,642,4470,10713,82.4,4,0,0,1
0,educational,0.1059,265.25,11.85863349,6.7,687,6359,7260,41.7,8,0,0,0
0,small_business,0.1533,870.68,12.01370075,13.35,687,6659,18538,47.3,8,1,1,1
0,all_other,0.1407,205.27,10.49127422,0,647,5879,0,0,0,2,0,1
0,debt_consolidation,0.1438,149.48,9.852194258,13.45,642,1139,2422,105.3,3,0,0,0
0,all_other,0.1312,168.76,9.729134165,5.36,652,299.9583333,2486,82.9,0,0,0,1
0,all_other,0.0901,15.91,7.60090246,0,702,238.9583333,0,0,6,0,0,1
0,all_other,0.128,334.3,10.20359214,1.42,667,299.9583333,938,47.6,4,0,0,0
0,debt_consolidation,0.1154,131.99,9.825526011,1.3,667,2910,258,86,2,0,0,1
0,small_business,0.1438,768.01,12.30138283,14.5,692,7387,81330,77.5,4,0,0,0
0,credit_card,0.1628,423.55,10.77895629,11.53,652,900,11134,77.5,6,0,0,1
0,debt_consolidation,0.1028,259.2,9.83091686,6.97,697,629.9583333,4380,49.2,0,0,0,0
0,all_other,0.1122,131.38,9.574983486,1.67,672,1289.958333,74,37,4,0,0,0
0,credit_card,0.1312,168.76,10.63585545,2.48,652,7528.958333,2636,32.9,1,0,0,0
0,debt_consolidation,0.1438,359.95,11.22524339,13.07,657,2429.958333,22764,39.7,1,0,0,0
0,debt_consolidation,0.1312,230.36,11.41861479,9.63,692,2489.958333,5537,79.1,6,0,0,0
0,small_business,0.1154,659.91,13.33100224,2.33,692,4005.958333,0,0,5,0,0,1
0,home_improvement,0.1028,294.83,10.4341158,10.66,687,599.9583333,1521,27.7,12,0,0,1
0,debt_consolidation,0.1217,199.78,10.30895266,2.2,662,658.9583333,2468,79.6,1,0,0,0
0,debt_consolidation,0.1122,131.38,10.40426284,15.27,672,2700,3323,32.6,4,0,0,0
0,debt_consolidation,0.1438,123.71,10.35774282,18.51,642,3390,869,96.6,2,0,0,0
0,home_improvement,0.0964,320.99,9.998797732,18.55,722,540,63,4.2,2,0,0,0
0,debt_consolidation,0.1628,99.71,11.00209984,4.22,622,479,2581,64.5,10,0,0,0
0,debt_consolidation,0.1186,23.21,10.0604913,11.33,657,2879.958333,4479,101.8,1,0,0,1
0,educational,0.1217,299.67,9.998797732,3.27,667,708.9583333,0,0,1,0,0,0
0,small_business,0.1501,346.71,10.34174248,23.34,667,2190,3283,63.1,7,0,0,0
0,debt_consolidation,0.1754,500.22,10.71441777,23.65,652,2670,81695,92.9,0,0,0,0
0,educational,0.1407,171.06,9.472704636,13.38,642,810,5908,34.8,2,0,0,0
0,debt_consolidation,0.1754,705.87,10.71441777,25.63,667,2670,35460,86.7,19,0,0,0
0,small_business,0.1249,836.23,11.31447453,15.13,702,11430,43302,53.8,4,0,0,1
0,small_business,0.1596,878.44,11.56171563,26.55,707,6630,78203,90,0,0,0,0
0,credit_card,0.1438,359.95,11.24504602,9.98,642,4679.958333,15918,101.4,6,0,0,1
0,all_other,0.0933,287.59,9.61580548,13.36,717,3268.958333,2588,103.5,0,0,0,1
0,debt_consolidation,0.1028,162,11.15625052,0.26,687,344.9583333,1169,48.7,0,0,0,0
0,debt_consolidation,0.1438,227.66,10.71441777,15.63,642,2099.958333,5575,66.4,0,1,0,1
0,credit_card,0.1249,468.29,11.21182037,20.68,682,4349.958333,8009,74.2,4,0,1,0
0,all_other,0.1154,98.99,11.22524339,18.26,672,2670,1393,43.5,7,0,0,0
0,home_improvement,0.1628,59.12,11.38509209,26.52,652,3959.958333,51914,88.5,0,0,0,1
0,debt_consolidation,0.1343,186.46,10.49127422,16.03,652,2159.958333,3132,97.9,4,0,0,0
0,all_other,0.1154,164.98,10.62132735,10.36,672,6839.958333,15301,46.8,7,1,0,0
0,debt_consolidation,0.1596,337.32,11.09741002,23.27,657,7593.958333,25348,91.6,1,0,0,0
0,small_business,0.0933,178.94,11.46163217,0.13,702,210,327,21.8,1,0,0,0
0,all_other,0.1028,181.44,8.517193191,0,682,238.9583333,0,0,3,0,0,1
0,debt_consolidation,0.1438,240.54,10.30895266,4.04,642,450,2288,53.2,2,0,0,1
0,debt_consolidation,0.1122,246.33,9.903487553,5.46,677,1260,4310,50.7,7,0,0,1
0,educational,0.1122,82.11,10.30895266,0.4,672,1590,174,9.2,7,1,0,0
0,credit_card,0.1438,274.9,10.98529272,23.86,677,7258.958333,14301,60.2,4,0,0,1
0,debt_consolidation,0.1407,136,10.73639668,13.51,642,1708.958333,4033,53.1,8,0,0,0
0,debt_consolidation,0.0964,192.6,11.60823564,15.49,707,5280,33985,85,11,0,0,0
0,credit_card,0.1249,16.73,9.798127037,19.2,657,5130,9231,44,1,4,0,0
0,all_other,0.1565,293.87,10.49127422,21.5,642,1830,3896,34.2,3,0,0,1
0,debt_consolidation,0.128,67.2,9.903487553,2.58,652,1830,1123,23.1,4,2,0,1
0,debt_consolidation,0.128,335.98,10.93596004,5.04,662,1049.958333,11766,72.6,0,0,0,1
0,all_other,0.1407,239.49,10.6974208,14.92,652,3720,0,0,1,2,0,0
0,home_improvement,0.0964,385.19,10.37349118,1.99,707,2310,6306,36.7,7,0,0,1
0,debt_consolidation,0.147,621.34,11.69524702,26.25,697,5909,130799,89.4,3,0,0,0
0,all_other,0.1407,29.08,10.23995979,21.26,642,2339,14479,78.3,2,0,0,0
0,debt_consolidation,0.1091,326.97,11.22524339,8,677,2189.958333,1170,49.1,8,0,1,1
0,debt_consolidation,0.1375,272.46,9.903487553,13.2,652,1110,6014,72.5,3,0,0,0
0,debt_consolidation,0.128,161.27,11.04292184,12.61,652,2609,9212,56.9,0,3,0,0
0,all_other,0.1312,202.52,11.00209984,1.02,652,539,1328,41.5,3,0,0,0
0,debt_consolidation,0.147,324.48,11.17043516,21.58,657,2984,1992,18.3,3,6,0,0
0,small_business,0.1407,855.3,12.04355372,20.2,687,5774,216959,45.4,4,0,0,0
0,debt_consolidation,0.1375,170.29,9.680344001,9.45,642,841,4467,93.1,0,0,0,0
0,educational,0.0933,319.54,11.2515607,16.29,717,3480,2,0.1,16,0,0,0
0,all_other,0.1407,51.32,9.341368634,22.95,642,329.9583333,1201,75.1,3,0,0,1
0,debt_consolidation,0.1786,88.41,10.91508846,9.62,612,1230,1190,119,15,0,0,0
0,all_other,0.1375,81.74,10.99373159,18.51,647,7110,21899,69.1,4,2,0,0
0,small_business,0.128,167.99,11.51292546,9.98,652,2519.958333,40238,63.2,10,0,0,0
0,credit_card,0.1343,169.51,11.49272276,12.53,647,2849.958333,9568,97.1,1,0,3,0
0,all_other,0.1375,170.29,10.20507253,1.6,642,450.0416667,1202,92.5,1,0,0,0
0,small_business,0.128,167.99,9.903487553,19.02,662,959,0,0,1,0,0,0
0,debt_consolidation,0.1628,882.39,11.69524702,19.02,667,6390.041667,121719,60,5,0,0,1
0,debt_consolidation,0.1312,168.76,9.61580548,8.72,647,1530.041667,5183,46.3,1,1,0,1
0,small_business,0.1596,489.29,11.08214255,21.93,657,6030.041667,254,36.3,6,1,0,1
0,small_business,0.1343,508.53,10.91508846,19.44,672,4860.041667,15973,31.6,8,3,0,1
0,all_other,0.1343,162.73,11.12726298,12.11,647,5489,8174,76.7,12,0,1,0
0,educational,0.1091,326.97,10.66895539,4.19,682,630,58,7.2,1,0,0,1
0,all_other,0.0996,386.99,10.71441777,2.48,707,2981.041667,1458,11,4,0,0,0
0,debt_consolidation,0.1438,206.18,9.969275293,18.93,642,570.0416667,1400,16.9,7,0,0,0
0,all_other,0.1438,227.66,10.71441777,18.32,647,1140.041667,6367,80.6,0,0,0,0
0,all_other,0.1533,487.59,11.23848862,9.49,652,2789,16075,80.4,1,1,0,1
0,credit_card,0.1501,336.31,11.03488966,17.03,642,9390,15780,20.2,4,3,0,0
0,educational,0.128,201.59,9.392661929,3,657,479.0416667,884,55.2,1,0,0,0
0,small_business,0.1501,520.06,10.50506754,4.64,657,7589,4727,89.2,2,0,0,0
0,debt_consolidation,0.1217,233.07,10.66895539,11.58,662,6221,2778,99.2,6,0,0,0
0,all_other,0.1154,19.8,8.517193191,4.8,662,750.0416667,228,19,3,0,0,0
0,debt_consolidation,0.1659,35.45,9.560997244,27.55,647,2819,7400,77.1,3,0,0,1
0,all_other,0.1438,30.93,10.27505111,3.1,632,420.0416667,997,7.3,4,0,0,1
0,debt_consolidation,0.1122,164.22,11.35040654,7.4,672,3360.041667,2695,29.9,8,0,0,1
0,debt_consolidation,0.0996,257.99,9.903487553,1.5,697,479.0416667,358,6,1,0,0,0
0,credit_card,0.1438,137.45,9.61580548,16.32,647,1049,4364,101.5,5,0,0,1
0,debt_consolidation,0.1722,357.63,12.07254125,26.13,657,4949.041667,69407,78.6,2,0,0,0
0,debt_consolidation,0.128,161.27,10.02127059,10.29,652,3180,5070,72.4,3,1,0,0
0,debt_consolidation,0.1375,286.08,10.4341158,14.29,652,990,4206,75.1,1,0,0,0
0,debt_consolidation,0.1438,359.95,10.89673933,4.33,642,4529.041667,21964,83.5,4,0,0,1
0,small_business,0.1312,843.8,12.4292162,25.03,762,8460.041667,401941,20.7,1,0,0,1
0,all_other,0.087,177.3,9.071078305,17.52,727,4351,9419,26.5,1,0,0,0
0,small_business,0.1438,412.35,11.51292546,11.4,647,7350.041667,37367,66.5,15,0,0,0
0,debt_consolidation,0.1059,624.87,10.49127422,0.33,712,300,89,1.6,0,0,0,1
0,all_other,0.0996,51.6,9.798127037,10.33,682,2910,6646,100.7,1,0,0,1
0,all_other,0.1059,130.18,11.05089001,17.89,682,5279.041667,21154,96.2,8,0,1,0
0,credit_card,0.0838,189.08,10.81977828,4.51,727,600,669,7,0,0,0,0
0,small_business,0.1059,650.9,11.53272809,2.55,707,1590.041667,8702,51.7,11,0,0,0
0,all_other,0.1091,404.62,11.28978191,8.21,687,299,693,53.3,1,0,0,0
0,debt_consolidation,0.1059,325.45,10.83958091,0.54,687,397.0416667,704,44,4,0,0,0
0,all_other,0.1438,294.66,10.91508846,12.87,642,3242,4776,27.9,13,0,0,0
0,all_other,0.1375,340.57,11.74878779,1.95,657,5100,6298,86.3,2,3,0,0
0,major_purchase,0.1438,247.41,10.87804719,15.65,647,2040.041667,11796,74.7,20,0,0,1
0,all_other,0.1375,170.29,10.46310334,1.37,642,212.0416667,1545,61.8,6,0,0,0
0,debt_consolidation,0.1249,50.18,9.655026193,14.23,652,1230.041667,6312,60.7,4,0,0,0
0,major_purchase,0.1186,232.04,11.1844214,9.18,667,4110.041667,0,0,18,0,0,0
0,debt_consolidation,0.1786,557.48,11.8493977,24.04,652,6239.041667,128850,89.6,2,0,0,1
0,debt_consolidation,0.1217,59.94,10.6454249,1.71,657,3150.041667,0,0,2,0,0,1
0,debt_consolidation,0.1059,162.73,11.1519556,13.31,687,7950,5521,55.8,5,0,1,1
0,debt_consolidation,0.1659,531.74,10.61643736,20.53,652,2880,1728,57.6,8,0,0,0
0,small_business,0.0964,770.37,11.09741002,0,742,1620.041667,0,0,9,0,0,0
0,small_business,0.128,503.97,11.00209984,22.44,687,4859.041667,23,1.3,5,2,0,1
0,debt_consolidation,0.1059,325.45,10.1266311,10.22,687,2729.041667,6552,95,4,0,0,0
0,debt_consolidation,0.1343,142.39,10.30895266,13.16,647,3660,2153,86.1,3,0,0,0
0,major_purchase,0.087,158.31,10.20359214,0.93,717,300,157,5.4,1,0,0,0
0,home_improvement,0.1249,80.28,10.63055295,20.56,662,2070,18749,83,5,0,0,1
0,debt_consolidation,0.1438,359.95,10.82774645,6.69,647,12150.04167,10155,35,1,2,0,0
0,debt_consolidation,0.1501,866.76,12.1281111,24.59,697,6510,245886,84.5,7,0,0,1
0,small_business,0.1565,349.85,11.1844214,28.4,692,4470.041667,60134,53,5,0,1,1
0,debt_consolidation,0.1312,438.78,11.65442503,10.33,662,660,0,0,4,0,0,0
0,all_other,0.147,138.08,10.22557105,22.61,642,1320.041667,3395,97,0,0,0,0
0,small_business,0.1028,155.52,10.30895266,8.96,682,719,6893,15.4,27,0,0,0
0,all_other,0.0743,93.23,9.574983486,0,757,300,0,0,0,0,0,1
0,all_other,0.1091,163.49,12.48370438,8.3,677,7080.041667,2053,2.6,25,0,0,1
0,debt_consolidation,0.1059,781.08,12.01370075,18.76,732,8310,81617,32.7,4,1,0,0
0,debt_consolidation,0.128,302.38,9.929788627,26.88,742,3960,17741,68.2,0,0,0,0
0,small_business,0.1628,352.96,10.1266311,5.09,652,3659,14594,97.9,0,0,0,1
0,home_improvement,0.147,276.15,10.83565163,19.13,647,240.0416667,289,28.9,15,0,0,1
0,debt_consolidation,0.1722,286.1,10.49127422,23.47,657,4757,10130,45.6,2,1,0,0
0,debt_consolidation,0.1375,102.17,10.59663473,16.71,642,1799,9135,76.8,28,0,0,0
0,debt_consolidation,0.1407,400.28,10.55205569,11.26,652,990,8963,99.6,2,0,0,0
0,debt_consolidation,0.1596,505.98,11.26446411,13.78,652,3990,9942,87.2,2,2,0,0
0,major_purchase,0.1186,33.15,10.6454249,3.42,657,3180,0,0,2,0,0,1
0,debt_consolidation,0.1059,325.45,11.2515607,16.54,692,4889.041667,18878,40.3,5,0,0,1
0,debt_consolidation,0.1091,408.71,10.49127422,12.27,692,1770,12415,53.3,4,0,0,1
0,debt_consolidation,0.1533,313.45,10.59663473,21.9,652,6180,13025,28.4,3,0,0,0
0,debt_consolidation,0.1628,282.37,10.18111929,25,662,2010.041667,8768,71.9,3,0,0,1
0,small_business,0.1375,851.41,12.67607627,22.68,732,8490.041667,407794,20.8,0,0,0,1
0,debt_consolidation,0.1249,485.01,10.59663473,0.45,667,810.0416667,336,33.6,1,0,0,0
0,debt_consolidation,0.1438,675.23,11.31447453,21.03,672,5160.041667,52316,83.7,11,1,1,0
0,all_other,0.1217,99.89,10.21200113,14.85,662,2820,0,0,31,0,1,0
0,all_other,0.0901,318.05,10.08580911,5,722,2009.041667,4698,27.6,4,0,0,0
0,all_other,0.128,167.99,10.77895629,27.6,712,5580.041667,16513,30.9,6,1,0,1
0,debt_consolidation,0.1533,383.1,10.30895266,18.52,647,1110,4021,72.3,3,0,0,1
0,debt_consolidation,0.1343,339.02,11.40529571,4.78,657,3720.041667,7455,93.2,1,2,0,0
0,debt_consolidation,0.1059,390.54,10.67359577,6.36,687,517.0416667,1069,42.8,1,0,0,0
0,credit_card,0.1438,97.08,10.59663473,28.68,692,4709,21290,78,1,0,0,0
0,all_other,0.1407,20.53,10.34817337,20.54,642,2369.041667,14670,79.3,3,0,0,0
0,small_business,0.0996,806.22,11.36210258,0,727,3150.041667,0,0,6,1,0,0
0,debt_consolidation,0.0964,188.58,9.798127037,16.13,707,502.0416667,466,46.6,0,0,0,1
0,all_other,0.1186,198.89,10.51867319,4.54,667,930.0416667,6232,60.5,0,0,0,0
0,small_business,0.1122,328.43,10.6454249,0.94,697,390,179,17.9,3,0,0,1
0,debt_consolidation,0.0996,25.8,8.699514748,0,682,480.0416667,0,0,1,0,0,0
0,all_other,0.1565,524.77,11.1844214,8.73,652,4229.041667,3193,59.1,3,2,0,1
0,home_improvement,0.128,100.8,10.77895629,5.2,647,1200.041667,11587,67,11,0,0,0
0,debt_consolidation,0.1786,72.17,10.70099475,28.73,647,4709,6076,79.9,6,1,0,0
0,debt_consolidation,0.128,503.97,12.52815614,17.87,672,6989.041667,275925,84.8,0,1,0,0
0,debt_consolidation,0.1312,337.52,12.52815614,20.06,672,6989.041667,275925,84.8,0,1,0,0
0,major_purchase,0.1028,518.39,11.28978191,0.62,712,630,1539,10.3,1,0,0,0
0,all_other,0.1059,78.11,10.03240833,5.7,672,3150.041667,3613,103.2,1,1,0,0
0,all_other,0.128,100.8,11.22524339,3.42,647,3330,296,74,3,0,1,0
0,all_other,0.1091,326.97,10.26813067,2.46,682,2609.041667,1999,99.9,3,0,0,0
0,debt_consolidation,0.1438,412.35,11.30958454,19.49,657,2340.041667,5191,48.1,14,0,0,1
0,debt_consolidation,0.1565,524.77,10.858999,11.54,652,1920.041667,9603,96.5,5,0,0,0
0,debt_consolidation,0.1059,237.58,11.08214255,12.54,682,2370.041667,1367,6.9,9,0,0,1
0,all_other,0.1438,46.39,11.00209984,21.34,642,5880,25254,53.1,24,0,0,0
0,small_business,0.1122,591.18,12.27373129,11.61,692,1470,921,14.6,16,0,0,0
0,all_other,0.1091,19.62,9.61580548,11.68,692,480.0416667,441,73.5,0,0,0,0
0,educational,0.1154,49.5,8.987196821,11.1,662,1049,0,0,2,0,0,0
0,credit_card,0.0996,515.98,11.28978191,16.29,717,2640.041667,28095,32.8,7,0,0,0
0,educational,0.0933,31.96,9.878169745,0.92,692,360,362,25.9,0,0,0,0
0,debt_consolidation,0.1312,270.02,10.18111929,11.32,657,1410,3919,37.7,15,0,0,0
0,credit_card,0.1059,390.54,12.27373129,11.78,692,1470,921,14.6,16,0,0,0
0,home_improvement,0.1786,902.06,12.76568843,17.64,657,4230.041667,44827,80.4,14,0,0,1
0,debt_consolidation,0.1438,515.44,10.49127422,26.53,697,2310.041667,13764,75.2,5,0,0,0
0,debt_consolidation,0.147,276.15,10.87426647,18.52,647,3699,20383,67.9,2,0,0,0
0,educational,0.1375,495.52,11.33857208,19.1,662,6660.041667,26710,102.7,3,0,0,0
0,small_business,0.1754,748.08,11.14186178,14.71,652,5099,4668,55.6,2,1,0,1
0,all_other,0.1343,27.13,10.16585182,0,637,540.0416667,0,0,2,0,0,1
0,debt_consolidation,0.1501,277.37,10.91508846,28.43,697,4079.041667,38057,96.8,3,0,0,0
0,all_other,0.1659,106.35,9.392661929,17.1,632,1199.041667,7587,97.3,0,0,0,1
0,credit_card,0.1122,472.94,11.40756495,15,687,1950.041667,11220,72.4,4,0,0,0
0,debt_consolidation,0.1565,349.85,10.18111929,29.41,692,3450.041667,10565,56.8,2,0,0,0
0,all_other,0.1312,202.52,11.55214618,6.95,652,3510.041667,1189,79.3,0,0,0,0
0,all_other,0.1122,229.91,11.58988651,21.97,692,6629.041667,7258,42.7,7,0,0,1
0,all_other,0.1154,527.93,12.03171926,6.23,682,5250.041667,16161,78.1,4,0,0,1
0,all_other,0.1407,342.12,10.7381343,25.91,697,3839.041667,14554,52,3,0,0,0
0,debt_consolidation,0.1628,564.73,10.91871823,7.96,652,3929,13614,70.9,3,0,0,0
0,all_other,0.1249,83.63,11.46163217,16.19,657,5070,16027,64.6,5,0,0,0
0,all_other,0.0996,54.02,8.881836305,17.33,687,540.0416667,2469,29.7,1,0,0,1
0,small_business,0.1312,810.05,11.00209984,25.08,757,9182.041667,53461,50.8,0,0,0,0
0,all_other,0.0901,254.44,10.77895629,8.3,717,870.0416667,0,0,1,0,0,0
0,educational,0.1501,495.79,10.30895266,12.76,657,3270,5830,64.1,1,0,0,1
0,small_business,0.0964,240.74,11.1844214,15.72,712,4950.041667,3943,43.8,4,0,0,1
0,debt_consolidation,0.1691,154.9,10.37349118,27.15,652,3450.041667,2012,100.6,0,0,0,0
0,debt_consolidation,0.1343,508.53,11.00209984,2.16,662,3360.041667,3286,84.3,6,0,0,1
0,debt_consolidation,0.1501,350.17,10.55581274,21.81,657,3180.041667,7897,75.2,3,0,0,1
0,debt_consolidation,0.1438,254.29,10.49127422,26.08,682,3180.041667,204,4.6,11,0,0,1
0,credit_card,0.1122,246.33,10.37098805,6.62,677,452.0416667,0,0,0,0,0,0
0,debt_consolidation,0.1722,661.61,10.54534144,9.76,642,3690,8731,38.1,0,0,0,0
0,small_business,0.1059,325.45,10.81977828,13.9,697,6090.041667,4115,11.6,5,0,0,1
0,small_business,0.087,316.61,10.49127422,0.6,727,570.0416667,596,29.8,0,0,0,0
0,debt_consolidation,0.1741,622.13,10.81977828,16.92,647,5490,4693,28.8,8,0,1,1
0,home_improvement,0.1425,274.4,10.91508846,15.53,652,8699,19457,51.1,0,2,0,1
0,all_other,0.1709,24.99,9.942708266,28.42,662,1208.041667,1878,22.6,3,0,0,0
0,debt_consolidation,0.1362,81.59,10.77058804,15.53,647,1470,1233,35.2,1,0,0,0
0,debt_consolidation,0.0838,315.12,10.5865844,5.67,737,2925,4545,18.9,4,0,0,0
0,all_other,0.0983,160.94,10.71441777,0.67,702,2977,339,11.7,6,0,0,0
0,major_purchase,0.1078,163.18,10.18111929,13.55,687,4109.041667,40091,33.2,0,0,0,0
0,home_improvement,0.1109,688.41,12.30138283,21.28,747,8730,270800,25.3,5,0,0,0
0,all_other,0.1141,55.17,9.743788174,21.75,687,360,5898,42.1,3,0,0,0
0,debt_consolidation,0.152,443.24,10.41774727,17.08,657,5280.041667,12951,83,1,0,1,0
0,debt_consolidation,0.1583,286.73,10.51867319,22.25,647,4440,276,92,6,0,1,0
0,educational,0.133,253.79,10.30895266,14.08,662,1960.041667,0,0,7,0,0,1
0,all_other,0.1172,35.57,8.9226583,19.2,672,1200.041667,5168,84.1,4,0,0,0
0,all_other,0.1362,56.09,11.12726298,5.61,682,1470,2324,14,18,0,0,1
0,credit_card,0.1204,232.64,11.05089001,14.55,672,4290,7180,34.4,4,0,0,1
0,home_improvement,0.1078,244.76,11.09741002,5.13,687,3119.041667,12123,21,5,0,0,1
0,debt_consolidation,0.1393,187.8,10.4341158,19.34,657,2789.041667,3266,46,6,0,0,0
0,debt_consolidation,0.1362,163.17,11.00209984,21.03,662,6600,16140,81.8,13,0,1,0
0,debt_consolidation,0.1109,65.57,10.59663473,9.98,672,390,0,0,0,0,0,0
0,debt_consolidation,0.133,169.2,10.34174248,16.88,657,5129,2229,51.8,1,7,0,0
0,debt_consolidation,0.133,406.07,11.28978191,8.64,662,991.0416667,15636,73.4,1,0,0,0
0,all_other,0.1078,326.35,10.36501788,13.01,702,3629,2294,22.9,5,0,0,1
0,debt_consolidation,0.133,406.07,10.49127422,12.77,662,2430.041667,8480,19.1,4,2,0,0
0,all_other,0.1457,248.08,11.29476946,26.49,692,5160,18943,55.2,6,0,1,0
0,all_other,0.1299,16.85,10.19913779,10,652,1890,182,60.7,6,0,0,0
0,credit_card,0.133,406.07,10.70324447,20.14,677,5100,17940,64.5,6,0,0,1
0,debt_consolidation,0.1488,471.52,11.09741002,22.16,662,6840.041667,23802,62.8,6,0,0,1
0,major_purchase,0.0983,482.82,11.09741002,9.38,732,960.0416667,664,1.6,2,0,0,0
0,debt_consolidation,0.1141,148.2,10.30895266,13.88,677,3059.041667,844,46.9,9,0,0,0
0,major_purchase,0.0983,193.13,9.729134165,7.07,702,780,0,0,6,0,0,0
0,debt_consolidation,0.1583,701.47,11.15625052,13.94,672,4050,11346,103.1,6,0,0,1
0,credit_card,0.1425,82.32,11.00967111,22.93,652,6090.041667,25203,93,0,0,0,0
0,debt_consolidation,0.1014,355.67,10.6454249,12.94,712,1470,45442,25.8,0,0,0,1
0,debt_consolidation,0.133,81.22,10.08580911,11.35,652,2460.041667,5016,27.7,5,0,0,0
0,all_other,0.133,67.68,9.887358171,23.6,677,1560.041667,480,96,5,0,0,0
0,educational,0.1141,65.87,8.411832676,4,667,330,333,37,4,0,0,0
0,credit_card,0.1236,200.32,11.05089001,14.51,667,2880,12508,34.7,5,0,0,1
0,debt_consolidation,0.1046,324.84,11.33857208,16.67,722,4458,6673,32.6,4,0,0,0
0,debt_consolidation,0.1615,450.96,10.89673933,20.2,657,3390.041667,18511,72.6,0,0,0,0
0,small_business,0.1172,793.94,11.8493977,8.39,707,5280.041667,16298,80.7,8,0,0,1
0,small_business,0.1804,682.76,11.69524702,19.33,647,5160,5094,71.7,3,1,0,1
0,credit_card,0.1299,134.76,11.39611071,6.78,657,7020.041667,0,0,0,2,0,0
0,debt_consolidation,0.133,203.04,10.59663473,5.13,657,3179.041667,75,37.5,8,0,0,1
0,all_other,0.1646,106.16,11.00209984,28.16,672,6480.041667,7846,25.8,4,1,0,0
0,all_other,0.1046,68.22,10.43998092,10.04,682,720,1856,26.5,0,0,0,0
0,small_business,0.1078,815.87,11.36210258,0.75,717,3181.041667,2718,19.3,8,1,0,0
0,debt_consolidation,0.1109,458.94,11.3009691,15.63,702,3629,42619,2.6,4,0,0,0
0,debt_consolidation,0.152,208.59,10.49127422,18.53,642,3270,6970,76.6,4,1,0,1
0,debt_consolidation,0.0951,372.44,9.903487553,14.58,737,6900,20245,50.1,1,0,0,1
0,debt_consolidation,0.1615,233.41,10.39476332,29.07,687,1471,10503,51.7,1,0,0,0
0,all_other,0.1141,98.8,9.472704636,10.43,672,959.0416667,474,11.8,0,0,0,0
0,small_business,0.1299,505.34,11.40756495,10.24,672,2250,4162,68.4,14,0,1,1
0,credit_card,0.1646,265.39,10.71441777,23.04,652,4169.041667,7091,89.8,0,1,0,0
0,educational,0.1425,171.5,11.05089001,17.22,647,4199.041667,2347,24.7,1,1,0,1
0,debt_consolidation,0.1488,207.64,10.62132735,15.75,642,2279.041667,11638,73.7,4,1,0,0
0,debt_consolidation,0.1615,704.63,11.1124479,21.83,667,5220.041667,33295,90.7,4,0,1,1
0,debt_consolidation,0.1393,592.4,10.81977828,23.47,697,7440.041667,48792,80.9,0,0,0,0
0,major_purchase,0.133,84.6,10.12502982,0.96,652,180.0416667,177,88.5,1,0,0,1
0,debt_consolidation,0.1551,418.99,11.03488966,15.38,647,1860,11214,70.1,0,0,0,0
0,debt_consolidation,0.1551,438.2,11.19821472,19.73,657,6210,26066,98,13,0,1,1
0,all_other,0.1299,808.54,12.3883942,9.67,682,9479,66919,61.3,5,0,0,0
0,home_improvement,0.1804,202.57,10.71441777,25.84,647,1799,10147,89.8,0,0,0,1
0,major_purchase,0.1046,77.97,10.20359214,19.29,697,482.0416667,1364,34.1,2,0,0,0
0,debt_consolidation,0.1299,203.82,10.71441777,22.77,692,5719.041667,22191,85.3,6,0,1,1
0,all_other,0.092,191.36,11.48246626,19.6,737,12240.04167,40904,34.4,12,0,0,0
0,debt_consolidation,0.1583,526.1,11.00209984,17.28,657,5400,11096,92.2,2,0,1,1
0,debt_consolidation,0.1236,300.48,11.8493977,16.9,672,4440,45428,82.3,5,0,1,0
0,debt_consolidation,0.1457,516.83,10.8177362,25.4,707,6360.041667,11937,52.8,0,0,0,1
0,debt_consolidation,0.1393,102.44,9.392661929,3.9,642,390,1437,79.8,0,0,0,1
0,credit_card,0.1141,386.97,11.98292909,12.26,702,6960,56200,57.4,4,0,0,0
0,educational,0.0838,75.63,9.663007082,3.82,722,602.0416667,0,0,0,0,0,0
0,major_purchase,0.1425,68.6,11.12726298,14.45,642,4710,29452,65.4,2,1,0,0
0,all_other,0.0743,49.72,8.160518247,5.14,752,930.0416667,506,5.9,0,0,0,0
0,credit_card,0.1236,534.19,11.31447453,16.27,682,6390.041667,33859,88.7,4,0,0,1
0,debt_consolidation,0.1551,230.45,11.98292909,25.11,692,5159,127093,76.6,2,0,0,0
0,all_other,0.152,470.18,10.77895629,26.08,687,5339.041667,32005,70.4,1,0,0,0
0,debt_consolidation,0.1615,176.16,10.93310697,24.36,652,7379,10402,81.9,3,0,0,1
0,debt_consolidation,0.1425,171.5,10.46310334,21.5,657,4349,4473,106.5,7,0,1,1
0,all_other,0.1204,66.47,9.83734775,0.96,662,1109,182,18.2,2,0,1,0
0,debt_consolidation,0.1425,343,10.52406404,17.55,657,2850,6370,87.3,2,0,0,0
0,all_other,0.1141,342.51,10.91508846,4.95,682,3365,1963,56.1,4,1,0,0
0,all_other,0.092,255.15,10.858999,11.08,732,6870,5255,46.1,5,1,0,0
0,debt_consolidation,0.1551,418.99,10.59663473,2.4,642,2490,4340,85.1,3,0,0,0
0,home_improvement,0.1836,436,11.12726298,26.7,657,3330,27163,88.2,2,0,0,0
0,debt_consolidation,0.1425,411.6,11.15625052,9.77,657,3509.041667,4768,59.6,4,1,0,1
0,debt_consolidation,0.1299,175.19,10.73639668,3.89,657,180.0416667,3302,66,4,0,0,0
0,debt_consolidation,0.1362,84.99,10.08580911,10.65,647,11190.04167,3257,59.2,0,0,0,0
0,debt_consolidation,0.152,312.01,10.16585182,4.34,642,1380.041667,6345,77.4,8,0,0,0
0,credit_card,0.1078,293.72,11.91839057,11.57,687,3450.041667,31629,101.4,2,0,0,1
0,all_other,0.1488,276.86,10.9331784,5.34,642,2430.041667,1697,60.6,2,1,0,0
0,credit_card,0.1393,239.01,11.15625052,23.21,677,11820.04167,59023,79.5,5,0,0,0
0,debt_consolidation,0.1488,276.86,10.4341158,16.91,647,3750.041667,13128,25.6,10,0,0,0
0,small_business,0.1204,830.84,11.56171563,3.73,702,780,1554,9.1,2,0,1,1
0,all_other,0.092,95.68,10.59663473,0.99,707,779,1676,64.5,1,0,0,0
0,debt_consolidation,0.1836,630.39,11.87756858,29.96,667,13979.04167,212629,87.4,3,0,0,1
0,debt_consolidation,0.1804,682.76,11.08214255,22.01,657,2399.041667,16265,76.7,1,0,0,0
0,all_other,0.1204,18.28,9.83734775,5.22,662,1109,182,18.2,2,0,1,0
0,all_other,0.1141,395.2,10.67821472,14.9,692,720,20,0.4,2,0,0,1
0,home_improvement,0.1583,397.21,10.83958091,15.93,642,4200.041667,18382,79.6,3,0,0,0
0,debt_consolidation,0.1583,526.1,12.01370075,13.52,657,6780.041667,198023,61.3,2,1,0,1
0,debt_consolidation,0.152,208.59,10.31692083,19.96,642,1980.041667,6083,23.9,1,0,0,1
0,debt_consolidation,0.1804,532.64,11.31447453,20.96,657,6360.041667,24391,98.4,3,2,0,0
0,debt_consolidation,0.1141,230.54,10.42228135,17.04,682,2310.041667,7291,98.5,6,0,0,0
0,small_business,0.1141,395.2,10.90411943,19.46,697,3570.041667,1827,33.2,5,0,0,1
0,small_business,0.1046,97.46,10.86283777,4.34,682,3120.041667,8414,105.2,4,0,0,0
0,small_business,0.1836,726.67,11.9511804,25.27,667,8190.041667,210887,35.5,3,0,0,1
0,debt_consolidation,0.1646,329.97,10.81977828,26.86,662,3600,18579,82.9,0,0,0,1
0,all_other,0.1425,102.9,10.95185862,22.17,657,4949.041667,6710,54.6,1,0,0,0
0,credit_card,0.1141,164.67,10.32548196,0.39,677,183.0416667,397,39.7,1,0,0,0
0,debt_consolidation,0.1804,682.76,11.35040654,16.28,647,1590.041667,2253,62.6,4,0,0,0
0,debt_consolidation,0.1551,261.87,11.22524339,27.2,677,3900.041667,14273,50.1,2,1,1,0
0,debt_consolidation,0.1709,211.51,10.81977828,26.52,657,7470.041667,18941,98.7,1,0,0,1
0,debt_consolidation,0.1772,360.13,11.30684796,25.91,657,2430.041667,41603,81.1,0,0,0,1
0,debt_consolidation,0.1362,224.36,10.50232405,14.34,657,2549,11541,63.4,0,0,0,0
0,debt_consolidation,0.1836,447.81,10.89673933,14.82,647,5884,8079,45.4,3,2,0,0
0,debt_consolidation,0.1488,349.53,10.66895539,27.99,692,4440,14998,80.9,0,0,1,0
0,all_other,0.092,57.41,10.46310334,10.94,707,3419.041667,10008,84.8,6,0,0,1
0,all_other,0.1172,529.3,11.22524339,1.06,692,5480,821,6.1,4,2,0,0
0,major_purchase,0.1299,168.45,9.903487553,9.78,657,1949.041667,504,63,2,0,0,0
0,debt_consolidation,0.152,417.17,10.54534144,5.81,647,2489,7600,84.4,2,0,0,0
0,debt_consolidation,0.1078,261.08,10.04324949,7.83,687,4413,7846,56.9,4,0,1,0
0,all_other,0.1046,81.21,10.71441777,17.95,687,6660.041667,3092,14.9,6,0,2,0
0,debt_consolidation,0.1457,186.06,9.998797732,8.73,642,9719.041667,9930,55.2,0,1,0,0
0,small_business,0.1362,169.97,10.20359214,19.42,657,4589.041667,3959,100,2,2,0,0
0,all_other,0.1078,262.71,11.00209984,3.48,702,180.0416667,0,0,8,0,0,0
0,debt_consolidation,0.1393,280.84,11.91839057,19.13,687,5100,62705,78.5,5,0,0,0
0,credit_card,0.1393,61.46,10.29214554,22.13,657,5970.041667,9821,56.8,5,0,2,1
0,debt_consolidation,0.1804,627.6,11.65268741,21.03,652,7140.041667,73941,63.5,2,0,0,0
0,debt_consolidation,0.1393,273.15,10.20359214,11.02,652,2632,2359,57.5,0,2,0,0
0,debt_consolidation,0.1292,188.48,10.30895266,8.2,662,1019.041667,18718,68.1,2,0,0,1
0,major_purchase,0.1071,84.77,9.83734775,0.64,682,209.0416667,287,28.7,4,0,0,0
0,home_improvement,0.1039,30.02,12.20906815,11.85,732,9779,133963,16.8,15,0,0,1
0,debt_consolidation,0.1671,532.63,11.51292546,29.04,692,13530,71002,75.6,1,0,0,1
0,all_other,0.1071,195.61,10.55581274,12.28,687,2550,364,28,5,0,0,0
0,credit_card,0.1482,138.31,11.51292546,24.79,662,7621,41190,75.2,4,0,0,0
0,debt_consolidation,0.1482,414.93,11.39639165,3.49,652,5190,8016,61.7,11,8,0,0
0,small_business,0.1829,755.91,12.83201108,8.52,652,5039.041667,165108,92.3,4,0,0,1
0,debt_consolidation,0.1482,345.78,11.55214618,25.47,692,8789,22470,45.9,0,0,0,0
0,small_business,0.1576,300.46,10.49127422,22.53,647,2609,2066,18.1,4,0,0,0
0,small_business,0.1071,328.47,11.46163217,13.43,737,3600,37055,46.5,8,0,0,1
0,debt_consolidation,0.1387,71.65,10.38899537,18.37,657,3720,1935,77.4,2,0,0,0
0,credit_card,0.1355,271.68,10.858999,27.05,717,2700.041667,11023,59.9,2,0,0,0
0,home_improvement,0.1545,418.64,10.858999,9.74,647,4860.041667,13665,49.9,3,0,0,1
0,debt_consolidation,0.1355,81.51,10.19913779,7.98,647,1889,182,60.7,6,0,0,0
0,all_other,0.1166,66.11,10.51867319,17.29,672,3389.041667,42969,83.1,4,0,0,0
0,debt_consolidation,0.1418,57.4,10.25765937,17.47,642,2909,4138,94,2,0,0,1
0,debt_consolidation,0.1355,615.52,10.89673933,21.27,677,4829,22037,58.9,4,0,0,0
0,credit_card,0.1513,260.47,11.15625052,15.99,642,3001,26933,65.2,5,0,0,0
0,credit_card,0.1829,849.38,11.22524339,8.54,657,9361.041667,0,0,2,0,0,0
0,debt_consolidation,0.1861,464.86,11.22524339,29.47,662,3990,22038,78.7,8,0,0,1
0,debt_consolidation,0.145,289.14,10.81977828,16.68,657,3360,11783,94.3,0,0,0,0
0,all_other,0.1797,650.48,11.22524339,15.97,647,6242,64851,78.4,2,0,0,0
0,debt_consolidation,0.1829,352.1,10.94574111,25.5,657,3420.041667,13243,98.1,0,0,0,0
0,small_business,0.1545,401.2,10.81977828,7.9,662,727,1509,30.8,7,0,0,1
0,debt_consolidation,0.1608,624.74,11.15625052,29.16,707,5219.041667,4863,18.1,1,0,1,0
0,debt_consolidation,0.1387,475.05,10.76587105,25.66,717,4860.041667,33377,49,2,0,0,1
0,debt_consolidation,0.1355,394.78,10.46310334,21.22,677,5579.041667,30402,71.5,4,0,0,0
0,small_business,0.1387,402.56,11.14965741,8.8,677,2909,8045,49.7,4,1,0,1
0,debt_consolidation,0.1103,818.83,12.32385568,12.66,712,4409,242194,56,0,0,0,1
0,debt_consolidation,0.1261,670.13,11.38053628,14.92,692,2639,78284,37.6,5,1,0,0
0,debt_consolidation,0.1008,129.22,10.77895629,0.75,702,869.0416667,3403,74,0,0,0,1
0,debt_consolidation,0.1829,435.58,11.03488966,25.26,657,4590.041667,13560,57.2,3,0,0,0
0,debt_consolidation,0.1513,451.48,11.26446411,29.28,717,3330,61057,80.7,3,0,0,0
0,small_business,0.1355,848.99,11.1844214,2.02,687,377,7522,36,1,0,0,0
0,debt_consolidation,0.1766,620.7,11.03488966,20.44,657,6899,28776,51.9,7,0,0,1
0,debt_consolidation,0.1134,197.4,10.37349118,21.9,702,2760.041667,7152,100.7,0,0,0,0
0,all_other,0.1797,129.2,10.4341158,27.42,647,3750.041667,13156,25.6,10,0,0,0
0,debt_consolidation,0.1197,132.8,9.980448594,22.5,692,2249,3451,39.2,4,0,0,0
0,all_other,0.1008,64.61,10.77895629,0,697,809,0,0,1,0,0,1
0,credit_card,0.1197,481.4,11.77528973,10.85,682,5071,966,13.1,5,0,0,0
0,debt_consolidation,0.1576,525.58,10.6454249,7.86,657,3449.041667,7827,59.7,1,0,0,0
0,debt_consolidation,0.1229,280.17,11.04292184,14.65,677,2490.041667,6978,64,5,0,0,0
0,debt_consolidation,0.1261,228.69,11.14186178,23.62,712,7440.041667,92929,97.7,0,0,0,0
0,all_other,0.1071,176.05,11.22524339,1.01,702,930.0416667,3782,23.3,3,0,0,0
0,all_other,0.1513,333.4,11.15625052,16.35,647,3059.041667,29314,89.9,3,0,0,1
0,credit_card,0.1545,645.4,11.1611812,28.78,717,7529.041667,69744,76.1,1,0,0,0
0,small_business,0.1387,852.87,11.95761129,20.79,712,7260,188854,0,0,1,1,1
0,all_other,0.145,385.52,11.00209984,5.74,657,1830,8181,87,0,0,0,1
0,debt_consolidation,0.145,172.11,10.91871823,4.54,642,5190,333,33.3,7,0,0,1
0,debt_consolidation,0.1324,338.1,10.39537498,26.12,727,6030.041667,10994,30.5,0,0,1,0
0,debt_consolidation,0.1545,122.11,10.52325726,28.66,697,5580.041667,22670,77.5,1,0,0,0
0,all_other,0.1166,52.89,11.3955486,16.64,672,5040.041667,59672,40.9,4,0,0,0
0,credit_card,0.1261,50.26,10.1266311,1.87,657,883.0416667,1140,47.5,0,0,0,0
0,debt_consolidation,0.145,70.57,10.02127059,27.73,682,2880,1597,88.7,1,0,0,0
0,small_business,0.1829,871.16,12.03750605,7.86,657,4979.041667,26429,30.9,3,0,0,1
0,all_other,0.1229,80.05,9.169518377,0,662,539.0416667,0,0,5,0,0,0
0,debt_consolidation,0.1608,281.58,10.83958091,28.47,687,4740,6277,64.7,0,0,0,0
0,all_other,0.1418,51.4,10.37972173,16.36,642,7920.041667,0,0,0,1,0,0
0,debt_consolidation,0.1229,100.06,9.744022778,10.91,667,720,4223,38.3,3,0,0,1
0,all_other,0.1418,342.66,11.2009507,0.74,657,4260.041667,449,37.4,0,0,0,0
0,all_other,0.1229,50.03,10.30895266,14.12,662,660.0416667,669,7.5,1,0,0,0
0,major_purchase,0.1008,113.07,10.3859137,0.56,702,1049,1085,28.6,0,0,0,0
0,debt_consolidation,0.1734,687.79,11.24255927,12.74,652,6583,20767,81.1,0,0,3,0
0,small_business,0.1134,789.6,11.46163217,18.38,722,5100,148540,74,1,0,0,1
0,debt_consolidation,0.145,206.53,10.96819829,19.92,652,5400.041667,12094,45.1,6,0,0,0
0,credit_card,0.0945,192.06,11.08214255,0.92,712,3240,318,5.2,5,0,0,0
0,educational,0.1134,197.4,9.798127037,3.67,687,567.0416667,745,22.4,3,0,0,1
0,small_business,0.1355,67.92,10.6454249,18.06,657,5340.041667,5594,25.3,8,0,0,0
0,debt_consolidation,0.1829,185.13,10.49127422,25.67,642,2880,5004,60.3,6,0,2,0
0,debt_consolidation,0.1545,348.87,10.77895629,13.38,642,2400.041667,24979,94.6,4,0,0,0
0,major_purchase,0.1355,122.26,10.77895629,12.05,652,4139.041667,4397,84.6,1,0,1,0
0,all_other,0.1608,409.16,10.858999,25.55,677,2430.041667,6473,39.7,5,0,0,1
0,major_purchase,0.1513,121.56,10.40426284,26.15,677,3390,9580,84,3,0,0,0
0,debt_consolidation,0.1387,119.41,10.1266311,3.94,652,2202,2728,48.7,3,0,0,0
0,small_business,0.1355,135.84,11.27973158,15.06,657,2880,42670,65.5,3,1,0,0
0,major_purchase,0.145,247.84,9.903487553,6.3,652,2070.041667,9978,83.8,1,2,0,0
0,all_other,0.164,106.07,10.727663,29.24,677,3060.041667,17419,94.2,0,0,0,0
0,debt_consolidation,0.1513,243.11,11.58988651,27.63,682,6690.041667,7384,43.4,9,0,0,1
0,debt_consolidation,0.1166,115.69,10.4487146,16.23,677,1320.041667,5593,25.4,5,0,0,1
0,credit_card,0.145,516.32,11.69524702,24.95,677,13979,204954,81.4,0,0,0,0
0,all_other,0.1324,20.29,9.546812609,22.03,662,750,195,65,0,0,0,0
0,home_improvement,0.1166,809.78,11.90158345,18.43,722,13499,247970,93.6,12,0,0,1
0,credit_card,0.1292,269.25,11.34568955,27.45,737,5609.041667,47593,62.4,1,0,0,0
0,debt_consolidation,0.1608,111.75,10.49127422,26.03,667,2507.041667,19636,103.9,12,0,0,0
0,all_other,0.1608,281.58,11.71888216,25.27,672,3930.041667,41040,85.3,0,0,0,0
0,credit_card,0.1324,540.96,11.51292546,21.9,687,4110,52201,84.3,7,0,0,0
0,debt_consolidation,0.1482,359.61,11.15625052,3.82,647,4080,10074,59.6,0,4,0,0
0,debt_consolidation,0.1261,299.89,10.25765937,15.87,672,1590.041667,4139,63.7,8,0,0,0
0,debt_consolidation,0.0976,160.78,10.19913779,2.37,712,690,1394,8.8,0,0,0,0
0,debt_consolidation,0.1545,251.18,10.77895629,25.25,677,3479.041667,3336,90.2,3,0,0,0
0,major_purchase,0.0976,385.86,11.22524339,0.4,727,900.0416667,2130,17.9,1,0,0,0
0,home_improvement,0.1197,448.2,11.26446411,6.39,682,390,570,24.8,3,0,0,0
0,small_business,0.1576,796.26,11.15625052,29.21,732,8250.041667,57143,52.7,2,0,0,1
0,debt_consolidation,0.1292,156.5,11.34398597,18.1,667,3750,133,11.1,6,2,0,0
0,debt_consolidation,0.1418,493.42,10.46310334,17.93,662,929.0416667,11569,64.3,1,0,0,1
0,credit_card,0.1418,287.83,11.37939407,1.49,652,3779.041667,2885,15.8,12,0,5,0
0,all_other,0.1513,243.11,11.53272809,5.93,642,2501.041667,16914,55.2,3,0,0,0
0,small_business,0.1039,324.51,10.81977828,20.09,737,5039.041667,117814,49.4,0,0,0,0
0,debt_consolidation,0.1703,535.02,11.51292546,10.85,642,4139.041667,15827,76.1,1,2,0,1
0,debt_consolidation,0.1829,685.13,12.32385568,12.05,642,6330.041667,120830,90.5,2,0,0,0
0,debt_consolidation,0.145,137.69,10.56607243,22.05,657,3269,8623,71,3,0,0,0
0,debt_consolidation,0.1292,269.25,11.07013225,12.07,667,3664,7661,67.7,5,0,1,0
0,debt_consolidation,0.1861,451.19,11.52386541,29.7,662,5760.041667,35447,96.9,8,0,0,0
0,home_improvement,0.1861,241.55,11.9511804,28.17,657,7380,28519,89.1,4,0,1,1
0,all_other,0.1008,64.61,9.862665558,6.94,697,300.0416667,0,0,0,0,0,0
0,all_other,0.1229,166.77,11.26446411,8.15,667,2819.041667,4476,59.7,6,1,0,1
0,all_other,0.164,185.62,10.66895539,22.75,647,4143.041667,6970,62.8,0,2,0,1
0,debt_consolidation,0.1197,338.64,11.11542853,16.66,682,4320.041667,8712,72,5,0,0,1
0,home_improvement,0.1261,120.63,10.6454249,7.94,662,4169.041667,5316,48.3,13,0,0,0
0,debt_consolidation,0.1766,215.9,11.22524339,28.56,667,3781.041667,13393,28.4,8,0,0,0
0,debt_consolidation,0.1324,202.86,10.6454249,25.14,717,5970.041667,19937,90.6,0,0,0,0
0,educational,0.1482,41.5,8.699514748,3,637,900.0416667,932,66.6,1,1,0,0
0,all_other,0.1292,471.18,11.69524702,22.71,692,3479.041667,10388,60.4,4,0,0,1
0,debt_consolidation,0.164,530.33,10.54534144,13.71,652,2640,9955,58.9,2,0,0,0
0,home_improvement,0.1418,513.98,10.89673933,10.47,662,2610,1298,12.1,4,1,0,0
0,debt_consolidation,0.1545,244.21,10.30895266,18.8,647,1950.041667,4587,41,2,0,0,0
0,all_other,0.1418,342.66,10.37349118,7.76,657,1860,4105,82.1,11,0,0,0
0,debt_consolidation,0.1734,644.8,11.38509209,10.73,652,4230.041667,12781,46,0,4,0,1
0,all_other,0.0976,80.39,10.43998092,2.63,702,4589.041667,2399,96,0,0,0,0
0,debt_consolidation,0.1671,536.18,10.81977828,16.22,647,6870.041667,36469,77.8,3,0,0,1
0,all_other,0.1829,435.58,11.53272809,14.8,652,4148.041667,52775,69.7,1,0,0,1
0,all_other,0.1071,652.04,11.33857208,0.21,717,1650.041667,39,0.3,11,0,0,0
0,debt_consolidation,0.1545,279.09,10.27505111,15.48,642,1620.041667,8372,77.5,0,0,0,0
0,all_other,0.1071,49.72,8.188689124,11.33,682,1068,3757,52.9,1,0,0,1
0,debt_consolidation,0.145,254.72,10.26646261,16.78,652,1199,5880,52.4,1,0,0,1
0,credit_card,0.1261,107.23,11.26076496,16.72,667,10320,80837,58,4,0,0,1
0,educational,0.0976,160.78,10.71441777,0,717,420,0,0,4,0,0,1
0,credit_card,0.1545,191.88,11.51292546,22.46,647,9089,70533,79.4,6,0,0,0
0,all_other,0.1324,169.05,10.23995979,19.54,667,3960.041667,13542,56.4,5,1,0,1
0,all_other,0.1071,782.44,11.51288546,0.35,732,780,1344,7.7,1,0,0,0
0,credit_card,0.1418,109.65,10.1266311,22.32,657,1290.041667,5993,52.1,1,0,0,0
0,major_purchase,0.0976,321.55,11.08201946,11.34,722,2970,4945,2.7,5,0,0,0
0,debt_consolidation,0.1103,491.3,11.1844214,6.5,707,990.0416667,10935,27.3,1,0,0,0
0,debt_consolidation,0.1387,266.1,10.76637751,23.01,677,9660.041667,7073,60.5,7,0,0,0
0,all_other,0.1039,811.27,13.45883561,0.81,737,3630,200583,23.1,1,0,0,1
0,debt_consolidation,0.145,385.52,11.23848862,20.02,667,3780.041667,7327,50.9,6,0,1,1
0,credit_card,0.1418,350.37,11.69524702,4.94,657,4139.041667,5854,46.5,5,0,2,1
0,all_other,0.0945,320.1,11.3533434,4.36,727,4679.041667,8271,47.8,17,0,0,0
0,credit_card,0.1261,184.29,10.16585182,6.46,667,960.0416667,5153,65.2,1,0,0,0
0,debt_consolidation,0.0976,241.16,11.33857208,7.03,737,2580,37241,14.8,6,0,0,1
0,all_other,0.1292,201.94,10.04324949,6.94,662,1800,6934,75.4,12,0,1,1
0,all_other,0.1324,169.05,10.49127422,25.47,717,7620.041667,21991,102.8,0,0,0,1
0,debt_consolidation,0.1545,334.91,11.06663836,21.6,657,2729.041667,6324,95.8,4,0,0,0
0,debt_consolidation,0.1513,389.84,10.66895539,18.81,657,3480.041667,15284,76,15,0,0,0
0,debt_consolidation,0.164,296.99,10.81174611,27.7,672,1949,27750,66.5,5,0,0,0
0,educational,0.1261,670.13,11.58058411,15.88,687,1259.041667,12154,29.4,5,0,0,0
0,credit_card,0.1292,100.97,10.59663473,15.73,662,1904,7784,65.4,24,0,0,0
0,all_other,0.164,282.84,12.07254125,23.84,657,4740,65626,99.6,3,0,0,1
0,debt_consolidation,0.1482,335.4,10.53209621,27.04,692,3900.041667,26221,78.6,5,0,0,0
0,all_other,0.1861,419.29,10.91508846,1.66,652,2280,2097,17,4,1,0,1
0,debt_consolidation,0.1387,136.46,10.858999,6.9,647,2669,5272,78.7,0,0,0,0
0,debt_consolidation,0.1671,710.18,11.06663836,20.83,662,3269,11881,50.8,4,0,0,1
0,educational,0.1197,830,12.1281111,22.72,727,5699.041667,226567,0.7,4,0,0,1
0,debt_consolidation,0.1071,130.41,10.54534144,3.85,687,810,6283,57.1,0,0,0,0
0,all_other,0.0863,31.63,11.03650127,18.03,737,4019,80006,54.9,2,1,0,0
0,debt_consolidation,0.0863,316.28,11.3736634,6.74,737,4140,17794,34.8,4,0,0,1
0,debt_consolidation,0.1861,437.51,11.60823564,28.21,662,8760,88391,89.9,1,0,0,0
0,home_improvement,0.1418,68.54,11.00209984,10.08,642,4649.041667,2840,38.4,4,0,0,0
0,home_improvement,0.1829,755.91,11.24504602,11.15,647,2129.041667,6637,72.9,7,0,0,1
0,credit_card,0.1734,573.16,10.858999,10.82,647,2399.041667,13967,68.3,8,0,0,0
0,debt_consolidation,0.145,61.96,10.30895266,2.84,642,1200,1429,84.1,2,0,0,0
0,debt_consolidation,0.1576,294.33,10.83340541,21.24,647,2070.041667,13565,79.3,1,0,0,0
0,credit_card,0.1829,685.13,11.79355271,11.68,642,4200.041667,35087,96.7,2,0,0,0
0,debt_consolidation,0.1355,169.8,11.03488966,4.88,652,6300,3341,19.8,3,1,0,0
0,debt_consolidation,0.1324,676.2,11.51292546,22.25,697,6456.041667,115602,29.7,5,0,0,0
0,credit_card,0.1387,54.59,10.30895266,1.92,642,2760.041667,1583,79.1,1,0,0,0
0,home_improvement,0.1039,649.02,11.51292546,2.94,727,3300,5207,5.2,8,0,0,1
0,home_improvement,0.0945,128.04,11.02190247,6.31,722,4170.041667,7587,11.8,4,0,0,0
0,all_other,0.1513,208.38,10.59663473,13.5,652,6318,1184,29.6,5,3,1,0
0,home_improvement,0.164,153.8,10.53688473,24.71,652,3300,12160,48.6,14,0,0,0
0,debt_consolidation,0.1387,170.58,10.6454249,6.69,652,1889,6782,78.9,2,0,0,0
0,home_improvement,0.164,883.88,11.49272276,3.12,662,4590.041667,7005,38.9,9,0,1,1
0,debt_consolidation,0.1418,188.46,11.15625052,19.46,657,2010.041667,12053,28.5,0,0,0,1
0,debt_consolidation,0.1545,390.73,11.03495418,14.36,647,2490.041667,7897,28.7,6,1,0,0
0,major_purchase,0.1261,536.11,11.56741365,19.23,687,5040.041667,111115,40.8,4,1,0,0
0,credit_card,0.1482,331.95,11.08214255,15.73,652,2730.041667,21712,73.9,12,0,0,0
0,debt_consolidation,0.1797,364.99,10.7624881,23.53,642,4252.041667,10226,63.9,1,1,0,0
0,debt_consolidation,0.1355,271.68,11.22524339,4.22,662,4559.041667,1053,40.5,7,3,0,0
0,debt_consolidation,0.1482,259.33,10.40426284,15.38,652,4319.041667,4474,71,2,1,0,0
0,debt_consolidation,0.1134,368.48,10.70099475,6.92,687,930.0416667,13215,58.2,0,0,0,0
0,credit_card,0.1324,172.43,9.740968623,6.99,657,780,5734,59.1,32,0,0,1
0,credit_card,0.1545,191.88,10.73639668,21.23,647,4140,6397,96.9,0,1,0,0
0,debt_consolidation,0.1513,416.75,11.19821472,15.73,652,5490,22917,38.6,3,1,0,0
0,debt_consolidation,0.1545,334.91,11.35040654,21.91,657,3839.041667,10665,94.4,3,0,0,0
0,debt_consolidation,0.1039,629.55,10.46310334,12.72,727,4529.041667,35403,49.9,0,0,0,0
0,credit_card,0.1513,124.16,9.975808214,21.04,647,1289.041667,2140,28.6,5,1,0,0
0,all_other,0.1008,113.07,9.392661929,3,707,930.0416667,447,7.8,1,0,0,1
0,all_other,0.1261,804.16,12.36307639,16.84,707,7320,220710,54.5,1,1,0,1
0,all_other,0.1261,201.04,10.65112292,2.22,662,450,689,68.9,0,0,0,1
0,all_other,0.1261,723.74,11.73606902,16.94,687,4020,167006,53.5,3,0,0,1
0,debt_consolidation,0.1797,225.86,10.6454249,28.29,662,4188,28432,57.1,3,1,0,1
0,all_other,0.1103,229.28,10.30895266,14.09,697,780,1819,26,0,0,0,0
0,all_other,0.1482,276.62,10.37349118,25.99,687,7710,4975,68.2,0,1,0,0
0,debt_consolidation,0.1576,413.46,10.89673933,18.96,652,5850,15827,82,1,0,0,0
0,credit_card,0.1861,241.55,11.69524702,25.33,642,9390.041667,37839,54.4,2,0,0,0
0,credit_card,0.1861,759.27,11.51292546,18.89,652,2460.041667,66900,94,7,0,0,0
0,debt_consolidation,0.1134,230.3,10.73639668,4.2,682,3241,7931,27.7,8,0,0,0
0,debt_consolidation,0.1387,153.52,9.893437217,6.06,652,900.0416667,3714,86.4,1,0,0,0
0,credit_card,0.1324,101.43,10.95080655,3.37,652,750,8035,82.8,0,0,0,0
0,credit_card,0.1545,111.64,10.81977828,22.92,642,2550,8132,71.3,3,1,0,0
0,educational,0.1482,276.62,11.40756495,15.95,652,720,4682,72,0,1,0,0
0,all_other,0.1166,462.74,12.3883942,15.27,697,17639.95833,161129,57,6,0,0,0
0,debt_consolidation,0.1861,185.95,11.08367983,29.2,652,8759.958333,18545,86.3,1,0,0,1
0,debt_consolidation,0.1355,50.94,10.30895266,14.2,647,7019.958333,0,0,0,3,0,0
0,debt_consolidation,0.1261,502.6,10.89673933,19.96,682,2639.958333,11460,101.4,1,0,0,0
0,debt_consolidation,0.1292,168.28,10.59653473,19.02,667,4469.958333,2594,24.9,5,0,1,1
0,debt_consolidation,0.1766,107.95,10.71441777,26.77,647,2887,14978,53.1,1,0,0,0
0,educational,0.145,123.06,10.20359214,21.33,657,2189.958333,20952,63.3,6,0,0,1
0,all_other,0.1261,33.51,11.08214255,0.85,657,540,1496,71.2,1,0,0,0
0,educational,0.08,15.67,8.101677747,0,747,570,0,0,0,0,0,0
0,debt_consolidation,0.1103,425.79,11.00209984,13.18,712,1620,9664,63.2,4,0,0,0
0,all_other,0.1324,20.29,10.1266311,28.61,752,7140,45623,36.8,2,0,0,0
0,credit_card,0.1513,138.05,10.27505111,24.08,662,3990,5729,100.5,0,0,0,0
0,credit_card,0.1576,192.72,10.69194491,29.95,692,2790,26313,58.5,9,0,2,0
0,debt_consolidation,0.1482,248.96,10.89673933,9.67,647,4170,6572,80.1,1,1,0,1
0,debt_consolidation,0.145,378.64,10.77895629,25.65,702,3810,13055,43.5,1,1,0,0
0,debt_consolidation,0.1261,335.07,10.47107151,20.1,687,990,3590,65.3,6,0,0,0
0,debt_consolidation,0.1324,101.43,10.59021417,13.92,657,3600,2131,96.9,0,0,0,0
0,all_other,0.1861,688.17,12.32385568,16.47,642,5985.958333,64744,72,4,1,0,0
0,all_other,0.1166,82.64,10.39513036,20.33,687,2370,15,0.4,6,0,0,0
0,credit_card,0.1418,68.54,11.28978191,14.85,647,5219.958333,21180,77.9,1,0,0,0
0,all_other,0.1418,856.63,12.4292162,19.09,692,10259.95833,214559,63.5,1,0,0,0
0,debt_consolidation,0.1482,297.37,10.65960953,4.54,647,3090,4181,97.2,2,0,0,0
0,debt_consolidation,0.1545,293.05,11.35040654,15.71,642,4200,14578,99.2,3,2,0,0
0,debt_consolidation,0.1355,485.63,10.33136626,12.91,667,4079.958333,10442,52.2,15,0,0,1
0,debt_consolidation,0.1608,490.12,10.6454249,18.94,652,4139.958333,17059,82.4,1,0,0,0
0,debt_consolidation,0.1197,132.8,10.59663473,3.39,677,630,4152,62.9,2,0,0,0
0,all_other,0.1103,49.13,10.42228135,13.5,682,1980,0,0,4,0,0,0
0,debt_consolidation,0.1482,207.47,10.6454249,13.34,647,2639.958333,23544,94.9,3,0,0,0
0,debt_consolidation,0.1324,304.29,11.12714533,18.51,672,3329.958333,7920,76.9,10,0,0,0
0,debt_consolidation,0.145,172.11,11.4019939,16.57,647,5129.958333,21251,80.8,0,0,0,0
0,all_other,0.145,70.57,9.210340372,13.8,642,900,3646,91.1,2,0,0,0
0,all_other,0.1229,667.06,11.26446411,2.38,692,1650,4361,42.3,5,1,0,0
0,debt_consolidation,0.1608,281.58,11.43496392,21.91,647,4950,13446,94,3,0,1,0
0,all_other,0.145,258.16,10.77895629,19.63,657,4379.958333,45076,56.8,6,0,0,1
0,credit_card,0.1292,185.11,10.1266311,19.87,667,570,6156,50.5,0,0,0,0
0,all_other,0.1734,375.24,11.00209984,29.3,677,7920,2737,9.6,6,0,0,1
0,home_improvement,0.1355,271.68,10.36722157,21.28,672,1081,7184,66.5,3,0,0,0
0,debt_consolidation,0.1418,445.45,10.49127422,18.93,667,1298,17784,52,5,0,0,1
0,debt_consolidation,0.1608,246.38,11.05089001,22.74,647,5519.958333,13910,77.7,0,1,0,0
0,debt_consolidation,0.1861,214.2,10.77895629,27.33,642,1718,5660,75.8,3,0,0,0
0,debt_consolidation,0.1418,171.33,10.66895539,10.38,647,4409.958333,9168,89,1,0,0,0
0,educational,0.1134,157.92,10.23995979,5.14,677,816.9583333,40,3.3,1,0,0,0
0,debt_consolidation,0.1324,38.04,10.52406404,16.81,652,3900,1097,58.1,6,0,1,1
0,all_other,0.1324,497.01,10.08580911,2.7,672,1800,923,21.5,7,0,0,1
0,all_other,0.1166,330.53,11.40756495,19.93,717,5355,35140,43.3,8,0,0,0
0,major_purchase,0.1229,266.83,11.31007462,14.2,677,5609.958333,1921,23.7,9,0,1,0
0,major_purchase,0.1229,770.46,10.858999,17.03,707,2579.958333,15455,22.4,11,0,0,1
0,credit_card,0.1103,180.15,11.15625052,15.51,692,6629.958333,8333,57.5,5,0,1,0
0,credit_card,0.1482,121.03,10.66895539,20.76,657,3600,9366,85.1,0,0,0,0
0,debt_consolidation,0.145,413.06,10.77895629,3.8,657,3389.958333,4554,44.6,0,0,0,0
0,debt_consolidation,0.1545,397.71,10.46310334,13.89,647,2501,15168,35.3,3,0,0,0
0,all_other,0.1355,203.76,11.51292546,9.28,662,7110,33351,99,4,2,0,0
0,debt_consolidation,0.0976,192.93,10.4968144,17.87,717,4859.958333,12736,59.2,4,0,0,0
0,all_other,0.0945,96.03,9.210340372,3.6,707,510,814,10.7,1,0,0,0
0,debt_consolidation,0.1671,371.96,10.66895539,22.55,642,1380,11967,84.9,2,0,0,1
0,debt_consolidation,0.1513,277.84,11.49272276,6.73,642,3419.958333,23522,60.2,0,0,0,0
0,credit_card,0.1482,207.47,10.77895629,22.13,657,8099.958333,22512,57.9,6,0,0,0
0,debt_consolidation,0.1545,348.87,11.01501607,15.1,642,2669.958333,4344,54.3,3,0,0,0
0,major_purchase,0.1324,338.1,11.09741002,9.13,672,2821,6673,40.9,4,1,0,1
0,all_other,0.1197,664,11.40769827,18.96,707,2549.958333,17212,39.7,7,0,0,0
0,major_purchase,0.1324,148.77,10.52406404,18.04,662,3900,1085,57.5,6,0,1,1
0,all_other,0.1482,82.99,10.27505111,28.06,702,3389.958333,4253,16.3,5,0,0,0
0,credit_card,0.145,247.84,10.35421279,17.78,652,3630,8382,64.5,1,2,0,1
0,debt_consolidation,0.1576,437.99,11.48246626,11.84,652,4079.958333,21861,88.1,2,0,0,0
0,debt_consolidation,0.1071,489.03,11.50287513,8.65,712,8220,114516,37.1,7,1,0,0
0,credit_card,0.1229,200.12,11.2515607,17.69,672,10530,57578,76.9,5,0,0,0
0,credit_card,0.1387,272.92,11.28978191,11.1,657,8069.958333,9034,64.5,0,0,0,0
0,debt_consolidation,0.1292,84.14,10.71441777,22.32,672,6390,4744,32.1,9,0,0,1
0,all_other,0.1545,348.87,11.98292909,25.72,682,3749.958333,205347,90.3,4,0,0,0
0,all_other,0.1355,169.8,10.40426284,16.62,657,1632,7966,106.2,0,0,0,0
0,credit_card,0.1513,85.09,10.08580911,28.15,697,1499.958333,4708,72.4,2,0,0,0
0,debt_consolidation,0.1576,280.31,10.77895629,25.4,677,1980,6814,34.9,8,0,0,1
0,debt_consolidation,0.1387,341.15,10.75577295,19.73,662,11940,61882,60.6,0,0,0,0
0,all_other,0.1197,116.2,9.975994243,26.84,772,12990,1511,11.4,2,0,0,0
0,credit_card,0.1418,68.54,10.49127422,17.17,647,719.9583333,5065,84.4,3,0,0,0
0,credit_card,0.1418,342.66,11.41861479,12.99,657,3065.958333,7053,44.1,0,2,0,1
0,debt_consolidation,0.1734,89.56,10.59663473,25.77,652,5609.958333,28446,64.1,10,3,0,0
0,all_other,0.1355,407.52,10.59663473,3.9,662,3270,6560,37.9,10,0,0,1
0,debt_consolidation,0.1861,535.95,11.007419,24.29,657,3180,28890,72,1,0,0,0
0,credit_card,0.1134,315.84,11.6351431,18.54,707,9899.958333,45303,46,6,0,0,0
0,debt_consolidation,0.1197,249,11.1844214,5.7,682,9119.958333,10832,32,5,0,0,0
0,major_purchase,0.1103,163.77,10.54534144,0.47,682,449.9583333,4254,33.2,5,0,0,0
0,debt_consolidation,0.1418,342.66,10.4744671,7.63,657,4320,5957,82.7,0,0,1,0
0,debt_consolidation,0.1482,414.93,10.54534144,9.76,652,2609.958333,5628,54.6,0,0,0,0
0,debt_consolidation,0.1292,176.7,9.903487553,13.38,667,900,3987,97.2,1,0,0,1
0,debt_consolidation,0.1766,807.8,12.04355372,26.97,682,9599.958333,119451,95,0,0,0,0
0,debt_consolidation,0.145,688.42,11.32659589,25.4,717,6569.958333,26938,75.9,0,0,0,1
0,debt_consolidation,0.1734,573.16,10.71708089,16.44,652,1859.958333,12700,92,3,0,0,0
0,debt_consolidation,0.145,344.21,10.49127422,6.13,657,13740,9060,78.1,1,0,0,0
0,credit_card,0.1703,373.62,10.73639668,23.22,652,3005.958333,19508,68,1,0,0,0
0,debt_consolidation,0.1797,361.38,11.28978191,29.72,672,8489.958333,25879,77.2,2,3,0,0
0,all_other,0.0863,284.66,11.05089001,0.29,737,360,76,7.6,1,0,0,0
0,debt_consolidation,0.1829,411.99,11.46163217,20.48,652,7207,10705,44.6,7,1,1,0
0,credit_card,0.1734,182.7,10.69618591,26.78,657,1980,12061,89.3,8,0,0,0
0,all_other,0.0945,179.26,11.77528973,3.06,722,4560,1743,19.4,8,0,0,1
0,educational,0.1418,123.36,10.55581274,19.81,652,5219.958333,1682,46.7,7,2,0,1
0,credit_card,0.1482,345.78,11.51292546,9.73,647,4799.958333,19717,95.7,1,0,1,1
0,debt_consolidation,0.1197,166,10.30895266,20.76,687,4079.958333,14536,68.9,4,0,0,0
0,credit_card,0.1418,227.87,10.91508846,23.04,687,4079.958333,17568,66,4,0,0,0
0,debt_consolidation,0.1387,85.29,10.1266311,4.18,647,509.9583333,2634,38.2,4,0,0,0
0,credit_card,0.1797,503.22,11.09741002,24.71,657,6870,28570,93.7,7,0,0,1
0,all_other,0.1766,116.95,10.69194491,26.84,647,16260,31416,97.6,4,1,0,0
0,educational,0.1261,83.77,10.05057046,3.78,677,660,1548,70.4,3,0,0,1
0,credit_card,0.1734,644.8,11.05089001,25.68,677,5579.958333,6461,64.6,2,1,0,0
0,all_other,0.1355,183.39,10.3609124,3.11,657,5879.958333,4383,54.8,5,0,0,1
0,credit_card,0.1482,414.93,11.23434848,10.24,652,1889.958333,19512,38.3,1,1,0,0
0,all_other,0.164,353.55,12.3883942,12.37,652,5850.958333,188,37.6,1,5,0,0
0,debt_consolidation,0.1071,163.01,11.28978191,12.08,702,6090,14434,56.4,9,0,1,0
0,all_other,0.1766,21.59,10.0785327,26.89,642,720,495,99,2,0,0,1
0,credit_card,0.1608,211.18,11.98292909,28.34,682,3749.958333,205347,90.3,4,0,0,0
0,all_other,0.1166,247.9,11.1844214,21.22,702,3689.958333,87698,33.6,1,0,0,0
0,credit_card,0.145,309.79,10.81977828,27.84,692,3450,39486,86.4,1,0,0,0
0,debt_consolidation,0.1734,644.8,11.40756495,25.59,687,4680,61915,86.2,1,0,0,0
0,all_other,0.0945,224.07,11.51292546,7.6,717,4560,32145,83.1,8,0,0,1
0,debt_consolidation,0.1197,196.71,11.38509209,20.84,687,5189.958333,44040,83.3,17,0,1,1
0,all_other,0.1355,45,11.09741002,11.65,647,4620,11518,94.3,0,0,0,1
0,debt_consolidation,0.164,530.33,11.40756495,18.12,657,6390,13605,70.9,2,1,0,0
0,all_other,0.1103,163.77,11.6351431,5,682,9899.958333,30461,37,4,0,0,0
0,all_other,0.1861,291.68,12.30138283,6.87,647,4049.958333,378,5,0,11,1,0
0,all_other,0.0832,15.75,11.51292546,14.02,747,1020,56,5.6,1,0,0,0
0,all_other,0.1482,242.05,10.6454249,11.14,642,1260,14902,80.1,1,0,0,0
0,debt_consolidation,0.1418,143.92,10.40426284,9.2,647,4799.958333,5509,96.6,1,1,1,1
0,debt_consolidation,0.1734,279.42,10.858999,28.36,672,4469.958333,17905,92.3,1,0,1,0
0,credit_card,0.1829,181.5,11.00209984,27.14,642,2370,37962,85.1,1,0,0,0
0,debt_consolidation,0.1071,97.81,10.20359214,18.89,697,3812,0,81.3,0,0,0,0
0,debt_consolidation,0.1008,164.76,9.61580548,11.12,707,6209.958333,9115,37.8,11,0,0,1
0,all_other,0.1261,308.26,11.46194791,27.4,747,6959.958333,66423,40.5,7,0,0,1
0,credit_card,0.1418,136.21,10.08580911,29.7,727,5640,9862,16.4,0,1,0,0
0,debt_consolidation,0.1545,453.52,10.59663473,14.52,657,3810,8545,82.2,3,0,0,0
0,debt_consolidation,0.1292,30.29,9.454070557,25.11,717,3180,3584,50.6,0,0,0,0
0,credit_card,0.1829,399.28,11.60823564,11.09,657,2130,40915,2.4,1,0,0,1
0,all_other,0.0976,289.4,11.08723724,17.12,727,4560,44248,22.8,4,0,0,0
0,all_other,0.1355,203.76,10.54534144,25.93,707,6915,39481,92.9,0,0,0,1
0,debt_consolidation,0.1261,134.03,10.59663473,20.07,677,4409.958333,15721,85.4,4,0,0,0
0,all_other,0.1482,193.64,11.19821472,20.6,657,3329.958333,2166,83.3,2,0,0,1
0,credit_card,0.1324,216.39,10.51867319,25.07,717,4590,13913,43,0,0,0,0
0,debt_consolidation,0.1482,167.7,10.91828336,10.4,647,3600,6171,67.1,1,3,1,1
0,debt_consolidation,0.145,314.1,10.89951325,17.24,657,2699.958333,10643,71.9,1,0,0,0
0,all_other,0.1482,259.33,11.15625052,25.68,692,6959.958333,64723,69.9,0,0,0,0
0,all_other,0.1418,270.7,10.77895629,15.1,657,4710,5192,78.7,0,1,0,1
0,debt_consolidation,0.1387,163.75,10.73639668,22.72,662,2010,0,71.7,6,0,0,0
0,credit_card,0.1292,201.94,10.57131693,25.48,732,3611,13047,43.5,0,0,0,0
0,debt_consolidation,0.145,165.23,11.05089001,11.39,642,4019.958333,11823,54.2,2,0,0,0
0,educational,0.1355,190.18,10.57131693,6.77,657,725,4885,57.5,0,0,0,0
0,debt_consolidation,0.1292,100.97,10.54534144,19.52,672,4529.958333,8443,33.2,4,1,0,0
0,credit_card,0.1576,148.04,10.81977828,21.5,652,5519.958333,17817,55.5,1,0,0,1
0,credit_card,0.1071,58.69,11.71993963,11.55,682,4950,15853,63.4,6,0,0,0
0,debt_consolidation,0.1229,106.73,10.91508846,9.1,667,3480,1062,59,12,0,0,1
0,home_improvement,0.1766,163.72,10.81977828,24.46,647,5790,16723,70.6,0,0,0,0
0,debt_consolidation,0.1734,179.12,10.46310334,26.78,652,4230,5101,92.7,5,1,1,1
0,debt_consolidation,0.1134,119.27,10.77895629,13,687,5519.958333,82141,91.8,3,0,0,1
0,debt_consolidation,0.1355,119.71,10.55841352,10.91,657,5040,3513,92.4,1,0,0,0
0,debt_consolidation,0.145,123.06,11.40756495,9.37,647,2850,20827,74.4,1,0,0,0
0,debt_consolidation,0.1576,324.11,10.57131693,22.58,652,4889.958333,29629,75.8,3,0,0,0
0,all_other,0.1513,266.55,11.8493977,18.08,647,2760,12578,76.7,0,0,0,1
0,home_improvement,0.1861,227.87,11.00209984,26.08,642,5790,57415,83.1,1,0,0,0
0,all_other,0.1261,73.72,10.59663473,10.53,667,3570,4832,25,5,1,0,0
0,debt_consolidation,0.1482,74.35,10.46310334,13.68,642,3900,4207,79.4,4,0,0,1
0,all_other,0.1482,79.53,11.22524339,16.05,652,3029.958333,894,89.4,1,0,0,1
0,debt_consolidation,0.1482,151.28,11.43154186,26.24,697,3449.958333,150334,87.7,0,0,0,0
0,debt_consolidation,0.145,75.73,10.8365174,7.27,647,4409.958333,6417,71.3,0,0,0,0
0,home_improvement,0.1482,172.89,10.858999,14.17,642,7439.958333,5355,43.5,1,2,0,0
0,debt_consolidation,0.1734,143.29,10.30895266,28.56,667,2669.958333,14951,82.1,5,1,0,0
0,debt_consolidation,0.1418,207.31,10.59663473,26.88,702,3096,12531,71.6,0,0,0,1
0,debt_consolidation,0.1103,196.52,10.59663473,13.44,692,3480,19372,73.9,4,0,0,0
0,debt_consolidation,0.1576,218.12,10.79939189,27.41,677,5189.958333,20582,96.2,0,0,0,0
0,all_other,0.1134,190.82,10.71441777,22.45,712,5129.958333,18933,60.3,9,0,0,1
0,debt_consolidation,0.1766,179.92,11.91839057,27.86,652,5999.958333,110498,99.7,7,0,0,1
0,debt_consolidation,0.1355,135.84,10.79957558,18.74,667,3540,16195,88.5,4,1,0,0
0,all_other,0.1513,41.68,10.59663473,24.81,657,3870,7809,85.8,5,1,1,1
0,debt_consolidation,0.1387,204.69,11.22524339,25.84,702,3248,30509,69.2,0,0,0,0
0,credit_card,0.1387,104.05,11.22524339,10.14,647,7260,17142,54.6,2,0,0,0
0,credit_card,0.1103,58.96,11.26076496,18.24,687,10379.95833,80490,55.2,1,0,0,1
0,debt_consolidation,0.1482,207.47,11.15625052,12.65,642,7890,4208,89.5,1,0,2,0
0,credit_card,0.1418,102.8,10.40426284,22.79,657,1650,7958,106.1,0,0,0,0
0,all_other,0.1324,104.81,10.71441777,12,657,8940,2829,108.8,0,0,0,0
0,credit_card,0.1324,108.2,11.253301,19.96,662,3210,14188,71.3,5,0,0,0
0,debt_consolidation,0.1292,60.58,10.55581274,8.34,657,1620.958333,442,12.6,3,0,0,0
0,debt_consolidation,0.1475,103.63,10.49127422,15.87,642,2127,2779,86.8,1,1,0,1
0,debt_consolidation,0.0945,115.24,11.40756495,10.43,717,7260,13544,48.9,4,0,1,0
0,home_improvement,0.1229,116.74,11.03488966,26.74,737,5430,9366,40.7,6,0,0,1
0,home_improvement,0.1071,202.13,11.1526727,10.63,697,3900,5031,59.2,4,0,0,1
0,debt_consolidation,0.1482,242.05,11.39075783,16.3,647,3180,9600,72.7,4,0,0,1
0,all_other,0.1166,90.9,10.46310334,10.15,677,899.9583333,2315,77.2,1,0,0,0
0,all_other,0.1387,170.58,11.22524339,16.16,652,3029.958333,894,89.4,1,0,0,1
0,credit_card,0.1261,83.77,10.95080655,24.17,702,8459.958333,30734,83.6,4,0,1,0
0,debt_consolidation,0.145,258.16,11.26446411,18.37,657,2190,18158,55.8,1,0,0,0
0,home_improvement,0.1387,255.86,11.04764666,24.59,687,3089.958333,29828,83.6,7,0,0,0
0,debt_consolidation,0.1703,107.01,11.40756495,28.3,667,7709.958333,42876,79.1,5,0,0,0
0,debt_consolidation,0.1861,185.04,11.22524339,28.66,652,6150,24671,72.3,3,0,0,0
0,major_purchase,0.08,125.35,10.30895266,12.2,752,539.9583333,70,2.9,0,0,0,0
0,all_other,0.145,68.85,11.12726298,24.16,662,5370,10498,100,1,0,0,1
0,all_other,0.1134,210.56,10.6454249,5.6,682,1199.958333,4713,61.2,6,0,0,1
0,debt_consolidation,0.1513,260.47,10.98536052,17.59,647,3480,8135,79,3,0,0,1
0,all_other,0.1482,138.31,10.12647109,3.55,642,509.9583333,2387,88.4,3,0,0,0
0,debt_consolidation,0.145,175.55,10.71441777,26.4,697,3840,5132,41.4,2,0,0,0
0,debt_consolidation,0.1324,57.48,10.17381999,11.72,652,2520,6962,31.2,2,1,0,0
0,credit_card,0.1355,163.01,10.50232405,4.65,652,2040,4684,80.8,1,1,0,0
0,major_purchase,0.1261,46.91,9.740968623,20.4,672,990,3368,42.1,6,0,0,0
0,all_other,0.1134,230.3,11.41751528,11.93,677,3029.958333,12965,96.8,4,0,0,1
0,all_other,0.1418,102.8,10.71441777,6.69,652,4260,12862,66.6,1,0,0,1
0,all_other,0.1134,210.56,10.91501573,2.71,682,720,5815,49.3,1,0,0,0
0,home_improvement,0.0976,188.91,10.59663473,17.43,727,4559.958333,33,0.1,4,0,1,1
0,major_purchase,0.08,94.01,9.546812609,1.29,737,390,100,1,2,0,0,0
0,debt_consolidation,0.1324,84.53,9.952277717,3.94,662,720,3402,64.2,1,0,0,1
0,credit_card,0.145,165.23,11.39075783,19.75,647,3210,9976,75.6,3,0,0,1
0,all_other,0.164,265.17,11.28978191,28.35,682,3300,61422,85.1,0,0,0,0
0,all_other,0.1861,244.28,11.8313792,28.26,642,3809.958333,205016,88.3,3,0,0,0
0,debt_consolidation,0.1482,62.24,11.00209984,21.86,647,2790,47253,89.2,3,0,0,0
0,debt_consolidation,0.1166,247.9,11.22524339,20.67,707,4230,75661,58.6,2,0,0,0
0,educational,0.1355,135.84,10.71441777,17.63,657,1050,12514,53,1,0,0,0
0,home_improvement,0.0832,62.97,10.6454249,0.29,727,570,305,8,2,0,0,0
0,debt_consolidation,0.1166,247.9,11.05089001,17.5,682,3540,2535,19.1,6,0,0,0
0,major_purchase,0.1229,33.36,9.740968623,1.62,662,539.9583333,984,98.4,1,0,0,0
0,all_other,0.1134,33.73,9.392661929,20.4,697,990,440,11.9,3,0,0,1
0,debt_consolidation,0.1292,252.42,10.818177,18.87,672,4559.958333,5559,54.5,5,2,0,0
0,debt_consolidation,0.1545,69.78,10.79957558,17.85,642,4590,1690,4.3,1,2,0,0
0,educational,0.1229,250.15,11.56171563,21.34,687,4230,20947,51.8,7,0,0,1
0,all_other,0.1482,259.33,11.17043516,24.73,672,5880,34872,75.7,4,0,0,0
0,all_other,0.1387,255.86,12.01370075,20.95,672,6389.958333,14289,34.3,5,1,0,0
0,all_other,0.0863,126.52,9.903487553,0.9,732,570,37,1.5,3,0,0,0
0,credit_card,0.1387,75.06,10.59663473,10.35,642,1589.958333,11606,77.9,1,0,0,1
0,all_other,0.1292,64.79,10.34174248,21.65,667,1050,11806,42.9,8,0,0,1
0,debt_consolidation,0.1292,252.42,12.07254125,14.78,667,7530,84355,95.9,4,0,0,0
0,debt_consolidation,0.0945,160.05,10.59663473,10.53,722,3240,17755,30.7,4,0,0,0
0,all_other,0.1103,98.26,10.59663473,3.09,677,1291.958333,3127,104.2,0,0,0,0
0,all_other,0.1418,164.48,10.46321762,2.37,647,3630,2161,61.7,2,0,0,0
0,all_other,0.0832,220.39,10.1266311,2.21,732,2031.958333,1568,9.1,4,0,0,0
0,all_other,0.1387,238.81,10.30895266,10.8,657,2324.958333,5710,48.8,0,1,0,0
0,all_other,0.1039,243.38,12.08953883,15.69,712,4410,161337,62.9,3,0,0,0
0,debt_consolidation,0.164,265.17,11.22021745,24.01,657,1589.958333,8772,52.5,4,0,0,0
0,all_other,0.0832,157.43,10.81977828,0.6,737,609,973,8.3,0,0,0,0
0,all_other,0.0945,240.08,11.69524702,19.46,752,10769.95833,190486,80.8,1,0,0,1
0,credit_card,0.1261,234.55,11.1844214,25.78,742,12218.95833,52964,71.1,3,0,0,0
0,home_improvement,0.0945,143.25,11.06657586,9.17,722,5790,4764,58.1,8,0,0,0
0,debt_consolidation,0.1355,203.76,11.48242502,12.15,657,3241,8918,70.2,3,0,0,1
0,all_other,0.1387,119.41,11.26446411,8.86,647,2910,5376,71.7,8,1,0,1
0,debt_consolidation,0.1355,135.84,10.858999,10.99,652,6990,11587,54,3,0,1,1
0,credit_card,0.145,258.16,10.96819829,16.04,652,3514,939,11.7,1,0,1,1
0,all_other,0.1861,58.34,11.72964845,28.29,642,6359.958333,73943,98.1,0,0,0,0
0,debt_consolidation,0.1134,246.75,11.81303006,21.32,712,12450,76428,68.8,14,0,1,1
0,credit_card,0.1387,218.34,10.6454249,17.37,657,1710,8312,85.7,0,1,0,0
0,credit_card,0.1355,220.74,11.3083583,10.95,657,4620,4037,21.1,0,0,0,0
0,all_other,0.1324,60.86,10.34817337,10.85,652,1169.958333,162,54,1,0,0,0
0,all_other,0.1229,160.1,10.91508846,14.64,667,4229.958333,20749,89.1,6,1,0,1
0,all_other,0.0832,56.68,10.73639668,0.65,732,809.9583333,309,9.1,1,0,0,0
0,major_purchase,0.0976,128.62,10.75248397,7.29,707,990,0,19.3,0,0,0,0
0,debt_consolidation,0.145,189.32,10.59663473,4.89,642,4680,4030,62,0,0,0,0
0,credit_card,0.1039,48.68,8.9226583,4.96,687,600,1954,43.4,1,0,0,0
0,all_other,0.1703,124.84,11.15625052,25.51,662,5189.958333,7461,90.5,8,0,0,1
0,debt_consolidation,0.1008,242.29,11.56171563,13.37,712,5279.958333,5495,13.1,6,0,0,0
0,all_other,0.1229,40.03,10.23995979,7.64,662,1020,2391,99.6,0,0,0,0
0,debt_consolidation,0.1222,208.25,10.6454249,9.71,682,3599.958333,29116,78.1,5,0,0,0
0,debt_consolidation,0.06,184.28,10.35964577,7.49,647,2369.958333,7884,63.1,1,0,0,0
0,debt_consolidation,0.1166,181.79,9.903687533,9.9,677,1471,5111,104.3,4,0,0,0
0,debt_consolidation,0.0976,96.47,9.472396897,5.45,702,660,1470,21.6,0,0,0,1
0,all_other,0.08,94.01,9.903487553,7.66,732,1080,814,9.5,0,0,0,0
0,major_purchase,0.0976,97.27,9.68009397,1.73,707,755,758,47.4,1,0,0,0
0,debt_consolidation,0.164,197.99,11.05089001,26.46,662,2309.958333,14343,42.1,2,0,0,0
0,debt_consolidation,0.1576,122.64,10.96812932,28.7,692,3869.958333,9662,50.9,5,0,0,0
0,home_improvement,0.1513,260.47,11.22524339,17.76,647,5850,12902,70.1,0,0,0,0
0,credit_card,0.1324,114.96,10.30895266,23.44,687,990,3451,30.3,2,0,0,0
0,home_improvement,0.1355,254.7,10.91508846,15.1,662,3900,17599,41.7,11,0,0,0
0,debt_consolidation,0.1103,128.56,10.6454249,14.46,692,4109.958333,3083,16.3,4,1,0,0
0,all_other,0.0768,182.46,10.26813067,0.42,782,2580,449,15,1,0,0,0
0,all_other,0.1355,135.84,10.9331784,8.98,652,3630,1254,96.5,2,0,0,0
0,debt_consolidation,0.1197,249,11.88448902,18.16,682,6689.958333,105863,49.3,8,0,0,1
0,debt_consolidation,0.1576,63.95,9.903687533,25.07,667,1319.958333,5411,35.6,3,0,0,0
0,all_other,0.1324,169.05,10.83958091,9.22,657,4949.958333,3024,65.7,1,0,2,0
0,all_other,0.145,41.31,10.81627215,22.2,652,2999.958333,12759,78.8,2,0,0,0
0,all_other,0.1355,81.51,10.17198681,22.94,662,479.9583333,558,22.3,4,0,0,0
0,all_other,0.1261,75.39,11.66838957,11.74,667,3359.958333,210,70,11,1,0,0
0,all_other,0.1071,32.61,9.998797732,14.7,687,3119.958333,6720,101.8,2,0,0,1
0,credit_card,0.1103,245.65,11.09741002,6.38,692,3630,23192,85.6,4,0,0,0
0,credit_card,0.1134,213.85,11.42954386,2.78,682,3869.958333,32776,65,4,0,0,0
0,debt_consolidation,0.1324,67.62,10.37349118,6.94,652,3180,2324,12.9,1,2,2,0
0,all_other,0.1608,149.59,10.46321762,26.36,667,6960,6644,35.9,12,0,0,0
0,debt_consolidation,0.1261,134.03,10.00784757,23.02,702,1050,2740,21.1,6,0,0,0
0,all_other,0.1324,121.72,11.231623,9.14,657,3180,3453,53.1,0,0,0,0
0,major_purchase,0.1039,113.58,11.15625052,12.86,692,3839.958333,6469,8.7,15,0,0,1
0,debt_consolidation,0.1197,199.2,10.77895629,15.38,677,4229.958333,4956,40,4,0,0,0
0,home_improvement,0.1703,107.01,11.15625052,25.03,657,7950,43878,94.8,0,0,0,0
0,educational,0.1261,67.02,11.9511804,17.69,662,4410,32135,91.1,11,0,0,0
0,all_other,0.1355,61.13,10.95080655,11.22,652,4919.958333,4334,98.5,4,0,0,0
0,debt_consolidation,0.1418,95.95,10.81977828,8.5,642,3839.958333,4151,45.6,2,0,0,0
0,debt_consolidation,0.1286,252.2,10.42228135,8.93,667,1719,5528,87.7,4,0,0,1
0,all_other,0.1482,186.72,10.77895629,19.4,652,4619.958333,21093,85.1,3,1,0,1
0,all_other,0.08,141.02,10.16600565,1.43,767,929.9583333,1057,23.5,0,0,0,0
0,major_purchase,0.1513,243.11,10.73630972,18.91,652,2729.958333,12634,76.6,0,0,0,0
0,debt_consolidation,0.1197,194.22,11.60827201,11.62,677,4290,15038,93.3,4,0,0,0
0,debt_consolidation,0.145,258.16,11.91839057,26.27,697,5070,91148,95.4,2,0,0,0
0,debt_consolidation,0.1418,181.61,10.91501573,10.04,657,5100,3729,70.4,3,0,0,0
0,educational,0.1349,42.42,9.798127037,4.67,652,869.9583333,1157,0,1,0,0,1
0,credit_card,0.1103,245.65,10.71441777,11.41,687,4830,5148,12.7,7,0,0,0
0,debt_consolidation,0.1418,102.8,9.998797732,15.44,647,1500,7872,66.2,1,2,0,1
0,all_other,0.1159,231.14,11.06676335,10.63,687,3149.958333,5260,24.2,10,0,0,1
0,debt_consolidation,0.1261,251.3,10.66895539,11.72,667,1020,1,0,0,0,0,0
0,all_other,0.1387,136.46,10.25765937,10.21,647,3660,1485,74.2,5,0,1,0
0,credit_card,0.1545,261.65,10.91508846,24.94,667,5190,41705,95.2,8,0,0,1
0,all_other,0.1001,242.04,11.73606902,18.85,737,6570,276911,23.9,1,0,0,0
0,credit_card,0.1475,202.08,10.46321762,25.09,687,1977.958333,5748,25.4,0,0,0,0
0,debt_consolidation,0.1222,193.26,10.15393494,20.88,687,6120,8883,78.6,4,0,0,0
0,all_other,0.1854,145.7,11.00209984,28.41,657,1740,18242,70.2,0,0,0,0
0,credit_card,0.1222,249.9,11.09741002,12.11,677,5070,5319,106.4,0,0,0,0
0,all_other,0.1507,260.25,11.69524702,14.84,652,7260,21881,82.5,2,4,0,1
0,all_other,0.0863,113.87,10.43399815,0.71,717,599.9583333,372,7.4,0,0,0,0
0,all_other,0.138,170.41,10.30895266,17.88,657,509.9583333,2229,34.8,2,0,0,0
0,all_other,0.1317,81.07,9.85198371,24.51,687,929.9583333,0,0,0,0,0,1
0,all_other,0.1507,138.8,10.46310334,17.47,642,3660,1085,77.5,3,0,0,0
0,all_other,0.1412,205.42,10.83958091,9.01,657,5219.958333,4050,34.6,4,3,0,1
0,credit_card,0.1601,263.72,10.71441777,22.83,652,3539.958333,15056,99.1,1,0,0,0
0,all_other,0.1507,86.75,10.04324949,24.47,667,2491,4374,52.7,4,0,0,0
0,home_improvement,0.1665,266.1,10.81977828,20.93,642,5041,15831,56.3,3,0,0,0
0,credit_card,0.1412,239.66,11.17043516,6.24,657,2490,8558,80.7,3,0,0,0
0,credit_card,0.1064,244.27,10.59663473,2.07,702,11730,599,3.2,8,1,1,1
0,all_other,0.097,160.64,10.42797937,7.24,717,1050,2208,15.7,3,0,0,0
0,credit_card,0.1254,150.63,10.91508846,10.89,662,5760,20578,29.7,11,0,0,0
0,credit_card,0.1355,169.8,11.46163217,7.79,657,1964.958333,10978,98.9,4,0,0,0
0,credit_card,0.1191,364.89,11.05673006,13.9,687,2339.958333,22954,66,4,0,0,0
0,debt_consolidation,0.1538,306.7,10.4487146,7.86,647,5279.958333,7424,73.7,1,0,0,0
0,debt_consolidation,0.157,245.07,10.30895266,24.12,662,1770,12814,69.6,4,0,0,0
0,all_other,0.1191,116.1,11.60827201,8.44,672,4259.958333,390,32.5,4,0,0,0
0,debt_consolidation,0.157,235.44,10.4487146,8.7,647,5279.958333,16690,91.2,4,0,0,1
0,credit_card,0.1696,534.5,12.12269104,12.76,647,2190,49303,99.2,0,0,0,1
0,home_improvement,0.1191,497.58,11.08214255,19.66,702,1949.958333,24985,49.6,5,0,0,0
0,all_other,0.1791,144.43,10.86856845,29.9,662,3119.958333,15473,65.3,0,1,0,0
0,all_other,0.1064,35.83,9.547098282,4.2,687,3210,1032,9.5,4,0,0,0
0,all_other,0.1696,503.32,10.71441777,18.8,652,2523,11577,60.9,1,0,0,0
0,all_other,0.1538,174.26,10.77895629,15.65,652,4020,901,42.9,1,0,1,0
0,credit_card,0.0863,170.8,10.68051622,10.18,742,2399.958333,0,17.7,3,0,0,0
0,debt_consolidation,0.1886,274.39,11.31447453,27.26,652,3543.958333,22515,95.8,3,0,0,0
0,debt_consolidation,0.157,262.57,10.87039535,21.38,652,4650,20032,72.1,1,0,0,0
0,educational,0.157,157.55,10.65608219,23.89,662,2130,5361,42.2,12,0,0,1
0,all_other,0.1412,140.37,11.1844214,1.57,652,1649.958333,3842,27.4,3,2,0,0
0,credit_card,0.1601,281.3,11.40756495,5.93,657,2819.958333,50545,54.6,0,0,0,0
0,all_other,0.1191,232.2,12.56024446,4.33,682,2250,20205,1.2,6,0,0,1
0,all_other,0.1064,50.49,10.30895266,15.6,697,6389.958333,1085,11.4,11,1,0,0
0,all_other,0.138,40.9,10.46310334,26.19,707,2100,10975,57.2,4,0,0,0
0,credit_card,0.1412,134.38,11.2553328,12.37,657,3059.958333,11162,40,3,0,0,0
0,educational,0.1412,71.9,10.6454249,8.11,652,2850,5057,26.6,2,1,0,1
0,credit_card,0.1317,233.06,11.91839057,8.6,697,7919.958333,21293,3.4,7,0,0,1
0,credit_card,0.1886,155.49,10.9455436,27.6,667,4259.958333,41478,99.2,3,0,0,0
0,major_purchase,0.138,109.06,10.86856845,17.44,652,3930,5070,64.2,1,3,0,0
0,debt_consolidation,0.1159,166.75,10.7045021,8,687,5309.958333,9387,50.2,4,0,0,0
0,all_other,0.1096,111.25,10.2327913,12.52,702,1709.958333,3999,21.5,4,0,0,0
0,debt_consolidation,0.1475,259.08,10.7342204,17.73,652,5001.958333,6131,68.9,1,0,0,0
0,debt_consolidation,0.138,160.18,10.46310334,11.28,667,3512.958333,832,27.7,4,1,0,0
0,all_other,0.1507,152.68,11.00209984,9.94,642,6690,5770,69.5,1,2,0,0
0,major_purchase,0.1317,183.24,10.6454249,11.83,667,2789.958333,0,0,4,0,0,0
0,educational,0.1854,109.28,10.69194491,26.68,647,9840,20685,89.5,2,0,0,0
0,debt_consolidation,0.1411,266.99,10.59663473,19.5,672,3749.958333,3780,16.2,4,0,0,0
0,debt_consolidation,0.1128,73.14,10.87804719,16.78,702,5160,31412,52.8,5,0,0,0
0,all_other,0.1412,119.83,10.71441777,10.19,657,3210,9771,86.4,4,0,0,0
0,credit_card,0.1759,269.61,10.89673933,27.47,672,3720,23618,62.3,6,1,0,1
0,debt_consolidation,0.1507,41.64,10.59182318,18.27,652,3342,9408,93.1,3,0,0,0
0,credit_card,0.138,170.41,11.2515607,14.01,657,2880,22458,66.4,2,0,0,0
0,debt_consolidation,0.1601,263.72,11.51292546,19.58,642,5520,25366,77.1,0,2,0,1
0,credit_card,0.1286,235.39,10.20359214,26.62,792,6050.958333,8220,10.1,0,0,0,0
0,educational,0.138,61.35,9.852194258,3.85,682,959.9583333,1279,85.3,0,0,0,0
0,all_other,0.1538,209.12,10.08580911,11.5,657,8070,8686,90.5,0,1,0,0
0,home_improvement,0.157,227.56,11.86709728,22.32,652,6809.958333,63685,82.1,1,1,0,0
0,credit_card,0.1886,245.13,10.71441777,25.76,647,3539.958333,31939,82.7,4,0,0,0
0,debt_consolidation,0.1475,55.27,11.55214618,16.97,652,3929.958333,31140,52.6,1,1,0,0
0,debt_consolidation,0.1696,223.6,11.28978191,19.89,642,4649.958333,16012,44.2,6,1,0,0
0,home_improvement,0.1254,192.47,11.8473957,10.85,687,4619.958333,79395,73.8,6,0,0,1
0,credit_card,0.1443,257.91,10.818177,17.67,657,3690,10221,70,1,0,1,0
0,credit_card,0.1317,185.77,11.01862914,13.79,677,2701,25457,70.7,5,0,0,0
0,credit_card,0.1191,202.35,11.00209984,21.82,712,3274,32573,65,4,0,0,1
0,all_other,0.1317,253.32,11.56171563,1.03,677,3660,3607,44,4,0,0,1
0,debt_consolidation,0.1443,165.92,10.37349118,28.76,727,3240,11285,46.6,0,0,0,0
0,all_other,0.1728,125.28,11.19547123,21.1,642,6240,55147,91.9,3,0,0,1
0,all_other,0.157,175.05,10.34174248,25.63,677,7169.958333,9267,16,0,3,0,0
0,debt_consolidation,0.1286,41.2,10.71441777,16.67,677,4500,21022,93,4,0,0,0
0,all_other,0.1538,51.41,10.57544174,21.66,647,3509.958333,3975,81.1,4,0,0,0
0,debt_consolidation,0.1665,229.73,11.15625052,21.02,642,2250,14157,60.2,1,0,0,0
0,all_other,0.1728,153.02,11.00209984,23.28,642,9450,18641,70.6,2,1,1,0
0,debt_consolidation,0.1791,86.66,11.10721033,2.45,647,720,1601,50,3,0,0,0
0,debt_consolidation,0.1254,193.31,11.49272276,12.33,677,5999.958333,26390,43,4,0,0,0
0,debt_consolidation,0.1665,170.3,10.84801583,24.8,657,4892,30177,63.7,0,0,0,0
0,all_other,0.1443,137.55,11.28978191,20.37,662,8279.958333,27954,66.9,4,2,0,1
0,credit_card,0.1665,266.1,12.15477935,17.92,667,6960,149621,64.3,8,0,0,0
0,all_other,0.1475,103.63,10.57131693,5.23,652,1800,2060,12.7,0,4,0,0
0,credit_card,0.1601,246.14,11.38509209,16.83,647,1739.958333,46670,87.8,1,0,0,0
0,educational,0.1507,52.05,9.035986985,10,652,1019.958333,1764,53.5,2,1,0,0
0,credit_card,0.1475,84.64,11.1844214,5.48,662,1080,2199,56.4,2,0,0,0
0,debt_consolidation,0.1507,227.29,11.40756495,18.2,652,2879.958333,55753,79.8,1,0,0,0
0,credit_card,0.1254,199.17,10.71441777,8.21,697,2280,397,3.1,6,1,0,0
0,all_other,0.1443,68.78,11.51292546,27.18,697,4050,53440,88.2,3,0,0,1
0,credit_card,0.1159,198.12,10.81977828,6.5,682,2640,9797,54.4,4,0,0,0
0,all_other,0.1601,112.52,11.14836235,27.21,667,3630,7087,74.8,2,1,0,0
0,debt_consolidation,0.1412,59.92,11.56171563,17.7,657,3989.958333,30734,55.7,1,1,0,0
0,educational,0.1759,107.85,10.75907241,29.74,662,4500,2663,20.3,0,1,0,0
0,educational,0.1936,81.05,10.27505111,23.34,667,2039.958333,6020,65.4,9,0,1,1
0,all_other,0.1241,250.58,11.51292546,15.88,692,4649.958333,24868,60.7,5,0,0,1
0,debt_consolidation,0.1936,276.29,11.91839057,25.47,667,6991,152189,66.3,7,0,0,0
0,credit_card,0.1367,221.12,11.91839057,14.8,672,6511.958333,88223,89.4,4,0,0,1
0,debt_consolidation,0.1588,140.4,10.34174248,21.45,652,2613,11157,54.7,2,0,0,0
0,debt_consolidation,0.1304,337.14,11.00209984,15.92,692,9389.958333,8968,31.6,6,2,0,0
0,home_improvement,0.1146,276.84,10.93221371,7.29,707,2670,6178,25.8,5,0,0,1
0,small_business,0.1146,659.14,11.49272276,15.75,717,7050,106366,56.7,3,0,0,0
0,debt_consolidation,0.1367,85.05,11.08220409,4.19,667,11939.95833,2368,21.5,4,1,1,0
0,debt_consolidation,0.1462,275.84,10.82337182,16.12,662,2759.958333,3982,48,5,1,0,0
0,debt_consolidation,0.1715,116.12,10.1266311,22.32,672,2519.958333,13430,79.5,9,0,0,0
0,credit_card,0.1114,262.45,12.61153775,17.54,732,5130,255001,91.8,4,0,0,0
0,small_business,0.1304,674.27,11.8493977,4.89,697,6149.958333,26761,47.1,4,0,0,0
0,home_improvement,0.1304,202.28,11.15625052,10.77,677,3120,244,8.7,6,0,0,0
0,debt_consolidation,0.1336,541.89,11.05089001,16.69,702,4709.958333,19516,68,6,0,0,1
0,debt_consolidation,0.1715,857.46,12.30951332,12.7,672,3179.958333,40099,52.8,6,0,0,0
0,debt_consolidation,0.1114,262.45,10.71441777,6.93,722,7169.958333,26610,65.4,4,1,0,0
0,small_business,0.1336,677.36,11.7829526,15.16,682,7830,134025,67.9,0,0,0,0
0,all_other,0.1209,266.06,11.33857208,9.87,702,3420,1077,15.8,5,0,0,0
0,debt_consolidation,0.1525,869.7,12.20607265,9.49,682,4679.958333,54003,48.4,5,0,0,1
0,small_business,0.1367,850.44,11.60823564,23.05,702,3989.958333,238903,80.5,1,0,0,0
0,all_other,0.1588,701.96,11.28978191,0.98,697,1140,3401,5.8,7,0,0,0
0,debt_consolidation,0.1683,302.33,11.00209984,14.68,682,11520,0,0,9,1,0,0
0,small_business,0.1525,869.7,11.7905572,11.74,707,2220.041667,20794,57.1,7,0,0,0
0,debt_consolidation,0.1778,901.06,11.28978191,12.99,672,5610.041667,35251,83.5,6,1,0,0
0,home_improvement,0.0938,127.91,11.69524702,6.46,727,5101,138492,49.4,1,0,0,0
0,debt_consolidation,0.1304,168.57,10.29200994,20.38,672,2370.041667,4546,56.1,4,0,0,1
0,all_other,0.1272,268.48,10.51867319,14.4,707,2280.041667,2479,45.1,6,0,0,0
0,debt_consolidation,0.1304,539.42,11.21182037,6.11,697,2430,16917,71.1,5,0,0,0
0,debt_consolidation,0.1178,165.55,9.998615898,2.07,702,3720.041667,1312,17,4,0,0,0
0,home_improvement,0.1209,665.15,12.57764999,10.06,712,8310,211463,0,4,0,0,0
0,small_business,0.143,257.43,10.75798798,22.85,677,4770.041667,29895,54.3,6,0,0,1
0,all_other,0.1304,337.14,10.83958091,12.8,707,4200.041667,3359,12.9,5,1,0,0
0,credit_card,0.1493,311.68,10.30895266,10.72,662,1950.041667,11255,73.6,5,0,0,0
0,credit_card,0.1272,268.48,10.77895629,18.5,677,1830,7368,82.8,4,0,0,1
0,small_business,0.1336,845,11.98292909,7.91,712,3060.041667,16716,22.4,5,0,0,0
0,debt_consolidation,0.1178,264.88,10.73639668,11.74,702,1980.041667,6290,33.1,4,0,0,0
0,credit_card,0.1336,541.89,11.91839057,24.55,682,7290,146579,85.4,3,0,0,1
0,debt_consolidation,0.1525,869.7,10.71441777,13.73,697,7860.041667,18840,54.8,6,0,0,1
0,educational,0.1557,559.13,10.6454249,6.83,707,10410.04167,8044,30.7,8,0,0,0
0,debt_consolidation,0.143,154.46,10.38899537,19.5,687,840.0416667,2967,42.4,2,0,0,1
0,small_business,0.0938,95.94,11.22524339,1.36,727,7650,3484,29,4,0,0,1
0,credit_card,0.1241,334.11,10.59663473,9.51,692,6690.041667,23534,45.8,4,0,0,0
0,debt_consolidation,0.1083,365.78,12.76569986,9.43,717,8640,228727,77.5,4,0,0,1
0,debt_consolidation,0.1462,189.64,10.08580911,20.45,672,1350,4609,83.8,4,0,0,0
0,educational,0.16,114.27,9.798127037,20.2,662,1517.041667,1748,83.2,6,0,0,0
0,home_improvement,0.143,252.28,11.08214255,8.22,667,4650,13081,83.9,5,0,0,0
0,debt_consolidation,0.1284,773.22,11.49276357,22.77,712,5280.041667,29716,80.5,4,0,0,0
0,credit_card,0.1221,186.57,10.91508846,4.36,702,11070.04167,6788,26.7,5,1,1,0
0,credit_card,0.0932,319.47,11.00209984,19.58,757,10950,164974,24.6,0,0,0,0
0,debt_consolidation,0.1947,479.66,11.42954386,24.4,662,6030.041667,58439,70.8,9,0,0,0
0,home_improvement,0.1568,350.02,11.22524339,8.83,677,1050,9700,36.7,2,0,0,1
0,credit_card,0.1474,538.78,11.15625052,24.89,672,6390.041667,67901,79.6,2,0,0,1
0,credit_card,0.1189,397.97,11.28978191,19.63,722,8910.041667,36719,61.5,4,0,0,0
0,debt_consolidation,0.1695,534.41,11.48600638,5.02,677,780.0416667,1513,30.9,1,0,0,0
0,small_business,0.1253,138.89,10.16600565,22.7,677,8970.041667,27535,54.4,1,0,0,1
0,all_other,0.1284,268.95,10.81977828,22.22,697,7440.041667,49391,90.3,2,0,0,1
0,debt_consolidation,0.1379,340.76,10.858999,21.99,682,3030.041667,6641,31.6,4,0,0,1
0,debt_consolidation,0.1474,207.23,10.6454249,22.17,702,4590.041667,17295,74.5,8,0,0,0
0,all_other,0.1505,277.53,10.89858946,14.91,667,6122.041667,26814,57.7,5,5,0,0
0,debt_consolidation,0.16,235.56,10.94022444,21.53,727,5951,9007,33.2,9,0,0,0
0,debt_consolidation,0.1189,265.32,11.00209984,19.52,702,4891.041667,83434,69,3,0,0,0
0,debt_consolidation,0.1505,329.57,10.96301245,12.31,707,10140,25506,98.9,4,0,0,0
0,debt_consolidation,0.1221,183.24,10.23981692,5.53,722,1800,4405,23.4,5,0,0,0
0,small_business,0.1095,392.57,13.01700286,8.49,737,5130,224090,40.1,3,0,0,0
0,home_improvement,0.1474,103.62,10.1266311,14.16,712,6420.041667,7162,44.8,8,0,0,0
0,debt_consolidation,0.1347,182.34,10.10659165,23.36,692,1470,3039,50.6,5,0,0,0
0,debt_consolidation,0.1347,169.62,10.12647109,9.65,687,1860,6608,60.1,4,0,0,0
0,credit_card,0.1505,374.67,11.33857208,12.79,697,5370.041667,26598,97.1,6,0,0,1
0,all_other,0.1537,139.39,10.08580911,18.35,682,870.0416667,1272,38.5,0,0,0,0
0,all_other,0.1695,178.14,10.16585182,2.91,667,1290.041667,8136,36.5,7,0,0,0
0,small_business,0.1726,250.49,10.37349118,12.26,667,2520,26726,98.3,4,0,0,1
0,debt_consolidation,0.1253,334.67,11.64395373,15.39,722,11010,141532,97.2,0,0,0,0
0,all_other,0.1379,511.14,12.68233167,9.98,722,9960.041667,13739,67.7,7,0,0,0
0,debt_consolidation,0.1474,241.76,10.48010092,19.38,672,3810.041667,6907,51.9,5,0,0,0
0,credit_card,0.08,282.03,11.51292546,23.9,777,6660.041667,212878,5.8,2,0,0,0
0,debt_consolidation,0.1347,169.62,9.392661929,9.9,697,1110,2905,25.5,4,0,0,1
0,all_other,0.1663,532.05,11.64395373,21.95,672,5250.041667,107611,89.1,6,0,0,1
0,credit_card,0.167,426.02,11.26446411,9.62,672,3849.958333,7672,78.3,7,0,0,0
0,home_improvement,0.1189,497.46,11.40756495,17.11,712,8040,96473,48.1,1,0,0,0
0,debt_consolidation,0.1316,337.71,11.15625052,19.7,692,4110.041667,27200,69.2,4,0,0,1
0,credit_card,0.1316,189.12,10.49127422,22.6,712,5393.041667,40553,82,1,0,0,1
0,debt_consolidation,0.1505,520.37,10.59663473,12.42,677,3006.041667,8193,33.6,5,0,0,0
0,major_purchase,0.1253,267.73,10.81977828,21.29,697,3060.041667,34938,59.6,4,1,0,0
0,all_other,0.16,175.79,10.66886237,13.12,682,810.0416667,2754,34.4,2,0,0,0
0,debt_consolidation,0.1284,336.18,10.84642022,21.64,712,3000.041667,10227,92.1,4,0,0,1
0,educational,0.1505,173.46,10.71441777,9.52,697,1057,4840,35.6,2,0,0,0
0,debt_consolidation,0.1474,518.06,11.25803322,22.42,687,9600.041667,2009,19.9,5,0,0,0
0,small_business,0.1189,497.46,10.69648007,17.65,727,3150.041667,5665,26.6,4,0,0,1
0,credit_card,0.1284,294.16,11.56171563,18.01,682,3210,112549,82.7,0,0,0,0
0,debt_consolidation,0.1347,407.08,11.46167427,17.36,702,3210,30250,35.9,4,1,0,0
0,debt_consolidation,0.1442,412.6,10.80972795,13.79,717,5010.041667,2976,96,4,0,0,0
0,small_business,0.1126,123.24,11.22524339,11.6,712,5550,10673,21.4,4,0,0,0
0,all_other,0.1568,210.01,11.35040654,7.85,677,1380.041667,3735,66.7,6,0,0,0
0,small_business,0.1379,511.14,11.22524339,14.64,712,3780.041667,1914,32.4,7,0,0,0
0,small_business,0.16,84.38,11.15625052,0.93,702,721,2024,14.6,1,0,0,0
0,small_business,0.1189,397.97,11.35040654,7.31,722,4380,29669,56.8,5,0,0,1
0,debt_consolidation,0.1189,497.46,11.22524339,19.17,717,5940.041667,125642,82.2,0,1,0,1
0,debt_consolidation,0.1158,495.21,11.69524702,14.65,732,9990.041667,182274,48.9,0,1,0,0
0,debt_consolidation,0.1347,101.77,11.00209984,17.68,692,4860.041667,198,3.1,4,2,0,0
0,credit_card,0.1853,546.27,11.98292909,11.27,677,5438,15814,83.2,6,0,0,0
0,educational,0.1821,507.62,11.2708539,16.45,662,4531.041667,95801,82.8,7,0,0,1
0,debt_consolidation,0.1947,295.18,10.76896908,18.18,667,7920.041667,11537,98.6,5,0,1,1
0,home_improvement,0.16,168.76,11.00209984,13.8,667,3600,9761,54.2,6,0,1,1
0,debt_consolidation,0.1568,336.02,10.30895266,10.12,672,1920.041667,9611,40.6,5,0,0,1
0,debt_consolidation,0.1474,345.37,11.00209984,7.6,682,5940.041667,32153,63.3,5,2,0,0
0,home_improvement,0.1821,362.59,10.91501573,13.46,687,2610,3802,9,9,0,0,0
0,credit_card,0.1284,336.18,11.54248427,2.9,722,2250,10338,23.3,5,0,0,0
0,all_other,0.1442,275.07,11.06272446,5.65,707,2400.041667,3606,43.4,6,0,0,0
0,debt_consolidation,0.2011,260.53,10.30895266,10.44,667,540.0416667,6402,80,4,0,1,1
0,all_other,0.0963,385.14,11.28978191,7.41,767,11764,199390,23.2,1,0,0,0
0,small_business,0.1695,890.68,12.20607265,4.33,762,13170,12352,17.1,9,0,0,0
0,all_other,0.1379,204.46,11.58524613,12.02,682,4350,48818,72.1,4,1,0,0
0,debt_consolidation,0.1347,508.84,11.26446411,6.71,717,3720,20490,86.1,4,0,0,0
0,debt_consolidation,0.1411,342.29,11.28983191,9.34,692,4860.041667,30585,79.6,4,0,0,0
0,debt_consolidation,0.1758,539.13,10.65725935,9.91,677,931.0416667,18208,51,3,0,0,0
0,all_other,0.1758,345.05,10.96819829,23.11,677,3540.041667,4656,27.1,8,0,0,0
0,credit_card,0.1916,551.05,11.51292546,2.96,717,7770,5212,13.2,10,1,0,1
0,small_business,0.1316,270.17,10.77895629,4.42,707,5130,5684,83.6,5,0,1,1
0,all_other,0.1411,171.15,10.12679109,5.62,682,2250,4974,24.6,5,0,0,0
0,educational,0.1663,532.05,10.727663,4.45,677,7410.041667,14625,54.2,6,0,0,1
0,home_improvement,0.0932,127.79,11.51292546,10.78,737,2310.041667,116648,15.6,1,0,0,0
0,all_other,0.1568,315.02,10.20359214,8.53,682,1567,8052,57.1,5,0,0,0
0,all_other,0.1537,174.24,10.95954023,18.99,677,1590.041667,8310,52.3,5,0,0,0
0,debt_consolidation,0.1221,333.15,11.62621844,7.02,732,4830,12279,36.4,5,0,0,0
0,credit_card,0.1411,483.49,11.15625052,19.05,692,3960.041667,34491,44.8,4,0,0,0
0,small_business,0.1505,693.83,11.04611673,6.68,717,2283,7657,21.2,7,0,0,0
0,debt_consolidation,0.1884,109.74,10.30895266,23.36,662,1590.041667,2994,99.8,5,0,0,1
0,all_other,0.1347,54.28,12.61153775,6.72,677,7680,27197,46.6,4,1,0,0
0,all_other,0.1411,171.15,10.6454249,13.71,692,4650.041667,1064,11.1,5,1,1,0
0,debt_consolidation,0.1411,143.77,11.08312668,14.24,682,6930,17126,81.6,5,0,0,0
0,all_other,0.1189,72.97,10.30895266,17,717,2042.041667,1243,12.9,4,1,0,0
0,all_other,0.1726,178.93,10.09410791,3.27,697,690.0416667,2526,32.4,2,0,0,0
0,all_other,0.16,105.48,9.998615898,13.2,677,1170,1270,70.6,4,0,0,0
0,all_other,0.1253,281.12,10.81977828,9.53,717,3870.041667,53243,71.8,4,0,0,0
0,educational,0.1884,182.89,11.38509209,4.57,687,630.0416667,1897,29.2,1,0,0,0
0,debt_consolidation,0.1379,170.38,10.1266311,22.18,692,4320.041667,5040,45.2,5,0,1,0
0,all_other,0.1411,684.58,11.54034606,4.34,727,3750,92549,51.6,6,0,0,0
0,home_improvement,0.1461,206.86,10.91508846,18.98,717,5254,2725,38.9,7,0,1,0
0,all_other,0.1474,103.62,9.852194258,2.21,702,815.9583333,915,20.3,0,0,0,0
0,all_other,0.1663,88.68,10.48391386,1.51,707,690.0416667,946,15.8,0,0,0,1
0,home_improvement,0.1695,342.02,11.21187442,15.24,667,3901.041667,3491,64.6,7,0,2,0
0,all_other,0.1537,69.7,9.998797732,3.22,702,1050.041667,2503,27.5,0,0,0,0
0,all_other,0.1474,66.49,9.287301413,20.33,687,930.0416667,1909,14,2,0,0,0
0,debt_consolidation,0.1568,700.04,11.87756858,12.61,737,5310.041667,116893,62.4,8,0,0,0
0,debt_consolidation,0.1947,332.07,10.48574786,12.27,662,3450.041667,434,72.3,7,0,0,0
0,debt_consolidation,0.1442,343.83,10.81977828,22.22,702,5070.041667,5558,23.9,4,0,1,1
0,debt_consolidation,0.1411,136.92,10.81985828,9.96,677,3330,10046,77.3,4,0,0,0
0,major_purchase,0.1663,99.32,9.61580548,16.48,667,1020.041667,6399,50,1,0,0,0
0,all_other,0.1695,213.77,10.46310334,4.8,692,840,6030,27.9,5,0,0,0
0,all_other,0.1568,210.01,10.81977828,5.64,742,4350,9400,25.8,9,0,0,0
0,debt_consolidation,0.1442,375.63,10.6454249,19.29,692,1500,2216,11.5,4,0,0,0
0,small_business,0.1442,240.68,11.51292546,3.18,732,4830,15222,44.5,6,0,0,0
0,home_improvement,0.0963,513.51,13.01700286,9.66,777,6780.041667,255805,20.5,2,0,0,0
0,major_purchase,0.1411,71.89,9.998797732,0,727,870,312,4.2,3,0,0,0
0,debt_consolidation,0.1505,312.23,10.43399815,16.45,682,2640,11614,66,6,0,0,0
0,educational,0.1284,504.27,10.59663473,22.71,717,7140,60267,60.6,0,0,0,0
0,credit_card,0.179,216.6,10.81977828,6.6,677,900,3433,79.8,1,0,0,0
0,major_purchase,0.1695,267.21,10.59653473,21.57,672,1079.958333,3132,78.3,2,0,0,0
0,credit_card,0.1379,302.42,11.37939407,24.99,692,2640.958333,122464,87.7,1,0,0,0
0,all_other,0.1568,210.01,11.40756495,8.28,667,3719.958333,13841,44.9,5,1,0,0
0,major_purchase,0.1347,118.73,9.61580548,17.28,727,930,0,0,0,0,0,1
0,all_other,0.1632,335.48,11.08220409,9.43,712,1919.958333,7081,39.1,8,0,0,0
0,debt_consolidation,0.1663,287.31,10.91501573,22.71,667,6071,16194,84.8,5,0,0,1
0,credit_card,0.1221,239.87,10.27505111,15.77,722,5370,15557,24.5,4,0,0,0
0,small_business,0.1347,376.55,10.96819829,21.27,737,8069.958333,37589,72,7,0,0,1
0,all_other,0.1663,336.97,11.12732181,9.25,682,839.9583333,3050,24.2,3,0,0,0
0,major_purchase,0.16,175.79,11.51292546,22.22,672,4769.958333,37335,55.7,6,0,0,0
0,debt_consolidation,0.1505,291.41,11.22524339,7.12,687,2010,7,0.2,5,0,0,0
0,credit_card,0.1411,82.15,10.858999,11.28,677,1559.958333,7718,65.4,4,0,0,0
0,credit_card,0.1537,522.7,11.35035948,4.04,702,9180.958333,12415,47.6,7,0,0,0
0,educational,0.1663,177.35,9.852194258,17.68,662,2639.958333,679,18.9,6,0,0,1
0,major_purchase,0.2011,91.19,9.305650552,3.16,667,570,242,9.7,6,0,0,0
0,all_other,0.1726,35.79,9.903487553,3,682,570,1131,49.2,0,0,0,0
0,all_other,0.1758,170.73,9.61580548,11.68,707,1650,0,0,9,0,0,0
0,debt_consolidation,0.179,541.5,11.46163217,0.8,687,779.9583333,3118,52,3,0,0,0
0,all_other,0.1568,280.02,11.39639165,12.08,677,7170,22187,45.5,6,0,0,0
0,debt_consolidation,0.1442,85.96,9.852194258,24,672,2520,5475,48.8,4,0,0,0
0,debt_consolidation,0.179,541.5,11.14186178,17.17,702,5129.958333,608,5.7,8,0,0,1
0,debt_consolidation,0.1411,171.15,10.03120068,22.76,717,1080,362,8.4,2,0,0,1
0,all_other,0.1221,799.56,12.20609265,17.97,722,6720,351453,95.1,0,0,0,1
0,home_improvement,0.1284,201.71,11.35040654,12.16,707,3600,24364,63.8,4,0,0,0
0,debt_consolidation,0.1505,503.03,10.07693653,5.75,697,2820,3695,46.2,6,0,1,1
0,all_other,0.1568,350.02,11.87756858,1.26,692,4956,11105,43.5,7,2,0,0
0,all_other,0.1379,340.76,11.13453063,13.82,707,14550,56903,54.2,5,1,0,0
0,debt_consolidation,0.1347,576.69,10.96280446,22.32,717,3359.958333,4583,73.9,5,0,0,0
0,small_business,0.2011,65.14,9.903487553,2.4,667,540,806,17.1,5,0,0,0
0,all_other,0.1411,85.58,10.25765937,7.37,732,779.9583333,0,0,0,0,0,0
0,all_other,0.1474,207.23,10.2646524,1.34,707,902,1185,19.4,1,0,0,0
0,educational,0.1947,184.49,9.210340372,0,682,541,0,0,0,0,0,0
0,all_other,0.1726,53.68,9.586582621,5.27,687,2309.958333,2308,69.9,8,0,0,0
0,small_business,0.1253,240.96,10.81977828,0.6,717,5010,1306,14.4,5,0,0,0
0,small_business,0.1916,293.9,10.57704408,13.19,677,869.9583333,634,42.3,3,0,0,1
0,all_other,0.1632,670.96,10.6359516,17.16,692,1680,10022,24.7,6,0,0,0
0,small_business,0.1284,504.27,11.40756495,4.29,727,6000,19601,56.2,4,0,0,0
0,small_business,0.1726,715.69,11.35040654,17.08,727,5249.958333,28268,53.9,9,0,0,1
0,all_other,0.16,87.9,8.672999643,5.13,672,930,727,72.7,3,0,0,0
0,debt_consolidation,0.1821,184.02,10.08580911,6.85,672,809.9583333,5204,86.7,0,0,0,0
0,all_other,0.1537,348.47,11.1420067,11.01,687,5370,10631,35.3,6,0,0,0
0,home_improvement,0.1505,520.37,10.66886237,11.58,687,2850,4490,43.6,4,0,0,1
0,small_business,0.1379,425.95,11.15625052,16.73,697,8549.958333,74042,41.9,1,2,0,0
0,major_purchase,0.1758,898.55,10.91508846,3.56,697,1109.958333,5341,24,5,0,0,1
0,all_other,0.16,116.02,10.75790288,0.89,662,2669.958333,113,8.7,4,2,0,0
0,home_improvement,0.1632,352.26,11.57119437,2.9,707,4799.958333,726,1,8,0,0,0
0,major_purchase,0.16,175.79,9.952277717,14,682,869.9583333,6348,52,2,0,0,0
0,credit_card,0.1568,42.01,10.59663473,20.58,662,1440,1498,78.8,4,0,0,0
0,debt_consolidation,0.1347,118.73,10.14643373,24.24,692,2249.958333,2146,13.1,4,0,0,0
0,all_other,0.08,338.43,11.55214618,16.13,792,8370,186072,17.9,0,0,0,0
0,debt_consolidation,0.1695,178.14,10.81977828,20.86,667,4829.958333,8652,80.1,7,1,1,0
0,debt_consolidation,0.1663,514.32,11.35977429,23.01,667,7140,22720,86.1,4,1,0,1
0,small_business,0.1537,871.16,12.03765399,0.61,707,7230,4066,46.3,4,0,1,0
0,debt_consolidation,0.1474,552.59,11.39863632,3.63,732,5549.958333,15306,51.2,7,0,0,0
0,all_other,0.1474,48.36,10.20359214,3.42,682,2880,124,41.3,5,0,0,1
0,debt_consolidation,0.1758,790.73,12.26434155,20.46,667,5249.958333,40604,65,4,0,0,1
0,all_other,0.0768,262.01,11.8493977,14.2,712,5640,164861,35.2,0,0,0,0
0,all_other,0.0768,374.29,11.22524339,20.74,727,3090,94064,57.6,0,0,0,0
0,debt_consolidation,0.1284,251.3,9.952277717,16.17,702,2760,27216,58.5,0,0,0,0
0,debt_consolidation,0.1442,412.6,11.22524339,15.31,692,5742,13084,89,4,0,1,0
0,all_other,0.1474,34.54,11.03488966,1.49,702,1080,1914,44.5,0,0,0,1
0,debt_consolidation,0.1442,515.74,11.77535127,12.82,697,4139.958333,20761,71.1,5,0,0,0
0,small_business,0.2011,735.06,13.30468493,14.39,672,7620,952013,99,6,0,0,0
0,small_business,0.1505,329.57,11.69524702,7.3,672,3150,3951,16.5,4,0,0,0
0,home_improvement,0.1632,127.13,9.798127037,1.13,702,690,707,17.7,0,0,0,0
0,all_other,0.0737,279.41,10.71441777,15.95,737,5071,4964,47.7,4,0,0,0
0,all_other,0.1474,518.06,11.22524339,15.49,677,2430,7151,45,4,0,0,0
0,credit_card,0.1347,339.23,11.28978191,14.2,692,4560,126402,68.9,2,0,0,0
0,educational,0.1284,168.09,10.81977828,8.66,737,4169.958333,0,0,6,0,0,1
0,all_other,0.2011,130.27,10.81977828,15.65,672,600,390,26,4,0,0,1
0,small_business,0.1663,115.28,8.987196821,6.3,707,660,0,0,2,0,0,0
0,all_other,0.1695,249.39,10.59653473,11.22,682,1080,6246,29.4,6,0,0,0
0,debt_consolidation,0.1474,259.03,9.903487553,15.54,692,1320,3642,30.3,5,0,0,0
0,all_other,0.1316,185.74,9.952277717,19.2,677,10898,9369,76.2,4,0,0,0
0,small_business,0.1979,370.57,11.90496755,11.58,662,722,3823,26.3,2,0,0,0
0,home_improvement,0.1474,435.17,11.15625052,18.77,687,2130,2680,11.8,5,0,0,0
0,educational,0.0963,224.66,10.1266311,21.36,732,7409.958333,11786,60.4,4,0,0,0
0,educational,0.16,70.32,10.1266311,18.72,687,3660,3811,15.6,8,0,0,0
0,all_other,0.1379,204.46,10.59663473,0.3,722,1036,1472,6.1,1,0,0,0
0,major_purchase,0.1505,180.4,10.12647109,5.95,692,2279.958333,225,5,4,0,0,0
0,home_improvement,0.1316,149.44,11.26446411,15.83,697,3359.958333,38558,64.7,4,0,0,0
0,debt_consolidation,0.0963,208.62,10.82774645,14.81,737,3840,3633,9.1,4,0,0,0
0,debt_consolidation,0.1853,233.08,9.809176873,0.99,667,1050,6758,90.1,0,0,0,0
0,educational,0.2011,186.09,10.96819829,11.01,677,1559.958333,0,0,8,0,0,0
0,debt_consolidation,0.1347,271.39,11.25161265,7.84,697,3990,6700,45,4,0,0,0
0,debt_consolidation,0.1663,212.82,11.37939407,9.17,662,4529.958333,6155,35.1,4,0,0,0
0,debt_consolidation,0.1758,74.58,9.903487553,18.36,677,665,661,44.1,4,0,0,1
0,home_improvement,0.1474,863.42,11.69524702,24.18,697,3900,311616,80.2,3,0,0,0
0,small_business,0.1505,131.83,10.55059079,12.19,712,1589.958333,639,6.8,5,0,0,0
0,home_improvement,0.1095,147.22,11.06663836,7.52,732,3600,1596,22.2,4,0,0,1
0,debt_consolidation,0.1284,336.18,10.83958091,20,702,2760,10639,54.6,5,0,0,0
0,all_other,0.0768,405.48,10.73630972,23.64,712,3240,58996,55.7,3,0,0,1
0,debt_consolidation,0.1411,246.45,10.4341158,19.91,702,1800,4009,27.3,7,0,0,0
0,all_other,0.1442,859.57,12.54254488,5.58,737,7890,290291,82.9,1,0,0,0
0,debt_consolidation,0.1316,185.74,10.59653473,20.79,687,1619.958333,42411,67.7,2,0,0,0
0,all_other,0.1126,164.32,11.21182037,17.94,717,4290,260,7.6,4,0,1,0
0,credit_card,0.1284,141.2,10.73639668,18.37,702,1889.958333,2215,41.8,5,0,0,0
0,all_other,0.1158,184.88,11.19821472,3.4,712,4079.958333,5266,9,4,0,0,0
0,educational,0.1221,266.52,11.31260693,6.03,712,6780,11754,41,5,0,1,0
0,all_other,0.1347,288.35,10.21464198,20,687,1740,8537,30.7,5,0,0,0
0,educational,0.1316,135.09,9.852194258,24.25,682,1680,15360,56.5,4,0,0,1
0,credit_card,0.1347,220.5,10.13399909,19.44,722,5999.958333,25283,99.1,0,0,0,0
0,credit_card,0.1565,160.07,11.15625052,14.31,682,4339,82586,43.6,2,0,0,0
0,all_other,0.1884,146.31,10.86513399,17.16,682,3449.958333,1682,39.1,10,0,0,0
0,debt_consolidation,0.1442,330.08,11.08214255,17.34,687,6029.958333,10754,32.6,5,0,0,1
0,debt_consolidation,0.0932,223.63,10.95954023,22.04,737,11819.95833,125743,32.9,0,0,0,0
0,all_other,0.16,210.95,10.45966888,15.62,662,2580,829,69.1,4,0,0,1
0,all_other,0.1316,168.86,10.68464561,14.15,677,5370,43075,70.7,1,0,0,1
0,all_other,0.1316,135.09,10.49127422,3.67,677,3870,1048,49.9,4,0,0,0
0,educational,0.1221,333.15,11.15619338,15.82,707,5314,107643,81,3,0,0,0
0,debt_consolidation,0.1316,540.33,12.67608877,1.72,722,3749.958333,66442,93.7,4,0,0,0
0,all_other,0.1316,363.03,11.35040654,7.45,702,7019.958333,16652,12.2,4,1,0,0
0,all_other,0.1253,174.03,11.15625052,9.48,692,2790,4096,48.2,4,1,0,0
0,debt_consolidation,0.1442,137.54,10.59663473,22.32,707,7409.958333,12121,89.8,7,1,0,1
0,credit_card,0.1095,107.96,11.28616287,23.17,722,4680,31890,48.1,4,0,0,0
0,all_other,0.1284,268.95,11.21187442,13.83,722,4770,4505,25.3,5,0,0,0
0,all_other,0.1253,502,11.08214255,14.7,722,3510,39458,38,5,0,0,0
0,small_business,0.1253,361.44,11.35040654,1.37,732,4559.958333,3532,18.1,5,0,0,0
0,all_other,0.1158,79.24,10.1266311,19.54,727,3210,268,26.8,5,0,0,0
0,small_business,0.1442,464.17,11.69524702,23.39,682,6719.958333,107404,54.5,4,0,0,1
0,debt_consolidation,0.1474,690.74,12.01609788,12.38,682,3990,16244,59.5,5,0,0,1
0,all_other,0.1474,103.62,11.03495418,22.08,662,4919.958333,25277,77.8,5,0,0,0
0,all_other,0.1379,85.19,10.49127422,19,707,3180,8035,96.8,5,0,0,0
0,credit_card,0.1347,210.32,11.47210347,7.13,707,5987.958333,12616,78.2,5,0,0,0
0,all_other,0.1379,238.53,10.9331784,22.28,732,4740,3205,47.1,8,0,0,0
0,educational,0.1739,35.85,10.1266311,3.02,672,1422,1559,97.4,4,0,0,0
0,debt_consolidation,0.1411,239.61,10.81977828,21.67,677,6329.958333,60550,95.4,3,0,0,1
0,debt_consolidation,0.1411,102.69,9.392661929,5.1,672,10289.95833,256,4.2,4,0,0,0
0,credit_card,0.1442,326.64,10.95080655,15.07,672,4771,8333,52.7,5,0,1,1
0,credit_card,0.1537,167.27,11.23848862,12.77,672,3749.958333,14063,68.6,7,0,0,1
0,debt_consolidation,0.1253,602.4,11.51292546,3.66,717,4079.958333,12220,76.8,5,0,0,1
0,credit_card,0.1253,267.73,10.91508846,16.25,717,5549.958333,55821,95.8,0,0,0,1
0,debt_consolidation,0.1253,742.95,11.75981679,20.61,717,8730,54294,72.4,4,0,0,0
0,educational,0.0768,31.2,11.75978554,14.31,792,6540,167381,0,0,0,0,0
0,major_purchase,0.1347,220.5,10.57131693,17.69,727,1199.958333,0,0,5,0,0,0
0,major_purchase,0.1095,163.57,11.51292546,11.27,727,4926.958333,5572,13.9,4,0,0,0
0,educational,0.1347,149.26,10.54534144,19.11,672,4139.958333,2166,54.1,4,0,0,0
0,debt_consolidation,0.1189,99.5,10.75790288,24.59,702,6659.958333,62265,68.5,1,0,1,1
0,educational,0.1189,49.75,10.26548829,16.29,692,3809.958333,5906,44.4,4,0,0,0
0,small_business,0.1284,336.18,11.53272809,8,707,8700,56283,80.5,5,0,0,0
0,credit_card,0.1411,684.58,11.31447453,13.21,697,7950,30058,73.7,5,1,1,0
0,debt_consolidation,0.1347,135.7,10.858999,16.71,677,5070,11346,72.7,5,0,0,1
0,debt_consolidation,0.1221,59.97,10.40426284,1.93,687,8280,1469,22.3,4,1,0,0
0,home_improvement,0.1347,488.49,11.54248427,8.63,687,3510,6023,20.9,4,0,0,0
0,home_improvement,0.1221,166.58,11.47210347,6.4,707,6450,731,14.6,4,0,0,1
0,all_other,0.1158,313.63,11.00209984,7.14,732,3809.958333,5928,28.6,5,0,0,1
0,credit_card,0.1158,99.05,10.91508846,7.55,712,11310,2245,11.5,5,0,1,0
0,educational,0.1158,99.05,9.798127037,22.27,727,1114,18517,58.8,0,0,0,0
0,all_other,0.1537,69.7,9.61580548,1.28,672,1110,1658,10.4,5,0,0,0
0,debt_consolidation,0.1284,285.76,10.59663473,18.65,707,3210,8730,79.1,6,0,0,0
0,credit_card,0.1442,773.61,12.3327053,15.11,702,5790,229400,94.4,0,0,0,1
0,all_other,0.1221,239.87,10.34174248,0.46,722,3510,495,8.2,5,1,0,0
0,debt_consolidation,0.1442,859.57,11.15625052,14.61,712,5579.958333,32168,48.5,4,0,0,0
0,home_improvement,0.1253,40.16,11.60823564,5.05,707,6029.958333,15433,39.3,6,0,1,0
0,home_improvement,0.1347,339.23,12.5425306,16.82,702,7290,70524,48.2,6,0,0,0
0,major_purchase,0.1474,234.85,10.6454249,24.6,672,2759.958333,8348,42.2,6,0,0,0
0,all_other,0.16,193.37,10.51867319,16.61,667,6359.958333,11049,57.5,7,0,0,1
0,debt_consolidation,0.1284,168.09,10.30895266,12.8,717,1200.958333,877,8.7,5,0,0,0
0,credit_card,0.0963,128.38,11.59906646,24.5,722,7409.958333,139544,70.1,1,0,0,0
0,credit_card,0.1189,530.63,11.1124479,21.62,727,5490,9998,30.3,4,0,0,0
0,debt_consolidation,0.1442,41.26,11.08992755,14.49,672,1740,690,6.8,6,0,0,0
0,debt_consolidation,0.1411,136.92,11.09437512,16.63,687,3479.958333,6685,59.2,7,0,0,1
0,credit_card,0.1221,199.89,12.3883942,13.13,692,5889,394107,77.6,0,0,0,0
0,all_other,0.1442,68.77,10.27505111,1.61,697,1110,1806,34.7,6,0,0,0
0,all_other,0.1221,199.89,10.81977828,0.79,737,1440,2768,23.3,4,0,0,0
0,small_business,0.1979,787.46,11.28978191,19.2,692,5639.958333,40407,63.5,6,0,0,0
0,all_other,0.1442,51.58,11.00209984,13.54,697,4109.958333,25466,32.4,4,0,0,0
0,all_other,0.16,175.79,10.83368119,5.82,677,3029.958333,49082,0,0,0,0,1
0,small_business,0.1853,500.74,11.00209984,3.84,677,6511,12679,33,4,2,0,1
0,all_other,0.1411,513.44,12.23442684,23.46,697,13920,508961,91.7,0,0,0,1
0,all_other,0.1284,168.09,10.30895266,13.8,687,3210,7880,70.8,5,0,0,1
0,debt_consolidation,0.1253,368.13,10.89673933,11.36,712,7802.958333,11216,20.1,5,0,0,0
0,credit_card,0.1411,470.65,11.56171563,13.97,687,4139.958333,17219,94.6,4,0,0,0
0,home_improvement,0.1253,803.19,11.55022125,3.79,727,2610,10293,19,4,0,0,1
0,debt_consolidation,0.1158,330.14,10.71441777,21.87,712,2610,9131,24.7,4,0,0,0
0,small_business,0.1979,296.46,11.35040654,9.94,692,1800,7491,29,6,0,0,1
0,small_business,0.1158,825.34,12.20607265,4.85,762,14009.95833,276570,6,2,0,0,0
0,all_other,0.1821,174.05,10.59563423,13.27,667,2550,6395,59.2,9,0,0,1
0,credit_card,0.1253,836.66,11.42954386,18.43,727,3180,40918,35.5,4,0,0,0
0,debt_consolidation,0.1284,268.95,10.75790288,14.17,687,3389.958333,9058,44.3,4,0,0,0
0,debt_consolidation,0.1411,410.75,11.30220443,9.97,672,3270,78250,54.2,0,0,0,0
0,debt_consolidation,0.1411,51.35,10.46321762,6.1,677,1440,5247,47.1,5,0,0,0
0,home_improvement,0.1537,320.59,11.57119437,5.48,692,3192,43141,62.3,4,0,0,0
0,debt_consolidation,0.1505,249.78,10.57131693,18.98,677,2940,5125,64.1,7,1,0,0
0,debt_consolidation,0.1632,423.77,10.71441777,13.6,667,1679.958333,13740,89.8,4,0,0,1
0,debt_consolidation,0.1758,359.42,11.56171563,15.89,662,3180,9705,78.9,5,0,1,1
0,home_improvement,0.1322,405.61,10.89673933,20.91,697,3371,4114,36.4,4,0,0,0
0,debt_consolidation,0.1632,670.96,11.46163217,20.7,667,7353,32218,82.6,4,2,0,0
0,home_improvement,0.1505,867.29,11.44035477,1.69,737,5944,3073,10.3,8,1,0,1
0,credit_card,0.1442,343.83,10.57131693,11.91,682,1349.958333,14528,53.4,4,0,0,0
0,debt_consolidation,0.1442,275.07,10.46310334,8.4,692,5161,3037,66,7,0,1,1
0,home_improvement,0.1253,167.34,10.81977828,15.58,707,2280,1464,22.5,4,2,0,1
0,major_purchase,0.1322,169.01,11.28978191,11.85,687,3949.958333,2023,18.9,4,1,0,0
0,debt_consolidation,0.0963,89.87,10.57131693,21.17,717,6930,56579,34.9,0,0,0,1
0,debt_consolidation,0.1505,173.46,11.58988651,8.2,662,14529,8209,50,5,0,0,0
0,credit_card,0.1505,333.04,11.28978191,24.27,667,4320,121352,94.2,0,0,0,0
0,debt_consolidation,0.1183,497.01,12.1547583,16.26,767,6695,273853,37.5,5,0,0,0
0,credit_card,0.1411,171.15,10.46310334,16.87,677,3779.958333,2488,62.2,5,0,0,0
0,debt_consolidation,0.1758,646.96,10.77895629,13.82,677,1890,9611,93.3,7,0,0,0
0,home_improvement,0.1379,545.21,11.63558548,18.34,692,5460,10196,68,4,0,0,0
0,small_business,0.1979,555.86,12.94800999,8.76,682,5009.958333,374487,89.6,1,0,0,0
0,debt_consolidation,0.1379,153.34,10.98549609,18.83,667,5309.958333,10333,77.1,4,0,0,0
0,small_business,0.179,252.7,9.942708266,14.08,677,9451,30760,82.2,2,0,0,0
0,all_other,0.1442,103.15,9.392661929,4.7,702,2069.958333,1639,21.9,8,0,0,0
0,credit_card,0.16,878.94,12.40901349,17.93,692,5609.958333,181638,70.7,6,0,0,0
0,major_purchase,0.1284,336.18,12.24047407,3.74,697,5100,28454,60.3,4,0,0,0
0,educational,0.1126,249.77,11.43496392,2.98,727,2789.958333,13810,17.3,4,0,0,0
0,all_other,0.1379,109.05,10.95080655,15.16,682,2220,249,16.6,5,0,0,0
0,debt_consolidation,0.1347,364.67,10.23995979,16.54,697,1470,8738,52,4,0,0,1
0,credit_card,0.1461,689.51,11.91839057,16.8,722,6481.958333,41959,66.6,7,0,0,0
0,all_other,0.1496,131.66,10.20359214,4.44,702,1353.958333,2885,48.1,4,0,0,0
0,debt_consolidation,0.1221,399.78,10.81977828,24.74,737,15089.95833,49025,33.7,0,0,0,0
0,debt_consolidation,0.1126,164.32,9.685977478,11.93,717,7020,4821,32.4,4,0,1,0
0,credit_card,0.1726,143.14,10.30895266,8.96,717,1979.958333,8315,27.7,10,0,0,0
0,debt_consolidation,0.1632,367.26,11.09741002,8.87,667,2910,13991,96.2,4,0,0,0
0,debt_consolidation,0.1568,875.04,11.92503512,12.96,717,6300,14672,97.8,6,0,0,1
0,small_business,0.2011,902.54,11.91839057,15.19,687,3240,9943,80.8,4,0,0,1
0,debt_consolidation,0.1221,319.83,11.48246626,23.72,712,5639.958333,116325,3.7,0,0,0,0
0,debt_consolidation,0.1189,348.23,11.06264603,11.2,722,3509.958333,11371,54.1,4,0,0,0
0,educational,0.1442,111.75,11.0806029,24.73,682,4289.958333,3777,16.2,7,0,0,0
0,debt_consolidation,0.1287,336.34,10.81977828,20.69,702,3149.958333,61053,40.7,4,0,0,0
0,debt_consolidation,0.1148,417.88,10.63585545,16.07,737,4499.958333,19093,43.9,4,0,0,1
0,all_other,0.2017,55.88,10.57131693,17.32,677,1709.958333,1513,37.8,10,0,0,0
0,debt_consolidation,0.1218,166.5,11.91839057,20.18,702,6900,163522,85.4,1,0,0,1
0,debt_consolidation,0.1287,465.82,10.6561293,21.14,702,3600,42470,82.6,2,0,0,0
0,all_other,0.1392,512.06,11.33857208,11.95,702,4649.958333,1635,4.6,5,0,0,0
0,educational,0.0859,63.23,10.04324949,5.63,737,3660,5563,53.5,4,0,0,0
0,debt_consolidation,0.1322,475.75,11.55760242,23.71,692,5910,156752,79.9,0,0,0,0
0,debt_consolidation,0.1982,166.83,10.85892207,23.52,682,4289.958333,5444,37.3,10,0,0,0
0,credit_card,0.1287,672.67,11.60823564,23.4,717,5430,122620,0,0,0,0,1
0,debt_consolidation,0.1461,549.88,10.79507567,21.45,687,10252,19469,34.3,5,0,0,0
0,debt_consolidation,0.1183,314.78,10.91508846,13.7,732,5880,14676,61.7,4,0,0,0
0,debt_consolidation,0.1496,388.04,10.75790288,16.09,687,3907.041667,11005,37.2,6,0,0,1
0,debt_consolidation,0.1183,331.34,11.27720313,22.98,717,4230.958333,21114,80.9,4,0,0,0
0,debt_consolidation,0.1357,244.58,10.54275916,16.31,682,2580,2967,39,4,0,0,0
0,debt_consolidation,0.167,248.51,10.95080655,0.21,672,2071.041667,178,8.5,7,0,0,0
0,small_business,0.1913,691.27,11.6784399,20.82,682,9719.958333,164324,92.3,1,2,0,1
0,home_improvement,0.16,263.68,11.45105006,11.53,672,5009.958333,10692,41.3,5,0,0,0
0,debt_consolidation,0.1426,343.06,11.56171563,15.92,687,5369.958333,28282,85.4,5,0,0,0
0,educational,0.1704,120.41,10.1266311,22.75,677,1770,5521,54.7,8,0,0,0
0,debt_consolidation,0.1253,669.33,11.39751461,18.36,727,12599.95833,25076,57.7,4,0,0,0
0,debt_consolidation,0.1531,348.16,10.6454249,17.45,687,6389.958333,11747,49.3,7,0,0,1
0,debt_consolidation,0.1565,314.88,10.51856508,16.35,677,5699.958333,9771,36.3,6,0,0,1
0,debt_consolidation,0.1218,179.82,11.09011072,18.42,712,4529.958333,6638,24.8,5,0,0,1
0,debt_consolidation,0.1253,669.33,10.78931908,21.06,727,4259.958333,36089,69.4,4,0,0,0
0,major_purchase,0.1253,669.33,11.03488966,6.89,732,5430,17079,38.3,4,0,0,0
0,home_improvement,0.1739,716.95,11.7829526,17.68,672,4949.958333,27572,81.1,4,0,0,0
0,all_other,0.1357,169.85,10.6214249,18.53,712,4993.958333,2575,7.9,7,0,0,0
0,debt_consolidation,0.1426,171.53,10.55302239,19.99,707,1110,682,20.1,4,0,0,0
0,small_business,0.1496,623.61,12.61153775,16.76,767,5379.958333,210913,0,1,0,0,0
0,all_other,0.1287,201.8,11.3736634,9.09,712,4529.958333,3236,29.2,6,0,0,0
0,credit_card,0.1114,403.49,11.35040654,23.1,762,11790,190153,39.8,4,0,0,0
0,all_other,0.1496,97.01,9.708931458,16.18,677,2131.958333,807,23.1,4,1,0,1
0,credit_card,0.1461,172.38,10.30226367,20.21,667,4380,2986,38.8,4,0,1,0
0,home_improvement,0.1774,180.11,10.96812932,2.05,687,4949.958333,2401,47.1,9,1,0,0
0,all_other,0.1531,121.86,11.15619338,17.52,682,1739.958333,1357,23,7,0,0,0
0,home_improvement,0.1392,170.69,10.46310334,3.22,682,3990,412,41.2,4,0,0,0
0,debt_consolidation,0.1392,682.74,11.46163217,24.97,712,4050,120718,93.7,0,0,0,0
0,all_other,0.1114,98.42,10.61643736,20.94,732,2580,2961,12.2,5,0,0,0
0,debt_consolidation,0.1496,692.9,11.22524339,0.98,682,10290,9306,48,4,1,0,0
0,debt_consolidation,0.1392,409.65,10.50506754,18.74,682,3932.958333,7780,41.6,4,2,0,0
0,all_other,0.1565,41.99,10.59653473,12.33,667,3270,18641,96.6,4,0,0,1
0,debt_consolidation,0.1392,512.06,11.18976142,16.68,697,3839.958333,21063,59.2,5,0,0,0
0,all_other,0.1843,727.4,11.75587164,1.77,752,4034,3765,21,10,0,0,0
0,all_other,0.1843,290.96,11.51292546,24.55,672,4529.958333,34474,89.8,8,0,0,0
0,debt_consolidation,0.1218,199.8,10.6454249,6.54,702,3574,9382,52.7,4,0,0,0
0,all_other,0.1739,215.09,12.22098096,3.04,687,3479.958333,2474,31.7,9,0,0,1
0,all_other,0.1531,121.86,11.55218464,19.19,662,5940,15357,76,5,1,0,0
0,home_improvement,0.2052,681.19,13.01700286,14.1,697,3539.958333,27286,56.5,10,1,0,0
0,small_business,0.1809,542.93,11.26446411,20.42,712,3750,20583,71.7,7,0,0,0
0,all_other,0.1322,40.57,10.0762637,8.78,682,2160,1328,83,4,1,0,0
0,debt_consolidation,0.1392,512.06,11.98292909,13.47,692,2369.958333,15407,42,4,0,0,0
0,educational,0.1287,100.9,9.629050707,13.58,712,4891,0,62.1,7,0,0,1
0,all_other,0.1461,379.23,10.1266311,10.03,677,1860,8245,33.1,4,0,0,1
0,debt_consolidation,0.1183,662.68,11.72212424,19.22,737,8880,121874,54.1,1,0,0,0
0,debt_consolidation,0.1426,120.08,11.35035948,17.89,672,2910,8973,68,5,0,0,0
0,all_other,0.1148,464.86,10.58354949,14.65,722,5342.958333,87649,39.6,2,0,0,0
0,major_purchase,0.1392,238.96,10.30895266,3.6,692,3839.958333,896,57.7,4,0,0,1
0,home_improvement,0.1392,204.83,9.952277717,7.6,707,1590,3775,42.4,4,0,0,0
0,small_business,0.1809,723.91,11.18731997,24.13,692,3750,2162,47,5,0,1,1
0,debt_consolidation,0.1461,258.57,11.2515607,12,672,2429.958333,6393,24.8,4,0,1,0
0,debt_consolidation,0.1496,173.23,10.71441777,20.67,662,6449.958333,109498,40.5,0,0,0,0
0,debt_consolidation,0.1461,189.62,10.73639668,4.02,722,2910,4200,23.3,8,0,0,0
0,debt_consolidation,0.2017,745.01,12.3883942,6.46,697,4199.958333,29182,97.9,9,0,0,0
0,all_other,0.1392,119.48,11.28978191,0.6,702,3479.958333,3312,10.4,6,0,0,0
0,debt_consolidation,0.16,369.16,11.45100751,17.8,662,2069.958333,42530,84.5,4,0,0,0
0,home_improvement,0.1392,409.65,11.28978191,8.36,717,2849.958333,10942,13.7,7,0,0,0
0,debt_consolidation,0.16,79.99,11.51292546,24.6,702,5520,34070,44.5,4,0,0,0
0,debt_consolidation,0.1392,273.1,10.50506754,7.33,722,6900,49084,98.4,1,0,0,0
0,small_business,0.1739,358.48,12.20607265,10.8,687,4649.958333,191303,78.2,5,0,0,1
0,debt_consolidation,0.1531,278.53,11.05879518,17.37,667,2313.041667,23600,78.9,4,0,0,0
0,all_other,0.1287,67.27,11.08980542,4.03,687,3209.958333,2108,23.4,5,1,0,0
0,debt_consolidation,0.1357,489.15,11.00209984,18.18,692,8670.958333,8927,51.9,4,0,1,0
0,credit_card,0.1253,435.07,12.48370438,10.06,707,8400,229908,77.2,1,0,0,0
0,debt_consolidation,0.1531,69.64,11.1844214,21.2,667,4350,12236,91.3,5,0,0,0
0,debt_consolidation,0.1461,172.38,10.89673933,12.38,717,7499.958333,6271,98,4,0,0,0
0,debt_consolidation,0.1287,336.34,11.51288546,15.29,707,3060,6386,24.2,4,0,0,0
0,all_other,0.1183,132.54,10.71441777,1.57,727,10445.95833,49680,85.2,1,0,0,0
0,major_purchase,0.1322,243.37,10.82804224,12.62,692,2340,1007,24,4,4,0,0
0,all_other,0.1565,839.67,12.69158046,5.32,682,13590,388892,6.1,4,1,0,1
0,debt_consolidation,0.1565,874.66,11.75978554,21.02,692,8969.958333,115152,53.5,4,1,0,0
0,debt_consolidation,0.2086,940.14,12.56994115,18.64,682,4589.958333,18406,50.8,9,0,0,0
0,debt_consolidation,0.1531,174.08,10.49127422,3.23,667,4770,2910,63.3,4,0,0,0
0,home_improvement,0.1253,100.4,11.69524702,3.48,702,7650,334,5.6,4,0,0,0
0,home_improvement,0.1322,261.96,10.71441777,17.6,702,5309.958333,400,3.7,5,1,0,1
0,debt_consolidation,0.1287,141.26,10.08580911,7.15,732,3360,9559,85.3,4,0,0,0
0,small_business,0.2086,827.33,12.30138283,10.81,667,4860,109901,66.5,4,0,0,1
0,credit_card,0.1357,543.5,12.0076461,6.67,732,9150,715,1.6,6,0,0,0
0,small_business,0.1982,926.83,11.60823564,16.2,737,12209.95833,144217,12,0,1,0,1
0,all_other,0.1287,100.9,10.67581553,14.02,707,4259.958333,1582,52.7,4,1,0,0
0,debt_consolidation,0.1704,535.12,11.40756495,20.44,662,6060.958333,8086,68.9,5,0,0,0
0,debt_consolidation,0.1357,475.56,11.04132055,19.25,707,5940,12177,75.6,5,0,0,1
0,all_other,0.1287,67.27,9.729134165,6.64,722,3509.958333,992,82.7,5,0,0,1
0,all_other,0.1461,103.43,10.49127422,22.13,667,2940,37617,89.4,0,0,0,0
0,home_improvement,0.1426,171.53,11.22251969,9.56,682,10889.95833,2470,39.2,6,0,1,0
0,all_other,0.1947,405.87,10.81985828,3.17,672,3810,409,40.9,8,0,0,1
0,credit_card,0.1461,258.57,11.45143297,23.88,672,10950,56418,79.2,4,0,0,0
0,debt_consolidation,0.1287,840.83,11.00209984,13.18,732,5699.958333,7262,42.7,5,0,0,0
0,debt_consolidation,0.16,527.36,11.46167427,12.04,667,3690,17814,59.6,4,0,0,0
0,all_other,0.1704,713.49,12.86099861,6.18,667,7650,162716,73.7,1,0,0,0
0,debt_consolidation,0.1531,292.45,11.22524339,13.44,677,7169.958333,6837,26.7,7,0,0,1
0,home_improvement,0.1357,679.37,11.00209984,21.22,712,5039.958333,53483,70.9,4,0,0,1
0,debt_consolidation,0.1531,522.23,11.32664408,5.39,677,6029.958333,16034,72.2,4,0,0,0
0,small_business,0.1843,363.7,11.09741002,9.24,697,9449.958333,5538,64.4,7,0,1,1
0,credit_card,0.1357,611.44,11.49272276,6.27,702,4289.958333,22910,53.3,4,1,0,0
0,debt_consolidation,0.1913,881.3,11.55166529,16.52,672,5485,19138,88.6,6,0,0,0
0,debt_consolidation,0.1183,828.35,12.4292162,15.7,757,7020,290341,38,0,0,0,0
0,all_other,0.1287,168.17,12.59473064,9.27,692,6330,602519,68.4,4,0,1,0
0,credit_card,0.0894,127.09,11.28978191,15.31,727,5250,101713,61.8,0,0,0,0
0,debt_consolidation,0.1982,926.83,11.58710486,20.28,687,4320.958333,14858,99.1,4,0,0,0
0,credit_card,0.16,210.95,10.81977828,13.75,662,3929.958333,10361,90.9,4,0,0,0
0,credit_card,0.0894,317.72,11.6784399,7.03,737,4319.958333,140420,48,0,0,0,0
0,educational,0.1461,861.88,11.69524702,0.24,717,1950,402,2.7,6,0,1,0
0,debt_consolidation,0.1322,67.61,10.59663473,24.54,677,3720,2622,24.3,5,0,0,0
0,small_business,0.1947,553.45,10.74073508,4.6,752,5069.958333,8808,21.2,9,0,0,0
0,debt_consolidation,0.1114,393.65,11.69524702,15.35,737,4979.958333,124185,24,1,0,0,0
0,home_improvement,0.1183,256.79,10.73630972,13.31,722,4560,7562,57.7,4,0,0,1
0,all_other,0.1322,540.81,11.08214255,16.83,707,5699.958333,70715,84.6,0,0,0,0
0,debt_consolidation,0.167,568.03,11.91839057,15.7,687,6149.958333,5306,96.5,6,0,1,0
0,debt_consolidation,0.1322,794.32,10.858999,19.62,717,4319.958333,35682,69.2,4,0,0,0
0,debt_consolidation,0.1496,346.45,11.01862914,16.19,672,6360,5494,83.2,4,0,0,0
0,major_purchase,0.1565,279.89,10.91508846,9.21,667,7199.958333,1097,39.2,5,1,0,0
0,major_purchase,0.1704,178.38,9.903487553,0.6,687,1590,539,2.4,8,1,0,0
0,debt_consolidation,0.16,175.79,11.26070062,22.9,672,3810,6632,26.8,5,0,1,0
0,debt_consolidation,0.1322,169.01,10.26813067,5.46,697,2940,1113,30.1,4,0,0,0
0,debt_consolidation,0.1635,169.58,10.81977828,6.96,732,4531,381,8.7,9,1,0,0
0,debt_consolidation,0.1287,252.25,10.54323396,15.08,697,3276,19216,70.9,4,0,0,0
0,all_other,0.1461,110.33,10.24131601,21.19,677,3239.958333,1813,34.2,6,0,0,0
0,small_business,0.2121,94.47,11.37641822,5.21,687,12150,52702,41.1,6,2,0,0
0,debt_consolidation,0.0859,47.42,10.66895539,14.6,727,3360,46180,78.3,0,0,0,0
0,home_improvement,0.1357,81.53,11.40756495,11.43,692,3179.958333,29381,45.1,5,0,0,0
0,educational,0.1392,102.42,9.574983486,9.31,687,1202,3745,64.6,4,0,0,0
0,debt_consolidation,0.1913,183.61,10.94199592,22.73,672,4709.958333,0,0,9,0,0,0
0,debt_consolidation,0.1218,133.2,11.15625052,22.75,697,7860,146743,52.7,2,0,0,1
0,debt_consolidation,0.1287,840.83,10.73639668,17.82,727,10919.95833,50728,88.4,2,0,0,0
0,home_improvement,0.1357,169.85,11.12136326,8.77,727,1349.958333,703,5.8,4,0,0,0
0,educational,0.0859,237.08,10.96819829,24.66,752,10350,152002,51.6,3,0,0,0
0,debt_consolidation,0.2052,187.14,12.08953883,0.17,707,4233.958333,444,82.8,10,0,0,0
0,debt_consolidation,0.1426,494.01,11.15625052,24.41,687,4679.958333,25515,82.3,5,0,0,0
0,home_improvement,0.0859,31.62,11.69524702,12.05,807,6149.958333,269726,4.3,0,0,0,0
0,all_other,0.1148,276.94,11.47210347,15.16,727,2010,5293,29.9,4,0,0,1
0,major_purchase,0.1531,69.64,10.30895266,2.56,702,2430.958333,128,2.8,8,0,0,0
0,all_other,0.1531,149.71,11.05643019,5.13,672,2700,455,18.2,6,0,1,0
0,debt_consolidation,0.16,852.57,11.5228758,24.84,682,6210,117358,77.2,2,0,0,0
0,credit_card,0.1218,333,11.09741002,12.45,712,4890,72733,81.5,2,0,0,1
0,major_purchase,0.16,281.26,10.85127695,20.26,677,1980,1473,32.7,7,0,0,1
0,debt_consolidation,0.2121,340.06,11.40756495,10.24,682,1452,6089,45.1,10,0,0,0
0,debt_consolidation,0.1843,881.97,12.30138283,16.71,727,8760,78724,75.8,9,0,0,0
0,home_improvement,0.1774,871.71,11.51292546,0.22,727,5670,675,4.9,9,0,0,0
0,home_improvement,0.0859,158.06,11.51292546,19.08,737,8609.958333,134842,35,2,0,0,0
0,small_business,0.1947,885.52,11.26446411,12.14,682,1799.958333,22161,75.9,4,0,0,0
0,all_other,0.1461,78.44,10.7254676,19.94,667,10079.95833,21081,56.5,5,0,0,1
0,all_other,0.1565,87.47,9.878169745,5.29,717,1799.958333,3492,99.8,4,0,0,0
0,debt_consolidation,0.1287,538.14,11.58988651,22.31,712,5699.958333,110886,42.1,1,0,0,0
0,all_other,0.1496,83.15,10.16585182,19.62,687,1110,1388,55.5,4,0,0,1
0,all_other,0.1287,67.27,10.86696717,10.49,687,3641,700,15.9,4,0,0,0
0,debt_consolidation,0.1565,174.94,10.34415892,23.48,662,1863.041667,2700,75,5,0,0,0
0,all_other,0.1392,102.42,9.773834344,5.87,732,7199.958333,2979,22.1,8,0,0,1
0,debt_consolidation,0.1531,522.23,11.60823564,11.18,697,7619.958333,38352,42.8,7,0,0,1
0,home_improvement,0.1531,167.12,11.48834585,6.27,662,4860,5416,67.7,5,0,1,0
0,debt_consolidation,0.1565,314.88,10.08580911,10.35,662,2019.041667,7151,77.7,4,0,0,1
0,major_purchase,0.1287,100.9,11.40756495,1.65,687,3690,5227,41.2,5,0,0,0
0,credit_card,0.167,710.03,11.28978191,23.41,677,9119.958333,81089,86.8,0,1,2,0
0,small_business,0.16,878.94,11.69524702,20.15,742,8100,215175,35,4,0,0,0
0,debt_consolidation,0.1774,172.91,9.546812609,9.51,692,1530.041667,0,71.1,4,0,0,0
0,debt_consolidation,0.16,316.42,11.47626148,16.07,667,5370,20916,37.2,6,0,0,0
0,small_business,0.1878,913.63,11.73606902,18.59,697,15271,182893,69.7,2,0,0,0
0,debt_consolidation,0.1322,219.71,10.77895629,18.25,707,6510,10274,36.3,6,0,1,0
0,debt_consolidation,0.1392,327.72,11.08214255,13.51,687,5130.041667,4433,33.3,4,0,1,0
0,all_other,0.0894,111.21,12.69207904,9.73,727,5250.041667,113962,74.3,4,0,0,0
0,all_other,0.1392,512.06,11.9511804,19.35,687,10770.04167,149822,86.7,0,0,0,0
0,major_purchase,0.1357,203.82,9.980448594,3.89,712,2280.041667,3103,38.8,5,0,0,0
0,small_business,0.2121,188.93,11.00209984,0.36,662,3660.041667,581,12.1,5,2,0,0
0,all_other,0.1774,900.53,12.70684793,13.19,732,10380.04167,34731,88.5,9,0,0,0
0,all_other,0.1531,139.27,10.55581274,8.34,667,3810.041667,1151,9.8,6,0,0,0
0,debt_consolidation,0.1148,403.87,11.59945172,12.34,727,3600,256757,82.7,0,0,0,0
0,debt_consolidation,0.1357,679.37,11.51292546,14.6,707,5790,23794,62.4,4,0,0,0
0,all_other,0.1531,174.08,11.22364211,8.06,707,1230.041667,2229,25.3,5,0,0,1
0,all_other,0.1183,165.67,9.903487553,16.74,717,4350,13218,40.3,4,0,0,0
0,small_business,0.1878,913.63,11.28978191,11.64,702,5911.041667,33761,37.8,4,0,0,1
0,credit_card,0.1287,840.83,11.28978191,11.38,717,5700.041667,111307,50.1,0,0,0,1
0,all_other,0.1322,270.41,11.32297488,9.5,732,4170.041667,4751,56.6,6,0,0,0
0,debt_consolidation,0.1287,639.04,11.28978191,21.3,722,4410.041667,45444,80,4,0,0,0
0,debt_consolidation,0.1322,253.51,10.33136626,16.51,687,2940.041667,4566,49.1,4,0,0,0
0,all_other,0.1565,139.95,10.63585545,9.95,727,3480.041667,2822,28.2,9,0,0,1
0,debt_consolidation,0.1322,371.81,10.77895629,20.38,702,3270,23065,55.7,5,0,0,1
0,educational,0.1565,188.93,10.61643736,3.71,662,13170.04167,1972,42.9,5,2,1,0
0,debt_consolidation,0.0859,379.33,12.01370075,10.21,807,8191.041667,198058,5.1,0,0,0,0
0,debt_consolidation,0.1287,336.34,10.93310697,16.22,712,6450,4421,16.1,5,0,1,0
0,debt_consolidation,0.1148,428.59,11.22524339,15.44,732,7170,74932,34.6,0,0,0,0
0,debt_consolidation,0.1218,59.94,10.37349118,10.31,712,3240,1651,27.5,5,0,0,0
0,credit_card,0.1843,363.7,11.05089001,15.58,717,5348.041667,18157,69.6,10,0,0,0
0,major_purchase,0.1357,254.77,11.04802877,3.38,692,6480,5963,37.5,5,0,0,0
0,small_business,0.1913,918.02,11.14908203,17.56,802,12344,190050,8,3,0,0,1
0,all_other,0.1704,256.86,12.25486281,17.94,687,7770.041667,37820,90.9,8,0,0,0
0,credit_card,0.1461,517.13,11.51292546,11.12,682,2580,26435,88.7,4,0,0,0
0,all_other,0.1531,167.12,10.74103806,22.62,662,3510.041667,4619,81,5,0,0,0
0,all_other,0.1348,678.49,11.06663836,4.29,727,4500.041667,10040,38.5,6,0,0,0
0,debt_consolidation,0.1114,32.81,10.97934285,14.62,717,3330.041667,5684,26.2,4,0,0,0
0,debt_consolidation,0.1426,411.67,11.40756495,16.4,712,5550.041667,8956,61.8,5,1,0,0
0,debt_consolidation,0.1253,481.92,12.61153775,3.76,717,5700.041667,95564,82.2,5,0,0,1
0,debt_consolidation,0.1565,209.92,10.858999,22.45,667,6150,6740,37.7,4,0,0,0
0,all_other,0.1357,203.82,11.08214255,8.81,692,3900,54,3.6,5,3,0,0
0,all_other,0.1218,333,11.69524702,8.71,717,7590,47967,73.7,5,0,0,0
0,debt_consolidation,0.1565,848.42,10.62132735,10.86,722,4410,12319,98.6,4,0,0,0
0,debt_consolidation,0.1426,171.53,10.69194491,8.89,707,5910.041667,996,76.6,6,0,0,0
0,debt_consolidation,0.1565,419.84,11.35040654,23.89,692,6000.041667,203525,74.2,0,0,0,0
0,all_other,0.0774,156.1,12.4874851,11.09,762,3600,163772,15.5,0,0,0,0
0,home_improvement,0.1531,174.08,10.59663473,21.99,662,5191.041667,25612,42.1,4,0,0,0
0,debt_consolidation,0.2086,300.85,11.54853389,17.12,667,8903.041667,53338,41.3,6,1,0,0
0,debt_consolidation,0.1774,900.53,12.56024446,15.12,677,4470.041667,165867,81.1,0,0,0,0
0,all_other,0.1461,330.97,11.47210347,10.45,682,8220.041667,6193,27,4,0,0,0
0,all_other,0.1357,407.63,10.90824693,13.77,727,4955.041667,9139,49.4,7,0,0,0
0,debt_consolidation,0.1496,346.45,10.71441777,17.79,672,3060.041667,7201,82.8,4,0,0,0
0,credit_card,0.1287,504.5,11.1844214,18.25,702,3690.041667,74095,66.4,1,0,0,0
0,home_improvement,0.1148,725.31,11.47210347,19.98,807,8580.041667,158000,0,3,0,0,0
0,credit_card,0.1114,498.62,11.46163217,14.5,762,6780.041667,217827,43.5,2,0,0,1
0,debt_consolidation,0.1426,144.09,10.49127422,24.7,682,4116.041667,3527,78.4,6,0,0,0
0,debt_consolidation,0.1531,208.9,10.71441777,21.95,677,4770,11760,95.6,4,0,0,0
0,credit_card,0.1253,200.8,11.40756495,7.56,697,10440.04167,10721,38.6,4,0,0,0
0,debt_consolidation,0.1253,836.66,11.53272809,23.74,727,8280.041667,203460,60.6,2,0,0,0
0,all_other,0.1461,172.38,10.51867319,6.36,667,11040.04167,4680,20.3,4,0,0,0
0,home_improvement,0.1739,172.07,11.60823564,13.76,667,5430,8957,40.3,8,0,0,0
0,debt_consolidation,0.1114,328.04,10.30895266,10.52,737,2070.041667,7328,21.7,4,0,0,1
0,all_other,0.1253,167.34,11.87756858,8.5,702,3780.041667,172842,69.14,2,1,0,0
0,debt_consolidation,0.1426,411.67,10.6454249,9.14,677,6960,9154,63.5,5,0,1,0
0,debt_consolidation,0.1496,415.74,10.65725935,12.42,697,9000,5049,76.5,7,1,0,0
0,credit_card,0.1496,424.41,10.91508846,21.36,672,7800.041667,63433,85.4,0,1,0,0
0,debt_consolidation,0.1461,517.13,11.3083583,18.2,682,3872.041667,80237,93.2,2,0,0,0
0,debt_consolidation,0.1148,453.32,10.83958091,21.79,722,3962,60656,59.1,0,0,0,0
0,debt_consolidation,0.1531,348.16,10.858999,19.48,707,3720.041667,17705,67.6,7,0,0,0
0,home_improvement,0.1148,32.97,11.40645322,20.5,732,4590.041667,119702,19.1,2,0,0,0
0,debt_consolidation,0.1253,284.47,10.59663473,15.6,702,2250.041667,8690,84.4,4,0,0,0
0,all_other,0.1322,331.25,10.46310334,13.06,702,5370,5088,45.4,5,0,0,1
0,debt_consolidation,0.16,351.58,11.32659589,16.99,677,5730.041667,4723,94.5,6,0,0,1
0,home_improvement,0.1287,322.88,10.89951325,15.38,712,8523.041667,168334,83,1,1,0,0
0,debt_consolidation,0.1392,409.65,11.88448902,23.26,707,5700.041667,141967,95.5,1,0,0,0
0,major_purchase,0.1461,124.12,10.23995979,0,692,1530.041667,0,0,6,0,0,0
0,debt_consolidation,0.1565,332.37,10.71441777,18.72,667,1800,7888,59.8,5,0,1,0
0,educational,0.16,527.36,11.07045918,12.89,672,3330,2328,59.7,5,0,0,0
0,debt_consolidation,0.167,284.02,10.77895629,0.72,712,2910,3987,99.9,5,0,0,0
0,small_business,0.1565,524.8,11.28978191,17.27,737,5160.041667,8715,48.7,5,0,0,0
0,all_other,0.1148,395.63,11.23848862,5.1,737,8880.041667,22158,80.3,4,0,0,0
0,debt_consolidation,0.1392,170.69,10.30895266,10.8,702,1320.041667,2050,22.3,4,0,0,0
0,all_other,0.1218,299.7,9.980448594,6.17,737,2490,989,23.5,6,0,0,1
0,debt_consolidation,0.1913,367.21,10.49127422,17.4,682,6630.041667,13650,94.8,9,0,1,1
0,debt_consolidation,0.1392,682.74,11.60823564,18.57,692,6690.041667,105424,69.4,1,1,0,0
0,home_improvement,0.1531,87.04,10.32088123,22.81,672,1920.041667,5276,85.1,6,0,0,0
0,all_other,0.167,177.51,10.49127422,2.67,692,5490,2474,25.5,8,0,0,0
0,all_other,0.16,351.58,11.01862914,8.79,702,5520,4715,38.3,8,0,0,0
0,debt_consolidation,0.1218,299.7,10.858999,16.25,717,1951.041667,5066,36.7,5,0,0,0
0,debt_consolidation,0.1739,716.95,11.56171563,21.58,667,4890.041667,24599,64.1,4,0,0,0
0,credit_card,0.167,511.22,10.91508846,16.97,712,3196.041667,16553,22.4,9,0,0,0
0,debt_consolidation,0.1287,807.2,11.56171563,19.06,717,6780.041667,156798,38.3,2,0,0,0
0,home_improvement,0.1426,514.59,11.51292546,9.65,682,3300,5516,44.1,4,0,0,0
0,debt_consolidation,0.16,275.99,10.42228135,17.18,662,1500,4339,11.6,4,0,0,0
0,all_other,0.1218,159.84,11.53272809,17.21,697,5520,184938,47.3,1,0,1,1
0,debt_consolidation,0.1565,586.02,11.40756495,22.09,697,4771,26901,43.2,7,1,0,0
0,home_improvement,0.1739,537.71,10.91508846,5.78,767,12930.04167,13584,48.5,9,0,0,0
0,small_business,0.2052,898.27,11.73606902,16.62,762,4231.041667,0,0,9,0,0,0
0,debt_consolidation,0.1114,152.54,9.980448594,22.11,722,9720.041667,20037,58.1,4,1,0,0
0,all_other,0.0894,444.81,11.22524339,20.18,747,7560.041667,205956,32.4,1,0,0,0
0,major_purchase,0.1287,168.17,12.4292162,7.55,697,6270,13622,47.8,5,0,1,0
0,major_purchase,0.1878,146.18,10.49127422,19.2,677,1290.041667,3014,55.8,9,0,0,0
0,credit_card,0.1148,659.37,11.76998337,17.4,757,8760,230420,33.8,0,0,0,0
0,all_other,0.0894,54.02,9.655026193,24.15,727,2670.041667,14956,35.5,0,0,0,0
0,all_other,0.1287,622.22,11.26061054,18.24,737,7560.041667,116601,89.6,2,0,0,1
0,all_other,0.16,87.9,10.18111929,5.82,662,9180,1436,65.3,6,1,0,1
0,educational,0.1461,168.93,10.5789798,2.63,667,3180.041667,3288,74.7,5,0,0,0
0,all_other,0.1635,379.79,12.07254125,17.74,722,5850,71956,25.7,4,0,0,0
0,debt_consolidation,0.1496,97.88,10.79020528,13.6,677,3540.041667,914,50.8,6,0,0,0
0,credit_card,0.167,639.03,11.77528973,19.1,687,3686,201583,89.2,7,1,0,0
0,credit_card,0.1645,176.89,10.73639668,10.75,672,1410,6284,37.9,6,0,0,0
0,all_other,0.1496,138.58,9.92329018,4.76,672,3180.041667,2381,37.2,5,0,0,1
0,all_other,0.1913,110.17,9.980448594,5.33,672,1890,146,73,9,0,0,0
0,debt_consolidation,0.1496,692.9,12.34583459,10.12,687,4170.041667,13925,55.5,5,2,0,0
0,debt_consolidation,0.209,526.73,10.91508846,13.81,662,4110.041667,13020,33,4,0,0,0
0,debt_consolidation,0.1357,254.77,10.53209621,13.02,687,2130,9451,33.3,4,0,0,1
0,all_other,0.1496,225.2,11.69524702,9.66,667,4200.041667,21506,84,4,0,0,0
0,all_other,0.1496,86.62,11.35040654,11.21,667,2040.041667,11196,31.9,5,0,0,1
0,all_other,0.1531,167.12,10.95619516,24.39,667,4110.041667,35122,91.5,4,0,0,0
0,all_other,0.1287,336.34,11.56347598,5.59,732,7320,4547,68.9,6,0,0,0
0,debt_consolidation,0.1357,339.69,10.37349118,22.95,687,3150.041667,10624,62.9,4,0,0,0
0,all_other,0.1774,432.26,10.27642947,11.36,682,5671.041667,13328,93.9,7,0,1,0
0,all_other,0.1774,86.46,10.81977828,12.02,677,5850,388,24.2,9,0,0,0
0,major_purchase,0.1704,231.89,11.15625052,20.81,672,1440,7483,94.8,6,0,0,0
0,all_other,0.1635,211.98,9.798127037,10.6,667,2791.041667,4511,63.5,4,0,0,0
0,debt_consolidation,0.1357,823.74,12.20607265,14.3,722,5371.041667,155946,90.1,0,0,0,1
0,all_other,0.1287,67.27,10.13459927,13.24,682,3330,4925,40.7,4,3,0,0
0,debt_consolidation,0.1461,172.38,10.30895266,4.4,697,1112,2972,59.4,5,0,0,0
0,debt_consolidation,0.1843,727.4,11.65268741,5.25,662,9511,14548,87.6,4,0,1,0
0,small_business,0.1426,514.59,11.28978191,17.86,782,11220,235868,17.5,0,0,0,0
0,home_improvement,0.1843,436.44,10.37349118,0,667,6905,0,0,6,0,0,1
0,major_purchase,0.1392,136.55,10.34174248,13.24,682,5851,577,14.1,5,2,1,0
0,credit_card,0.1183,480.45,11.40756495,17.81,712,8160.041667,136960,55.6,1,0,0,0
0,small_business,0.1531,870.39,11.91839057,22.7,762,6960,248480,42.4,0,0,0,0
0,small_business,0.1635,169.58,10.56617553,5.35,692,3390.041667,837,34.9,4,0,0,0
0,all_other,0.1183,331.34,11.08214255,23.54,722,5460,28045,51.8,5,0,0,1
0,educational,0.1426,267.59,9.878169745,15.45,707,1710.041667,3910,38.2,6,1,0,1
0,debt_consolidation,0.1496,554.32,11.15625052,17.06,692,4230.041667,19697,88.7,5,0,0,0
0,debt_consolidation,0.1218,666,11.61728548,11.78,737,5972.041667,28749,53.9,4,0,0,0
0,home_improvement,0.1531,87.04,11.91839057,22.82,667,4110.041667,59509,85.8,5,0,0,0
0,debt_consolidation,0.1392,474.51,11.17605315,24.05,717,3210.041667,2061,34.3,7,0,0,0
0,all_other,0.167,461.52,11.61186541,11.7,667,8100,4040,91.8,5,2,1,0
0,debt_consolidation,0.1461,744.67,12.3883942,13.86,697,4470.041667,219250,91.8,1,0,0,1
0,educational,0.1287,121.08,10.08580911,3.4,707,1380.041667,2650,26.2,4,0,0,0
0,debt_consolidation,0.1322,338.01,11.28978191,16.84,697,3570.041667,13948,39,4,1,0,0
0,debt_consolidation,0.1322,253.51,10.70324447,22.52,702,4530.041667,7202,34.5,4,0,0,1
0,debt_consolidation,0.1218,466.2,10.73630972,5.32,727,2280.041667,11781,37.8,5,0,0,0
0,all_other,0.1287,67.27,10.08580911,20.45,687,2011.041667,7946,78.7,4,0,0,0
0,all_other,0.1287,840.83,11.28978191,12.97,732,1890,6999,29.2,5,0,0,0
0,debt_consolidation,0.1357,679.37,10.30895266,9.44,712,5390.041667,3366,14,4,0,0,0
0,all_other,0.1218,199.8,10.40426284,4.51,727,3570.041667,3106,25.9,5,0,0,0
0,credit_card,0.1253,384.87,11.00209984,11.56,722,3614,25088,75.6,5,0,0,1
0,all_other,0.1136,213.93,10.7342204,2.43,702,2070.041667,5319,46.7,4,0,0,0
0,all_other,0.1607,281.56,11.22524339,20.56,677,4080,21166,72.7,7,0,0,0
0,debt_consolidation,0.0988,233.53,11.73606902,7.97,727,4350,7248,40.5,4,0,0,0
0,debt_consolidation,0.1273,671.33,11.22524339,18.74,722,2340.041667,32837,64.8,4,0,0,0
0,debt_consolidation,0.1062,390.72,11.58988651,13.68,737,7470.041667,17042,46.7,5,1,0,0
0,all_other,0.1719,536.2,11.98292909,19.94,662,4440,226936,94.7,0,0,0,0
0,debt_consolidation,0.1062,398.86,11.15625052,24.27,717,9330.041667,74403,68.8,1,0,0,0
0,debt_consolidation,0.1843,691.03,11.12726298,20.12,662,1640.041667,1890,19.1,5,4,0,0
0,credit_card,0.1533,362.22,11.12726298,24.78,682,3710,46338,55.5,5,0,0,0
0,all_other,0.1422,102.86,10.93310697,24.32,717,4230.041667,6725,98.9,5,0,0,0
0,credit_card,0.1947,922.42,11.56171563,19.81,662,3380.041667,20622,76.4,5,0,0,0
0,all_other,0.1311,134.98,10.29552964,2.35,682,4530.041667,1465,34.9,4,0,0,0
0,credit_card,0.0788,437.93,11.82041016,15.87,757,6720.041667,232755,23,0,0,0,0
0,all_other,0.157,840.26,12.18075484,11.42,702,7290,79524,92.7,5,0,0,0
0,all_other,0.1062,146.52,10.62132735,7.02,707,8013,2282,69.2,4,0,0,1
0,debt_consolidation,0.1099,98.21,11.08214255,19.57,687,7350,237551,36.9,0,0,0,0
0,credit_card,0.1099,425.56,11.57119437,16.36,722,7500.041667,22354,65.6,4,0,0,0
0,major_purchase,0.2017,149.01,10.59663473,12.39,677,3140.041667,200,13.3,10,3,0,0
0,debt_consolidation,0.1273,335.67,10.40426284,19.05,702,6480.041667,8853,37.5,4,0,1,0
0,debt_consolidation,0.1533,870.71,11.85651517,23.82,707,4800,259128,94.4,0,0,0,0
0,debt_consolidation,0.1136,625.32,10.98529272,8.95,732,3750.041667,18995,62.9,4,0,0,0
0,small_business,0.1496,831.52,12.76568843,11.38,717,8520.041667,1207359,56,7,0,0,1
0,small_business,0.1348,542.79,12.61153775,3.12,737,7410.041667,211931,10,7,2,0,1
0,debt_consolidation,0.1607,114.38,10.64998591,16.64,672,5910,11854,71.9,7,0,1,0
0,credit_card,0.1422,244.28,11.56171563,0.7,687,7920.041667,505,9,6,1,0,0
0,small_business,0.1533,870.71,11.8493977,23.81,712,7775.041667,60048,80.1,5,0,0,0
0,debt_consolidation,0.1311,192.35,11.00209984,5.72,692,10236,2077,1.1,4,3,0,1
0,debt_consolidation,0.1025,323.85,11.17043516,13.98,732,3750,6639,43.6,4,0,0,0
0,all_other,0.1348,468.16,10.97287698,15.16,702,3180.041667,14466,50.2,5,0,0,0
0,debt_consolidation,0.1311,236.22,10.85707407,13.11,687,3270,8076,36.1,4,0,0,0
0,debt_consolidation,0.1348,271.4,11.19821472,12.44,682,4230.041667,11706,34.9,4,0,0,0
0,all_other,0.0788,78.21,10.81977828,20.38,732,7410.041667,16150,32.6,4,0,0,0
0,debt_consolidation,0.157,262.59,10.66895539,21.35,662,4260.041667,9659,84.7,4,0,0,0
0,educational,0.1607,147.82,9.862665558,16.19,667,1260.041667,4445,53.5,4,0,0,1
0,home_improvement,0.1607,87.99,10.77895629,14.2,667,4080,1530,36.4,7,0,0,1
0,home_improvement,0.2164,729.7,11.87756858,8.63,667,8280.041667,55442,66.9,9,0,1,1
0,all_other,0.1459,137.86,10.08580911,1.15,732,1230.041667,972,11.3,5,0,0,0
0,home_improvement,0.1348,508.87,11.73606902,16.85,707,7440.041667,206877,92.5,1,0,0,1
0,debt_consolidation,0.1311,337.45,10.69194491,23.62,702,3780.041667,6255,56.9,5,2,0,0
0,debt_consolidation,0.1385,545.67,11.77528973,10.8,697,4110,197716,74.9,4,0,0,0
0,small_business,0.1533,870.71,11.84222921,16.16,707,4230.041667,56909,49.8,5,0,0,0
0,home_improvement,0.1311,674.9,12.29225034,9.94,717,5730.041667,39576,27.7,5,0,0,1
0,debt_consolidation,0.1385,136.42,11.00209984,18.18,677,3423.041667,15301,85,4,0,0,0
0,credit_card,0.1025,466.35,12.20607265,13.97,722,6120.041667,338935,78.3,2,0,0,0
0,debt_consolidation,0.1533,696.57,11.80559508,17.21,682,2790.041667,38578,86.9,4,0,0,0
0,credit_card,0.1273,688.11,11.31447453,21.13,732,5881,35227,54.3,5,0,0,0
0,all_other,0.1867,547.36,11.40756495,15.76,667,10050.04167,13255,88.4,7,0,0,0
0,all_other,0.0788,115.74,10.99909533,10.17,722,4410,11586,61.6,4,0,0,0
0,debt_consolidation,0.1348,508.87,10.93310697,17.76,717,3870.041667,8760,28.2,6,0,0,0
0,debt_consolidation,0.1099,556.5,11.22524339,17.84,727,6840.041667,18753,29,4,0,0,1
0,all_other,0.1385,511.56,12.32385568,12.33,687,6420.041667,385489,51.2,4,0,0,0
0,all_other,0.1459,396.35,10.30895266,21.04,697,3390,26117,78.4,6,0,0,1
0,all_other,0.2164,551.08,11.00209984,24.06,662,1800,16441,49.8,9,0,0,1
0,all_other,0.1311,101.24,10.96819829,8.23,687,2790.041667,1514,13.8,5,0,0,0
0,all_other,0.1979,37.06,10.6454249,22.17,667,5916,28854,59.8,6,0,1,0
0,home_improvement,0.1426,823.34,12.4292162,3.62,722,3239.958333,33575,83.9,5,0,0,1
0,all_other,0.1671,113.63,10.6454249,28.06,672,3210.041667,25759,63.8,5,0,0,1
0,all_other,0.1568,161.01,11.22524339,8,677,7230,6909,29.2,4,0,1,1
0,debt_consolidation,0.1565,69.98,10.11047245,7.02,662,8190.041667,2999,39.5,6,0,0,1
0,all_other,0.1461,344.76,12.18075484,10.39,672,10474,215372,82.1,2,0,0,1
0,all_other,0.1253,257.7,11.14186178,0.21,722,4380,184,1.1,5,0,0,1
0,debt_consolidation,0.1071,97.81,10.59663473,13.09,687,3450.041667,10036,82.9,8,0,0,1
0,home_improvement,0.16,351.58,10.81977828,19.18,692,1800,0,3.2,5,0,0,1
0,debt_consolidation,0.1392,853.43,11.26446411,16.28,732,4740,37879,57,6,0,0,1
\ No newline at end of file