diff --git a/examples/Viya 2020 Example.ipynb b/examples/Viya 2020 Example.ipynb
new file mode 100644
index 00000000..15ed8b02
--- /dev/null
+++ b/examples/Viya 2020 Example.ipynb	
@@ -0,0 +1,7362 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Viya 2020 Modeling in Python and SAS AutoML\n",
+    "**Notebook authored by Sophia Rowland (sophia.rowland@sas.com)**\n",
+    "\n",
+    "In this simple example, we will build an automated machine learning model using SAS Data Science Pilot via the SWAT package and a Python model pipeline using xgboost and push both models into model manager using the sasctl and pzmm package.\n",
+    "***\n",
+    "## Table of Contents\n",
+    "1. [Introduction](#Introduction)\n",
+    "1. [Gather Resources](#Gather-Resources)\n",
+    "1. [Data Science Pilot in Python](#Data-Science-Pilot-in-Python)\n",
+    "1. [Python XGBOOST Machine Learning Pipeline](#Python-XGBOOST-Machine-Learning-Pipeline)\n",
+    "1. [Register Models to SAS Model Manager](#Register-Models-to-SAS-Model-Manager)\n",
+    "1. [Accessing Models via API](#Accessing-Models-via-API)\n",
+    "1. [Conclusion](#Conclusion)\n",
+    "***\n",
+    "## Introduction \n",
+    "In this notebook, we will connect to SAS Viya from Python using the SWAT package. Using SWAT, we will use the Data Science Pilot action set to build automated machine learning models using the power of SAS analytics. Next, we will create a simple XGBOOST model pipeline, which will push into the SAS model repository service to demonstrate Viya's ability to consume different types of models! Finally, we will use the SASCTL and PZMM packages to generate model metadata and push our SAS models and our native Python model into the model repository service. More information about SWAT, Data Science Pilot, SASCTL and PZMM are available below.\n",
+    "\n",
+    "### The Scripting Wrapper for Analytics Transfer Package\n",
+    "The [SAS SWAT (Scripting Wrapper for Analytics Transfer) package for Python](https://sassoftware.github.io/python-swat/index.html) is a Python interface to the SAS Cloud Analytic Services (CAS) engine (the centerpiece of the SAS Viya framework). SWAT allows Python programmers to load and access data stored in Viya as CASTables as well as execute CAS actions upon the data stored in CAS. CAS Action Sets are akin to libraries and CAS Actions can be thought of as functions. Examples and syntax for utilizing CAS actions in Python are readily available in the [documentation](https://go.documentation.sas.com/?cdcId=pgmsascdc&cdcVersion=v_006&docsetId=casactml&docsetTarget=titlepage.htm&locale=en). SWAT accesses the CAS Engine using our Open API Framework. Notice in the image below that programmers can interface with CASTables using a familiar pandas-like syntax. With the best-of-breed SAS analytics in the cloud and the use of Python and its large collection of open source packages, the SWAT package gives you access to the best of both worlds.\n",
+    "\n",
+    "### The Data Science Pilot Action Set\n",
+    "The Data Science Pilot Action Set is included with SAS Visual Data Mining and Machine Learning (VDMML) and consists of actions that implement a policy-based, configurable, and scalable approach to automating data science workflows. These actions allow you to move from a data set to a deployable model in a flash! A deeper dive into the data science can be found in [my blog series](https://blogs.sas.com/content/tag/data-science-pilot-explained/).\n",
+    "\n",
+    "### The SASCTL and PZMM Packages\n",
+    "The SASCTL and PZMM Packages are incredibly helpful with model metadata, management and governance. SASCTL and PZMM enable you to easily put models built using CAS actions or purely python into our model repository and save important metadata with those models. You can also publish the models for easily deployment, monitor model performance, or access our workflow service. SASCTL and PZMM access the model management and model deployment microservices using our open API framework.\n",
+    "\n",
+    "Now that we have a better understanding of SAS Open Source packages, let's get started!\n",
+    "***\n",
+    "## Gather Resources \n",
+    "First, we will import necessary packages."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Packages for Python Basics\n",
+    "import sys\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Packages for Building Model Pipeline\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.preprocessing import OneHotEncoder\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.compose import ColumnTransformer\n",
+    "import xgboost as xgb\n",
+    "\n",
+    "# Packages for the Environment\n",
+    "from pathlib import Path\n",
+    "import os\n",
+    "import urllib3\n",
+    "import getpass\n",
+    "\n",
+    "# Functions for working with SAS and Python\n",
+    "from sasctl.services import model_repository as modelRepo \n",
+    "from sasctl.tasks import register_model, publish_model, update_model_performance\n",
+    "from sasctl import pzmm as pzmm\n",
+    "from sasctl import Session\n",
+    "import swat"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now I will use the Scripting Wrapper for Analytics Transfer (SWAT) package to connect to out Cloud Analytics Service (CAS). To use this notebook yourself, ensure that you can connect to a SAS Viya 2020 environment and input your credentials below! "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Username:  ······\n",
+      "Password:  ··············\n",
+      "Hostname:  ········································\n",
+      "Portnumber:  ·····\n",
+      "SSL Certificate:  ······················································································\n"
+     ]
+    }
+   ],
+   "source": [
+    "# For authentication\n",
+    "username = getpass.getpass(\"Username: \")\n",
+    "password = getpass.getpass(\"Password: \")\n",
+    "hostname = getpass.getpass(\"Hostname: \")\n",
+    "portnum = int(getpass.getpass(\"Portnumber: \"))\n",
+    "os.environ['CAS_CLIENT_SSL_CA_LIST']= getpass.getpass(\"SSL Certificate: \")\n",
+    "\n",
+    "# Build connection\n",
+    "conn =  swat.CAS(hostname, portnum, username, password)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Next, we will load the csv file holding our into a pandas data frame and into a CAS table. To use this notebook yourself, edit the code to point to a copy of the HMEQ data set. You can also use a copy residing on your SAS Viya 2020 environment! "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTE: Cloud Analytic Services made the uploaded file available as table HMEQCT in caslib CASUSER(sorowl).\n",
+      "NOTE: The table HMEQCT has been created in caslib CASUSER(sorowl) from binary data uploaded to Cloud Analytic Services.\n"
+     ]
+    }
+   ],
+   "source": [
+    "hmeqdf = pd.read_csv(\"./data/hmeq.csv\")\n",
+    "hmeqct = conn.read_csv(\"./data/hmeq.csv\", casout=dict(name='hmeqct', replace=True))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>BAD</th>\n",
+       "      <th>LOAN</th>\n",
+       "      <th>MORTDUE</th>\n",
+       "      <th>VALUE</th>\n",
+       "      <th>REASON</th>\n",
+       "      <th>JOB</th>\n",
+       "      <th>YOJ</th>\n",
+       "      <th>DEROG</th>\n",
+       "      <th>DELINQ</th>\n",
+       "      <th>CLAGE</th>\n",
+       "      <th>NINQ</th>\n",
+       "      <th>CLNO</th>\n",
+       "      <th>DEBTINC</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>26800</td>\n",
+       "      <td>46236.0</td>\n",
+       "      <td>62711.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>175.075058</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>33.059934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>26900</td>\n",
+       "      <td>74982.0</td>\n",
+       "      <td>126972.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>315.818911</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>38.325990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>26900</td>\n",
+       "      <td>67144.0</td>\n",
+       "      <td>92923.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89.112173</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>32.791478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>26900</td>\n",
+       "      <td>45763.0</td>\n",
+       "      <td>73797.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>291.591682</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>39.370858</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>27000</td>\n",
+       "      <td>144901.0</td>\n",
+       "      <td>178093.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>ProfExe</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>331.113972</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>40.566552</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   BAD   LOAN   MORTDUE     VALUE   REASON      JOB   YOJ  DEROG  DELINQ  \\\n",
+       "0    0  26800   46236.0   62711.0  DebtCon   Office  17.0    0.0     0.0   \n",
+       "1    0  26900   74982.0  126972.0  DebtCon   Office   0.0    0.0     0.0   \n",
+       "2    0  26900   67144.0   92923.0  DebtCon    Other  16.0    0.0     0.0   \n",
+       "3    0  26900   45763.0   73797.0  DebtCon    Other  23.0    NaN     0.0   \n",
+       "4    0  27000  144901.0  178093.0  DebtCon  ProfExe   7.0    0.0     0.0   \n",
+       "\n",
+       "        CLAGE  NINQ  CLNO    DEBTINC  \n",
+       "0  175.075058   1.0  22.0  33.059934  \n",
+       "1  315.818911   0.0  23.0  38.325990  \n",
+       "2   89.112173   1.0  17.0  32.791478  \n",
+       "3  291.591682   1.0  29.0  39.370858  \n",
+       "4  331.113972   0.0  34.0  40.566552  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hmeqdf.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\"><caption>Selected Rows from Table HMEQCT</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"BAD\">BAD</th>\n",
+       "      <th title=\"LOAN\">LOAN</th>\n",
+       "      <th title=\"MORTDUE\">MORTDUE</th>\n",
+       "      <th title=\"VALUE\">VALUE</th>\n",
+       "      <th title=\"REASON\">REASON</th>\n",
+       "      <th title=\"JOB\">JOB</th>\n",
+       "      <th title=\"YOJ\">YOJ</th>\n",
+       "      <th title=\"DEROG\">DEROG</th>\n",
+       "      <th title=\"DELINQ\">DELINQ</th>\n",
+       "      <th title=\"CLAGE\">CLAGE</th>\n",
+       "      <th title=\"NINQ\">NINQ</th>\n",
+       "      <th title=\"CLNO\">CLNO</th>\n",
+       "      <th title=\"DEBTINC\">DEBTINC</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26800.0</td>\n",
+       "      <td>46236.0</td>\n",
+       "      <td>62711.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>175.075058</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>33.059934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26900.0</td>\n",
+       "      <td>74982.0</td>\n",
+       "      <td>126972.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>315.818911</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>38.325990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26900.0</td>\n",
+       "      <td>67144.0</td>\n",
+       "      <td>92923.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89.112173</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>32.791478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26900.0</td>\n",
+       "      <td>45763.0</td>\n",
+       "      <td>73797.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>291.591682</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>39.370858</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27000.0</td>\n",
+       "      <td>144901.0</td>\n",
+       "      <td>178093.0</td>\n",
+       "      <td>DebtCon</td>\n",
+       "      <td>ProfExe</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>331.113972</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>40.566552</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Selected Rows from Table HMEQCT\n",
+       "\n",
+       "   BAD     LOAN   MORTDUE     VALUE   REASON      JOB   YOJ  DEROG  DELINQ       CLAGE  NINQ  CLNO    DEBTINC\n",
+       "0  0.0  26800.0   46236.0   62711.0  DebtCon   Office  17.0    0.0     0.0  175.075058   1.0  22.0  33.059934\n",
+       "1  0.0  26900.0   74982.0  126972.0  DebtCon   Office   0.0    0.0     0.0  315.818911   0.0  23.0  38.325990\n",
+       "2  0.0  26900.0   67144.0   92923.0  DebtCon    Other  16.0    0.0     0.0   89.112173   1.0  17.0  32.791478\n",
+       "3  0.0  26900.0   45763.0   73797.0  DebtCon    Other  23.0    NaN     0.0  291.591682   1.0  29.0  39.370858\n",
+       "4  0.0  27000.0  144901.0  178093.0  DebtCon  ProfExe   7.0    0.0     0.0  331.113972   0.0  34.0  40.566552"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hmeqct.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "***\n",
+    "## Data Science Pilot in Python \n",
+    "\n",
+    "Now we will interface with the Data Science Pilot Action Set to build the same model we can build in SAS in Python - demonstrating the ability to code in both Python and SAS, while getting the same results!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTE: Added action set 'dataSciencePilot'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Early stopping is activated; 'NTREE' will not be tuned.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Early stopping is activated; 'NTREE' will not be tuned.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Early stopping is activated; 'NTREE' will not be tuned.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Early stopping is activated; 'NTREE' will not be tuned.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Early stopping is activated; 'NTREE' will not be tuned.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: Added action set 'autotune'.\n",
+      "NOTE: Early stopping is activated; 'NTREE' will not be tuned.\n",
+      "NOTE: Added action set 'decisionTree'.\n",
+      "NOTE: 3319199 bytes were written to the table \"ASTORE_OUT_PY_gradBoost_1\" in the caslib \"CASUSER(sorowl)\".\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"cas-results-key\"><b>&#167; ModelInfo_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Decision Tree for __TEMP_FEATURE_MACHINE_CASOUT___AUTOTUNE_07APR2021:18:53:51</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Descr\">Descr</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Number of Tree Nodes</td>\n",
+       "      <td>31.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Max Number of Branches</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Number of Levels</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Number of Leaves</td>\n",
+       "      <td>16.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Number of Bins</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Minimum Size of Leaves</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Maximum Size of Leaves</td>\n",
+       "      <td>2045.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Number of Variables</td>\n",
+       "      <td>10.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Confidence Level for Pruning</td>\n",
+       "      <td>0.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>Number of Observations Used</td>\n",
+       "      <td>5960.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>Misclassification Error (%)</td>\n",
+       "      <td>11.845638</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ScoreInfo_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"Descr\">Descr</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Number of Observations Read</td>\n",
+       "      <td>5960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Number of Observations Used</td>\n",
+       "      <td>5960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Misclassification Error (%)</td>\n",
+       "      <td>11.845637584</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EncodedName_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"BAD\">LEVNAME</th>\n",
+       "      <th title=\"LEVINDEX\">LEVINDEX</th>\n",
+       "      <th title=\"Name\">VARNAME</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>P_BAD1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EncodedTargetName_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"BAD\">LEVNAME</th>\n",
+       "      <th title=\"LEVINDEX\">LEVINDEX</th>\n",
+       "      <th title=\"Name\">VARNAME</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>I_BAD</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ROCInfo_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>ROC Information for _AUTOTUNE_DEFAULT_SCORE_TABLE_</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Analysis Variable\">Variable</th>\n",
+       "      <th title=\"Event\">Event</th>\n",
+       "      <th title=\"CutOff\">CutOff</th>\n",
+       "      <th title=\"True Positive\">TP</th>\n",
+       "      <th title=\"False Positive\">FP</th>\n",
+       "      <th title=\"False Negative\">FN</th>\n",
+       "      <th title=\"True Negative\">TN</th>\n",
+       "      <th title=\"Sensitivity\">Sensitivity</th>\n",
+       "      <th title=\"Specificity\">Specificity</th>\n",
+       "      <th title=\"KS Cutoff\">KS</th>\n",
+       "      <th title=\"...\">...</th>\n",
+       "      <th title=\"F0.5 Score\">F_HALF</th>\n",
+       "      <th title=\"False Positive Rate\">FPR</th>\n",
+       "      <th title=\"Accuracy\">ACC</th>\n",
+       "      <th title=\"False Discovery Rate\">FDR</th>\n",
+       "      <th title=\"F1 Score\">F1</th>\n",
+       "      <th title=\"Area Under ROC\">C</th>\n",
+       "      <th title=\"Gini Coefficient\">Gini</th>\n",
+       "      <th title=\"Gamma\">Gamma</th>\n",
+       "      <th title=\"Tau\">Tau</th>\n",
+       "      <th title=\"Misclassification (Event)\">MISCEVENT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.833770</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.800503</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.889200</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1124.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.054668</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.841417</td>\n",
+       "      <td>0.945332</td>\n",
+       "      <td>0.811409</td>\n",
+       "      <td>0.190670</td>\n",
+       "      <td>0.894618</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.188591</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1124.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.054668</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.841417</td>\n",
+       "      <td>0.945332</td>\n",
+       "      <td>0.811409</td>\n",
+       "      <td>0.190670</td>\n",
+       "      <td>0.894618</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.188591</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1124.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.054668</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.841417</td>\n",
+       "      <td>0.945332</td>\n",
+       "      <td>0.811409</td>\n",
+       "      <td>0.190670</td>\n",
+       "      <td>0.894618</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.188591</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1124.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.054668</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.841417</td>\n",
+       "      <td>0.945332</td>\n",
+       "      <td>0.811409</td>\n",
+       "      <td>0.190670</td>\n",
+       "      <td>0.894618</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.188591</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>95</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.95</td>\n",
+       "      <td>1806.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>2965.0</td>\n",
+       "      <td>1145.0</td>\n",
+       "      <td>0.378537</td>\n",
+       "      <td>0.962994</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.741928</td>\n",
+       "      <td>0.037006</td>\n",
+       "      <td>0.495134</td>\n",
+       "      <td>0.023784</td>\n",
+       "      <td>0.545537</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.504866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>96</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>1806.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>2965.0</td>\n",
+       "      <td>1145.0</td>\n",
+       "      <td>0.378537</td>\n",
+       "      <td>0.962994</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.741928</td>\n",
+       "      <td>0.037006</td>\n",
+       "      <td>0.495134</td>\n",
+       "      <td>0.023784</td>\n",
+       "      <td>0.545537</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.504866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>97</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.97</td>\n",
+       "      <td>1806.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>2965.0</td>\n",
+       "      <td>1145.0</td>\n",
+       "      <td>0.378537</td>\n",
+       "      <td>0.962994</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.741928</td>\n",
+       "      <td>0.037006</td>\n",
+       "      <td>0.495134</td>\n",
+       "      <td>0.023784</td>\n",
+       "      <td>0.545537</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.504866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>98</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4764.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.001467</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007293</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.200671</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.002930</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.799329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>99</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4764.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.001467</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007293</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.200671</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.002930</td>\n",
+       "      <td>0.880554</td>\n",
+       "      <td>0.761107</td>\n",
+       "      <td>0.829785</td>\n",
+       "      <td>0.243135</td>\n",
+       "      <td>0.799329</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 21 columns</p>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; FitStat_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Fit Statistics for _AUTOTUNE_DEFAULT_SCORE_TABLE_</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Sum of Frequencies\">NOBS</th>\n",
+       "      <th title=\"Average Squared Error\">ASE</th>\n",
+       "      <th title=\"Divisor for ASE\">DIV</th>\n",
+       "      <th title=\"Root Average Squared Error\">RASE</th>\n",
+       "      <th title=\"Misclassification (MCE)\">MCE</th>\n",
+       "      <th title=\"Multi-Class Log Loss\">MCLL</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>5960.0</td>\n",
+       "      <td>0.091043</td>\n",
+       "      <td>5960.0</td>\n",
+       "      <td>0.301733</td>\n",
+       "      <td>0.118456</td>\n",
+       "      <td>0.306519</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerInfo_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Information</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Model Type</td>\n",
+       "      <td>Decision Tree</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Tuner Objective Function</td>\n",
+       "      <td>Area Under Curve</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Search Method</td>\n",
+       "      <td>GRID</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Number of Grid Points</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Maximum Tuning Time in Seconds</td>\n",
+       "      <td>36000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Validation Type</td>\n",
+       "      <td>Single Partition</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Validation Partition Fraction</td>\n",
+       "      <td>0.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Log Level</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Seed</td>\n",
+       "      <td>70555066</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>Number of Parallel Evaluations</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>Number of Workers per Subsession</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerResults_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Results</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Evaluation\">Evaluation</th>\n",
+       "      <th title=\"MAXLEVEL\">MAXLEVEL</th>\n",
+       "      <th title=\"NBINS\">NBINS</th>\n",
+       "      <th title=\"CRIT\">CRIT</th>\n",
+       "      <th title=\"Area Under Curve\">AreaUnderCurve</th>\n",
+       "      <th title=\"Evaluation Time in Seconds\">EvaluationTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>20</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.857149</td>\n",
+       "      <td>1.530925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gain</td>\n",
+       "      <td>0.865870</td>\n",
+       "      <td>0.617550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.854104</td>\n",
+       "      <td>1.511851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gain</td>\n",
+       "      <td>0.846960</td>\n",
+       "      <td>0.735416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.824081</td>\n",
+       "      <td>1.005928</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>15</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gain</td>\n",
+       "      <td>0.806591</td>\n",
+       "      <td>0.821093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.794999</td>\n",
+       "      <td>0.624389</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; IterationHistory_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Iteration History</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Iteration\">Iteration</th>\n",
+       "      <th title=\"Evaluations\">Evaluations</th>\n",
+       "      <th title=\"Best Objective\">Best_obj</th>\n",
+       "      <th title=\"Elapsed Time\">Time_sec</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.857149</td>\n",
+       "      <td>1.530925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.865870</td>\n",
+       "      <td>4.481610</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EvaluationHistory_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Evaluation History</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Evaluation\">Evaluation</th>\n",
+       "      <th title=\"Iteration\">Iteration</th>\n",
+       "      <th title=\"MAXLEVEL\">MAXLEVEL</th>\n",
+       "      <th title=\"NBINS\">NBINS</th>\n",
+       "      <th title=\"CRIT\">CRIT</th>\n",
+       "      <th title=\"Area Under Curve\">AreaUnderCurve</th>\n",
+       "      <th title=\"Evaluation Time in Seconds\">EvaluationTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>20</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.857149</td>\n",
+       "      <td>1.530925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.794999</td>\n",
+       "      <td>0.624389</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.854104</td>\n",
+       "      <td>1.511851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gainRatio</td>\n",
+       "      <td>0.824081</td>\n",
+       "      <td>1.005928</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gain</td>\n",
+       "      <td>0.865870</td>\n",
+       "      <td>0.617550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gain</td>\n",
+       "      <td>0.846960</td>\n",
+       "      <td>0.735416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15</td>\n",
+       "      <td>100</td>\n",
+       "      <td>gain</td>\n",
+       "      <td>0.806591</td>\n",
+       "      <td>0.821093</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; BestConfiguration_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Best Configuration</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Internal Name\">Name</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Evaluation</td>\n",
+       "      <td>Evaluation</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Maximum Tree Levels</td>\n",
+       "      <td>MAXLEVEL</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Maximum Bins</td>\n",
+       "      <td>NBINS</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Criterion</td>\n",
+       "      <td>CRIT</td>\n",
+       "      <td>gain</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Area Under Curve</td>\n",
+       "      <td>Objective</td>\n",
+       "      <td>0.8658701776</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerSummary_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Summary</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Initial Configuration Objective Value</td>\n",
+       "      <td>0.857149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Best Configuration Objective Value</td>\n",
+       "      <td>0.865870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Worst Configuration Objective Value</td>\n",
+       "      <td>0.794999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Initial Configuration Evaluation Time in Seconds</td>\n",
+       "      <td>1.530925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Best Configuration Evaluation Time in Seconds</td>\n",
+       "      <td>0.617336</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Number of Improved Configurations</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Number of Evaluated Configurations</td>\n",
+       "      <td>7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Total Tuning Time in Seconds</td>\n",
+       "      <td>5.401655</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Parallel Tuning Speedup</td>\n",
+       "      <td>1.352141</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerTiming_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Task Timing</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Task\">Task</th>\n",
+       "      <th title=\"Seconds\">Time_sec</th>\n",
+       "      <th title=\"Percent\">Time_percent</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Model Training</td>\n",
+       "      <td>4.207316</td>\n",
+       "      <td>57.604467</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Model Scoring</td>\n",
+       "      <td>2.170447</td>\n",
+       "      <td>29.716680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Total Objective Evaluations</td>\n",
+       "      <td>6.380965</td>\n",
+       "      <td>87.364983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Tuner</td>\n",
+       "      <td>0.922837</td>\n",
+       "      <td>12.635017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Total CPU Time</td>\n",
+       "      <td>7.303802</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; HyperparameterImportance_1_DecisionTree</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Hyperparameter Importance</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Hyperparameter\">Hyperparameter</th>\n",
+       "      <th title=\"Relative Importance\">RelImportance</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>MAXLEVEL</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>CRIT</td>\n",
+       "      <td>0.050953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>NBINS</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ModelInfo_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Gradient Boosting Tree for __TEMP_FEATURE_MACHINE_CASOUT___AUTOTUNE_07APR2021:18:53:51</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Descr\">Descr</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Number of Trees</td>\n",
+       "      <td>1.500000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Distribution</td>\n",
+       "      <td>2.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Learning Rate</td>\n",
+       "      <td>1.000000e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Subsampling Rate</td>\n",
+       "      <td>6.000000e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Number of Selected Variables (M)</td>\n",
+       "      <td>1.000000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Number of Bins</td>\n",
+       "      <td>7.700000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Number of Variables</td>\n",
+       "      <td>1.000000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Max Number of Tree Nodes</td>\n",
+       "      <td>1.230000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Min Number of Tree Nodes</td>\n",
+       "      <td>6.300000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>Max Number of Branches</td>\n",
+       "      <td>2.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>Min Number of Branches</td>\n",
+       "      <td>2.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>11</td>\n",
+       "      <td>Max Number of Levels</td>\n",
+       "      <td>7.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>12</td>\n",
+       "      <td>Min Number of Levels</td>\n",
+       "      <td>7.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>13</td>\n",
+       "      <td>Max Number of Leaves</td>\n",
+       "      <td>6.200000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>14</td>\n",
+       "      <td>Min Number of Leaves</td>\n",
+       "      <td>3.200000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>15</td>\n",
+       "      <td>Maximum Size of Leaves</td>\n",
+       "      <td>2.036000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>16</td>\n",
+       "      <td>Minimum Size of Leaves</td>\n",
+       "      <td>5.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>17</td>\n",
+       "      <td>Random Number Seed</td>\n",
+       "      <td>7.055507e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>18</td>\n",
+       "      <td>Lasso (L1) penalty</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>19</td>\n",
+       "      <td>Ridge (L2) penalty</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>20</td>\n",
+       "      <td>Actual Number of Trees</td>\n",
+       "      <td>1.500000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>21</td>\n",
+       "      <td>Average number of Leaves</td>\n",
+       "      <td>5.065333e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>22</td>\n",
+       "      <td>Early stopping stagnation</td>\n",
+       "      <td>4.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>23</td>\n",
+       "      <td>Early stopping threshold</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>24</td>\n",
+       "      <td>Early stopping threshold iterations</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>25</td>\n",
+       "      <td>Early stopping tolerance</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EvalMetricInfo_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"Progress\">Progress</th>\n",
+       "      <th title=\"Metric\">Metric</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.196812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.167450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>145</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>0.001846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>146</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>0.001846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>147</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>0.001678</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>148</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>0.001846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>149</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>0.001510</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>150 rows × 2 columns</p>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ScoreInfo_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"Descr\">Descr</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Number of Observations Read</td>\n",
+       "      <td>5960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Number of Observations Used</td>\n",
+       "      <td>5960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Misclassification Error (%)</td>\n",
+       "      <td>0.1510067114</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ErrorMetricInfo_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"TreeID\">TreeID</th>\n",
+       "      <th title=\"Trees\">Trees</th>\n",
+       "      <th title=\"NLeaves\">NLeaves</th>\n",
+       "      <th title=\"MCR\">MCR</th>\n",
+       "      <th title=\"LogLoss\">LogLoss</th>\n",
+       "      <th title=\"ASE\">ASE</th>\n",
+       "      <th title=\"RASE\">RASE</th>\n",
+       "      <th title=\"MAXAE\">MAXAE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.455008</td>\n",
+       "      <td>0.144200</td>\n",
+       "      <td>0.379737</td>\n",
+       "      <td>0.819707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.420078</td>\n",
+       "      <td>0.130961</td>\n",
+       "      <td>0.361886</td>\n",
+       "      <td>0.833214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.394628</td>\n",
+       "      <td>0.121028</td>\n",
+       "      <td>0.347891</td>\n",
+       "      <td>0.849363</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>0.196812</td>\n",
+       "      <td>0.372234</td>\n",
+       "      <td>0.112158</td>\n",
+       "      <td>0.334900</td>\n",
+       "      <td>0.860647</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>256.0</td>\n",
+       "      <td>0.165604</td>\n",
+       "      <td>0.352168</td>\n",
+       "      <td>0.104402</td>\n",
+       "      <td>0.323114</td>\n",
+       "      <td>0.872457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>145</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>7373.0</td>\n",
+       "      <td>0.001846</td>\n",
+       "      <td>0.035530</td>\n",
+       "      <td>0.005181</td>\n",
+       "      <td>0.071979</td>\n",
+       "      <td>0.618662</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>146</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>7426.0</td>\n",
+       "      <td>0.001846</td>\n",
+       "      <td>0.034929</td>\n",
+       "      <td>0.005028</td>\n",
+       "      <td>0.070911</td>\n",
+       "      <td>0.584889</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>147</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>7485.0</td>\n",
+       "      <td>0.001678</td>\n",
+       "      <td>0.034398</td>\n",
+       "      <td>0.004909</td>\n",
+       "      <td>0.070066</td>\n",
+       "      <td>0.601992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>148</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>7542.0</td>\n",
+       "      <td>0.001846</td>\n",
+       "      <td>0.033824</td>\n",
+       "      <td>0.004784</td>\n",
+       "      <td>0.069168</td>\n",
+       "      <td>0.593865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>149</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>7598.0</td>\n",
+       "      <td>0.001510</td>\n",
+       "      <td>0.033342</td>\n",
+       "      <td>0.004665</td>\n",
+       "      <td>0.068298</td>\n",
+       "      <td>0.581877</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>150 rows × 8 columns</p>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EncodedName_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"BAD\">LEVNAME</th>\n",
+       "      <th title=\"LEVINDEX\">LEVINDEX</th>\n",
+       "      <th title=\"Name\">VARNAME</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>P_BAD1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EncodedTargetName_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"BAD\">LEVNAME</th>\n",
+       "      <th title=\"LEVINDEX\">LEVINDEX</th>\n",
+       "      <th title=\"Name\">VARNAME</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>I_BAD</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ROCInfo_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>ROC Information for _AUTOTUNE_DEFAULT_SCORE_TABLE_</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Analysis Variable\">Variable</th>\n",
+       "      <th title=\"Event\">Event</th>\n",
+       "      <th title=\"CutOff\">CutOff</th>\n",
+       "      <th title=\"True Positive\">TP</th>\n",
+       "      <th title=\"False Positive\">FP</th>\n",
+       "      <th title=\"False Negative\">FN</th>\n",
+       "      <th title=\"True Negative\">TN</th>\n",
+       "      <th title=\"Sensitivity\">Sensitivity</th>\n",
+       "      <th title=\"Specificity\">Specificity</th>\n",
+       "      <th title=\"KS Cutoff\">KS</th>\n",
+       "      <th title=\"...\">...</th>\n",
+       "      <th title=\"F0.5 Score\">F_HALF</th>\n",
+       "      <th title=\"False Positive Rate\">FPR</th>\n",
+       "      <th title=\"Accuracy\">ACC</th>\n",
+       "      <th title=\"False Discovery Rate\">FDR</th>\n",
+       "      <th title=\"F1 Score\">F1</th>\n",
+       "      <th title=\"Area Under ROC\">C</th>\n",
+       "      <th title=\"Gini Coefficient\">Gini</th>\n",
+       "      <th title=\"Gamma\">Gamma</th>\n",
+       "      <th title=\"Tau\">Tau</th>\n",
+       "      <th title=\"Misclassification (Event)\">MISCEVENT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.833770</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.800503</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.889200</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>934.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>255.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.214466</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.864594</td>\n",
+       "      <td>0.785534</td>\n",
+       "      <td>0.843289</td>\n",
+       "      <td>0.163716</td>\n",
+       "      <td>0.910844</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.156711</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>797.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>392.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.329689</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.882114</td>\n",
+       "      <td>0.670311</td>\n",
+       "      <td>0.866275</td>\n",
+       "      <td>0.143139</td>\n",
+       "      <td>0.922913</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.133725</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>684.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>505.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.424727</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.897108</td>\n",
+       "      <td>0.575273</td>\n",
+       "      <td>0.885235</td>\n",
+       "      <td>0.125390</td>\n",
+       "      <td>0.933112</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.114765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>604.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>585.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.492010</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.908035</td>\n",
+       "      <td>0.507990</td>\n",
+       "      <td>0.898658</td>\n",
+       "      <td>0.112372</td>\n",
+       "      <td>0.940469</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.101342</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>95</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.95</td>\n",
+       "      <td>4329.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>442.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.907357</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.979988</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.925839</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.951429</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.074161</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>96</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>4237.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>534.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.888074</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.975413</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.910403</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.940719</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.089597</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>97</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.97</td>\n",
+       "      <td>4081.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>690.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.855376</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.967291</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.884228</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.922052</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.115772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>98</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>3808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>963.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.798156</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.951857</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.838423</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.887749</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.161577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>99</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>3212.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1559.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.673234</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.911516</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.738423</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.804710</td>\n",
+       "      <td>0.999994</td>\n",
+       "      <td>0.999987</td>\n",
+       "      <td>0.999988</td>\n",
+       "      <td>0.319445</td>\n",
+       "      <td>0.261577</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 21 columns</p>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; FitStat_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Fit Statistics for _AUTOTUNE_DEFAULT_SCORE_TABLE_</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Sum of Frequencies\">NOBS</th>\n",
+       "      <th title=\"Average Squared Error\">ASE</th>\n",
+       "      <th title=\"Divisor for ASE\">DIV</th>\n",
+       "      <th title=\"Root Average Squared Error\">RASE</th>\n",
+       "      <th title=\"Misclassification (MCE)\">MCE</th>\n",
+       "      <th title=\"Multi-Class Log Loss\">MCLL</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>5960.0</td>\n",
+       "      <td>0.004665</td>\n",
+       "      <td>5960.0</td>\n",
+       "      <td>0.068298</td>\n",
+       "      <td>0.00151</td>\n",
+       "      <td>0.033342</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerInfo_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Information</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Model Type</td>\n",
+       "      <td>Gradient Boosting Tree</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Tuner Objective Function</td>\n",
+       "      <td>Area Under Curve</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Search Method</td>\n",
+       "      <td>GRID</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Number of Grid Points</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Maximum Tuning Time in Seconds</td>\n",
+       "      <td>36000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Validation Type</td>\n",
+       "      <td>Single Partition</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Validation Partition Fraction</td>\n",
+       "      <td>0.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Log Level</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Seed</td>\n",
+       "      <td>70555071</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>Number of Parallel Evaluations</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>Number of Workers per Subsession</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerResults_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Results</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Evaluation\">Evaluation</th>\n",
+       "      <th title=\"M\">M</th>\n",
+       "      <th title=\"LEARNINGRATE\">LEARNINGRATE</th>\n",
+       "      <th title=\"SUBSAMPLERATE\">SUBSAMPLERATE</th>\n",
+       "      <th title=\"LASSO\">LASSO</th>\n",
+       "      <th title=\"RIDGE\">RIDGE</th>\n",
+       "      <th title=\"NBINS\">NBINS</th>\n",
+       "      <th title=\"MAXLEVEL\">MAXLEVEL</th>\n",
+       "      <th title=\"Area Under Curve\">AreaUnderCurve</th>\n",
+       "      <th title=\"Evaluation Time in Seconds\">EvaluationTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>50</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.921546</td>\n",
+       "      <td>9.556130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.940871</td>\n",
+       "      <td>22.204142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.939292</td>\n",
+       "      <td>9.113203</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.939042</td>\n",
+       "      <td>26.665014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.926720</td>\n",
+       "      <td>4.915408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.917736</td>\n",
+       "      <td>3.837701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.916510</td>\n",
+       "      <td>3.316526</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.915537</td>\n",
+       "      <td>3.806702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>11</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.905599</td>\n",
+       "      <td>4.272436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.825386</td>\n",
+       "      <td>1.119262</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>16</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.820604</td>\n",
+       "      <td>1.228740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; IterationHistory_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Iteration History</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Iteration\">Iteration</th>\n",
+       "      <th title=\"Evaluations\">Evaluations</th>\n",
+       "      <th title=\"Best Objective\">Best_obj</th>\n",
+       "      <th title=\"Elapsed Time\">Time_sec</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.921546</td>\n",
+       "      <td>9.556130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0.940871</td>\n",
+       "      <td>62.697545</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EvaluationHistory_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Evaluation History</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Evaluation\">Evaluation</th>\n",
+       "      <th title=\"Iteration\">Iteration</th>\n",
+       "      <th title=\"M\">M</th>\n",
+       "      <th title=\"LEARNINGRATE\">LEARNINGRATE</th>\n",
+       "      <th title=\"SUBSAMPLERATE\">SUBSAMPLERATE</th>\n",
+       "      <th title=\"LASSO\">LASSO</th>\n",
+       "      <th title=\"RIDGE\">RIDGE</th>\n",
+       "      <th title=\"NBINS\">NBINS</th>\n",
+       "      <th title=\"MAXLEVEL\">MAXLEVEL</th>\n",
+       "      <th title=\"Area Under Curve\">AreaUnderCurve</th>\n",
+       "      <th title=\"Evaluation Time in Seconds\">EvaluationTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>50</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.921546</td>\n",
+       "      <td>9.556130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.939042</td>\n",
+       "      <td>26.665014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.818485</td>\n",
+       "      <td>1.600817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.810106</td>\n",
+       "      <td>1.130838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.818035</td>\n",
+       "      <td>1.000732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.916510</td>\n",
+       "      <td>3.316526</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.816337</td>\n",
+       "      <td>1.276982</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.939292</td>\n",
+       "      <td>9.113203</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.813599</td>\n",
+       "      <td>1.033013</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.915537</td>\n",
+       "      <td>3.806702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.926720</td>\n",
+       "      <td>4.915408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.905599</td>\n",
+       "      <td>4.272436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.818236</td>\n",
+       "      <td>1.024924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.917736</td>\n",
+       "      <td>3.837701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.940871</td>\n",
+       "      <td>22.204142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.825386</td>\n",
+       "      <td>1.119262</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.820604</td>\n",
+       "      <td>1.228740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; BestConfiguration_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Best Configuration</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Internal Name\">Name</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Evaluation</td>\n",
+       "      <td>Evaluation</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Number of Variables to Try</td>\n",
+       "      <td>M</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Learning Rate</td>\n",
+       "      <td>LEARNINGRATE</td>\n",
+       "      <td>0.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Sampling Rate</td>\n",
+       "      <td>SUBSAMPLERATE</td>\n",
+       "      <td>0.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Lasso</td>\n",
+       "      <td>LASSO</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Ridge</td>\n",
+       "      <td>RIDGE</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Number of Bins</td>\n",
+       "      <td>NBINS</td>\n",
+       "      <td>77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Maximum Tree Levels</td>\n",
+       "      <td>MAXLEVEL</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Area Under Curve</td>\n",
+       "      <td>Objective</td>\n",
+       "      <td>0.9408711074</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerSummary_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Summary</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Initial Configuration Objective Value</td>\n",
+       "      <td>0.921546</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Best Configuration Objective Value</td>\n",
+       "      <td>0.940871</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Worst Configuration Objective Value</td>\n",
+       "      <td>0.810106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Initial Configuration Evaluation Time in Seconds</td>\n",
+       "      <td>9.556130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Best Configuration Evaluation Time in Seconds</td>\n",
+       "      <td>22.203997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Number of Improved Configurations</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Number of Evaluated Configurations</td>\n",
+       "      <td>17.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Total Tuning Time in Seconds</td>\n",
+       "      <td>96.296407</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Parallel Tuning Speedup</td>\n",
+       "      <td>1.352349</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerTiming_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Task Timing</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Task\">Task</th>\n",
+       "      <th title=\"Seconds\">Time_sec</th>\n",
+       "      <th title=\"Percent\">Time_percent</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Model Training</td>\n",
+       "      <td>122.700009</td>\n",
+       "      <td>94.220552</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Model Scoring</td>\n",
+       "      <td>6.529068</td>\n",
+       "      <td>5.013630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Total Objective Evaluations</td>\n",
+       "      <td>129.236482</td>\n",
+       "      <td>99.239868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Tuner</td>\n",
+       "      <td>0.989892</td>\n",
+       "      <td>0.760132</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Total CPU Time</td>\n",
+       "      <td>130.226375</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; HyperparameterImportance_2_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Hyperparameter Importance</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Hyperparameter\">Hyperparameter</th>\n",
+       "      <th title=\"Relative Importance\">RelImportance</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>LEARNINGRATE</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>LASSO</td>\n",
+       "      <td>0.006289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>SUBSAMPLERATE</td>\n",
+       "      <td>0.002352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>MAXLEVEL</td>\n",
+       "      <td>0.000761</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>M</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>RIDGE</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>NBINS</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ModelInfo_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Gradient Boosting Tree for __TEMP_FEATURE_MACHINE_CASOUT___AUTOTUNE_07APR2021:18:55:30</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Descr\">Descr</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Number of Trees</td>\n",
+       "      <td>1.500000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Distribution</td>\n",
+       "      <td>2.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Learning Rate</td>\n",
+       "      <td>1.000000e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Subsampling Rate</td>\n",
+       "      <td>5.000000e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Number of Selected Variables (M)</td>\n",
+       "      <td>1.400000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Number of Bins</td>\n",
+       "      <td>5.000000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Number of Variables</td>\n",
+       "      <td>1.400000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Max Number of Tree Nodes</td>\n",
+       "      <td>3.100000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Min Number of Tree Nodes</td>\n",
+       "      <td>1.700000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>Max Number of Branches</td>\n",
+       "      <td>2.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>Min Number of Branches</td>\n",
+       "      <td>2.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>11</td>\n",
+       "      <td>Max Number of Levels</td>\n",
+       "      <td>5.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>12</td>\n",
+       "      <td>Min Number of Levels</td>\n",
+       "      <td>5.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>13</td>\n",
+       "      <td>Max Number of Leaves</td>\n",
+       "      <td>1.600000e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>14</td>\n",
+       "      <td>Min Number of Leaves</td>\n",
+       "      <td>9.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>15</td>\n",
+       "      <td>Maximum Size of Leaves</td>\n",
+       "      <td>2.317000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>16</td>\n",
+       "      <td>Minimum Size of Leaves</td>\n",
+       "      <td>5.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>17</td>\n",
+       "      <td>Random Number Seed</td>\n",
+       "      <td>7.056494e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>18</td>\n",
+       "      <td>Lasso (L1) penalty</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>19</td>\n",
+       "      <td>Ridge (L2) penalty</td>\n",
+       "      <td>1.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>20</td>\n",
+       "      <td>Actual Number of Trees</td>\n",
+       "      <td>1.500000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>21</td>\n",
+       "      <td>Average number of Leaves</td>\n",
+       "      <td>1.490667e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>22</td>\n",
+       "      <td>Early stopping stagnation</td>\n",
+       "      <td>4.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>23</td>\n",
+       "      <td>Early stopping threshold</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>24</td>\n",
+       "      <td>Early stopping threshold iterations</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>25</td>\n",
+       "      <td>Early stopping tolerance</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EvalMetricInfo_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"Progress\">Progress</th>\n",
+       "      <th title=\"Metric\">Metric</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.193456</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>145</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>0.049329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>146</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>0.048993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>147</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>0.048154</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>148</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>0.047315</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>149</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>0.046644</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>150 rows × 2 columns</p>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ScoreInfo_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"Descr\">Descr</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Number of Observations Read</td>\n",
+       "      <td>5960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Number of Observations Used</td>\n",
+       "      <td>5960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Misclassification Error (%)</td>\n",
+       "      <td>4.6476510067</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ErrorMetricInfo_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"TreeID\">TreeID</th>\n",
+       "      <th title=\"Trees\">Trees</th>\n",
+       "      <th title=\"NLeaves\">NLeaves</th>\n",
+       "      <th title=\"MCR\">MCR</th>\n",
+       "      <th title=\"LogLoss\">LogLoss</th>\n",
+       "      <th title=\"ASE\">ASE</th>\n",
+       "      <th title=\"RASE\">RASE</th>\n",
+       "      <th title=\"MAXAE\">MAXAE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.458854</td>\n",
+       "      <td>0.145714</td>\n",
+       "      <td>0.381725</td>\n",
+       "      <td>0.815309</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.428499</td>\n",
+       "      <td>0.134314</td>\n",
+       "      <td>0.366489</td>\n",
+       "      <td>0.831229</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.405006</td>\n",
+       "      <td>0.125130</td>\n",
+       "      <td>0.353737</td>\n",
+       "      <td>0.843562</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.385870</td>\n",
+       "      <td>0.117518</td>\n",
+       "      <td>0.342808</td>\n",
+       "      <td>0.854327</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>0.193456</td>\n",
+       "      <td>0.370783</td>\n",
+       "      <td>0.111549</td>\n",
+       "      <td>0.333990</td>\n",
+       "      <td>0.863793</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>145</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>2183.0</td>\n",
+       "      <td>0.048993</td>\n",
+       "      <td>0.134989</td>\n",
+       "      <td>0.036668</td>\n",
+       "      <td>0.191488</td>\n",
+       "      <td>0.971637</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>146</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>2192.0</td>\n",
+       "      <td>0.048658</td>\n",
+       "      <td>0.134792</td>\n",
+       "      <td>0.036561</td>\n",
+       "      <td>0.191210</td>\n",
+       "      <td>0.971385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>147</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>2206.0</td>\n",
+       "      <td>0.047819</td>\n",
+       "      <td>0.134387</td>\n",
+       "      <td>0.036389</td>\n",
+       "      <td>0.190760</td>\n",
+       "      <td>0.970637</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>148</td>\n",
+       "      <td>148.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>2222.0</td>\n",
+       "      <td>0.047148</td>\n",
+       "      <td>0.133839</td>\n",
+       "      <td>0.036210</td>\n",
+       "      <td>0.190289</td>\n",
+       "      <td>0.970746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>149</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>2236.0</td>\n",
+       "      <td>0.046477</td>\n",
+       "      <td>0.133422</td>\n",
+       "      <td>0.036071</td>\n",
+       "      <td>0.189923</td>\n",
+       "      <td>0.970602</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>150 rows × 8 columns</p>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EncodedName_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"BAD\">LEVNAME</th>\n",
+       "      <th title=\"LEVINDEX\">LEVINDEX</th>\n",
+       "      <th title=\"Name\">VARNAME</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>P_BAD1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EncodedTargetName_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"BAD\">LEVNAME</th>\n",
+       "      <th title=\"LEVINDEX\">LEVINDEX</th>\n",
+       "      <th title=\"Name\">VARNAME</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>I_BAD</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; ROCInfo_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>ROC Information for _AUTOTUNE_DEFAULT_SCORE_TABLE_</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Analysis Variable\">Variable</th>\n",
+       "      <th title=\"Event\">Event</th>\n",
+       "      <th title=\"CutOff\">CutOff</th>\n",
+       "      <th title=\"True Positive\">TP</th>\n",
+       "      <th title=\"False Positive\">FP</th>\n",
+       "      <th title=\"False Negative\">FN</th>\n",
+       "      <th title=\"True Negative\">TN</th>\n",
+       "      <th title=\"Sensitivity\">Sensitivity</th>\n",
+       "      <th title=\"Specificity\">Specificity</th>\n",
+       "      <th title=\"KS Cutoff\">KS</th>\n",
+       "      <th title=\"...\">...</th>\n",
+       "      <th title=\"F0.5 Score\">F_HALF</th>\n",
+       "      <th title=\"False Positive Rate\">FPR</th>\n",
+       "      <th title=\"Accuracy\">ACC</th>\n",
+       "      <th title=\"False Discovery Rate\">FDR</th>\n",
+       "      <th title=\"F1 Score\">F1</th>\n",
+       "      <th title=\"Area Under ROC\">C</th>\n",
+       "      <th title=\"Gini Coefficient\">Gini</th>\n",
+       "      <th title=\"Gamma\">Gamma</th>\n",
+       "      <th title=\"Tau\">Tau</th>\n",
+       "      <th title=\"Misclassification (Event)\">MISCEVENT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.833770</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.800503</td>\n",
+       "      <td>0.199497</td>\n",
+       "      <td>0.889200</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.199497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1107.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.068966</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.843440</td>\n",
+       "      <td>0.931034</td>\n",
+       "      <td>0.814262</td>\n",
+       "      <td>0.188329</td>\n",
+       "      <td>0.896047</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.185738</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>1018.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.143818</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.854191</td>\n",
+       "      <td>0.856182</td>\n",
+       "      <td>0.829195</td>\n",
+       "      <td>0.175851</td>\n",
+       "      <td>0.903598</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.170805</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>949.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.201850</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.862717</td>\n",
+       "      <td>0.798150</td>\n",
+       "      <td>0.840772</td>\n",
+       "      <td>0.165909</td>\n",
+       "      <td>0.909542</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.159228</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>897.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>292.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.245585</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.869256</td>\n",
+       "      <td>0.754415</td>\n",
+       "      <td>0.849497</td>\n",
+       "      <td>0.158257</td>\n",
+       "      <td>0.914072</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.150503</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>95</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.95</td>\n",
+       "      <td>3386.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1385.0</td>\n",
+       "      <td>1184.0</td>\n",
+       "      <td>0.709704</td>\n",
+       "      <td>0.995795</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.923371</td>\n",
+       "      <td>0.004205</td>\n",
+       "      <td>0.766779</td>\n",
+       "      <td>0.001474</td>\n",
+       "      <td>0.829699</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.233221</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>96</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>3113.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1658.0</td>\n",
+       "      <td>1187.0</td>\n",
+       "      <td>0.652484</td>\n",
+       "      <td>0.998318</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.903314</td>\n",
+       "      <td>0.001682</td>\n",
+       "      <td>0.721477</td>\n",
+       "      <td>0.000642</td>\n",
+       "      <td>0.789500</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.278523</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>97</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.97</td>\n",
+       "      <td>2704.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2067.0</td>\n",
+       "      <td>1188.0</td>\n",
+       "      <td>0.566757</td>\n",
+       "      <td>0.999159</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.867167</td>\n",
+       "      <td>0.000841</td>\n",
+       "      <td>0.653020</td>\n",
+       "      <td>0.000370</td>\n",
+       "      <td>0.723381</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.346980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>98</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>2133.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2638.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.447076</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.801699</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.557383</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.617903</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.442617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>99</td>\n",
+       "      <td>P_BAD0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>1077.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3694.0</td>\n",
+       "      <td>1189.0</td>\n",
+       "      <td>0.225739</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.593127</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.380201</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.368331</td>\n",
+       "      <td>0.986788</td>\n",
+       "      <td>0.973576</td>\n",
+       "      <td>0.974871</td>\n",
+       "      <td>0.311008</td>\n",
+       "      <td>0.619799</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 21 columns</p>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; FitStat_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Fit Statistics for _AUTOTUNE_DEFAULT_SCORE_TABLE_</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Sum of Frequencies\">NOBS</th>\n",
+       "      <th title=\"Average Squared Error\">ASE</th>\n",
+       "      <th title=\"Divisor for ASE\">DIV</th>\n",
+       "      <th title=\"Root Average Squared Error\">RASE</th>\n",
+       "      <th title=\"Misclassification (MCE)\">MCE</th>\n",
+       "      <th title=\"Multi-Class Log Loss\">MCLL</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>5960.0</td>\n",
+       "      <td>0.036071</td>\n",
+       "      <td>5960.0</td>\n",
+       "      <td>0.189923</td>\n",
+       "      <td>0.046477</td>\n",
+       "      <td>0.133422</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerInfo_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Information</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Model Type</td>\n",
+       "      <td>Gradient Boosting Tree</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Tuner Objective Function</td>\n",
+       "      <td>Area Under Curve</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Search Method</td>\n",
+       "      <td>GRID</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Number of Grid Points</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Maximum Tuning Time in Seconds</td>\n",
+       "      <td>36000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Validation Type</td>\n",
+       "      <td>Single Partition</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Validation Partition Fraction</td>\n",
+       "      <td>0.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Log Level</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Seed</td>\n",
+       "      <td>70564939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>Number of Parallel Evaluations</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>Number of Workers per Subsession</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerResults_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Results</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Evaluation\">Evaluation</th>\n",
+       "      <th title=\"M\">M</th>\n",
+       "      <th title=\"LEARNINGRATE\">LEARNINGRATE</th>\n",
+       "      <th title=\"SUBSAMPLERATE\">SUBSAMPLERATE</th>\n",
+       "      <th title=\"LASSO\">LASSO</th>\n",
+       "      <th title=\"RIDGE\">RIDGE</th>\n",
+       "      <th title=\"NBINS\">NBINS</th>\n",
+       "      <th title=\"MAXLEVEL\">MAXLEVEL</th>\n",
+       "      <th title=\"Area Under Curve\">AreaUnderCurve</th>\n",
+       "      <th title=\"Evaluation Time in Seconds\">EvaluationTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>50</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.951389</td>\n",
+       "      <td>12.500329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.950255</td>\n",
+       "      <td>9.459540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.947687</td>\n",
+       "      <td>8.861211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.946082</td>\n",
+       "      <td>9.209892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.944753</td>\n",
+       "      <td>5.389080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.940222</td>\n",
+       "      <td>4.893930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.940188</td>\n",
+       "      <td>4.610089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.939386</td>\n",
+       "      <td>4.158722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.928318</td>\n",
+       "      <td>3.705621</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.850381</td>\n",
+       "      <td>1.891152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>12</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.847786</td>\n",
+       "      <td>1.227585</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; IterationHistory_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Iteration History</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Iteration\">Iteration</th>\n",
+       "      <th title=\"Evaluations\">Evaluations</th>\n",
+       "      <th title=\"Best Objective\">Best_obj</th>\n",
+       "      <th title=\"Elapsed Time\">Time_sec</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.951389</td>\n",
+       "      <td>12.500329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0.951389</td>\n",
+       "      <td>31.170086</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; EvaluationHistory_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Evaluation History</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Evaluation\">Evaluation</th>\n",
+       "      <th title=\"Iteration\">Iteration</th>\n",
+       "      <th title=\"M\">M</th>\n",
+       "      <th title=\"LEARNINGRATE\">LEARNINGRATE</th>\n",
+       "      <th title=\"SUBSAMPLERATE\">SUBSAMPLERATE</th>\n",
+       "      <th title=\"LASSO\">LASSO</th>\n",
+       "      <th title=\"RIDGE\">RIDGE</th>\n",
+       "      <th title=\"NBINS\">NBINS</th>\n",
+       "      <th title=\"MAXLEVEL\">MAXLEVEL</th>\n",
+       "      <th title=\"Area Under Curve\">AreaUnderCurve</th>\n",
+       "      <th title=\"Evaluation Time in Seconds\">EvaluationTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>50</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.951389</td>\n",
+       "      <td>12.500329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.950255</td>\n",
+       "      <td>9.459540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.847657</td>\n",
+       "      <td>2.817777</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.835042</td>\n",
+       "      <td>3.067492</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.850381</td>\n",
+       "      <td>1.891152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.840787</td>\n",
+       "      <td>1.414821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.928318</td>\n",
+       "      <td>3.705621</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.842524</td>\n",
+       "      <td>1.548925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.940188</td>\n",
+       "      <td>4.610089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.947687</td>\n",
+       "      <td>8.861211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.830543</td>\n",
+       "      <td>1.307817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.939386</td>\n",
+       "      <td>4.158722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.847786</td>\n",
+       "      <td>1.227585</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.833314</td>\n",
+       "      <td>1.399417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.946082</td>\n",
+       "      <td>9.209892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.940222</td>\n",
+       "      <td>4.893930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.10</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.944753</td>\n",
+       "      <td>5.389080</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; BestConfiguration_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Best Configuration</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Internal Name\">Name</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Evaluation</td>\n",
+       "      <td>Evaluation</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Number of Variables to Try</td>\n",
+       "      <td>M</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Learning Rate</td>\n",
+       "      <td>LEARNINGRATE</td>\n",
+       "      <td>0.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Sampling Rate</td>\n",
+       "      <td>SUBSAMPLERATE</td>\n",
+       "      <td>0.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Lasso</td>\n",
+       "      <td>LASSO</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Ridge</td>\n",
+       "      <td>RIDGE</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Number of Bins</td>\n",
+       "      <td>NBINS</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Maximum Tree Levels</td>\n",
+       "      <td>MAXLEVEL</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Area Under Curve</td>\n",
+       "      <td>Objective</td>\n",
+       "      <td>0.9513885219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerSummary_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Summary</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Parameter\">Parameter</th>\n",
+       "      <th title=\"Value\">Value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Initial Configuration Objective Value</td>\n",
+       "      <td>0.951389</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Best Configuration Objective Value</td>\n",
+       "      <td>0.951389</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Worst Configuration Objective Value</td>\n",
+       "      <td>0.830543</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Initial Configuration Evaluation Time in Seconds</td>\n",
+       "      <td>12.500329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Best Configuration Evaluation Time in Seconds</td>\n",
+       "      <td>12.500329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>Number of Improved Configurations</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>Number of Evaluated Configurations</td>\n",
+       "      <td>17.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>Total Tuning Time in Seconds</td>\n",
+       "      <td>50.814675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>Parallel Tuning Speedup</td>\n",
+       "      <td>1.872070</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerTiming_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner Task Timing</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Task\">Task</th>\n",
+       "      <th title=\"Seconds\">Time_sec</th>\n",
+       "      <th title=\"Percent\">Time_percent</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Model Training</td>\n",
+       "      <td>87.928319</td>\n",
+       "      <td>92.430994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Model Scoring</td>\n",
+       "      <td>5.403537</td>\n",
+       "      <td>5.680244</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Total Objective Evaluations</td>\n",
+       "      <td>93.340051</td>\n",
+       "      <td>98.119852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Tuner</td>\n",
+       "      <td>1.788558</td>\n",
+       "      <td>1.880148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Total CPU Time</td>\n",
+       "      <td>95.128609</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; TunerCasOutputTables_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Tuner CAS Output Tables</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"CAS Library\">CAS_Library</th>\n",
+       "      <th title=\"Name\">Name</th>\n",
+       "      <th title=\"Number of Rows\">Rows</th>\n",
+       "      <th title=\"Number of Columns\">Columns</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>CASUSER(SOROWL)</td>\n",
+       "      <td>ASTORE_OUT_PY_gradBoost_1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; HyperparameterImportance_1_GradBoost</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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\"><caption>Hyperparameter Importance</caption>\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th title=\"\"></th>\n",
+       "      <th title=\"Hyperparameter\">Hyperparameter</th>\n",
+       "      <th title=\"Relative Importance\">RelImportance</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>LEARNINGRATE</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>MAXLEVEL</td>\n",
+       "      <td>0.015843</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>LASSO</td>\n",
+       "      <td>0.009224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>SUBSAMPLERATE</td>\n",
+       "      <td>0.003932</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>M</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>RIDGE</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>NBINS</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-results-key\"><hr/><b>&#167; OutputCasTables</b></div>\n",
+       "<div class=\"cas-results-body\">\n",
+       "<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 title=\"\"></th>\n",
+       "      <th title=\"CAS Library\">casLib</th>\n",
+       "      <th title=\"Name\">Name</th>\n",
+       "      <th title=\"Number of Rows\">Rows</th>\n",
+       "      <th title=\"Number of Columns\">Columns</th>\n",
+       "      <th title=\"Table\">casTable</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>CASUSER(sorowl)</td>\n",
+       "      <td>PIPELINE_OUT_PY</td>\n",
+       "      <td>5</td>\n",
+       "      <td>35</td>\n",
+       "      <td>CASTable('PIPELINE_OUT_PY', caslib='CASUSER(so...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>CASUSER(sorowl)</td>\n",
+       "      <td>TRANSFORMATION_OUT_PY</td>\n",
+       "      <td>32</td>\n",
+       "      <td>21</td>\n",
+       "      <td>CASTable('TRANSFORMATION_OUT_PY', caslib='CASU...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>CASUSER(sorowl)</td>\n",
+       "      <td>FEATURE_OUT_PY</td>\n",
+       "      <td>59</td>\n",
+       "      <td>15</td>\n",
+       "      <td>CASTable('FEATURE_OUT_PY', caslib='CASUSER(sor...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>CASUSER(sorowl)</td>\n",
+       "      <td>ASTORE_OUT_PY_fm_</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>CASTable('ASTORE_OUT_PY_fm_', caslib='CASUSER(...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>CASUSER(sorowl)</td>\n",
+       "      <td>ASTORE_OUT_PY_gradBoost_1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>CASTable('ASTORE_OUT_PY_gradBoost_1', caslib='...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "</div>\n",
+       "<div class=\"cas-output-area\"></div>\n",
+       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 498s</span> &#183; <span class=\"cas-user\">user 20.7s</span> &#183; <span class=\"cas-sys\">sys 14.4s</span> &#183; <span class=\"cas-memory\">mem 4.84MB</span></small></p>"
+      ],
+      "text/plain": [
+       "[ModelInfo_1_DecisionTree]\n",
+       "\n",
+       " Decision Tree for __TEMP_FEATURE_MACHINE_CASOUT___AUTOTUNE_07APR2021:18:53:51\n",
+       " \n",
+       "                            Descr        Value\n",
+       " 0           Number of Tree Nodes    31.000000\n",
+       " 1         Max Number of Branches     2.000000\n",
+       " 2               Number of Levels     5.000000\n",
+       " 3               Number of Leaves    16.000000\n",
+       " 4                 Number of Bins   100.000000\n",
+       " 5         Minimum Size of Leaves     6.000000\n",
+       " 6         Maximum Size of Leaves  2045.000000\n",
+       " 7            Number of Variables    10.000000\n",
+       " 8   Confidence Level for Pruning     0.250000\n",
+       " 9    Number of Observations Used  5960.000000\n",
+       " 10   Misclassification Error (%)    11.845638\n",
+       "\n",
+       "[ScoreInfo_1_DecisionTree]\n",
+       "\n",
+       "                          Descr                             Value\n",
+       " 0  Number of Observations Read                              5960\n",
+       " 1  Number of Observations Used                              5960\n",
+       " 2  Misclassification Error (%)                      11.845637584\n",
+       "\n",
+       "[EncodedName_1_DecisionTree]\n",
+       "\n",
+       "         LEVNAME  LEVINDEX VARNAME\n",
+       " 0             1         0  P_BAD1\n",
+       " 1             0         1  P_BAD0\n",
+       "\n",
+       "[EncodedTargetName_1_DecisionTree]\n",
+       "\n",
+       "   LEVNAME  LEVINDEX VARNAME\n",
+       " 0                 0   I_BAD\n",
+       "\n",
+       "[ROCInfo_1_DecisionTree]\n",
+       "\n",
+       " ROC Information for _AUTOTUNE_DEFAULT_SCORE_TABLE_\n",
+       " \n",
+       "    Variable Event  CutOff      TP      FP      FN      TN  Sensitivity  Specificity   KS       KS2    F_HALF       FPR       ACC       FDR        F1         C      Gini     Gamma       Tau  MISCEVENT\n",
+       " 0    P_BAD0     0    0.00  4771.0  1189.0     0.0     0.0     1.000000     0.000000  0.0  0.000000  0.833770  1.000000  0.800503  0.199497  0.889200  0.880554  0.761107  0.829785  0.243135   0.199497\n",
+       " 1    P_BAD0     0    0.01  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 2    P_BAD0     0    0.02  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 3    P_BAD0     0    0.03  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 4    P_BAD0     0    0.04  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 5    P_BAD0     0    0.05  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 6    P_BAD0     0    0.06  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 7    P_BAD0     0    0.07  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 8    P_BAD0     0    0.08  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 9    P_BAD0     0    0.09  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 10   P_BAD0     0    0.10  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 11   P_BAD0     0    0.11  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 12   P_BAD0     0    0.12  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 13   P_BAD0     0    0.13  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 14   P_BAD0     0    0.14  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 15   P_BAD0     0    0.15  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 16   P_BAD0     0    0.16  4771.0  1124.0     0.0    65.0     1.000000     0.054668  0.0  0.054668  0.841417  0.945332  0.811409  0.190670  0.894618  0.880554  0.761107  0.829785  0.243135   0.188591\n",
+       " 17   P_BAD0     0    0.17  4770.0  1119.0     1.0    70.0     0.999790     0.058873  0.0  0.058663  0.841953  0.941127  0.812081  0.190015  0.894934  0.880554  0.761107  0.829785  0.243135   0.187919\n",
+       " 18   P_BAD0     0    0.18  4704.0   809.0    67.0   380.0     0.985957     0.319596  0.0  0.305553  0.876859  0.680404  0.853020  0.146744  0.914819  0.880554  0.761107  0.829785  0.243135   0.146980\n",
+       " 19   P_BAD0     0    0.19  4704.0   809.0    67.0   380.0     0.985957     0.319596  0.0  0.305553  0.876859  0.680404  0.853020  0.146744  0.914819  0.880554  0.761107  0.829785  0.243135   0.146980\n",
+       " 20   P_BAD0     0    0.20  4704.0   809.0    67.0   380.0     0.985957     0.319596  0.0  0.305553  0.876859  0.680404  0.853020  0.146744  0.914819  0.880554  0.761107  0.829785  0.243135   0.146980\n",
+       " 21   P_BAD0     0    0.21  4704.0   809.0    67.0   380.0     0.985957     0.319596  0.0  0.305553  0.876859  0.680404  0.853020  0.146744  0.914819  0.880554  0.761107  0.829785  0.243135   0.146980\n",
+       " 22   P_BAD0     0    0.22  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 23   P_BAD0     0    0.23  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 24   P_BAD0     0    0.24  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 25   P_BAD0     0    0.25  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 26   P_BAD0     0    0.26  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 27   P_BAD0     0    0.27  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 28   P_BAD0     0    0.28  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 29   P_BAD0     0    0.29  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 30   P_BAD0     0    0.30  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 31   P_BAD0     0    0.31  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 32   P_BAD0     0    0.32  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 33   P_BAD0     0    0.33  4695.0   777.0    76.0   412.0     0.984070     0.346510  0.0  0.330580  0.880566  0.653490  0.856879  0.141996  0.916724  0.880554  0.761107  0.829785  0.243135   0.143121\n",
+       " 34   P_BAD0     0    0.34  4550.0   495.0   221.0   694.0     0.953678     0.583684  0.0  0.537362  0.911787  0.416316  0.879866  0.098117  0.927058  0.880554  0.761107  0.829785  0.243135   0.120134\n",
+       " 35   P_BAD0     0    0.35  4550.0   495.0   221.0   694.0     0.953678     0.583684  0.0  0.537362  0.911787  0.416316  0.879866  0.098117  0.927058  0.880554  0.761107  0.829785  0.243135   0.120134\n",
+       " 36   P_BAD0     0    0.36  4550.0   495.0   221.0   694.0     0.953678     0.583684  0.0  0.537362  0.911787  0.416316  0.879866  0.098117  0.927058  0.880554  0.761107  0.829785  0.243135   0.120134\n",
+       " 37   P_BAD0     0    0.37  4550.0   495.0   221.0   694.0     0.953678     0.583684  0.0  0.537362  0.911787  0.416316  0.879866  0.098117  0.927058  0.880554  0.761107  0.829785  0.243135   0.120134\n",
+       " 38   P_BAD0     0    0.38  4550.0   495.0   221.0   694.0     0.953678     0.583684  0.0  0.537362  0.911787  0.416316  0.879866  0.098117  0.927058  0.880554  0.761107  0.829785  0.243135   0.120134\n",
+       " 39   P_BAD0     0    0.39  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 40   P_BAD0     0    0.40  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 41   P_BAD0     0    0.41  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 42   P_BAD0     0    0.42  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 43   P_BAD0     0    0.43  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 44   P_BAD0     0    0.44  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 45   P_BAD0     0    0.45  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 46   P_BAD0     0    0.46  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 47   P_BAD0     0    0.47  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 48   P_BAD0     0    0.48  4538.0   476.0   233.0   713.0     0.951163     0.599664  0.0  0.550827  0.913924  0.400336  0.881040  0.094934  0.927542  0.880554  0.761107  0.829785  0.243135   0.118960\n",
+       " 49   P_BAD0     0    0.49  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 50   P_BAD0     0    0.50  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 51   P_BAD0     0    0.51  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 52   P_BAD0     0    0.52  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 53   P_BAD0     0    0.53  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 54   P_BAD0     0    0.54  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 55   P_BAD0     0    0.55  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 56   P_BAD0     0    0.56  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 57   P_BAD0     0    0.57  4501.0   436.0   270.0   753.0     0.943408     0.633305  0.0  0.576713  0.917860  0.366695  0.881544  0.088313  0.927276  0.880554  0.761107  0.829785  0.243135   0.118456\n",
+       " 58   P_BAD0     0    0.58  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 59   P_BAD0     0    0.59  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 60   P_BAD0     0    0.60  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 61   P_BAD0     0    0.61  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 62   P_BAD0     0    0.62  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 63   P_BAD0     0    0.63  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 64   P_BAD0     0    0.64  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 65   P_BAD0     0    0.65  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 66   P_BAD0     0    0.66  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 67   P_BAD0     0    0.67  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 68   P_BAD0     0    0.68  4449.0   398.0   322.0   791.0     0.932509     0.665265  0.0  0.597774  0.920775  0.334735  0.879195  0.082113  0.925140  0.880554  0.761107  0.829785  0.243135   0.120805\n",
+       " 69   P_BAD0     0    0.69  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 70   P_BAD0     0    0.70  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 71   P_BAD0     0    0.71  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 72   P_BAD0     0    0.72  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 73   P_BAD0     0    0.73  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 74   P_BAD0     0    0.74  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 75   P_BAD0     0    0.75  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 76   P_BAD0     0    0.76  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 77   P_BAD0     0    0.77  4260.0   312.0   511.0   877.0     0.892895     0.737595  0.0  0.630489  0.923717  0.262405  0.861913  0.068241  0.911913  0.880554  0.761107  0.829785  0.243135   0.138087\n",
+       " 78   P_BAD0     0    0.78  4074.0   259.0   697.0   930.0     0.853909     0.782170  0.0  0.636079  0.921594  0.217830  0.839597  0.059774  0.894991  0.880554  0.761107  0.829785  0.243135   0.160403\n",
+       " 79   P_BAD0     0    0.79  3912.0   215.0   859.0   974.0     0.819954     0.819176  1.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 80   P_BAD0     0    0.80  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 81   P_BAD0     0    0.81  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 82   P_BAD0     0    0.82  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 83   P_BAD0     0    0.83  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 84   P_BAD0     0    0.84  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 85   P_BAD0     0    0.85  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 86   P_BAD0     0    0.86  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 87   P_BAD0     0    0.87  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 88   P_BAD0     0    0.88  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 89   P_BAD0     0    0.89  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 90   P_BAD0     0    0.90  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 91   P_BAD0     0    0.91  3912.0   215.0   859.0   974.0     0.819954     0.819176  0.0  0.639130  0.919216  0.180824  0.819799  0.052096  0.879299  0.880554  0.761107  0.829785  0.243135   0.180201\n",
+       " 92   P_BAD0     0    0.92  3699.0   196.0  1072.0   993.0     0.775309     0.835156  0.0  0.610465  0.908801  0.164844  0.787248  0.050321  0.853681  0.880554  0.761107  0.829785  0.243135   0.212752\n",
+       " 93   P_BAD0     0    0.93  1806.0    44.0  2965.0  1145.0     0.378537     0.962994  0.0  0.341531  0.741928  0.037006  0.495134  0.023784  0.545537  0.880554  0.761107  0.829785  0.243135   0.504866\n",
+       " 94   P_BAD0     0    0.94  1806.0    44.0  2965.0  1145.0     0.378537     0.962994  0.0  0.341531  0.741928  0.037006  0.495134  0.023784  0.545537  0.880554  0.761107  0.829785  0.243135   0.504866\n",
+       " 95   P_BAD0     0    0.95  1806.0    44.0  2965.0  1145.0     0.378537     0.962994  0.0  0.341531  0.741928  0.037006  0.495134  0.023784  0.545537  0.880554  0.761107  0.829785  0.243135   0.504866\n",
+       " 96   P_BAD0     0    0.96  1806.0    44.0  2965.0  1145.0     0.378537     0.962994  0.0  0.341531  0.741928  0.037006  0.495134  0.023784  0.545537  0.880554  0.761107  0.829785  0.243135   0.504866\n",
+       " 97   P_BAD0     0    0.97  1806.0    44.0  2965.0  1145.0     0.378537     0.962994  0.0  0.341531  0.741928  0.037006  0.495134  0.023784  0.545537  0.880554  0.761107  0.829785  0.243135   0.504866\n",
+       " 98   P_BAD0     0    0.98     7.0     0.0  4764.0  1189.0     0.001467     1.000000  0.0  0.001467  0.007293  0.000000  0.200671  0.000000  0.002930  0.880554  0.761107  0.829785  0.243135   0.799329\n",
+       " 99   P_BAD0     0    0.99     7.0     0.0  4764.0  1189.0     0.001467     1.000000  0.0  0.001467  0.007293  0.000000  0.200671  0.000000  0.002930  0.880554  0.761107  0.829785  0.243135   0.799329\n",
+       "\n",
+       "[FitStat_1_DecisionTree]\n",
+       "\n",
+       " Fit Statistics for _AUTOTUNE_DEFAULT_SCORE_TABLE_\n",
+       " \n",
+       "      NOBS       ASE     DIV      RASE       MCE      MCLL\n",
+       " 0  5960.0  0.091043  5960.0  0.301733  0.118456  0.306519\n",
+       "\n",
+       "[TunerInfo_1_DecisionTree]\n",
+       "\n",
+       " Tuner Information\n",
+       " \n",
+       "                            Parameter             Value\n",
+       " 0                         Model Type     Decision Tree\n",
+       " 1           Tuner Objective Function  Area Under Curve\n",
+       " 2                      Search Method              GRID\n",
+       " 3              Number of Grid Points                 6\n",
+       " 4     Maximum Tuning Time in Seconds             36000\n",
+       " 5                    Validation Type  Single Partition\n",
+       " 6      Validation Partition Fraction              0.30\n",
+       " 7                          Log Level                 0\n",
+       " 8                               Seed          70555066\n",
+       " 9     Number of Parallel Evaluations                 2\n",
+       " 10  Number of Workers per Subsession                 1\n",
+       "\n",
+       "[TunerResults_1_DecisionTree]\n",
+       "\n",
+       " Tuner Results\n",
+       " \n",
+       "    Evaluation  MAXLEVEL  NBINS       CRIT  AreaUnderCurve  EvaluationTime\n",
+       " 0           0        11     20  gainRatio        0.857149        1.530925\n",
+       " 1           4         5    100       gain        0.865870        0.617550\n",
+       " 2           2        10    100  gainRatio        0.854104        1.511851\n",
+       " 3           5        10    100       gain        0.846960        0.735416\n",
+       " 4           3        15    100  gainRatio        0.824081        1.005928\n",
+       " 5           6        15    100       gain        0.806591        0.821093\n",
+       " 6           1         5    100  gainRatio        0.794999        0.624389\n",
+       "\n",
+       "[IterationHistory_1_DecisionTree]\n",
+       "\n",
+       " Tuner Iteration History\n",
+       " \n",
+       "    Iteration  Evaluations  Best_obj  Time_sec\n",
+       " 0          0            1  0.857149  1.530925\n",
+       " 1          1            7  0.865870  4.481610\n",
+       "\n",
+       "[EvaluationHistory_1_DecisionTree]\n",
+       "\n",
+       " Tuner Evaluation History\n",
+       " \n",
+       "    Evaluation  Iteration  MAXLEVEL  NBINS       CRIT  AreaUnderCurve  EvaluationTime\n",
+       " 0           0          0        11     20  gainRatio        0.857149        1.530925\n",
+       " 1           1          1         5    100  gainRatio        0.794999        0.624389\n",
+       " 2           2          1        10    100  gainRatio        0.854104        1.511851\n",
+       " 3           3          1        15    100  gainRatio        0.824081        1.005928\n",
+       " 4           4          1         5    100       gain        0.865870        0.617550\n",
+       " 5           5          1        10    100       gain        0.846960        0.735416\n",
+       " 6           6          1        15    100       gain        0.806591        0.821093\n",
+       "\n",
+       "[BestConfiguration_1_DecisionTree]\n",
+       "\n",
+       " Best Configuration\n",
+       " \n",
+       "              Parameter        Name         Value\n",
+       " 0           Evaluation  Evaluation             4\n",
+       " 1  Maximum Tree Levels    MAXLEVEL             5\n",
+       " 2         Maximum Bins       NBINS           100\n",
+       " 3            Criterion        CRIT          gain\n",
+       " 4     Area Under Curve   Objective  0.8658701776\n",
+       "\n",
+       "[TunerSummary_1_DecisionTree]\n",
+       "\n",
+       " Tuner Summary\n",
+       " \n",
+       "                                           Parameter     Value\n",
+       " 0             Initial Configuration Objective Value  0.857149\n",
+       " 1                Best Configuration Objective Value  0.865870\n",
+       " 2               Worst Configuration Objective Value  0.794999\n",
+       " 3  Initial Configuration Evaluation Time in Seconds  1.530925\n",
+       " 4     Best Configuration Evaluation Time in Seconds  0.617336\n",
+       " 5                 Number of Improved Configurations  1.000000\n",
+       " 6                Number of Evaluated Configurations  7.000000\n",
+       " 7                      Total Tuning Time in Seconds  5.401655\n",
+       " 8                           Parallel Tuning Speedup  1.352141\n",
+       "\n",
+       "[TunerTiming_1_DecisionTree]\n",
+       "\n",
+       " Tuner Task Timing\n",
+       " \n",
+       "                           Task  Time_sec  Time_percent\n",
+       " 0               Model Training  4.207316     57.604467\n",
+       " 1                Model Scoring  2.170447     29.716680\n",
+       " 2  Total Objective Evaluations  6.380965     87.364983\n",
+       " 3                        Tuner  0.922837     12.635017\n",
+       " 4               Total CPU Time  7.303802    100.000000\n",
+       "\n",
+       "[HyperparameterImportance_1_DecisionTree]\n",
+       "\n",
+       " Hyperparameter Importance\n",
+       " \n",
+       "   Hyperparameter  RelImportance\n",
+       " 0       MAXLEVEL       1.000000\n",
+       " 1           CRIT       0.050953\n",
+       " 2          NBINS       0.000000\n",
+       "\n",
+       "[ModelInfo_2_GradBoost]\n",
+       "\n",
+       " Gradient Boosting Tree for __TEMP_FEATURE_MACHINE_CASOUT___AUTOTUNE_07APR2021:18:53:51\n",
+       " \n",
+       "                                   Descr         Value\n",
+       " 0                       Number of Trees  1.500000e+02\n",
+       " 1                          Distribution  2.000000e+00\n",
+       " 2                         Learning Rate  1.000000e-01\n",
+       " 3                      Subsampling Rate  6.000000e-01\n",
+       " 4      Number of Selected Variables (M)  1.000000e+01\n",
+       " 5                        Number of Bins  7.700000e+01\n",
+       " 6                   Number of Variables  1.000000e+01\n",
+       " 7              Max Number of Tree Nodes  1.230000e+02\n",
+       " 8              Min Number of Tree Nodes  6.300000e+01\n",
+       " 9                Max Number of Branches  2.000000e+00\n",
+       " 10               Min Number of Branches  2.000000e+00\n",
+       " 11                 Max Number of Levels  7.000000e+00\n",
+       " 12                 Min Number of Levels  7.000000e+00\n",
+       " 13                 Max Number of Leaves  6.200000e+01\n",
+       " 14                 Min Number of Leaves  3.200000e+01\n",
+       " 15               Maximum Size of Leaves  2.036000e+03\n",
+       " 16               Minimum Size of Leaves  5.000000e+00\n",
+       " 17                   Random Number Seed  7.055507e+07\n",
+       " 18                   Lasso (L1) penalty  0.000000e+00\n",
+       " 19                   Ridge (L2) penalty  0.000000e+00\n",
+       " 20               Actual Number of Trees  1.500000e+02\n",
+       " 21             Average number of Leaves  5.065333e+01\n",
+       " 22            Early stopping stagnation  4.000000e+00\n",
+       " 23             Early stopping threshold  0.000000e+00\n",
+       " 24  Early stopping threshold iterations  0.000000e+00\n",
+       " 25             Early stopping tolerance  0.000000e+00\n",
+       "\n",
+       "[EvalMetricInfo_2_GradBoost]\n",
+       "\n",
+       "      Progress    Metric\n",
+       " 0         1.0  0.199497\n",
+       " 1         2.0  0.199497\n",
+       " 2         3.0  0.199497\n",
+       " 3         4.0  0.196812\n",
+       " 4         5.0  0.167450\n",
+       " 5         6.0  0.144631\n",
+       " 6         7.0  0.127013\n",
+       " 7         8.0  0.116611\n",
+       " 8         9.0  0.105705\n",
+       " 9        10.0  0.098993\n",
+       " 10       11.0  0.094463\n",
+       " 11       12.0  0.091946\n",
+       " 12       13.0  0.089262\n",
+       " 13       14.0  0.086242\n",
+       " 14       15.0  0.082215\n",
+       " 15       16.0  0.080034\n",
+       " 16       17.0  0.080872\n",
+       " 17       18.0  0.079027\n",
+       " 18       19.0  0.077517\n",
+       " 19       20.0  0.077685\n",
+       " 20       21.0  0.077685\n",
+       " 21       22.0  0.076342\n",
+       " 22       23.0  0.076007\n",
+       " 23       24.0  0.073490\n",
+       " 24       25.0  0.072819\n",
+       " 25       26.0  0.071644\n",
+       " 26       27.0  0.069966\n",
+       " 27       28.0  0.068624\n",
+       " 28       29.0  0.067282\n",
+       " 29       30.0  0.066611\n",
+       " 30       31.0  0.065940\n",
+       " 31       32.0  0.065101\n",
+       " 32       33.0  0.063255\n",
+       " 33       34.0  0.062584\n",
+       " 34       35.0  0.060235\n",
+       " 35       36.0  0.057550\n",
+       " 36       37.0  0.057550\n",
+       " 37       38.0  0.057550\n",
+       " 38       39.0  0.056040\n",
+       " 39       40.0  0.054530\n",
+       " 40       41.0  0.054866\n",
+       " 41       42.0  0.053859\n",
+       " 42       43.0  0.053356\n",
+       " 43       44.0  0.051678\n",
+       " 44       45.0  0.051510\n",
+       " 45       46.0  0.048826\n",
+       " 46       47.0  0.047987\n",
+       " 47       48.0  0.047651\n",
+       " 48       49.0  0.047483\n",
+       " 49       50.0  0.046477\n",
+       " 50       51.0  0.046141\n",
+       " 51       52.0  0.044295\n",
+       " 52       53.0  0.042953\n",
+       " 53       54.0  0.041946\n",
+       " 54       55.0  0.040772\n",
+       " 55       56.0  0.040268\n",
+       " 56       57.0  0.039094\n",
+       " 57       58.0  0.038255\n",
+       " 58       59.0  0.037752\n",
+       " 59       60.0  0.036242\n",
+       " 60       61.0  0.035403\n",
+       " 61       62.0  0.034060\n",
+       " 62       63.0  0.032886\n",
+       " 63       64.0  0.031544\n",
+       " 64       65.0  0.031040\n",
+       " 65       66.0  0.031208\n",
+       " 66       67.0  0.030872\n",
+       " 67       68.0  0.030034\n",
+       " 68       69.0  0.029362\n",
+       " 69       70.0  0.028020\n",
+       " 70       71.0  0.027852\n",
+       " 71       72.0  0.027517\n",
+       " 72       73.0  0.026174\n",
+       " 73       74.0  0.026510\n",
+       " 74       75.0  0.026174\n",
+       " 75       76.0  0.026510\n",
+       " 76       77.0  0.025000\n",
+       " 77       78.0  0.023658\n",
+       " 78       79.0  0.022987\n",
+       " 79       80.0  0.021980\n",
+       " 80       81.0  0.020973\n",
+       " 81       82.0  0.019966\n",
+       " 82       83.0  0.019463\n",
+       " 83       84.0  0.018624\n",
+       " 84       85.0  0.017617\n",
+       " 85       86.0  0.017114\n",
+       " 86       87.0  0.017450\n",
+       " 87       88.0  0.017450\n",
+       " 88       89.0  0.017114\n",
+       " 89       90.0  0.017450\n",
+       " 90       91.0  0.016611\n",
+       " 91       92.0  0.016611\n",
+       " 92       93.0  0.015268\n",
+       " 93       94.0  0.015436\n",
+       " 94       95.0  0.014765\n",
+       " 95       96.0  0.014430\n",
+       " 96       97.0  0.013591\n",
+       " 97       98.0  0.012752\n",
+       " 98       99.0  0.012584\n",
+       " 99      100.0  0.012416\n",
+       " 100     101.0  0.011913\n",
+       " 101     102.0  0.011577\n",
+       " 102     103.0  0.011409\n",
+       " 103     104.0  0.010738\n",
+       " 104     105.0  0.010570\n",
+       " 105     106.0  0.009564\n",
+       " 106     107.0  0.008725\n",
+       " 107     108.0  0.008389\n",
+       " 108     109.0  0.008221\n",
+       " 109     110.0  0.008054\n",
+       " 110     111.0  0.008221\n",
+       " 111     112.0  0.007383\n",
+       " 112     113.0  0.007215\n",
+       " 113     114.0  0.006879\n",
+       " 114     115.0  0.006711\n",
+       " 115     116.0  0.006376\n",
+       " 116     117.0  0.006040\n",
+       " 117     118.0  0.005537\n",
+       " 118     119.0  0.005705\n",
+       " 119     120.0  0.005537\n",
+       " 120     121.0  0.005201\n",
+       " 121     122.0  0.005369\n",
+       " 122     123.0  0.005034\n",
+       " 123     124.0  0.004866\n",
+       " 124     125.0  0.004866\n",
+       " 125     126.0  0.004866\n",
+       " 126     127.0  0.004530\n",
+       " 127     128.0  0.004027\n",
+       " 128     129.0  0.003859\n",
+       " 129     130.0  0.003859\n",
+       " 130     131.0  0.003356\n",
+       " 131     132.0  0.002852\n",
+       " 132     133.0  0.003356\n",
+       " 133     134.0  0.002852\n",
+       " 134     135.0  0.003020\n",
+       " 135     136.0  0.003020\n",
+       " 136     137.0  0.002349\n",
+       " 137     138.0  0.002349\n",
+       " 138     139.0  0.002013\n",
+       " 139     140.0  0.002181\n",
+       " 140     141.0  0.001846\n",
+       " 141     142.0  0.002013\n",
+       " 142     143.0  0.002013\n",
+       " 143     144.0  0.002013\n",
+       " 144     145.0  0.001846\n",
+       " 145     146.0  0.001846\n",
+       " 146     147.0  0.001846\n",
+       " 147     148.0  0.001678\n",
+       " 148     149.0  0.001846\n",
+       " 149     150.0  0.001510\n",
+       "\n",
+       "[ScoreInfo_2_GradBoost]\n",
+       "\n",
+       "                          Descr                             Value\n",
+       " 0  Number of Observations Read                              5960\n",
+       " 1  Number of Observations Used                              5960\n",
+       " 2  Misclassification Error (%)                      0.1510067114\n",
+       "\n",
+       "[ErrorMetricInfo_2_GradBoost]\n",
+       "\n",
+       "      TreeID  Trees  NLeaves       MCR   LogLoss       ASE      RASE     MAXAE\n",
+       " 0       0.0    1.0     48.0  0.199497  0.455008  0.144200  0.379737  0.819707\n",
+       " 1       1.0    2.0    101.0  0.199497  0.420078  0.130961  0.361886  0.833214\n",
+       " 2       2.0    3.0    152.0  0.199497  0.394628  0.121028  0.347891  0.849363\n",
+       " 3       3.0    4.0    202.0  0.196812  0.372234  0.112158  0.334900  0.860647\n",
+       " 4       4.0    5.0    256.0  0.165604  0.352168  0.104402  0.323114  0.872457\n",
+       " 5       5.0    6.0    303.0  0.143121  0.336225  0.098372  0.313643  0.884241\n",
+       " 6       6.0    7.0    359.0  0.125671  0.321849  0.092920  0.304827  0.894042\n",
+       " 7       7.0    8.0    407.0  0.115101  0.310661  0.088818  0.298024  0.900323\n",
+       " 8       8.0    9.0    456.0  0.104530  0.299294  0.084774  0.291161  0.909222\n",
+       " 9       9.0   10.0    508.0  0.098322  0.289606  0.081457  0.285407  0.915701\n",
+       " 10     10.0   11.0    547.0  0.093792  0.281508  0.078704  0.280542  0.920092\n",
+       " 11     11.0   12.0    598.0  0.091779  0.273593  0.076132  0.275921  0.927172\n",
+       " 12     12.0   13.0    649.0  0.089094  0.266752  0.074059  0.272137  0.932903\n",
+       " 13     13.0   14.0    698.0  0.085906  0.259505  0.071796  0.267948  0.937663\n",
+       " 14     14.0   15.0    748.0  0.082047  0.252793  0.069754  0.264110  0.942660\n",
+       " 15     15.0   16.0    795.0  0.080034  0.247137  0.068159  0.261073  0.947656\n",
+       " 16     16.0   17.0    850.0  0.080872  0.241807  0.066641  0.258149  0.951880\n",
+       " 17     17.0   18.0    896.0  0.079027  0.236730  0.065239  0.255419  0.956273\n",
+       " 18     18.0   19.0    948.0  0.077685  0.231838  0.063910  0.252805  0.959420\n",
+       " 19     19.0   20.0   1002.0  0.077181  0.227299  0.062626  0.250252  0.962548\n",
+       " 20     20.0   21.0   1045.0  0.077517  0.223485  0.061658  0.248309  0.965735\n",
+       " 21     21.0   22.0   1087.0  0.076174  0.219603  0.060617  0.246205  0.966176\n",
+       " 22     22.0   23.0   1140.0  0.075839  0.214715  0.059202  0.243314  0.967474\n",
+       " 23     23.0   24.0   1193.0  0.073154  0.209272  0.057571  0.239940  0.970051\n",
+       " 24     24.0   25.0   1243.0  0.072819  0.205601  0.056465  0.237623  0.971326\n",
+       " 25     25.0   26.0   1296.0  0.070805  0.201457  0.055187  0.234919  0.972276\n",
+       " 26     26.0   27.0   1350.0  0.068792  0.197115  0.053877  0.232114  0.971032\n",
+       " 27     27.0   28.0   1403.0  0.067114  0.193192  0.052672  0.229504  0.972240\n",
+       " 28     28.0   29.0   1457.0  0.066779  0.190174  0.051896  0.227807  0.972771\n",
+       " 29     29.0   30.0   1501.0  0.065940  0.187183  0.051091  0.226034  0.973751\n",
+       " 30     30.0   31.0   1551.0  0.065268  0.183155  0.049856  0.223285  0.976377\n",
+       " 31     31.0   32.0   1596.0  0.064430  0.180184  0.048951  0.221249  0.976059\n",
+       " 32     32.0   33.0   1638.0  0.062752  0.177181  0.047995  0.219077  0.976430\n",
+       " 33     33.0   34.0   1696.0  0.061242  0.173997  0.047047  0.216903  0.975642\n",
+       " 34     34.0   35.0   1746.0  0.059564  0.171038  0.046154  0.214836  0.976886\n",
+       " 35     35.0   36.0   1798.0  0.057383  0.167857  0.045229  0.212670  0.978878\n",
+       " 36     36.0   37.0   1838.0  0.057215  0.166195  0.044747  0.211534  0.978572\n",
+       " 37     37.0   38.0   1892.0  0.057383  0.162488  0.043571  0.208736  0.977810\n",
+       " 38     38.0   39.0   1942.0  0.056208  0.160110  0.042903  0.207131  0.974134\n",
+       " 39     39.0   40.0   1984.0  0.054698  0.157443  0.042074  0.205119  0.974720\n",
+       " 40     40.0   41.0   2035.0  0.054866  0.154967  0.041306  0.203240  0.975996\n",
+       " 41     41.0   42.0   2085.0  0.054195  0.152578  0.040567  0.201413  0.976616\n",
+       " 42     42.0   43.0   2130.0  0.053523  0.151084  0.040168  0.200419  0.978951\n",
+       " 43     43.0   44.0   2187.0  0.051678  0.147863  0.039171  0.197916  0.979527\n",
+       " 44     44.0   45.0   2238.0  0.051174  0.145234  0.038319  0.195753  0.978030\n",
+       " 45     45.0   46.0   2280.0  0.048322  0.143391  0.037698  0.194160  0.977711\n",
+       " 46     46.0   47.0   2336.0  0.047483  0.140580  0.036898  0.192089  0.979836\n",
+       " 47     47.0   48.0   2375.0  0.047651  0.139016  0.036365  0.190697  0.979228\n",
+       " 48     48.0   49.0   2417.0  0.047148  0.136843  0.035694  0.188929  0.963010\n",
+       " 49     49.0   50.0   2453.0  0.046141  0.135474  0.035401  0.188152  0.965510\n",
+       " 50     50.0   51.0   2487.0  0.045805  0.134471  0.035084  0.187308  0.965276\n",
+       " 51     51.0   52.0   2544.0  0.043960  0.131829  0.034223  0.184995  0.962020\n",
+       " 52     52.0   53.0   2595.0  0.042785  0.129348  0.033385  0.182717  0.964405\n",
+       " 53     53.0   54.0   2643.0  0.041779  0.127336  0.032785  0.181065  0.964328\n",
+       " 54     54.0   55.0   2697.0  0.040101  0.125519  0.032234  0.179537  0.967767\n",
+       " 55     55.0   56.0   2742.0  0.039765  0.124211  0.031844  0.178449  0.968030\n",
+       " 56     56.0   57.0   2793.0  0.038758  0.122235  0.031201  0.176638  0.967852\n",
+       " 57     57.0   58.0   2839.0  0.037919  0.121054  0.030806  0.175517  0.968236\n",
+       " 58     58.0   59.0   2877.0  0.037584  0.119653  0.030353  0.174221  0.967566\n",
+       " 59     59.0   60.0   2929.0  0.036074  0.117853  0.029771  0.172544  0.968011\n",
+       " 60     60.0   61.0   2975.0  0.035235  0.116137  0.029213  0.170917  0.966782\n",
+       " 61     61.0   62.0   3032.0  0.033893  0.113902  0.028526  0.168898  0.964604\n",
+       " 62     62.0   63.0   3084.0  0.032383  0.112247  0.028009  0.167360  0.941262\n",
+       " 63     63.0   64.0   3132.0  0.031040  0.110752  0.027630  0.166222  0.943174\n",
+       " 64     64.0   65.0   3182.0  0.030872  0.109477  0.027240  0.165045  0.943910\n",
+       " 65     65.0   66.0   3230.0  0.031040  0.108359  0.026924  0.164087  0.942773\n",
+       " 66     66.0   67.0   3284.0  0.031040  0.106413  0.026289  0.162139  0.936045\n",
+       " 67     67.0   68.0   3330.0  0.030201  0.105169  0.025893  0.160913  0.935991\n",
+       " 68     68.0   69.0   3381.0  0.029195  0.103290  0.025285  0.159014  0.938970\n",
+       " 69     69.0   70.0   3436.0  0.027852  0.101598  0.024721  0.157230  0.939137\n",
+       " 70     70.0   71.0   3478.0  0.027181  0.100112  0.024252  0.155730  0.940882\n",
+       " 71     71.0   72.0   3521.0  0.027181  0.099100  0.023952  0.154763  0.942433\n",
+       " 72     72.0   73.0   3573.0  0.026007  0.097475  0.023455  0.153151  0.928403\n",
+       " 73     73.0   74.0   3622.0  0.026510  0.096232  0.023090  0.151952  0.925595\n",
+       " 74     74.0   75.0   3672.0  0.026007  0.094701  0.022582  0.150272  0.924803\n",
+       " 75     75.0   76.0   3726.0  0.026510  0.093387  0.022147  0.148817  0.921925\n",
+       " 76     76.0   77.0   3777.0  0.024664  0.091986  0.021685  0.147257  0.916228\n",
+       " 77     77.0   78.0   3825.0  0.023658  0.090190  0.021105  0.145274  0.920395\n",
+       " 78     78.0   79.0   3876.0  0.022819  0.089037  0.020767  0.144108  0.913363\n",
+       " 79     79.0   80.0   3935.0  0.021812  0.087623  0.020316  0.142534  0.911047\n",
+       " 80     80.0   81.0   3994.0  0.021141  0.086271  0.019883  0.141007  0.918599\n",
+       " 81     81.0   82.0   4048.0  0.019966  0.084813  0.019397  0.139272  0.889300\n",
+       " 82     82.0   83.0   4088.0  0.019463  0.083814  0.019049  0.138017  0.889222\n",
+       " 83     83.0   84.0   4136.0  0.018624  0.082507  0.018621  0.136457  0.884303\n",
+       " 84     84.0   85.0   4193.0  0.017617  0.081153  0.018202  0.134914  0.891224\n",
+       " 85     85.0   86.0   4244.0  0.017114  0.079906  0.017831  0.133534  0.887527\n",
+       " 86     86.0   87.0   4303.0  0.017785  0.078514  0.017434  0.132039  0.878992\n",
+       " 87     87.0   88.0   4353.0  0.017785  0.077607  0.017181  0.131076  0.876675\n",
+       " 88     88.0   89.0   4393.0  0.017785  0.077119  0.017053  0.130588  0.875885\n",
+       " 89     89.0   90.0   4446.0  0.018121  0.076276  0.016789  0.129574  0.877314\n",
+       " 90     90.0   91.0   4495.0  0.017114  0.075358  0.016494  0.128430  0.880943\n",
+       " 91     91.0   92.0   4539.0  0.017114  0.074779  0.016298  0.127664  0.876655\n",
+       " 92     92.0   93.0   4599.0  0.015436  0.073370  0.015859  0.125933  0.869873\n",
+       " 93     93.0   94.0   4657.0  0.014933  0.071844  0.015363  0.123949  0.859784\n",
+       " 94     94.0   95.0   4706.0  0.014597  0.071227  0.015193  0.123259  0.860409\n",
+       " 95     95.0   96.0   4749.0  0.014597  0.070380  0.014904  0.122081  0.859553\n",
+       " 96     96.0   97.0   4801.0  0.013758  0.069537  0.014683  0.121172  0.861771\n",
+       " 97     97.0   98.0   4859.0  0.012919  0.068238  0.014261  0.119418  0.869772\n",
+       " 98     98.0   99.0   4918.0  0.012752  0.067016  0.013880  0.117812  0.859854\n",
+       " 99     99.0  100.0   4969.0  0.012584  0.066198  0.013664  0.116892  0.869375\n",
+       " 100   100.0  101.0   5026.0  0.012081  0.065248  0.013402  0.115767  0.861410\n",
+       " 101   101.0  102.0   5071.0  0.011745  0.064440  0.013138  0.114619  0.861185\n",
+       " 102   102.0  103.0   5114.0  0.011577  0.063779  0.012936  0.113738  0.860302\n",
+       " 103   103.0  104.0   5167.0  0.010906  0.062979  0.012696  0.112675  0.860279\n",
+       " 104   104.0  105.0   5222.0  0.010738  0.062220  0.012463  0.111637  0.853342\n",
+       " 105   105.0  106.0   5279.0  0.009732  0.061246  0.012138  0.110172  0.849521\n",
+       " 106   106.0  107.0   5337.0  0.008893  0.060147  0.011832  0.108777  0.830141\n",
+       " 107   107.0  108.0   5381.0  0.008725  0.059301  0.011574  0.107584  0.817834\n",
+       " 108   108.0  109.0   5432.0  0.008389  0.058322  0.011260  0.106115  0.781016\n",
+       " 109   109.0  110.0   5482.0  0.008389  0.057443  0.011054  0.105136  0.772263\n",
+       " 110   110.0  111.0   5530.0  0.008221  0.056829  0.010851  0.104168  0.764778\n",
+       " 111   111.0  112.0   5585.0  0.007718  0.056135  0.010637  0.103136  0.764703\n",
+       " 112   112.0  113.0   5645.0  0.007718  0.055144  0.010334  0.101655  0.746358\n",
+       " 113   113.0  114.0   5703.0  0.007215  0.054330  0.010100  0.100499  0.733757\n",
+       " 114   114.0  115.0   5735.0  0.007047  0.053945  0.010001  0.100003  0.734297\n",
+       " 115   115.0  116.0   5791.0  0.006711  0.053190  0.009804  0.099013  0.729894\n",
+       " 116   116.0  117.0   5849.0  0.006544  0.052189  0.009509  0.097514  0.692037\n",
+       " 117   117.0  118.0   5906.0  0.005705  0.051472  0.009324  0.096558  0.676723\n",
+       " 118   118.0  119.0   5962.0  0.005872  0.050870  0.009163  0.095726  0.685565\n",
+       " 119   119.0  120.0   6009.0  0.005537  0.050124  0.008956  0.094635  0.667342\n",
+       " 120   120.0  121.0   6046.0  0.005369  0.049665  0.008828  0.093958  0.665001\n",
+       " 121   121.0  122.0   6102.0  0.005705  0.048966  0.008642  0.092965  0.663265\n",
+       " 122   122.0  123.0   6154.0  0.005369  0.048515  0.008544  0.092433  0.667767\n",
+       " 123   123.0  124.0   6207.0  0.004866  0.047833  0.008363  0.091451  0.681372\n",
+       " 124   124.0  125.0   6260.0  0.005034  0.047185  0.008189  0.090495  0.685170\n",
+       " 125   125.0  126.0   6309.0  0.004866  0.046656  0.008037  0.089651  0.674213\n",
+       " 126   126.0  127.0   6354.0  0.004530  0.046262  0.007943  0.089126  0.669690\n",
+       " 127   127.0  128.0   6410.0  0.004027  0.045534  0.007744  0.087999  0.671500\n",
+       " 128   128.0  129.0   6456.0  0.003859  0.045038  0.007587  0.087105  0.662801\n",
+       " 129   129.0  130.0   6504.0  0.003859  0.044549  0.007459  0.086367  0.664962\n",
+       " 130   130.0  131.0   6565.0  0.003356  0.043780  0.007285  0.085350  0.663547\n",
+       " 131   131.0  132.0   6619.0  0.002852  0.043091  0.007098  0.084247  0.677599\n",
+       " 132   132.0  133.0   6680.0  0.003356  0.042378  0.006888  0.082996  0.661711\n",
+       " 133   133.0  134.0   6734.0  0.002852  0.041860  0.006764  0.082246  0.664906\n",
+       " 134   134.0  135.0   6796.0  0.003020  0.041226  0.006611  0.081311  0.669603\n",
+       " 135   135.0  136.0   6843.0  0.003020  0.040746  0.006483  0.080517  0.654567\n",
+       " 136   136.0  137.0   6898.0  0.002349  0.040135  0.006315  0.079467  0.649144\n",
+       " 137   137.0  138.0   6957.0  0.002349  0.039495  0.006146  0.078394  0.652795\n",
+       " 138   138.0  139.0   6995.0  0.002013  0.039193  0.006061  0.077855  0.639454\n",
+       " 139   139.0  140.0   7040.0  0.002181  0.038827  0.005985  0.077360  0.659966\n",
+       " 140   140.0  141.0   7094.0  0.001846  0.038310  0.005856  0.076527  0.628461\n",
+       " 141   141.0  142.0   7156.0  0.002013  0.037603  0.005667  0.075279  0.631323\n",
+       " 142   142.0  143.0   7206.0  0.002013  0.037201  0.005578  0.074687  0.627151\n",
+       " 143   143.0  144.0   7254.0  0.002013  0.036823  0.005484  0.074053  0.632051\n",
+       " 144   144.0  145.0   7314.0  0.001846  0.036108  0.005306  0.072845  0.613651\n",
+       " 145   145.0  146.0   7373.0  0.001846  0.035530  0.005181  0.071979  0.618662\n",
+       " 146   146.0  147.0   7426.0  0.001846  0.034929  0.005028  0.070911  0.584889\n",
+       " 147   147.0  148.0   7485.0  0.001678  0.034398  0.004909  0.070066  0.601992\n",
+       " 148   148.0  149.0   7542.0  0.001846  0.033824  0.004784  0.069168  0.593865\n",
+       " 149   149.0  150.0   7598.0  0.001510  0.033342  0.004665  0.068298  0.581877\n",
+       "\n",
+       "[EncodedName_2_GradBoost]\n",
+       "\n",
+       "         LEVNAME  LEVINDEX VARNAME\n",
+       " 0             1         0  P_BAD1\n",
+       " 1             0         1  P_BAD0\n",
+       "\n",
+       "[EncodedTargetName_2_GradBoost]\n",
+       "\n",
+       "   LEVNAME  LEVINDEX VARNAME\n",
+       " 0                 0   I_BAD\n",
+       "\n",
+       "[ROCInfo_2_GradBoost]\n",
+       "\n",
+       " ROC Information for _AUTOTUNE_DEFAULT_SCORE_TABLE_\n",
+       " \n",
+       "    Variable Event  CutOff      TP      FP      FN      TN  Sensitivity  Specificity   KS       KS2    F_HALF       FPR       ACC       FDR        F1         C      Gini     Gamma       Tau  MISCEVENT\n",
+       " 0    P_BAD0     0    0.00  4771.0  1189.0     0.0     0.0     1.000000     0.000000  0.0  0.000000  0.833770  1.000000  0.800503  0.199497  0.889200  0.999994  0.999987  0.999988  0.319445   0.199497\n",
+       " 1    P_BAD0     0    0.01  4771.0   934.0     0.0   255.0     1.000000     0.214466  0.0  0.214466  0.864594  0.785534  0.843289  0.163716  0.910844  0.999994  0.999987  0.999988  0.319445   0.156711\n",
+       " 2    P_BAD0     0    0.02  4771.0   797.0     0.0   392.0     1.000000     0.329689  0.0  0.329689  0.882114  0.670311  0.866275  0.143139  0.922913  0.999994  0.999987  0.999988  0.319445   0.133725\n",
+       " 3    P_BAD0     0    0.03  4771.0   684.0     0.0   505.0     1.000000     0.424727  0.0  0.424727  0.897108  0.575273  0.885235  0.125390  0.933112  0.999994  0.999987  0.999988  0.319445   0.114765\n",
+       " 4    P_BAD0     0    0.04  4771.0   604.0     0.0   585.0     1.000000     0.492010  0.0  0.492010  0.908035  0.507990  0.898658  0.112372  0.940469  0.999994  0.999987  0.999988  0.319445   0.101342\n",
+       " 5    P_BAD0     0    0.05  4771.0   529.0     0.0   660.0     1.000000     0.555088  0.0  0.555088  0.918525  0.444912  0.911242  0.099811  0.947473  0.999994  0.999987  0.999988  0.319445   0.088758\n",
+       " 6    P_BAD0     0    0.06  4771.0   466.0     0.0   723.0     1.000000     0.608074  0.0  0.608074  0.927524  0.391926  0.921812  0.088982  0.953437  0.999994  0.999987  0.999988  0.319445   0.078188\n",
+       " 7    P_BAD0     0    0.07  4771.0   418.0     0.0   771.0     1.000000     0.648444  0.0  0.648444  0.934501  0.351556  0.929866  0.080555  0.958032  0.999994  0.999987  0.999988  0.319445   0.070134\n",
+       " 8    P_BAD0     0    0.08  4771.0   383.0     0.0   806.0     1.000000     0.677881  0.0  0.677881  0.939654  0.322119  0.935738  0.074311  0.961411  0.999994  0.999987  0.999988  0.319445   0.064262\n",
+       " 9    P_BAD0     0    0.09  4771.0   350.0     0.0   839.0     1.000000     0.705635  0.0  0.705635  0.944565  0.294365  0.941275  0.068346  0.964618  0.999994  0.999987  0.999988  0.319445   0.058725\n",
+       " 10   P_BAD0     0    0.10  4771.0   312.0     0.0   877.0     1.000000     0.737595  0.0  0.737595  0.950285  0.262405  0.947651  0.061381  0.968338  0.999994  0.999987  0.999988  0.319445   0.052349\n",
+       " 11   P_BAD0     0    0.11  4771.0   290.0     0.0   899.0     1.000000     0.756098  0.0  0.756098  0.953628  0.243902  0.951342  0.057301  0.970504  0.999994  0.999987  0.999988  0.319445   0.048658\n",
+       " 12   P_BAD0     0    0.12  4771.0   259.0     0.0   930.0     1.000000     0.782170  0.0  0.782170  0.958379  0.217830  0.956544  0.051491  0.973574  0.999994  0.999987  0.999988  0.319445   0.043456\n",
+       " 13   P_BAD0     0    0.13  4771.0   239.0     0.0   950.0     1.000000     0.798991  0.0  0.798991  0.961469  0.201009  0.959899  0.047705  0.975565  0.999994  0.999987  0.999988  0.319445   0.040101\n",
+       " 14   P_BAD0     0    0.14  4771.0   213.0     0.0   976.0     1.000000     0.820858  0.0  0.820858  0.965516  0.179142  0.964262  0.042737  0.978165  0.999994  0.999987  0.999988  0.319445   0.035738\n",
+       " 15   P_BAD0     0    0.15  4771.0   196.0     0.0   993.0     1.000000     0.835156  0.0  0.835156  0.968181  0.164844  0.967114  0.039460  0.979873  0.999994  0.999987  0.999988  0.319445   0.032886\n",
+       " 16   P_BAD0     0    0.16  4771.0   178.0     0.0  1011.0     1.000000     0.850294  0.0  0.850294  0.971018  0.149706  0.970134  0.035967  0.981687  0.999994  0.999987  0.999988  0.319445   0.029866\n",
+       " 17   P_BAD0     0    0.17  4771.0   165.0     0.0  1024.0     1.000000     0.861228  0.0  0.861228  0.973078  0.138772  0.972315  0.033428  0.983002  0.999994  0.999987  0.999988  0.319445   0.027685\n",
+       " 18   P_BAD0     0    0.18  4771.0   148.0     0.0  1041.0     1.000000     0.875526  0.0  0.875526  0.975784  0.124474  0.975168  0.030087  0.984727  0.999994  0.999987  0.999988  0.319445   0.024832\n",
+       " 19   P_BAD0     0    0.19  4771.0   134.0     0.0  1055.0     1.000000     0.887300  0.0  0.887300  0.978025  0.112700  0.977517  0.027319  0.986151  0.999994  0.999987  0.999988  0.319445   0.022483\n",
+       " 20   P_BAD0     0    0.20  4771.0   119.0     0.0  1070.0     1.000000     0.899916  0.0  0.899916  0.980436  0.100084  0.980034  0.024335  0.987682  0.999994  0.999987  0.999988  0.319445   0.019966\n",
+       " 21   P_BAD0     0    0.21  4771.0   101.0     0.0  1088.0     1.000000     0.915055  0.0  0.915055  0.983346  0.084945  0.983054  0.020731  0.989526  0.999994  0.999987  0.999988  0.319445   0.016946\n",
+       " 22   P_BAD0     0    0.22  4771.0    96.0     0.0  1093.0     1.000000     0.919260  0.0  0.919260  0.984158  0.080740  0.983893  0.019725  0.990039  0.999994  0.999987  0.999988  0.319445   0.016107\n",
+       " 23   P_BAD0     0    0.23  4771.0    89.0     0.0  1100.0     1.000000     0.925147  0.0  0.925147  0.985296  0.074853  0.985067  0.018313  0.990759  0.999994  0.999987  0.999988  0.319445   0.014933\n",
+       " 24   P_BAD0     0    0.24  4771.0    82.0     0.0  1107.0     1.000000     0.931034  0.0  0.931034  0.986437  0.068966  0.986242  0.016897  0.991480  0.999994  0.999987  0.999988  0.319445   0.013758\n",
+       " 25   P_BAD0     0    0.25  4771.0    79.0     0.0  1110.0     1.000000     0.933558  0.0  0.933558  0.986926  0.066442  0.986745  0.016289  0.991789  0.999994  0.999987  0.999988  0.319445   0.013255\n",
+       " 26   P_BAD0     0    0.26  4771.0    70.0     0.0  1119.0     1.000000     0.941127  0.0  0.941127  0.988399  0.058873  0.988255  0.014460  0.992717  0.999994  0.999987  0.999988  0.319445   0.011745\n",
+       " 27   P_BAD0     0    0.27  4771.0    67.0     0.0  1122.0     1.000000     0.943650  0.0  0.943650  0.988890  0.056350  0.988758  0.013849  0.993027  0.999994  0.999987  0.999988  0.319445   0.011242\n",
+       " 28   P_BAD0     0    0.28  4771.0    60.0     0.0  1129.0     1.000000     0.949537  0.0  0.949537  0.990039  0.050463  0.989933  0.012420  0.993751  0.999994  0.999987  0.999988  0.319445   0.010067\n",
+       " 29   P_BAD0     0    0.29  4771.0    57.0     0.0  1132.0     1.000000     0.952061  0.0  0.952061  0.990533  0.047939  0.990436  0.011806  0.994062  0.999994  0.999987  0.999988  0.319445   0.009564\n",
+       " 30   P_BAD0     0    0.30  4771.0    49.0     0.0  1140.0     1.000000     0.958789  0.0  0.958789  0.991851  0.041211  0.991779  0.010166  0.994891  0.999994  0.999987  0.999988  0.319445   0.008221\n",
+       " 31   P_BAD0     0    0.31  4771.0    42.0     0.0  1147.0     1.000000     0.964676  0.0  0.964676  0.993007  0.035324  0.992953  0.008726  0.995618  0.999994  0.999987  0.999988  0.319445   0.007047\n",
+       " 32   P_BAD0     0    0.32  4771.0    40.0     0.0  1149.0     1.000000     0.966358  0.0  0.966358  0.993337  0.033642  0.993289  0.008314  0.995826  0.999994  0.999987  0.999988  0.319445   0.006711\n",
+       " 33   P_BAD0     0    0.33  4771.0    37.0     0.0  1152.0     1.000000     0.968881  0.0  0.968881  0.993834  0.031119  0.993792  0.007696  0.996137  0.999994  0.999987  0.999988  0.319445   0.006208\n",
+       " 34   P_BAD0     0    0.34  4771.0    35.0     0.0  1154.0     1.000000     0.970563  0.0  0.970563  0.994165  0.029437  0.994128  0.007283  0.996345  0.999994  0.999987  0.999988  0.319445   0.005872\n",
+       " 35   P_BAD0     0    0.35  4771.0    33.0     0.0  1156.0     1.000000     0.972246  0.0  0.972246  0.994497  0.027754  0.994463  0.006869  0.996554  0.999994  0.999987  0.999988  0.319445   0.005537\n",
+       " 36   P_BAD0     0    0.36  4771.0    30.0     0.0  1159.0     1.000000     0.974769  0.0  0.974769  0.994995  0.025231  0.994966  0.006249  0.996866  0.999994  0.999987  0.999988  0.319445   0.005034\n",
+       " 37   P_BAD0     0    0.37  4771.0    27.0     0.0  1162.0     1.000000     0.977292  0.0  0.977292  0.995493  0.022708  0.995470  0.005627  0.997178  0.999994  0.999987  0.999988  0.319445   0.004530\n",
+       " 38   P_BAD0     0    0.38  4771.0    22.0     0.0  1167.0     1.000000     0.981497  0.0  0.981497  0.996325  0.018503  0.996309  0.004590  0.997700  0.999994  0.999987  0.999988  0.319445   0.003691\n",
+       " 39   P_BAD0     0    0.39  4771.0    21.0     0.0  1168.0     1.000000     0.982338  0.0  0.982338  0.996491  0.017662  0.996477  0.004382  0.997804  0.999994  0.999987  0.999988  0.319445   0.003523\n",
+       " 40   P_BAD0     0    0.40  4771.0    20.0     0.0  1169.0     1.000000     0.983179  0.0  0.983179  0.996658  0.016821  0.996644  0.004174  0.997908  0.999994  0.999987  0.999988  0.319445   0.003356\n",
+       " 41   P_BAD0     0    0.41  4771.0    16.0     0.0  1173.0     1.000000     0.986543  0.0  0.986543  0.997324  0.013457  0.997315  0.003342  0.998326  0.999994  0.999987  0.999988  0.319445   0.002685\n",
+       " 42   P_BAD0     0    0.42  4770.0    16.0     1.0  1173.0     0.999790     0.986543  0.0  0.986334  0.997282  0.013457  0.997148  0.003343  0.998221  0.999994  0.999987  0.999988  0.319445   0.002852\n",
+       " 43   P_BAD0     0    0.43  4770.0    14.0     1.0  1175.0     0.999790     0.988225  0.0  0.988016  0.997616  0.011775  0.997483  0.002926  0.998430  0.999994  0.999987  0.999988  0.319445   0.002517\n",
+       " 44   P_BAD0     0    0.44  4769.0    13.0     2.0  1176.0     0.999581     0.989066  0.0  0.988647  0.997740  0.010934  0.997483  0.002719  0.998430  0.999994  0.999987  0.999988  0.319445   0.002517\n",
+       " 45   P_BAD0     0    0.45  4769.0    12.0     2.0  1177.0     0.999581     0.989907  0.0  0.989488  0.997908  0.010093  0.997651  0.002510  0.998534  0.999994  0.999987  0.999988  0.319445   0.002349\n",
+       " 46   P_BAD0     0    0.46  4769.0     9.0     2.0  1180.0     0.999581     0.992431  0.0  0.992011  0.998409  0.007569  0.998154  0.001884  0.998848  0.999994  0.999987  0.999988  0.319445   0.001846\n",
+       " 47   P_BAD0     0    0.47  4769.0     8.0     2.0  1181.0     0.999581     0.993272  0.0  0.992852  0.998576  0.006728  0.998322  0.001675  0.998953  0.999994  0.999987  0.999988  0.319445   0.001678\n",
+       " 48   P_BAD0     0    0.48  4769.0     7.0     2.0  1182.0     0.999581     0.994113  0.0  0.993694  0.998743  0.005887  0.998490  0.001466  0.999057  0.999994  0.999987  0.999988  0.319445   0.001510\n",
+       " 49   P_BAD0     0    0.49  4769.0     7.0     2.0  1182.0     0.999581     0.994113  0.0  0.993694  0.998743  0.005887  0.998490  0.001466  0.999057  0.999994  0.999987  0.999988  0.319445   0.001510\n",
+       " 50   P_BAD0     0    0.50  4769.0     7.0     2.0  1182.0     0.999581     0.994113  0.0  0.993694  0.998743  0.005887  0.998490  0.001466  0.999057  0.999994  0.999987  0.999988  0.319445   0.001510\n",
+       " 51   P_BAD0     0    0.51  4769.0     7.0     2.0  1182.0     0.999581     0.994113  0.0  0.993694  0.998743  0.005887  0.998490  0.001466  0.999057  0.999994  0.999987  0.999988  0.319445   0.001510\n",
+       " 52   P_BAD0     0    0.52  4768.0     5.0     3.0  1184.0     0.999371     0.995795  0.0  0.995166  0.999036  0.004205  0.998658  0.001048  0.999162  0.999994  0.999987  0.999988  0.319445   0.001342\n",
+       " 53   P_BAD0     0    0.53  4768.0     3.0     3.0  1186.0     0.999371     0.997477  0.0  0.996848  0.999371  0.002523  0.998993  0.000629  0.999371  0.999994  0.999987  0.999988  0.319445   0.001007\n",
+       " 54   P_BAD0     0    0.54  4768.0     2.0     3.0  1187.0     0.999371     0.998318  0.0  0.997689  0.999539  0.001682  0.999161  0.000419  0.999476  0.999994  0.999987  0.999988  0.319445   0.000839\n",
+       " 55   P_BAD0     0    0.55  4768.0     2.0     3.0  1187.0     0.999371     0.998318  0.0  0.997689  0.999539  0.001682  0.999161  0.000419  0.999476  0.999994  0.999987  0.999988  0.319445   0.000839\n",
+       " 56   P_BAD0     0    0.56  4768.0     1.0     3.0  1188.0     0.999371     0.999159  0.0  0.998530  0.999706  0.000841  0.999329  0.000210  0.999581  0.999994  0.999987  0.999988  0.319445   0.000671\n",
+       " 57   P_BAD0     0    0.57  4768.0     1.0     3.0  1188.0     0.999371     0.999159  0.0  0.998530  0.999706  0.000841  0.999329  0.000210  0.999581  0.999994  0.999987  0.999988  0.319445   0.000671\n",
+       " 58   P_BAD0     0    0.58  4767.0     0.0     4.0  1189.0     0.999162     1.000000  1.0  0.999162  0.999832  0.000000  0.999329  0.000000  0.999581  0.999994  0.999987  0.999988  0.319445   0.000671\n",
+       " 59   P_BAD0     0    0.59  4766.0     0.0     5.0  1189.0     0.998952     1.000000  0.0  0.998952  0.999790  0.000000  0.999161  0.000000  0.999476  0.999994  0.999987  0.999988  0.319445   0.000839\n",
+       " 60   P_BAD0     0    0.60  4764.0     0.0     7.0  1189.0     0.998533     1.000000  0.0  0.998533  0.999706  0.000000  0.998826  0.000000  0.999266  0.999994  0.999987  0.999988  0.319445   0.001174\n",
+       " 61   P_BAD0     0    0.61  4764.0     0.0     7.0  1189.0     0.998533     1.000000  0.0  0.998533  0.999706  0.000000  0.998826  0.000000  0.999266  0.999994  0.999987  0.999988  0.319445   0.001174\n",
+       " 62   P_BAD0     0    0.62  4762.0     0.0     9.0  1189.0     0.998114     1.000000  0.0  0.998114  0.999622  0.000000  0.998490  0.000000  0.999056  0.999994  0.999987  0.999988  0.319445   0.001510\n",
+       " 63   P_BAD0     0    0.63  4761.0     0.0    10.0  1189.0     0.997904     1.000000  0.0  0.997904  0.999580  0.000000  0.998322  0.000000  0.998951  0.999994  0.999987  0.999988  0.319445   0.001678\n",
+       " 64   P_BAD0     0    0.64  4761.0     0.0    10.0  1189.0     0.997904     1.000000  0.0  0.997904  0.999580  0.000000  0.998322  0.000000  0.998951  0.999994  0.999987  0.999988  0.319445   0.001678\n",
+       " 65   P_BAD0     0    0.65  4761.0     0.0    10.0  1189.0     0.997904     1.000000  0.0  0.997904  0.999580  0.000000  0.998322  0.000000  0.998951  0.999994  0.999987  0.999988  0.319445   0.001678\n",
+       " 66   P_BAD0     0    0.66  4758.0     0.0    13.0  1189.0     0.997275     1.000000  0.0  0.997275  0.999454  0.000000  0.997819  0.000000  0.998636  0.999994  0.999987  0.999988  0.319445   0.002181\n",
+       " 67   P_BAD0     0    0.67  4757.0     0.0    14.0  1189.0     0.997066     1.000000  0.0  0.997066  0.999412  0.000000  0.997651  0.000000  0.998531  0.999994  0.999987  0.999988  0.319445   0.002349\n",
+       " 68   P_BAD0     0    0.68  4756.0     0.0    15.0  1189.0     0.996856     1.000000  0.0  0.996856  0.999370  0.000000  0.997483  0.000000  0.998426  0.999994  0.999987  0.999988  0.319445   0.002517\n",
+       " 69   P_BAD0     0    0.69  4756.0     0.0    15.0  1189.0     0.996856     1.000000  0.0  0.996856  0.999370  0.000000  0.997483  0.000000  0.998426  0.999994  0.999987  0.999988  0.319445   0.002517\n",
+       " 70   P_BAD0     0    0.70  4753.0     0.0    18.0  1189.0     0.996227     1.000000  0.0  0.996227  0.999243  0.000000  0.996980  0.000000  0.998110  0.999994  0.999987  0.999988  0.319445   0.003020\n",
+       " 71   P_BAD0     0    0.71  4750.0     0.0    21.0  1189.0     0.995598     1.000000  0.0  0.995598  0.999117  0.000000  0.996477  0.000000  0.997794  0.999994  0.999987  0.999988  0.319445   0.003523\n",
+       " 72   P_BAD0     0    0.72  4747.0     0.0    24.0  1189.0     0.994970     1.000000  0.0  0.994970  0.998990  0.000000  0.995973  0.000000  0.997478  0.999994  0.999987  0.999988  0.319445   0.004027\n",
+       " 73   P_BAD0     0    0.73  4745.0     0.0    26.0  1189.0     0.994550     1.000000  0.0  0.994550  0.998905  0.000000  0.995638  0.000000  0.997268  0.999994  0.999987  0.999988  0.319445   0.004362\n",
+       " 74   P_BAD0     0    0.74  4745.0     0.0    26.0  1189.0     0.994550     1.000000  0.0  0.994550  0.998905  0.000000  0.995638  0.000000  0.997268  0.999994  0.999987  0.999988  0.319445   0.004362\n",
+       " 75   P_BAD0     0    0.75  4744.0     0.0    27.0  1189.0     0.994341     1.000000  0.0  0.994341  0.998863  0.000000  0.995470  0.000000  0.997162  0.999994  0.999987  0.999988  0.319445   0.004530\n",
+       " 76   P_BAD0     0    0.76  4738.0     0.0    33.0  1189.0     0.993083     1.000000  0.0  0.993083  0.998609  0.000000  0.994463  0.000000  0.996530  0.999994  0.999987  0.999988  0.319445   0.005537\n",
+       " 77   P_BAD0     0    0.77  4736.0     0.0    35.0  1189.0     0.992664     1.000000  0.0  0.992664  0.998524  0.000000  0.994128  0.000000  0.996319  0.999994  0.999987  0.999988  0.319445   0.005872\n",
+       " 78   P_BAD0     0    0.78  4729.0     0.0    42.0  1189.0     0.991197     1.000000  0.0  0.991197  0.998227  0.000000  0.992953  0.000000  0.995579  0.999994  0.999987  0.999988  0.319445   0.007047\n",
+       " 79   P_BAD0     0    0.79  4724.0     0.0    47.0  1189.0     0.990149     1.000000  0.0  0.990149  0.998014  0.000000  0.992114  0.000000  0.995050  0.999994  0.999987  0.999988  0.319445   0.007886\n",
+       " 80   P_BAD0     0    0.80  4716.0     0.0    55.0  1189.0     0.988472     1.000000  0.0  0.988472  0.997673  0.000000  0.990772  0.000000  0.994203  0.999994  0.999987  0.999988  0.319445   0.009228\n",
+       " 81   P_BAD0     0    0.81  4707.0     0.0    64.0  1189.0     0.986586     1.000000  0.0  0.986586  0.997288  0.000000  0.989262  0.000000  0.993248  0.999994  0.999987  0.999988  0.319445   0.010738\n",
+       " 82   P_BAD0     0    0.82  4700.0     0.0    71.0  1189.0     0.985118     1.000000  0.0  0.985118  0.996988  0.000000  0.988087  0.000000  0.992503  0.999994  0.999987  0.999988  0.319445   0.011913\n",
+       " 83   P_BAD0     0    0.83  4687.0     0.0    84.0  1189.0     0.982394     1.000000  0.0  0.982394  0.996428  0.000000  0.985906  0.000000  0.991119  0.999994  0.999987  0.999988  0.319445   0.014094\n",
+       " 84   P_BAD0     0    0.84  4675.0     0.0    96.0  1189.0     0.979878     1.000000  0.0  0.979878  0.995910  0.000000  0.983893  0.000000  0.989837  0.999994  0.999987  0.999988  0.319445   0.016107\n",
+       " 85   P_BAD0     0    0.85  4663.0     0.0   108.0  1189.0     0.977363     1.000000  0.0  0.977363  0.995389  0.000000  0.981879  0.000000  0.988552  0.999994  0.999987  0.999988  0.319445   0.018121\n",
+       " 86   P_BAD0     0    0.86  4652.0     0.0   119.0  1189.0     0.975058     1.000000  0.0  0.975058  0.994910  0.000000  0.980034  0.000000  0.987371  0.999994  0.999987  0.999988  0.319445   0.019966\n",
+       " 87   P_BAD0     0    0.87  4630.0     0.0   141.0  1189.0     0.970446     1.000000  0.0  0.970446  0.993946  0.000000  0.976342  0.000000  0.985002  0.999994  0.999987  0.999988  0.319445   0.023658\n",
+       " 88   P_BAD0     0    0.88  4608.0     0.0   163.0  1189.0     0.965835     1.000000  0.0  0.965835  0.992975  0.000000  0.972651  0.000000  0.982621  0.999994  0.999987  0.999988  0.319445   0.027349\n",
+       " 89   P_BAD0     0    0.89  4589.0     0.0   182.0  1189.0     0.961853     1.000000  0.0  0.961853  0.992130  0.000000  0.969463  0.000000  0.980556  0.999994  0.999987  0.999988  0.319445   0.030537\n",
+       " 90   P_BAD0     0    0.90  4564.0     0.0   207.0  1189.0     0.956613     1.000000  0.0  0.956613  0.991011  0.000000  0.965268  0.000000  0.977825  0.999994  0.999987  0.999988  0.319445   0.034732\n",
+       " 91   P_BAD0     0    0.91  4523.0     0.0   248.0  1189.0     0.948019     1.000000  0.0  0.948019  0.989153  0.000000  0.958389  0.000000  0.973316  0.999994  0.999987  0.999988  0.319445   0.041611\n",
+       " 92   P_BAD0     0    0.92  4489.0     0.0   282.0  1189.0     0.940893     1.000000  0.0  0.940893  0.987592  0.000000  0.952685  0.000000  0.969546  0.999994  0.999987  0.999988  0.319445   0.047315\n",
+       " 93   P_BAD0     0    0.93  4442.0     0.0   329.0  1189.0     0.931042     1.000000  0.0  0.931042  0.985403  0.000000  0.944799  0.000000  0.964290  0.999994  0.999987  0.999988  0.319445   0.055201\n",
+       " 94   P_BAD0     0    0.94  4396.0     0.0   375.0  1189.0     0.921400     1.000000  0.0  0.921400  0.983225  0.000000  0.937081  0.000000  0.959092  0.999994  0.999987  0.999988  0.319445   0.062919\n",
+       " 95   P_BAD0     0    0.95  4329.0     0.0   442.0  1189.0     0.907357     1.000000  0.0  0.907357  0.979988  0.000000  0.925839  0.000000  0.951429  0.999994  0.999987  0.999988  0.319445   0.074161\n",
+       " 96   P_BAD0     0    0.96  4237.0     0.0   534.0  1189.0     0.888074     1.000000  0.0  0.888074  0.975413  0.000000  0.910403  0.000000  0.940719  0.999994  0.999987  0.999988  0.319445   0.089597\n",
+       " 97   P_BAD0     0    0.97  4081.0     0.0   690.0  1189.0     0.855376     1.000000  0.0  0.855376  0.967291  0.000000  0.884228  0.000000  0.922052  0.999994  0.999987  0.999988  0.319445   0.115772\n",
+       " 98   P_BAD0     0    0.98  3808.0     0.0   963.0  1189.0     0.798156     1.000000  0.0  0.798156  0.951857  0.000000  0.838423  0.000000  0.887749  0.999994  0.999987  0.999988  0.319445   0.161577\n",
+       " 99   P_BAD0     0    0.99  3212.0     0.0  1559.0  1189.0     0.673234     1.000000  0.0  0.673234  0.911516  0.000000  0.738423  0.000000  0.804710  0.999994  0.999987  0.999988  0.319445   0.261577\n",
+       "\n",
+       "[FitStat_2_GradBoost]\n",
+       "\n",
+       " Fit Statistics for _AUTOTUNE_DEFAULT_SCORE_TABLE_\n",
+       " \n",
+       "      NOBS       ASE     DIV      RASE      MCE      MCLL\n",
+       " 0  5960.0  0.004665  5960.0  0.068298  0.00151  0.033342\n",
+       "\n",
+       "[TunerInfo_2_GradBoost]\n",
+       "\n",
+       " Tuner Information\n",
+       " \n",
+       "                            Parameter                   Value\n",
+       " 0                         Model Type  Gradient Boosting Tree\n",
+       " 1           Tuner Objective Function        Area Under Curve\n",
+       " 2                      Search Method                    GRID\n",
+       " 3              Number of Grid Points                      16\n",
+       " 4     Maximum Tuning Time in Seconds                   36000\n",
+       " 5                    Validation Type        Single Partition\n",
+       " 6      Validation Partition Fraction                    0.30\n",
+       " 7                          Log Level                       0\n",
+       " 8                               Seed                70555071\n",
+       " 9     Number of Parallel Evaluations                       2\n",
+       " 10  Number of Workers per Subsession                       1\n",
+       "\n",
+       "[TunerResults_2_GradBoost]\n",
+       "\n",
+       " Tuner Results\n",
+       " \n",
+       "     Evaluation   M  LEARNINGRATE  SUBSAMPLERATE  LASSO  RIDGE  NBINS  MAXLEVEL  AreaUnderCurve  EvaluationTime\n",
+       " 0            0  10          0.10            0.5    0.0    1.0     50         5        0.921546        9.556130\n",
+       " 1           14  10          0.10            0.6    0.0    0.0     77         7        0.940871       22.204142\n",
+       " 2            7  10          0.10            0.8    0.0    0.0     77         7        0.939292        9.113203\n",
+       " 3            1  10          0.10            0.6    0.5    0.0     77         7        0.939042       26.665014\n",
+       " 4           10  10          0.10            0.8    0.5    0.0     77         5        0.926720        4.915408\n",
+       " 5           13  10          0.10            0.8    0.0    0.0     77         5        0.917736        3.837701\n",
+       " 6            5  10          0.10            0.6    0.0    0.0     77         5        0.916510        3.316526\n",
+       " 7            9  10          0.10            0.8    0.5    0.0     77         7        0.915537        3.806702\n",
+       " 8           11  10          0.10            0.6    0.5    0.0     77         5        0.905599        4.272436\n",
+       " 9           15  10          0.05            0.8    0.5    0.0     77         7        0.825386        1.119262\n",
+       " 10          16  10          0.05            0.6    0.0    0.0     77         7        0.820604        1.228740\n",
+       "\n",
+       "[IterationHistory_2_GradBoost]\n",
+       "\n",
+       " Tuner Iteration History\n",
+       " \n",
+       "    Iteration  Evaluations  Best_obj   Time_sec\n",
+       " 0          0            1  0.921546   9.556130\n",
+       " 1          1           17  0.940871  62.697545\n",
+       "\n",
+       "[EvaluationHistory_2_GradBoost]\n",
+       "\n",
+       " Tuner Evaluation History\n",
+       " \n",
+       "     Evaluation  Iteration   M  LEARNINGRATE  SUBSAMPLERATE  LASSO  RIDGE  NBINS  MAXLEVEL  AreaUnderCurve  EvaluationTime\n",
+       " 0            0          0  10          0.10            0.5    0.0    1.0     50         5        0.921546        9.556130\n",
+       " 1            1          1  10          0.10            0.6    0.5    0.0     77         7        0.939042       26.665014\n",
+       " 2            2          1  10          0.05            0.6    0.0    0.0     77         5        0.818485        1.600817\n",
+       " 3            3          1  10          0.05            0.6    0.5    0.0     77         7        0.810106        1.130838\n",
+       " 4            4          1  10          0.05            0.8    0.5    0.0     77         5        0.818035        1.000732\n",
+       " 5            5          1  10          0.10            0.6    0.0    0.0     77         5        0.916510        3.316526\n",
+       " 6            6          1  10          0.05            0.8    0.0    0.0     77         7        0.816337        1.276982\n",
+       " 7            7          1  10          0.10            0.8    0.0    0.0     77         7        0.939292        9.113203\n",
+       " 8            8          1  10          0.05            0.8    0.0    0.0     77         5        0.813599        1.033013\n",
+       " 9            9          1  10          0.10            0.8    0.5    0.0     77         7        0.915537        3.806702\n",
+       " 10          10          1  10          0.10            0.8    0.5    0.0     77         5        0.926720        4.915408\n",
+       " 11          11          1  10          0.10            0.6    0.5    0.0     77         5        0.905599        4.272436\n",
+       " 12          12          1  10          0.05            0.6    0.5    0.0     77         5        0.818236        1.024924\n",
+       " 13          13          1  10          0.10            0.8    0.0    0.0     77         5        0.917736        3.837701\n",
+       " 14          14          1  10          0.10            0.6    0.0    0.0     77         7        0.940871       22.204142\n",
+       " 15          15          1  10          0.05            0.8    0.5    0.0     77         7        0.825386        1.119262\n",
+       " 16          16          1  10          0.05            0.6    0.0    0.0     77         7        0.820604        1.228740\n",
+       "\n",
+       "[BestConfiguration_2_GradBoost]\n",
+       "\n",
+       " Best Configuration\n",
+       " \n",
+       "                     Parameter           Name         Value\n",
+       " 0                  Evaluation     Evaluation            14\n",
+       " 1  Number of Variables to Try              M            10\n",
+       " 2               Learning Rate   LEARNINGRATE           0.1\n",
+       " 3               Sampling Rate  SUBSAMPLERATE           0.6\n",
+       " 4                       Lasso          LASSO             0\n",
+       " 5                       Ridge          RIDGE             0\n",
+       " 6              Number of Bins          NBINS            77\n",
+       " 7         Maximum Tree Levels       MAXLEVEL             7\n",
+       " 8            Area Under Curve      Objective  0.9408711074\n",
+       "\n",
+       "[TunerSummary_2_GradBoost]\n",
+       "\n",
+       " Tuner Summary\n",
+       " \n",
+       "                                           Parameter      Value\n",
+       " 0             Initial Configuration Objective Value   0.921546\n",
+       " 1                Best Configuration Objective Value   0.940871\n",
+       " 2               Worst Configuration Objective Value   0.810106\n",
+       " 3  Initial Configuration Evaluation Time in Seconds   9.556130\n",
+       " 4     Best Configuration Evaluation Time in Seconds  22.203997\n",
+       " 5                 Number of Improved Configurations   2.000000\n",
+       " 6                Number of Evaluated Configurations  17.000000\n",
+       " 7                      Total Tuning Time in Seconds  96.296407\n",
+       " 8                           Parallel Tuning Speedup   1.352349\n",
+       "\n",
+       "[TunerTiming_2_GradBoost]\n",
+       "\n",
+       " Tuner Task Timing\n",
+       " \n",
+       "                           Task    Time_sec  Time_percent\n",
+       " 0               Model Training  122.700009     94.220552\n",
+       " 1                Model Scoring    6.529068      5.013630\n",
+       " 2  Total Objective Evaluations  129.236482     99.239868\n",
+       " 3                        Tuner    0.989892      0.760132\n",
+       " 4               Total CPU Time  130.226375    100.000000\n",
+       "\n",
+       "[HyperparameterImportance_2_GradBoost]\n",
+       "\n",
+       " Hyperparameter Importance\n",
+       " \n",
+       "   Hyperparameter  RelImportance\n",
+       " 0   LEARNINGRATE       1.000000\n",
+       " 1          LASSO       0.006289\n",
+       " 2  SUBSAMPLERATE       0.002352\n",
+       " 3       MAXLEVEL       0.000761\n",
+       " 4              M       0.000000\n",
+       " 5          RIDGE       0.000000\n",
+       " 6          NBINS       0.000000\n",
+       "\n",
+       "[ModelInfo_1_GradBoost]\n",
+       "\n",
+       " Gradient Boosting Tree for __TEMP_FEATURE_MACHINE_CASOUT___AUTOTUNE_07APR2021:18:55:30\n",
+       " \n",
+       "                                   Descr         Value\n",
+       " 0                       Number of Trees  1.500000e+02\n",
+       " 1                          Distribution  2.000000e+00\n",
+       " 2                         Learning Rate  1.000000e-01\n",
+       " 3                      Subsampling Rate  5.000000e-01\n",
+       " 4      Number of Selected Variables (M)  1.400000e+01\n",
+       " 5                        Number of Bins  5.000000e+01\n",
+       " 6                   Number of Variables  1.400000e+01\n",
+       " 7              Max Number of Tree Nodes  3.100000e+01\n",
+       " 8              Min Number of Tree Nodes  1.700000e+01\n",
+       " 9                Max Number of Branches  2.000000e+00\n",
+       " 10               Min Number of Branches  2.000000e+00\n",
+       " 11                 Max Number of Levels  5.000000e+00\n",
+       " 12                 Min Number of Levels  5.000000e+00\n",
+       " 13                 Max Number of Leaves  1.600000e+01\n",
+       " 14                 Min Number of Leaves  9.000000e+00\n",
+       " 15               Maximum Size of Leaves  2.317000e+03\n",
+       " 16               Minimum Size of Leaves  5.000000e+00\n",
+       " 17                   Random Number Seed  7.056494e+07\n",
+       " 18                   Lasso (L1) penalty  0.000000e+00\n",
+       " 19                   Ridge (L2) penalty  1.000000e+00\n",
+       " 20               Actual Number of Trees  1.500000e+02\n",
+       " 21             Average number of Leaves  1.490667e+01\n",
+       " 22            Early stopping stagnation  4.000000e+00\n",
+       " 23             Early stopping threshold  0.000000e+00\n",
+       " 24  Early stopping threshold iterations  0.000000e+00\n",
+       " 25             Early stopping tolerance  0.000000e+00\n",
+       "\n",
+       "[EvalMetricInfo_1_GradBoost]\n",
+       "\n",
+       "      Progress    Metric\n",
+       " 0         1.0  0.199497\n",
+       " 1         2.0  0.199497\n",
+       " 2         3.0  0.199497\n",
+       " 3         4.0  0.199497\n",
+       " 4         5.0  0.193456\n",
+       " 5         6.0  0.162416\n",
+       " 6         7.0  0.142953\n",
+       " 7         8.0  0.130705\n",
+       " 8         9.0  0.121309\n",
+       " 9        10.0  0.112248\n",
+       " 10       11.0  0.108389\n",
+       " 11       12.0  0.102517\n",
+       " 12       13.0  0.102517\n",
+       " 13       14.0  0.100671\n",
+       " 14       15.0  0.099161\n",
+       " 15       16.0  0.097819\n",
+       " 16       17.0  0.096980\n",
+       " 17       18.0  0.095805\n",
+       " 18       19.0  0.096309\n",
+       " 19       20.0  0.095805\n",
+       " 20       21.0  0.094799\n",
+       " 21       22.0  0.093456\n",
+       " 22       23.0  0.091779\n",
+       " 23       24.0  0.091611\n",
+       " 24       25.0  0.090940\n",
+       " 25       26.0  0.089933\n",
+       " 26       27.0  0.088926\n",
+       " 27       28.0  0.089430\n",
+       " 28       29.0  0.088758\n",
+       " 29       30.0  0.087919\n",
+       " 30       31.0  0.086409\n",
+       " 31       32.0  0.086577\n",
+       " 32       33.0  0.086409\n",
+       " 33       34.0  0.087248\n",
+       " 34       35.0  0.086074\n",
+       " 35       36.0  0.085570\n",
+       " 36       37.0  0.086242\n",
+       " 37       38.0  0.085235\n",
+       " 38       39.0  0.084732\n",
+       " 39       40.0  0.083557\n",
+       " 40       41.0  0.083893\n",
+       " 41       42.0  0.084732\n",
+       " 42       43.0  0.083054\n",
+       " 43       44.0  0.082886\n",
+       " 44       45.0  0.082718\n",
+       " 45       46.0  0.082718\n",
+       " 46       47.0  0.082886\n",
+       " 47       48.0  0.082383\n",
+       " 48       49.0  0.082047\n",
+       " 49       50.0  0.082215\n",
+       " 50       51.0  0.081711\n",
+       " 51       52.0  0.081376\n",
+       " 52       53.0  0.081040\n",
+       " 53       54.0  0.080537\n",
+       " 54       55.0  0.079698\n",
+       " 55       56.0  0.079698\n",
+       " 56       57.0  0.079530\n",
+       " 57       58.0  0.079362\n",
+       " 58       59.0  0.079698\n",
+       " 59       60.0  0.079195\n",
+       " 60       61.0  0.079027\n",
+       " 61       62.0  0.077685\n",
+       " 62       63.0  0.078356\n",
+       " 63       64.0  0.077685\n",
+       " 64       65.0  0.077013\n",
+       " 65       66.0  0.077852\n",
+       " 66       67.0  0.077685\n",
+       " 67       68.0  0.076174\n",
+       " 68       69.0  0.075168\n",
+       " 69       70.0  0.075336\n",
+       " 70       71.0  0.075503\n",
+       " 71       72.0  0.074497\n",
+       " 72       73.0  0.073826\n",
+       " 73       74.0  0.073490\n",
+       " 74       75.0  0.073490\n",
+       " 75       76.0  0.071812\n",
+       " 76       77.0  0.071644\n",
+       " 77       78.0  0.072148\n",
+       " 78       79.0  0.071812\n",
+       " 79       80.0  0.072483\n",
+       " 80       81.0  0.071980\n",
+       " 81       82.0  0.072651\n",
+       " 82       83.0  0.071309\n",
+       " 83       84.0  0.071309\n",
+       " 84       85.0  0.070638\n",
+       " 85       86.0  0.071309\n",
+       " 86       87.0  0.070470\n",
+       " 87       88.0  0.069966\n",
+       " 88       89.0  0.069799\n",
+       " 89       90.0  0.069128\n",
+       " 90       91.0  0.069295\n",
+       " 91       92.0  0.068289\n",
+       " 92       93.0  0.068456\n",
+       " 93       94.0  0.068624\n",
+       " 94       95.0  0.068121\n",
+       " 95       96.0  0.067450\n",
+       " 96       97.0  0.067785\n",
+       " 97       98.0  0.066443\n",
+       " 98       99.0  0.065772\n",
+       " 99      100.0  0.065940\n",
+       " 100     101.0  0.065940\n",
+       " 101     102.0  0.065101\n",
+       " 102     103.0  0.066107\n",
+       " 103     104.0  0.064765\n",
+       " 104     105.0  0.063926\n",
+       " 105     106.0  0.063591\n",
+       " 106     107.0  0.062248\n",
+       " 107     108.0  0.061913\n",
+       " 108     109.0  0.061913\n",
+       " 109     110.0  0.061745\n",
+       " 110     111.0  0.061913\n",
+       " 111     112.0  0.062248\n",
+       " 112     113.0  0.061745\n",
+       " 113     114.0  0.060403\n",
+       " 114     115.0  0.060235\n",
+       " 115     116.0  0.060403\n",
+       " 116     117.0  0.059899\n",
+       " 117     118.0  0.058725\n",
+       " 118     119.0  0.058893\n",
+       " 119     120.0  0.058557\n",
+       " 120     121.0  0.057886\n",
+       " 121     122.0  0.057550\n",
+       " 122     123.0  0.057718\n",
+       " 123     124.0  0.057886\n",
+       " 124     125.0  0.057047\n",
+       " 125     126.0  0.056544\n",
+       " 126     127.0  0.056040\n",
+       " 127     128.0  0.056208\n",
+       " 128     129.0  0.055872\n",
+       " 129     130.0  0.054866\n",
+       " 130     131.0  0.054195\n",
+       " 131     132.0  0.054698\n",
+       " 132     133.0  0.053691\n",
+       " 133     134.0  0.053691\n",
+       " 134     135.0  0.052349\n",
+       " 135     136.0  0.052685\n",
+       " 136     137.0  0.053356\n",
+       " 137     138.0  0.052013\n",
+       " 138     139.0  0.051342\n",
+       " 139     140.0  0.051007\n",
+       " 140     141.0  0.050503\n",
+       " 141     142.0  0.050671\n",
+       " 142     143.0  0.050000\n",
+       " 143     144.0  0.049664\n",
+       " 144     145.0  0.049329\n",
+       " 145     146.0  0.049329\n",
+       " 146     147.0  0.048993\n",
+       " 147     148.0  0.048154\n",
+       " 148     149.0  0.047315\n",
+       " 149     150.0  0.046644\n",
+       "\n",
+       "[ScoreInfo_1_GradBoost]\n",
+       "\n",
+       "                          Descr                             Value\n",
+       " 0  Number of Observations Read                              5960\n",
+       " 1  Number of Observations Used                              5960\n",
+       " 2  Misclassification Error (%)                      4.6476510067\n",
+       "\n",
+       "[ErrorMetricInfo_1_GradBoost]\n",
+       "\n",
+       "      TreeID  Trees  NLeaves       MCR   LogLoss       ASE      RASE     MAXAE\n",
+       " 0       0.0    1.0     14.0  0.199497  0.458854  0.145714  0.381725  0.815309\n",
+       " 1       1.0    2.0     28.0  0.199497  0.428499  0.134314  0.366489  0.831229\n",
+       " 2       2.0    3.0     43.0  0.199497  0.405006  0.125130  0.353737  0.843562\n",
+       " 3       3.0    4.0     58.0  0.199497  0.385870  0.117518  0.342808  0.854327\n",
+       " 4       4.0    5.0     72.0  0.193456  0.370783  0.111549  0.333990  0.863793\n",
+       " 5       5.0    6.0     85.0  0.162416  0.357675  0.106352  0.326117  0.872830\n",
+       " 6       6.0    7.0    100.0  0.142450  0.346030  0.101806  0.319070  0.880943\n",
+       " 7       7.0    8.0    114.0  0.130537  0.336079  0.097934  0.312945  0.887862\n",
+       " 8       8.0    9.0    129.0  0.121141  0.327932  0.094920  0.308091  0.894520\n",
+       " 9       9.0   10.0    142.0  0.112416  0.320782  0.092368  0.303922  0.900648\n",
+       " 10     10.0   11.0    157.0  0.108221  0.314189  0.090158  0.300263  0.907400\n",
+       " 11     11.0   12.0    173.0  0.102685  0.307596  0.087928  0.296527  0.912804\n",
+       " 12     12.0   13.0    185.0  0.102685  0.302706  0.086346  0.293847  0.919364\n",
+       " 13     13.0   14.0    201.0  0.100671  0.297484  0.084670  0.290982  0.924267\n",
+       " 14     14.0   15.0    217.0  0.099497  0.293052  0.083267  0.288560  0.929844\n",
+       " 15     15.0   16.0    232.0  0.098154  0.288025  0.081772  0.285959  0.934503\n",
+       " 16     16.0   17.0    248.0  0.097315  0.283868  0.080539  0.283795  0.939667\n",
+       " 17     17.0   18.0    264.0  0.096309  0.280299  0.079507  0.281969  0.943005\n",
+       " 18     18.0   19.0    277.0  0.096644  0.276404  0.078294  0.279811  0.944982\n",
+       " 19     19.0   20.0    291.0  0.095805  0.273034  0.077269  0.277973  0.946747\n",
+       " 20     20.0   21.0    306.0  0.094799  0.269338  0.076145  0.275943  0.948717\n",
+       " 21     21.0   22.0    321.0  0.093289  0.266299  0.075260  0.274335  0.952711\n",
+       " 22     22.0   23.0    337.0  0.091946  0.262941  0.074286  0.272555  0.955377\n",
+       " 23     23.0   24.0    349.0  0.091779  0.260772  0.073737  0.271545  0.957512\n",
+       " 24     24.0   25.0    364.0  0.090940  0.257824  0.072931  0.270058  0.960345\n",
+       " 25     25.0   26.0    380.0  0.090101  0.255173  0.072168  0.268641  0.959752\n",
+       " 26     26.0   27.0    393.0  0.088926  0.253456  0.071719  0.267804  0.960991\n",
+       " 27     27.0   28.0    408.0  0.089430  0.250336  0.070859  0.266193  0.962336\n",
+       " 28     28.0   29.0    422.0  0.088926  0.248496  0.070395  0.265321  0.964950\n",
+       " 29     29.0   30.0    438.0  0.087752  0.246276  0.069756  0.264114  0.967515\n",
+       " 30     30.0   31.0    453.0  0.086409  0.244250  0.069243  0.263140  0.968527\n",
+       " 31     31.0   32.0    469.0  0.086577  0.242166  0.068688  0.262084  0.971037\n",
+       " 32     32.0   33.0    484.0  0.086242  0.240351  0.068202  0.261156  0.973299\n",
+       " 33     33.0   34.0    499.0  0.087081  0.238751  0.067731  0.260252  0.972762\n",
+       " 34     34.0   35.0    514.0  0.086242  0.236848  0.067199  0.259228  0.973019\n",
+       " 35     35.0   36.0    530.0  0.085906  0.235016  0.066640  0.258147  0.973908\n",
+       " 36     36.0   37.0    546.0  0.086242  0.232859  0.066014  0.256932  0.974800\n",
+       " 37     37.0   38.0    562.0  0.085403  0.230712  0.065399  0.255733  0.974458\n",
+       " 38     38.0   39.0    577.0  0.084899  0.229331  0.065045  0.255039  0.973034\n",
+       " 39     39.0   40.0    592.0  0.083389  0.227831  0.064647  0.254258  0.972599\n",
+       " 40     40.0   41.0    606.0  0.083389  0.226402  0.064239  0.253454  0.974293\n",
+       " 41     41.0   42.0    620.0  0.084228  0.224700  0.063745  0.252477  0.974766\n",
+       " 42     42.0   43.0    635.0  0.082886  0.223187  0.063353  0.251701  0.975249\n",
+       " 43     43.0   44.0    646.0  0.082718  0.222122  0.063057  0.251112  0.975299\n",
+       " 44     44.0   45.0    662.0  0.082383  0.220792  0.062671  0.250342  0.975229\n",
+       " 45     45.0   46.0    674.0  0.082383  0.219778  0.062426  0.249852  0.975486\n",
+       " 46     46.0   47.0    688.0  0.082550  0.218770  0.062174  0.249347  0.976294\n",
+       " 47     47.0   48.0    704.0  0.082047  0.217365  0.061822  0.248640  0.976612\n",
+       " 48     48.0   49.0    719.0  0.081711  0.215823  0.061369  0.247728  0.976945\n",
+       " 49     49.0   50.0    734.0  0.082215  0.214580  0.061068  0.247119  0.978462\n",
+       " 50     50.0   51.0    749.0  0.081544  0.213381  0.060736  0.246447  0.977722\n",
+       " 51     51.0   52.0    763.0  0.081040  0.211976  0.060283  0.245526  0.978806\n",
+       " 52     52.0   53.0    777.0  0.080369  0.211044  0.059997  0.244944  0.979678\n",
+       " 53     53.0   54.0    793.0  0.080369  0.209501  0.059543  0.244014  0.980226\n",
+       " 54     54.0   55.0    809.0  0.079362  0.208058  0.059097  0.243098  0.980025\n",
+       " 55     55.0   56.0    824.0  0.079195  0.206657  0.058700  0.242282  0.977965\n",
+       " 56     56.0   57.0    836.0  0.079195  0.205792  0.058476  0.241818  0.977923\n",
+       " 57     57.0   58.0    850.0  0.079027  0.205120  0.058310  0.241474  0.979948\n",
+       " 58     58.0   59.0    865.0  0.078859  0.203969  0.058013  0.240860  0.980586\n",
+       " 59     59.0   60.0    878.0  0.078188  0.202864  0.057706  0.240221  0.981702\n",
+       " 60     60.0   61.0    894.0  0.078188  0.201504  0.057331  0.239439  0.982218\n",
+       " 61     61.0   62.0    909.0  0.077013  0.200267  0.057002  0.238751  0.980925\n",
+       " 62     62.0   63.0    925.0  0.077685  0.199183  0.056659  0.238032  0.979170\n",
+       " 63     63.0   64.0    938.0  0.077517  0.198326  0.056396  0.237478  0.979200\n",
+       " 64     64.0   65.0    953.0  0.077181  0.197176  0.056025  0.236696  0.979240\n",
+       " 65     65.0   66.0    968.0  0.077181  0.196240  0.055747  0.236108  0.980163\n",
+       " 66     66.0   67.0    981.0  0.077013  0.195532  0.055541  0.235671  0.980572\n",
+       " 67     67.0   68.0    996.0  0.076007  0.194778  0.055315  0.235192  0.980418\n",
+       " 68     68.0   69.0   1011.0  0.075503  0.194029  0.055046  0.234619  0.980030\n",
+       " 69     69.0   70.0   1027.0  0.075000  0.193093  0.054760  0.234009  0.980855\n",
+       " 70     70.0   71.0   1041.0  0.075839  0.192058  0.054477  0.233403  0.980781\n",
+       " 71     71.0   72.0   1054.0  0.074832  0.191323  0.054272  0.232964  0.981289\n",
+       " 72     72.0   73.0   1070.0  0.073658  0.190275  0.053905  0.232175  0.981462\n",
+       " 73     73.0   74.0   1086.0  0.073490  0.189374  0.053642  0.231607  0.981808\n",
+       " 74     74.0   75.0   1095.0  0.072987  0.188741  0.053428  0.231146  0.981977\n",
+       " 75     75.0   76.0   1110.0  0.071477  0.187883  0.053126  0.230490  0.981133\n",
+       " 76     76.0   77.0   1126.0  0.071309  0.187122  0.052911  0.230024  0.981864\n",
+       " 77     77.0   78.0   1142.0  0.071644  0.186129  0.052572  0.229287  0.980091\n",
+       " 78     78.0   79.0   1155.0  0.071141  0.185615  0.052469  0.229062  0.980406\n",
+       " 79     79.0   80.0   1171.0  0.071812  0.184805  0.052297  0.228686  0.980727\n",
+       " 80     80.0   81.0   1187.0  0.071309  0.183899  0.052039  0.228122  0.980143\n",
+       " 81     81.0   82.0   1202.0  0.071980  0.183099  0.051812  0.227623  0.979895\n",
+       " 82     82.0   83.0   1218.0  0.070805  0.181870  0.051368  0.226644  0.979460\n",
+       " 83     83.0   84.0   1234.0  0.070805  0.180781  0.051010  0.225853  0.979272\n",
+       " 84     84.0   85.0   1248.0  0.070134  0.180254  0.050864  0.225531  0.979932\n",
+       " 85     85.0   86.0   1260.0  0.070973  0.179679  0.050610  0.224967  0.979774\n",
+       " 86     86.0   87.0   1274.0  0.069966  0.178977  0.050427  0.224559  0.979988\n",
+       " 87     87.0   88.0   1290.0  0.069128  0.178098  0.050193  0.224038  0.979497\n",
+       " 88     88.0   89.0   1305.0  0.069463  0.177585  0.050040  0.223696  0.980048\n",
+       " 89     89.0   90.0   1321.0  0.068624  0.176793  0.049855  0.223282  0.981333\n",
+       " 90     90.0   91.0   1337.0  0.068792  0.175894  0.049567  0.222637  0.981306\n",
+       " 91     91.0   92.0   1351.0  0.067953  0.175350  0.049406  0.222274  0.982432\n",
+       " 92     92.0   93.0   1367.0  0.068121  0.174685  0.049212  0.221838  0.982314\n",
+       " 93     93.0   94.0   1380.0  0.068289  0.173731  0.048931  0.221202  0.982819\n",
+       " 94     94.0   95.0   1395.0  0.067953  0.172835  0.048699  0.220678  0.980266\n",
+       " 95     95.0   96.0   1410.0  0.067282  0.171968  0.048411  0.220025  0.979962\n",
+       " 96     96.0   97.0   1426.0  0.067450  0.171079  0.048123  0.219369  0.980630\n",
+       " 97     97.0   98.0   1442.0  0.065940  0.170352  0.047933  0.218935  0.981794\n",
+       " 98     98.0   99.0   1458.0  0.065604  0.169275  0.047609  0.218194  0.982730\n",
+       " 99     99.0  100.0   1472.0  0.065772  0.168446  0.047389  0.217689  0.983093\n",
+       " 100   100.0  101.0   1488.0  0.066275  0.167556  0.047164  0.217173  0.981556\n",
+       " 101   101.0  102.0   1504.0  0.064933  0.166446  0.046750  0.216217  0.980402\n",
+       " 102   102.0  103.0   1520.0  0.065772  0.165887  0.046597  0.215864  0.979727\n",
+       " 103   103.0  104.0   1536.0  0.064430  0.164958  0.046264  0.215091  0.979038\n",
+       " 104   104.0  105.0   1552.0  0.063423  0.163861  0.045834  0.214089  0.978051\n",
+       " 105   105.0  106.0   1568.0  0.063255  0.163228  0.045632  0.213616  0.979775\n",
+       " 106   106.0  107.0   1581.0  0.062081  0.162352  0.045351  0.212958  0.980949\n",
+       " 107   107.0  108.0   1597.0  0.061745  0.161563  0.045093  0.212351  0.981352\n",
+       " 108   108.0  109.0   1613.0  0.061577  0.160750  0.044830  0.211730  0.981270\n",
+       " 109   109.0  110.0   1629.0  0.061577  0.159601  0.044519  0.210995  0.980670\n",
+       " 110   110.0  111.0   1645.0  0.061745  0.158832  0.044250  0.210356  0.980204\n",
+       " 111   111.0  112.0   1658.0  0.061577  0.158149  0.044057  0.209897  0.980588\n",
+       " 112   112.0  113.0   1673.0  0.060906  0.157595  0.043866  0.209442  0.981063\n",
+       " 113   113.0  114.0   1688.0  0.059732  0.157017  0.043617  0.208847  0.982419\n",
+       " 114   114.0  115.0   1704.0  0.060067  0.156070  0.043380  0.208277  0.982907\n",
+       " 115   115.0  116.0   1719.0  0.060570  0.155314  0.043192  0.207827  0.981614\n",
+       " 116   116.0  117.0   1734.0  0.060235  0.154561  0.042924  0.207181  0.982185\n",
+       " 117   117.0  118.0   1749.0  0.059060  0.154069  0.042801  0.206884  0.981979\n",
+       " 118   118.0  119.0   1762.0  0.058893  0.153436  0.042610  0.206423  0.983044\n",
+       " 119   119.0  120.0   1778.0  0.058389  0.152298  0.042282  0.205626  0.981391\n",
+       " 120   120.0  121.0   1794.0  0.057550  0.151316  0.041926  0.204758  0.981016\n",
+       " 121   121.0  122.0   1810.0  0.057047  0.150574  0.041643  0.204067  0.979803\n",
+       " 122   122.0  123.0   1826.0  0.057383  0.149791  0.041385  0.203432  0.977197\n",
+       " 123   123.0  124.0   1842.0  0.057383  0.149045  0.041136  0.202821  0.977463\n",
+       " 124   124.0  125.0   1857.0  0.056544  0.148199  0.040884  0.202198  0.977940\n",
+       " 125   125.0  126.0   1872.0  0.056040  0.147650  0.040681  0.201696  0.977570\n",
+       " 126   126.0  127.0   1887.0  0.055705  0.147051  0.040434  0.201083  0.976962\n",
+       " 127   127.0  128.0   1902.0  0.055872  0.146585  0.040235  0.200588  0.978215\n",
+       " 128   128.0  129.0   1918.0  0.055537  0.145809  0.039971  0.199929  0.979068\n",
+       " 129   129.0  130.0   1933.0  0.054195  0.145307  0.039821  0.199553  0.979796\n",
+       " 130   130.0  131.0   1948.0  0.053691  0.144626  0.039625  0.199061  0.980027\n",
+       " 131   131.0  132.0   1964.0  0.053859  0.144022  0.039454  0.198631  0.980771\n",
+       " 132   132.0  133.0   1979.0  0.053020  0.143572  0.039275  0.198179  0.980590\n",
+       " 133   133.0  134.0   1995.0  0.053020  0.142805  0.039083  0.197695  0.976727\n",
+       " 134   134.0  135.0   2011.0  0.052181  0.142050  0.038818  0.197024  0.976638\n",
+       " 135   135.0  136.0   2027.0  0.052349  0.141553  0.038665  0.196633  0.977147\n",
+       " 136   136.0  137.0   2043.0  0.053188  0.140724  0.038433  0.196043  0.975708\n",
+       " 137   137.0  138.0   2059.0  0.051510  0.139878  0.038173  0.195380  0.972454\n",
+       " 138   138.0  139.0   2075.0  0.051174  0.139206  0.037972  0.194864  0.973094\n",
+       " 139   139.0  140.0   2088.0  0.050839  0.138614  0.037784  0.194380  0.971898\n",
+       " 140   140.0  141.0   2103.0  0.050503  0.138008  0.037602  0.193913  0.971827\n",
+       " 141   141.0  142.0   2119.0  0.050671  0.137663  0.037522  0.193707  0.971841\n",
+       " 142   142.0  143.0   2135.0  0.050000  0.136963  0.037308  0.193153  0.972726\n",
+       " 143   143.0  144.0   2151.0  0.049497  0.136246  0.037051  0.192487  0.971627\n",
+       " 144   144.0  145.0   2167.0  0.049161  0.135542  0.036843  0.191944  0.971340\n",
+       " 145   145.0  146.0   2183.0  0.048993  0.134989  0.036668  0.191488  0.971637\n",
+       " 146   146.0  147.0   2192.0  0.048658  0.134792  0.036561  0.191210  0.971385\n",
+       " 147   147.0  148.0   2206.0  0.047819  0.134387  0.036389  0.190760  0.970637\n",
+       " 148   148.0  149.0   2222.0  0.047148  0.133839  0.036210  0.190289  0.970746\n",
+       " 149   149.0  150.0   2236.0  0.046477  0.133422  0.036071  0.189923  0.970602\n",
+       "\n",
+       "[EncodedName_1_GradBoost]\n",
+       "\n",
+       "         LEVNAME  LEVINDEX VARNAME\n",
+       " 0             1         0  P_BAD1\n",
+       " 1             0         1  P_BAD0\n",
+       "\n",
+       "[EncodedTargetName_1_GradBoost]\n",
+       "\n",
+       "   LEVNAME  LEVINDEX VARNAME\n",
+       " 0                 0   I_BAD\n",
+       "\n",
+       "[ROCInfo_1_GradBoost]\n",
+       "\n",
+       " ROC Information for _AUTOTUNE_DEFAULT_SCORE_TABLE_\n",
+       " \n",
+       "    Variable Event  CutOff      TP      FP      FN      TN  Sensitivity  Specificity   KS       KS2    F_HALF       FPR       ACC       FDR        F1         C      Gini     Gamma       Tau  MISCEVENT\n",
+       " 0    P_BAD0     0    0.00  4771.0  1189.0     0.0     0.0     1.000000     0.000000  0.0  0.000000  0.833770  1.000000  0.800503  0.199497  0.889200  0.986788  0.973576  0.974871  0.311008   0.199497\n",
+       " 1    P_BAD0     0    0.01  4771.0  1107.0     0.0    82.0     1.000000     0.068966  0.0  0.068966  0.843440  0.931034  0.814262  0.188329  0.896047  0.986788  0.973576  0.974871  0.311008   0.185738\n",
+       " 2    P_BAD0     0    0.02  4771.0  1018.0     0.0   171.0     1.000000     0.143818  0.0  0.143818  0.854191  0.856182  0.829195  0.175851  0.903598  0.986788  0.973576  0.974871  0.311008   0.170805\n",
+       " 3    P_BAD0     0    0.03  4771.0   949.0     0.0   240.0     1.000000     0.201850  0.0  0.201850  0.862717  0.798150  0.840772  0.165909  0.909542  0.986788  0.973576  0.974871  0.311008   0.159228\n",
+       " 4    P_BAD0     0    0.04  4771.0   897.0     0.0   292.0     1.000000     0.245585  0.0  0.245585  0.869256  0.754415  0.849497  0.158257  0.914072  0.986788  0.973576  0.974871  0.311008   0.150503\n",
+       " 5    P_BAD0     0    0.05  4771.0   849.0     0.0   340.0     1.000000     0.285955  0.0  0.285955  0.875381  0.714045  0.857550  0.151068  0.918295  0.986788  0.973576  0.974871  0.311008   0.142450\n",
+       " 6    P_BAD0     0    0.06  4771.0   818.0     0.0   371.0     1.000000     0.312027  0.0  0.312027  0.879382  0.687973  0.862752  0.146359  0.921042  0.986788  0.973576  0.974871  0.311008   0.137248\n",
+       " 7    P_BAD0     0    0.07  4771.0   782.0     0.0   407.0     1.000000     0.342304  0.0  0.342304  0.884075  0.657696  0.868792  0.140825  0.924254  0.986788  0.973576  0.974871  0.311008   0.131208\n",
+       " 8    P_BAD0     0    0.08  4771.0   743.0     0.0   446.0     1.000000     0.375105  0.0  0.375105  0.889216  0.624895  0.875336  0.134748  0.927759  0.986788  0.973576  0.974871  0.311008   0.124664\n",
+       " 9    P_BAD0     0    0.09  4771.0   713.0     0.0   476.0     1.000000     0.400336  0.0  0.400336  0.893212  0.599664  0.880369  0.130015  0.930473  0.986788  0.973576  0.974871  0.311008   0.119631\n",
+       " 10   P_BAD0     0    0.10  4771.0   686.0     0.0   503.0     1.000000     0.423045  0.0  0.423045  0.896838  0.576955  0.884899  0.125710  0.932929  0.986788  0.973576  0.974871  0.311008   0.115101\n",
+       " 11   P_BAD0     0    0.11  4771.0   661.0     0.0   528.0     1.000000     0.444071  0.0  0.444071  0.900223  0.555929  0.889094  0.121686  0.935215  0.986788  0.973576  0.974871  0.311008   0.110906\n",
+       " 12   P_BAD0     0    0.12  4771.0   639.0     0.0   550.0     1.000000     0.462574  0.0  0.462574  0.903222  0.537426  0.892785  0.118115  0.937236  0.986788  0.973576  0.974871  0.311008   0.107215\n",
+       " 13   P_BAD0     0    0.13  4770.0   610.0     1.0   579.0     0.999790     0.486964  0.0  0.486754  0.907155  0.513036  0.897483  0.113383  0.939809  0.986788  0.973576  0.974871  0.311008   0.102517\n",
+       " 14   P_BAD0     0    0.14  4769.0   598.0     2.0   591.0     0.999581     0.497056  0.0  0.496637  0.908762  0.502944  0.899329  0.111422  0.940817  0.986788  0.973576  0.974871  0.311008   0.100671\n",
+       " 15   P_BAD0     0    0.15  4769.0   574.0     2.0   615.0     0.999581     0.517241  0.0  0.516822  0.912099  0.482759  0.903356  0.107430  0.943049  0.986788  0.973576  0.974871  0.311008   0.096644\n",
+       " 16   P_BAD0     0    0.16  4769.0   555.0     2.0   634.0     0.999581     0.533221  0.0  0.532802  0.914758  0.466779  0.906544  0.104245  0.944824  0.986788  0.973576  0.974871  0.311008   0.093456\n",
+       " 17   P_BAD0     0    0.17  4769.0   540.0     2.0   649.0     0.999581     0.545837  0.0  0.545418  0.916869  0.454163  0.909060  0.101714  0.946230  0.986788  0.973576  0.974871  0.311008   0.090940\n",
+       " 18   P_BAD0     0    0.18  4769.0   520.0     2.0   669.0     0.999581     0.562658  0.0  0.562238  0.919698  0.437342  0.912416  0.098317  0.948111  0.986788  0.973576  0.974871  0.311008   0.087584\n",
+       " 19   P_BAD0     0    0.19  4769.0   505.0     2.0   684.0     0.999581     0.575273  0.0  0.574854  0.921831  0.424727  0.914933  0.095753  0.949527  0.986788  0.973576  0.974871  0.311008   0.085067\n",
+       " 20   P_BAD0     0    0.20  4768.0   487.0     3.0   702.0     0.999371     0.590412  0.0  0.589783  0.924353  0.409588  0.917785  0.092674  0.951127  0.986788  0.973576  0.974871  0.311008   0.082215\n",
+       " 21   P_BAD0     0    0.21  4767.0   477.0     4.0   712.0     0.999162     0.598823  0.0  0.597984  0.925739  0.401177  0.919295  0.090961  0.951972  0.986788  0.973576  0.974871  0.311008   0.080705\n",
+       " 22   P_BAD0     0    0.22  4766.0   462.0     5.0   727.0     0.998952     0.611438  0.0  0.610390  0.927851  0.388562  0.921644  0.088370  0.953295  0.986788  0.973576  0.974871  0.311008   0.078356\n",
+       " 23   P_BAD0     0    0.23  4765.0   448.0     6.0   741.0     0.998742     0.623213  0.0  0.621955  0.929829  0.376787  0.923826  0.085939  0.954527  0.986788  0.973576  0.974871  0.311008   0.076174\n",
+       " 24   P_BAD0     0    0.24  4764.0   430.0     7.0   759.0     0.998533     0.638352  0.0  0.636884  0.932399  0.361648  0.926678  0.082788  0.956147  0.986788  0.973576  0.974871  0.311008   0.073322\n",
+       " 25   P_BAD0     0    0.25  4763.0   413.0     8.0   776.0     0.998323     0.652649  0.0  0.650972  0.934838  0.347351  0.929362  0.079791  0.957676  0.986788  0.973576  0.974871  0.311008   0.070638\n",
+       " 26   P_BAD0     0    0.26  4761.0   405.0    10.0   784.0     0.997904     0.659378  0.0  0.657282  0.935915  0.340622  0.930369  0.078397  0.958237  0.986788  0.973576  0.974871  0.311008   0.069631\n",
+       " 27   P_BAD0     0    0.27  4757.0   399.0    14.0   790.0     0.997066     0.664424  0.0  0.661489  0.936602  0.335576  0.930705  0.077386  0.958396  0.986788  0.973576  0.974871  0.311008   0.069295\n",
+       " 28   P_BAD0     0    0.28  4755.0   388.0    16.0   801.0     0.996646     0.673675  0.0  0.670322  0.938129  0.326325  0.932215  0.075442  0.959250  0.986788  0.973576  0.974871  0.311008   0.067785\n",
+       " 29   P_BAD0     0    0.29  4753.0   378.0    18.0   811.0     0.996227     0.682086  0.0  0.678313  0.939514  0.317914  0.933557  0.073670  0.960008  0.986788  0.973576  0.974871  0.311008   0.066443\n",
+       " 30   P_BAD0     0    0.30  4753.0   369.0    18.0   820.0     0.996227     0.689655  0.0  0.685882  0.940853  0.310345  0.935067  0.072042  0.960881  0.986788  0.973576  0.974871  0.311008   0.064933\n",
+       " 31   P_BAD0     0    0.31  4752.0   358.0    19.0   831.0     0.996018     0.698907  0.0  0.694924  0.942446  0.301093  0.936745  0.070059  0.961846  0.986788  0.973576  0.974871  0.311008   0.063255\n",
+       " 32   P_BAD0     0    0.32  4750.0   349.0    21.0   840.0     0.995598     0.706476  0.0  0.702074  0.943696  0.293524  0.937919  0.068445  0.962513  0.986788  0.973576  0.974871  0.311008   0.062081\n",
+       " 33   P_BAD0     0    0.33  4748.0   343.0    23.0   846.0     0.995179     0.711522  0.0  0.706701  0.944500  0.288478  0.938591  0.067374  0.962888  0.986788  0.973576  0.974871  0.311008   0.061409\n",
+       " 34   P_BAD0     0    0.34  4744.0   327.0    27.0   862.0     0.994341     0.724979  0.0  0.719320  0.946717  0.275021  0.940604  0.064484  0.964032  0.986788  0.973576  0.974871  0.311008   0.059396\n",
+       " 35   P_BAD0     0    0.35  4741.0   319.0    30.0   870.0     0.993712     0.731707  0.0  0.725419  0.947783  0.268293  0.941443  0.063043  0.964500  0.986788  0.973576  0.974871  0.311008   0.058557\n",
+       " 36   P_BAD0     0    0.36  4739.0   311.0    32.0   878.0     0.993293     0.738436  0.0  0.731728  0.948901  0.261564  0.942450  0.061584  0.965075  0.986788  0.973576  0.974871  0.311008   0.057550\n",
+       " 37   P_BAD0     0    0.37  4739.0   305.0    32.0   884.0     0.993293     0.743482  0.0  0.736775  0.949814  0.256518  0.943456  0.060468  0.965665  0.986788  0.973576  0.974871  0.311008   0.056544\n",
+       " 38   P_BAD0     0    0.38  4735.0   292.0    36.0   897.0     0.992454     0.754415  0.0  0.746870  0.951606  0.245585  0.944966  0.058086  0.966524  0.986788  0.973576  0.974871  0.311008   0.055034\n",
+       " 39   P_BAD0     0    0.39  4730.0   286.0    41.0   903.0     0.991406     0.759462  0.0  0.750868  0.952285  0.240538  0.945134  0.057018  0.966588  0.986788  0.973576  0.974871  0.311008   0.054866\n",
+       " 40   P_BAD0     0    0.40  4726.0   282.0    45.0   907.0     0.990568     0.762826  0.0  0.753394  0.952707  0.237174  0.945134  0.056310  0.966561  0.986788  0.973576  0.974871  0.311008   0.054866\n",
+       " 41   P_BAD0     0    0.41  4725.0   279.0    46.0   910.0     0.990358     0.765349  0.0  0.755707  0.953121  0.234651  0.945470  0.055755  0.966752  0.986788  0.973576  0.974871  0.311008   0.054530\n",
+       " 42   P_BAD0     0    0.42  4722.0   272.0    49.0   917.0     0.989730     0.771236  0.0  0.760966  0.954055  0.228764  0.946141  0.054465  0.967127  0.986788  0.973576  0.974871  0.311008   0.053859\n",
+       " 43   P_BAD0     0    0.43  4720.0   266.0    51.0   923.0     0.989310     0.776283  0.0  0.765593  0.954886  0.223717  0.946812  0.053349  0.967511  0.986788  0.973576  0.974871  0.311008   0.053188\n",
+       " 44   P_BAD0     0    0.44  4720.0   254.0    51.0   935.0     0.989310     0.786375  0.0  0.775686  0.956744  0.213625  0.948826  0.051066  0.968702  0.986788  0.973576  0.974871  0.311008   0.051174\n",
+       " 45   P_BAD0     0    0.45  4716.0   244.0    55.0   945.0     0.988472     0.794786  0.0  0.783258  0.958108  0.205214  0.949832  0.049194  0.969273  0.986788  0.973576  0.974871  0.311008   0.050168\n",
+       " 46   P_BAD0     0    0.46  4711.0   235.0    60.0   954.0     0.987424     0.802355  0.0  0.789779  0.959275  0.197645  0.950503  0.047513  0.969641  0.986788  0.973576  0.974871  0.311008   0.049497\n",
+       " 47   P_BAD0     0    0.47  4703.0   227.0    68.0   962.0     0.985747     0.809083  0.0  0.794830  0.960149  0.190917  0.950503  0.046045  0.969591  0.986788  0.973576  0.974871  0.311008   0.049497\n",
+       " 48   P_BAD0     0    0.48  4698.0   217.0    73.0   972.0     0.984699     0.817494  0.0  0.802193  0.961483  0.182506  0.951342  0.044151  0.970060  0.986788  0.973576  0.974871  0.311008   0.048658\n",
+       " 49   P_BAD0     0    0.49  4696.0   207.0    75.0   982.0     0.984280     0.825904  0.0  0.810184  0.962966  0.174096  0.952685  0.042219  0.970850  0.986788  0.973576  0.974871  0.311008   0.047315\n",
+       " 50   P_BAD0     0    0.50  4692.0   198.0    79.0   991.0     0.983442     0.833474  0.0  0.816915  0.964202  0.166526  0.953523  0.040491  0.971328  0.986788  0.973576  0.974871  0.311008   0.046477\n",
+       " 51   P_BAD0     0    0.51  4687.0   195.0    84.0   994.0     0.982394     0.835997  0.0  0.818390  0.964443  0.164003  0.953188  0.039943  0.971097  0.986788  0.973576  0.974871  0.311008   0.046812\n",
+       " 52   P_BAD0     0    0.52  4684.0   190.0    87.0   999.0     0.981765     0.840202  0.0  0.821967  0.965097  0.159798  0.953523  0.038982  0.971280  0.986788  0.973576  0.974871  0.311008   0.046477\n",
+       " 53   P_BAD0     0    0.53  4673.0   182.0    98.0  1007.0     0.979459     0.846930  0.0  0.826389  0.965855  0.153070  0.953020  0.037487  0.970912  0.986788  0.973576  0.974871  0.311008   0.046980\n",
+       " 54   P_BAD0     0    0.54  4671.0   174.0   100.0  1015.0     0.979040     0.853659  0.0  0.832699  0.967041  0.146341  0.954027  0.035913  0.971506  0.986788  0.973576  0.974871  0.311008   0.045973\n",
+       " 55   P_BAD0     0    0.55  4662.0   163.0   109.0  1026.0     0.977154     0.862910  0.0  0.840064  0.968385  0.137090  0.954362  0.033782  0.971655  0.986788  0.973576  0.974871  0.311008   0.045638\n",
+       " 56   P_BAD0     0    0.56  4660.0   161.0   111.0  1028.0     0.976734     0.864592  0.0  0.841327  0.968614  0.135408  0.954362  0.033396  0.971643  0.986788  0.973576  0.974871  0.311008   0.045638\n",
+       " 57   P_BAD0     0    0.57  4653.0   157.0   118.0  1032.0     0.975267     0.867956  0.0  0.843224  0.968931  0.132044  0.953859  0.032640  0.971297  0.986788  0.973576  0.974871  0.311008   0.046141\n",
+       " 58   P_BAD0     0    0.58  4644.0   150.0   127.0  1039.0     0.973381     0.873844  0.0  0.847224  0.969641  0.126156  0.953523  0.031289  0.971040  0.986788  0.973576  0.974871  0.311008   0.046477\n",
+       " 59   P_BAD0     0    0.59  4635.0   147.0   136.0  1042.0     0.971494     0.876367  0.0  0.847861  0.969706  0.123633  0.952517  0.030740  0.970376  0.986788  0.973576  0.974871  0.311008   0.047483\n",
+       " 60   P_BAD0     0    0.60  4628.0   144.0   143.0  1045.0     0.970027     0.878890  0.0  0.848917  0.969865  0.121110  0.951846  0.030176  0.969926  0.986788  0.973576  0.974871  0.311008   0.048154\n",
+       " 61   P_BAD0     0    0.61  4627.0   138.0   144.0  1051.0     0.969818     0.883936  0.0  0.853754  0.970794  0.116064  0.952685  0.028961  0.970428  0.986788  0.973576  0.974871  0.311008   0.047315\n",
+       " 62   P_BAD0     0    0.62  4620.0   133.0   151.0  1056.0     0.968350     0.888141  0.0  0.856492  0.971282  0.111859  0.952349  0.027982  0.970181  0.986788  0.973576  0.974871  0.311008   0.047651\n",
+       " 63   P_BAD0     0    0.63  4615.0   131.0   156.0  1058.0     0.967302     0.889823  0.0  0.857126  0.971374  0.110177  0.951846  0.027602  0.969843  0.986788  0.973576  0.974871  0.311008   0.048154\n",
+       " 64   P_BAD0     0    0.64  4612.0   125.0   159.0  1064.0     0.966674     0.894870  0.0  0.861543  0.972216  0.105130  0.952349  0.026388  0.970130  0.986788  0.973576  0.974871  0.311008   0.047651\n",
+       " 65   P_BAD0     0    0.65  4606.0   122.0   165.0  1067.0     0.965416     0.897393  0.0  0.862809  0.972427  0.102607  0.951846  0.025804  0.969786  0.986788  0.973576  0.974871  0.311008   0.048154\n",
+       " 66   P_BAD0     0    0.66  4602.0   115.0   169.0  1074.0     0.964578     0.903280  0.0  0.867858  0.973391  0.096720  0.952349  0.024380  0.970067  0.986788  0.973576  0.974871  0.311008   0.047651\n",
+       " 67   P_BAD0     0    0.67  4596.0   109.0   175.0  1080.0     0.963320     0.908326  0.0  0.871646  0.974100  0.091674  0.952349  0.023167  0.970030  0.986788  0.973576  0.974871  0.311008   0.047651\n",
+       " 68   P_BAD0     0    0.68  4588.0   107.0   183.0  1082.0     0.961643     0.910008  0.0  0.871652  0.974056  0.089992  0.951342  0.022790  0.969364  0.986788  0.973576  0.974871  0.311008   0.048658\n",
+       " 69   P_BAD0     0    0.69  4583.0   103.0   188.0  1086.0     0.960595     0.913373  0.0  0.873968  0.974484  0.086627  0.951174  0.021980  0.969229  0.986788  0.973576  0.974871  0.311008   0.048826\n",
+       " 70   P_BAD0     0    0.70  4572.0    97.0   199.0  1092.0     0.958290     0.918419  0.0  0.876709  0.974965  0.081581  0.950336  0.020775  0.968644  0.986788  0.973576  0.974871  0.311008   0.049664\n",
+       " 71   P_BAD0     0    0.71  4564.0    96.0   207.0  1093.0     0.956613     0.919260  0.0  0.875873  0.974755  0.080740  0.949161  0.020601  0.967872  0.986788  0.973576  0.974871  0.311008   0.050839\n",
+       " 72   P_BAD0     0    0.72  4554.0    89.0   217.0  1100.0     0.954517     0.925147  0.0  0.879664  0.975453  0.074853  0.948658  0.019169  0.967495  0.986788  0.973576  0.974871  0.311008   0.051342\n",
+       " 73   P_BAD0     0    0.73  4537.0    83.0   234.0  1106.0     0.950954     0.930193  0.0  0.881147  0.975657  0.069807  0.946812  0.017965  0.966244  0.986788  0.973576  0.974871  0.311008   0.053188\n",
+       " 74   P_BAD0     0    0.74  4527.0    81.0   244.0  1108.0     0.948858     0.931876  0.0  0.880733  0.975520  0.068124  0.945470  0.017578  0.965348  0.986788  0.973576  0.974871  0.311008   0.054530\n",
+       " 75   P_BAD0     0    0.75  4520.0    78.0   251.0  1111.0     0.947390     0.934399  0.0  0.881789  0.975694  0.065601  0.944799  0.016964  0.964884  0.986788  0.973576  0.974871  0.311008   0.055201\n",
+       " 76   P_BAD0     0    0.76  4511.0    75.0   260.0  1114.0     0.945504     0.936922  0.0  0.882426  0.975773  0.063078  0.943792  0.016354  0.964198  0.986788  0.973576  0.974871  0.311008   0.056208\n",
+       " 77   P_BAD0     0    0.77  4492.0    71.0   279.0  1118.0     0.941522     0.940286  0.0  0.881808  0.975546  0.059714  0.941275  0.015560  0.962503  0.986788  0.973576  0.974871  0.311008   0.058725\n",
+       " 78   P_BAD0     0    0.78  4483.0    65.0   288.0  1124.0     0.939635     0.945332  0.0  0.884968  0.976136  0.054668  0.940772  0.014292  0.962120  0.986788  0.973576  0.974871  0.311008   0.059228\n",
+       " 79   P_BAD0     0    0.79  4469.0    62.0   302.0  1127.0     0.936701     0.947855  0.0  0.884556  0.975977  0.052145  0.938926  0.013684  0.960869  0.986788  0.973576  0.974871  0.311008   0.061074\n",
+       " 80   P_BAD0     0    0.80  4454.0    57.0   317.0  1132.0     0.933557     0.952061  1.0  0.885617  0.976112  0.047939  0.937248  0.012636  0.959707  0.986788  0.973576  0.974871  0.311008   0.062752\n",
+       " 81   P_BAD0     0    0.81  4436.0    55.0   335.0  1134.0     0.929784     0.953743  0.0  0.883527  0.975588  0.046257  0.934564  0.012247  0.957892  0.986788  0.973576  0.974871  0.311008   0.065436\n",
+       " 82   P_BAD0     0    0.82  4410.0    50.0   361.0  1139.0     0.924335     0.957948  0.0  0.882282  0.975189  0.042052  0.931040  0.011211  0.955476  0.986788  0.973576  0.974871  0.311008   0.068960\n",
+       " 83   P_BAD0     0    0.83  4388.0    49.0   383.0  1140.0     0.919723     0.958789  0.0  0.878512  0.974288  0.041211  0.927517  0.011043  0.953084  0.986788  0.973576  0.974871  0.311008   0.072483\n",
+       " 84   P_BAD0     0    0.84  4370.0    44.0   401.0  1145.0     0.915951     0.962994  0.0  0.878945  0.974272  0.037006  0.925336  0.009968  0.951551  0.986788  0.973576  0.974871  0.311008   0.074664\n",
+       " 85   P_BAD0     0    0.85  4337.0    41.0   434.0  1148.0     0.909034     0.965517  0.0  0.874551  0.973163  0.034483  0.920302  0.009365  0.948082  0.986788  0.973576  0.974871  0.311008   0.079698\n",
+       " 86   P_BAD0     0    0.86  4290.0    39.0   481.0  1150.0     0.899183     0.967199  0.0  0.866382  0.971160  0.032801  0.912752  0.009009  0.942857  0.986788  0.973576  0.974871  0.311008   0.087248\n",
+       " 87   P_BAD0     0    0.87  4264.0    35.0   507.0  1154.0     0.893733     0.970563  0.0  0.864296  0.970547  0.029437  0.909060  0.008141  0.940243  0.986788  0.973576  0.974871  0.311008   0.090940\n",
+       " 88   P_BAD0     0    0.88  4210.0    31.0   561.0  1158.0     0.882415     0.973928  0.0  0.856342  0.968484  0.026072  0.900671  0.007310  0.934310  0.986788  0.973576  0.974871  0.311008   0.099329\n",
+       " 89   P_BAD0     0    0.89  4139.0    23.0   632.0  1166.0     0.867533     0.980656  0.0  0.848189  0.966198  0.019344  0.890101  0.005526  0.926676  0.986788  0.973576  0.974871  0.311008   0.109899\n",
+       " 90   P_BAD0     0    0.90  4052.0    20.0   719.0  1169.0     0.849298     0.983179  0.0  0.832477  0.962059  0.016821  0.876007  0.004912  0.916431  0.986788  0.973576  0.974871  0.311008   0.123993\n",
+       " 91   P_BAD0     0    0.91  3983.0    17.0   788.0  1172.0     0.834835     0.985702  0.0  0.820538  0.958789  0.014298  0.864933  0.004250  0.908220  0.986788  0.973576  0.974871  0.311008   0.135067\n",
+       " 92   P_BAD0     0    0.92  3878.0    16.0   893.0  1173.0     0.812827     0.986543  0.0  0.799371  0.952966  0.013457  0.847483  0.004109  0.895095  0.986788  0.973576  0.974871  0.311008   0.152517\n",
+       " 93   P_BAD0     0    0.93  3755.0    14.0  1016.0  1175.0     0.787047     0.988225  0.0  0.775272  0.945987  0.011775  0.827181  0.003715  0.879391  0.986788  0.973576  0.974871  0.311008   0.172819\n",
+       " 94   P_BAD0     0    0.94  3596.0    10.0  1175.0  1179.0     0.753720     0.991590  0.0  0.745310  0.936702  0.008410  0.801174  0.002773  0.858541  0.986788  0.973576  0.974871  0.311008   0.198826\n",
+       " 95   P_BAD0     0    0.95  3386.0     5.0  1385.0  1184.0     0.709704     0.995795  0.0  0.705499  0.923371  0.004205  0.766779  0.001474  0.829699  0.986788  0.973576  0.974871  0.311008   0.233221\n",
+       " 96   P_BAD0     0    0.96  3113.0     2.0  1658.0  1187.0     0.652484     0.998318  0.0  0.650802  0.903314  0.001682  0.721477  0.000642  0.789500  0.986788  0.973576  0.974871  0.311008   0.278523\n",
+       " 97   P_BAD0     0    0.97  2704.0     1.0  2067.0  1188.0     0.566757     0.999159  0.0  0.565916  0.867167  0.000841  0.653020  0.000370  0.723381  0.986788  0.973576  0.974871  0.311008   0.346980\n",
+       " 98   P_BAD0     0    0.98  2133.0     0.0  2638.0  1189.0     0.447076     1.000000  0.0  0.447076  0.801699  0.000000  0.557383  0.000000  0.617903  0.986788  0.973576  0.974871  0.311008   0.442617\n",
+       " 99   P_BAD0     0    0.99  1077.0     0.0  3694.0  1189.0     0.225739     1.000000  0.0  0.225739  0.593127  0.000000  0.380201  0.000000  0.368331  0.986788  0.973576  0.974871  0.311008   0.619799\n",
+       "\n",
+       "[FitStat_1_GradBoost]\n",
+       "\n",
+       " Fit Statistics for _AUTOTUNE_DEFAULT_SCORE_TABLE_\n",
+       " \n",
+       "      NOBS       ASE     DIV      RASE       MCE      MCLL\n",
+       " 0  5960.0  0.036071  5960.0  0.189923  0.046477  0.133422\n",
+       "\n",
+       "[TunerInfo_1_GradBoost]\n",
+       "\n",
+       " Tuner Information\n",
+       " \n",
+       "                            Parameter                   Value\n",
+       " 0                         Model Type  Gradient Boosting Tree\n",
+       " 1           Tuner Objective Function        Area Under Curve\n",
+       " 2                      Search Method                    GRID\n",
+       " 3              Number of Grid Points                      16\n",
+       " 4     Maximum Tuning Time in Seconds                   36000\n",
+       " 5                    Validation Type        Single Partition\n",
+       " 6      Validation Partition Fraction                    0.30\n",
+       " 7                          Log Level                       0\n",
+       " 8                               Seed                70564939\n",
+       " 9     Number of Parallel Evaluations                       4\n",
+       " 10  Number of Workers per Subsession                       1\n",
+       "\n",
+       "[TunerResults_1_GradBoost]\n",
+       "\n",
+       " Tuner Results\n",
+       " \n",
+       "     Evaluation   M  LEARNINGRATE  SUBSAMPLERATE  LASSO  RIDGE  NBINS  MAXLEVEL  AreaUnderCurve  EvaluationTime\n",
+       " 0            0  14          0.10            0.5    0.0    1.0     50         5        0.951389       12.500329\n",
+       " 1            1  14          0.10            0.6    0.0    0.0     77         7        0.950255        9.459540\n",
+       " 2            9  14          0.10            0.8    0.0    0.0     77         7        0.947687        8.861211\n",
+       " 3           14  14          0.10            0.6    0.0    0.0     77         5        0.946082        9.209892\n",
+       " 4           16  14          0.10            0.6    0.5    0.0     77         5        0.944753        5.389080\n",
+       " 5           15  14          0.10            0.8    0.5    0.0     77         7        0.940222        4.893930\n",
+       " 6            8  14          0.10            0.8    0.0    0.0     77         5        0.940188        4.610089\n",
+       " 7           11  14          0.10            0.8    0.5    0.0     77         5        0.939386        4.158722\n",
+       " 8            6  14          0.10            0.6    0.5    0.0     77         7        0.928318        3.705621\n",
+       " 9            4  14          0.05            0.6    0.5    0.0     77         5        0.850381        1.891152\n",
+       " 10          12  14          0.05            0.6    0.0    0.0     77         5        0.847786        1.227585\n",
+       "\n",
+       "[IterationHistory_1_GradBoost]\n",
+       "\n",
+       " Tuner Iteration History\n",
+       " \n",
+       "    Iteration  Evaluations  Best_obj   Time_sec\n",
+       " 0          0            1  0.951389  12.500329\n",
+       " 1          1           17  0.951389  31.170086\n",
+       "\n",
+       "[EvaluationHistory_1_GradBoost]\n",
+       "\n",
+       " Tuner Evaluation History\n",
+       " \n",
+       "     Evaluation  Iteration   M  LEARNINGRATE  SUBSAMPLERATE  LASSO  RIDGE  NBINS  MAXLEVEL  AreaUnderCurve  EvaluationTime\n",
+       " 0            0          0  14          0.10            0.5    0.0    1.0     50         5        0.951389       12.500329\n",
+       " 1            1          1  14          0.10            0.6    0.0    0.0     77         7        0.950255        9.459540\n",
+       " 2            2          1  14          0.05            0.8    0.5    0.0     77         5        0.847657        2.817777\n",
+       " 3            3          1  14          0.05            0.8    0.5    0.0     77         7        0.835042        3.067492\n",
+       " 4            4          1  14          0.05            0.6    0.5    0.0     77         5        0.850381        1.891152\n",
+       " 5            5          1  14          0.05            0.8    0.0    0.0     77         7        0.840787        1.414821\n",
+       " 6            6          1  14          0.10            0.6    0.5    0.0     77         7        0.928318        3.705621\n",
+       " 7            7          1  14          0.05            0.8    0.0    0.0     77         5        0.842524        1.548925\n",
+       " 8            8          1  14          0.10            0.8    0.0    0.0     77         5        0.940188        4.610089\n",
+       " 9            9          1  14          0.10            0.8    0.0    0.0     77         7        0.947687        8.861211\n",
+       " 10          10          1  14          0.05            0.6    0.0    0.0     77         7        0.830543        1.307817\n",
+       " 11          11          1  14          0.10            0.8    0.5    0.0     77         5        0.939386        4.158722\n",
+       " 12          12          1  14          0.05            0.6    0.0    0.0     77         5        0.847786        1.227585\n",
+       " 13          13          1  14          0.05            0.6    0.5    0.0     77         7        0.833314        1.399417\n",
+       " 14          14          1  14          0.10            0.6    0.0    0.0     77         5        0.946082        9.209892\n",
+       " 15          15          1  14          0.10            0.8    0.5    0.0     77         7        0.940222        4.893930\n",
+       " 16          16          1  14          0.10            0.6    0.5    0.0     77         5        0.944753        5.389080\n",
+       "\n",
+       "[BestConfiguration_1_GradBoost]\n",
+       "\n",
+       " Best Configuration\n",
+       " \n",
+       "                     Parameter           Name         Value\n",
+       " 0                  Evaluation     Evaluation             0\n",
+       " 1  Number of Variables to Try              M            14\n",
+       " 2               Learning Rate   LEARNINGRATE           0.1\n",
+       " 3               Sampling Rate  SUBSAMPLERATE           0.5\n",
+       " 4                       Lasso          LASSO             0\n",
+       " 5                       Ridge          RIDGE             1\n",
+       " 6              Number of Bins          NBINS            50\n",
+       " 7         Maximum Tree Levels       MAXLEVEL             5\n",
+       " 8            Area Under Curve      Objective  0.9513885219\n",
+       "\n",
+       "[TunerSummary_1_GradBoost]\n",
+       "\n",
+       " Tuner Summary\n",
+       " \n",
+       "                                           Parameter      Value\n",
+       " 0             Initial Configuration Objective Value   0.951389\n",
+       " 1                Best Configuration Objective Value   0.951389\n",
+       " 2               Worst Configuration Objective Value   0.830543\n",
+       " 3  Initial Configuration Evaluation Time in Seconds  12.500329\n",
+       " 4     Best Configuration Evaluation Time in Seconds  12.500329\n",
+       " 5                 Number of Improved Configurations   0.000000\n",
+       " 6                Number of Evaluated Configurations  17.000000\n",
+       " 7                      Total Tuning Time in Seconds  50.814675\n",
+       " 8                           Parallel Tuning Speedup   1.872070\n",
+       "\n",
+       "[TunerTiming_1_GradBoost]\n",
+       "\n",
+       " Tuner Task Timing\n",
+       " \n",
+       "                           Task   Time_sec  Time_percent\n",
+       " 0               Model Training  87.928319     92.430994\n",
+       " 1                Model Scoring   5.403537      5.680244\n",
+       " 2  Total Objective Evaluations  93.340051     98.119852\n",
+       " 3                        Tuner   1.788558      1.880148\n",
+       " 4               Total CPU Time  95.128609    100.000000\n",
+       "\n",
+       "[TunerCasOutputTables_1_GradBoost]\n",
+       "\n",
+       " Tuner CAS Output Tables\n",
+       " \n",
+       "        CAS_Library                       Name  Rows  Columns\n",
+       " 0  CASUSER(SOROWL)  ASTORE_OUT_PY_gradBoost_1     1        2\n",
+       "\n",
+       "[HyperparameterImportance_1_GradBoost]\n",
+       "\n",
+       " Hyperparameter Importance\n",
+       " \n",
+       "   Hyperparameter  RelImportance\n",
+       " 0   LEARNINGRATE       1.000000\n",
+       " 1       MAXLEVEL       0.015843\n",
+       " 2          LASSO       0.009224\n",
+       " 3  SUBSAMPLERATE       0.003932\n",
+       " 4              M       0.000000\n",
+       " 5          RIDGE       0.000000\n",
+       " 6          NBINS       0.000000\n",
+       "\n",
+       "[OutputCasTables]\n",
+       "\n",
+       "             casLib                       Name  Rows  Columns                                           casTable\n",
+       " 0  CASUSER(sorowl)            PIPELINE_OUT_PY     5       35  CASTable('PIPELINE_OUT_PY', caslib='CASUSER(so...\n",
+       " 1  CASUSER(sorowl)      TRANSFORMATION_OUT_PY    32       21  CASTable('TRANSFORMATION_OUT_PY', caslib='CASU...\n",
+       " 2  CASUSER(sorowl)             FEATURE_OUT_PY    59       15  CASTable('FEATURE_OUT_PY', caslib='CASUSER(sor...\n",
+       " 3  CASUSER(sorowl)          ASTORE_OUT_PY_fm_     1        2  CASTable('ASTORE_OUT_PY_fm_', caslib='CASUSER(...\n",
+       " 4  CASUSER(sorowl)  ASTORE_OUT_PY_gradBoost_1     1        2  CASTable('ASTORE_OUT_PY_gradBoost_1', caslib='...\n",
+       "\n",
+       "+ Elapsed: 498s, user: 20.7s, sys: 14.4s, mem: 4.84mb"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conn.builtins.loadactionset('dataSciencePilot')\n",
+    "conn.dataSciencePilot.dsAutoMl(\n",
+    "    table = 'hmeqct',\n",
+    "    target = 'BAD', \n",
+    "    explorationPolicy = {'cardinality': {'lowMediumCutoff':40}}, \n",
+    "    screenPolicy = {'missingPercentThreshold':35}, \n",
+    "    selectionPolicy = {'topk':10},\n",
+    "    transformationPolicy = {'entropy': True, 'iqv': True, 'kurtosis': True, 'outlier': True},\n",
+    "    modelTypes              = [\"decisionTree\", \"gradboost\"],\n",
+    "    objective               = \"AUC\",\n",
+    "    sampleSize              = 10,\n",
+    "    topKPipelines           = 5,\n",
+    "    kFolds                  = 2,\n",
+    "    transformationOut       = {\"name\" : \"TRANSFORMATION_OUT_PY\", \"replace\" : True},\n",
+    "    featureOut              = {\"name\" : \"FEATURE_OUT_PY\", \"replace\" : True},\n",
+    "    pipelineOut             = {\"name\" : \"PIPELINE_OUT_PY\", \"replace\" : True},\n",
+    "    saveState               = {\"modelNamePrefix\" : \"ASTORE_OUT_PY\", \"replace\" : True, \"topK\":1} \n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Great! Now let's use our feature creation model and our grad boost model to score our data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTE: Added action set 'astore'.\n"
+     ]
+    }
+   ],
+   "source": [
+    "conn.loadactionset('astore')\n",
+    "model_astore = conn.CASTable(\"ASTORE_OUT_PY_gradBoost_1\")\n",
+    "feature_astore = conn.CASTable(\"ASTORE_OUT_PY_fm_\")\n",
+    "conn.score(\n",
+    "    table='hmeqct', \n",
+    "    copyvars='BAD', \n",
+    "    out = dict(name='feat_scored', replace=True),\n",
+    "    rstore='ASTORE_OUT_PY_fm_')\n",
+    "conn.score(\n",
+    "    table='feat_scored', \n",
+    "    copyvars='BAD', \n",
+    "    out = dict(name='hmeq_scored', replace=True), \n",
+    "    rstore='ASTORE_OUT_PY_gradBoost_1')\n",
+    "hmeq_scored = conn.CASTable('hmeq_scored')\n",
+    "hmeq_scored = hmeq_scored[['BAD', 'P_BAD1']].to_frame()\n",
+    "hmeq_scored.BAD = hmeq_scored.BAD.astype(int)\n",
+    "hmeq_scored = hmeq_scored.rename(columns={'BAD': '0', 'P_BAD1': '0'})\n",
+    "hmeq_scored = pd.DataFrame(hmeq_scored)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*** \n",
+    "## Python XGBOOST Machine Learning Pipeline\n",
+    "Next, we will create a pipeline which will take the input variables, impute missing categorical variables, one-hot-encode categorical variables, and train a xgboost model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('transform',\n",
+       "                 ColumnTransformer(transformers=[('cat',\n",
+       "                                                  Pipeline(steps=[('si',\n",
+       "                                                                   SimpleImputer(fill_value='MISSING',\n",
+       "                                                                                 strategy='constant')),\n",
+       "                                                                  ('ohe',\n",
+       "                                                                   OneHotEncoder(handle_unknown='ignore',\n",
+       "                                                                                 sparse=False))]),\n",
+       "                                                  array(['REASON', 'JOB'], dtype=object))])),\n",
+       "                ('xgb',\n",
+       "                 XGBClassifier(base_score=0.5, booster='gbtree',\n",
+       "                               colsample_bylevel=1, colsample_bynode=1,\n",
+       "                               colsampl..., gpu_id=-1,\n",
+       "                               importance_type='gain',\n",
+       "                               interaction_constraints='',\n",
+       "                               learning_rate=0.300000012, max_delta_step=0,\n",
+       "                               max_depth=6, min_child_weight=1, missing=nan,\n",
+       "                               monotone_constraints='()', n_estimators=100,\n",
+       "                               n_jobs=0, num_parallel_tree=1, random_state=0,\n",
+       "                               reg_alpha=0, reg_lambda=1, scale_pos_weight=1,\n",
+       "                               subsample=1, tree_method='exact',\n",
+       "                               validate_parameters=1, verbosity=None))])"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Separate target from data preparation process\n",
+    "y = hmeqdf.pop('BAD').values\n",
+    "# Find and notes categorical columns\n",
+    "kinds = np.array([dt.kind for dt in hmeqdf.dtypes])\n",
+    "all_columns = hmeqdf.columns.values\n",
+    "is_cat = kinds == 'O'\n",
+    "cat_cols = all_columns[is_cat]\n",
+    "# Impute missing categorical variables with missing\n",
+    "cat_si_step = ('si', SimpleImputer(strategy='constant', fill_value='MISSING'))\n",
+    "# One hot-encode categorical variables\n",
+    "cat_ohe_step = ('ohe', OneHotEncoder(sparse=False, handle_unknown='ignore'))\n",
+    "# Create ML pipe with imputation, one-hot-ecndcoding, and xgboost\n",
+    "cat_steps = [cat_si_step, cat_ohe_step]\n",
+    "cat_pipe = Pipeline(cat_steps)\n",
+    "cat_transformers = [('cat', cat_pipe, cat_cols)]\n",
+    "ct = ColumnTransformer(transformers=cat_transformers)\n",
+    "ml_pipe = Pipeline([('transform', ct), ('xgb', xgb.XGBClassifier())])\n",
+    "ml_pipe.fit(hmeqdf, y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This is a simple example, but let’s examine our model’s accuracy as a sanity check."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8013422818791947"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ml_pipe.score(hmeqdf, y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We now have a working pipeline. Now let's create some metadata around our models and push them into Model Manager.\n",
+    "***\n",
+    "## Register Models into SAS Model Manager\n",
+    "Our next-to-last step in this notebook is to register the models into SAS Model Manager. We are using the sasctl package to make this process easier. To use sasctl, we do need to start a session using our Viya credentials. Next, we use the register model function with our model, a name for our model, the input data set, and a name for the project.\n",
+    "### SWAT Model Management\n",
+    "Below is a quick function definition I created to make generate performance metadata for our model built using SWAT as well as push the model into SAS Model Manager."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mm_swat(project_name, model_name, model_astore, feature_astore, feature_name, scored_data, target):\n",
+    "    ##################################################\n",
+    "    # CREATE OUTPUT INFORMATION  \n",
+    "\n",
+    "    # Output folder name\n",
+    "    output_folder = 'Outputs'\n",
+    "\n",
+    "    # Create Folder\n",
+    "    output_path = Path.cwd() / output_folder / model_name\n",
+    "    if not os.path.exists(output_path):\n",
+    "        os.makedirs(output_path)\n",
+    "    \n",
+    "    ##################################################\n",
+    "    # CONNECT TO SAS VIYA\n",
+    "    host_session = 'https://' + hostname + '/'\n",
+    "\n",
+    "    # Connect using a session \n",
+    "    sess=Session(host_session, username, password, verify_ssl=False, protocol=\"http\")\n",
+    "\n",
+    "    ##################################################\n",
+    "    # COMPILE METADATA\n",
+    "\n",
+    "    # Create JSON Files Object\n",
+    "    JSONFiles = pzmm.JSONFiles()    \n",
+    "    \n",
+    "    # Write Fit Statistics JSON\n",
+    "    JSONFiles.calculateFitStat(trainData=scored_data, jPath=output_path)\n",
+    "\n",
+    "    # Write ROC amd Lift Statistics JSON\n",
+    "    JSONFiles.generateROCLiftStat(target, 1, conn, trainData=scored_data, jPath=output_path)\n",
+    "        \n",
+    "    model_content = [output_path / f for f in ('dmcas_fitstat.json', 'dmcas_lift.json', 'dmcas_roc.json')]\n",
+    "    model_content = {f.name: f for f in model_content}\n",
+    "\n",
+    "    # Pushing Astore into Model Manager\n",
+    "    register_model(feature_astore, feature_name, project=project_name, force=True, version='latest')\n",
+    "    register_model(model_astore, model_name, project=project_name, force=True, version='latest', files=model_content) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTE: Added action set 'percentile'.\n",
+      "NOTE: Cloud Analytic Services made the uploaded file available as table SCOREDVALUES in caslib CASUSER(sorowl).\n",
+      "NOTE: The table SCOREDVALUES has been created in caslib CASUSER(sorowl) from binary data uploaded to Cloud Analytic Services.\n",
+      "NOTE: Added action set 'astore'.\n",
+      "NOTE: Cloud Analytic Services saved the file _26E50B4B870F46938BFDDD9A2.sashdat in caslib ModelStore.\n",
+      "NOTE: Added action set 'astore'.\n",
+      "NOTE: Cloud Analytic Services saved the file _55D32694629F4D339BD70180B.sashdat in caslib ModelStore.\n"
+     ]
+    }
+   ],
+   "source": [
+    "urllib3.disable_warnings()\n",
+    "# mm_swat(project_name, model_name, model_astore, feature_astore, feature_name, scored_data, target)\n",
+    "mm_swat('HMEQ Loan Default', 'SWAT_DSP_GRADBOOST', model_astore, feature_astore, 'SWAT_DSP_FEATS', hmeq_scored, \"BAD\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Python Model Management \n",
+    "The function below will also generate the performance metadata and push the Python model into SAS Model Manager as well as generate score code for our Micro Analytic Service (MAS). (Note on the generated score code: it’s best to think of this as a starting point. Additional edits may be needed before publishing the Python model)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mm_python(project_name, model_name, model, target, input_df, actual_df, desc, model_type):      \n",
+    "    ##################################################\n",
+    "    # CREATE OUTPUT INFORMATION  \n",
+    "\n",
+    "    # Output folder name\n",
+    "    output_folder = 'Outputs'\n",
+    "\n",
+    "    # Create Folder\n",
+    "    output_path = Path.cwd() / output_folder / model_name\n",
+    "    if not os.path.exists(output_path):\n",
+    "        os.makedirs(output_path)\n",
+    "    \n",
+    "    ##################################################\n",
+    "    # CONNECT TO SAS VIYA\n",
+    "    host_session = 'https://' + hostname + '/'\n",
+    "\n",
+    "    # Connect using a session \n",
+    "    sess=Session(host_session, username, password, verify_ssl=False, protocol=\"http\")\n",
+    "\n",
+    "    ##################################################\n",
+    "    # COMPILE METADATA\n",
+    "\n",
+    "    # Create JSON Files Object\n",
+    "    JSONFiles = pzmm.JSONFiles()\n",
+    "\n",
+    "    # Write Input Variable JSON \n",
+    "    JSONFiles.writeVarJSON(input_df, isInput=True, jPath=output_path)\n",
+    "\n",
+    "    # Mock up Output Variables\n",
+    "    yCategory = actual_df.astype('str') # Ensuring dataframe length matches\n",
+    "    output_df = pd.DataFrame(columns=['EM_EVENTPROBABILITY', 'EM_CLASSIFICATION']) # Ensuring column names are what SAS expects\n",
+    "    output_df['EM_CLASSIFICATION'] = yCategory # Ensuring data type is nominal \n",
+    "    output_df['EM_EVENTPROBABILITY'] = 0.5 # Ensuring data type is decimal  \n",
+    "\n",
+    "    # Write Output Variable JSON\n",
+    "    JSONFiles.writeVarJSON(output_df, isInput=False, jPath=output_path)\n",
+    "\n",
+    "    # Write File Metadata JSON\n",
+    "    JSONFiles.writeFileMetadataJSON(model_name, jPath=output_path)\n",
+    "\n",
+    "    # Write Model Properties JSON\n",
+    "    JSONFiles.writeModelPropertiesJSON(modelName=model_name, \n",
+    "        modelDesc=desc,\n",
+    "        targetVariable=target,\n",
+    "        modelType=model_type,\n",
+    "        modelPredictors=input_df.columns.array,\n",
+    "        targetEvent='1',\n",
+    "        numTargetCategories=2,\n",
+    "        eventProbVar='EM_EVENTPROBABILITY',\n",
+    "        jPath=output_path,\n",
+    "        modeler=username)\n",
+    "\n",
+    "    # Get predictions\n",
+    "    trainProba = model.predict_proba(input_df)\n",
+    "\n",
+    "    # Creating Assessment Data \n",
+    "    trainData = pd.concat([pd.DataFrame(actual_df).reset_index(drop=True), pd.Series(data=trainProba[:,1])], axis=1)\n",
+    "\n",
+    "    # Write Fit Statistics JSON\n",
+    "    JSONFiles.calculateFitStat(trainData=trainData, jPath=output_path)\n",
+    "\n",
+    "    # Write ROC amd Lift Statistics JSON\n",
+    "    JSONFiles.generateROCLiftStat(target, 1, conn, trainData=trainData, jPath=output_path)\n",
+    "\n",
+    "    ##################################################\n",
+    "    # PICKLE MODEL \n",
+    "    pzmm.PickleModel.pickleTrainedModel(_, model, model_name, output_path)\n",
+    "\n",
+    "    ##################################################\n",
+    "    # WRITE SCORE CODE \n",
+    "\n",
+    "    # Generate Score Code Object\n",
+    "    ScoreCode = pzmm.ScoreCode()\n",
+    "\n",
+    "    # Write Score Code\n",
+    "    ScoreCode.writeScoreCode(input_df, actual_df, model_name, '{}.predict_proba({})', model_name + '.pickle', pyPath=output_path)\n",
+    "\n",
+    "    ##################################################\n",
+    "    # ZIP FOLDER\n",
+    "    zipIOFile = pzmm.ZipModel.zipFiles(None, fileDir=output_path, modelPrefix=model_name)\n",
+    "\n",
+    "    ##################################################\n",
+    "    # PUSH ZIP FOLDER INTO MODEL MANAGER\n",
+    "    with sess: \n",
+    "        modelRepo.import_model_from_zip(model_name, project_name, zipIOFile)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTE: Added action set 'percentile'.\n",
+      "NOTE: Cloud Analytic Services made the uploaded file available as table SCOREDVALUES in caslib CASUSER(sorowl).\n",
+      "NOTE: The table SCOREDVALUES has been created in caslib CASUSER(sorowl) from binary data uploaded to Cloud Analytic Services.\n"
+     ]
+    }
+   ],
+   "source": [
+    "urllib3.disable_warnings()\n",
+    "\n",
+    "# mm_python(project_name, model_name, model, scored_data, target, input_df, actual_df, desc, model_type)\n",
+    "mm_python('HMEQ Loan Default', 'HMEQ_XGBOOST', ml_pipe , 'BAD', hmeqdf, y, 'Generated in Jupyter Notebook', 'XGBOOST')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*** \n",
+    "## Accessing Models via API\n",
+    "Now, we can head over to SAS Viya to manage our model using the visual interface. But, you don't need to use the visual interface in SAS Viya if you don't want to! You can actually access most of the model management capabilities through the SAS open source package SASCTL. For whatever isn't included in the open source package, you can do through API!\n",
+    "\n",
+    "In this section, we will use the SAS Viya APIs to look at one of our deployed models. To use this notebook on your own, make sure you have deployed one of your models, either through the visual interface or programmatically. To get started, we need to generate an authorization token."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from requests import request\n",
+    "import urllib3\n",
+    "urllib3.disable_warnings()\n",
+    "\n",
+    "# Get token\n",
+    "host = 'http://' + hostname \n",
+    "url = host + '/SASLogon/oauth/token' \n",
+    "r = request('POST', url,\n",
+    "            data='grant_type=password&username=%s&password=%s' %(username, password),\n",
+    "            headers={\n",
+    "                'Accept': 'application/json',\n",
+    "                'Content-Type': 'application/x-www-form-urlencoded'\n",
+    "            },\n",
+    "            auth=('sas.ec', ''),\n",
+    "            verify=False)\n",
+    "token = r.json()['access_token']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's pull the specific information for our deployed module."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Deployed Name: hmeq_champ\n"
+     ]
+    }
+   ],
+   "source": [
+    "deployed_name= input(\"Deployed Name:\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'links': [{'method': 'GET',\n",
+       "   'rel': 'collection',\n",
+       "   'href': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "   'uri': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "   'type': 'application/vnd.sas.collection'},\n",
+       "  {'method': 'GET',\n",
+       "   'rel': 'self',\n",
+       "   'href': '/microanalyticScore/modules/hmeq_champ/steps?start=0&limit=20',\n",
+       "   'uri': '/microanalyticScore/modules/hmeq_champ/steps?start=0&limit=20',\n",
+       "   'type': 'application/vnd.sas.collection'},\n",
+       "  {'method': 'POST',\n",
+       "   'rel': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "   'href': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "   'uri': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "   'type': 'application/vnd.sas.microanalytic.module.definition',\n",
+       "   'responseType': 'application/vnd.sas.microanalytic.module'}],\n",
+       " 'name': 'steps',\n",
+       " 'accept': 'application/vnd.sas.microanalytic.module.step',\n",
+       " 'count': 3,\n",
+       " 'items': [{'links': [{'method': 'GET',\n",
+       "     'rel': 'up',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "     'type': 'application/vnd.sas.collection',\n",
+       "     'itemType': 'application/vnd.sas.microanalytic.module.step'},\n",
+       "    {'method': 'GET',\n",
+       "     'rel': 'self',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps/post_4dxnb356v65zyqpq5gxaa67om',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps/post_4dxnb356v65zyqpq5gxaa67om',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step'},\n",
+       "    {'method': 'POST',\n",
+       "     'rel': 'execute',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps/post_4dxnb356v65zyqpq5gxaa67om',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps/post_4dxnb356v65zyqpq5gxaa67om',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step.input',\n",
+       "     'responseType': 'application/vnd.sas.microanalytic.module.step.output'},\n",
+       "    {'method': 'POST',\n",
+       "     'rel': 'validateStepInput',\n",
+       "     'href': '/microanalyticScore/commons/validations/modules/hmeq_champ/steps/post_4dxnb356v65zyqpq5gxaa67om',\n",
+       "     'uri': '/microanalyticScore/commons/validations/modules/hmeq_champ/steps/post_4dxnb356v65zyqpq5gxaa67om',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step.input',\n",
+       "     'responseType': 'application/vnd.sas.validation'}],\n",
+       "   'version': 1,\n",
+       "   'createdBy': 'sorowl',\n",
+       "   'creationTimeStamp': '2021-04-07T18:36:22.118Z',\n",
+       "   'modifiedBy': 'sorowl',\n",
+       "   'modifiedTimeStamp': '2021-04-07T18:36:22.118Z',\n",
+       "   'id': 'post_4dxnb356v65zyqpq5gxaa67om',\n",
+       "   'moduleId': 'hmeq_champ'},\n",
+       "  {'links': [{'method': 'GET',\n",
+       "     'rel': 'up',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "     'type': 'application/vnd.sas.collection',\n",
+       "     'itemType': 'application/vnd.sas.microanalytic.module.step'},\n",
+       "    {'method': 'GET',\n",
+       "     'rel': 'self',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps/score',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps/score',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step'},\n",
+       "    {'method': 'POST',\n",
+       "     'rel': 'execute',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps/score',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps/score',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step.input',\n",
+       "     'responseType': 'application/vnd.sas.microanalytic.module.step.output'},\n",
+       "    {'method': 'POST',\n",
+       "     'rel': 'validateStepInput',\n",
+       "     'href': '/microanalyticScore/commons/validations/modules/hmeq_champ/steps/score',\n",
+       "     'uri': '/microanalyticScore/commons/validations/modules/hmeq_champ/steps/score',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step.input',\n",
+       "     'responseType': 'application/vnd.sas.validation'}],\n",
+       "   'version': 1,\n",
+       "   'createdBy': 'sorowl',\n",
+       "   'creationTimeStamp': '2021-04-07T18:36:22.118Z',\n",
+       "   'modifiedBy': 'sorowl',\n",
+       "   'modifiedTimeStamp': '2021-04-07T18:36:22.118Z',\n",
+       "   'id': 'score',\n",
+       "   'moduleId': 'hmeq_champ',\n",
+       "   'inputs': [{'name': 'clage', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'clno', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'debtinc', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'delinq', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'derog', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'job', 'type': 'string', 'dim': 0, 'size': 7},\n",
+       "    {'name': 'loan', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'mortdue', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'ninq', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'reason', 'type': 'string', 'dim': 0, 'size': 7},\n",
+       "    {'name': 'value', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'yoj', 'type': 'decimal', 'dim': 0, 'size': 0}],\n",
+       "   'outputs': [{'name': 'em_classification',\n",
+       "     'type': 'string',\n",
+       "     'dim': 0,\n",
+       "     'size': 12},\n",
+       "    {'name': 'em_eventprobability', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'em_probability', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'i_bad', 'type': 'string', 'dim': 0, 'size': 32},\n",
+       "    {'name': 'p_bad0', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'p_bad1', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': '_p_', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': '_warn_', 'type': 'string', 'dim': 0, 'size': 4}]},\n",
+       "  {'links': [{'method': 'GET',\n",
+       "     'rel': 'up',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps',\n",
+       "     'type': 'application/vnd.sas.collection',\n",
+       "     'itemType': 'application/vnd.sas.microanalytic.module.step'},\n",
+       "    {'method': 'GET',\n",
+       "     'rel': 'self',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps/predictedscore',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps/predictedscore',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step'},\n",
+       "    {'method': 'POST',\n",
+       "     'rel': 'execute',\n",
+       "     'href': '/microanalyticScore/modules/hmeq_champ/steps/predictedscore',\n",
+       "     'uri': '/microanalyticScore/modules/hmeq_champ/steps/predictedscore',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step.input',\n",
+       "     'responseType': 'application/vnd.sas.microanalytic.module.step.output'},\n",
+       "    {'method': 'POST',\n",
+       "     'rel': 'validateStepInput',\n",
+       "     'href': '/microanalyticScore/commons/validations/modules/hmeq_champ/steps/predictedscore',\n",
+       "     'uri': '/microanalyticScore/commons/validations/modules/hmeq_champ/steps/predictedscore',\n",
+       "     'type': 'application/vnd.sas.microanalytic.module.step.input',\n",
+       "     'responseType': 'application/vnd.sas.validation'}],\n",
+       "   'version': 1,\n",
+       "   'createdBy': 'sorowl',\n",
+       "   'creationTimeStamp': '2021-04-07T18:36:22.118Z',\n",
+       "   'modifiedBy': 'sorowl',\n",
+       "   'modifiedTimeStamp': '2021-04-07T18:36:22.118Z',\n",
+       "   'id': 'predictedscore',\n",
+       "   'moduleId': 'hmeq_champ',\n",
+       "   'inputs': [{'name': 'clage', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'clno', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'debtinc', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'delinq', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'derog', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'job', 'type': 'string', 'dim': 0, 'size': 7},\n",
+       "    {'name': 'loan', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'mortdue', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'ninq', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'reason', 'type': 'string', 'dim': 0, 'size': 7},\n",
+       "    {'name': 'value', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'yoj', 'type': 'decimal', 'dim': 0, 'size': 0}],\n",
+       "   'outputs': [{'name': 'em_classification',\n",
+       "     'type': 'string',\n",
+       "     'dim': 0,\n",
+       "     'size': 12},\n",
+       "    {'name': 'em_eventprobability', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'em_probability', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'i_bad', 'type': 'string', 'dim': 0, 'size': 32},\n",
+       "    {'name': 'p_bad0', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': 'p_bad1', 'type': 'decimal', 'dim': 0, 'size': 0},\n",
+       "    {'name': '_warn_', 'type': 'string', 'dim': 0, 'size': 4}]}],\n",
+       " 'version': 2}"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "headers = {'Authorization': 'Bearer ' + token}\n",
+    "\n",
+    "url = host + '/microanalyticScore/modules/' + deployed_name + '/steps'\n",
+    "\n",
+    "r = request('GET', url, params={}, headers = headers, verify=False)\n",
+    "\n",
+    "r.json()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To close out, let's use that information to score some data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'links': [],\n",
+       " 'version': 2,\n",
+       " 'moduleId': 'hmeq_champ',\n",
+       " 'stepId': 'score',\n",
+       " 'executionState': 'completed',\n",
+       " 'outputs': [{'name': 'EM_CLASSIFICATION', 'value': '           1'},\n",
+       "  {'name': 'EM_EVENTPROBABILITY', 'value': 0.8357853808167168},\n",
+       "  {'name': 'EM_PROBABILITY', 'value': 0.8357853808167168},\n",
+       "  {'name': 'I_BAD', 'value': '           1                    '},\n",
+       "  {'name': 'P_BAD0', 'value': 0.16421461918328317},\n",
+       "  {'name': 'P_BAD1', 'value': 0.8357853808167168},\n",
+       "  {'name': '_P_', 'value': None},\n",
+       "  {'name': '_WARN_', 'value': '    '}]}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Prepare payload\n",
+    "payload = '{\"inputs\":[{\"name\":\"clage\", \"value\": 12}, {\"name\":\"clno\", \"value\": 0}, {\"name\":\"debtinc\", \"value\": 25}, {\"name\":\"delinq\", \"value\": 1}, {\"name\":\"derog\", \"value\": 1},{\"name\":\"job\", \"value\": \"Other\"}, {\"name\":\"loan\", \"value\": 8000}, {\"name\":\"mortdue\", \"value\": 80000}, {\"name\":\"ninq\", \"value\": 0}, {\"name\":\"reason\", \"value\": \"HomeImp\"}, {\"name\":\"value\", \"value\": 100000}, {\"name\":\"yoj\", \"value\": 4}]}'\n",
+    "    \n",
+    "# Send request\n",
+    "headers = {'Content-Type': 'application/vnd.sas.microanalytic.module.step.input+json', \n",
+    "               'Authorization': 'Bearer ' + token}\n",
+    "    \n",
+    "url = host + '/microanalyticScore/modules/' + deployed_name + '/steps/score'\n",
+    "        \n",
+    "r = request('POST', url, data=payload, headers = headers, verify=False)\n",
+    "r.json()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In the JSON response above, we can pull out our model’s classification as well as probability of default. By utilizing APIs and JSON, we now can easily embed analytically models into other applications to aid in smart decision making. We were also able to get this response back in under a second. This rapid response allows us to quickly return analytical results to the systems that depend on them.  Analytics can be made more accessible one API at a time! \n",
+    "***\n",
+    "## Conclusion\n",
+    "We have gone over a very simple modeling example using both Python and SAS analytics. We pushed both models into the SAS model repository and accessed a deployed model from API. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conn.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "***"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "py36_swatsasctl",
+   "language": "python",
+   "name": "py36_swatsasctl"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/data/hmeq.csv b/examples/data/hmeq.csv
new file mode 100644
index 00000000..8682e38a
--- /dev/null
+++ b/examples/data/hmeq.csv
@@ -0,0 +1,5961 @@
+BAD,LOAN,MORTDUE,VALUE,REASON,JOB,YOJ,DEROG,DELINQ,CLAGE,NINQ,CLNO,DEBTINC
+0,26800,46236,62711,DebtCon,Office,17,0,0,175.075058,1,22,33.05993364
+0,26900,74982,126972,DebtCon,Office,0,0,0,315.8189112,0,23,38.32598985
+0,26900,67144,92923,DebtCon,Other,16,0,0,89.11217349,1,17,32.79147803
+0,26900,45763,73797,DebtCon,Other,23,,0,291.5916815,1,29,39.37085816
+0,27000,144901,178093,DebtCon,ProfExe,7,0,0,331.1139721,0,34,40.5665519
+0,27000,,38441,DebtCon,Other,8,1,,85.17950335,,14,23.69117601
+0,27100,140305,237302,HomeImp,ProfExe,27,0,0,349.5142676,2,18,37.42084716
+0,27100,118200,159739,DebtCon,ProfExe,6,0,1,117.1521605,3,27,34.20600845
+0,27200,61000,104044,DebtCon,Other,16,0,1,141.9812345,0,30,39.54650758
+0,27300,66878,93656,DebtCon,Office,11,0,0,153.7959046,0,20,39.08500634
+0,27300,135823,185416,DebtCon,Mgr,1,,,135.3597477,,38,32.79497644
+0,27300,149950,177309,DebtCon,ProfExe,6,0,0,328.1681227,0,35,39.15955376
+0,27400,,121625,DebtCon,Mgr,7,1,0,154.4378476,0,27,33.37381367
+0,27400,41370,70528,DebtCon,Office,18,0,0,180.204345,1,21,33.4950887
+0,27500,150666,192346,HomeImp,Self,3,0,0,177.8714733,0,17,39.97865033
+0,27600,54584,86568,DebtCon,Other,22,0,0,214.8157373,1,27,35.2239708
+0,27600,150120,191972,HomeImp,Self,3,0,0,178.0384911,1,16,41.80742805
+0,27600,124139,157940,DebtCon,Mgr,4,0,0,288.8865396,0,24,38.22673698
+0,27700,63962,101676,DebtCon,Other,15,0,1,138.5694126,0,30,37.38458848
+1,27700,61396,111627,,Self,20,0,0,87.00250011,0,4,84.61388869
+1,27700,83300,,HomeImp,Mgr,20,1,4,247.9333333,1,19,
+0,27700,35132,71456,DebtCon,Mgr,13,0,0,84.8749672,5,16,35.65073032
+0,27800,127770,169440,DebtCon,Mgr,2,0,0,235.728547,1,24,34.84415543
+0,27900,66027,102745,DebtCon,ProfExe,9,0,0,298.1032514,1,32,38.25030605
+0,27900,113843,156282,DebtCon,ProfExe,7,0,0,109.9596262,2,27,33.94246485
+0,28000,49764,74526,DebtCon,Other,24,,1,294.594783,1,30,37.61130938
+0,28000,96015,127551,DebtCon,ProfExe,0,1,0,196.5234881,3,37,34.87164312
+1,28100,61000,99000,DebtCon,Mgr,7,0,1,129.1666667,1,31,
+0,28200,58232,97555,DebtCon,Other,17,0,1,130.4507649,0,29,38.0927303
+0,28200,185607,227617,DebtCon,ProfExe,0,0,0,311.0627554,0,33,42.435285
+1,28200,66242,109762,DebtCon,Other,8,0,1,130.9695654,0,21,60.29541349
+0,28300,68959,102048,DebtCon,ProfExe,12,0,0,278.7147042,1,32,39.93275013
+0,28400,72870,95647,DebtCon,Office,11,0,0,139.0452547,0,20,37.82067846
+0,28400,112996,175817,DebtCon,Sales,17,0,0,303.2820551,1,31,36.2890026
+0,28500,73188,111925,HomeImp,Other,5,,,123.6131744,11,21,44.52055475
+0,28500,100145,130522,DebtCon,Office,10,0,0,137.9428692,0,29,39.07258918
+0,28600,136546,185507,DebtCon,ProfExe,0,0,0,212.3140985,3,19,40.51680132
+0,28700,107281,155874,DebtCon,ProfExe,10,0,0,173.8358358,0,17,32.74036849
+0,28800,204455,245685,HomeImp,Other,8,0,0,123.3967471,1,42,42.34547139
+0,28800,30357,56776,DebtCon,Other,35,0,0,294.4200214,0,22,37.53746125
+0,28900,,117991,DebtCon,Mgr,7,0,0,159.5500246,0,27,32.16500253
+0,28900,29515,49525,DebtCon,Other,36,0,0,288.6562467,0,24,39.60580772
+1,29000,101824,,DebtCon,Mgr,4,2,4,186.7,0,14,
+0,29300,68024,115954,HomeImp,Other,6,,,109.9150205,11,21,44.36917076
+0,29500,50079,80222,DebtCon,Office,1,0,0,147.9901182,2,19,38.139022
+0,29800,134560,187551,DebtCon,ProfExe,1,0,0,225.0922987,1,19,39.21193749
+1,29900,22000,,DebtCon,Other,2,2,0,81.13333333,11,10,
+0,30000,187000,293000,DebtCon,Other,28,0,0,156.6333333,0,23,
+1,30000,17696,53100,DebtCon,Mgr,20,4,5,147.8666667,0,28,
+0,30100,24350,40356,DebtCon,Other,0,0,0,81.8402502,0,6,13.40999565
+1,30200,36000,73500,DebtCon,Office,14,0,1,202.9666667,0,33,
+0,30300,137927,182588,DebtCon,ProfExe,1,1,0,248.980672,1,18,40.36185207
+0,30400,45747,78829,DebtCon,Office,0,0,0,174.3637482,3,18,41.25679468
+0,30500,113822,148478,DebtCon,ProfExe,10,0,0,165.7882784,0,16,31.16320701
+0,30600,35332,71898,DebtCon,Other,10,,,115.2108955,,24,33.07135028
+0,30800,129062,176389,DebtCon,Mgr,13,0,0,184.3193761,2,28,40.89430209
+0,30800,125787,175196,DebtCon,Mgr,13,0,0,157.8776807,2,29,41.35097453
+0,31000,133471,188154,DebtCon,ProfExe,0,0,0,218.5382606,2,18,40.31508349
+0,31000,51370,103298,DebtCon,Office,0,0,0,175.6096146,2,25,38.09341464
+0,31200,124295,176185,DebtCon,Mgr,12,0,0,171.2144163,1,27,43.17681901
+0,31300,106960,144201,DebtCon,Other,15,0,0,230.4130352,0,40,42.66665957
+1,31500,22100,35000,DebtCon,Other,1.9,2,0,85.23333333,2,14,
+0,31600,15036,44220,DebtCon,Other,28,0,0,204.7009169,0,14,42.61822346
+0,31800,70680,114720,HomeImp,Other,5,,,115.8502492,11,20,43.06942356
+0,31900,34498,82962,DebtCon,Other,,,,285.2974893,0,16,41.15524125
+0,32000,42478,85942,DebtCon,Other,,,,278.3638835,0,16,40.25722171
+0,32100,127901,176592,DebtCon,Mgr,12,0,0,186.6022388,2,27,40.95937708
+0,32300,235343,45270,DebtCon,Mgr,3,0,1,210.9224034,3,49,41.26480552
+0,32300,133193,174905,DebtCon,Mgr,13,0,0,177.0516476,1,28,39.4756896
+0,32500,124548,169881,DebtCon,ProfExe,16,0,0,129.524283,1,17,28.85081359
+0,32700,14955,38584,DebtCon,Other,29,0,0,197.9863148,0,14,41.52909627
+0,32900,232792,293949,DebtCon,ProfExe,13,0,1,275.6958052,1,26,27.87825784
+0,33000,232113,46286,DebtCon,Mgr,3,0,1,214.3529578,2,50,42.51200002
+0,33100,236847,46091,DebtCon,Mgr,1,0,2,205.6506602,3,49,41.83267428
+0,33200,57419,103648,DebtCon,Office,4,0,0,175.3867231,1,25,34.28625051
+0,33400,37262,76717,DebtCon,Other,9,,,131.044986,,24,32.02105145
+0,33500,49292,104421,DebtCon,Office,1,0,0,161.8332356,1,25,36.89609946
+0,33700,142468,195770,DebtCon,ProfExe,22,0,0,200.8607367,1,22,36.50527114
+0,33700,26395,48905,DebtCon,Mgr,6,0,0,48.71005322,0,7,36.42433271
+0,33900,231455,290039,DebtCon,ProfExe,4,0,0,222.8746479,0,30,16.6894908
+0,34100,138523,196555,DebtCon,ProfExe,21,0,0,185.0054347,1,22,38.8960395
+0,34400,97971,145124,DebtCon,Other,13,0,0,67.83204167,1,36,40.40270584
+0,34700,81688,131993,DebtCon,Mgr,27,0,0,327.4923598,0,19,41.21264082
+0,34900,236340,37598,DebtCon,Mgr,2,0,1,220.6025351,4,50,41.85741593
+1,35000,391000,505000,DebtCon,ProfExe,4.5,0,0,192.7666667,0,22,
+0,35300,83439,134691,DebtCon,Mgr,30,0,0,355.8060308,0,20,41.88307125
+0,35700,238104,43026,DebtCon,Mgr,3,0,1,206.6470786,3,49,41.27663712
+0,36000,145908,190303,DebtCon,ProfExe,20,0,0,179.7192455,0,21,38.60076499
+0,36200,36974,54452,DebtCon,Other,,0,0,,7,0,31.16435392
+0,36300,142395,195120,DebtCon,ProfExe,22,0,0,185.3593721,0,22,38.35509489
+0,36500,141200,195729,DebtCon,ProfExe,23,0,0,182.7288948,0,22,37.40550958
+0,36600,32590,58157,DebtCon,Other,,0,0,,6,0,33.01693102
+0,37000,34085,70596,DebtCon,ProfExe,3,0,0,195.3633838,2,18,25.59242395
+1,37300,68789,86172,HomeImp,Self,2,0,6,235.6379056,2,25,114.0505277
+0,37700,141260,205493,HomeImp,ProfExe,5,0,0,148.1372394,0,31,34.3029739
+0,37900,150044,202894,HomeImp,ProfExe,5,0,0,156.0339279,0,30,36.31140767
+1,38000,94083,132791,DebtCon,Self,10,0,1,212.992728,0,64,62.80173209
+0,38200,147457,210065,HomeImp,ProfExe,3,0,0,148.7331849,0,31,35.89492543
+1,38700,,60000,DebtCon,Other,0,0,0,235.3666667,1,15,
+0,38900,31836,54976,DebtCon,Other,,0,0,,6,0,33.45924564
+0,39100,68135,108723,DebtCon,Mgr,15,0,1,193.6861891,0,22,38.57899271
+1,39500,,50000,DebtCon,Other,7,0,0,51.76666667,0,14,
+0,39700,146341,208296,HomeImp,ProfExe,5,0,0,139.4367339,0,31,35.4591605
+0,40000,362000,465000,HomeImp,ProfExe,3,0,0,313.4666667,4,15,
+1,40000,,850000,HomeImp,Other,17,0,0,186.6666667,1,24,
+0,40300,33299,73380,DebtCon,ProfExe,4,0,0,184.5375891,1,18,24.37448111
+0,40600,362909,466731,HomeImp,ProfExe,4,0,0,305.8124192,4,14,42.93033947
+0,40800,127034,198587,DebtCon,Mgr,,1,0,186.5429439,0,25,35.40002128
+0,40900,64674,111877,DebtCon,Mgr,15,0,0,201.7363729,0,21,40.45600987
+0,41200,141705,207314,HomeImp,ProfExe,6,0,0,144.6224183,0,31,36.77626356
+0,41600,,53078,DebtCon,Other,,6,,108.8701167,,20,26.98944023
+1,41700,,854114,HomeImp,Other,18,0,0,189.0993782,1,23,43.25877898
+1,42000,140000,,DebtCon,ProfExe,25,2,1,311.4333333,1,15,
+0,42200,21393,68111,DebtCon,Other,19,0,0,208.5229244,0,30,39.75171656
+0,42500,104027,158425,DebtCon,Other,14,,0,224.6013756,3,31,42.68375126
+1,42800,9133,44083,HomeImp,ProfExe,5,0,0,333.9133736,5,15,13.41782225
+0,43000,18388,64896,DebtCon,Other,20,0,0,207.0664633,0,31,40.77787713
+0,43200,15635,60925,DebtCon,Other,19,0,0,212.1152801,0,30,40.46067582
+0,43300,119351,179347,DebtCon,Self,13,0,0,178.9515394,0,4,37.98046402
+0,43800,5884,64890,HomeImp,Office,,0,0,309.8275477,0,19,16.16045086
+1,44000,55604,101916,DebtCon,Other,3,0,1,194.2349529,2,37,43.33855659
+1,45000,47321,115000,DebtCon,Other,,0,1,130.3,0,22,
+1,45700,,50800,DebtCon,ProfExe,13,3,2,97.4,4,46,
+0,46700,,81114,HomeImp,Office,10,0,0,295.7343915,0,12,33.415153
+0,47000,42437,109553,HomeImp,Self,10,0,0,206.7140756,2,35,40.14252106
+0,47600,,86652,HomeImp,Office,7,0,0,304.0581023,0,13,31.57129492
+0,48400,33300,60000,DebtCon,Office,5,1,,193.3666667,1,16,
+1,49500,247500,,,Other,0,0,4,160.3333333,2,25,
+1,50000,235000,295000,HomeImp,Mgr,6,0,1,110.5666667,8,23,
+0,50000,174900,250000,DebtCon,ProfExe,5.5,0,0,235.4333333,2,33,
+1,50000,160000,235000,DebtCon,ProfExe,0.3,0,0,184.7,0,41,
+0,50200,,85567,HomeImp,Other,,0,0,351.1856524,0,6,24.08456584
+1,50400,168561,244322,DebtCon,Office,16,0,1,184.5232854,3,47,47.41737605
+0,50700,,83365,HomeImp,Self,9,0,0,190.229251,0,21,25.65597685
+0,50900,42541,68483,DebtCon,Office,5,1,,181.3903357,1,15,30.9097129
+0,51300,,85255,HomeImp,Self,10,0,0,166.7279349,0,22,26.57262502
+0,51700,183615,257077,DebtCon,ProfExe,4,0,0,213.7558502,2,32,38.95331304
+0,52200,41301,67400,DebtCon,Office,5,1,,181.5023543,1,15,30.62618827
+0,52800,53532,68305,DebtCon,Office,11,0,0,91.13322531,1,25,40.66968682
+0,53500,179116,257688,DebtCon,ProfExe,5,0,0,232.5959521,1,33,39.78989915
+0,53700,24158,82627,HomeImp,Other,2,2,0,250.6665426,6,14,43.26837545
+0,57000,38000,68000,DebtCon,Other,3.5,0,0,97.4,0,21,
+0,59500,47485,69981,DebtCon,Other,4,0,0,100.1393112,0,20,29.47367331
+0,60500,40669,70207,DebtCon,Other,3,0,0,96.26606796,0,21,29.36696636
+0,63900,62200,140030,HomeImp,Office,10,0,1,126.8,0,12,
+0,65200,71061,141666,HomeImp,Office,10,0,1,134.6809067,0,11,43.56886383
+0,66500,64423,143341,HomeImp,Office,9,0,0,113.9844467,0,11,39.82143976
+0,69600,198702,293252,DebtCon,Self,10,0,0,208.2990068,2,24,27.76164414
+0,71200,196601,289430,DebtCon,Self,12,0,0,226.9143073,2,25,29.22035107
+0,78400,13900,102910,HomeImp,,27,0,1,138,0,14,
+0,80300,20370,109127,HomeImp,,27,0,1,142.1743004,0,13,33.46876324
+0,82200,23197,110481,HomeImp,,26,0,1,127.7675876,0,14,30.94269511
+0,88800,53307,94058,DebtCon,Other,16,0,0,218.3049777,0,15,34.24246473
+0,89900,48811,88934,DebtCon,Other,15,0,0,219.6010022,0,16,34.57151913
+1,1700,30548,40320,HomeImp,Other,9,0,0,101.4660019,1,8,37.11361356
+1,2000,20627,29800,HomeImp,Office,11,0,1,122.5333333,1,9,
+1,2200,23030,,,,19,,,,,,3.7113123
+1,2400,18000,,HomeImp,Mgr,22,,2,121.7333333,0,10,
+0,2500,7229,44516,HomeImp,Self,,0,0,208,0,12,
+0,2900,104373,120702,HomeImp,Office,2,0,0,101.5402975,0,13,29.91585903
+1,3000,,33000,HomeImp,Other,1,0,1,23.3,1,2,
+1,3000,34542,45900,HomeImp,Mgr,8.5,0,2,62.36666667,0,10,
+1,3200,48603,61000,HomeImp,ProfExe,28,0,4,122.0333333,1,25,
+1,3300,130518,164317,DebtCon,Other,9,0,6,192.289149,0,33,35.73055919
+0,3600,83700,111800,HomeImp,ProfExe,6,0,0,192.7333333,1,28,
+1,3800,19135,97692,HomeImp,Mgr,1.6,1,6,252.6333333,1,25,
+0,3900,52825,63000,DebtCon,ProfExe,8,0,4,171.6666667,1,31,
+1,4000,26572,31960,HomeImp,Office,11,0,0,117.7951039,0,8,41.28649195
+1,4000,45000,58350,HomeImp,Mgr,3.5,0,0,162,3,16,
+1,4000,74000,93000,HomeImp,ProfExe,2.6,1,3,186.6333333,,9,
+0,4100,57992,63797,DebtCon,ProfExe,7,0,4,165.505037,1,31,22.27817437
+0,4200,50216,58541,HomeImp,Office,19,0,0,209.8713022,0,19,20.20803267
+1,4400,53091,64074,DebtCon,Office,14,1,3,89.86105825,0,17,39.15808483
+1,4500,57000,,HomeImp,Other,5,,,222.6,1,13,
+0,4700,67913,97205,,Mgr,2,0,0,142.8243915,0,24,35.22699719
+0,4800,67317,97191,,Mgr,3,0,0,137.3197248,0,23,34.27529378
+0,4900,67794,84630,HomeImp,Other,4,0,0,112.5734189,0,15,41.67399636
+0,4900,,69706,,,,,,,,,33.70558774
+1,5000,22320,34900,HomeImp,Other,10,0,0,65.7,1,5,
+1,5000,,132000,HomeImp,Other,17.5,0,2,121.9,0,14,
+1,5000,,52000,HomeImp,Other,,0,1,285.3333333,0,6,
+0,5000,72517,86250,DebtCon,Mgr,19,0,1,300.3666667,1,24,
+0,5000,74225,89640,DebtCon,ProfExe,0.3,,,,,,
+1,5000,78893,82600,HomeImp,Mgr,16,0,0,133.9,1,34,
+1,5000,81748,,DebtCon,ProfExe,14,1,2,144.0666667,2,17,
+1,5000,46696,85202,HomeImp,Other,2,1,2,148.3406455,0,14,46.489874
+1,5100,30755,46735,HomeImp,Other,10,0,0,69,0,17,
+1,5100,15500,34000,DebtCon,Other,0,1,2,86.23333333,2,13,
+0,5200,,36425,DebtCon,Other,2,0,0,266.8134646,1,14,23.79740106
+0,5200,16324,45187,HomeImp,Self,,0,0,221.1180817,0,11,42.71209384
+0,5300,44993,50673,HomeImp,Office,7,,,184.7427672,,18,27.90612273
+0,5300,47449,63895,HomeImp,Office,19,0,0,208.162714,0,20,19.7621137
+1,5400,59720,63450,HomeImp,ProfExe,5,0,1,199.9,1,20,
+0,5400,48152,55760,DebtCon,,6,,0,78.45212577,,16,35.763638
+1,5500,,43132,HomeImp,Other,,,,,,,
+0,5500,78059,78179,DebtCon,,5,,,,,,20.67931358
+0,5500,71644,72696,HomeImp,Sales,4,2,0,150.8658451,0,22,40.44256779
+1,5600,5000,66700,HomeImp,Other,31,1,1,204.0666667,0,11,
+0,5700,49514,58249,HomeImp,Office,21,0,0,212.5391151,0,21,21.25802688
+1,5700,70000,84579,DebtCon,Sales,0.1,0,0,95.9,1,17,
+0,5700,,39052,HomeImp,Other,3,0,0,272.2206283,0,25,39.89610462
+0,5800,,41119,HomeImp,Other,2,0,0,261.4052186,0,26,42.19194156
+0,5800,,73804,HomeImp,Office,1,0,0,71.76655716,0,4,41.28742339
+0,5900,82912,91175,DebtCon,ProfExe,2,,,,,,27.59527352
+0,6000,95232,115977,HomeImp,Office,22,0,0,149.0229081,1,12,37.95433691
+1,6000,42000,58305,DebtCon,Other,19,0,0,90,2,13,
+0,6000,43000,57460,HomeImp,Other,1.6,1,,101.5,,13,
+0,6000,14000,61493,HomeImp,Office,23,0,0,321.6333333,1,13,
+0,6000,,53190,HomeImp,,0,0,0,,0,0,15.174415
+0,6100,47604,54966,HomeImp,Other,5,0,0,70.69532973,0,18,24.76674453
+0,6100,,46830,HomeImp,,0,0,1,,0,0,13.30601308
+0,6200,46601,59486,HomeImp,Other,5,0,0,84.63211066,0,18,25.35001036
+1,6200,42100,57385,DebtCon,Other,8.5,0,1,164.8,1,28,
+0,6200,133882,155222,HomeImp,ProfExe,9,0,0,212.5376432,0,19,20.61678366
+0,6300,44226,57779,DebtCon,,7,,0,63.62641325,,16,33.11182911
+0,6300,92659,117352,HomeImp,ProfExe,6,0,0,199.0119272,0,27,26.52004952
+0,6300,26655,29792,DebtCon,Other,1,1,0,12.75926745,10,6,28.36185178
+0,6400,81116,86148,HomeImp,ProfExe,8,0,0,262.1754261,0,11,42.06826818
+0,6400,39687,51666,HomeImp,Office,9,,,177.591354,,19,26.1209597
+0,6500,47949,53102,HomeImp,Office,9,,,180.8412499,,19,27.83900666
+0,6500,78741,90599,DebtCon,ProfExe,0,,,,,,29.19886067
+0,6500,75113,115900,HomeImp,Office,29,0,0,332.7333333,2,38,
+0,6500,,70886,,,,,,,,,23.47088075
+0,6600,68733,81973,HomeImp,Other,5,0,0,96.9776672,0,14,42.21104678
+0,6700,55113,56486,HomeImp,Other,4,0,0,84.41703046,0,17,23.64285383
+1,6700,,81239,HomeImp,Other,19,,,,,,40.8949317
+1,6700,,20631,HomeImp,Mgr,4,0,0,174.7218341,1,8,62.24645112
+0,6800,78292,86959,DebtCon,,3,,,,,,18.92721164
+0,6800,56155,57912,HomeImp,Office,21,0,0,206.3063213,0,20,21.79851308
+0,6900,75880,113612,DebtCon,Office,1,0,0,230.8055881,1,38,17.96588344
+1,6900,37055,83000,HomeImp,Sales,1,0,0,122.2666667,2,43,
+0,6900,51384,84689,DebtCon,,4,0,0,224.2470369,3,29,30.52615072
+0,7000,78284,98214,HomeImp,Other,0,0,1,171.8383862,0,31,36.24796303
+1,7000,142251,157250,HomeImp,Other,5,0,0,87.83333333,4,21,
+0,7000,120000,175450,DebtCon,Other,8,0,0,219.1666667,1,20,
+0,7000,55000,63000,HomeImp,Other,5,0,0,84.73333333,3,20,
+1,7000,25000,49840,DebtCon,Office,0.6,0,0,139,0,13,
+0,7000,129959,161301,HomeImp,ProfExe,11,0,0,209.9862995,0,18,21.91795226
+0,7100,98490,114457,HomeImp,Office,23,0,0,116.1000871,0,11,35.60189425
+0,7100,57863,70969,DebtCon,Other,0,0,0,65.87204481,7,21,26.82949019
+0,7200,98691,115750,HomeImp,Office,22,0,0,118.0001423,0,11,37.72035861
+1,7200,15637,39660,HomeImp,Self,6,0,1,354.2397634,3,42,33.62413345
+1,7300,58671,87975,HomeImp,Mgr,3,0,0,74.06666667,1,16,
+0,7300,60973,79443,HomeImp,Other,14,0,0,239.6202977,1,36,36.72713636
+1,7400,2063,100448,HomeImp,Other,,0,0,96.13333333,0,14,
+0,7400,73985,114849,DebtCon,Office,0,0,0,238.5863034,1,38,18.42136986
+0,7400,72739,91425,DebtCon,ProfExe,3.5,0,0,128.8333333,0,26,
+0,7500,63573,80601,HomeImp,Other,4,0,0,111.4351899,0,14,41.77344662
+0,7500,88056,104794,DebtCon,ProfExe,25,0,0,56.75011314,2,14,30.53890697
+1,7500,63500,86125,HomeImp,Other,5,0,0,136.1,0,8,
+1,7500,126000,151380,HomeImp,ProfExe,18,0,2,75.66666667,1,13,
+1,7500,42077,91676,HomeImp,Office,5.5,1,4,344.9,1,30,
+0,7500,57213,92458,HomeImp,Office,28,0,0,243.1571192,1,16,23.99235335
+0,7600,,28593,HomeImp,Office,20,0,0,180.1689373,0,16,35.58340317
+0,7700,53377,86018,HomeImp,Other,16,0,0,187.1940112,0,28,24.21765848
+1,7700,14589,33100,DebtCon,Other,3,0,7,122.0666667,0,22,
+0,7800,58399,65945,DebtCon,Other,1,0,1,106.6313416,2,18,37.02476444
+0,7800,48200,59000,DebtCon,Other,23,0,0,274.9666667,3,29,
+0,7800,53243,95065,HomeImp,ProfExe,7,0,0,220.8024443,2,24,31.82762682
+0,7900,,31602,HomeImp,Office,20,0,0,192.1211081,0,15,35.58605153
+1,7900,55383,70020,DebtCon,Other,12,2,0,80.7789415,10,8,44.85897732
+0,8000,49232,61221,DebtCon,Other,23,0,0,258.1945777,3,29,41.24661263
+0,8000,75690,96517,DebtCon,ProfExe,1,,,,,,27.33615739
+1,8000,33000,38500,HomeImp,Other,2,0,0,,0,0,
+0,8000,,34226,HomeImp,Other,,,1,75.36666667,1,10,
+0,8000,76600,96000,DebtCon,Mgr,2,0,0,73.03333333,2,24,
+1,8000,21944,31352,DebtCon,Other,0,1,1,33.43333333,9,3,
+0,8000,84282,121045,HomeImp,Office,28,0,0,330.1748556,1,37,35.36268639
+0,8000,,68572,HomeImp,Office,1,0,0,53.93513771,0,4,37.7039115
+0,8100,78977,91995,DebtCon,Mgr,19,0,0,296.7470948,1,23,38.82094029
+1,8100,19772,39431,DebtCon,Other,0,0,1,82.33528778,1,12,20.34246772
+0,8100,28187,32584,DebtCon,Other,0,1,0,27.04883471,10,7,29.28795683
+0,8200,62603,86782,DebtCon,ProfExe,15,0,0,219.5658125,0,18,24.63662135
+0,8200,172497,249071,DebtCon,Sales,,0,0,114.9819744,0,21,41.09802515
+0,8200,,38648,HomeImp,Other,,,,302.5301822,,10,30.44537563
+1,8200,87979,94854,HomeImp,ProfExe,10,0,0,108.4790238,3,19,41.2706826
+0,8200,,33540,HomeImp,Office,21,0,0,178.6879275,0,15,36.60169886
+0,8300,14601,66143,HomeImp,Office,24,0,0,320.2348822,1,12,40.01507057
+0,8300,178745,251935,DebtCon,Sales,,0,0,130.7309108,0,22,42.35805988
+0,8300,35343,51986,DebtCon,Other,10,0,0,242.818967,1,31,37.96660602
+0,8400,53841,64284,DebtCon,Other,15,0,3,206.3545644,0,36,26.05485371
+0,8400,43589,49950,DebtCon,Office,9,0,0,202.7045404,0,23,33.59231894
+1,8400,31800,72000,DebtCon,Self,,0,2,187.2666667,1,21,
+0,8400,35240,54314,DebtCon,Office,8,0,0,210.5800148,1,22,32.57186729
+0,8400,85136,125912,HomeImp,Other,9,,,,,,40.71517804
+0,8500,73752,87931,DebtCon,Mgr,21,1,1,291.6203784,0,24,39.00314063
+1,8500,48961,73550,HomeImp,Other,11,6,1,145.1,4,11,
+0,8500,50569,60940,DebtCon,Mgr,6,0,0,189.9468977,0,22,29.20247674
+1,8500,29383,45900,DebtCon,ProfExe,8,0,0,122.1333333,0,22,
+0,8600,38646,54073,DebtCon,Other,14,0,0,89.55585277,0,11,32.53025665
+1,8600,,25000,HomeImp,Other,0,6,0,64.86666667,2,27,
+0,8600,22960,80874,HomeImp,ProfExe,20,0,0,238.7026834,0,11,25.8873199
+1,8600,44992,66403,DebtCon,Other,8,0,0,172.551555,1,27,43.87561082
+0,8700,57254,86883,HomeImp,Other,16,0,0,172.1665627,0,28,25.04343675
+1,8700,62600,77600,DebtCon,Other,0.5,1,0,351.0333333,3,13,
+1,8700,57141,70244,HomeImp,Other,8,0,0,106.8554282,0,19,31.89131426
+0,8700,76008,95976,DebtCon,ProfExe,0,,,,,,30.02224516
+0,8700,68186,82518,HomeImp,Other,1,0,0,105.1022551,0,7,36.44893885
+1,8800,2800,18361,HomeImp,Other,2,3,1,107.7666667,4,3,
+1,8800,33395,51057,DebtCon,Office,2,0,0,80.82247969,1,20,16.88303101
+0,8800,,74928,,,,,,,,,23.98891307
+0,8900,75441,116950,HomeImp,Office,26,0,0,322.7311957,2,37,33.78852367
+1,8900,60782,100000,HomeImp,ProfExe,14,0,8,129.8666667,0,36,
+1,8900,72581,90585,DebtCon,Office,18,1,1,207.9666667,0,30,
+1,9000,90969,108606,HomeImp,Mgr,5,5,2,113.2575091,5,28,27.34759661
+0,9000,8221,38290,DebtCon,Other,4,0,0,266.3837994,0,12,23.70306719
+0,9000,76964,90500,DebtCon,Other,3,0,0,101.4,2,32,
+0,9000,82700,121000,DebtCon,Office,9,0,0,131.9,1,22,
+0,9000,131108,199295,DebtCon,ProfExe,1,0,0,61.0009855,1,22,35.93061089
+0,9100,80719,86782,HomeImp,Other,23,0,0,333.0115898,1,47,30.39545792
+1,9100,78369,92000,DebtCon,Sales,0.2,0,0,180.8333333,3,35,
+0,9100,53764,56429,HomeImp,Other,9,0,0,92.07897878,3,33,40.58208394
+0,9200,55643,75267,HomeImp,Other,2,0,1,224.882232,2,15,35.62935439
+0,9200,52531,66491,DebtCon,Mgr,11,0,0,122.2285343,1,19,32.65762889
+0,9300,30204,57036,,Other,30,0,0,235.492813,0,19,23.13784056
+0,9300,46466,57182,DebtCon,Other,2,0,0,100.0518662,0,20,38.44431799
+1,9300,78000,97700,DebtCon,Mgr,12,0,2,88.5,4,29,
+0,9300,54088,66961,DebtCon,Other,22,0,0,278.1604735,3,28,40.82354171
+0,9400,52371,55764,DebtCon,Office,1,0,0,177.7028004,0,20,37.35868805
+0,9400,56508,78358,DebtCon,,17,0,0,141.9311562,0,11,32.32749505
+0,9400,61185,65302,DebtCon,Other,1,0,2,117.1710044,2,18,35.61194388
+0,9400,86539,95010,DebtCon,Other,0,4,0,,0,3,29.81532359
+0,9400,53244,62245,DebtCon,Other,23,0,0,276.787744,3,28,37.82185151
+0,9500,115186,131800,DebtCon,Self,7,0,0,177.0500361,0,19,33.43055804
+0,9500,70000,85000,DebtCon,ProfExe,9,0,1,175.5666667,1,12,
+0,9500,58185,64576,DebtCon,Mgr,6,,4,127.8552645,1,11,38.29830913
+0,9600,64758,63646,HomeImp,Other,5,0,0,120.6445586,0,34,35.98492935
+0,9600,73000,99600,HomeImp,ProfExe,4.5,0,1,93.33333333,1,34,
+0,9600,50655,59502,DebtCon,Other,0,0,0,93.4328441,0,20,37.98235351
+0,9700,45907,57507,DebtCon,Other,6,0,0,81.22944864,0,11,29.03757422
+1,9700,55986,73000,DebtCon,Other,2.5,0,1,207.1666667,2,29,
+0,9700,39141,48905,DebtCon,Other,13,0,0,89.83593974,0,11,32.4314097
+0,9700,,54385,HomeImp,Other,10,0,0,314.7328327,1,13,34.17040354
+0,9800,79405,111563,DebtCon,Office,0,0,0,240.9429936,1,38,19.33281003
+0,9800,62826,65912,HomeImp,Other,6,0,0,132.7524896,0,34,37.58819954
+0,9800,80267,209931,HomeImp,Self,14,0,0,0.50711453,,8,19.9696287
+0,9800,56188,90143,HomeImp,Other,17,0,0,171.4136584,0,29,25.62165041
+0,9900,60488,75507,HomeImp,Other,3,0,0,239.43364,1,17,38.47307527
+0,9900,28432,36605,HomeImp,Office,0,0,0,111.5316253,1,29,37.58819565
+1,9900,71371,84865,DebtCon,Mgr,0,2,0,94.80523575,0,12,38.2113051
+0,9900,47865,88105,HomeImp,Other,18,0,0,203.0239914,0,17,34.55330539
+0,9900,55342,72357,DebtCon,Mgr,7,,3,111.9988549,1,11,39.87034036
+0,10000,75976,91000,DebtCon,Other,10.5,0,0,171.4666667,5,22,
+1,10000,22000,41250,HomeImp,Mgr,5,0,0,97.96666667,0,21,
+1,10000,186000,225750,HomeImp,ProfExe,2,0,0,75.86666667,,5,
+0,10000,7718,77750,DebtCon,Other,8,0,0,261.8,0,14,
+0,10000,71000,97875,HomeImp,ProfExe,8,0,0,165.7148936,0,34,
+0,10000,,23400,HomeImp,,28,0,0,206.9666667,1,5,
+0,10000,78000,97400,HomeImp,ProfExe,1,0,0,72.03333333,1,20,
+1,10000,5200,53095,HomeImp,Other,5,3,3,234.3333333,3,17,
+1,10000,59929,,DebtCon,Other,5,,,,,,
+1,10000,84000,132965,DebtCon,Sales,30,0,0,325.6333333,1,24,
+1,10000,50070,60670,HomeImp,Other,5,2,0,15.23333333,0,1,
+1,10000,91000,110000,DebtCon,Other,16,1,3,123.7666667,2,22,
+0,10000,133879,157446,HomeImp,ProfExe,6,0,1,421.3628722,1,42,30.6069987
+0,10100,114590,215784,HomeImp,ProfExe,2,0,0,123.1691828,0,14,27.84508378
+0,10100,68240,84067,DebtCon,Sales,8,0,0,131.4041801,0,35,28.44381048
+0,10100,68820,78830,DebtCon,Other,2,,,170.7224523,,34,29.20675283
+0,10100,126358,180305,DebtCon,Other,8,0,0,199.3505297,1,20,32.03362879
+0,10100,,69451,,,,,,,,,22.51968544
+0,10200,82630,99250,DebtCon,Other,1,0,0,107.5285598,1,32,40.28097487
+0,10200,77571,102732,HomeImp,ProfExe,6,0,0,100.6296635,0,34,37.36151357
+1,10200,48670,90444,HomeImp,Other,,1,1,89.35547488,,7,39.15104729
+1,10200,29581,39992,DebtCon,Self,3,0,0,149.8746257,2,26,43.19724206
+0,10200,79257,105912,HomeImp,ProfExe,3,0,0,95.35537249,0,33,39.3913652
+0,10300,79243,89840,DebtCon,Office,16,0,0,87.82534618,0,9,24.47937322
+0,10300,65382,73817,DebtCon,Other,1,0,0,190.648145,1,17,34.19289159
+0,10300,82889,97189,DebtCon,Mgr,2,0,0,82.50744621,2,24,39.53698719
+0,10300,44941,60694,DebtCon,Other,2,0,0,85.68120512,0,20,39.53639781
+0,10400,21235,40116,DebtCon,Other,3,,,,,,36.90541431
+0,10400,39821,54040,HomeImp,Mgr,21,1,0,231.6054114,1,18,36.43973673
+0,10500,60145,63268,HomeImp,Other,4,0,0,122.4960779,0,34,36.73687075
+0,10500,26000,39000,DebtCon,Other,9,,1,152.2333333,7,29,
+0,10500,57372,67960,DebtCon,ProfExe,1.5,0,0,158.2666667,2,35,
+1,10500,89000,268000,HomeImp,ProfExe,,4,,120.8,2,15,
+0,10500,34044,55784,DebtCon,Other,10,0,0,245.1308598,1,32,36.35032943
+0,10600,31216,44716,DebtCon,Other,8,,1,149.1946475,6,29,37.88226039
+0,10600,28264,86546,HomeImp,ProfExe,20,0,0,244.140509,0,11,24.20235008
+1,10600,53200,71000,DebtCon,ProfExe,2,0,0,224.2333333,5,39,
+0,10600,66590,77465,HomeImp,Other,1,1,0,110.7716232,0,6,39.73578526
+0,10600,83217,101359,DebtCon,Mgr,1,0,0,54.74662201,2,24,40.76038718
+0,10600,58701,67967,DebtCon,Mgr,10,0,0,116.5322893,1,19,31.54021826
+0,10700,124330,176350,DebtCon,Other,8,0,0,222.6343393,1,19,33.96477734
+1,10700,122000,148000,DebtCon,ProfExe,0.7,0,0,165.3333333,7,29,
+0,10700,147477,181050,HomeImp,Office,6,0,0,190.0210849,1,55,34.69816239
+0,10800,199000,226000,HomeImp,ProfExe,11,0,0,236.3666667,0,22,
+0,10800,70214,83882,DebtCon,Office,4,1,2,172.7993009,3,30,38.58882359
+0,10800,64181,70996,DebtCon,Other,4,0,0,171.7595791,2,17,33.22779359
+0,10800,67740,108135,DebtCon,Office,11,0,0,163.2738318,1,12,38.38349838
+1,10800,24182,39750,DebtCon,ProfExe,2,0,0,176.8333333,0,36,
+0,10800,89139,122571,HomeImp,Other,8,,,,,,40.78052715
+0,10900,49406,83074,HomeImp,Other,1,0,1,191.8151231,0,13,30.12455569
+0,10900,25061,35792,DebtCon,Other,3,,,,,,37.10471224
+0,11000,14046,34777,DebtCon,Other,5,0,0,256.634152,0,11,22.44794332
+0,11000,77929,102942,HomeImp,ProfExe,8,0,0,173.8298837,0,34,33.89777255
+0,11000,50716,61492,DebtCon,Other,3,0,1,90.23032976,0,20,38.25586202
+0,11000,15129,29375,DebtCon,Office,6,0,1,102.4333333,0,17,
+1,11000,66400,81500,DebtCon,Other,9.5,0,0,215.0666667,0,65,
+1,11000,85474,118125,HomeImp,Office,2.5,2,0,132.9333333,1,9,
+0,11000,43614,60831,DebtCon,Other,3,0,2,84.44474615,0,20,36.67364815
+0,11000,106762,123138,DebtCon,,2,0,0,131.0119157,0,25,32.80374334
+0,11100,59232,71157,DebtCon,Mgr,5,,,108.2171605,,24,40.09183182
+1,11100,,26400,HomeImp,Other,8,0,0,,2,0,
+1,11100,68784,85464,,ProfExe,2,0,0,117.9983043,0,14,36.04425176
+0,11100,75392,89976,DebtCon,ProfExe,9,0,0,163.7035554,1,12,39.27188478
+0,11100,35782,45550,HomeImp,Other,8,0,0,109.2843458,0,3,36.15980592
+0,11200,66868,107794,DebtCon,Office,10,0,0,152.9298285,1,12,39.64082898
+0,11200,17411,86102,DebtCon,Other,10,0,0,267.9701095,0,13,22.08919992
+0,11200,153103,181849,HomeImp,Office,6,0,0,186.249507,0,55,33.99556536
+0,11300,64437,79857,DebtCon,Office,5,0,0,88.78915597,2,14,27.89926789
+0,11300,77926,89216,DebtCon,Mgr,6,0,0,146.8101541,2,26,39.46696422
+1,11300,56602,71500,DebtCon,Office,11,2,1,52.8,12,20,
+1,11300,,,HomeImp,Other,,,,,,,
+0,11400,75705,90727,DebtCon,Mgr,5,0,0,143.1010326,2,27,42.16992673
+0,11400,56789,74016,HomeImp,Other,7,0,0,127.6254746,0,16,33.02714356
+0,11400,112930,144830,DebtCon,ProfExe,2,0,0,271.2380373,1,46,33.25107931
+0,11500,104790,122169,,Office,16,1,0,266.1210566,0,16,34.08217846
+0,11500,61264,75647,DebtCon,Office,11,0,0,262.8901879,3,36,39.5478827
+1,11500,62000,83000,DebtCon,,0,5,1,177.5666667,2,34,
+0,11500,59781,69864,DebtCon,Other,4,0,1,312.547396,0,9,31.18180135
+1,11600,57939,69774,DebtCon,Mgr,5,0,0,91.99164592,0,12,72.26409333
+1,11600,45917,60000,DebtCon,Other,10,0,1,304.3666667,3,27,
+0,11600,57436,72460,,Other,11,0,0,255.1260302,0,27,28.94553179
+0,11700,78789,91342,DebtCon,Mgr,5,0,0,128.3606743,2,27,41.9526818
+0,11700,59932,80313,HomeImp,Office,14,0,0,238.4864616,0,32,44.4749177
+1,11700,69100,85000,DebtCon,Mgr,3.8,3,0,80.1,0,22,
+0,11700,15163,74500,DebtCon,ProfExe,19,0,2,378.8258185,1,11,20.09078333
+0,11700,96532,107600,DebtCon,Other,12,0,0,214.8698168,2,15,40.28741144
+1,11800,67678,108092,HomeImp,ProfExe,13,0,7,126.6582316,0,36,37.16268969
+0,11800,67336,82218,DebtCon,Office,12,0,0,255.3135348,3,36,40.87842824
+0,11800,65012,91614,HomeImp,Office,26,0,0,171.8895469,2,13,42.48851705
+0,11900,44142,54299,HomeImp,Other,22,0,0,123.4711472,0,22,37.1549023
+0,11900,71000,87000,DebtCon,Mgr,20,0,0,238.4666667,11,24,
+1,11900,52814,72000,DebtCon,Other,12,0,0,123.6,0,20,
+0,11900,97506,110902,DebtCon,Other,17,0,1,196.568128,2,15,37.99899138
+0,11900,81318,105454,HomeImp,ProfExe,6,0,0,92.13682104,1,33,37.52575103
+0,12000,57371,69076,DebtCon,Mgr,10,1,0,83.25197204,1,19,29.63210826
+0,12000,15756,53079,HomeImp,Office,23,0,0,259.5550444,0,20,29.39747822
+0,12000,35721,52938,HomeImp,Other,23,0,1,125.928071,0,22,38.62702499
+0,12000,43000,64000,DebtCon,Other,1,0,0,262.9666667,0,21,
+0,12000,73000,94900,DebtCon,ProfExe,9,3,0,189.7,1,30,
+0,12000,42482,67800,DebtCon,ProfExe,19,0,0,199.9,0,16,
+0,12000,81000,99000,HomeImp,Other,20,0,0,136,4,24,
+1,12000,75373,102602,HomeImp,Other,6,2,0,99.36666667,0,21,
+1,12000,58730,80000,DebtCon,Office,10,,4,123.1,3,25,
+0,12000,76674,97936,DebtCon,Mgr,5,0,0,147.9142027,2,27,41.22576316
+0,12000,84191,100654,HomeImp,ProfExe,0,0,0,79.67788538,1,20,33.77330326
+0,12100,48622,83158,HomeImp,Other,4,0,2,191.5692916,0,12,29.20449956
+1,12100,29097,72647,DebtCon,Other,8,,,109.5148795,1,22,45.30476057
+1,12100,22000,38750,DebtCon,Other,0.8,0,0,167.4,1,17,
+0,12100,74594,90555,DebtCon,Mgr,4,0,0,123.7766246,2,27,41.63484731
+0,12100,71060,79744,DebtCon,Other,3,,,179.8663489,,35,29.89415099
+0,12200,61929,83102,HomeImp,Office,14,0,0,238.5249274,1,32,44.44967097
+1,12200,97000,109800,HomeImp,ProfExe,5,0,0,152.1333333,3,33,
+0,12200,82904,125057,DebtCon,Office,8,0,0,131.6590526,1,21,37.27313999
+0,12200,86775,111572,DebtCon,ProfExe,0,1,1,138.6100805,1,33,34.35180836
+0,12300,152107,179793,DebtCon,ProfExe,7,,1,212.7829956,3,25,43.13409505
+0,12300,,50530,HomeImp,Mgr,5,,,163.54096,,9,20.02628441
+0,12300,52622,64407,DebtCon,Other,0,0,0,191.0774254,1,13,26.20306729
+0,12300,35651,59795,HomeImp,Other,22,0,0,118.6530642,0,23,40.66298165
+1,12300,73099,84250,DebtCon,ProfExe,4,,,,,,40.22228314
+0,12400,80510,97548,HomeImp,ProfExe,1,0,0,74.40426333,1,19,36.45734993
+0,12400,49264,57923,DebtCon,Other,0,0,0,182.0010415,2,13,27.00877688
+1,12400,57105,74582,DebtCon,Other,12,0,0,134.0317679,0,20,36.92573641
+0,12400,83018,96637,DebtCon,Other,2,0,0,95.90213133,2,32,41.24477919
+0,12500,83276,129116,DebtCon,Office,7,0,0,138.687955,0,22,39.58996183
+0,12500,,52026,HomeImp,Mgr,6,,,173.7172393,,8,21.6211951
+1,12500,53060,67500,DebtCon,Office,16,0,5,183.6333333,0,15,
+0,12500,66163,83727,DebtCon,Office,4,1,2,176.9352475,3,30,36.77463995
+0,12500,,39200,HomeImp,Other,0,0,0,309.4,1,9,
+1,12600,68800,86000,DebtCon,Mgr,3,2,1,202.8666667,8,26,
+1,12600,86785,110400,DebtCon,Other,0.7,1,,89.06666667,2,27,
+1,12600,48983,65000,DebtCon,Other,5,1,0,58.7,7,23,
+0,12600,83552,107186,HomeImp,Other,21,0,0,128.6602454,4,24,28.72301763
+0,12700,149272,176467,HomeImp,Office,7,0,0,191.9044636,1,55,33.90232001
+0,12700,103034,124116,DebtCon,,2,0,0,137.4386924,0,25,31.60310093
+0,12700,61840,73541,DebtCon,ProfExe,1,0,0,157.8924467,2,35,41.65169171
+0,12700,9038,65969,HomeImp,Other,7,1,1,346.5801028,0,22,13.34721268
+0,12700,37346,53511,HomeImp,Other,23,0,0,136.9569407,0,22,39.43166373
+0,12800,56516,78392,HomeImp,Other,0,0,1,195.7233219,0,13,27.33744139
+0,12800,206527,227737,HomeImp,ProfExe,11,0,0,225.2013256,0,22,31.12184071
+1,12800,111000,124500,DebtCon,Sales,7,1,0,203.9,2,40,
+1,12800,67060,83989,DebtCon,Office,9,,3,116.4667574,2,24,43.57230751
+0,12800,79151,110583,DebtCon,Other,4,0,0,79.3713845,1,13,33.58669163
+0,12900,34655,57787,,Other,31,0,0,244.9953846,0,18,21.4155043
+1,12900,29891,76571,HomeImp,Other,2,0,0,29.05867023,3,11,31.45850053
+0,12900,66126,84472,DebtCon,Other,2,,,187.1791987,,34,29.99503841
+0,12900,149297,177044,HomeImp,Office,4,0,0,205.8739212,0,56,34.97573417
+0,12900,89492,110007,HomeImp,ProfExe,10,0,2,169.1919843,0,28,32.82003727
+0,12900,61031,71550,HomeImp,Other,28,0,2,178.0872568,0,23,34.80242878
+0,13000,,28981,HomeImp,,28,0,0,203.902855,0,4,25.7409307
+0,13000,49268,72430,DebtCon,ProfExe,19,0,0,192.3644746,0,15,23.61710487
+0,13000,96172,112123,DebtCon,ProfExe,14,0,0,181.8918044,1,18,36.22557157
+0,13000,38200,64764,HomeImp,ProfExe,4,0,0,211.0666667,3,18,
+1,13000,7200,24869,HomeImp,Other,0.7,9,1,193.8,0,9,
+1,13000,47000,60000,HomeImp,Self,1,0,0,,3,12,
+0,13000,110094,145807,DebtCon,ProfExe,2,0,0,285.2759347,0,45,35.04547106
+0,13000,110097,210595,HomeImp,ProfExe,3,0,0,122.6386999,0,15,29.32751367
+0,13100,74832,98616,HomeImp,ProfExe,6,0,0,101.3622896,1,26,27.02148065
+1,13100,22422,34800,HomeImp,Office,2.6,2,0,93.3,1,3,
+0,13100,61853,73480,,Other,13,0,0,258.9371542,0,26,28.73085117
+0,13200,155478,183646,HomeImp,Office,5,0,0,196.2413709,1,55,35.60287536
+0,13200,15346,30809,DebtCon,Office,7,0,1,89.65253609,0,16,18.10528202
+0,13200,81654,114333,DebtCon,Other,5,0,0,97.96296166,1,13,33.74336765
+0,13300,96201,124892,HomeImp,Mgr,3,0,3,178.0344633,0,26,40.10275183
+1,13300,60014,75695,DebtCon,Sales,1,0,,182.0643734,1,20,40.20667111
+1,13300,45860,63500,HomeImp,ProfExe,7,0,0,127.7666667,4,9,
+0,13300,85532,115800,HomeImp,ProfExe,11,0,1,175.1914887,0,27,34.23139353
+0,13300,55505,76841,DebtCon,Other,0,0,0,222.9130724,0,10,32.96863267
+1,13400,131524,148356,DebtCon,Other,4,1,0,110.7417416,2,29,48.34023474
+0,13400,9698,65524,HomeImp,Other,9,1,0,345.5431065,1,21,15.76191917
+0,13400,30507,47990,DebtCon,Other,7,,0,149.935294,6,29,38.92926589
+0,13400,69612,87728,DebtCon,Other,3,,,165.0302675,,35,30.44483907
+0,13500,59941,69336,HomeImp,Other,29,1,2,182.6956696,1,24,35.51267298
+0,13500,40023,67357,DebtCon,Mgr,,,,,,,38.31942585
+1,13500,73000,97000,DebtCon,Other,12,1,0,145.2,0,23,
+1,13500,83673,109000,HomeImp,Mgr,2.3,0,1,238.4,3,57,
+0,13500,48832,144065,DebtCon,Other,1,0,0,268.5867999,4,43,42.69239671
+0,13600,64799,84425,DebtCon,Office,14,0,0,115.3238836,0,24,36.85085748
+0,13600,89937,110986,DebtCon,Sales,14,,2,146.7187425,1,17,33.74711583
+0,13600,55864,87500,DebtCon,ProfExe,9,0,0,193.7666667,0,20,
+0,13600,7627,59173,HomeImp,Other,7,2,0,362.5122503,1,22,14.26712754
+0,13600,112223,144451,DebtCon,ProfExe,0,0,0,259.733117,1,45,35.31021701
+1,13700,74147,92427,DebtCon,Other,7,0,3,181.3057998,0,33,39.27246634
+0,13700,27536,45819,HomeImp,Other,7,0,0,73.45576587,2,12,28.70919291
+0,13700,12577,41075,DebtCon,Mgr,7,0,0,133.5420141,0,10,22.96477273
+0,13700,53094,79069,HomeImp,Other,2,0,2,155.8152865,0,13,29.55636639
+0,13700,73600,92000,DebtCon,ProfExe,9,1,2,347.9666667,,42,
+0,13800,76537,108747,DebtCon,Other,5,0,0,73.07523809,1,14,34.2526057
+0,13800,18714,47905,HomeImp,Office,25,0,0,259.1030228,0,19,29.47966234
+0,13800,152441,184723,DebtCon,ProfExe,6,,0,217.2421291,3,25,40.82734463
+1,13900,77699,92587,DebtCon,Other,13,0,2,134.6335792,0,36,39.19614946
+1,13900,56710,59348,HomeImp,Other,14,2,1,176.5303274,0,39,24.39371452
+0,13900,62103,80000,DebtCon,Office,5.5,0,0,120.7,1,20,
+0,13900,71425,81012,DebtCon,Other,2,0,0,242.9405141,2,26,32.17503606
+0,13900,85358,101401,DebtCon,Other,0,0,0,145.7941061,0,22,40.11441144
+0,13900,,27779,DebtCon,Other,12,,,95.94866523,1,9,34.1663452
+0,14000,,,,,,,,,,,25.68971094
+1,14000,,42500,DebtCon,Other,,,,,,,
+0,14000,42000,60000,DebtCon,Mgr,27,1,0,281.0666667,1,17,
+1,14000,49207,70525,DebtCon,Office,3,3,3,205.9666667,2,51,
+0,14000,43173,65985,HomeImp,ProfExe,5,0,0,215.9858947,3,18,37.14869173
+0,14100,59402,91057,DebtCon,ProfExe,8,0,0,194.6346173,0,20,22.02326465
+0,14100,86996,108452,HomeImp,Other,19,0,0,134.9932518,4,24,29.77894608
+0,14200,34558,40754,HomeImp,Other,8,0,0,76.43121321,2,11,31.04118388
+0,14200,73533,88924,DebtCon,Mgr,21,0,0,232.353323,10,23,36.47070702
+0,14200,60570,74648,DebtCon,ProfExe,2,0,0,137.8411053,2,35,40.2897613
+0,14300,19111,49794,HomeImp,Office,23,0,0,262.3067403,0,19,30.93367839
+0,14300,81000,100000,DebtCon,Office,30,,1,333.8333333,2,50,
+0,14300,,41870,HomeImp,Other,0,0,0,314.4683435,0,8,27.60891892
+0,14300,70322,88626,DebtCon,Other,3,0,0,244.8398642,2,26,32.64754112
+0,14400,,69712,,,0,0,0,,0,0,2.553521964
+0,14400,89605,106290,HomeImp,Other,20,0,0,121.7476008,4,24,29.30354901
+0,14400,45138,52029,DebtCon,Other,,0,0,94.38539454,0,15,40.13605421
+0,14500,54927,63177,DebtCon,Other,3,0,0,178.9361677,0,14,27.06223348
+1,14500,69115,98900,DebtCon,Other,18,0,0,177.8666667,,11,
+0,14500,,35183,DebtCon,Other,12,,,94.36324735,1,8,32.60500098
+0,14600,58229,74027,DebtCon,Other,2,0,0,228.560354,0,9,34.12424228
+0,14600,206126,235912,HomeImp,ProfExe,10,0,0,236.5081164,0,21,30.18121716
+0,14600,82698,104963,DebtCon,Office,30,,1,344.2820203,1,50,33.9742812
+0,14600,63475,89430,HomeImp,Other,,0,0,286.3018149,0,19,28.63806277
+1,14700,51829,69136,DebtCon,Other,14,0,0,169.9853078,0,18,35.63539385
+1,14700,94672,,,Other,14,0,1,67.03803191,0,11,40.31743443
+0,14700,35164,68061,DebtCon,ProfExe,5,0,0,245.6705776,1,16,23.11228982
+0,14700,35832,66260,DebtCon,ProfExe,7,0,0,277.7940868,0,16,23.70535928
+0,14800,50570,69422,DebtCon,Other,3,0,0,191.1779415,0,13,36.64708052
+0,14800,38000,59000,DebtCon,,6,1,0,107.5333333,2,10,
+0,14800,63508,87310,DebtCon,Other,2,0,0,127.1652299,3,10,38.95372268
+0,14900,101179,117405,HomeImp,Office,2,0,0,133.9305097,1,22,35.54740722
+0,14900,85486,97795,HomeImp,Office,,0,0,173.010785,1,26,41.58352917
+0,14900,65843,86628,HomeImp,Other,,0,0,288.581891,0,20,28.27556284
+0,14900,49849,70075,DebtCon,Office,0,0,0,153.691869,0,25,30.9009156
+0,14900,72637,103297,DebtCon,Other,4,2,0,83.46608634,0,20,22.55303962
+0,15000,81483,134347,DebtCon,ProfExe,14,0,0,305.9150757,0,18,29.65356348
+1,15000,4734,55500,HomeImp,Other,24,2,0,14.6,1,1,
+1,15000,45000,68250,DebtCon,Other,7,0,1,55.96666667,0,4,
+1,15000,29000,105000,HomeImp,Other,7,0,4,97.66666667,1,8,
+1,15000,34200,38900,DebtCon,Other,9.2,0,0,170.7,4,21,
+1,15000,96931,137390,DebtCon,Other,0.2,0,0,114.8666667,1,16,
+0,15000,62000,94575,HomeImp,ProfExe,23,0,0,238.4,1,24,
+0,15000,135442,175900,DebtCon,Mgr,11,0,0,247.5666667,0,21,
+0,15000,122486,159000,DebtCon,Office,5,0,0,137,1,21,
+0,15000,59000,86420,DebtCon,Office,1.5,0,0,160.3,0,25,
+0,15000,116000,202800,DebtCon,Other,3.5,0,0,202.9666667,0,17,
+1,15000,109000,155000,DebtCon,Office,0,3,2,105.5,1,28,
+1,15000,18900,80400,DebtCon,ProfExe,7,0,1,142,0,12,
+1,15000,62100,40000,DebtCon,ProfExe,1,0,0,111.6,2,13,
+1,15000,47000,73900,DebtCon,Office,2,1,5,73.1,1,16,
+1,15000,77544,102000,DebtCon,Sales,4,0,0,11.7,2,35,
+0,15000,73187,111623,DebtCon,Other,4,0,0,98.13989369,2,14,36.23723367
+0,15000,44623,72225,DebtCon,Other,1,0,0,268.4203579,0,21,28.13158042
+0,15100,72645,106343,DebtCon,Other,5,0,0,80.77214991,2,13,34.47559678
+0,15100,,65961,,,0,0,0,,0,0,1.603507978
+0,15100,101378,143229,HomeImp,ProfExe,12,0,0,129.5373152,4,21,36.77621277
+0,15100,,32289,DebtCon,Other,13,,,81.95405483,1,9,33.53470838
+0,15200,59544,86360,HomeImp,ProfExe,5,0,0,120.1367083,0,12,27.61633383
+0,15200,49428,62696,DebtCon,Mgr,27,0,0,265.3953128,1,16,38.50079645
+0,15200,142766,177998,DebtCon,Mgr,12,0,0,260.3834391,0,21,27.53327222
+0,15200,40341,58834,DebtCon,Other,,0,0,100.0144552,0,15,41.10267691
+0,15200,71233,84439,DebtCon,Other,1,0,0,242.9833214,2,26,32.21005036
+0,15300,22057,44461,,Office,1,0,0,210.2754761,0,16,40.43225224
+0,15300,62094,96938,,ProfExe,9,0,0,,0,15,25.40714251
+0,15300,101000,112500,DebtCon,Other,1,0,0,129.8666667,2,21,
+0,15300,88251,103063,HomeImp,Other,18,0,0,127.5661883,3,23,28.17177747
+0,15300,84989,98781,HomeImp,Office,,0,0,184.5457457,0,25,43.0169776
+0,15400,103934,113696,DebtCon,Office,4,0,0,265.5863519,1,34,26.75040396
+0,15400,50402,65561,DebtCon,Mgr,25,0,0,282.6229052,0,16,38.09790247
+0,15400,58085,91192,DebtCon,ProfExe,10,0,0,191.344217,0,19,21.36431232
+0,15400,73793,86176,DebtCon,Other,2,1,0,229.3693761,3,26,30.95851999
+0,15400,50121,67755,DebtCon,Other,3,0,0,168.748032,0,14,37.56086276
+0,15500,36650,62963,DebtCon,ProfExe,6,0,0,260.8567886,0,16,24.29905935
+0,15500,98646,115669,DebtCon,Other,13,0,0,177.5489659,0,26,33.350529
+1,15500,38900,60500,DebtCon,Other,8,7,4,95.9,2,53,
+0,15500,20800,173566,HomeImp,Self,6,0,0,292.0341855,0,26,25.56288193
+0,15600,83758,106992,HomeImp,ProfExe,3,0,0,127.6658177,1,24,39.01451939
+0,15600,75701,106389,DebtCon,ProfExe,0,0,0,278.6803944,2,21,40.10825906
+1,15600,74156,101136,DebtCon,Mgr,11,0,3,107.3884676,0,24,27.69600093
+0,15600,51990,141518,DebtCon,Other,1,0,0,272.5030662,3,43,39.30182319
+0,15700,75764,97122,DebtCon,Other,5,2,0,70.72519735,0,21,24.43178961
+0,15700,85384,101302,DebtCon,Other,1,0,0,128.2862471,0,22,41.56998354
+1,15700,83761,125860,HomeImp,Other,1,0,0,,0,0,
+0,15700,81709,111127,HomeImp,ProfExe,4,0,0,123.6244484,0,25,37.5606476
+0,15700,83830,122719,,,,,,,,,35.16514615
+0,15800,,30395,DebtCon,Other,12,,,85.27403355,2,8,33.56526399
+0,15800,51163,157644,DebtCon,ProfExe,19,0,0,239.2247894,0,28,20.74752052
+0,15800,102552,138171,HomeImp,ProfExe,13,0,0,116.7631844,4,21,35.11315049
+0,15800,,96642,DebtCon,Office,26,0,0,335.1546882,0,16,12.70693798
+0,15900,95120,114674,DebtCon,Office,4,0,1,278.8920593,0,34,28.23229678
+0,15900,49516,105352,HomeImp,Other,0,0,2,54.43732562,0,9,40.27060762
+0,15900,101412,119751,DebtCon,Other,9,0,0,299.953098,2,18,30.1768704
+1,15900,89500,104200,DebtCon,ProfExe,15,0,3,183.6333333,0,37,
+0,15900,71841,96424,HomeImp,Office,10,,,111.4372511,0,11,36.95496961
+0,15900,16744,52234,DebtCon,ProfExe,3,0,0,288.4159495,0,16,17.45222743
+0,16000,20648,167020,HomeImp,Self,5,0,0,315.4665656,0,26,25.91297601
+0,16000,101000,130000,DebtCon,ProfExe,7.5,0,0,102.5,0,14,
+0,16000,65000,91000,DebtCon,Mgr,0.2,0,0,85.23333333,0,17,
+1,16000,70000,87400,DebtCon,Office,18,,3,145.8666667,3,18,
+0,16000,52546,63837,DebtCon,Other,7,0,1,122.1963249,2,49,30.14326133
+0,16000,57944,89778,HomeImp,ProfExe,2,0,0,135.6060779,0,12,25.72579366
+0,16100,94089,159427,HomeImp,ProfExe,6,0,0,101.9604601,0,16,35.99497953
+0,16100,45973,64430,HomeImp,Office,3,0,0,117.0737532,0,17,33.8247164
+0,16100,47198,79384,DebtCon,Other,1,,1,297.4825046,1,9,36.73611367
+0,16100,51041,72749,DebtCon,Other,8,0,0,90.32595067,2,15,43.89773033
+0,16200,104896,137950,DebtCon,Office,2,,,112.2830944,2,15,32.76133796
+0,16200,,95280,,Other,,0,0,194.4600162,1,10,33.12372818
+1,16200,71530,88569,DebtCon,Mgr,14,0,0,,0,1,35.88671015
+0,16200,105502,117705,DebtCon,Other,0,0,0,125.2425886,2,21,38.81066171
+0,16300,22352,165315,HomeImp,Self,9,0,0,304.3346951,0,27,27.56242667
+0,16300,96431,161284,,Other,,0,,256.3719323,,23,39.07781351
+1,16300,49868,76131,DebtCon,Other,9,0,0,81.2741558,2,9,40.37255654
+0,16400,50941,78801,DebtCon,ProfExe,4,0,0,266.040799,2,32,32.90435701
+0,16400,86623,124048,,,,,,,,,35.81076936
+0,16400,57651,76854,DebtCon,Office,1,0,0,172.2000922,0,25,31.81962217
+0,16400,47428,76483,DebtCon,ProfExe,4,0,0,232.3155447,3,31,33.10683578
+0,16400,86422,116097,,,,,,,,,35.59895076
+1,16500,52028,63745,DebtCon,Other,7,0,0,105.5303761,4,18,41.34484584
+0,16500,77049,98658,DebtCon,Other,5,3,0,77.99281611,0,21,23.1200738
+0,16500,,42894,HomeImp,Other,1,0,0,331.4268695,0,8,26.89580446
+1,16500,50000,,DebtCon,Mgr,1,0,0,120.7333333,3,11,
+0,16500,44946,64918,HomeImp,Other,25,0,0,247.2784079,0,14,24.35794954
+0,16500,94920,118156,DebtCon,Other,9,0,0,295.2855235,2,18,32.17163193
+0,16600,95860,123546,DebtCon,Office,0,,2,252.7574879,1,29,40.60856748
+0,16600,45877,68563,HomeImp,Office,2,1,0,119.5007647,0,18,33.07304835
+0,16600,74681,95471,DebtCon,Other,6,0,0,187.6535104,4,19,40.45375316
+0,16700,64862,107919,HomeImp,ProfExe,10,0,0,260.1585478,0,11,36.82433903
+0,16700,43794,61446,DebtCon,,6,0,0,96.45470591,1,9,28.45298086
+0,16700,67238,96535,HomeImp,Office,7,,,103.4726082,0,10,39.34965052
+0,16700,105556,136568,DebtCon,Other,0,0,0,273.7250728,0,47,40.04168465
+1,16800,69284,,DebtCon,Office,21,0,0,190.6933138,1,20,35.89402586
+0,16800,67049,89729,HomeImp,Other,,0,0,286.3751286,0,20,28.73912802
+0,16800,46312,67166,HomeImp,Other,27,0,0,241.5083839,0,14,26.22071743
+0,16800,115870,130809,DebtCon,,15,0,0,177.6322825,0,17,39.56720816
+0,16900,31143,75125,HomeImp,Other,,1,0,237.1790454,0,49,42.13228057
+0,16900,116357,209364,DebtCon,Other,4,0,0,221.1285548,0,16,27.9002639
+0,16900,17988,137328,DebtCon,Other,9,0,0,360.1469602,0,10,41.90205419
+0,17000,70039,100993,HomeImp,ProfExe,7,0,0,261.911317,1,11,36.56433032
+0,17000,31772,60289,HomeImp,ProfExe,6,0,0,189.2369837,0,13,31.12574653
+0,17000,97438,158780,DebtCon,Mgr,0,0,0,210.9126034,1,18,38.79674995
+0,17000,73184,96889,DebtCon,Mgr,0,0,0,71.95379199,0,16,28.00439848
+0,17000,47000,112720,DebtCon,ProfExe,16,0,0,257.7,0,20,
+1,17000,87600,110000,DebtCon,Other,0.4,6,0,180.5666667,2,46,
+1,17000,48000,69000,DebtCon,Office,25,0,0,351.0333333,3,24,
+1,17000,170636,188899,DebtCon,,1,4,0,67.40828497,1,13,44.7515722
+0,17100,48471,71546,DebtCon,ProfExe,5,0,1,254.0957007,3,32,29.81874354
+0,17100,123463,160487,DebtCon,Office,4,0,0,155.3007626,0,21,25.70412779
+0,17100,92853,130864,DebtCon,Mgr,6,,,244.7288109,3,41,37.49264563
+0,17100,117337,131575,DebtCon,,16,0,0,177.6294323,0,17,39.17643246
+0,17200,6126,88603,HomeImp,Other,13,0,1,287.2608869,0,23,30.0987967
+0,17200,43996,79419,DebtCon,Mgr,5,0,0,140.973401,0,9,28.6621734
+0,17200,48999,76544,DebtCon,ProfExe,5,0,0,240.5227465,3,31,32.84175391
+0,17200,90567,118761,DebtCon,Other,14,0,0,139.3401702,2,9,34.78487038
+0,17200,27230,82319,HomeImp,Other,,0,0,249.2156672,1,50,43.75679409
+1,17300,73000,95000,DebtCon,Other,5,2,1,90.3,6,30,
+0,17300,65136,83847,DebtCon,Office,6,0,0,127.0999737,0,20,24.5182717
+0,17300,32736,49100,DebtCon,ProfExe,4,0,0,262.9484377,0,34,38.563081
+0,17400,61035,90434,HomeImp,ProfExe,4,0,0,113.6359957,0,12,25.35719461
+0,17400,11147,166496,HomeImp,Mgr,23,0,0,73.46751776,1,19,29.53166415
+1,17400,96590,112115,DebtCon,Other,0,6,0,178.6595894,2,46,41.11788749
+0,17400,55575,78661,DebtCon,Other,17,1,0,198.9896005,1,20,38.99143137
+0,17500,99853,163401,DebtCon,Mgr,0,0,0,208.4622762,1,18,37.82861717
+0,17500,73071,94267,DebtCon,Office,1,0,0,160.4547005,3,19,32.27680932
+1,17500,68000,133015,DebtCon,Office,19,1,1,177.5,5,21,
+0,17500,87294,114031,DebtCon,Other,15,0,0,147.0985835,2,8,34.46794
+0,17600,,96188,,Other,,0,0,181.2950465,0,9,30.87931729
+1,17600,76043,95605,DebtCon,Other,3,2,1,85.04333493,6,30,47.84029512
+0,17600,59347,68667,DebtCon,Office,0,0,0,185.274961,0,25,30.05232395
+0,17600,48487,65665,DebtCon,Other,6,0,0,100.1740038,2,15,43.76968491
+0,17700,64964,88856,DebtCon,Office,5,0,0,114.6676183,0,19,21.93300632
+0,17700,,56402,DebtCon,Office,3,0,0,91.04574898,2,8,38.68550628
+0,17700,47064,71698,DebtCon,ProfExe,3,0,0,244.5180644,3,32,30.40320383
+0,17800,38770,64357,DebtCon,Other,17,0,0,282.9357846,0,21,27.97949547
+0,17800,60611,89943,DebtCon,Office,29,0,0,208.466537,0,21,30.81324059
+0,17800,13839,171378,HomeImp,Mgr,23,0,0,86.7026248,2,21,31.35960953
+0,17800,56432,157665,DebtCon,ProfExe,20,0,0,238.1668986,0,27,20.07933438
+0,17900,97335,167384,,Other,,0,,250.4871084,,24,39.15632328
+0,17900,102054,143103,DebtCon,Office,5,,,125.858539,2,16,32.84743505
+1,17900,,31953,HomeImp,Other,10,0,1,74.42930759,1,2,29.97560335
+0,18000,65836,100292,HomeImp,ProfExe,22,0,0,237.1016319,0,24,36.33819671
+0,18000,46865,61266,DebtCon,,5,0,0,102.5946739,2,9,26.35375338
+0,18000,94554,119000,HomeImp,Mgr,1,0,1,308.4666667,1,20,
+1,18000,57988,86970,DebtCon,Other,16,0,0,165.3333333,2,14,
+0,18000,100822,118817,DebtCon,ProfExe,0,0,0,126.4264397,0,30,37.87741107
+0,18000,50409,78404,DebtCon,ProfExe,9,0,0,191.2820789,0,42,39.48302397
+0,18100,144692,183630,DebtCon,Mgr,11,0,0,256.2054726,0,21,27.38411651
+0,18100,62783,86066,DebtCon,Other,0,0,0,293.3585868,2,15,43.6177143
+0,18100,27186,77694,HomeImp,Other,,0,0,249.4133616,0,50,43.72793048
+0,18200,93702,158647,HomeImp,ProfExe,4,0,1,96.17779327,0,16,34.70993598
+0,18200,94727,136877,DebtCon,Mgr,15,0,0,168.9599682,2,26,36.05643747
+0,18200,61554,94510,DebtCon,Office,2,0,0,161.3526933,0,24,23.89655471
+1,18200,95091,113294,DebtCon,ProfExe,15,0,3,188.504617,0,36,78.65438605
+0,18300,90337,103864,HomeImp,ProfExe,3,0,0,118.5345867,0,25,39.72048898
+0,18300,109192,139384,DebtCon,ProfExe,6,0,0,122.8655758,0,14,29.3975931
+0,18300,93728,153093,HomeImp,ProfExe,5,0,0,109.3371059,0,16,36.21398749
+0,18400,68655,94322,HomeImp,ProfExe,8,0,0,76.79470126,0,15,32.74121014
+0,18400,61049,96397,DebtCon,Office,2,0,0,80.15575717,0,23,35.42557919
+0,18400,83548,111626,DebtCon,ProfExe,9,0,0,163.8543934,3,17,37.07811779
+1,18400,43188,68876,DebtCon,Other,,0,0,199.000576,6,25,41.00610329
+0,18500,14517,95150,HomeImp,Other,11,0,0,272.0341025,0,22,27.47858304
+0,18500,23618,37539,,Office,1,0,0,199.7237771,0,15,36.9827292
+0,18500,99474,127470,DebtCon,Office,22,0,0,287.0022563,3,16,30.99602763
+0,18600,47199,70134,DebtCon,Other,8,0,0,86.55886014,3,15,43.50793855
+0,18600,14167,71194,DebtCon,Office,,0,0,264.0171241,0,21,40.24690114
+0,18600,39783,59196,DebtCon,Other,17,0,0,279.8100665,0,21,29.77480684
+0,18600,132785,155644,DebtCon,Mgr,,0,0,225.7275062,0,20,37.32857399
+1,18600,51936,75278,DebtCon,ProfExe,3,0,0,199.8017542,0,21,36.99564584
+0,18700,69954,104510,DebtCon,Office,10,0,0,211.2433112,2,13,33.54985877
+0,18700,110292,132953,DebtCon,ProfExe,7,0,0,105.4248876,0,14,30.55275232
+0,18700,66891,94454,DebtCon,Office,0,0,0,160.711282,3,20,32.78419351
+0,18700,39821,60672,HomeImp,Other,26,0,0,243.868763,0,14,23.35928056
+1,18800,73396,137076,DebtCon,Office,18,0,1,163.5920452,4,20,40.37537241
+0,18800,102120,165302,,Other,,0,,274.1129261,,24,40.10502984
+0,18900,87081,115165,DebtCon,Other,13,0,0,120.4621862,1,8,34.40037656
+1,18900,51075,78045,DebtCon,Office,2,1,5,74.09119603,1,15,42.1982822
+0,18900,123206,205608,DebtCon,Other,4,0,0,201.3023718,0,17,27.52750202
+0,18900,101289,127485,HomeImp,Mgr,0,0,0,319.2508159,0,19,42.72323221
+0,19000,62356,92299,DebtCon,Office,0,0,0,60.29414318,0,23,34.8169595
+0,19000,22236,169461,HomeImp,Self,7,0,0,296.0801937,0,27,27.64001806
+0,19000,122000,158000,DebtCon,Office,2,,1,374.0333333,,52,
+1,19000,93050,118000,DebtCon,Office,1,0,0,40.56666667,0,10,
+1,19000,15100,23200,HomeImp,Other,3.2,1,1,64.9,3,21,
+0,19100,46406,64413,DebtCon,Other,16,0,0,285.7252577,0,22,30.77453617
+0,19200,68902,98737,DebtCon,Office,1,0,0,166.8165741,4,19,33.03507598
+0,19200,96401,115545,DebtCon,ProfExe,7,0,0,128.7145138,1,20,22.18728999
+0,19200,24430,128837,DebtCon,Other,9,0,0,355.7984125,1,10,41.14774922
+0,19300,53710,78082,DebtCon,Other,5,,,114.1426962,0,7,36.99134349
+0,19300,99714,126965,HomeImp,Mgr,0,0,1,301.753574,1,20,43.29094169
+0,19300,91004,116827,DebtCon,ProfExe,6,0,0,163.2821181,1,20,20.20603258
+0,19400,63508,12414,DebtCon,Other,5,,,64.40760462,1,16,40.57016916
+0,19400,110745,173474,DebtCon,Office,6,0,0,217.4067053,4,23,42.22040715
+1,19500,100077,122352,DebtCon,Office,3,0,0,58.86102746,0,9,38.12151833
+0,19500,105000,138375,DebtCon,Office,12,0,2,219.1333333,0,25,
+0,19500,58638,13930,DebtCon,Other,4,,,69.00502714,0,16,42.50002486
+1,19600,94419,123705,DebtCon,Self,19,,2,92.7393804,0,22,84.37903408
+0,19600,85984,112721,DebtCon,Mgr,18,0,0,239.1377941,4,31,36.03118029
+0,19700,32989,75950,DebtCon,ProfExe,9,0,0,283.1,0,19,
+1,19700,139534,172125,DebtCon,Other,0,0,0,101.9435185,6,17,32.76108398
+0,19800,99137,121781,HomeImp,Mgr,4,0,1,302.1278732,1,20,39.51062834
+0,19900,128219,162012,DebtCon,Office,1,,0,374.0237669,,52,37.88816696
+0,19900,25589,90051,DebtCon,ProfExe,8,0,0,138.9905144,0,20,30.27109245
+0,19900,74193,94078,HomeImp,ProfExe,7,0,0,81.4143517,0,15,32.03355046
+0,20000,99000,140000,HomeImp,,,,,,,,
+1,20000,71254,109200,DebtCon,Other,10,,,,,,
+0,20000,69742.61,180000,,Other,11,0,0,366.3,1,17,
+0,20000,85704,94200,DebtCon,ProfExe,2,1,0,123.9,0,20,
+0,20000,,64928.84,HomeImp,Office,8,0,0,122.6666667,2,5,
+0,20000,74368,105000,DebtCon,Other,,0,0,180.6,2,25,
+0,20000,132436,180000,DebtCon,ProfExe,22,0,0,221.1666667,1,24,
+1,20000,60336,132430,DebtCon,Other,25,1,0,258.6666667,1,21,
+1,20000,47696.03,112700,DebtCon,Other,16,0,3,123.7666667,0,23,
+1,20000,70862,201500,,Mgr,9.3,0,1,290.1667057,1,25,
+0,20000,23140,47548,DebtCon,Other,1,,,322.0045958,,24,35.45950962
+0,20000,105422,146613,HomeImp,,,,,,,,38.03985503
+0,20100,14749,74584,DebtCon,Office,,0,0,252.6059316,0,22,38.80187707
+1,20100,54098,88939,,,,,,,,,
+0,20100,57192,82870,DebtCon,Other,5,,,91.70143677,0,7,36.6352308
+0,20200,105278,180304,DebtCon,Office,6,0,0,218.6578187,3,24,41.80676309
+0,20200,,72469,HomeImp,Office,8,0,0,120.303257,2,5,20.50577116
+1,20200,33000,62400,HomeImp,Other,1,0,0,123.8,2,2,
+0,20200,41479,70102,DebtCon,Office,5,0,0,172.9117149,2,26,33.83467117
+0,20300,37056,55027,DebtCon,Other,,0,0,223.5536916,0,13,40.32604931
+0,20300,37388,55703,DebtCon,Other,,0,0,222.733567,0,12,39.81473684
+0,20400,173975,219297,DebtCon,Office,12,0,0,198.5572405,0,32,40.7848993
+0,20400,44746,63433,DebtCon,Office,5,0,0,176.3284966,2,26,36.67687831
+0,20400,76305,103430,HomeImp,ProfExe,8,0,0,68.44158303,0,16,31.51559341
+0,20500,93761,94895,DebtCon,ProfExe,1,1,0,118.276051,0,20,33.70161545
+0,20500,,130396,HomeImp,Other,0,0,0,305.6564224,3,21,31.58225278
+0,20500,59969,90311,DebtCon,Office,5,,,151.5753417,,15,36.50493346
+0,20500,80441,100505,DebtCon,Mgr,7,0,0,87.44666334,7,23,38.49506596
+0,20600,67086,108006,DebtCon,Office,6,,1,116.3286575,2,18,36.96632523
+0,20600,44826,66226,DebtCon,Office,13,0,1,120.4332624,0,22,40.91194986
+1,20600,48500,72000,DebtCon,Other,17,0,0,,0,0,
+0,20600,185050,234004,DebtCon,ProfExe,3,0,0,313.6044894,0,27,40.04911263
+0,20700,41000,65000,DebtCon,Other,26,0,0,305.2666667,3,32,
+0,20700,140776,183621,HomeImp,Mgr,7,0,0,315.3743912,0,17,43.85601978
+0,20800,56364,115760,DebtCon,ProfExe,16,0,0,261.8140558,0,19,24.79795817
+0,20800,29503,54923,DebtCon,Other,,0,0,215.4807143,0,12,38.73213217
+0,20800,27453,49041,DebtCon,Other,0,,,296.3963289,,24,37.06995687
+0,20800,56597,79582,DebtCon,Mgr,9,1,0,67.69193855,3,27,36.06123372
+0,20900,,74233,HomeImp,Office,6,0,0,123.1148817,1,4,20.78174123
+1,20900,55000,79900,HomeImp,Other,2.5,0,0,45.63113553,1,14,
+1,20900,61402,88659,DebtCon,ProfExe,9,3,0,164.2489323,1,63,40.92143334
+0,21000,101678,144063,HomeImp,ProfExe,9,0,0,167.7183935,0,22,32.20492622
+0,21000,133430,189263,DebtCon,ProfExe,22,0,0,229.986998,1,23,40.56412158
+0,21000,90267,134000,HomeImp,ProfExe,7,0,0,160.9,0,32,
+1,21000,42000,67000,DebtCon,Office,7,0,0,65.96666667,2,18,
+0,21000,,91455,HomeImp,Other,7,0,0,174.4289688,1,15,38.59337641
+0,21100,81389,123842,DebtCon,Other,9,0,0,285.0469162,1,17,37.13906786
+0,21100,,26450,DebtCon,ProfExe,6,1,0,112.5782431,0,19,19.84290249
+0,21200,70096,108632,HomeImp,Other,4,0,0,200.0149175,1,13,29.64128644
+0,21200,84117,118884,DebtCon,Other,9,0,0,302.2069005,2,16,36.19052426
+0,21200,113648,145650,DebtCon,Office,11,0,1,231.0192443,0,24,41.55930367
+0,21300,56729,114643,DebtCon,ProfExe,14,0,3,276.170167,1,36,25.83088323
+0,21300,67282,86861,DebtCon,Office,4,,,173.7925073,,15,37.36452883
+0,21300,98507,125539,HomeImp,Mgr,0,0,1,311.3257037,0,19,42.22721497
+0,21400,88147,115000,DebtCon,Self,3,0,0,213.2333333,2,27,
+1,21400,104657,147364,DebtCon,Other,7,2,0,149.2544801,2,20,46.30507215
+0,21400,49459,69461,DebtCon,Other,25,0,0,314.6389579,2,32,35.98208365
+0,21400,143151,185014,HomeImp,Mgr,7,0,0,314.9842869,0,17,43.10300163
+0,21500,107799,160526,DebtCon,Mgr,16,0,0,195.48568,0,25,32.37876814
+0,21500,96993,143240,DebtCon,ProfExe,20,0,0,173.3416649,0,25,39.85872689
+0,21500,30546,53300,DebtCon,Other,1,,,319.7808023,,25,33.44900986
+0,21500,67377,86502,DebtCon,Office,5,,,158.6407067,,15,37.75484259
+0,21600,77139,185494,,Other,11,0,0,358.4284243,0,17,33.16743122
+0,21600,41105,65411,DebtCon,Other,25,0,0,303.2340527,3,32,35.24732771
+0,21600,,54212,DebtCon,Other,,0,1,303.4333333,0,19,
+0,21700,56822,78399,DebtCon,Mgr,10,1,0,70.69107272,3,28,36.61054006
+0,21700,79240,96784,DebtCon,Mgr,5,0,0,64.50842359,6,24,38.07896313
+0,21700,93025,140438,HomeImp,ProfExe,5,0,0,166.1776578,0,32,32.77507936
+0,21700,59947,94103,DebtCon,Office,0,0,0,154.5525474,1,21,34.7717086
+0,21700,187311,230513,DebtCon,ProfExe,2,0,0,270.47904,0,27,38.99923204
+0,21800,,25566,DebtCon,ProfExe,8,0,0,114.5417511,1,19,21.82563105
+0,21800,107271,161219,DebtCon,Mgr,15,0,0,187.2974769,0,26,31.55694874
+0,21900,147638,193065,DebtCon,ProfExe,13,,,100.775926,1,23,29.5314444
+0,21900,104379,144850,HomeImp,,,,,,,,38.01073398
+1,21900,108000,144940,DebtCon,Other,13,0,0,260.7666667,1,22,
+0,21900,148955,118862,,ProfExe,6,0,0,93.92588206,3,34,30.32211463
+0,22000,71664,98015,DebtCon,Mgr,9,0,0,191.3136088,1,19,34.92102106
+0,22000,48000,80990,DebtCon,Mgr,6,0,0,262.7333333,2,26,
+1,22000,124000,155000,DebtCon,Sales,1,,7,130.3,,55,
+0,22000,188982,231933,DebtCon,ProfExe,2,0,0,294.9601692,0,26,36.43459137
+0,22100,84114,97775,HomeImp,,8,,,,,,
+1,22100,57000,83000,DebtCon,Other,7,0,0,,0,0,
+0,22100,36084,84734,HomeImp,Other,25,0,0,257.8457289,0,6,24.52600298
+0,22200,102345,148299,HomeImp,ProfExe,11,0,0,169.088974,0,22,34.47287973
+0,22200,67626,109042,HomeImp,Other,4,0,0,203.9649128,0,12,31.5290287
+0,22300,69002,105292,DebtCon,Office,8,,0,96.34213992,2,17,35.75510673
+0,22300,34326,103199,HomeImp,Other,6,0,0,141.6770299,0,14,30.47179852
+0,22300,89591,149566,DebtCon,ProfExe,23,0,0,157.6517299,0,24,41.85930497
+0,22400,135912,181863,HomeImp,Mgr,7,0,0,316.9929061,0,17,45.00681809
+0,22400,130184,164189,DebtCon,ProfExe,6,0,0,173.6413388,0,39,19.64066727
+1,22400,51470,68139,DebtCon,Mgr,9,0,0,31.16869601,2,8,37.95217991
+0,22400,91402,100845,DebtCon,ProfExe,2,1,0,132.2166218,0,20,35.68247123
+0,22400,47687,65704,DebtCon,Office,6,0,0,174.5578971,2,27,36.21976783
+0,22500,44228,86872,HomeImp,Other,24,0,0,256.2869189,1,6,26.85325902
+1,22500,60700,91000,DebtCon,Self,13,0,0,145.0666667,6,29,
+0,22500,73567,88157,DebtCon,Other,2,0,0,111.4005357,1,30,33.51922814
+0,22600,59050,99152,DebtCon,ProfExe,0,0,0,195.0838618,0,26,33.40421221
+0,22600,,144841,,,,,,,,,16.38239069
+0,22600,109808,139133,DebtCon,Mgr,9,1,0,195.4588258,4,18,40.20610642
+0,22600,34226,85424,DebtCon,ProfExe,9,0,0,277.8486564,0,18,38.0056832
+0,22700,,132297,HomeImp,Other,1,0,0,309.4459491,3,20,29.37100228
+0,22700,36253,88461,HomeImp,Other,24,0,0,255.0887578,0,7,26.86761738
+0,22700,,57156,DebtCon,Other,,0,0,289.5456726,0,19,40.16294454
+0,22800,127010,171758,,Mgr,25,,5,335.6156509,0,27,32.36504156
+0,22800,132706,170396,DebtCon,ProfExe,8,0,0,147.4149491,0,37,19.51853186
+1,22800,129697,167475,DebtCon,ProfExe,5,0,1,202.6038029,1,18,22.04393384
+0,22900,41279,59993,DebtCon,Other,0,0,0,111.2375972,0,17,20.9297294
+0,22900,136032,180899,DebtCon,ProfExe,21,0,0,240.3474711,0,24,41.59674747
+0,22900,28217,52804,DebtCon,Other,14,0,0,109.3656846,1,25,30.58772816
+0,23000,108464,155821,DebtCon,Mgr,16,0,0,170.2231566,0,26,35.059327
+0,23000,76561,111389,DebtCon,Mgr,8,0,1,301.2329108,2,28,30.34670611
+0,23000,48191,65080,DebtCon,Other,26,0,0,302.849884,2,32,33.87069555
+1,23000,56000,92000,DebtCon,Other,8,1,4,69.13333333,2,27,
+0,23000,71902,101750,HomeImp,Other,5,0,0,214.3892524,0,13,29.04596406
+0,23100,93805,135780,HomeImp,ProfExe,5,0,0,155.0253817,0,31,34.64492165
+0,23100,64601,100170,DebtCon,Office,2,0,0,156.675375,0,21,34.00023607
+1,23200,129355,171709,DebtCon,ProfExe,0,0,0,328.5141214,0,30,40.04844004
+0,23300,82472,110321,DebtCon,Other,,0,0,174.2399806,2,25,37.91287247
+1,23300,84083,107407,DebtCon,Self,2,0,1,153.2333333,6,23,
+0,23300,88825,104609,HomeImp,,8,,,,,,28.01323884
+0,23400,89427,106590,HomeImp,,6,,,,,,29.37165152
+0,23400,90924,116819,DebtCon,Other,24,0,0,245.8978616,1,27,40.85742704
+0,23500,18989,51607,DebtCon,Other,26,0,1,206.765495,0,24,27.55140882
+1,23500,,143168,DebtCon,Office,10,,,,,,35.73356733
+0,23500,37858,60890,DebtCon,Other,2,0,0,110.0572738,0,17,19.26843955
+0,23500,55731,89079,DebtCon,Mgr,4,0,0,273.6743799,1,25,33.50940904
+0,23600,70769,183593,,Other,11,0,0,367.0984875,1,17,33.78919233
+0,23600,69846,189234,,Other,11,0,0,357.8050619,0,17,30.56428034
+0,23600,96452,125277,HomeImp,Mgr,11,0,0,127.359922,1,23,30.98553896
+0,23700,,78878,DebtCon,Sales,4,0,0,408.1876462,0,23,24.20093583
+0,23700,,46665,DebtCon,Other,,,,85.1283538,,12,24.99135942
+0,23700,87141,140428,DebtCon,ProfExe,22,1,0,169.2836314,1,25,40.98061565
+0,23800,76390,110315,DebtCon,Mgr,7,0,0,275.9553562,2,29,29.71360104
+0,23800,46884,68142,DebtCon,Other,8,0,0,59.40577506,1,18,35.69663623
+0,23900,,63096,DebtCon,Other,,0,0,313.8097259,0,19,37.51332405
+0,23900,31992,57986,DebtCon,Other,,0,0,226.2432432,0,12,38.67184311
+0,23900,55284,92305,DebtCon,Other,7,0,0,241.0836493,1,19,37.47975712
+0,24000,96072,122441,HomeImp,Mgr,10,0,0,127.741782,1,24,33.60803731
+0,24000,16997,45000,DebtCon,Other,25,0,0,118.6666667,1,11,
+1,24000,18655,48800,HomeImp,Other,3,0,0,65.96666667,3,12,
+0,24100,77435,113000,DebtCon,ProfExe,10,0,1,124.7666667,0,19,
+0,24100,95549,112283,DebtCon,Other,22,0,0,243.3497326,0,28,39.08269663
+0,24200,92572,121310,HomeImp,Mgr,9,0,0,117.0455007,1,24,30.48278003
+0,24200,68477,91598,DebtCon,Other,16,0,0,88.66520126,0,17,32.52309222
+0,24300,142000,175000,DebtCon,ProfExe,6,0,0,323.6666667,0,35,
+0,24300,236390,262210,HomeImp,Self,6,0,0,243.0779001,2,50,36.90666497
+0,24300,42276,68775,DebtCon,Other,24,0,0,309.6835856,2,31,32.74650689
+0,24400,50317,71327,DebtCon,Other,6,0,0,45.48580177,1,18,37.01414079
+0,24400,,28900,HomeImp,Other,24,0,0,81.16666667,2,15,
+0,24400,61260,103842,DebtCon,ProfExe,1,0,0,179.5402847,0,26,33.59045514
+0,24500,21470,52228,DebtCon,Other,25,0,0,124.5599493,0,11,23.88812168
+0,24500,62490,97467,DebtCon,Other,14,0,0,96.97267872,1,17,34.97565503
+0,24500,123319,159934,DebtCon,Mgr,2,0,0,300.6251895,0,25,37.7861752
+0,24600,135278,164559,DebtCon,Other,5,1,0,225.3668485,0,20,34.07915769
+0,24700,111107,163926,DebtCon,Mgr,15,0,1,170.6294314,1,26,32.93429181
+0,24700,98900,115052,DebtCon,Other,23,0,0,239.4260738,1,26,41.70053078
+0,24800,,45167,DebtCon,Other,,,,84.73561794,,12,28.45701893
+1,24800,76220,102087,HomeImp,Mgr,6,0,1,126.6410196,0,32,48.56957404
+0,24900,89530,146815,DebtCon,ProfExe,19,1,0,164.7703104,1,25,39.34585859
+0,24900,,48291,DebtCon,Other,,,,94.07837758,,12,25.61784573
+0,25000,,62619,DebtCon,Other,26,0,0,112.9674833,0,8,21.26380538
+0,25000,136375,236250,HomeImp,ProfExe,29,0,0,354.1,1,19,
+0,25000,84000,120000,DebtCon,Other,1.5,0,0,188.7682131,2,25,
+0,25000,140000,183600,DebtCon,ProfExe,12.6,0,1,148.1333333,0,37,
+0,25000,71700,122500,DebtCon,Office,0,0,0,303.4,1,24,
+1,25000,71081,112500,DebtCon,Mgr,3,2,0,87.2,1,27,
+1,25000,160000,220000,DebtCon,Other,7,0,6,228.0666667,2,35,
+1,25000,123184,200000,DebtCon,Other,12,0,1,160.3,1,32,
+1,25000,59000,34000,DebtCon,Sales,10,4,2,125.8333333,7,23,
+1,25000,122000,151200,DebtCon,Office,1,1,6,262.3333333,3,30,
+1,25000,103700,172762,DebtCon,Other,4,0,0,,0,0,
+0,25000,72077,104294,DebtCon,Mgr,1,,,232.0511235,4,24,40.64547977
+0,25100,21490,71571,DebtCon,Other,,1,1,101.9251329,1,25,30.44411926
+0,25100,58042,98964,DebtCon,Other,16,0,1,125.7958639,0,29,38.3722235
+0,25100,23269,75668,DebtCon,Other,,2,1,73.31788498,2,25,28.16593014
+0,25100,108235,201918,DebtCon,Other,24,0,0,199.4864637,0,19,23.65233981
+0,25200,26255,50963,DebtCon,Other,24,0,0,302.4312241,,12,31.25832865
+0,25200,69510,90781,DebtCon,ProfExe,6,0,1,143.8313539,4,25,35.3269126
+0,25300,118744,153552,DebtCon,Office,5,,,307.876199,1,35,43.46926337
+0,25300,46780,62536,DebtCon,Office,18,0,0,189.1366883,0,22,30.74672437
+0,25400,149364,210724,HomeImp,Other,10,0,0,266.5067241,1,34,41.61798303
+0,25400,138132,243327,HomeImp,ProfExe,27,0,0,349.9409295,0,19,37.82005452
+0,25500,143881,178914,DebtCon,ProfExe,7,0,0,323.0225718,0,35,37.57582198
+0,25500,79593,113063,DebtCon,ProfExe,9,0,0,135.7406135,0,19,28.04079318
+0,25500,,44707,DebtCon,Other,,,,95.59549608,,12,27.50357097
+0,25600,241570,264772,HomeImp,Self,4,1,0,260.7419889,2,50,37.37997465
+1,25600,46000,80000,DebtCon,Other,,0,0,135.9,2,19,
+1,25600,65030,92453,DebtCon,Other,5,0,0,,0,0,35.02885642
+0,25700,31333,56733,DebtCon,Other,13,0,0,97.08615056,2,25,30.61978676
+0,25700,43881,69954,DebtCon,Other,10,0,0,126.4730656,0,20,40.76906182
+0,25700,63054,104624,DebtCon,Other,15,0,1,132.1071172,0,29,40.20529288
+0,25800,112388,180313,DebtCon,Sales,16,0,0,295.5460058,0,31,33.24109601
+0,25900,,33888,HomeImp,Other,24,0,0,73.85849672,2,14,28.24306257
+0,25900,152071,185893,HomeImp,Self,0,0,0,185.543512,0,16,40.6422789
+1,26000,43314,71303,DebtCon,Other,8,0,7,246.3186749,3,23,43.21523351
+0,26000,222681,286283,HomeImp,ProfExe,6,,4,485.9453583,,55,33.23935548
+0,26000,119553,158687,DebtCon,Mgr,5,0,0,290.7585045,0,24,36.97751891
+0,26100,113266,182082,DebtCon,Sales,18,0,0,304.8524691,1,31,33.19394936
+0,26100,103949,208432,DebtCon,Other,23,0,0,202.592647,0,18,23.29023448
+0,26200,77952,113285,DebtCon,Other,5,0,0,90.01609154,1,31,39.39066028
+1,26200,51599,87148,DebtCon,Other,,0,0,129.9339205,2,19,
+0,26300,118304,177819,DebtCon,Sales,17,0,0,299.2172523,1,30,34.36826933
+0,26300,114956,147793,DebtCon,Office,3,,,296.5601545,2,35,43.80729316
+0,26300,94916,127526,DebtCon,ProfExe,0,0,0,195.8476245,2,37,36.01849565
+0,26400,122105,165000,DebtCon,Mgr,1,0,0,234.4,2,24,
+0,26400,196412,250164,DebtCon,Other,9,0,0,97.27834927,1,26,42.334246
+0,26500,63345,100332,DebtCon,Other,16,0,0,139.5105459,0,30,38.42744457
+0,26500,84769,127773,DebtCon,Other,2,0,0,190.8604772,2,25,42.03163913
+0,26500,134952,165451,DebtCon,Other,8,1,0,225.3236722,1,19,35.73485637
+0,26600,61151,97072,DebtCon,Other,16,0,1,133.4481104,0,29,39.22971154
+0,26600,128238,165316,DebtCon,Mgr,1,0,0,236.0659719,2,23,36.93931917
+0,26700,,120179,DebtCon,Mgr,8,0,0,162.12582,0,27,35.09551993
+0,26800,149729,183027,DebtCon,ProfExe,7,0,0,331.2565571,0,34,37.00088322
+1,26800,89146,128923,DebtCon,Mgr,7,2,1,114.4619553,7,16,2.83029717
+0,26800,35485,74949,DebtCon,Mgr,14,0,0,84.76662481,5,15,36.19145855
+0,26900,,35397,DebtCon,Other,7,0,,85.25084072,,13,20.83725547
+0,26900,47882,78854,DebtCon,Other,11,0,0,132.3473921,0,19,41.13070668
+0,26900,215692,286555,HomeImp,ProfExe,8,,5,468.1781224,,55,30.55300542
+0,27000,45482,77000,DebtCon,Office,0.8,0,0,164.3,3,19,
+0,27000,60631,86091,DebtCon,Other,24,0,2,200.1414536,1,20,26.24875663
+0,27100,44095,77587,DebtCon,Mgr,14,1,0,92.14002902,6,15,33.5355472
+0,27100,20497,74244,DebtCon,Other,,1,2,93.06034262,1,25,27.36133981
+0,27200,101680,134864,DebtCon,Office,10,0,1,150.596198,0,29,40.88049467
+0,27300,72314,118839,DebtCon,Other,5,0,0,99.69383246,1,31,42.34342026
+1,27300,106221,137727,DebtCon,Self,3,0,0,300.5745109,3,45,32.5603594
+0,27300,,116708,DebtCon,Mgr,11,0,0,175.2009602,0,26,33.7478263
+0,27400,195497,246354,DebtCon,Other,8,0,0,89.26442741,1,25,39.66482299
+0,27500,54511,84470,DebtCon,Other,9,0,1,140.247796,3,29,40.2782983
+0,27500,,40807,DebtCon,Other,8,1,,95.53351917,,13,20.39892362
+0,27600,73846,100216,DebtCon,ProfExe,12,0,0,282.3706614,1,33,38.19125134
+0,27600,64818,91915,DebtCon,Other,16,0,0,99.60460781,0,17,32.46114433
+0,27600,123121,157337,DebtCon,Mgr,2,0,0,283.2828535,0,24,36.94827386
+0,27700,103249,206521,DebtCon,Other,24,0,0,196.7816329,0,19,25.68817634
+0,27700,25947,49836,DebtCon,Other,24,0,0,120.0258521,0,10,23.81017336
+1,27700,85285,116468,DebtCon,Other,9,0,0,312.8079284,0,36,35.96802437
+0,27700,67446,99206,DebtCon,ProfExe,11,0,0,286.9659711,0,32,38.9951644
+0,27800,142356,177328,DebtCon,ProfExe,6,0,0,315.1755675,0,35,38.59599092
+0,27900,69589,115061,DebtCon,Other,5,0,0,97.8638453,1,32,41.47397173
+0,27900,135511,184219,DebtCon,ProfExe,1,1,0,241.0522835,2,19,38.60649271
+0,28000,62376,104073,DebtCon,Other,16,1,0,146.1419296,0,30,39.75984964
+0,28100,100420,207737,DebtCon,Other,22,0,0,197.1981219,0,19,26.37254872
+1,28100,72100,112000,DebtCon,ProfExe,20,4,1,120.7333333,1,58,
+0,28200,44363,72966,DebtCon,Mgr,16,1,0,82.27059459,6,16,34.98052537
+0,28200,,117181,DebtCon,Mgr,9,0,0,170.6461537,0,26,31.60143615
+0,28300,72572,117311,DebtCon,Other,6,0,0,85.79724815,1,32,39.8765037
+0,28300,130028,178918,DebtCon,Mgr,2,,,113.9426389,,39,33.44016163
+0,28400,46126,66942,DebtCon,Office,18,0,0,180.6683082,2,21,33.76903515
+0,28400,53480,90560,DebtCon,Other,24,0,1,174.4747237,0,19,24.49083911
+0,28500,97262,131830,DebtCon,Office,10,0,0,168.8035325,0,29,42.3249247
+0,28500,137174,186118,DebtCon,Mgr,1,,,115.2948111,,39,32.87512565
+0,28600,26189,50409,DebtCon,Other,36,0,0,287.4961733,0,23,38.6443946
+0,28700,137247,186685,DebtCon,Mgr,0,,,110.4950024,,39,30.85972433
+0,28800,132019,168828,DebtCon,Mgr,0,0,0,231.286134,1,24,35.49030567
+0,28900,225000,285000,DebtCon,ProfExe,15,0,1,258.7333333,2,26,
+1,28900,63748,36392,DebtCon,Sales,9,4,1,124.2478986,6,23,44.57850006
+0,29000,152065,192445,HomeImp,Self,2,0,0,166.9485683,0,16,41.56383925
+0,29200,116202,160084,DebtCon,ProfExe,6,0,0,124.1214617,3,26,32.64452984
+0,29400,119256,160683,DebtCon,ProfExe,6,0,0,109.121197,3,27,33.30176289
+0,29500,48590,81354,DebtCon,Office,0,0,0,157.0263263,3,18,40.17061829
+0,29800,225481,290762,DebtCon,ProfExe,13,0,1,239.3216306,1,26,24.77798542
+0,29900,131756,167302,DebtCon,Mgr,0,0,0,237.5622414,1,24,35.04310052
+0,30000,32657,76000,DebtCon,Other,,,,288.3333333,0,16,
+1,30000,176000,240000,DebtCon,ProfExe,1,1,0,198.8666667,2,13,
+1,30100,92249,,HomeImp,Office,2,1,0,180.6801536,0,21,31.08912029
+1,30200,80951,116160,DebtCon,ProfExe,19,4,0,130.3603618,0,58,50.35299879
+1,30300,,52545,,,1,1,3,187.7221845,10,15,2.594364447
+0,30400,40386,68120,DebtCon,Mgr,12,1,0,98.82015368,5,15,34.02025719
+0,30500,108736,147531,DebtCon,Other,13,0,0,228.6103591,1,40,43.12276156
+0,30600,78355,124426,DebtCon,Mgr,11,0,0,81.22339757,1,34,25.94257777
+0,30800,29226,44735,DebtCon,Other,1,0,0,66.24471976,0,7,13.78396544
+0,30800,54981,82038,DebtCon,Office,2,0,0,165.0778474,2,19,41.23925628
+1,31000,67794,103535,DebtCon,Mgr,7,0,1,116.8989899,1,31,44.06542878
+0,31100,73386,108864,HomeImp,Other,5,,,119.5395184,10,21,42.82660083
+0,31200,15557,62847,DebtCon,Other,0,0,0,99.56044187,1,6,37.39411875
+0,31400,12617,36082,DebtCon,Other,30,0,0,205.4598874,0,15,41.97900067
+1,31500,16000,43040,DebtCon,Other,0,1,1,98.43333333,1,11,
+0,31700,72809,109678,HomeImp,Other,5,,,117.4739215,10,21,41.51283589
+0,31800,71553,111237,HomeImp,Other,6,,,114.1237846,10,20,41.45670798
+0,31900,15150,61388,DebtCon,Other,1,0,0,101.8594387,1,5,37.8165708
+1,32000,33148,69965,DebtCon,ProfExe,13,2,4,112.5108654,3,27,36.02150867
+0,32100,120725,168783,DebtCon,ProfExe,15,0,0,121.5604199,1,17,27.90222161
+0,32300,195243,294372,DebtCon,Other,27,0,0,150.2093805,0,22,39.07277566
+0,32300,194350,299720,DebtCon,Other,28,0,0,170.1968674,0,23,40.25151003
+0,32500,193409,297294,DebtCon,Other,30,0,0,150.7998535,0,22,40.59278045
+0,32700,39796,77819,DebtCon,Other,,,,294.4306958,0,15,40.23707296
+1,32900,,55657,,,1,1,3,210.0122648,10,15,1.909225163
+0,33000,54821,104724,DebtCon,Office,1,0,0,164.3009187,1,24,34.39190747
+1,33100,111917,156552,DebtCon,Mgr,12,0,0,107.2948996,2,37,41.44154866
+0,33200,23858,40268,DebtCon,Other,0,0,0,56.60389545,0,7,16.6958286
+0,33500,73761,117729,DebtCon,Mgr,11,0,0,62.12090961,0,35,25.46161407
+0,33500,18804,43982,DebtCon,Mgr,7,0,0,46.76290645,0,6,34.98037124
+0,33700,12512,42634,DebtCon,Other,28,0,0,184.134954,0,15,42.48237422
+0,33700,36851,78893,DebtCon,Other,,,,302.7271504,0,16,41.82215988
+0,34000,121625,169369,DebtCon,ProfExe,15,0,0,112.3149971,0,17,28.99431237
+0,34100,241931,36486,DebtCon,Mgr,1,0,2,196.0088316,3,50,42.45858179
+1,34400,155536,169503,DebtCon,Office,10,0,0,107.7099227,4,32,58.8269296
+0,34800,115191,165667,DebtCon,Other,,0,0,244.09767,4,14,36.13117578
+0,35000,240994,39401,DebtCon,Mgr,3,0,1,210.5018174,3,50,42.96751164
+0,35100,33844,55100,DebtCon,Other,,0,0,,6,0,34.70302378
+0,35400,90295,139602,DebtCon,Other,12,0,0,62.80681071,0,35,40.22961403
+0,35800,207312,271738,DebtCon,ProfExe,4,0,0,228.8020074,0,32,32.68199935
+0,36000,89270,127834,DebtCon,Mgr,30,0,0,350.6195273,0,20,38.66907284
+0,36200,36661,53622,DebtCon,Other,,0,0,,6,0,32.01469166
+0,36300,35072,74829,DebtCon,ProfExe,4,1,0,195.5596417,2,18,23.01985524
+1,36500,84978,125000,DebtCon,Self,10,0,1,213.0666667,0,64,
+0,36800,35447,59890,DebtCon,Other,,0,0,,7,0,31.17384352
+1,37000,93378,145000,DebtCon,Sales,15,,2,368.7,1,27,
+0,37400,96798,145550,DebtCon,Other,12,0,0,63.90167695,1,35,40.59485173
+0,37700,31687,76454,DebtCon,ProfExe,5,0,0,192.3516702,2,18,23.87340882
+0,38000,58200,108000,DebtCon,Mgr,16,0,1,195.8333333,0,22,
+0,38100,204071,270794,DebtCon,ProfExe,3,0,0,230.3985765,0,32,31.36973939
+0,38200,92227,143087,DebtCon,Other,13,0,0,61.17833505,1,36,40.32954242
+0,38700,33465,71449,DebtCon,ProfExe,6,0,0,172.767888,2,17,25.31284163
+0,38900,200731,269450,DebtCon,ProfExe,3,0,0,237.3442966,0,32,29.2944879
+1,39300,,62158,DebtCon,Other,0,0,0,238.8741292,1,14,1.028930968
+0,39500,132485,192838,DebtCon,Mgr,,1,0,176.1238814,0,24,31.7374782
+0,39700,59360,117186,DebtCon,Mgr,16,0,1,203.1399683,0,22,40.13809045
+1,40000,147224,225000,DebtCon,Self,2,0,4,158.2,3,28,
+1,40000,331000,415000,DebtCon,ProfExe,22,0,0,242.4666667,8,34,
+0,40400,63131,109395,DebtCon,Mgr,14,0,0,198.4484187,0,21,39.55593621
+0,40600,15024,65109,HomeImp,Office,,0,0,313.6709263,0,19,15.62993741
+0,40800,12064,66193,HomeImp,Office,,0,0,305.786099,0,18,12.93568769
+0,41100,129281,194500,DebtCon,Mgr,,1,0,197.4320691,0,25,32.51476871
+1,41300,42000,98000,DebtCon,ProfExe,12,0,0,222.2,0,23,
+0,41600,365528,469694,HomeImp,ProfExe,3,0,0,304.9828841,3,15,43.36362433
+1,41800,147416,227168,DebtCon,Self,2,0,4,157.6682359,3,28,
+1,42000,65889,125000,HomeImp,Other,10,0,0,102.5,1,13,
+0,42200,21427,61457,DebtCon,Other,19,0,0,183.4818117,1,30,39.86473881
+0,42600,13284,64273,HomeImp,Office,,0,0,310.3983225,0,19,15.24961301
+0,42800,6929,67573,HomeImp,Office,,0,0,299.3808919,0,19,14.04201152
+0,43100,13356,64852,HomeImp,Office,,0,0,320.3105483,0,19,15.60459962
+0,43300,18824,63487,DebtCon,Other,22,0,0,212.2548894,0,30,41.24673596
+0,43500,,51496,DebtCon,Other,,6,,109.2705596,,20,26.62587935
+0,43800,,54046,DebtCon,Other,,5,,113.1043563,,19,29.99790497
+0,44100,,51165,DebtCon,Other,,5,,130.4969829,,19,27.10511582
+0,45000,,76673,HomeImp,Office,11,0,0,297.3,0,13,
+1,45900,52720,115224,DebtCon,Other,,0,1,126.1165183,0,21,
+0,46900,91672,158953,DebtCon,Other,16,0,0,221.1323632,8,19,38.10922752
+0,47100,48062,107824,HomeImp,Self,9,0,0,203.6866984,2,35,41.5263174
+0,47700,93909,154158,DebtCon,Other,14,0,0,227.2282602,8,19,41.33812472
+0,48800,47476,105332,HomeImp,Self,9,0,0,194.1389185,3,36,40.65343467
+1,49500,9000,55000,DebtCon,Other,3,0,0,,0,0,
+1,50000,220528,300900,HomeImp,Self,5,0,0,0,0,2,
+1,50000,38000,,DebtCon,ProfExe,26,7,6,150.2,0,25,
+1,50000,30338,,DebtCon,Mgr,8,0,0,91.43100485,0,5,35.08400094
+1,50200,34668,,DebtCon,Mgr,7,1,0,117.6825478,1,5,36.72448606
+0,50400,43635,104114,HomeImp,Self,10,0,0,224.4829394,3,35,40.8514441
+0,50800,,86207,HomeImp,Self,9,0,0,167.8236105,0,21,26.65051224
+0,50900,22000,77826,HomeImp,Other,3,2,0,263.7333333,7,14,
+0,51400,,79910,HomeImp,Self,13,1,0,169.9121678,0,21,26.25179842
+0,51700,181000,255026,DebtCon,ProfExe,6,0,0,253.7420986,1,33,40.01760328
+0,52200,,81115,HomeImp,Self,10,0,0,173.2142842,1,21,24.98188282
+0,52900,48825,59418,DebtCon,Office,13,0,0,102.338683,1,25,38.75199499
+1,53600,235895,299772,HomeImp,Mgr,5,0,0,112.7482819,7,22,44.94592915
+1,53800,82324,154409,DebtCon,Other,10,,1,157.4840113,0,34,41.65904448
+0,58000,39436,75446,DebtCon,Other,2,0,0,102.2093582,0,20,30.16455356
+0,59700,39253,69299,DebtCon,Other,2,0,0,110.876229,0,21,29.31950054
+1,61400,46126,83800,,Other,33,0,1,339.9,1,23,
+0,64200,64888,145725,HomeImp,Office,10,0,1,136.9478112,0,11,40.5318231
+1,65500,205156,290239,DebtCon,ProfExe,2,0,0,98.80820562,1,21,144.1890013
+0,67400,66095,147203,HomeImp,Office,10,0,0,118.7647612,0,11,42.04567201
+0,69700,192163,293901,DebtCon,Self,10,0,0,222.1475256,2,24,29.03823599
+1,72300,,85000,DebtCon,Other,1,0,0,117.1666667,9,23,
+0,78700,22762,102997,HomeImp,,25,0,0,146.6328416,0,13,34.30020182
+0,80600,16337,109370,HomeImp,,28,0,0,137.4399914,0,14,34.20200503
+0,86000,47355,85000,DebtCon,Other,15,0,0,210.9666667,0,16,
+0,88900,48919,93371,DebtCon,Other,15,0,1,205.6501595,0,15,34.81826182
+1,1100,25860,39025,HomeImp,Other,10.5,0,0,94.36666667,1,9,
+1,1800,48649,57037,HomeImp,Other,5,3,2,77.1,1,17,
+1,2000,45000,55000,HomeImp,Other,3,0,0,86.06666667,2,25,
+1,2300,28192,40150,HomeImp,Other,4.5,0,0,54.6,1,16,
+1,2400,,17180,HomeImp,Other,,0,0,14.56666667,3,4,
+0,2500,71408,78600,HomeImp,ProfExe,8,0,0,255.7333333,0,12,
+1,2900,7750,67996,HomeImp,Other,16,3,0,122.2046628,2,8,36.211348
+1,3000,119826,193500,HomeImp,Other,8,0,0,130.0333585,0,27,
+0,3000,58000,71500,HomeImp,Mgr,10,,2,211.9333333,0,25,
+1,3200,27200,40834,HomeImp,Other,,0,0,298.131564,0,7,35.55353879
+1,3400,37000,52000,HomeImp,Office,2,0,1,183.2999156,0,6,
+0,3600,61327,76484,HomeImp,Mgr,9,,2,202.5107752,0,25,41.5163897
+0,3800,51180,63459,HomeImp,Office,20,0,0,203.7515336,0,20,20.06704205
+0,3900,102143,118742,HomeImp,Office,2,0,0,85.27736558,0,13,29.34392109
+1,4000,17000,52012,HomeImp,ProfExe,22,3,1,85.33333333,1,9,
+1,4000,7000,16020,HomeImp,Other,18,0,1,85.8,2,23,
+1,4000,55000,59000,DebtCon,Other,12,2,0,146.1,0,22,
+0,4200,56544,59218,HomeImp,Office,19,0,0,211.0025991,1,20,19.02770443
+0,4300,71206,78698,DebtCon,Sales,3,0,0,129.932869,0,31,34.18137652
+0,4500,66127,79087,HomeImp,Other,4,1,0,81.3490651,0,15,40.70530876
+1,4500,34184,46000,HomeImp,Mgr,3.5,0,1,122.6,2,22,
+0,4700,71855,88566,HomeImp,Other,2,2,0,283.9595381,0,5,36.47547328
+0,4800,56067,63102,DebtCon,ProfExe,9,0,3,160.1463113,1,30,21.58376012
+1,4900,44000,59745,HomeImp,Other,10,0,0,81.5,3,13,
+0,5000,,34846,HomeImp,,,,,,,,33.35465263
+1,5000,40000,70500,HomeImp,Mgr,0.4,0,0,61.76666667,2,8,
+1,5000,,9100,HomeImp,Other,1,0,0,54.73333333,2,8,
+1,5000,22700,34225,HomeImp,Other,4,0,0,74.63333333,3,9,
+0,5000,26037,35000,HomeImp,ProfExe,12,0,0,182.6333333,0,13,
+0,5000,,65400,HomeImp,Office,1.5,0,0,51.76666667,0,4,
+1,5000,85165,107940,HomeImp,Mgr,6,5,3,122.7666667,5,28,
+0,5000,44674,59375,HomeImp,Office,10,,,178.6925087,,19,26.44819746
+0,5000,,46281,HomeImp,Other,2,0,0,257.6522064,0,26,40.95258888
+0,5100,,26715,DebtCon,Other,1,0,0,258.7892976,0,14,26.72234334
+1,5100,129319,141875,HomeImp,Sales,7,1,0,157.8598021,0,36,25.65074122
+0,5200,67000,77000,HomeImp,Other,9,0,1,119.7,0,25,
+1,5200,40564,39527,HomeImp,Other,0,0,0,157.7710357,1,13,72.67043331
+1,5300,51000,64000,HomeImp,Mgr,10,1,0,98.33333333,0,12,
+0,5300,50934,62957,HomeImp,Office,21,0,0,197.2419573,0,20,19.35050563
+0,5400,86922,119846,HomeImp,ProfExe,5,0,0,185.0763473,1,28,26.3548893
+0,5500,70481,82446,HomeImp,Other,8,0,1,116.5919769,0,24,37.61268272
+0,5500,43486,81600,DebtCon,,4,0,0,216.1333333,4,30,
+0,5500,72147,69918,HomeImp,Sales,4,2,0,158.5344979,0,23,43.40443024
+1,5500,85845,122205,DebtCon,ProfExe,5,0,0,172.2132767,1,26,32.67664088
+1,5600,55160,86800,HomeImp,Other,3,1,1,148.1333333,1,14,
+0,5700,76948,85753,HomeImp,Other,7,0,0,128.4764515,0,25,37.85968784
+1,5700,58400,75000,HomeImp,ProfExe,4,0,0,177.5,2,26,
+1,5700,74172,79846,DebtCon,ProfExe,0,0,0,157.0097747,0,28,47.41522866
+0,5800,75000,90543,DebtCon,Mgr,18,0,0,300.4872058,1,23,38.94057536
+0,5800,46595,58191,HomeImp,Other,5,0,0,80.13174641,0,17,24.14015367
+1,5900,25972,41856,DebtCon,Other,2,0,2,157.9600114,3,27,40.62827818
+1,6000,47625,85925,HomeImp,Office,0.1,2,1,154.1333333,4,26,
+1,6000,32446,54904,HomeImp,Other,2,0,0,51.73333333,1,9,
+0,6000,53500,64790,DebtCon,Other,0.1,0,2,105.4,3,18,
+1,6000,40000,54600,HomeImp,ProfExe,4,0,4,101.4,0,19,
+1,6000,,43683,HomeImp,Other,,,,,,,21.93549881
+0,6100,,35250,HomeImp,Other,,,,303,,12,
+0,6100,78753,95433,DebtCon,ProfExe,0,,,,,,28.92511742
+0,6200,60354,87596,HomeImp,ProfExe,5,0,0,210.1730647,2,23,34.05481124
+0,6200,70793,71552,HomeImp,Sales,3,2,0,162.9451569,0,23,40.31539659
+0,6200,75623,89634,HomeImp,Other,24,0,0,324.6868294,0,47,28.2855321
+0,6300,,39050,HomeImp,Other,,,,294.4780476,,12,31.44775041
+0,6300,58052,70091,DebtCon,ProfExe,9,0,4,153.7804385,1,30,21.71959598
+1,6400,25144,45200,HomeImp,Other,25,0,2,128,4,17,
+0,6400,17491,63614,HomeImp,Office,23,0,0,325.2993087,0,12,40.24440437
+0,6400,51436,91284,DebtCon,,4,0,0,209.6428984,2,30,31.97197121
+0,6500,,37448,HomeImp,Other,,,,333.2308999,,11,29.01198058
+0,6500,51724,87770,DebtCon,,4,0,0,209.3263116,4,29,30.3434486
+0,6500,55000,88300,HomeImp,Office,29,0,0,234.4,1,17,
+1,6500,183860,208910,DebtCon,ProfExe,4,6,0,86.45222694,6,29,69.8005248
+0,6600,40926,50486,HomeImp,Office,10,,,179.8008681,,19,27.53237611
+1,6700,60301,70543,HomeImp,ProfExe,5,0,0,195.7808633,0,19,32.39759341
+0,6700,69773,83014,HomeImp,Other,0,1,0,263.1734343,0,5,37.70699649
+0,6700,54161,59714,HomeImp,Office,20,0,0,209.2063004,0,20,20.20351771
+0,6800,139578,154602,HomeImp,ProfExe,12,0,0,201.9608343,0,18,22.32582879
+1,6800,,27410,HomeImp,Mgr,6,1,0,2.033333333,1,5,
+0,6900,70717,87466,HomeImp,Other,2,0,0,112.5890607,0,15,41.4280899
+0,6900,97662,110046,HomeImp,Office,24,0,0,111.1233973,0,11,37.25315085
+0,6900,,36191,HomeImp,Other,,,,311.8698993,,12,30.79062077
+0,7000,58128,93740,HomeImp,ProfExe,5,0,0,213.3630277,2,24,34.47530193
+1,7000,19894,32500,DebtCon,Other,4,0,0,134.7,1,16,
+0,7000,58843,75300,HomeImp,Other,1.5,0,0,103.6666667,0,7,
+0,7000,46225,59000,DebtCon,Other,16,0,4,219.1333333,0,37,
+1,7000,18000,25000,DebtCon,Other,6.5,1,0,205.9666667,1,19,
+0,7000,58114,93391,HomeImp,ProfExe,6,0,0,200.0777551,1,24,31.73651179
+0,7100,54700,68500,DebtCon,,19,0,0,155.2,1,12,
+0,7100,64850,76985,HomeImp,Other,0,0,0,108.2171898,0,7,36.33755756
+0,7200,79946,113807,DebtCon,Office,1,0,0,238.458825,0,37,18.61728869
+0,7200,,74610,HomeImp,Office,1,0,0,40.18213482,0,3,37.94125377
+1,7300,60890,75785,DebtCon,Other,6,0,1,45.96666667,0,13,
+0,7300,93428,118184,HomeImp,Other,10,,,411.9520505,1,50,40.39647435
+0,7400,,44651,HomeImp,Other,2,0,0,271.9181691,0,25,42.9300431
+0,7400,,54138,HomeImp,,1,0,0,,0,0,12.21967996
+0,7400,82412,91326,DebtCon,Mgr,19,0,1,316.9470825,1,24,37.90875019
+1,7500,32070,36811,DebtCon,Other,1,1,0,228.0360001,0,6,30.16221411
+0,7500,11358,36892,DebtCon,Other,5,0,0,286.9228238,0,11,23.06292573
+1,7500,33600,50125,DebtCon,Other,2,0,0,146.9333333,0,18,
+0,7500,40936,50900,DebtCon,,10,1,0,115.6,1,26,
+1,7500,42721,67000,DebtCon,Other,15,1,3,126.7666667,2,23,
+1,7500,50000,80000,HomeImp,Other,9,,5,299.5666667,2,18,
+0,7600,49926,58588,DebtCon,,5,,1,64.66010695,,16,35.05189677
+0,7700,56622,70136,DebtCon,Mgr,7,,4,120.7645092,1,11,38.13234577
+0,7700,76056,83643,HomeImp,Other,22,0,0,353.1956285,0,47,28.54452887
+0,7800,42802,52422,HomeImp,Office,8,,,193.0814529,,18,26.49587929
+0,7800,55000,62800,HomeImp,Other,6,0,0,123.0333333,0,34,
+1,7900,67222,75189,HomeImp,Other,4,0,0,95.67687269,0,23,36.97971203
+0,7900,,67081,HomeImp,Office,1,0,0,59.08154143,0,4,41.07787822
+0,7900,,37125,HomeImp,Other,,,,285.1110151,,12,29.41354976
+0,8000,45557,56235,DebtCon,,7,,1,84.69113488,,16,36.50316075
+1,8000,49685,81020,HomeImp,Other,2,0,3,129.3624659,0,15,47.00097522
+1,8000,33689.3,48000,DebtCon,Other,3,0,0,103.7333333,0,13,
+0,8000,78720,86800,DebtCon,Other,0.1,4,0,,0,4,
+0,8000,65000,93600,DebtCon,Other,16,,,140.0666667,4,16,
+1,8000,86804,113000,DebtCon,Other,7,1,3,145.1666667,1,20,
+0,8000,57361,71167,HomeImp,Mgr,2,0,1,130.767035,0,22,29.38198545
+0,8100,43553,88242,DebtCon,,2,0,0,207.9404687,4,30,31.32965172
+0,8100,81322,97823,DebtCon,ProfExe,3,0,0,118.468506,0,25,32.71677759
+0,8100,13179,32981,,,,,,,,,31.74224928
+0,8100,50373,65865,DebtCon,Office,5,0,0,99.59816995,2,11,38.91015083
+0,8200,117314,132770,DebtCon,Self,4,0,1,176.3345415,0,19,34.55205243
+0,8200,51730,59025,DebtCon,Other,16,0,3,220.8132902,0,37,24.38009265
+0,8200,120837,176244,DebtCon,Other,8,0,0,196.7241605,0,20,34.74574315
+0,8200,80989,105080,DebtCon,Mgr,1,0,0,81.3547953,1,24,38.4757705
+0,8200,13392,34254,DebtCon,Other,3,0,0,267.9186416,0,11,21.92999049
+0,8300,51783,57839,DebtCon,Other,3,0,0,96.17667314,0,20,36.21035133
+0,8300,67715,86945,DebtCon,ProfExe,14,0,0,221.4749248,0,17,25.19429721
+0,8300,54039,89301,HomeImp,Other,18,0,0,173.1913224,0,28,26.26681575
+0,8400,39991,58511,HomeImp,Office,10,,,176.9961117,,19,24.29863608
+0,8400,62583,77481,DebtCon,Office,6,0,0,98.67270509,2,15,26.30838033
+0,8400,43900,55000,DebtCon,Office,1,0,0,169.4333333,1,21,
+0,8400,57103,78079,DebtCon,Other,0,0,0,56.30976479,8,21,23.52118826
+0,8400,102894,117799,HomeImp,Other,9,,,420.0981644,1,49,39.63319009
+0,8500,41210,45175,DebtCon,Office,9,0,0,209.4940947,1,22,29.96408198
+1,8500,18240,40200,HomeImp,Other,1,0,1,306.4,0,12,
+0,8500,,27873,HomeImp,Office,21,0,0,190.0618702,0,15,38.3754061
+0,8500,20959,62956,HomeImp,Office,20,0,0,315.7073914,1,13,41.07759066
+0,8600,,54905,HomeImp,Other,8,0,0,308.6501174,2,13,32.5539761
+0,8600,78579,93697,DebtCon,Other,0,0,0,115.1933214,1,10,33.8372027
+0,8600,75464,84263,HomeImp,Other,21,0,0,352.6582712,0,47,28.19671491
+0,8600,14762,66271,HomeImp,Office,25,0,0,318.1492776,1,13,42.27663421
+0,8700,54283,58563,DebtCon,Office,3,0,1,91.44646517,3,11,38.59036694
+0,8700,60237,69891,DebtCon,Other,3,0,0,321.2748292,0,9,32.28031362
+0,8700,79062,98038,DebtCon,ProfExe,4,0,0,139.2640336,0,26,33.57803554
+0,8700,50711,87898,DebtCon,,4,0,0,209.5214385,4,30,32.74300708
+0,8700,52388,64332,HomeImp,Other,1,0,,91.11206084,,12,36.87492751
+0,8800,51740,60852,DebtCon,Other,23,0,0,277.5895886,3,29,39.88548381
+1,8800,32169,37533,DebtCon,Other,3,0,0,74.44929477,3,19,25.34174093
+0,8800,,32221,DebtCon,Other,0,0,0,276.8419349,0,14,24.19867837
+0,8900,111493,133191,DebtCon,Self,6,0,0,159.4326981,0,19,34.3711489
+1,8900,64343,84013,DebtCon,Other,4,0,0,39.22171925,0,12,35.78843746
+0,8900,77261,96434,DebtCon,ProfExe,3,0,0,144.0370039,0,26,33.90846584
+0,9000,79259,84322,HomeImp,Other,22,0,0,359.3322724,1,47,29.67139034
+0,9000,56930,67557,DebtCon,Other,0,0,1,118.6995161,2,18,36.68688204
+0,9000,64917,102270,DebtCon,Other,10,0,0,213.0333333,0,21,
+0,9000,29000,51740,,Other,31,0,0,243.2,0,19,
+0,9000,55367,79819,DebtCon,Office,5,0,0,101.281185,1,15,27.1892129
+0,9100,50606,58822,DebtCon,Other,11,0,0,89.64483342,0,22,36.30240922
+1,9100,28550,40300,HomeImp,Other,5,0,0,109.5356355,7,33,23.08290534
+0,9100,78210,86558,DebtCon,Mgr,8,0,0,92.11150428,0,23,28.1670747
+0,9200,19756,26140,DebtCon,Other,0,1,0,0.486711451,9,7,27.07525664
+0,9200,57375,69040,DebtCon,Other,0,0,1,116.4187965,2,18,36.62562946
+0,9300,75425,109040,DebtCon,Office,2,0,0,235.9462106,0,38,17.87525907
+0,9300,59617,67709,HomeImp,Other,4,0,1,243.8307278,1,16,35.96828075
+1,9300,24000,37125,DebtCon,Office,3.5,1,1,148.0333333,2,19,
+1,9300,38115,60493,DebtCon,Other,14,0,0,91.93263226,0,18,29.63360847
+0,9400,49484,59137,DebtCon,Other,10,0,0,102.2726766,0,22,37.26913108
+0,9400,81596,116738,HomeImp,Office,28,0,0,338.6290354,1,38,34.16951368
+0,9400,109991,125146,DebtCon,Self,7,0,1,171.6798111,0,18,34.81346859
+0,9400,71600,99682,DebtCon,Other,16,,,159.0363707,4,16,25.60722823
+0,9400,77410,116693,DebtCon,Office,0,0,0,245.0836519,0,37,17.17690066
+0,9500,41541,57280,DebtCon,Other,6,0,0,69.22936935,1,10,29.16012708
+0,9500,35019,52710,DebtCon,Other,12,0,0,241.5817794,0,31,38.20866784
+1,9500,54612,68759,HomeImp,Other,9,0,0,89.10283861,0,19,31.35390694
+0,9600,53277,60843,DebtCon,Office,0,0,0,180.2840616,0,21,37.95078758
+0,9600,53196,63942,DebtCon,Other,16,0,4,227.563684,0,36,24.01676994
+0,9600,45240,60136,DebtCon,Other,2,0,1,83.06675091,0,19,38.45430002
+0,9700,53527,58605,DebtCon,Office,4,0,0,75.58454258,3,12,36.70953891
+0,9700,108000,210000,HomeImp,ProfExe,2.3,0,0,124.8333333,1,15,
+0,9700,44652,63232,DebtCon,Other,9,0,0,102.1655136,0,22,37.03487587
+0,9700,77394,86917,DebtCon,Office,16,0,1,81.46140046,0,9,27.70585654
+0,9800,58936,78078,DebtCon,,19,0,0,152.1401257,0,11,32.18876052
+0,9800,49298,73426,HomeImp,Office,9,3,1,242.3890162,1,29,34.69036125
+0,9800,78022,103466,DebtCon,Mgr,1,0,0,83.83533849,2,24,37.43461536
+0,9800,79767,93525,DebtCon,Other,0,4,0,,0,4,31.29011899
+0,9900,35448,58056,DebtCon,Other,11,0,0,229.5228444,1,31,37.2974321
+0,9900,52800,66000,HomeImp,Other,29,1,3,188.9333333,1,24,
+0,9900,55231,78708,DebtCon,Office,4,0,0,85.80147612,2,15,24.59499257
+0,9900,84920,201713,HomeImp,Self,13,0,0,3.04438414,,8,21.05764132
+1,9900,59206,75690,HomeImp,Office,6,0,2,288.3950585,1,19,30.77602786
+0,10000,68807,76581,HomeImp,Office,14,0,0,237.6478941,0,32,42.33557351
+1,10000,86000,111000,DebtCon,Other,6.5,0,1,91.96666667,3,17,
+1,10000,28000,73250,HomeImp,Other,2,0,0,28.96666667,4,12,
+0,10000,63005,78500,DebtCon,Other,3,,,171.7666667,,35,
+0,10000,66000,89145,DebtCon,Office,9,0,0,215.0333333,3,29,
+0,10000,57068,72000,,Other,12,0,0,257.7,0,27,
+0,10000,64320,102375,DebtCon,Office,10,0,0,148.1666667,1,13,
+1,10000,19225.53,35500,HomeImp,Office,5,0,2,186,1,10,
+1,10000,99600,125500,DebtCon,Office,8,0,0,80.1,3,21,
+1,10000,42321,53800,DebtCon,Other,4,0,0,275.9,0,19,
+1,10000,16288,48600,DebtCon,Other,24,0,0,268.8333333,1,16,
+1,10000,66399,78000,,ProfExe,0.9,0,0,112.6,0,15,
+1,10000,36000,68800,DebtCon,Other,13,0,0,118.6666667,6,15,
+0,10100,45493,54605,HomeImp,Mgr,21,0,1,234.5917784,0,18,36.59466404
+0,10100,81263,98536,DebtCon,Mgr,1,0,0,73.16044771,1,23,38.33125572
+0,10100,73174,91101,DebtCon,Office,14,0,0,77.11709066,0,8,25.04259669
+0,10100,58446,71145,HomeImp,Other,4,0,1,244.6243676,1,15,38.11730639
+0,10200,44000,57000,DebtCon,Other,0,1,0,191.7333333,2,13,
+0,10200,55539,65357,DebtCon,Mgr,5,0,0,190.9459308,1,17,28.64082373
+0,10200,60180,72370,DebtCon,Mgr,5,,,125.2948667,,23,42.50461354
+0,10200,73157,83858,DebtCon,,3,0,0,193.5089634,0,16,29.08799472
+0,10200,16322,86505,DebtCon,Other,8,0,0,259.1638196,0,14,21.25349814
+0,10200,,64377,HomeImp,Other,,0,0,347.2450131,0,6,37.77468156
+0,10300,,69085,HomeImp,Other,,0,0,380.2780405,0,7,36.73982022
+0,10300,74624,96697,DebtCon,Office,7,0,0,217.2353212,3,28,41.51130079
+0,10300,56127,72294,HomeImp,Other,28,1,3,184.3457508,0,24,34.63423561
+0,10400,63505,75811,DebtCon,Other,3,0,0,182.0920717,2,17,33.69078564
+0,10400,64904,76767,DebtCon,Office,11,0,0,245.0180119,4,37,41.42384414
+0,10400,78320,100017,DebtCon,Other,10,0,0,167.4225397,4,21,41.97487828
+0,10500,64295,73594,DebtCon,,19,0,0,157.2465503,0,11,33.55631225
+0,10500,88829,114962,DebtCon,Other,13,0,0,206.212228,3,15,37.86494621
+1,10500,,18600,HomeImp,Other,24,,,,,,
+0,10500,42003,53754,DebtCon,Other,16,0,0,84.55110419,0,12,32.34295932
+0,10500,12630,32220,,,,,,,,,34.34585989
+0,10600,82894,124359,HomeImp,Other,7,,,,,,40.32588532
+0,10600,44696,57686,DebtCon,Office,0,0,0,170.3409741,0,20,37.79255503
+1,10600,22000,35200,DebtCon,Mgr,13,0,0,90.33333333,5,14,
+0,10600,46972,80147,HomeImp,Office,12,3,0,244.2335301,2,29,32.6565313
+0,10600,27666,56218,HomeImp,Other,3,0,0,249.8511899,0,10,39.52832634
+0,10700,85198,107044,HomeImp,ProfExe,0,0,0,66.75832547,0,19,36.84646682
+0,10700,55341,78062,HomeImp,Other,3,0,1,192.5968546,0,12,28.82864931
+1,10700,34000,49756,HomeImp,Other,0.9,1,0,230.3,8,8,
+0,10700,115118,124198,DebtCon,Self,6,1,0,174.3418233,0,19,31.75799058
+1,10800,64305,107374,DebtCon,ProfExe,9,0,0,97.86132576,0,36,36.99638566
+0,10800,49254,80527,HomeImp,Other,2,0,2,202.5374304,0,13,29.55158314
+1,10800,57892,78900,DebtCon,ProfExe,15,0,3,329.1666667,1,14,
+1,10800,194485,228670,HomeImp,ProfExe,1,0,0,75.45815036,,4,28.37013088
+0,10800,,49495,HomeImp,Mgr,5,,,141.1652982,,8,21.07999894
+0,10800,42191,57224,DebtCon,Other,15,0,0,68.81082617,0,11,30.51822975
+0,10900,22513,52355,HomeImp,Other,1,0,0,248.5834087,0,10,39.20462501
+0,10900,51990,76918,HomeImp,Other,0,0,1,180.8181023,0,12,29.55540653
+0,11000,88252,112567,DebtCon,Other,11,0,0,224.7155765,2,15,39.52685236
+0,11000,89275,108653,DebtCon,Other,15,0,0,206.9034809,2,15,37.74304708
+1,11000,77517,86214,HomeImp,ProfExe,2,2,0,352.3791379,0,28,28.03021421
+0,11000,74596,98000,HomeImp,ProfExe,6,0,0,108.5333333,1,27,
+1,11000,63975,235000,HomeImp,ProfExe,4,5,0,123.7666667,1,17,
+0,11000,131949,165096,HomeImp,ProfExe,5,0,0,440.4212537,0,42,26.90476645
+0,11000,83639,98081,DebtCon,Other,10,0,0,155.3712203,4,22,42.53968571
+0,11000,92521,110704,DebtCon,Other,13,0,0,208.8984853,2,16,39.25043329
+0,11100,,50262,HomeImp,Mgr,5,,,175.7568875,,8,22.95686376
+0,11100,82849,113913,HomeImp,ProfExe,10,0,1,167.3610299,0,27,35.76333348
+0,11100,52029,71376,HomeImp,Other,4,0,1,250.2521648,2,16,38.48364845
+0,11100,31999,61406,,Other,31,0,0,239.0505566,0,19,20.96127294
+0,11100,148235,182053,HomeImp,Office,4,0,0,198.8097171,0,55,33.53872615
+0,11200,93649,113833,DebtCon,Other,13,0,0,205.1172457,3,16,39.12613026
+1,11200,114000,139200,DebtCon,Mgr,5,0,0,213.5666667,1,36,
+1,11200,68990,81922,DebtCon,Mgr,12,0,1,120.8858112,2,23,43.15987533
+0,11300,61810,79817,DebtCon,Office,6,0,0,98.2241442,1,14,25.52507894
+0,11300,129489,195105,HomeImp,Office,0,0,1,356.3134858,0,16,41.63401796
+0,11300,66814,82021,DebtCon,Office,4,2,3,173.7118385,3,29,38.55692945
+0,11300,78902,100332,DebtCon,ProfExe,4,0,0,116.9987995,0,26,34.68307147
+0,11400,66491,89553,DebtCon,,4,0,0,212.7832827,0,16,31.12013265
+0,11400,51203,60716,DebtCon,Other,2,0,0,99.10408262,0,20,38.23531293
+0,11400,84278,200480,HomeImp,Self,14,0,0,4.412770061,,8,19.11248507
+0,11500,53651,87547,HomeImp,Other,18,0,0,191.3968875,0,16,34.36865089
+0,11500,44097,58336,DebtCon,Office,0,0,0,173.3183208,0,20,38.19162603
+0,11500,64371,73636,DebtCon,ProfExe,2,0,0,162.1162539,1,35,39.79119896
+0,11500,22758,36922,DebtCon,Office,7,0,1,103.0481171,0,16,19.0201683
+0,11600,50433,107092,DebtCon,ProfExe,5,0,1,225.1816913,0,9,24.95259473
+0,11600,96882,118914,DebtCon,ProfExe,13,0,0,176.2219109,2,17,34.7577402
+0,11600,129432,198705,HomeImp,Office,0,0,0,341.0473292,0,16,39.96325851
+0,11700,47072,85090,HomeImp,Other,18,0,0,192.2531823,0,16,35.06486468
+0,11700,40266,59097,DebtCon,Other,,0,0,74.9980986,0,15,39.49702872
+1,11700,62400,78000,DebtCon,Office,20,0,0,216.0666667,2,24,
+0,11700,56441,86987,HomeImp,Other,17,0,0,198.0327176,0,16,33.93116342
+0,11700,68059,86216,DebtCon,Other,3,,,175.6585679,,35,30.25396992
+0,11800,,65769,HomeImp,Other,,0,0,357.3326822,0,7,34.32727654
+0,11800,86785,125552,DebtCon,Office,11,0,0,148.1764924,1,22,37.88444933
+0,11800,53596,69786,DebtCon,Mgr,5,,,126.7877807,,24,41.04775488
+0,11900,56443,86913,DebtCon,Office,12,0,0,119.8594097,0,24,38.86165697
+0,11900,85179,122788,HomeImp,Other,10,,,,,,39.43073063
+0,11900,34222,59948,DebtCon,Office,24,0,0,228.0753508,1,29,25.72883738
+0,11900,89595,107895,HomeImp,Mgr,9,0,0,250.4682419,0,24,30.30538811
+0,11900,61094,74842,,Other,12,0,0,250.1998344,0,26,29.73487407
+0,12000,76799,83864,DebtCon,Mgr,8,0,0,102.2042743,0,22,27.17193008
+1,12000,50581,70171,HomeImp,Other,,0,2,206.3192338,1,12,29.84313667
+0,12000,72786,84595,DebtCon,Office,4,2,2,198.7693251,3,30,38.09020903
+0,12000,96000,135000,HomeImp,ProfExe,14,0,0,126.8,5,22,
+0,12000,150000,175065,DebtCon,ProfExe,7,,1,206.6666667,4,26,
+0,12000,53800,80000,DebtCon,Other,0.3,0,0,124.7666667,4,11,
+0,12000,64000,80000,DebtCon,Other,2,0,0,239.5333333,3,26,
+1,12000,36000,51900,DebtCon,Other,0.1,0,0,247.5,1,10,
+1,12000,59099,82000,DebtCon,Other,10,0,2,219.1333333,0,33,
+1,12000,54257,82764,,Other,14,1,1,188.3374218,2,31,38.94275964
+0,12000,63589,75959,HomeImp,Office,14,1,0,253.616928,1,31,43.15970058
+0,12100,58556,76724,HomeImp,Other,3,0,1,234.6585447,1,16,37.63925293
+0,12100,90917,102400,DebtCon,Sales,11,,2,159.874518,0,17,33.4537285
+0,12100,12000,33938,DebtCon,Mgr,9,0,0,118.7666667,0,11,
+0,12100,83557,98881,HomeImp,ProfExe,6,0,0,102.2257045,1,26,25.78278709
+0,12100,85121,113744,DebtCon,ProfExe,0,0,2,139.4853397,0,34,33.94343772
+0,12200,110088,137794,DebtCon,ProfExe,3,0,0,251.1518919,1,46,33.51711722
+0,12200,91000,114053,DebtCon,Other,11,0,0,173.5,0,27,
+0,12200,61302,90873,DebtCon,Other,2,0,0,35.97354161,1,4,39.97361316
+0,12300,79838,85209,DebtCon,ProfExe,8,0,0,173.8386239,0,11,37.8244708
+0,12300,48866,73023,HomeImp,Office,11,3,1,251.629062,1,29,32.87687074
+1,12300,78000,101200,HomeImp,Other,0.4,0,0,145.0666667,1,19,
+0,12300,152274,177940,HomeImp,Office,4,0,0,196.8767577,0,56,33.72276915
+0,12300,50441,56656,DebtCon,Office,1,0,0,186.4510167,0,21,35.45260742
+1,12300,11300,39000,,Other,,5,1,170.4333333,3,21,
+0,12400,137927,160566,HomeImp,ProfExe,6,0,1,436.7517799,0,42,29.27255681
+0,12400,36034,62953,DebtCon,ProfExe,9,0,0,262.0793453,0,16,21.34522735
+0,12400,34055,40739,DebtCon,Other,9,,0,147.012827,6,29,39.93094736
+0,12500,93538,118369,DebtCon,ProfExe,0,0,1,132.8237118,0,33,34.83386481
+0,12500,57294,66615,DebtCon,Other,3,0,1,321.3875868,0,9,31.38089909
+1,12500,41000,64680,DebtCon,Other,2,0,0,70.9,3,30,
+1,12500,69192,105300,DebtCon,Mgr,4,0,0,282.0333333,1,23,
+0,12500,81865,101048,DebtCon,Other,1,0,0,147.4022274,0,23,38.85516272
+0,12500,56791,72974,HomeImp,Other,29,0,3,182.0664052,0,24,35.69162282
+1,12600,41169.82,57000,DebtCon,Other,5.5,1,0,98.43333333,10,18,
+1,12600,72854,86209,,ProfExe,2,0,0,118.0696474,0,14,36.05148718
+0,12600,62493,77141,,Other,13,0,0,266.3331014,0,26,27.0078722
+0,12600,37699,59874,HomeImp,Other,22,0,0,114.2359516,0,23,38.68267604
+0,12700,29471,48362,HomeImp,Other,9,0,0,79.90287141,0,4,36.0206079
+0,12700,58293,82594,DebtCon,Office,13,0,0,105.050415,0,23,36.70044554
+0,12700,79898,101989,DebtCon,ProfExe,9,2,0,214.9964598,1,29,29.30607111
+0,12700,59440,88690,DebtCon,Other,0,0,0,129.1526151,3,11,37.83827353
+0,12800,99160,114619,HomeImp,Office,2,0,0,142.2125619,0,22,35.94987705
+1,12800,40932,72172,DebtCon,Other,20,0,0,162.0440104,0,16,37.51836575
+1,12800,54151,83828,DebtCon,Other,13,0,0,132.1602699,0,16,23.47742628
+0,12800,76783,95007,DebtCon,Mgr,6,0,0,140.9720223,2,26,42.15361693
+0,12800,91040,114331,DebtCon,Other,12,0,0,175.8773501,0,26,34.74718504
+0,12800,29100,39264,HomeImp,Other,7,0,0,93.39500247,2,12,31.28306102
+0,12900,64245,83823,DebtCon,Office,13,0,0,246.8377195,3,36,40.56013033
+0,12900,151991,179521,HomeImp,Office,6,0,0,186.8053299,0,55,34.19175206
+0,12900,67038,110955,DebtCon,Office,9,0,0,147.1974137,0,12,37.08598608
+1,12900,117900,143433,DebtCon,Mgr,6,0,0,227.9328934,0,35,47.61976353
+0,12900,19688,77998,DebtCon,ProfExe,20,0,2,407.2611669,0,12,22.83907899
+0,12900,18106,37881,DebtCon,Mgr,8,0,0,134.3841089,0,10,20.51596186
+0,13000,61509,77065,DebtCon,Other,6,0,0,172.8544902,2,17,35.39086131
+0,13000,39386,53149,DebtCon,Other,4,0,0,110.4779566,1,16,38.52175901
+0,13000,88614,116994,HomeImp,ProfExe,13,0,2,188.8241991,0,28,32.61950164
+0,13000,6793,47700,DebtCon,ProfExe,4,0,0,304.3666667,0,16,
+1,13000,41193,58000,DebtCon,Other,18,3,2,66.93333333,4,7,
+1,13000,177000,200000,DebtCon,Mgr,3,0,2,195.8333333,1,50,
+0,13000,66014,85528,DebtCon,Office,4,2,3,185.6449939,2,30,39.41871848
+0,13000,60719,73677,,Other,11,0,0,256.7103553,0,26,27.31010697
+0,13100,59608,72561,HomeImp,Other,30,1,2,195.5387113,1,24,36.61107299
+0,13100,82411,103833,HomeImp,Other,21,0,0,135.8630384,4,24,29.21582663
+0,13100,97287,123281,DebtCon,Other,9,0,0,162.9937439,0,26,34.17834568
+0,13200,,69139,,,0,1,0,,0,1,1.565931047
+1,13200,65372,81426,DebtCon,Other,4,,1,102.6208363,3,29,38.93416913
+0,13200,71775,80480,DebtCon,Other,0,0,0,240.6435766,3,25,29.26799242
+0,13300,76663,96022,DebtCon,ProfExe,10,2,0,180.0294503,1,30,27.04500676
+0,13300,64002,88174,DebtCon,Other,3,,,157.9169897,,34,29.79823118
+0,13300,153411,182014,DebtCon,ProfExe,7,,0,198.39162,3,25,41.98711554
+0,13300,,27136,HomeImp,,27,0,0,210.9969755,1,4,23.80714773
+0,13300,50039,63784,DebtCon,Other,3,0,0,176.8461955,0,13,27.86558873
+0,13400,156455,180313,DebtCon,ProfExe,6,,1,210.7182561,4,25,40.2473728
+0,13400,98701,129679,HomeImp,ProfExe,10,0,0,179.127926,2,32,29.54928351
+0,13400,65662,92050,DebtCon,Other,2,0,0,20.7592153,1,3,42.00939008
+0,13400,66737,71117,DebtCon,ProfExe,0,0,0,163.1318589,2,34,40.94386627
+0,13500,63572,102739,HomeImp,ProfExe,7,0,0,250.5613569,0,12,34.91379344
+0,13500,44586,73764,DebtCon,Other,2,0,0,263.9311707,0,21,29.96620202
+1,13500,70000,93500,DebtCon,Sales,25,0,0,250.6333333,0,46,
+1,13500,28000,85999,DebtCon,Other,0,6,4,227.2666667,6,37,
+0,13500,117604,136099,DebtCon,ProfExe,15,,0,188.2609728,1,32,31.63052886
+0,13600,115816,212995,HomeImp,ProfExe,1,0,0,114.8430305,1,14,26.3251112
+0,13600,58539,67899,HomeImp,Other,29,1,2,194.2738338,1,23,37.13442194
+1,13600,30200,43600,HomeImp,Other,0,8,1,230.3,0,18,
+0,13600,159591,182585,DebtCon,ProfExe,7,,1,199.6986174,3,25,42.31951831
+0,13700,94650,109650,DebtCon,Office,3.5,0,1,268.8333333,1,34,
+0,13700,89345,105590,DebtCon,ProfExe,6,0,0,201.0424021,2,37,43.47167729
+0,13700,70018,89803,HomeImp,Office,24,0,0,154.7521209,1,13,39.38990883
+0,13700,95065,123858,DebtCon,Other,9,0,0,176.9525325,0,27,34.59683753
+0,13700,60623,83979,HomeImp,Other,,0,0,308.1085404,0,20,29.48252787
+0,13700,59530,81068,DebtCon,Other,0,0,0,108.0191417,3,10,37.84664809
+0,13800,77130,127000,DebtCon,ProfExe,15,0,0,296.3333333,0,19,
+0,13800,,43082,HomeImp,Other,0,0,0,316.0362444,0,9,26.16601382
+0,13800,78645,130104,DebtCon,ProfExe,16,0,0,295.7213173,0,19,29.96660243
+1,13900,,,HomeImp,Other,4,0,2,209.4799103,0,15,35.77489179
+0,13900,68876,90813,HomeImp,Other,,0,0,284.4969036,0,19,31.16414999
+0,13900,78442,105065,HomeImp,ProfExe,0,0,0,71.55047746,0,19,34.75170874
+1,13900,51653,85578,DebtCon,Other,13,0,0,90.27307943,0,7,41.69337722
+0,13900,88746,108160,HomeImp,Mgr,9,0,0,234.9489511,0,25,30.95143737
+0,13900,47741,69111,DebtCon,Other,2,0,0,254.2596131,0,21,28.88561818
+0,14000,92583,114379,DebtCon,Other,10,0,0,169.4483417,0,27,34.1307686
+0,14000,62000,88500,HomeImp,Office,9,,,107.3666667,0,11,
+1,14000,64000,78000,,ProfExe,7.4,0,0,174.4333333,0,20,
+0,14000,46541,64338,DebtCon,Other,0,0,0,204.4094433,1,12,28.36479851
+1,14000,,,HomeImp,Other,17,0,7,184.6131909,0,12,18.19428042
+0,14100,54081,68577,DebtCon,Other,8,0,0,237.6822783,0,17,33.08901751
+0,14100,49927,67761,DebtCon,Mgr,26,0,0,276.5499132,1,16,36.59939111
+0,14200,,31671,DebtCon,Other,13,,,82.99126514,2,8,33.21510402
+0,14200,71979,86443,DebtCon,Other,2,0,0,238.2643462,3,25,32.13676623
+0,14200,102789,123691,DebtCon,,3,0,0,127.0600081,1,26,31.33876448
+0,14300,67018,81805,DebtCon,Other,1,0,0,253.5924509,3,25,30.68621875
+0,14300,21828,38000,DebtCon,Mgr,17,1,0,103.5,1,17,
+0,14300,,29115,DebtCon,Other,14,,,82.06640517,2,7,32.76978633
+0,14300,89984,121189,HomeImp,Mgr,4,0,2,137.5978233,0,25,41.61332522
+0,14400,20996,41987,DebtCon,Mgr,9,0,0,120.9555144,0,10,21.11871262
+0,14400,45516,63924,DebtCon,Other,,0,0,109.3307981,1,19,40.8719872
+0,14400,111914,142105,DebtCon,ProfExe,3,0,0,284.516966,1,46,32.91138466
+0,14500,,30625,DebtCon,Other,11,,,89.85657709,2,9,33.47451381
+0,14500,49348,68000,DebtCon,Office,0.2,0,0,178.6,0,25,
+0,14500,78503,90558,DebtCon,Mgr,19,0,0,250.4522894,10,24,36.87623453
+0,14600,68182,83091,DebtCon,Office,5,0,0,135.8483738,0,19,24.68413786
+0,14600,28050,49244,HomeImp,Other,9,0,0,122.1166394,1,9,20.82876656
+0,14600,6871,52457,DebtCon,ProfExe,4,0,0,317.2440017,0,16,17.61790872
+0,14700,49264,68591,DebtCon,Other,9,0,0,237.8391591,0,18,31.25670012
+1,14700,148396,162403,DebtCon,Mgr,13,0,0,163.4989942,0,31,35.42841566
+0,14700,106417,123580,HomeImp,ProfExe,9,0,0,166.4960653,3,31,29.31671006
+0,14700,14275,90376,HomeImp,Other,14,0,1,273.6025171,0,23,26.84247974
+0,14800,76875,95893,DebtCon,Other,4,2,0,88.75457479,0,21,24.22469542
+1,14800,,,HomeImp,ProfExe,0,,,,,,
+0,14800,86861,93341,HomeImp,Office,,0,0,162.0239464,0,26,42.89716211
+0,14800,60573,93187,DebtCon,Other,0,0,0,30.00947426,2,3,39.08020712
+0,14900,70872,88731,DebtCon,Other,4,0,0,243.9979348,3,26,29.04802062
+0,14900,66329,100824,HomeImp,ProfExe,9,0,0,279.2407514,0,11,36.19837544
+0,14900,22245,31531,DebtCon,Office,7,0,0,91.07421818,0,16,21.62058028
+0,14900,97930,113886,DebtCon,Office,3,0,0,267.8272583,0,33,28.42029335
+0,14900,60667,81293,DebtCon,,6,,,,,,27.5737365
+0,15000,93226,108149,DebtCon,Sales,11,,1,152.7976908,1,17,34.25026619
+1,15000,,27500,HomeImp,Other,11,1,1,62.3,2,3,
+1,15000,86000,,DebtCon,Mgr,1,0,0,63.7,1,27,
+1,15000,38000,73200,DebtCon,Other,6,0,0,171.3,0,17,
+1,15000,37624,60562,DebtCon,Other,,0,1,186.8666667,7,26,
+1,15000,,74750,DebtCon,,,,,,,,
+0,15000,48882,156000,DebtCon,ProfExe,20,0,0,239.5,0,28,
+0,15000,,94000,,Other,,0,0,186.7,1,10,
+0,15000,48000,105000,HomeImp,Office,2,,3,142,1,24,
+0,15000,92000,154000,DebtCon,Mgr,1,0,0,207.9666667,1,19,
+0,15000,84000,110975,DebtCon,Other,20,0,0,282.1666667,1,17,
+1,15000,42006,,DebtCon,Other,10,0,1,75.33333333,0,33,
+1,15000,54294,85460,DebtCon,Other,18,0,3,118.6666667,1,23,
+1,15000,74000,90000,DebtCon,ProfExe,9,1,3,136.9666667,0,27,
+1,15000,82000,130000,DebtCon,Mgr,18,0,5,122.7333333,10,19,
+1,15000,61265,,DebtCon,Office,22,0,0,186.6666667,1,21,
+0,15000,65584,92582,DebtCon,Other,10,0,0,82.94897322,2,10,34.3172408
+0,15100,140193,176342,DebtCon,Mgr,11,0,0,248.1884191,0,20,30.0801582
+0,15100,49533,63607,DebtCon,Other,2,0,0,180.5232928,0,14,36.37718295
+0,15100,38549,59853,DebtCon,,5,0,0,104.1832474,2,9,29.14186281
+0,15100,45579,54065,DebtCon,Other,,0,0,79.75739031,0,15,41.44733187
+0,15100,81298,108947,DebtCon,ProfExe,9,0,0,194.4434657,1,35,42.24594075
+0,15200,87116,105971,HomeImp,Other,21,0,0,147.9466798,4,24,27.96155021
+0,15200,69320,89644,DebtCon,Other,11,0,0,91.74348238,2,11,31.11492975
+1,15200,96341,118734,DebtCon,Other,1,1,,90.7327804,1,26,39.14005597
+0,15200,7879,95124,HomeImp,Other,13,0,1,270.2858992,0,22,29.16014082
+0,15200,8723,66817,DebtCon,Sales,0,0,0,309.5026335,0,5,37.7638359
+0,15300,22079,168281,HomeImp,Self,8,0,0,301.4910256,0,27,27.7711227
+0,15300,82439,99896,DebtCon,ProfExe,1,0,0,281.2003291,1,21,39.4088714
+0,15300,42100,65000,DebtCon,Other,7,0,0,95.33333333,3,15,
+0,15300,59083,96073,DebtCon,ProfExe,8,0,0,194.0054867,0,19,20.48797965
+0,15300,33113,57991,DebtCon,Other,4,0,0,122.5788363,1,16,40.56988842
+0,15400,32131,47338,HomeImp,Other,9,0,0,93.3731422,1,11,31.40918636
+1,15400,180017,206148,DebtCon,Mgr,2,0,2,196.0336579,1,49,36.41734258
+0,15400,,43899,HomeImp,Other,0,0,0,324.5517414,1,9,27.77956059
+0,15400,30703,57184,HomeImp,Other,10,0,0,122.8043265,0,10,18.15090215
+1,15500,57993,82248,DebtCon,Other,10,0,0,173.0729685,0,16,32.14246898
+0,15500,74761,92729,DebtCon,ProfExe,9,0,1,339.0892634,,42,37.47461725
+0,15500,71412,93723,DebtCon,Mgr,19,0,0,238.5013159,11,24,35.96589822
+0,15500,28269,52822,HomeImp,Other,9,0,0,120.6109212,1,9,18.18289192
+1,15500,82054,104627,DebtCon,Sales,3,0,0,9.048515086,1,35,60.64575626
+0,15600,102572,112721,DebtCon,Office,3,0,1,271.270791,0,33,29.63441489
+0,15600,62622,106824,HomeImp,ProfExe,9,0,0,261.0214154,0,11,34.97887956
+1,15600,63500,80000,DebtCon,Sales,0.2,3,0,104.5666667,2,20,
+1,15700,53443,77704,DebtCon,Office,2,0,5,73.08753889,0,16,45.19549587
+0,15700,35873,52800,HomeImp,Other,10,0,0,128.2359137,0,10,20.95025208
+0,15700,95128,122248,DebtCon,Other,10,0,0,171.0217817,0,27,36.33260042
+0,15700,16804,34294,DebtCon,Mgr,9,0,0,131.7734232,0,10,23.97970277
+0,15700,40314,60640,HomeImp,Other,25,0,0,255.5274603,0,13,22.54068012
+0,15800,91095,109401,DebtCon,Sales,12,,1,154.3601832,0,17,33.52627067
+0,15800,89765,111792,DebtCon,ProfExe,1,0,2,143.3555312,1,34,33.05883512
+0,15800,101246,142340,DebtCon,Office,2,,,109.2939326,2,16,33.77082855
+0,15800,58388,100944,HomeImp,Other,0,0,3,51.52514753,1,10,39.86252014
+0,15800,20665,43790,DebtCon,Mgr,8,0,0,108.4139366,0,11,22.82689244
+0,15900,46731,71521,DebtCon,ProfExe,18,0,0,192.1442355,0,22,40.36176991
+0,15900,94108,113888,HomeImp,Office,2,0,0,140.5100538,0,21,36.31878818
+0,15900,97478,120514,DebtCon,Office,1,,3,264.2609164,1,29,41.84027524
+0,15900,107336,120451,DebtCon,Other,1,0,0,123.4655194,2,21,37.99240801
+0,15900,88000,109500,DebtCon,ProfExe,7,0,0,138,2,21,
+0,16000,56295,77146,DebtCon,Office,0,0,0,190.3964069,0,24,31.73703429
+0,16000,82097,100225,DebtCon,Other,0,0,0,129.3745132,0,22,39.8272172
+0,16000,62200,89200,DebtCon,Other,1.9,0,0,176.5333333,1,31,
+0,16000,16300,128200,DebtCon,Other,10,0,0,366.2666667,1,10,
+0,16000,63005,90908,HomeImp,Other,,0,0,295.1152504,0,20,29.01487651
+0,16000,77067,94613,DebtCon,Other,5,0,0,207.4133904,3,18,41.05898907
+0,16000,65901,85627,DebtCon,Office,5,0,0,117.3570325,0,20,21.44534142
+1,16100,,30695,HomeImp,Other,11,0,1,64.33574112,2,2,29.23301484
+0,16100,63152,85097,DebtCon,Office,5,0,0,102.4008978,1,20,24.17553291
+0,16100,41379,57862,DebtCon,Other,17,0,0,282.0062894,0,21,30.7084874
+0,16100,72942,99544,DebtCon,Other,5,2,0,54.94567887,1,20,23.28293339
+0,16200,62258,92595,DebtCon,Office,2,0,0,177.8542195,0,25,22.21960047
+0,16200,70703,87682,DebtCon,Other,10,0,0,87.21132856,3,10,31.37926884
+0,16200,96049,129091,DebtCon,Mgr,5,,,251.1608938,3,42,36.69216791
+0,16200,76211,104348,DebtCon,Other,0,0,0,141.0468244,1,18,33.33441192
+0,16300,7774,88649,HomeImp,Other,14,0,1,257.9159219,0,22,28.13047878
+0,16300,67524,85577,DebtCon,Other,8,0,0,75.43432799,3,11,31.76182878
+0,16300,69327,102426,HomeImp,ProfExe,8,0,0,246.7546661,1,12,36.4090945
+0,16400,74904,92308,DebtCon,Other,6,0,0,202.4904448,3,19,42.42034531
+1,16400,54818,74447,DebtCon,Office,3,2,3,208.0888643,1,50,41.95642972
+1,16400,48700,72500,DebtCon,Other,,0,1,127.3,1,39,
+0,16400,58664,89589,DebtCon,Office,27,0,0,211.4411021,0,21,34.25636489
+0,16400,102103,133626,DebtCon,ProfExe,5,0,0,95.36634837,0,14,31.27518252
+0,16500,44110,65748,DebtCon,Other,7,0,0,99.19355258,3,14,41.41563125
+1,16500,92900,116000,DebtCon,Mgr,10,1,,83.16666667,1,27,
+0,16500,67619,93500,HomeImp,ProfExe,8,0,0,82.16666667,0,16,
+1,16500,67000,109500,DebtCon,Mgr,2,4,0,217.1,2,24,
+0,16500,48674,73720,DebtCon,ProfExe,17,0,0,186.4730715,0,23,38.37360781
+0,16500,,29168,DebtCon,Other,11,,,102.1303682,2,8,31.56688527
+0,16600,81275,106691,DebtCon,ProfExe,1,0,0,289.376138,1,20,38.47524099
+0,16600,74784,100221,DebtCon,Mgr,1,0,0,90.05044751,0,17,25.7083938
+0,16600,28694,44165,DebtCon,ProfExe,20,0,1,206.7176512,2,16,30.63902291
+0,16700,62933,95498,DebtCon,Office,0,0,1,161.6609943,0,25,24.26256802
+0,16700,54079,112463,HomeImp,Office,1,,3,134.9257138,1,23,37.03395439
+0,16700,,56374,DebtCon,Office,1,0,0,73.4289424,1,9,40.82912873
+0,16800,57329,83695,DebtCon,Other,3,0,0,294.9997016,2,16,40.62505269
+0,16800,50050,140222,DebtCon,Other,4,0,0,272.4998353,5,43,40.03337824
+0,16800,81820,100366,DebtCon,ProfExe,6,0,1,335.3003273,,41,36.21162681
+0,16800,50135,93772,DebtCon,ProfExe,5,0,0,126.4894051,2,21,35.85635489
+0,16900,131002,166859,DebtCon,Office,4,0,0,135.8564232,0,20,28.15188528
+1,16900,63800,85000,DebtCon,Other,2,0,6,127.8,2,33,
+0,16900,53252,89720,DebtCon,Office,29,0,0,204.5879339,0,22,33.01615312
+0,16900,102108,117650,DebtCon,Other,9,0,0,279.1125847,1,19,29.64517729
+1,17000,54218,75000,DebtCon,Mgr,5,1,0,177.5,6,35,
+0,17000,134689,158661,DebtCon,Mgr,,0,0,227.3954647,0,19,36.42557176
+0,17000,45671,64516,HomeImp,Other,27,0,0,246.1797214,0,13,25.7012056
+0,17000,60483,85015,HomeImp,ProfExe,4,0,0,116.5252651,0,12,27.29874318
+0,17000,86000,119600,DebtCon,ProfExe,12,,,137.4666667,,25,
+1,17000,52700,78000,DebtCon,Other,2,0,0,62.9,0,10,
+1,17000,43000,63500,DebtCon,Other,8,0,0,46.66666667,3,11,
+0,17000,98451,138012,DebtCon,Office,3,,,120.2389346,2,15,33.95359392
+0,17100,19126,88969,DebtCon,Other,21,0,0,225.7062879,2,41,38.89637818
+0,17100,49951,111291,HomeImp,Office,1,,2,151.1045925,1,23,39.48719814
+1,17100,32134,69131,DebtCon,Other,3,0,0,209.1988005,0,6,38.632967
+0,17100,91502,113251,DebtCon,Other,18,0,0,289.9544006,0,16,24.45832061
+0,17200,7044,57831,DebtCon,Sales,0,0,0,330.9709043,0,6,37.94331514
+0,17200,33073,85654,DebtCon,ProfExe,7,0,0,163.3947887,1,20,28.27488887
+0,17200,35116,60489,DebtCon,Other,17,0,0,106.486237,1,18,38.80624071
+0,17200,99204,119490,DebtCon,Other,9,0,0,296.2114898,1,18,30.3013654
+0,17300,40280,66319,DebtCon,,4,0,0,101.3255769,2,9,27.97593545
+0,17300,99064,156306,HomeImp,ProfExe,4,0,0,90.44952245,0,16,35.75006044
+0,17300,110614,137552,DebtCon,ProfExe,6,0,0,85.23250072,0,13,31.34436552
+0,17300,57358,71617,DebtCon,Office,0,0,0,194.2933392,0,25,30.53780606
+0,17400,58941,88470,HomeImp,ProfExe,4,0,0,123.2570546,0,12,25.55759334
+0,17400,42876,66085,DebtCon,Mgr,26,0,0,281.5781525,1,16,38.02752168
+0,17400,113890,135146,DebtCon,,16,0,0,174.1014596,1,17,37.6335491
+0,17400,102228,115898,DebtCon,ProfExe,0,0,0,144.1981676,0,30,35.11415035
+0,17500,17889,94453,DebtCon,Other,19,0,0,244.3562274,2,41,35.74477089
+0,17500,153839,194027,DebtCon,Other,7,0,0,,1,15,29.1136512
+0,17500,46636,72908,DebtCon,Other,7,0,0,110.2309072,3,15,41.51229209
+0,17500,103562,130613,DebtCon,Other,1,0,0,288.0084783,0,47,39.35835753
+0,17600,56090,103992,HomeImp,Other,1,0,2,46.87513575,1,10,39.08182644
+0,17600,44571,66088,HomeImp,Office,2,0,0,126.0903816,0,17,30.87190179
+0,17600,71983,97939,DebtCon,Office,1,0,0,144.3662159,3,19,29.80858977
+0,17600,,66000,,,7,0,0,111.7857004,0,14,27.09089472
+0,17700,111612,128416,DebtCon,,14,0,0,169.7334875,0,17,39.77062845
+0,17700,107395,133433,DebtCon,ProfExe,6,0,0,96.15756174,0,13,27.59227738
+0,17700,,55796,DebtCon,Office,1,0,0,85.18341257,2,8,40.20948611
+0,17800,39686,67246,DebtCon,,5,0,0,114.183555,1,10,27.5758097
+0,17800,58942,91483,HomeImp,ProfExe,5,0,0,123.7366744,0,13,28.15595999
+0,17800,13660,173360,HomeImp,Mgr,23,0,0,78.8388988,2,21,30.06279232
+0,17800,44326,79651,DebtCon,ProfExe,4,0,0,246.7969491,3,32,32.50901207
+0,17900,63559,81536,HomeImp,ProfExe,13,0,3,176.8707685,0,13,26.18976709
+0,17900,56273,111507,HomeImp,Office,1,,2,123.0225636,1,23,39.49148711
+0,18000,68000,98898,DebtCon,Office,10,0,0,206.9666667,2,13,
+0,18000,,53365,DebtCon,Other,,,,340.460801,,17,30.57565003
+0,18000,105000,172500,DebtCon,Office,6,0,0,219.1666667,4,24,
+0,18000,90000,120600,DebtCon,Office,25,0,0,272.9333333,3,17,
+1,18000,99401,140000,DebtCon,Other,8.9,2,0,150.1,3,20,
+1,18000,48724,72654,DebtCon,Other,7,0,0,62.08860596,0,4,31.57029892
+0,18000,54196,71412,DebtCon,ProfExe,10,0,0,189.8742704,1,42,37.3521051
+0,18100,53524,102133,HomeImp,Other,0,0,3,52.94238739,1,9,40.61679727
+0,18100,89454,119019,DebtCon,Other,13,0,0,127.2461963,1,8,37.52527269
+0,18100,27239,39723,DebtCon,Mgr,17,0,0,111.5322141,1,16,24.44945281
+0,18200,16386,170310,HomeImp,Mgr,23,0,0,73.0072773,2,20,29.80460145
+1,18200,55406,78682,DebtCon,Other,,0,0,122.7177095,0,39,33.6938313
+0,18200,4927,30198,DebtCon,Other,,0,0,89.59983867,1,19,41.23052688
+0,18200,78077,105522,DebtCon,ProfExe,0,0,0,278.4430216,2,22,38.9396509
+0,18300,109437,114900,DebtCon,Other,1,0,0,138.1718508,1,20,38.33231689
+0,18300,90099,118545,DebtCon,ProfExe,12,0,0,140.5158506,3,18,38.89923169
+0,18300,68096,99051,DebtCon,Mgr,1,0,0,85.8431617,0,17,27.63351648
+0,18400,89101,118748,DebtCon,ProfExe,7,0,0,153.849763,2,21,21.76282696
+0,18400,99902,125249,DebtCon,Office,26,0,0,294.424118,2,16,33.48854738
+0,18400,16756,66340,DebtCon,Office,,0,0,239.8448526,0,21,38.6626294
+0,18400,62300,95869,DebtCon,Other,2,0,0,172.7591234,1,31,35.18944727
+0,18500,102472,115719,DebtCon,ProfExe,0,0,0,120.0902646,0,30,34.24344096
+0,18500,67686,95949,HomeImp,ProfExe,9,0,0,78.94907069,0,16,31.80824299
+0,18500,38145,59415,HomeImp,Other,25,0,0,241.8973574,0,14,23.87079226
+1,18600,23850,61808,HomeImp,Other,12,0,0,46.94616405,0,8,40.8529275
+0,18600,98200,123662,DebtCon,Office,0,,3,241.6422316,0,29,41.05065735
+0,18600,119741,212530,DebtCon,Other,4,1,0,202.2885776,0,17,27.07376116
+0,18600,43438,69441,DebtCon,Office,1,0,0,229.2744494,0,11,35.80007142
+0,18600,96476,119780,DebtCon,Office,0,,2,264.1531247,0,29,40.80574336
+0,18700,11886,63762,DebtCon,Sales,0,0,0,315.2604995,0,5,39.67583359
+0,18700,50354,79011,DebtCon,Other,1,,1,290.8270296,1,10,35.13903436
+1,18700,66003,82410,DebtCon,Mgr,0,1,0,85.77380757,1,23,51.5173853
+0,18800,110098,120662,DebtCon,Other,0,0,0,122.1698211,1,21,39.32231541
+0,18800,96272,163250,DebtCon,Mgr,2,0,0,204.4925859,1,19,37.86835539
+0,18800,91731,125902,DebtCon,Office,24,0,0,276.7274249,2,16,32.29430401
+0,18900,83474,104133,HomeImp,ProfExe,4,0,0,109.9887849,1,24,38.86401954
+0,18900,39727,68477,DebtCon,Office,11,0,2,134.2798423,0,22,40.42119971
+1,18900,,75252,DebtCon,,,,,,,,42.91960497
+0,18900,52640,113391,DebtCon,ProfExe,16,0,0,257.5237966,0,19,27.79232371
+0,19000,7524,28639,DebtCon,Other,,0,0,60.32825275,1,18,42.35846148
+0,19000,75673,100335,HomeImp,ProfExe,8,0,0,93.15954491,0,16,33.51848053
+0,19000,145800,190300,DebtCon,ProfExe,13,,,109.6666667,1,24,
+0,19000,104176,165086,,Other,,0,,254.7424804,,24,39.61320557
+0,19000,105729,172555,DebtCon,Office,6,0,0,216.4390359,4,23,41.04674812
+0,19100,129111,197592,HomeImp,ProfExe,12,0,0,207.1551738,0,21,36.14177784
+0,19200,54483,81690,DebtCon,Other,16,0,0,198.7025164,0,21,37.74942653
+0,19200,153722,199812,DebtCon,ProfExe,13,,,121.9429162,0,24,29.80285908
+0,19200,31307,60202,DebtCon,ProfExe,18,0,0,170.5812991,1,20,35.60054495
+0,19300,148542,195791,DebtCon,ProfExe,12,,,110.3276351,0,23,30.53661059
+1,19300,152000,182000,HomeImp,Self,1,,,,,,
+0,19300,51580,83518,DebtCon,Other,13,0,0,89.525932,0,9,7.148413213
+0,19400,167450,200902,DebtCon,ProfExe,9,0,0,264.6979824,1,37,25.63079874
+1,19400,86219,126904,HomeImp,Other,0,0,0,,0,0,34.48084978
+0,19500,51333,77732,,,,,,,,,37.39831656
+1,19500,50000,89100,,ProfExe,7,2,1,86.23333333,4,25,
+0,19500,48835,72566,DebtCon,ProfExe,9,0,0,191.2753966,1,42,39.61242564
+0,19600,55169,86203,DebtCon,Other,18,0,0,223.6033292,1,22,33.7552728
+0,19600,128876,162994,DebtCon,Office,2,,1,382.312217,,52,36.06796344
+0,19700,23921,134867,DebtCon,Other,9,0,0,374.1271833,0,10,38.8656552
+0,19700,19349,133226,DebtCon,Other,9,0,0,342.3163573,1,9,40.14790835
+0,19800,13830,85587,DebtCon,Other,20,0,0,229.5182951,3,40,35.31106586
+0,19900,168732,224270,DebtCon,Office,12,0,0,217.6372546,0,32,41.5493313
+1,19900,93619,130000,DebtCon,Office,9,2,5,210.9666667,2,18,
+0,19900,78142,102085,HomeImp,Mgr,12,0,0,160.3670328,0,27,34.09975711
+1,20000,72000,103000,DebtCon,ProfExe,0.5,0,0,174.3,3,23,
+1,20000,27900,,HomeImp,Mgr,21,,,,,,
+0,20000,59964,100000,DebtCon,Office,8,,1,106.8333333,2,18,
+0,20000,,73800,DebtCon,Sales,4,0,0,404.7666667,0,24,
+0,20000,66820,100000,HomeImp,Other,5,0,0,217.2666667,1,13,
+0,20000,145000,117500,,ProfExe,5,0,0,96.4,3,34,
+0,20000,83205,132000,DebtCon,Other,11,0,0,97.4,3,15,
+1,20000,151982,,DebtCon,Self,,2,5,146.5,1,43,
+1,20000,14361,50000,DebtCon,Other,,0,1,216.0666667,1,10,
+1,20000,87800,163800,,Mgr,14,2,6,244.0666667,,25,
+0,20000,27782,58313,DebtCon,ProfExe,16,0,0,185.1706372,1,20,38.68480699
+0,20000,,26507,DebtCon,ProfExe,7,0,0,92.42667382,1,19,20.68374038
+0,20100,38614,56295,HomeImp,Self,3,1,,132.6165215,,11,25.7926535
+0,20100,62661,87329,DebtCon,Other,18,0,0,198.3413433,0,22,32.83817817
+0,20100,104183,139637,HomeImp,ProfExe,10,0,0,162.0041808,1,23,34.62420281
+0,20200,9297,26699,DebtCon,Other,,0,0,55.70549729,2,18,41.71895839
+0,20200,137000,174685,DebtCon,ProfExe,6,,,183.6666667,5,43,
+0,20200,61477,98143,DebtCon,Office,1,0,0,156.9290889,0,21,36.09986835
+1,20200,82181,119535,DebtCon,Office,41,0,0,105.2192968,3,28,52.73486061
+0,20300,82996,118224,DebtCon,Other,11,0,0,287.6116049,1,16,34.18708305
+1,20300,77325,133075,DebtCon,Office,19,1,0,166.1260891,4,21,40.73602194
+0,20400,29985,54038,DebtCon,ProfExe,15,0,0,177.5936728,1,20,35.55430368
+1,20400,19265,43962,DebtCon,Office,5,2,0,177.9047071,1,15,35.40463887
+0,20400,83188,113181,DebtCon,Mgr,25,,0,321.5609396,1,42,37.69667921
+0,20500,64123,103728,DebtCon,Office,8,,1,112.5822669,1,17,35.84627282
+0,20500,173061,220886,DebtCon,Office,13,0,0,213.9143599,1,32,43.79573429
+0,20500,53438,118731,DebtCon,ProfExe,14,0,0,258.5210694,0,20,26.14692719
+0,20500,76620,185666,,Other,8,0,0,360.6400541,1,16,33.75431861
+0,20600,91180,98088,DebtCon,ProfExe,2,1,0,125.6768499,0,20,36.53740053
+0,20600,124323,166781,DebtCon,Office,4,,1,381.0256475,,51,37.16904808
+0,20600,32439,55024,DebtCon,Other,0,,,302.7839495,,24,35.38837972
+0,20600,114947,173502,DebtCon,Office,4,0,0,219.3368796,4,24,40.54373892
+0,20700,48134,78954,,,,,,,,,37.76048242
+0,20700,69810,100756,HomeImp,Other,3,0,0,213.7282918,1,13,32.87190897
+0,20800,77885,98188,DebtCon,Mgr,4,0,0,50.29354716,7,23,38.12040471
+0,20800,150507,126763,,ProfExe,4,0,0,102.4223879,2,33,31.990311
+0,20800,63764,97090,DebtCon,Office,1,0,0,63.24887692,0,23,34.59966898
+0,20800,136884,180053,HomeImp,Mgr,9,0,0,323.5951974,0,17,43.03775004
+0,20900,127077,204192,HomeImp,ProfExe,13,0,0,181.6508803,0,22,34.58958143
+0,20900,51960,105524,DebtCon,Office,2,0,3,179.925635,0,47,37.17960241
+0,20900,62615,87904,DebtCon,Office,5,,,177.8648492,,15,36.83107615
+0,21000,81848,109860,DebtCon,Other,,0,0,173.7861616,1,24,40.05752741
+1,21000,113954,136249,DebtCon,Office,2,0,0,97.54425218,13,14,33.62088344
+0,21000,42000,67000,DebtCon,Other,7,0,0,66.63333333,2,19,
+0,21000,67657,100606,HomeImp,Other,5,0,0,225.2852704,1,12,31.04430422
+0,21000,131378,199687,HomeImp,ProfExe,12,0,0,208.6059657,0,21,37.09927911
+1,21100,72000,98000,DebtCon,Office,6,0,2,79.16666667,4,29,
+0,21200,130373,204384,HomeImp,ProfExe,13,0,0,197.0444606,0,21,35.20443453
+0,21200,44097,64703,DebtCon,Office,12,0,2,123.8939486,1,21,40.13923179
+0,21200,48273,71102,DebtCon,Other,7,0,0,73.30309745,2,19,34.65925993
+0,21300,133942,282972,HomeImp,Mgr,3,0,0,197.1481905,0,15,30.54540067
+0,21300,107012,159949,DebtCon,Mgr,15,0,0,166.0829828,0,26,33.35538267
+0,21300,101524,141859,HomeImp,ProfExe,10,0,0,162.3221192,0,23,31.98763633
+0,21300,68544,89908,DebtCon,Other,3,0,0,101.7740201,2,30,32.82545058
+0,21400,77794,105330,DebtCon,Other,,0,0,187.3708537,1,24,38.18834501
+0,21400,75563,96159,DebtCon,Other,,1,0,248.6464954,2,13,42.17658506
+0,21400,64378,99343,HomeImp,ProfExe,18,0,0,627.7023895,1,23,20.68871482
+0,21400,128095,167824,DebtCon,ProfExe,6,0,0,180.4173542,0,38,17.49570049
+0,21500,110712,178045,DebtCon,Office,6,0,0,212.6040797,4,24,43.3108563
+0,21500,125451,200594,HomeImp,ProfExe,13,0,0,205.2783646,0,22,36.89339399
+0,21500,47451,78645,,,,,,,,,38.46833167
+0,21500,58646,90807,DebtCon,Other,17,0,0,196.8087927,1,22,31.69796036
+0,21600,36777,68300,DebtCon,Office,11,0,2,121.4942487,0,22,41.13829939
+0,21600,152639,195661,DebtCon,ProfExe,14,,,127.7781102,0,24,29.15307149
+1,21600,154991,,DebtCon,Self,,2,4,165.60083,0,43,38.01491727
+0,21700,70252,186320,,Other,11,0,0,356.886499,1,16,30.18400134
+0,21700,45640,67023,DebtCon,Other,25,0,0,293.7620767,1,32,34.28537258
+0,21700,93868,147228,DebtCon,ProfExe,22,0,0,153.6845963,0,25,39.53395424
+0,21700,88313,139567,DebtCon,Other,11,0,0,89.83955821,3,14,39.09887429
+1,21800,21000,45000,,ProfExe,20,0,0,256.7,1,19,
+0,21800,82817,114732,DebtCon,Other,,0,0,190.0874448,1,24,40.74821176
+0,21800,96709,123613,DebtCon,Self,3,0,0,218.7303331,2,27,35.87449455
+0,21900,53598,74780,DebtCon,ProfExe,10,0,1,191.5519093,1,42,40.49010197
+0,21900,51861,68951,DebtCon,ProfExe,10,0,0,188.9786171,0,42,38.99975416
+0,21900,61468,87450,DebtCon,Office,5,,,166.6108166,,16,38.2012104
+0,21900,,57036,DebtCon,Other,,0,0,308.6034448,0,18,39.2346081
+0,22000,48041,88433,DebtCon,Other,12,0,0,96.33643462,0,10,5.226673619
+0,22000,71858,99000,DebtCon,Other,18,0,0,201.8666667,1,13,
+0,22000,81668,123978,DebtCon,Other,8,0,0,285.1417502,1,16,37.41710801
+0,22000,53212,85006,DebtCon,Other,20,0,0,218.4841129,1,21,32.8557014
+0,22100,95351,117905,DebtCon,Other,25,0,0,233.7484518,1,27,41.52372299
+0,22100,86148,141472,DebtCon,Other,11,0,0,89.16146609,2,14,40.67729771
+0,22200,138584,180415,DebtCon,ProfExe,5,,,195.6328077,4,43,41.20539901
+0,22200,72293,98997,DebtCon,Other,,2,1,242.2161953,2,13,42.77356841
+0,22200,9709,33926,DebtCon,Other,0,0,0,28.52378272,1,3,29.5997802
+0,22300,24622,51631,DebtCon,Other,28,0,0,316.6974746,,12,30.67643445
+0,22300,21571,42590,DebtCon,Other,25,0,0,297.6744627,,13,33.11701736
+0,22300,,22399,DebtCon,ProfExe,5,0,0,96.64268699,1,18,22.19662471
+0,22400,98238,135561,DebtCon,ProfExe,,0,0,194.2820992,0,20,29.37360717
+0,22400,93140,120977,DebtCon,Other,23,0,0,232.8554837,0,27,39.74431431
+0,22400,62354,88287,DebtCon,Office,3,,,163.0564094,,16,37.17139554
+1,22400,,139654,DebtCon,Office,10,,,,,,35.23626524
+0,22400,83990,111096,DebtCon,Other,,0,0,175.4089363,1,25,39.97273176
+0,22500,127709,167975,DebtCon,Office,1,,0,367.1895151,,51,37.88804981
+0,22500,57762,95790,DebtCon,Office,3,0,0,151.7150658,1,21,34.86359608
+0,22500,87361,140632,DebtCon,ProfExe,24,0,0,146.2961719,0,25,39.87676993
+0,22600,91177,112123,DebtCon,Other,24,0,0,251.5824035,1,26,42.07798838
+0,22600,,55376,DebtCon,Other,,0,1,316.0968745,0,18,38.13586689
+0,22600,31933,47669,HomeImp,Self,4,0,,133.447479,,11,24.20108619
+0,22600,,55419,DebtCon,Other,,0,0,299.9557961,0,18,39.0951957
+0,22700,75354,106186,DebtCon,Other,,0,0,175.3393762,1,24,38.25659362
+0,22700,128020,164199,DebtCon,ProfExe,7,0,0,175.8848079,0,37,21.2323579
+0,22800,76502,101288,DebtCon,Other,20,0,0,188.0777225,0,12,40.35190229
+0,22800,39166,84407,DebtCon,ProfExe,11,0,0,276.121973,0,19,38.96836653
+0,22800,52760,81362,,,,,,,,,38.02467732
+0,22900,,148018,,,,,,,,,15.93805779
+0,22900,18059,57109,DebtCon,Other,26,0,1,213.0362848,0,24,25.54701032
+0,22900,61067,96306,DebtCon,Other,5,0,0,228.898609,1,20,36.13495946
+0,22900,41174,86851,HomeImp,Other,25,0,0,267.1326089,0,7,24.38038951
+0,23000,,56390,DebtCon,Other,,0,1,314.2737125,0,19,37.74372511
+0,23000,68275,89967,DebtCon,ProfExe,8,1,0,140.7144149,4,25,33.6949437
+1,23000,72638,109183,DebtCon,ProfExe,2,0,0,177.611648,2,22,48.27759122
+1,23000,47000,78000,DebtCon,Other,17.8,2,1,100.4666667,0,28,
+0,23100,95352,115077,DebtCon,Other,24,0,0,253.3293713,0,26,39.81680057
+0,23100,83458,107589,DebtCon,Mgr,24,,0,314.066374,1,43,38.04372621
+0,23100,235937,266793,HomeImp,Self,5,1,0,242.6148614,2,51,36.88704865
+0,23200,96043,140090,DebtCon,ProfExe,21,0,0,162.6404305,0,24,39.20510043
+0,23300,103162,135013,DebtCon,Mgr,9,1,0,188.9398399,5,18,40.67081708
+0,23300,61496,102823,HomeImp,ProfExe,18,0,0,649.7471044,1,24,20.87256027
+0,23300,89847,136259,DebtCon,ProfExe,,0,0,210.0161196,0,21,29.77994226
+0,23400,48549,68957,DebtCon,Office,6,0,0,172.8107266,1,27,34.4567622
+0,23400,45766,66192,DebtCon,Other,26,0,0,284.7815723,2,32,35.9367948
+0,23500,44952,70191,DebtCon,Office,6,0,0,164.9639399,1,26,35.78815771
+0,23500,,131203,HomeImp,Other,0,0,0,318.8471298,3,21,31.08415579
+0,23500,65587,87101,DebtCon,Other,3,0,0,83.23800004,2,30,32.03167837
+0,23500,190239,233603,DebtCon,ProfExe,3,0,0,285.3312927,0,27,39.91648297
+0,23600,30758,57280,DebtCon,Other,13,0,0,104.3956905,2,24,31.12039863
+0,23600,36438,80176,DebtCon,ProfExe,10,0,0,289.7015389,0,19,39.92995455
+0,23600,126254,169638,DebtCon,ProfExe,6,0,0,176.7491631,0,38,17.62092021
+0,23700,57553,101656,HomeImp,ProfExe,19,0,0,648.3284926,0,23,22.84647896
+0,23700,46910,75136,DebtCon,Other,10,0,0,119.2312044,1,19,43.829588
+0,23700,104752,143913,HomeImp,,,,,,,,36.76101419
+0,23800,45279,68939,DebtCon,Other,6,0,0,77.22882195,1,19,35.5214873
+0,23800,,55669,DebtCon,Other,,0,1,308.4251258,0,18,37.65407524
+0,23900,21549,49842,DebtCon,Other,25,0,0,300.2963125,,12,30.20398928
+1,23900,,105700,DebtCon,Other,0.8,,,,,,
+0,23900,,62276,DebtCon,Other,26,0,0,127.024625,0,8,20.40782558
+0,24000,31243,50602,HomeImp,Self,3,1,,135.1985187,,11,25.35716493
+0,24000,137000,204963,HomeImp,ProfExe,5,0,0,189.7,1,28,
+0,24000,239568,266430,HomeImp,Self,7,0,0,243.7324175,3,50,35.87195895
+1,24100,30951,58000,DebtCon,Mgr,11,0,4,36.5,0,12,
+0,24100,57555,90732,DebtCon,Other,8,0,0,236.9619925,1,19,37.93487786
+0,24200,242111,266670,HomeImp,Self,6,1,0,243.0031287,3,51,36.57538774
+0,24200,22763,47622,DebtCon,Other,23,0,0,126.9226912,1,10,23.04094471
+0,24300,70912,98353,DebtCon,ProfExe,9,1,0,126.2435974,3,26,36.37253142
+0,24300,,144123,,,,,,,,,15.52923014
+0,24400,110177,145000,DebtCon,Office,5,,,293.2365248,2,36,
+0,24400,87838,104468,HomeImp,,6,,,,,,30.28035484
+0,24400,109253,158257,DebtCon,Mgr,17,0,0,193.9652872,0,25,34.59449254
+0,24400,217533,289931,HomeImp,ProfExe,6,,3,471.8875266,,55,31.33780789
+0,24500,80072,107559,DebtCon,Other,18,0,0,194.8774602,0,12,39.21016963
+1,24500,95736,134000,HomeImp,Mgr,1.5,0,1,122.5,2,20,
+0,24500,,35543,HomeImp,Other,21,0,0,83.11198815,1,15,29.8556335
+0,24600,,146804,,,,,,,,,17.26353485
+0,24700,23231,54024,DebtCon,Other,24,0,0,118.1540915,0,11,23.26522492
+0,24700,77022,112172,DebtCon,Mgr,9,0,1,306.8710779,2,28,30.12004195
+0,24800,98139,121696,DebtCon,Self,3,0,0,208.5232669,1,27,32.64426513
+0,24800,64537,93212,DebtCon,ProfExe,7,1,1,120.3514204,4,25,34.68608867
+0,24900,92168,143484,HomeImp,ProfExe,6,0,0,159.5834421,0,31,34.14587135
+1,25000,74800,105000,DebtCon,Mgr,10,0,5,163.3,2,46,
+0,25000,109000,175000,DebtCon,Sales,17,0,0,298.3333333,1,31,
+0,25000,23900,55700,,Office,2.5,0,0,116.6333333,2,7,
+0,25000,94000,141750,DebtCon,Mgr,22,0,0,209,0,13,
+0,25000,22800,49523,DebtCon,Other,36,0,0,281.0666667,1,24,
+0,25000,69300,111800,DebtCon,Other,5,0,0,95.36666667,2,32,
+1,25000,,,DebtCon,Other,22,0,2,203.2,0,23,
+1,25000,82000,128325,DebtCon,Mgr,,0,1,10.13333333,,41,
+1,25000,90000,128000,DebtCon,Other,10,1,1,73.03333333,5,40,
+1,25000,106282,167500,HomeImp,ProfExe,14,2,4,198.8666667,2,28,
+1,25000,104000,188500,DebtCon,Other,0.7,0,11,194.8,1,14,
+1,25000,75110,114208,DebtCon,Mgr,3,2,0,83.05264747,1,27,45.74394906
+0,25000,36108,84365,HomeImp,Other,23,0,0,248.8515009,0,7,26.02704025
+0,25100,28244,48375,DebtCon,Other,28,0,0,303.0950845,,13,31.68881825
+0,25100,26889,47061,DebtCon,Other,28,0,0,318.9013325,,13,31.32456596
+0,25100,143881,243809,HomeImp,ProfExe,27,0,0,353.9908365,1,18,39.87670703
+0,25200,94712,127247,DebtCon,Office,8,0,0,166.82201,0,30,39.02592642
+0,25200,137054,207511,HomeImp,ProfExe,4,0,0,188.5746595,0,27,39.96388766
+0,25200,74038,114722,DebtCon,Mgr,9,0,1,304.0041559,1,28,31.36072725
+0,25300,,33975,HomeImp,Other,23,0,0,79.16325954,2,14,27.17922554
+0,25300,62540,101165,DebtCon,ProfExe,0,0,0,195.4513312,0,25,35.20086451
+0,25400,82553,107422,DebtCon,Mgr,9,1,0,305.7597054,2,29,32.72167844
+0,25400,69035,108365,DebtCon,ProfExe,13,0,0,281.2219109,1,33,39.5433415
+1,25500,63967,87239,DebtCon,Other,6,0,0,,0,0,33.05107375
+0,25500,113204,184561,DebtCon,Sales,17,1,0,308.9581984,1,31,34.357866
+0,25500,32458,52329,DebtCon,Other,15,0,0,105.7836806,2,24,29.86627823
+0,25600,196689,247025,DebtCon,Other,8,0,0,105.425354,1,25,42.6702753
+0,25600,76383,103544,DebtCon,Mgr,0,,,222.2421983,5,24,42.93996933
+0,25600,77123,103014,DebtCon,Mgr,1,,,231.7942011,3,24,43.67128143
+0,25700,32039,54499,DebtCon,Other,15,0,0,114.8074121,2,24,31.14295705
+0,25700,83733,116386,DebtCon,Office,8,0,1,397.8706892,0,44,41.86989334
+0,25800,140785,208421,HomeImp,ProfExe,3,0,0,176.2714893,0,28,39.74500284
+0,25800,137140,167096,DebtCon,Other,7,0,1,209.085283,1,19,36.18947433
+1,25900,,,DebtCon,Other,20,0,2,190.9965648,0,22,31.16238948
+0,25900,59575,85837,DebtCon,Other,22,0,1,189.7553505,0,19,24.87461511
+0,26000,150773,179077,DebtCon,Other,1,0,0,186.914467,0,35,38.70777971
+0,26000,139904,172310,DebtCon,Other,6,1,0,204.1144147,0,19,34.83482969
+0,26000,81764,118388,DebtCon,ProfExe,9,0,0,130.1924181,0,18,28.15413466
+0,26100,150464,203202,HomeImp,Other,10,0,0,248.4819453,1,33,43.11219067
+0,26100,50605,77841,DebtCon,Other,21,,0,286.4482043,1,31,41.17380505
+0,26200,141109,245422,HomeImp,ProfExe,28,0,0,343.7871223,1,18,38.11355594
+0,26200,189252,241754,DebtCon,Other,9,0,0,97.31488774,2,25,40.31269773
+0,26300,25685,51023,DebtCon,Other,35,0,0,261.470872,0,23,40.08504815
+0,26300,,45913,DebtCon,Other,,,,92.57722408,,13,27.92400089
+0,26400,43781,66030,DebtCon,Office,17,0,0,184.3849541,2,21,31.48990578
+0,26400,153853,188760,HomeImp,Self,2,0,0,172.5708333,0,17,43.35819405
+0,26400,59288,87753,DebtCon,Other,8,1,1,145.8824924,3,29,38.97248671
+0,26500,240782,267675,HomeImp,Self,6,0,0,229.3070258,1,50,37.740919
+1,26500,61223,92255,DebtCon,Other,2,0,1,214.0325389,0,17,1.85553998
+0,26500,,61089,DebtCon,Other,27,0,0,144.1920343,0,9,22.81386786
+0,26600,94954,131913,DebtCon,ProfExe,0,1,0,187.1408236,2,37,35.27011322
+0,26600,122501,153280,DebtCon,Mgr,2,0,0,289.581723,0,25,38.1297118
+0,26700,81968,114647,DebtCon,ProfExe,10,0,1,126.7073197,0,19,27.05672697
+0,26800,133594,173255,DebtCon,Other,8,0,0,215.968328,1,19,36.94699749
+0,26800,124199,166404,DebtCon,Mgr,1,0,0,243.9420995,2,23,34.50965688
+0,26800,145745,211400,HomeImp,ProfExe,6,0,0,184.7116347,1,27,39.84839123
+0,26900,69446,104590,DebtCon,ProfExe,11,0,0,287.2759924,1,32,41.49906043
+0,26900,98324,129210,DebtCon,ProfExe,0,1,0,185.2058111,3,38,34.65064913
+1,27000,79218,115721,DebtCon,Other,9,0,0,280.3437201,0,35,33.22776308
+1,27000,124000,162000,DebtCon,Other,0.8,0,2,166.3666667,1,34,
+0,27000,23160,58074,DebtCon,Other,36,0,0,275.8432307,1,24,40.13322041
+0,27100,24494,77479,DebtCon,Other,,1,1,101.3129167,1,26,31.12455386
+0,27200,70730,93752,DebtCon,Office,8,0,0,165.9193329,0,20,36.17090549
+0,27200,97541,126368,DebtCon,ProfExe,0,1,0,186.7785479,3,38,34.81068944
+0,27300,44026,71597,DebtCon,Other,22,,1,287.2267963,0,30,38.48694867
+0,27300,37636,73328,DebtCon,Mgr,12,0,0,80.79269376,6,16,34.26822801
+0,27300,140773,188414,DebtCon,ProfExe,12,0,0,144.0934649,0,37,41.48280369
+0,27400,51298,90010,DebtCon,Other,6,1,0,146.6562202,3,29,42.15993654
+0,27500,97679,149877,DebtCon,Mgr,23,0,0,193.0056328,0,12,39.41516685
+0,27500,69579,117799,DebtCon,Other,5,0,0,84.3731245,2,32,38.86212081
+0,27600,60039,86166,DebtCon,Office,0,0,0,100.9493217,0,23,33.82093404
+0,27600,153063,202542,HomeImp,Other,10,0,0,266.938956,2,33,42.82914582
+0,27600,72468,106906,DebtCon,ProfExe,12,0,0,288.8495515,1,32,38.98401301
+1,27700,97834,132396,HomeImp,ProfExe,18,0,2,303.9519145,2,26,6.887024127
+0,27700,77886,114494,DebtCon,ProfExe,9,0,0,118.4713538,0,18,28.34407839
+0,27700,76055,126560,DebtCon,Office,0,0,0,310.6263344,1,23,38.98355812
+0,27800,114417,150849,DebtCon,Mgr,5,0,0,285.3861264,0,24,38.58192387
+0,27800,181405,229116,DebtCon,ProfExe,0,0,0,297.9981443,0,32,43.52042818
+1,27900,62264,39604,DebtCon,Sales,10,3,1,118.7782646,7,23,48.07753147
+1,27900,90694,121543,DebtCon,Mgr,5,2,1,107.0462506,8,15,0.838117525
+0,28000,77322,118082,DebtCon,Other,7,0,0,80.65809369,1,31,38.8154384
+0,28100,135991,183598,DebtCon,Mgr,0,,,131.5891244,,38,31.08561766
+0,28100,112564,162129,DebtCon,ProfExe,7,0,0,115.564462,2,26,33.09168147
+0,28200,61038,87534,DebtCon,Other,8,0,0,137.4878193,3,30,39.3600186
+0,28200,148455,191419,HomeImp,Self,1,0,0,186.9830429,0,17,39.56330308
+0,28300,,29512,HomeImp,Other,24,0,0,78.10906973,2,14,30.51328344
+0,28300,137159,186153,DebtCon,Mgr,0,,,112.1728125,,38,29.87473149
+0,28400,150784,192411,HomeImp,Self,0,0,0,173.3054934,1,16,41.54325414
+0,28400,183314,232345,DebtCon,ProfExe,1,0,0,300.9043101,1,32,42.3362269
+0,28500,,41763,DebtCon,Other,12,1,,92.8669886,,13,21.901856
+0,28500,29338,62220,,Office,2,0,0,113.2059238,1,6,36.87709851
+0,28600,39009,75893,DebtCon,Mgr,12,1,0,85.62551999,6,15,33.97581441
+0,28700,131767,214558,DebtCon,ProfExe,10,0,0,238.794891,2,27,20.52327227
+0,28800,,121560,DebtCon,Mgr,8,1,0,175.2063398,0,26,31.61203845
+0,28900,135770,188368,DebtCon,ProfExe,0,1,0,229.7532224,2,19,40.63187139
+0,28900,102108,147463,DebtCon,Mgr,19,0,0,205.8658949,0,13,41.65421132
+0,29000,32109,49912,DebtCon,Other,34,0,0,278.5650034,1,23,39.79656076
+0,29200,50105,83815,DebtCon,Other,21,0,0,188.2010287,0,26,35.59575067
+1,29400,48800,86000,DebtCon,Other,5,1,0,52.76653273,2,21,
+1,29500,118000,169900,DebtCon,Mgr,8,0,0,138.9666667,1,23,
+0,29800,34000,71000,DebtCon,Other,10,,,115.6666667,,24,
+0,30000,74975,118886,DebtCon,Mgr,12,0,0,85.0457549,0,34,26.34913193
+0,30000,48000,97000,DebtCon,Office,3,0,0,173.5,2,25,
+1,30000,,46200,,,0,1,3,200.9333333,10,15,
+0,30100,138322,186139,DebtCon,ProfExe,2,0,0,215.750868,2,19,39.1891416
+0,30200,124000,171366,DebtCon,Mgr,13,0,0,176.5,2,28,
+0,30300,54352,79302,DebtCon,Office,0,0,0,152.2027769,3,19,41.62936282
+0,30400,46948,80473,DebtCon,Office,0,0,0,151.5970972,2,19,37.75387662
+0,30500,138082,181157,DebtCon,ProfExe,2,1,0,219.2473072,1,19,40.87469852
+0,30600,231344,284199,DebtCon,ProfExe,7,0,1,202.5286035,0,29,15.82390006
+0,30800,15428,45495,DebtCon,Other,28,0,0,200.5091243,0,15,42.38798551
+0,30900,230978,291013,DebtCon,ProfExe,12,0,1,268.394238,1,26,26.24819069
+0,31000,37507,71612,DebtCon,Other,10,,,112.8714443,,24,31.78445617
+0,31100,136521,188264,DebtCon,ProfExe,1,1,0,227.6518778,2,19,38.51864488
+1,31200,38352,80550,DebtCon,Mgr,21,1,0,116.4379076,0,14,35.38186329
+0,31400,16209,62450,DebtCon,Other,1,0,0,108.3876577,1,6,38.12127507
+0,31500,49020,100700,DebtCon,Office,4,0,0,169.6890389,1,25,36.03464456
+0,31700,55247,103246,DebtCon,Office,3,0,0,177.2769279,1,25,35.30277411
+0,31800,125864,175163,DebtCon,Mgr,12,0,0,174.209344,2,28,40.5848115
+0,31900,104092,143832,DebtCon,Other,15,0,0,235.2018195,1,40,43.69152442
+0,32000,35219,76888,DebtCon,Other,9,,,110.4525208,,23,32.36421263
+0,32200,16232,60238,DebtCon,Other,0,0,0,116.7297455,1,5,37.99908153
+0,32300,14163,60626,DebtCon,Other,0,0,0,109.031088,1,6,36.50108651
+0,32300,41877,78220,DebtCon,Other,8,,,121.9977294,,23,31.87626204
+0,32500,232057,286938,DebtCon,ProfExe,15,0,1,249.9549333,2,26,25.25477175
+0,32800,35458,78116,DebtCon,Other,9,,,126.5177052,,23,33.68805656
+0,32900,49709,101222,DebtCon,Office,2,0,0,181.9098245,2,24,35.04559626
+1,33000,153000,164000,DebtCon,Office,9,0,0,117.6666667,4,32,
+0,33100,238018,44379,DebtCon,Mgr,3,0,2,195.3652599,3,49,40.41559886
+0,33200,140690,195001,DebtCon,ProfExe,21,0,0,177.247554,0,22,38.98121028
+1,33500,54079,66261,HomeImp,Mgr,15,4,0,142,0,14,
+0,33600,87451,131949,DebtCon,Mgr,30,0,0,342.4680597,0,20,40.89238843
+0,33700,28956,45640,DebtCon,Other,0,0,0,59.04270368,0,6,16.49508064
+0,33800,15648,43726,DebtCon,Other,29,0,0,198.4511737,0,14,42.51197505
+0,34000,232312,286305,DebtCon,ProfExe,4,0,0,219.6589319,0,29,15.73593489
+0,34200,119575,175235,DebtCon,ProfExe,16,0,0,131.5424382,1,16,27.14989852
+0,34500,109000,159500,DebtCon,Other,,0,0,250.6333333,3,14,
+1,34800,121399,164000,DebtCon,Office,11,0,1,208,2,34,
+0,35000,239058,40848,DebtCon,Mgr,4,0,1,212.0154058,3,49,40.13181545
+0,35100,88197,132776,DebtCon,Mgr,30,0,0,333.0463123,0,20,39.29472094
+0,35500,142713,196335,DebtCon,ProfExe,21,0,0,191.8661175,1,22,35.64744257
+0,35800,93309,137370,DebtCon,Other,12,0,0,70.02470469,0,36,41.86164685
+0,36100,94801,146627,DebtCon,Other,11,0,0,64.37879289,1,36,40.23487119
+0,36300,35287,56532,DebtCon,Other,,0,0,,7,0,32.6245319
+0,36400,118040,164592,DebtCon,Other,,0,0,250.0032832,2,13,34.32228507
+0,36500,18101,42320,DebtCon,Mgr,7,0,0,49.74620282,0,7,36.50100933
+0,36800,109378,163684,DebtCon,Other,,0,0,240.2328754,3,13,35.69154269
+0,37000,36910,58338,DebtCon,Other,,0,0,,7,0,34.89158459
+0,37500,111248,159739,DebtCon,Other,,0,0,260.0814842,2,13,36.39334812
+0,37700,37200,51389,DebtCon,Other,,0,0,,6,0,32.77433102
+1,38000,24447,,DebtCon,Office,3,0,4,134.9,2,25,
+0,38100,33446,73289,DebtCon,ProfExe,5,0,0,180.847815,1,18,23.82041534
+0,38300,93255,144457,DebtCon,Other,10,0,0,73.65685393,1,36,41.93949606
+1,38700,119847,162365,HomeImp,ProfExe,13,0,0,149.8027955,0,39,47.91511242
+0,39000,36335,50704,DebtCon,Other,,0,0,,7,0,31.2443985
+0,39300,27324,73924,DebtCon,ProfExe,6,0,0,190.3445745,1,18,25.05353353
+0,39500,68117,117084,DebtCon,Mgr,15,0,0,198.0997869,0,21,40.2048745
+0,39800,129611,191175,DebtCon,Mgr,,0,0,183.7992158,0,25,35.55248636
+1,40000,53543,,DebtCon,Other,3.5,1,8,159.3,2,39,
+0,40000,145351,208657,HomeImp,ProfExe,3,0,0,153.8265438,0,31,36.09992698
+1,40400,83786,131000,DebtCon,Office,34,,13,210.6,3,36,
+0,40600,14534,60000,DebtCon,Other,20,0,0,206.9666667,1,31,
+0,40900,18760,69373,DebtCon,Other,19,0,0,211.6988199,1,31,39.92258688
+0,41100,94600,151000,DebtCon,Other,15,,1,220.1333333,4,31,
+0,41400,362578,471827,HomeImp,ProfExe,1,0,0,292.135985,4,15,40.77205849
+1,41600,,44157,DebtCon,Other,,0,2,202.151546,0,15,34.90863172
+0,41800,5143,67205,HomeImp,Office,,0,0,317.924784,0,18,14.85334107
+1,42000,102000,165000,DebtCon,Office,12,1,1,237.3666667,0,19,
+0,42300,367089,469771,HomeImp,ProfExe,3,0,0,310.0515235,4,14,42.60364087
+0,42600,114000,174000,DebtCon,Self,12,0,0,183.4333333,0,5,
+0,42800,100919,158981,DebtCon,Other,14,,1,221.1178184,4,30,42.58161533
+0,43100,8482,64282,HomeImp,Office,,0,0,312.1176895,0,19,16.35364258
+0,43300,,53434,DebtCon,Other,,5,,113.7376908,,20,29.61653289
+0,43500,,46571,DebtCon,Other,,5,,108.5866326,,19,29.37129987
+0,43900,5149,67021,HomeImp,Office,,0,0,317.4093049,0,18,16.14568887
+0,44400,100564,154708,DebtCon,Other,14,,0,253.914111,3,30,43.90215236
+0,45000,87000,151000,DebtCon,Other,16,0,0,223.2,8,19,
+0,46100,,86132,HomeImp,Office,10,0,0,301.925688,0,13,33.91473806
+1,47000,192677,268000,DebtCon,Mgr,15,0,0,165.1,2,20,
+0,47500,,83607,HomeImp,Office,10,0,0,298.4308481,0,12,32.40868613
+1,47800,47354,119244,DebtCon,Other,,0,1,128.0510907,0,21,
+0,48900,33903,68995,DebtCon,Office,6,0,,204.4521171,1,16,30.99923613
+0,49800,44462,102203,HomeImp,Self,8,0,0,207.5640502,3,37,40.30286769
+1,50000,202601,288000,DebtCon,ProfExe,3,1,1,160.6666667,2,30,
+1,50000,26976,,DebtCon,Mgr,8.3,1,0,111.6,1,6,
+0,50100,35910,64042,DebtCon,Office,4,0,,187.3935802,1,16,30.42924665
+1,50200,197770,271676,DebtCon,Mgr,16,0,0,146.8625413,1,20,42.9265802
+0,50400,53024,65024,DebtCon,Office,12,0,0,103.1857617,1,25,40.86786973
+0,50800,48667,63130,DebtCon,Office,12,0,1,97.97218322,1,26,40.02592041
+0,50900,53334,63298,DebtCon,Office,12,0,0,106.6882892,1,25,37.31209736
+0,51500,42041,67770,DebtCon,Office,6,0,,205.6565765,1,16,31.0290026
+0,51800,174945,251643,DebtCon,ProfExe,5,0,0,257.8079289,1,33,40.17406476
+0,52300,,84584,HomeImp,Other,,1,0,350.9209963,0,7,24.35530425
+0,53000,180371,256589,DebtCon,ProfExe,4,0,0,240.157802,1,33,36.47761781
+1,53600,208197,297280,DebtCon,ProfExe,4,1,1,160.4852512,2,29,41.6467315
+0,53800,,81322,HomeImp,Self,9,0,0,171.4475547,0,22,24.70906036
+0,58100,42615,70584,DebtCon,Other,4,0,0,102.2991169,0,20,28.52576894
+0,59800,42069,72082,DebtCon,Other,4,0,0,78.40407309,0,21,29.01621726
+0,62500,124491,198338,DebtCon,ProfExe,10,0,0,324.3207318,1,26,38.06975144
+0,64900,69786,148769,HomeImp,Office,10,0,0,129.0844789,0,11,43.51994271
+0,65800,71611,146689,HomeImp,Office,8,0,1,132.8466231,0,11,41.7807059
+0,68000,191000,288000,DebtCon,Self,11,0,0,218.1,3,25,
+0,69700,191972,294367,DebtCon,Self,10,0,0,230.7056134,2,25,28.20187051
+1,75400,,89609,DebtCon,Other,1,0,0,115.7635338,9,23,41.10556883
+0,79100,23553,103807,HomeImp,,25,0,1,142.1934579,0,13,31.4699374
+0,81200,18834,108355,HomeImp,,28,0,0,139.136329,0,14,34.04215317
+0,87000,48980,89764,DebtCon,Other,14,0,0,209.0431166,0,16,36.08803707
+0,88900,57264,90185,DebtCon,Other,16,0,0,221.8087175,0,16,36.11234652
+1,1300,70053,68400,HomeImp,Other,7,0,2,121.8333333,0,14,
+1,1800,28502,43034,HomeImp,Other,11,0,0,88.76602988,0,8,36.88489409
+0,2000,64536,87400,,Mgr,2.5,0,0,147.1333333,0,24,
+0,2300,102370,120953,HomeImp,Office,2,0,0,90.99253347,0,13,31.58850318
+1,2400,34863,47471,HomeImp,Mgr,12,0,0,70.49108003,1,21,38.26360073
+1,2800,50795,63100,HomeImp,Self,26,2,15,145.6333333,3,45,
+1,2900,61962,70915,DebtCon,Mgr,2,0,0,282.8016592,3,37,49.20639579
+1,3000,20000,29750,DebtCon,Other,2,0,0,187.0666667,0,12,
+0,3000,47000,56400,HomeImp,Office,21,0,0,201.8666667,0,20,
+1,3200,54000,64850,HomeImp,Other,1,0,0,121.8666667,3,21,
+1,3500,23200,38666,HomeImp,Other,11,0,0,162.3666667,0,14,
+0,3600,100693,114743,HomeImp,Office,6,0,0,88.47045214,0,14,29.39354338
+0,3800,,73189,,,,,,,,,22.25394916
+1,3900,21200,39000,DebtCon,Mgr,4,0,1,86.56666667,2,14,
+1,4000,29562,37200,DebtCon,Other,6,0,0,92.13333333,1,26,
+0,4000,66000,79050,HomeImp,Other,1.8,2,0,279,1,6,
+0,4000,67625,80698,HomeImp,Mgr,11,,1,212.3493039,0,25,39.12871763
+1,4200,34800,50225,HomeImp,Other,2,1,0,93.5,1,5,
+0,4300,68815,79852,HomeImp,Other,6,0,0,105.1207088,0,14,41.80637615
+0,4500,,77182,,,,,,,,,25.2272529
+1,4500,66517,87000,DebtCon,ProfExe,10,0,4,125.8,0,34,
+0,4700,53918,59511,DebtCon,,6,,0,54.13647743,,15,34.41650781
+0,4800,80482,88342,HomeImp,ProfExe,7,0,0,275.0323948,0,11,43.71763511
+0,4900,,28437.5,HomeImp,,,,,,,,
+0,5000,47479,61690,DebtCon,,5,,0,65.03296901,,16,36.69941492
+1,5000,100882,102700,HomeImp,Mgr,5,0,1,58.86666667,0,16,
+1,5000,34200,50830,HomeImp,Other,6,0,0,57,1,9,
+1,5000,6000,38575,HomeImp,Self,7,0,1,335.0333333,3,42,
+0,5000,39000,50340,HomeImp,Office,10,,,179.8333333,,19,
+1,5000,,37500,HomeImp,Other,,0,3,107.1333333,10,5,
+1,5000,68000,75616,DebtCon,ProfExe,0.1,0,0,131.8666667,0,30,
+1,5000,61999,75021.3,HomeImp,Other,5,0,0,97.1,0,23,
+0,5000,66435,82819,HomeImp,Other,2,0,0,125.1306256,0,14,42.18353867
+0,5100,87258,121382,HomeImp,ProfExe,6,0,0,181.6630402,0,28,25.44475915
+0,5100,66834,87361,HomeImp,Other,0,2,0,290.034108,0,6,38.76698507
+0,5200,43039,53521,HomeImp,Office,11,,,184.2966873,,19,24.41476318
+0,5300,73698,84427,DebtCon,,4,,,,,,19.13120118
+0,5300,75958,91703,DebtCon,Other,0,0,0,124.1821788,1,10,34.59906019
+0,5400,53429,64505,DebtCon,,5,,0,69.54243011,,16,36.4802363
+0,5400,68625,82304,DebtCon,Sales,2,0,0,136.6329442,0,30,32.05002349
+0,5500,,35402,HomeImp,,,,,,,,35.27207374
+1,5500,21359,30000,DebtCon,Other,7,3,2,130.8,3,14,
+1,5500,40584,46645,HomeImp,Other,4,0,1,136.3206375,0,13,34.49470897
+0,5600,53793,66379,HomeImp,Office,22,0,0,206.0991341,0,19,18.36954053
+0,5600,41439,53893,HomeImp,Office,8,,,181.3229899,,19,24.65139574
+0,5700,28127,36524,HomeImp,ProfExe,10,0,0,181.2829568,0,13,24.33953357
+1,5700,80437,109647,HomeImp,ProfExe,9.5,0,0,104.4,0,14,
+0,5700,28116,33450,DebtCon,Other,0,1,0,15.39658739,9,7,30.0170133
+0,5800,79296,86885,DebtCon,Mgr,19,0,1,307.9748816,1,23,39.95910877
+1,5900,,28000,DebtCon,Self,1,2,1,36.76666667,1,8,
+0,5900,74187,78976,HomeImp,Other,9,0,1,118.442491,0,24,40.11040743
+1,6000,24600,30500,HomeImp,Other,4.5,0,1,116.1,8,34,
+1,6000,9660,35900,DebtCon,Other,8,0,1,136.3,3,6,
+0,6000,69876,94394.07,HomeImp,Other,0,0,1,179.5666667,0,32,
+1,6000,18793,27750,HomeImp,Mgr,6,0,3,119.7,0,8,
+0,6000,129731,154113,HomeImp,ProfExe,12,0,0,213.5333333,0,19,
+1,6100,62751,95617,HomeImp,Other,1,0,0,138.6468632,1,13,31.75727069
+0,6100,77265,97944,DebtCon,ProfExe,0,,,,,,28.87646306
+0,6200,45356,82054,DebtCon,,2,0,0,201.3344875,4,29,29.66171016
+0,6200,73881,98550,HomeImp,Other,0,0,1,182.8787798,0,31,37.19944569
+0,6200,45564,61956,HomeImp,Other,2,0,,101.1670603,,13,38.67514015
+0,6300,78724,80355,HomeImp,Other,24,0,0,335.0741426,1,46,31.1772613
+0,6300,49498,64296,DebtCon,Mgr,6,,4,111.2065132,1,10,38.57713194
+0,6400,99131,125652,HomeImp,Other,8,,,419.3751538,1,50,42.24492757
+0,6400,65215,74332,HomeImp,Mgr,9,,1,213.8321032,0,24,40.64461955
+0,6400,44968,62747,HomeImp,Other,0,1,,101.3914453,,12,36.60294734
+1,6500,60054,70434,HomeImp,Other,1,0,0,127.0627016,2,21,37.80035293
+1,6500,13600,,HomeImp,Other,14,2,5,115.3666667,1,16,
+0,6500,60000,70000,DebtCon,ProfExe,9,0,0,54.76666667,2,24,
+0,6500,58689,72557,DebtCon,Other,0,0,1,94.00805286,2,18,34.89841307
+0,6600,95450,112630,HomeImp,Office,23,0,0,122.8155841,0,12,36.77345872
+0,6700,,30544,DebtCon,Other,2,0,0,283.8972313,0,14,24.12045156
+0,6700,51855,58084,HomeImp,Office,21,0,0,193.7547457,0,19,19.5495717
+0,6700,134616,155034,HomeImp,ProfExe,13,1,0,215.4224064,0,19,19.49387198
+0,6800,57439,74816,HomeImp,Mgr,2,0,2,126.3032351,0,22,27.11865353
+0,6800,178559,247611,DebtCon,Sales,,0,0,127.2341411,0,22,42.08390168
+0,6900,53776,51952,HomeImp,Other,5,0,0,87.90011834,0,17,22.28699748
+0,6900,49000,68280,DebtCon,Other,1,0,0,61.9,8,22,
+0,7000,98779,124827,HomeImp,Other,9,,,421.541928,1,49,40.82887293
+0,7000,81335,81018,HomeImp,Other,22,0,0,341.6105761,1,47,27.76729977
+1,7000,27290,63500,HomeImp,Office,6,,,,,,
+0,7000,7000,31200,DebtCon,Other,5,0,0,265.0666667,0,12,
+1,7000,53194,81150,HomeImp,ProfExe,14,7,0,183.6333333,2,28,
+1,7000,74500,81600,HomeImp,ProfExe,2,2,0,340.9,0,29,
+0,7000,16047,67750,HomeImp,Office,21,0,0,315.3214527,0,12,38.6936558
+0,7100,,40185,HomeImp,Other,3,0,0,272.9226847,1,25,41.91689953
+0,7100,53273,54378,HomeImp,Other,5,0,0,84.83724997,0,17,22.86119965
+0,7200,36264,48240,DebtCon,Other,15,0,0,82.16666667,0,12,
+0,7200,71667,117325,DebtCon,Office,0,0,1,241.0560781,1,38,18.51055133
+1,7300,28500,42050,HomeImp,Other,3,,,,,,
+0,7300,49064,64225,DebtCon,Mgr,6,,4,106.3759993,1,10,40.05191523
+0,7400,138033,163162,HomeImp,ProfExe,11,0,0,224.8470425,0,19,21.05757402
+0,7400,51974,59323,HomeImp,Other,4,0,0,83.34671188,0,18,23.39763463
+1,7500,,51610,HomeImp,ProfExe,4,0,3,158.2666667,2,18,
+0,7500,44744,60518,DebtCon,,6,,0,79.41122999,,16,34.39744173
+1,7500,59000,72000,HomeImp,Office,5,0,3,295.8666667,0,19,
+1,7500,57800,109600,DebtCon,Mgr,4,0,1,124.1333333,1,18,
+0,7500,,26850,HomeImp,Office,20,0,0,185.6333333,1,16,
+1,7500,,,HomeImp,Other,20,,,157.3284228,0,20,
+0,7600,133475,203936,DebtCon,ProfExe,1,0,0,87.45287008,2,23,37.00596784
+0,7600,80900,99525,DebtCon,ProfExe,2,0,0,135.6401964,0,26,34.77708943
+0,7700,35100,45000,DebtCon,Office,10,0,0,206.9666667,1,23,
+0,7700,,68131,HomeImp,Office,1,0,0,56.60990629,0,3,40.49982045
+0,7800,58364,66688,DebtCon,Other,3,0,2,114.512158,3,18,37.92927387
+0,7800,38506,50309,DebtCon,Other,11,0,0,231.0011955,0,32,35.90611585
+0,7900,44682,57285,DebtCon,,7,1,0,110.0718569,1,25,25.40901671
+0,7900,,71519,HomeImp,Office,0,0,0,55.87386022,0,4,38.3750913
+0,7900,78532,122952,HomeImp,Office,29,0,0,332.6450474,1,37,35.31155263
+0,8000,61565,87624,DebtCon,ProfExe,14,0,0,203.9971364,0,17,23.56256501
+1,8000,28000,41950,DebtCon,Office,2,0,0,103.4,1,20,
+1,8000,47306,68350,HomeImp,Other,9,0,0,82.63333333,0,20,
+0,8000,38758,46466.26,HomeImp,Mgr,21,1,1,229.3,1,18,
+0,8000,49000,60000,DebtCon,Mgr,11,0,0,107.5333333,1,19,
+1,8000,36000,115800,DebtCon,Other,,0,0,168.2333333,3,30,
+0,8000,80817,89515,DebtCon,Other,0,3,0,,0,4,29.63890142
+0,8100,78508,200133,HomeImp,Self,14,0,0,9.1,,8,
+0,8100,46380,58745,HomeImp,Other,7,0,0,78.36008764,0,18,22.37534117
+0,8100,69047,82113,DebtCon,Sales,3,0,0,121.4111489,0,30,35.07391836
+0,8200,10909,37286,DebtCon,Other,3,0,0,268.2546017,0,12,22.23295281
+0,8200,64006,80409,HomeImp,Other,15,0,0,235.3632495,0,36,35.63672035
+0,8200,58536,66546,DebtCon,Other,1,0,2,118.3973584,2,17,34.71164955
+0,8200,61821,64832,HomeImp,Other,5,0,0,123.2860249,0,34,35.87534399
+0,8200,135929,200275,DebtCon,ProfExe,0,0,0,69.61717488,1,23,37.80543265
+1,8300,82000,111000,DebtCon,Other,6,2,2,214.1,2,12,
+0,8300,47000,78320,HomeImp,Other,18,0,0,195.8333333,1,17,
+0,8300,44783,63424,HomeImp,Other,2,0,,97.90083621,,12,36.5878698
+0,8300,71922,117151,DebtCon,Office,2,0,0,246.9347582,1,37,18.15682662
+0,8400,82597,83858,HomeImp,Other,25,0,0,350.5681362,1,47,28.91075714
+0,8400,41656,51846,HomeImp,Office,10,,,190.0175026,,19,25.76896503
+1,8400,44800,56000,DebtCon,Other,0,1,5,314.5,4,42,
+0,8400,78089,90660,DebtCon,Mgr,9,0,0,118.6353947,0,22,27.09304112
+1,8400,32000,49000,HomeImp,Mgr,12.6,0,3,41.3,2,18,
+0,8500,,32907,HomeImp,Office,18,0,0,169.9453877,1,15,35.31271048
+0,8500,64665,72376,HomeImp,Other,4,0,0,70.93488077,3,20,40.30904123
+0,8500,78346,82226,HomeImp,Other,22,0,0,320.3495426,1,47,30.19939952
+0,8500,6424,32365,,,,,,,,,33.9044645
+0,8600,,47791,,,,,,,,,14.39253608
+0,8600,172418,251426,DebtCon,Sales,,0,0,120.5726331,0,22,40.92591059
+0,8600,,51703,,,,,,,,,12.10514386
+0,8600,61468,72143,DebtCon,,19,0,0,163.2988599,0,11,31.92576655
+0,8700,58007,73069,DebtCon,ProfExe,14,0,0,240.4372819,3,31,37.89748089
+0,8700,77377,97070,DebtCon,Mgr,3,0,0,68.85487717,2,24,38.21772578
+0,8700,,32855,HomeImp,,,,,,,,35.93790268
+0,8700,62400,81315,DebtCon,Office,6,0,0,98.02887044,2,14,26.62089773
+0,8700,56904,64122,DebtCon,Mgr,5,,4,119.5554734,2,11,38.6956146
+0,8800,135899,202788,DebtCon,ProfExe,1,0,0,53.76762152,1,23,35.93202507
+0,8800,56963,70607,HomeImp,Other,4,0,0,99.76441458,3,19,40.34526073
+0,8800,73765,93917,DebtCon,Other,15,,,128.8533019,4,15,24.49119861
+0,8900,63342,78275,DebtCon,,19,0,0,162.1964843,1,11,32.61266276
+1,8900,133847,157399,HomeImp,ProfExe,17,0,2,70.88414409,0,12,34.70233074
+0,9000,50513,61190,DebtCon,Other,5,0,0,75.38855124,1,11,30.49800512
+0,9000,56162,75526,HomeImp,Other,6,0,0,127.7869696,0,15,35.73405682
+1,9000,52257,58275,DebtCon,Sales,5,0,0,80.25180099,0,21,34.14472595
+0,9000,,63684,HomeImp,Other,,0,0,358.0666667,0,7,
+1,9000,43881,56000,DebtCon,Other,5,0,3,73.03333333,3,28,
+0,9000,50866,73064,DebtCon,Mgr,5,,,118.570005,,23,40.1860615
+1,9100,17218,36721,DebtCon,Other,8,0,1,115.7520933,3,5,37.47941029
+0,9100,24721,34462,DebtCon,Other,1,0,0,28.10052036,9,7,27.52068217
+0,9100,59430,76897,HomeImp,Other,5,0,1,246.0951091,1,16,37.47092338
+0,9200,46707,60000,DebtCon,Mgr,4,0,0,192.8,2,17,
+0,9200,48130,62358,DebtCon,Other,15,0,4,219.657131,0,36,27.61706343
+0,9300,,57650,HomeImp,Other,11,1,0,308.3394397,2,13,31.55383541
+0,9300,,36793,HomeImp,Other,,,,304.5201894,,11,30.73881376
+0,9300,21138,30700,DebtCon,Other,3,,,,,,
+0,9300,53772,71497,HomeImp,Mgr,2,0,2,136.0800299,0,23,29.68667084
+0,9400,,50575,HomeImp,Other,,,,99.06951832,,8,35.9078154
+0,9400,76989,88788,HomeImp,Other,24,0,0,350.6390057,0,46,30.06137137
+0,9400,122412,178547,DebtCon,Other,7,0,0,226.0888071,0,19,35.46338698
+0,9400,77715,101258,DebtCon,Mgr,2,0,0,65.87658672,1,23,38.10800099
+0,9400,56675,66976,HomeImp,Other,6,0,0,128.071648,0,33,35.03337113
+0,9500,28750,42408,HomeImp,Office,0,0,0,115.5749709,1,30,39.05039479
+0,9500,21900,35250,HomeImp,Mgr,16,0,0,59.86666667,1,10,
+0,9500,79479,88772,DebtCon,ProfExe,8,0,0,189.5890747,0,12,37.95298991
+0,9600,84333,201281,HomeImp,Self,14,0,0,13.21305726,,7,17.82563094
+0,9600,56224,60260,DebtCon,Other,15,0,3,219.7420453,0,36,25.43946354
+0,9600,77359,101365,HomeImp,Other,1,0,0,182.8035145,0,31,33.48191013
+0,9700,98232,117321,DebtCon,Other,19,0,2,194.4247179,2,15,36.95089224
+0,9700,5801,58305,HomeImp,Other,8,2,1,352.9666667,1,22,
+0,9700,59633,70398,HomeImp,Other,4,0,0,239.0382058,1,16,38.86724899
+1,9700,47000,82000,HomeImp,Other,,1,2,96.63333333,,8,
+0,9800,74962,108730,HomeImp,ProfExe,4,0,1,76.39241605,1,33,37.32134756
+0,9800,69919,100267,DebtCon,Other,16,,,130.8860074,3,15,26.83504341
+0,9800,,45197,HomeImp,Other,,,,316.5253028,,11,29.646666
+0,9800,63891,72980,DebtCon,ProfExe,7,0,0,32.41493353,2,24,39.37186986
+0,9900,79379,205346,HomeImp,Self,14,0,0,20.21419487,,7,19.79942792
+0,9900,111000,134347,DebtCon,ProfExe,16,,1,180.6333333,1,33,
+0,9900,47367,114837,DebtCon,ProfExe,4,0,0,210.4355336,0,10,25.04210854
+0,9900,54961,70609,DebtCon,Mgr,6,,4,105.9346916,2,11,40.70254787
+0,9900,83821,124527,HomeImp,Office,30,0,0,319.6519713,1,37,35.76942543
+0,10000,,56475,HomeImp,Other,9,2,0,309.2644975,2,12,34.48718804
+1,10000,26197,46600,HomeImp,ProfExe,9,0,0,165.9666667,2,9,
+1,10000,57238,101500,DebtCon,ProfExe,10,0,0,106.8333333,0,36,
+0,10000,87579,105000,DebtCon,Other,13,0,0,209.9666667,3,16,
+0,10000,59764,77870,DebtCon,Sales,7,0,0,136.9,0,35,
+0,10000,22068,49600,HomeImp,Other,0.9,0,0,247.5666667,0,11,
+0,10000,96000,112200,,Office,16,1,0,258.7333333,0,16,
+1,10000,62000,80000,DebtCon,Other,5,,1,97.4,4,30,
+1,10000,122800,151500,HomeImp,ProfExe,2,0,0,205.9666667,1,23,
+1,10000,65000,80000,DebtCon,Other,2,0,0,26.36666667,3,2,
+1,10000,69727,90312,HomeImp,Office,4.5,5,1,122.8333333,,17,
+1,10000,90700,123370,DebtCon,ProfExe,15,2,0,90.3,1,4,
+0,10000,64375,72418,DebtCon,ProfExe,14,0,0,207.6173064,3,31,38.86794908
+0,10100,87942,106000,DebtCon,Other,13,0,0,219.3852784,2,16,40.75164798
+0,10100,137299,200339,DebtCon,ProfExe,0,0,0,66.35759046,2,23,35.2377013
+0,10100,54873,73085,HomeImp,Other,5,0,1,252.2528926,1,16,38.7274173
+0,10100,63283,82912,HomeImp,Other,0,0,0,99.81625825,1,7,38.37053971
+0,10200,9078,35261,,,,,,,,,33.6664545
+0,10200,51108,68673,DebtCon,Mgr,6,,,116.6793672,,23,42.77564391
+0,10200,71111,80385,DebtCon,Office,4,1,2,170.2818826,2,29,38.62337208
+0,10200,78628,92090,DebtCon,Other,10,1,0,164.3178964,6,21,38.72132161
+0,10200,57142,72664,DebtCon,,19,0,0,158.1858039,1,12,32.49748842
+0,10300,61000,75000,DebtCon,Office,12,0,0,251.5333333,4,37,
+0,10300,46609,63812,DebtCon,Other,1,0,0,184.7884163,2,13,29.14003137
+0,10300,75483,99345,DebtCon,ProfExe,3,0,0,133.7905101,0,25,34.88723609
+0,10300,65876,80064,DebtCon,,3,0,0,220.8259789,0,15,30.633131
+0,10400,66044,83531,HomeImp,Office,12,0,0,241.5141532,0,31,45.56984265
+0,10400,64336,77564,DebtCon,Office,4,2,3,188.7800761,2,30,39.69998047
+1,10400,42714,72322,DebtCon,Other,12,0,0,105.0748016,6,15,41.26235347
+0,10500,154434,179486,HomeImp,Office,5,0,0,182.3539,1,55,34.98345933
+0,10500,53537,66674,DebtCon,Office,4,0,0,83.5030948,2,11,37.09841345
+0,10500,74000,89000,DebtCon,Mgr,6,0,0,138.0333333,2,27,
+0,10500,76729,102287,HomeImp,ProfExe,5,0,0,89.06269877,1,33,38.44765886
+0,10500,27180,86978,HomeImp,ProfExe,22,0,0,230.7211544,0,10,25.75301023
+0,10600,54344,92742,HomeImp,Other,19,0,0,171.205079,0,28,24.55320617
+0,10600,61513,73143,DebtCon,ProfExe,2,0,0,164.5676555,2,34,43.20495313
+0,10600,56814,66692,DebtCon,Mgr,10,0,0,107.3740552,1,18,32.62568704
+0,10600,63245,82041,DebtCon,Office,3,1,3,184.5725782,3,29,38.21903431
+0,10600,64546,84576,DebtCon,Other,0,,,173.6252843,,35,28.97180377
+0,10700,56197,79272,HomeImp,Other,18,0,0,218.9816622,1,16,34.01535961
+1,10700,55043,68609,DebtCon,Other,2,0,0,46.27217596,1,17,25.44884453
+0,10700,67523,85560,DebtCon,Sales,5,0,0,126.8429349,0,35,26.00166533
+0,10700,110789,126781,DebtCon,Self,6,0,1,178.6374675,0,19,31.88893638
+0,10800,98568,121994,,Office,15,0,0,270.2651653,0,16,33.65829222
+0,10800,44355,57742,HomeImp,Other,20,0,1,129.7319921,0,22,38.04276786
+0,10800,,,,,,,,,,,
+0,10800,56477,94980,HomeImp,Other,17,0,0,179.9173626,0,28,25.21073966
+0,10800,83441,92148,DebtCon,Mgr,5,0,0,119.145844,1,26,40.97863532
+0,10800,61767,72668,DebtCon,ProfExe,15,0,0,228.9854532,3,32,37.91433471
+1,10900,,16365,HomeImp,Other,,0,0,59.54870268,1,2,24.19590363
+0,10900,59029,76120,DebtCon,Other,2,0,0,231.7341444,0,10,36.02568383
+0,11000,52602,61496,DebtCon,Other,13,0,0,107.3400662,0,22,37.69910859
+0,11000,57554,68222,DebtCon,ProfExe,14,0,0,215.4317939,3,32,36.5693479
+0,11000,56795,70014,DebtCon,Other,3,0,1,319.7957713,0,10,33.59617086
+0,11000,85149,106820,HomeImp,Mgr,10,0,0,240.4333333,0,25,
+1,11000,53700,68000,DebtCon,Mgr,6,0,0,101.5,0,13,
+0,11000,116361,143318,DebtCon,ProfExe,15,,1,181.0707933,1,32,30.03284549
+0,11000,50178,64427,DebtCon,Other,5,0,0,67.63628905,1,11,28.68992836
+1,11000,49000,68000,HomeImp,Other,2,2,3,9.1,3,15,
+1,11100,52028,77316,HomeImp,Other,,0,2,194.4848973,1,12,30.79767437
+0,11100,27861,47737,HomeImp,Other,8,0,0,89.49211666,0,4,34.05094936
+0,11100,61856,77275,HomeImp,Other,4,0,1,243.7137741,1,16,36.56411956
+0,11100,,,,,,,,,,,26.23245922
+0,11100,48031,107561,DebtCon,ProfExe,5,0,1,226.7811051,0,9,24.19032663
+0,11200,29348,87351,HomeImp,ProfExe,20,0,0,224.3948946,0,11,26.1296273
+0,11200,56842,66710,HomeImp,Other,6,0,0,144.7952204,0,17,33.8858765
+0,11200,,48150,HomeImp,Mgr,3,,,165.7680172,,9,22.30223437
+0,11300,,66345,HomeImp,Other,,0,0,357.1438193,0,6,34.60197381
+0,11300,54984,63958,DebtCon,Mgr,4,0,0,190.92093,1,16,28.08685484
+0,11300,16115,69113,DebtCon,ProfExe,22,0,2,403.5149997,0,12,22.16824452
+0,11300,,73121,,,,,,,,,22.57724619
+0,11400,55965,78051,DebtCon,Office,6,0,0,96.29202022,2,14,27.17323223
+0,11400,,44849,HomeImp,Mgr,6,,,163.2745947,,9,23.48111664
+0,11400,64934,74875,DebtCon,Other,3,0,0,192.3144827,2,16,34.34375572
+0,11500,116430,215014,HomeImp,ProfExe,3,0,0,132.0936343,0,14,26.86456847
+0,11500,77143,86862,DebtCon,ProfExe,8,0,1,164.5964029,1,12,39.44969272
+0,11500,63136,81099,DebtCon,Other,3,,,149.0647448,,35,28.97594012
+0,11600,82326,94599,DebtCon,Other,0,4,0,,0,3,29.89362148
+0,11600,89205,128462,DebtCon,Office,10,0,0,128.1235975,0,21,37.52332471
+0,11600,28654,47042,DebtCon,Other,10,,0,158.0847883,7,29,38.47750484
+0,11600,73079,101219,HomeImp,ProfExe,7,0,0,152.249875,0,33,34.24962074
+0,11700,95411,117927,DebtCon,ProfExe,14,0,0,177.9266958,1,17,34.49056413
+0,11700,,69125,,,,,,,,,23.76683213
+1,11700,63914,93707,DebtCon,Other,7,3,0,162.579837,2,51,69.48065039
+0,11700,78157,103016,DebtCon,Mgr,1,0,0,69.80569767,2,24,38.44838712
+1,11800,74512,93328,HomeImp,Office,4,5,0,117.91882,,16,58.29598994
+0,11800,21813,30436,DebtCon,Office,5,0,1,104.0116359,0,16,19.40846123
+0,11800,116742,137385,DebtCon,ProfExe,15,,1,170.5400351,1,33,30.78500359
+0,11800,98877,110250,DebtCon,Other,18,0,2,195.8629168,1,16,36.87169942
+0,11900,85486,109386,HomeImp,ProfExe,11,0,1,175.5425655,0,28,33.67090818
+0,11900,41009,68211,DebtCon,Office,23,0,0,234.9296174,0,28,28.3910393
+0,11900,26601,52544,HomeImp,Other,0,0,0,240.6943608,0,11,40.77567715
+1,11900,63833,,DebtCon,Other,3,,,,,,40.93276678
+0,12000,84172,123415,DebtCon,Office,9,0,0,139.0184494,1,21,38.58266988
+0,12000,35028,55079,HomeImp,Other,23,0,1,108.6339686,0,23,40.79745755
+0,12000,69796,93757,DebtCon,Office,16,0,1,91.43267591,0,8,24.45938368
+1,12000,42000,60000,DebtCon,Other,4,1,2,145.5333333,0,23,
+0,12000,46000,60200,DebtCon,Other,4,0,0,176.5,0,14,
+0,12000,29600,61250,DebtCon,ProfExe,7.5,0,0,264.8,1,16,
+0,12000,88000,118750,HomeImp,Mgr,3,0,3,153.5,0,26,
+1,12000,,87000,DebtCon,Other,13,,,,,,
+1,12000,114390,132800,DebtCon,Mgr,10,0,0,95.73333333,0,25,
+1,12000,15231,42845.01,DebtCon,Office,6.5,0,1,65.96666667,2,18,
+0,12000,36072,62960,DebtCon,ProfExe,8,0,0,288.5298732,0,16,22.42300246
+1,12000,,33879,DebtCon,Other,,1,0,121.3795359,0,4,39.69469137
+1,12100,186062,227171,HomeImp,ProfExe,0,0,0,67.78084803,,4,26.990533
+0,12100,50100,66410,DebtCon,Other,3,0,0,176.0098643,0,14,28.54860369
+0,12100,31400,48000,DebtCon,Other,6,1,0,107.5333333,2,16,
+0,12100,61868,66874,HomeImp,Other,30,0,3,170.4386392,0,23,37.915021
+0,12100,28193,34705,DebtCon,Other,0,,,,,,37.6180269
+0,12200,57785,72971,DebtCon,Other,2,0,0,166.8994602,1,16,34.70964393
+0,12200,206613,232176,HomeImp,ProfExe,10,0,1,237.3157697,0,22,30.68943921
+0,12200,27118,87982,HomeImp,ProfExe,19,0,0,232.2369961,0,11,25.2354388
+0,12300,114035,137208,DebtCon,ProfExe,15,,1,173.7143227,0,33,32.05607229
+1,12300,48238,66603,HomeImp,Office,6,0,1,80.38898294,1,11,40.01910455
+1,12300,50230,70000,DebtCon,Sales,1,0,,184.3666667,2,20,
+0,12300,27859,48393,HomeImp,Other,10,0,0,82.76016033,0,3,34.38536707
+0,12300,33061,46277,DebtCon,Other,8,,1,154.8992783,7,28,39.70178286
+0,12300,68024,78800,DebtCon,Sales,7,0,0,125.5040514,0,35,29.29334435
+1,12400,45604,65501,DebtCon,Other,9,0,1,70.33753056,1,24,35.21218126
+0,12400,,69350,,,0,0,0,,0,0,2.365195413
+1,12400,50573,84008,DebtCon,Other,15,1,0,76.04208693,0,7,41.02796675
+0,12500,37562,57081,HomeImp,Other,22,0,1,129.486844,0,23,39.08300244
+0,12500,101047,118913,HomeImp,Office,2,0,0,156.6054917,1,22,35.89928784
+1,12500,41301,60000,DebtCon,Other,2,0,0,77.23333333,0,12,
+1,12500,62000,102600,HomeImp,Other,10,2,6,226.4333333,4,42,
+0,12500,17659,31843,DebtCon,Office,7,0,1,107.7410948,0,16,19.30085445
+0,12500,,,,,,,,,,,27.35264423
+0,12600,83921,90876,DebtCon,Other,3,0,0,106.9373967,1,32,41.47300108
+0,12600,67860,103426,DebtCon,Other,9,0,0,202.1526339,0,20,18.34752939
+0,12600,55415,74307,HomeImp,Other,29,1,2,198.8467209,0,23,36.83774105
+0,12600,76002,94236,DebtCon,Other,11,0,0,164.7623042,5,21,39.52570494
+0,12700,72760,83604,DebtCon,Office,6,2,3,189.9194249,3,29,37.36856046
+0,12700,30061,58714,,Other,29,0,0,230.8801537,0,19,20.6379176
+0,12700,105293,121416,,Office,14,0,0,250.0188805,0,16,35.28716643
+0,12700,53199,82567,HomeImp,Other,3,0,1,185.3250354,0,13,27.39038041
+0,12800,66293,92423,HomeImp,Office,27,0,0,169.7238883,1,14,41.23216256
+0,12800,100241,113073,DebtCon,Other,17,0,1,197.2736792,1,15,39.46758845
+1,12800,81030,100333,DebtCon,Mgr,11,0,1,80.14894304,4,29,42.31937039
+0,12800,58592,87002,DebtCon,Office,13,0,0,139.5308428,0,24,37.53107709
+0,12800,71531,87256,HomeImp,Office,26,0,0,167.1637357,1,14,40.37613759
+0,12800,81694,101680,DebtCon,Other,0,0,0,159.3541041,1,22,40.1115783
+0,12900,39401,53758,HomeImp,Other,22,0,0,118.6463752,0,23,38.68944062
+0,12900,102905,117694,HomeImp,Office,1,0,0,137.1424731,1,21,35.86546621
+0,12900,89510,102628,HomeImp,Other,20,0,0,117.8571727,3,24,28.53735409
+0,12900,55673,64582,DebtCon,Other,4,0,0,163.4166317,0,14,26.98743734
+0,12900,70167,90812,HomeImp,Office,25,0,0,177.0806266,2,13,40.22569567
+1,13000,64499,86000,HomeImp,Other,1,0,0,109.4,0,19,
+0,13000,80587,110064,DebtCon,Other,6,0,0,85.00919673,1,13,33.99003975
+0,13000,67395,94355,DebtCon,Office,8,0,0,214.4844926,3,28,40.97046682
+0,13000,16913,48587,HomeImp,Office,23,0,0,264.9921562,0,20,30.62263556
+0,13000,59000,83187,HomeImp,Other,,0,0,292.1,0,20,
+1,13000,36223,,DebtCon,Other,9,1,0,132.8666667,0,14,
+1,13000,60000,86400,DebtCon,Other,12,0,2,149.1666667,0,28,
+0,13000,61865,72045,DebtCon,ProfExe,0,0,0,172.6966846,2,34,42.56558229
+0,13000,80277,106799,DebtCon,Other,3,0,0,67.11166592,2,14,37.29777299
+0,13100,69259,75149,DebtCon,Office,11,0,0,240.4102919,3,37,40.73560441
+0,13100,70368,87407,DebtCon,Other,2,0,0,232.9947127,3,26,29.66798564
+0,13100,59460,72387,HomeImp,Other,29,1,2,182.1817822,0,24,34.78513256
+0,13200,70069,88303,DebtCon,Other,3,0,0,240.8560165,2,25,29.06412827
+1,13200,65997,88000,DebtCon,Other,2,0,0,113.2333333,2,25,
+0,13200,28428,34477,DebtCon,Other,0,,,,,,39.37026271
+0,13300,80059,121790,,,,,,,,,34.5618314
+0,13300,,72583,,,1,0,0,,0,0,3.72042142
+0,13300,44509,72292,HomeImp,ProfExe,3,0,0,208.9206936,3,17,37.05572455
+0,13300,74609,115056,DebtCon,Other,6,0,0,77.4451063,2,14,36.86921264
+1,13300,25698,58760,HomeImp,Self,15,0,0,147.9109824,1,10,30.96207665
+0,13400,53294,69042,DebtCon,Other,0,0,0,214.3620435,0,9,36.30954976
+1,13400,111000,131000,DebtCon,ProfExe,14,0,0,165.3333333,2,26,
+0,13400,78465,97506,DebtCon,Other,5,3,0,71.44366499,1,21,24.47029999
+0,13400,95084,117279,HomeImp,Office,4,0,0,145.9623436,0,21,39.24466948
+0,13500,88738,114815,DebtCon,Office,9,0,0,239.7437209,0,12,41.07711783
+0,13500,40786,66872,DebtCon,Mgr,,,,,,,35.36413972
+0,13500,47900,135500,DebtCon,Other,2,0,0,276.0666667,5,43,
+0,13500,89184,116848,DebtCon,ProfExe,13,0,0,174.5064082,1,18,36.01089152
+0,13500,124696,200707,HomeImp,Office,0,0,1,348.669492,0,16,39.55070302
+0,13600,,35396,DebtCon,Other,11,,,101.7935233,1,8,32.66950311
+0,13600,66098,76014,HomeImp,Office,12,0,0,245.6056956,1,32,43.39620459
+1,13600,70000,88000,DebtCon,Mgr,16,0,0,,0,0,
+0,13600,101377,131079,HomeImp,ProfExe,10,0,0,174.3477876,2,32,27.96913798
+0,13700,81378,108628,HomeImp,ProfExe,12,0,2,181.7225343,0,27,32.65202263
+0,13700,80300,98088,HomeImp,ProfExe,1,0,0,66.72394684,0,20,36.5165325
+0,13700,58788,87260,DebtCon,Office,14,0,0,103.6928184,0,24,36.66531854
+0,13700,74015,113766,DebtCon,Other,7,0,0,75.89241528,2,14,36.39536633
+0,13700,84996,112522,HomeImp,ProfExe,9,0,1,171.9534106,0,28,32.84350491
+0,13800,,44459,HomeImp,Mgr,4,,,169.0054102,,9,21.5328971
+1,13800,35807,40700,DebtCon,Other,1,0,0,91.26666667,1,17,
+0,13800,21711,32357,DebtCon,Office,7,0,0,105.6662342,0,17,20.3331556
+0,13800,67762,80748,DebtCon,Sales,8,0,0,135.9486225,0,35,27.19410701
+0,13900,11413,81273,DebtCon,Other,7,0,0,239.083696,0,14,19.62614951
+0,13900,62968,84947,DebtCon,Office,13,0,0,239.7732321,3,37,42.23618914
+0,13900,,40881,HomeImp,Other,0,0,0,297.9070847,1,8,25.94071095
+0,13900,80836,93912,DebtCon,Other,5,2,0,69.26840914,0,20,23.91634661
+0,13900,77007,96718,DebtCon,ProfExe,8,2,0,183.6086672,0,30,26.43131452
+0,13900,33403,69878,DebtCon,ProfExe,8,0,0,259.8132832,1,16,23.73521616
+0,14000,37019,57125,DebtCon,Other,,0,0,69.82355313,0,15,41.63705877
+0,14000,27872,48125,HomeImp,Other,10,0,0,115.6,1,10,
+1,14000,65000,,,Other,23,0,3,109.5666667,1,15,
+0,14000,59736,97411,DebtCon,ProfExe,7,0,0,200.1553656,1,19,20.11698203
+0,14100,98856,143292,HomeImp,ProfExe,13,0,0,105.7717261,4,21,37.4582804
+1,14100,43927,60000,DebtCon,Other,0,0,0,0,12,8,
+0,14100,65994,80037,DebtCon,,8,,,,,,27.73520406
+0,14200,94696,121528,DebtCon,Office,10,0,0,209.0518045,0,12,39.64882408
+1,14200,100663,122021,DebtCon,ProfExe,0,0,0,139.9839768,0,20,43.79745956
+0,14200,83231,99400,HomeImp,ProfExe,6,0,0,130.1675148,1,26,27.17296471
+0,14300,,63319,,,0,0,0,,0,0,3.9608595
+1,14300,37000,54000,DebtCon,,0,0,0,320.6333333,2,26,
+0,14300,94062,102052,DebtCon,Sales,14,,2,133.3781085,1,17,35.71661211
+0,14400,64500,83000,DebtCon,Other,10,0,0,83.2,3,11,
+0,14400,32683,48467,HomeImp,Other,11,0,0,114.4120329,0,10,21.46972396
+0,14400,75360,105737,HomeImp,ProfExe,8,0,0,121.298029,1,27,24.76189959
+0,14400,100487,118911,DebtCon,Other,11,0,0,179.341027,0,27,35.85286371
+0,14500,70896,91652,HomeImp,Office,24,0,0,163.9916144,2,13,41.49281634
+1,14500,149000,,DebtCon,ProfExe,25,0,2,384.5,0,71,
+0,14500,41911,54985,DebtCon,ProfExe,4,0,0,254.6645258,0,35,38.72467961
+0,14600,46057,63603,DebtCon,Other,,0,0,107.1210392,2,19,41.93203663
+0,14600,16535,46993,HomeImp,Office,24,0,0,260.8915332,0,20,28.1898371
+0,14600,51613,77912,DebtCon,Office,0,0,0,182.8825754,0,25,32.22445241
+0,14700,99343,125821,DebtCon,Mgr,5,,,257.0475443,2,41,39.83207903
+0,14700,,,,,,,,,,,24.59537785
+0,14700,27235,39102,HomeImp,Other,8,0,0,71.42081509,2,11,29.15169816
+0,14700,76931,94245,DebtCon,Other,5,3,0,78.68751988,0,21,25.43031494
+0,14800,90722,105695,DebtCon,Office,31,,0,321.4083741,2,50,35.24074131
+0,14800,64365,85272,DebtCon,Other,0,1,0,242.552368,2,26,29.81963439
+0,14800,46698,60679,DebtCon,,6,1,0,126.4938052,2,10,28.39481736
+0,14800,88898,107208,DebtCon,Office,30,,0,329.7602146,1,50,36.74501301
+1,14900,54359,78408,DebtCon,Self,4,3,0,129.9677556,0,24,3.016141451
+0,14900,89872,118027,DebtCon,ProfExe,0,1,1,155.4454529,1,34,33.13569677
+0,14900,44588,72331,DebtCon,ProfExe,6,0,0,156.3317445,2,11,28.16444054
+0,14900,51219,144894,DebtCon,Other,1,0,0,275.2831155,5,42,39.32388512
+0,14900,45797,71942,DebtCon,Other,11,0,0,233.6787307,0,17,33.55026521
+1,15000,45000,85000,HomeImp,Mgr,11,0,0,110,0,31,
+1,15000,8200,42075,DebtCon,ProfExe,18,1,0,122.2331482,0,23,
+1,15000,37000,58488,HomeImp,Other,2,0,0,266.9333333,0,48,
+1,15000,,,DebtCon,,0,2,1,91.26666667,1,10,
+1,15000,106239,135942,DebtCon,ProfExe,19.5,0,1,9.1,2,24,
+0,15000,2619,57310,DebtCon,Sales,0.3,0,0,322.6,0,6,
+0,15000,,48800,DebtCon,Office,2,0,0,86.26666667,2,9,
+0,15000,53000,83400,HomeImp,ProfExe,5,0,0,120.3,0,13,
+0,15000,102988,130000,DebtCon,Other,1.3,0,0,289.1666667,0,47,
+0,15000,89126,118300,DebtCon,Office,0.4,,3,263.1666667,1,30,
+0,15000,15832,35300,,Office,1,0,0,211.0333333,0,16,
+1,15000,153000,185625,DebtCon,Mgr,8,,2,154.2,,31,
+1,15000,,26100,DebtCon,Other,1.6,0,1,105.4666667,17,20,
+1,15000,16400,205950,DebtCon,Mgr,10,8,3,135.9333333,11,42,
+1,15000,61438,127300,DebtCon,Self,4,1,3,134.2666667,1,17,
+0,15000,96983,140487,HomeImp,ProfExe,15,0,0,132.421919,4,21,35.3484859
+0,15000,,68020,,,1,0,0,,0,0,1.920694367
+0,15100,81461,93548,DebtCon,Other,2,0,0,160.1036,0,22,41.00736353
+0,15100,68043,80686,DebtCon,Office,4,0,0,119.6724909,1,20,21.41822746
+1,15100,,,,,0,0,0,,0,0,
+0,15100,26196,45657,HomeImp,Other,9,0,0,86.71659339,1,12,29.32175447
+0,15100,,98114,,Other,,0,0,198.0753807,1,10,31.54584266
+0,15200,47453,73068,DebtCon,ProfExe,20,0,0,196.6996956,0,16,22.38385656
+0,15200,,67103,,,1,0,0,,0,0,3.688958496
+0,15200,34854,63519,DebtCon,ProfExe,6,0,0,275.4796976,0,15,20.78514557
+0,15200,65000,92000,DebtCon,Office,1,0,0,152.1333333,4,20,
+0,15200,64028,95482,DebtCon,Office,2,0,0,174.1643955,0,24,24.86160353
+0,15300,57840,86903,DebtCon,Other,0,0,0,110.8272244,4,11,38.82617752
+0,15300,83004,121108,,,,,,,,,36.82339319
+1,15300,21383,38480,HomeImp,Mgr,20,0,1,182.6,4,31,
+0,15300,109767,117552,DebtCon,ProfExe,0,0,0,125.9425923,0,30,37.68939304
+0,15300,24025,42722,,Office,2,0,0,207.962141,0,15,37.1228372
+0,15400,100848,129454,HomeImp,ProfExe,10,0,0,174.8965193,2,31,28.06559087
+0,15400,59518,91172,DebtCon,Office,2,0,0,159.0035106,0,25,24.9904907
+0,15400,34574,69751,DebtCon,ProfExe,6,0,0,254.0561961,1,16,22.72101357
+0,15400,28669,43078,DebtCon,Mgr,14,1,0,108.1988949,1,17,24.67417485
+0,15500,56206,137388,DebtCon,Other,2,0,0,275.5235464,4,42,39.74429871
+0,15500,25448,39188,,Office,3,0,0,215.5924991,0,16,38.97511499
+0,15500,97596,119326,DebtCon,Office,0,,3,254.7077326,1,30,40.98730093
+0,15500,25751,43531,,Office,0,0,0,213.3592817,0,16,37.79499193
+0,15500,116543,133986,DebtCon,,17,0,0,164.6813583,1,18,37.57081963
+0,15600,49151,62005,DebtCon,Other,4,0,0,185.653088,0,14,36.02110045
+0,15600,76724,96942,DebtCon,Other,0,1,0,157.4109509,1,18,34.23989502
+0,15600,92789,123455,DebtCon,Other,13,0,0,176.7349322,0,26,36.54427311
+0,15700,80200,88545,DebtCon,Mgr,21,0,0,242.6003878,10,24,36.29703312
+0,15700,46423,72198,DebtCon,Other,0,,2,267.4388553,1,10,36.52931958
+0,15700,,28198,DebtCon,Other,12,,,87.62052637,2,9,32.44547552
+0,15700,122646,204282,DebtCon,Other,2,0,0,201.9237078,0,17,26.31831366
+0,15700,46124,67964,DebtCon,ProfExe,6,0,0,155.7547891,2,12,28.79791858
+0,15800,51281,144202,DebtCon,Other,1,0,0,285.9978979,4,43,41.5380511
+0,15800,,44144,HomeImp,Other,0,0,0,315.8126317,1,9,25.65038413
+0,15800,78905,97628,DebtCon,Other,0,0,0,152.1711375,0,23,42.21828222
+0,15800,,96579,DebtCon,Office,28,0,0,328.2104926,0,15,12.1535212
+1,15800,42504,64847,HomeImp,Other,,0,0,120.738013,2,18,36.83445756
+0,15900,96854,156450,DebtCon,Mgr,1,0,0,212.6660046,0,19,40.21338458
+0,15900,38514,50309,DebtCon,Other,6,1,0,101.8261423,1,16,38.87780839
+0,15900,48563,64679,DebtCon,ProfExe,4,0,0,156.1013809,2,12,27.80854709
+0,15900,112973,129878,DebtCon,,17,0,0,179.1340086,0,17,39.19202587
+0,15900,58518,82095,HomeImp,ProfExe,10,0,2,177.24778,0,14,28.81879312
+0,16000,,51792,DebtCon,Other,,,,340.6849684,,17,30.61151879
+0,16000,133193,160919,DebtCon,Mgr,,0,0,223.3385211,0,18,37.3015175
+0,16000,90900,152300,HomeImp,ProfExe,5,0,0,102.5,0,17,
+1,16000,69322,106189,HomeImp,ProfExe,2,1,1,238.4,0,31,
+0,16000,,33382,DebtCon,Other,13,,,84.93118132,1,9,33.72078338
+0,16000,,46140,DebtCon,Other,,,,344.580126,,16,31.64081278
+0,16000,66395,85782,DebtCon,Other,1,2,1,99.51921755,1,25,33.20696963
+0,16100,63798,91045,HomeImp,Other,,0,0,298.2107312,0,19,30.96164513
+0,16100,76981,106014,DebtCon,ProfExe,0,0,0,269.3426287,1,21,39.79911228
+0,16100,54715,71673,DebtCon,Office,1,0,0,186.2158287,0,25,29.67050636
+0,16100,81145,92943,DebtCon,ProfExe,8,1,2,343.4989168,,41,37.55797663
+0,16200,49552,82523,DebtCon,Mgr,4,0,0,131.7057154,1,8,28.17203289
+0,16200,62783,94394,DebtCon,Office,1,0,0,167.429347,0,25,23.69115685
+0,16200,22956,44866,DebtCon,Mgr,16,0,0,114.7590192,1,17,24.09088217
+0,16200,81933,131208,DebtCon,ProfExe,13,0,0,308.5320272,0,19,29.60368375
+1,16300,79087,102921,DebtCon,Sales,23,0,0,256.2530843,0,45,36.98708569
+0,16300,43500,69875,DebtCon,ProfExe,5,0,0,245.5333333,3,32,
+0,16300,32188,78914,HomeImp,Other,,0,0,250.7255462,0,49,40.72219635
+0,16400,62786,79154,DebtCon,,7,,,,,,24.83894007
+0,16400,57139,164133,DebtCon,ProfExe,21,0,0,238.4610031,0,27,22.20684602
+0,16400,81700,109025,DebtCon,ProfExe,10,0,0,155.2666667,3,19,
+0,16400,71906,86144,DebtCon,Office,2,0,0,126.1701523,1,20,23.69800763
+0,16400,85601,100078,HomeImp,Office,,0,0,176.6987412,1,25,43.02747053
+0,16500,,88454,DebtCon,Office,30,0,0,320.4214503,0,16,14.0979409
+0,16500,64081,100796,HomeImp,ProfExe,22,0,1,243.9416859,1,24,38.32781635
+0,16500,56500,80000,DebtCon,Other,2,0,0,308.4333333,3,16,
+0,16500,126872,167611,DebtCon,Office,5,0,0,136.1224348,1,21,26.40452841
+0,16500,8795,164000,HomeImp,Mgr,23,0,0,76.06666667,2,21,
+0,16500,45441,76145,DebtCon,Mgr,4,0,0,124.0333832,1,8,28.17345068
+0,16600,57094,94944,,ProfExe,9,0,0,,0,15,24.02304824
+1,16600,42259,,DebtCon,Other,1.5,1,3,209.9666667,0,20,
+0,16600,,43880,DebtCon,Other,,,,351.725503,,15,31.53428892
+0,16700,,29387,DebtCon,Other,13,,,80.82059146,2,8,33.36449134
+0,16700,51310,76704,DebtCon,Other,2,,2,271.6519477,0,10,37.63005716
+0,16700,29404,45209,DebtCon,ProfExe,20,0,1,195.5523296,2,16,31.05808436
+0,16800,76852,90429,DebtCon,Other,6,0,0,183.8430046,3,18,42.2970917
+0,16800,23670,41879,DebtCon,Mgr,17,1,0,106.3985698,0,17,26.69671626
+1,16800,87300,155500,DebtCon,Other,3,0,0,1154.633333,0,0,
+0,16800,58193,82942,DebtCon,Other,1,0,0,320.0630097,3,16,42.84596286
+0,16900,,51549,DebtCon,Office,1,0,0,75.41374556,1,8,40.62819923
+1,16900,73128,101683,DebtCon,Sales,26,0,0,254.1917975,0,45,38.51230869
+0,16900,88143,115365,DebtCon,Other,19,0,0,282.0685178,0,16,24.96285137
+0,17000,73644,107086,DebtCon,ProfExe,0,0,0,280.4533436,2,20,37.77195785
+0,17000,51682,67688,HomeImp,Office,2,0,0,135.1919065,0,18,33.05063637
+0,17000,86341,133564,DebtCon,ProfExe,15,0,0,307.6738571,0,18,28.36821059
+0,17000,6778,60065,DebtCon,Sales,0,0,0,326.5184144,0,5,38.83660184
+1,17000,52663,82000,,,,,,,,,
+0,17000,12613,85000,DebtCon,Other,21,0,0,226.3666667,3,41,
+1,17000,61000,127000,DebtCon,Mgr,9,0,5,256.7,0,40,
+0,17000,118822,208429,DebtCon,Other,3,0,0,206.7370713,0,16,25.87399085
+0,17000,82662,111357,DebtCon,Mgr,17,0,0,252.3059847,4,30,37.31611992
+0,17100,,96036,DebtCon,Office,27,0,0,327.0017911,0,15,12.4986698
+0,17100,74922,91187,DebtCon,Mgr,0,0,0,80.58265559,0,16,26.76776884
+0,17100,54598,115838,DebtCon,ProfExe,14,0,0,247.2958966,0,20,25.63211643
+0,17200,51352,64386,DebtCon,Mgr,27,0,0,295.9554144,1,17,36.78730595
+0,17200,103519,118074,DebtCon,Other,0,0,0,102.6786125,1,21,41.41835285
+1,17200,50742,71000,DebtCon,Other,15,0,0,,0,0,
+0,17200,85977,109238,HomeImp,ProfExe,3,0,0,115.5575126,1,25,38.94891874
+0,17200,48427,66082,DebtCon,Mgr,29,0,0,283.8487591,1,16,38.39363467
+0,17300,91132,110440,DebtCon,ProfExe,10,0,0,147.5533245,2,19,36.42721874
+0,17300,44031,79187,DebtCon,Other,0,,1,299.7052373,1,10,35.98666991
+1,17300,73503,91842,DebtCon,Other,0,0,6,142.3320756,1,32,46.90232438
+0,17300,51107,64135,HomeImp,Office,4,0,0,115.002195,0,17,32.25108612
+0,17400,62824,82243,DebtCon,Other,5,,,109.4827485,0,7,34.81844499
+0,17400,45861,61256,DebtCon,Other,7,0,0,132.0192267,3,48,30.18656747
+0,17400,49765,66782,DebtCon,Mgr,27,0,0,272.5904825,1,16,39.3830645
+0,17400,56111,114521,HomeImp,Office,2,,2,154.8555239,1,24,38.69508356
+0,17500,101354,117209,DebtCon,ProfExe,1,0,0,136.1582225,0,30,36.8517233
+0,17500,51102,69532,DebtCon,Other,5,0,0,108.3160802,2,49,31.49594572
+0,17500,90221,113564,DebtCon,Other,19,0,0,265.1846253,1,17,27.02943897
+0,17500,102858,138977,DebtCon,Office,2,,,100.2812192,2,15,31.66931945
+0,17600,62996,86817,HomeImp,ProfExe,12,0,1,152.7826478,0,14,29.20365458
+0,17600,,45119,DebtCon,Other,,,,354.7359192,,17,34.49504666
+0,17600,106381,134476,DebtCon,Other,0,0,0,294.0732541,0,47,38.58165872
+0,17600,88661,114922,DebtCon,Other,13,0,0,152.7540102,1,7,36.76627363
+0,17700,93302,116668,DebtCon,Other,20,0,0,283.040946,0,16,25.2259102
+0,17700,71399,96588,HomeImp,ProfExe,7,0,0,83.59853183,0,16,33.62658567
+0,17700,56375,90435,DebtCon,Office,0,0,0,70.22587032,0,23,36.02327677
+0,17800,83080,108348,HomeImp,ProfExe,1,0,0,132.6098608,0,25,36.45908768
+0,17800,68889,85642,DebtCon,Other,0,2,2,105.7679609,2,25,34.62992201
+0,17800,8642,88369,HomeImp,Other,13,0,0,265.022103,0,22,26.48079237
+1,17900,70046,135917,DebtCon,Self,1,1,2,138.0110083,0,16,38.2892023
+0,17900,66823,91680,DebtCon,Mgr,0,0,0,89.43649279,0,18,27.71065729
+1,17900,51080,92051,HomeImp,Mgr,10,0,0,117.0897854,0,31,42.373233
+0,18000,49255,61752,DebtCon,Other,8,0,0,122.0619672,3,49,30.03372238
+0,18000,72152,102671,HomeImp,ProfExe,7,0,0,84.63934821,0,16,32.88687523
+0,18000,23000,46000,DebtCon,Other,0.2,,,312.5333333,,25,
+0,18000,45000,68500,DebtCon,ProfExe,10,0,0,190.8,1,42,
+1,18000,39005,60000,DebtCon,Other,10,2,0,112.6333333,5,5,
+0,18000,161413,196860,DebtCon,Other,7,0,0,,2,16,30.77816684
+0,18000,41814,62845,HomeImp,Other,27,0,0,244.8818599,0,14,23.53704523
+0,18100,46145,72200,DebtCon,ProfExe,11,0,0,178.1920777,0,42,40.57402248
+0,18100,112832,182418,DebtCon,Office,8,0,0,230.0721311,3,23,40.29869891
+0,18100,23928,55734,DebtCon,ProfExe,17,0,0,175.8953545,0,19,37.94552227
+1,18200,67809,89339,DebtCon,Sales,0,3,0,102.4609862,2,19,38.34534078
+0,18200,4447,21510,DebtCon,Other,,0,0,67,2,19,
+0,18200,53646,156048,DebtCon,ProfExe,20,0,0,232.2971256,0,27,20.85606753
+0,18200,63852,93356,DebtCon,Other,1,0,0,181.9117699,0,31,33.20940925
+0,18300,55584,95236,,ProfExe,10,0,0,,1,15,24.59063319
+0,18300,31427,60249,DebtCon,Other,16,0,0,110.5522774,0,18,40.00125599
+0,18300,68517,97151,HomeImp,ProfExe,7,0,0,77.52181884,0,15,32.00405609
+0,18400,65519,89276,DebtCon,Other,0,1,2,123.098552,2,26,36.35420324
+1,18400,72718,98065,DebtCon,Other,8,0,0,119.0578171,0,19,35.36412843
+0,18400,40673,60418,HomeImp,Other,27,0,0,247.6495789,0,13,24.98029896
+0,18500,57174,91772,HomeImp,ProfExe,4,0,0,129.6632166,0,13,28.90447884
+0,18500,10934,66367,DebtCon,Sales,1,0,0,326.5673282,0,5,38.15167101
+0,18500,42683,68000,DebtCon,Office,3,0,0,229.3,0,12,
+0,18500,90150,122767,DebtCon,ProfExe,12,,,135.5729778,,25,33.46387238
+0,18600,60709,89683,DebtCon,Other,1,0,0,316.3138584,2,16,43.75656604
+0,18600,100144,153751,HomeImp,ProfExe,4,0,0,93.66217049,0,16,34.89273362
+0,18600,48711,69611,HomeImp,Office,2,0,0,130.2531337,0,17,33.69118802
+0,18600,,95085,,Other,,0,0,175.7879949,1,10,32.25091533
+0,18700,37883,64763,HomeImp,Other,25,0,0,236.9968365,0,13,23.62120308
+0,18700,47903,63933,HomeImp,Office,3,0,0,120.4180419,1,17,32.97759665
+0,18700,68196,89641,DebtCon,Other,0,2,1,112.9760412,1,26,34.41462163
+0,18700,45365,71853,DebtCon,Other,7,0,0,98.45648444,3,15,41.38874759
+0,18800,77025,103322,HomeImp,ProfExe,8,0,0,87.1337221,0,15,33.40589684
+0,18800,98582,122597,HomeImp,Mgr,1,0,0,307.5247903,1,20,39.39416893
+0,18800,22782,60590,HomeImp,ProfExe,8,0,0,198.8763955,0,13,30.32992999
+0,18900,34583,59247,DebtCon,Other,15,0,0,89.34062711,0,17,39.99018836
+1,18900,17800,40798,DebtCon,Office,6,2,0,167.4666667,2,16,
+0,18900,100416,161147,DebtCon,Mgr,1,0,0,216.0970496,1,18,38.46049988
+0,18900,103130,120119,DebtCon,Other,7,0,0,292.7517427,1,19,30.68168891
+0,19000,43479,78631,DebtCon,Other,1,,1,301.4036915,1,10,38.25309688
+0,19000,107199,132723,DebtCon,ProfExe,7,0,0,91.37193169,0,13,31.44261162
+1,19000,42000,64000,DebtCon,Mgr,9,0,0,30.46666667,3,8,
+1,19000,105200,130000,HomeImp,Self,5,1,0,237.4333333,1,27,
+0,19000,42488,65636,DebtCon,Other,7,0,0,90.67644435,3,14,42.22671648
+0,19100,48730,115967,DebtCon,ProfExe,15,0,0,264.9150843,0,19,25.40820478
+1,19200,62334,91300,DebtCon,Mgr,8,0,1,92.33333333,4,13,
+0,19200,65206,13933,DebtCon,Other,7,,,57.59183135,0,16,42.50243535
+1,19300,109000,135000,DebtCon,Office,3,0,0,98.43333333,13,14,
+0,19300,73668,89061,DebtCon,Other,0,2,1,113.4535612,2,25,33.49881538
+0,19300,39926,101208,HomeImp,Other,4,0,0,140.0516383,0,14,31.54569415
+1,19300,96454,157809,DebtCon,Other,3,0,0,1168.233561,0,0,40.20613826
+0,19400,51360,76100,DebtCon,Office,1,0,0,222.8321181,0,11,36.2633362
+1,19400,178000,219300,HomeImp,ProfExe,12,0,0,214.3666667,0,26,
+0,19500,92663,152627,HomeImp,ProfExe,3,0,0,106.7126279,0,16,35.3676568
+1,19500,47000,70000,DebtCon,Mgr,15,0,0,220.1666667,5,21,
+0,19500,10506,70945,DebtCon,Office,,0,0,247.7919915,0,22,39.75560513
+1,19600,109500,136000,DebtCon,ProfExe,12,2,0,183.9666667,3,32,
+0,19700,33529,61209,DebtCon,Other,17,0,0,112.1587412,0,18,40.72529612
+0,19700,60999,89841,DebtCon,Office,0,0,0,82.10388101,0,22,36.27999035
+0,19800,73557,95770,DebtCon,Mgr,0,0,0,70.02915918,0,17,25.59661737
+0,19800,63701,14609,DebtCon,Other,4,,,62.3597382,1,17,41.87419791
+0,19900,64620,91504,DebtCon,Office,6,,,178.574866,,16,37.72580119
+0,19900,170947,222227,DebtCon,Office,13,0,0,220.0164639,1,31,42.23579636
+0,20000,59936,12737,DebtCon,Other,5,,,63.39540036,0,17,40.44657932
+0,20000,170706,224233,DebtCon,Office,11,0,0,207.0346845,0,32,41.10248922
+1,20000,145500,194000,HomeImp,Self,4.5,0,0,67.9,5,5,
+0,20000,,90000,HomeImp,Other,8,0,0,181.7,1,16,
+0,20000,125000,162975,DebtCon,ProfExe,7,0,0,178.5333333,0,38,
+0,20000,56135,93234,HomeImp,ProfExe,18,0,0,630.0333333,1,24,
+0,20000,56683,90600,DebtCon,Office,2,0,0,155.2,1,22,
+0,20000,127826,277500,HomeImp,Mgr,3,0,0,193.8,0,15,
+1,20000,78500,109725,DebtCon,ProfExe,9.8,,1,117.6666667,2,30,
+1,20000,143000,185625,DebtCon,Office,1.5,2,3,73.03333333,2,11,
+1,20000,86019,94350,DebtCon,Other,3.7,0,1,119.7,0,16,
+0,20000,,78232,DebtCon,Sales,2,0,0,399.7418818,0,23,23.94885433
+0,20000,,130063,HomeImp,Other,2,0,0,323.9019547,2,21,32.31441938
+0,20100,20153,94279,DebtCon,Other,21,0,0,227.1825172,2,40,36.6966301
+0,20100,36486,46883,HomeImp,Self,3,0,,117.783379,,10,24.85145676
+0,20100,72775,102308,DebtCon,Office,8,0,0,206.4788452,2,13,32.78297142
+0,20200,88020,139200,DebtCon,Other,10,0,0,99.04640244,3,15,39.91695729
+0,20200,35819,49843,HomeImp,Self,4,0,,121.1022295,,11,27.0375129
+0,20200,51449,69060,DebtCon,Office,2,0,0,216.218081,0,12,33.33358202
+0,20200,130401,171686,DebtCon,ProfExe,7,0,0,178.9425448,0,38,20.32713791
+0,20300,36360,57905,DebtCon,Other,,0,0,214.9704843,0,12,39.26309424
+1,20300,180254,220843,HomeImp,ProfExe,11,0,0,217.1281672,0,25,41.56310065
+0,20400,86559,123114,DebtCon,Other,9,0,0,280.7932257,2,16,34.43917111
+0,20400,68928,98587,HomeImp,Office,13,0,0,153.5781354,0,13,36.17609184
+0,20400,52109,100316,DebtCon,Office,0,0,4,166.9381999,0,46,35.52622751
+1,20500,25984,95541,DebtCon,Other,28,1,5,248.4048782,0,21,17.80584889
+0,20500,47130,66415,DebtCon,Office,4,0,0,170.9255245,2,26,33.58241575
+0,20500,183000,230000,DebtCon,ProfExe,2,0,0,288.8666667,1,27,
+0,20500,39147,58049,DebtCon,Other,,0,0,202.9030543,0,12,38.64601873
+0,20600,69949,101807,HomeImp,Other,3,0,0,218.390939,0,13,30.2712393
+0,20600,35530,105838,HomeImp,Other,7,0,0,106.162918,0,15,32.09386652
+0,20600,79590,106014,DebtCon,Other,,0,0,180.0541538,2,25,40.69308168
+0,20700,80124,99938,DebtCon,Mgr,7,0,0,69.32471958,7,24,38.67963357
+0,20700,,64980,HomeImp,Office,6,0,0,112.6358603,1,5,17.69314418
+0,20700,32817,101720,HomeImp,Other,5,0,0,132.9409379,0,15,31.60621741
+0,20800,46434,68490,DebtCon,Office,6,0,0,171.2834729,2,26,35.99929647
+0,20800,107379,147014,HomeImp,ProfExe,10,0,0,161.5374824,1,22,31.92532942
+0,20800,58440,99244,DebtCon,Office,1,0,4,174.9585772,0,46,37.48854569
+0,20900,30517,58756,DebtCon,Other,,0,0,222.0379946,0,12,40.42166884
+0,20900,59228,92224,DebtCon,Office,1,0,0,157.0711836,1,21,37.67720937
+0,20900,69233,105434,DebtCon,Other,,2,0,242.1642572,1,13,40.16365053
+0,20900,133213,174787,,Mgr,26,,4,332.0828264,1,27,32.34639883
+0,21000,53572,80048,DebtCon,Mgr,9,2,0,69.90656984,2,27,34.9310865
+1,21000,48735,71694,DebtCon,Other,8,0,0,48.49897084,3,10,32.92140064
+0,21000,87000,140000,DebtCon,ProfExe,22,1,0,163.3666667,1,25,
+0,21000,90425,97741,DebtCon,ProfExe,1,0,0,123.9728061,0,20,33.56414529
+0,21000,65205,86313,DebtCon,,4,0,0,99.36947035,0,15,40.14317075
+0,21100,61427,83722,DebtCon,Other,19,0,0,220.5535336,0,21,32.72762776
+0,21200,85092,139345,DebtCon,Other,9,0,1,87.64505947,3,14,42.13884767
+1,21200,69212,106273,DebtCon,ProfExe,12,0,1,97.2311228,0,22,18.11489583
+0,21200,70400,96999,HomeImp,Office,14,0,0,135.2645371,0,13,38.82316963
+0,21300,58209,84200,DebtCon,Other,18,0,0,212.9322977,0,22,33.03314641
+0,21300,145324,179995,DebtCon,ProfExe,5,,,199.4767352,5,42,39.83964014
+0,21300,183386,230443,DebtCon,ProfExe,1,0,0,288.3736976,1,26,39.33487902
+0,21300,55140,81692,DebtCon,Other,12,0,0,109.9006857,1,10,4.384983222
+0,21400,96016,135783,DebtCon,Mgr,14,0,0,169.0161379,2,25,35.61202481
+0,21400,53071,104997,DebtCon,Office,1,0,4,173.5751047,0,47,37.82317309
+0,21400,92241,133791,DebtCon,Other,11,0,0,81.44638031,3,15,41.39546183
+1,21400,95147,132304,DebtCon,Office,7,1,5,206.1276648,1,18,36.23566539
+0,21500,141688,184241,HomeImp,Mgr,8,0,0,311.4261279,0,16,44.59015523
+0,21500,90000,111500,DebtCon,Other,24,0,0,243.5,1,27,
+0,21500,94310,142986,DebtCon,ProfExe,22,1,0,170.2049996,0,25,39.56664624
+1,21600,144276,190797,DebtCon,Mgr,0,1,4,313.4273217,2,18,37.97135495
+0,21600,105759,139002,DebtCon,Office,11,0,2,213.0345218,0,24,40.9030584
+0,21600,106308,147378,HomeImp,,,,,,,,39.13764463
+0,21600,43449,68744,DebtCon,Office,11,0,1,121.950991,1,22,40.91647738
+0,21700,62506,96588,HomeImp,ProfExe,18,0,1,615.1333732,0,24,21.9726752
+0,21700,24771,48361,DebtCon,Other,0,,,309.0284455,,24,33.8772643
+0,21700,47024,71628,DebtCon,ProfExe,10,0,0,177.6020656,1,41,37.12536175
+0,21700,128841,172954,DebtCon,ProfExe,4,0,0,165.3102818,0,37,20.3428108
+0,21800,32335,49621,HomeImp,Self,3,1,,115.1302076,,10,26.92602147
+0,21800,67305,99006,DebtCon,Other,,2,1,245.0877745,1,14,41.56766275
+0,21800,133812,166893,DebtCon,ProfExe,6,0,0,169.7671445,0,37,20.05952718
+0,21900,,80239,DebtCon,Sales,5,0,0,402.0868105,0,23,21.98994578
+1,21900,52735,75372,DebtCon,ProfExe,5,0,1,217.0209402,6,23,34.01591498
+0,21900,53458,77455,DebtCon,ProfExe,10,0,0,192.8877492,1,42,40.95631078
+0,21900,94320,140698,DebtCon,ProfExe,,0,0,208.2417578,0,20,29.18897974
+0,22000,,72304,HomeImp,Office,9,0,0,120.5320184,2,4,20.17621345
+1,22000,82000,12500,DebtCon,ProfExe,3,0,0,117.7666667,6,23,
+0,22000,76367,103928,DebtCon,Other,20,0,0,202.578152,1,13,38.71719491
+0,22000,61251,91744,DebtCon,Office,0,0,0,145.4891553,0,21,34.34790875
+0,22100,60396,101741,DebtCon,Office,8,,0,97.02322633,1,17,35.68152132
+0,22100,132417,170643,DebtCon,ProfExe,4,0,0,180.0368768,0,37,21.23609046
+0,22200,45148,85341,HomeImp,Other,24,0,0,275.601041,1,7,23.46160875
+0,22200,93947,116176,DebtCon,Self,2,0,0,205.0294085,2,26,34.93940311
+0,22200,137889,182973,HomeImp,Mgr,6,0,0,317.3561249,0,17,44.96871369
+1,22300,,135000,DebtCon,Office,9,,,,,,
+0,22300,59809,90883,DebtCon,Office,2,0,0,161.4029057,1,22,36.17425125
+0,22300,133995,281186,HomeImp,Mgr,2,0,0,181.1539882,0,15,28.89929961
+0,22400,65502,104373,HomeImp,Office,14,0,0,141.8128234,0,13,36.22194314
+0,22400,40605,76986,DebtCon,ProfExe,9,0,0,276.275914,0,19,39.7301928
+0,22400,69774,107601,DebtCon,Mgr,2,,,248.3932369,5,23,40.96299512
+0,22400,106561,157214,DebtCon,Mgr,15,0,0,186.6280966,0,25,33.4306376
+0,22400,37726,59799,DebtCon,Other,,0,0,219.4892985,0,12,41.14904123
+0,22500,,143254,,,,,,,,,
+0,22500,48405,86989,DebtCon,Other,14,0,0,94.9280885,1,9,4.029951372
+0,22500,75010,114769,DebtCon,Mgr,9,0,1,294.2971661,1,28,30.61105116
+0,22600,96485,120470,HomeImp,Mgr,9,0,0,112.8403356,2,24,31.86591683
+0,22600,233000,260000,HomeImp,Self,6,1,0,244.5333333,3,51,
+0,22600,,45744,DebtCon,Other,,,,84.23176112,,12,28.45387692
+0,22600,61503,101786,HomeImp,ProfExe,17,0,0,622.3557677,1,24,21.68666861
+0,22700,35261,54701,HomeImp,Self,3,0,,134.108262,,11,24.52482499
+1,22700,94601,99755,DebtCon,Other,3,0,0,129.5643008,0,16,37.96930454
+0,22800,96495,122362,HomeImp,Mgr,8,0,0,120.9792917,2,24,29.80983516
+0,22800,,147730,,,,,,,,,16.17924959
+0,22800,,57761,DebtCon,Other,,0,0,310.4829388,0,18,38.50570506
+0,22900,191970,232998,DebtCon,ProfExe,3,0,0,301.1384524,0,27,36.78846956
+0,22900,95321,123082,DebtCon,Self,3,0,0,205.4415191,2,26,34.05349114
+1,22900,67312,95000,HomeImp,Mgr,3.9,0,2,122.7666667,0,32,
+0,22900,131767,174684,,Mgr,24,,4,329.647795,1,28,32.36162706
+0,23000,58696,102176,HomeImp,ProfExe,18,0,0,629.0957663,0,23,22.82560712
+1,23000,58577,69327,,Other,4,0,2,110.4144797,2,33,133.5282704
+1,23000,163805,216500,HomeImp,Self,3.5,,,,,,
+1,23000,32000,55000,DebtCon,Other,0.4,0,0,211.0333333,0,23,
+0,23100,71680,101492,DebtCon,Mgr,1,,,230.3616162,5,24,39.87270885
+0,23100,133867,174105,,Mgr,26,,3,332.4098399,0,28,30.76863769
+0,23200,184526,237546,DebtCon,ProfExe,2,0,0,291.6334148,0,26,39.48391375
+1,23200,14511,81579,DebtCon,Other,7,0,3,272.938299,0,23,47.12058049
+0,23300,81144,106102,DebtCon,Mgr,7,0,0,288.3727394,1,28,33.27141336
+1,23300,71734,100072,DebtCon,ProfExe,6,0,7,122.7994431,0,21,34.53043859
+0,23400,64332,95770,HomeImp,Office,13,0,0,128.2392225,0,13,35.15764561
+0,23400,125750,165732,DebtCon,ProfExe,6,0,0,195.0845391,0,38,20.73303164
+0,23500,95289,122273,HomeImp,Mgr,9,0,0,118.6161343,1,23,30.44727454
+0,23500,68049,93394,DebtCon,Mgr,6,0,0,191.1124423,2,18,32.13282224
+0,23500,146371,179434,DebtCon,ProfExe,6,,,195.1781446,4,43,39.94505447
+0,23500,62742,111921,DebtCon,ProfExe,15,0,3,282.9760159,0,36,27.14820546
+0,23500,147696,118200,,ProfExe,4,0,0,103.6727859,2,34,30.36171141
+0,23600,87875,139025,DebtCon,Other,10,0,0,112.9125146,2,15,38.50589728
+0,23600,57327,105411,DebtCon,ProfExe,14,0,3,276.1823627,0,35,29.2830325
+0,23600,82407,106431,DebtCon,Other,,0,0,169.8052711,0,24,39.48884444
+1,23700,43712,75191,DebtCon,Office,6,0,0,50.71753483,2,18,37.10325125
+0,23700,93734,98099,HomeImp,,8,,,,,,30.02008799
+0,23700,18825,55549,DebtCon,Other,26,0,1,203.8609299,0,25,26.62907739
+1,23800,19612,77300,DebtCon,ProfExe,15,0,6,173.4666667,0,19,
+0,23800,101536,147601,HomeImp,ProfExe,10,0,0,161.2557418,1,23,32.71942124
+0,23900,90475,136094,DebtCon,ProfExe,,0,1,207.784271,0,21,30.54921583
+0,23900,80406,108122,DebtCon,Other,17,0,0,211.9232754,0,13,41.4948398
+0,23900,140328,183533,HomeImp,Mgr,8,0,0,322.7881144,0,17,45.41317756
+0,24000,144975,180539,DebtCon,ProfExe,6,,,193.1196811,5,43,39.59359522
+0,24000,114196,150000,DebtCon,Mgr,4,0,0,289.1333333,0,25,
+0,24000,111488,163796,DebtCon,Mgr,15,0,0,185.8020505,0,25,32.22967397
+0,24100,184697,238729,DebtCon,ProfExe,2,0,0,317.6925568,0,26,37.78203628
+0,24100,,49433,DebtCon,Other,,,,83.09972613,,13,26.14897018
+0,24200,49798,67458,DebtCon,Other,6,0,0,68.93111023,2,18,36.46436586
+0,24200,63229,89394,DebtCon,Other,15,0,0,84.66879155,0,16,35.60488671
+0,24300,50826,68199,DebtCon,Other,7,0,0,71.1819889,1,19,36.49620108
+0,24300,55579,98320,DebtCon,ProfExe,1,0,0,187.0218108,0,26,33.47337359
+1,24400,119000,144400,DebtCon,Mgr,33,0,2,229.3,7,36,
+0,24400,119111,154860,DebtCon,Mgr,3,0,0,296.9303901,0,25,38.49313261
+0,24400,93411,140031,HomeImp,ProfExe,6,0,0,177.5112494,0,32,31.02733592
+0,24400,112178,159638,DebtCon,Mgr,17,0,0,197.9695585,0,26,33.13017589
+0,24500,118251,158758,DebtCon,Mgr,2,0,0,282.6499217,0,24,38.84480195
+0,24500,52000,84915,DebtCon,Office,0.4,0,1,93.16666667,0,23,
+0,24600,113034,165176,DebtCon,Mgr,15,0,0,194.842164,0,26,32.77014793
+1,24600,75636,112956,DebtCon,ProfExe,1,1,0,318.5461654,3,42,
+0,24700,109377,133116,DebtCon,Mgr,10,1,0,184.3557829,5,17,40.2026301
+0,24800,,59934,DebtCon,Other,,0,1,305.6823468,0,18,38.02973836
+1,24800,132000,165000,DebtCon,Mgr,19,0,0,187.6666667,4,35,
+0,24900,46116,77519,DebtCon,Other,9,0,0,120.0835519,1,19,42.92950927
+1,24900,62191,83694,HomeImp,Other,3,0,0,55.9375123,0,14,62.11072187
+0,25000,,60685,DebtCon,Other,,0,0,311.9358895,0,19,39.4217139
+0,25000,94000,125000,DebtCon,Office,11,0,1,151.1333333,0,29,
+0,25000,19600,71000,DebtCon,Other,,2,2,93.33333333,2,26,
+0,25000,77590,108290,DebtCon,Office,10,0,1,396.7333333,0,45,
+0,25000,,113000,DebtCon,Mgr,9,1,0,168.4,0,27,
+0,25000,127491,178453,DebtCon,Mgr,1,,,120.4,,39,
+1,25000,26743,57000,DebtCon,Other,2,0,0,90.6,3,19,
+1,25000,95000,127000,HomeImp,ProfExe,15,1,2,296.2,2,27,
+1,25000,,48700,DebtCon,ProfExe,11,0,3,41.56666667,3,6,
+1,25000,68000,,DebtCon,Other,8,,1,134.7666667,3,33,
+1,25000,86000,120000,DebtCon,Mgr,6,2,1,105.5333333,8,16,
+0,25000,,45764,DebtCon,Other,,,,107.1447608,,12,27.77990534
+0,25100,85337,104607,HomeImp,,6,,,,,,27.95047513
+0,25100,46614,69750,DebtCon,Office,17,0,0,193.2525794,1,22,33.71535165
+0,25100,118559,150172,DebtCon,Office,4,,,279.1980214,1,37,42.98797946
+0,25100,73398,115065,DebtCon,Other,5,0,0,88.60633747,2,31,42.05024445
+0,25200,55283,103324,DebtCon,ProfExe,0,0,0,181.4513682,0,26,32.92386047
+0,25200,,68083,DebtCon,Other,26,0,0,128.4230865,0,8,21.05500114
+0,25300,60084,88898,DebtCon,Other,7,0,0,227.0869244,0,19,36.44443099
+0,25300,22361,50688,DebtCon,Other,24,0,0,125.407464,0,11,25.18149884
+1,25400,136322,,DebtCon,ProfExe,2,0,5,303.7379347,1,27,16.6446745
+0,25400,44800,78000,DebtCon,Other,21,0,0,211.0333333,1,27,
+0,25400,61771,105880,DebtCon,Other,17,0,1,130.1504229,0,29,37.19524901
+0,25500,79689,117577,DebtCon,ProfExe,9,0,0,114.9684987,0,19,26.48488637
+0,25500,26603,64347,,Office,1,0,0,117.432365,1,6,39.25791203
+0,25500,,43031,DebtCon,Other,,,,89.16926731,,13,28.86528212
+0,25600,58606,89508,DebtCon,Other,8,1,0,140.7127577,2,30,41.66996371
+1,25600,105480,126389,DebtCon,Mgr,25,0,2,307.4029037,2,35,36.76382417
+0,25600,140649,212089,HomeImp,ProfExe,4,0,0,187.8714209,0,29,40.03321863
+0,25700,189995,250814,DebtCon,Other,9,0,0,100.8009427,1,25,41.00583277
+1,25700,32613,63065,DebtCon,Other,0,0,0,218.4852751,0,22,41.21010704
+0,25800,,63456,DebtCon,Other,25,0,0,148.8162847,0,8,22.06576364
+0,25800,,51824,DebtCon,Other,,,,89.59981508,,12,28.54647846
+0,25900,108319,135884,DebtCon,Mgr,8,1,0,188.3758019,5,18,40.50485505
+0,25900,56784,91401,DebtCon,Office,2,0,1,90.16369704,0,23,34.09893173
+0,26000,238005,260479,HomeImp,Self,5,1,0,242.2901595,2,51,35.45765879
+0,26000,75034,100852,DebtCon,Office,10,0,0,152.3539807,0,20,36.3563094
+0,26000,20119,54563,DebtCon,Other,24,0,0,126.9879594,0,11,25.62363851
+0,26100,,35271,DebtCon,Other,9,0,,96.52831616,,14,23.31865001
+1,26100,73525,,DebtCon,Office,3,1,,106.6522984,0,6,22.50817251
+0,26200,72648,123582,DebtCon,Office,0,1,0,331.3528857,0,23,37.54583738
+0,26300,87291,122531,DebtCon,ProfExe,10,0,1,128.4832581,0,18,27.83750961
+0,26300,52394,93307,DebtCon,Other,24,0,1,184.6560958,0,19,23.54869835
+0,26300,,43472,DebtCon,Other,,,,90.08032697,,12,28.68850032
+0,26400,79163,123792,DebtCon,Office,0,0,0,310.6145549,0,24,38.1099786
+0,26400,240907,260638,HomeImp,Self,7,1,0,255.415514,3,51,37.65291911
+0,26500,29751,57501,,Office,1,0,0,114.359189,2,7,37.07547187
+0,26500,,38964,DebtCon,Other,11,1,,102.7529024,,14,20.35358209
+0,26500,34678,68000,DebtCon,Mgr,14,1,0,88.3,6,16,
+0,26500,47820,76159,DebtCon,Other,24,,0,282.4450078,0,30,41.28888238
+0,26600,78491,121598,DebtCon,Other,4,1,0,84.58301005,1,33,41.34234309
+0,26700,146193,185200,DebtCon,ProfExe,11,0,0,156.2294564,0,36,39.21027209
+0,26700,23361,55483,DebtCon,Other,36,0,0,280.8076057,1,23,39.89165429
+0,26800,145772,193135,DebtCon,ProfExe,12,0,0,147.9387954,0,36,40.90432104
+0,26800,213165,282068,HomeImp,ProfExe,5,,4,476.728281,,55,31.18166119
+0,26900,57414,92916,DebtCon,Office,0,0,0,70.28190571,0,22,34.39630178
+0,26900,54071,85557,DebtCon,Office,0,0,2,91.20997623,0,22,34.5971919
+0,27000,77910,117590,DebtCon,Other,4,0,0,91.8742111,2,31,38.49715498
+0,27000,54515,82539,DebtCon,Other,20,0,0,203.8613989,0,26,37.11235228
+0,27000,,61844,DebtCon,Other,26,0,0,133.0997369,0,8,22.71865262
+0,27100,,31681,HomeImp,Other,23,0,0,92.51403036,2,15,29.74190894
+0,27200,145725,179197,DebtCon,Other,1,0,0,183.3762884,0,34,40.28747993
+1,27200,61118,35184,DebtCon,Sales,10,4,2,134.6489043,7,23,45.25528966
+0,27300,97373,126102,DebtCon,Office,10,0,1,139.1325983,0,28,39.17355395
+0,27300,,37531,HomeImp,Other,22,0,0,82.66026948,2,14,29.60984756
+0,27400,99900,143437,DebtCon,Mgr,21,0,0,211.1082771,0,12,39.11029763
+1,27400,23939,56874,DebtCon,Office,3,0,1,197.8,0,11,
+0,27500,145774,206788,HomeImp,ProfExe,4,0,0,191.9410188,0,27,38.00119223
+1,27500,97601,136546,DebtCon,Other,9,0,0,80.49714707,5,39,
+0,27600,121592,153432,DebtCon,Mgr,2,0,0,297.0016085,0,24,40.01531648
+0,27600,57327,87683,DebtCon,Office,0,0,0,98.521771,0,23,34.76057541
+0,27600,112753,155166,DebtCon,ProfExe,6,0,0,124.9909552,3,26,32.08868135
+0,27700,54617,87722,DebtCon,Other,9,0,1,132.4113818,3,29,39.63110299
+0,27700,54541,78832,DebtCon,Office,0,0,0,186.0208426,2,19,39.61433498
+0,27700,,42515,DebtCon,Other,11,1,,95.04307414,,13,20.20903769
+0,27800,96332,123598,DebtCon,ProfExe,1,0,0,190.3137746,2,38,33.85589547
+0,27900,55859,92179,DebtCon,Office,0,0,1,94.93254438,0,23,33.09789894
+0,27900,149359,192955,HomeImp,Self,0,0,0,172.5795906,1,16,40.13553136
+0,28000,58002,86427,DebtCon,Other,9,0,1,129.575352,2,29,39.36269322
+0,28000,68000,106000,HomeImp,Other,6,,,114.7,11,21,
+0,28100,96160,128767,DebtCon,Office,10,0,1,154.672858,0,29,41.11794458
+1,28100,75768,,DebtCon,Other,9,,0,133.121867,3,33,46.75180011
+0,28200,118728,160486,DebtCon,ProfExe,7,0,0,112.5208179,2,26,34.53734229
+0,28200,100353,131386,DebtCon,Office,9,0,0,146.0654833,0,28,38.67920763
+0,28300,126942,166797,DebtCon,Mgr,0,0,0,244.7222847,1,23,33.394854
+0,28300,145931,239990,HomeImp,ProfExe,27,0,0,357.2309538,0,19,38.26846999
+0,28400,197852,243593,DebtCon,Other,10,0,0,111.1086801,2,26,41.21496534
+0,28400,36484,73478,DebtCon,Mgr,13,1,0,100.9750908,6,16,34.76399378
+1,28500,108293,135317,DebtCon,Other,5,0,0,219.6152519,4,43,31.20973109
+0,28600,32136,51599,DebtCon,Other,35,0,0,284.0838485,0,23,39.54773379
+0,28600,105907,156126,DebtCon,ProfExe,10,0,0,165.090735,1,17,33.23130088
+0,28700,67951,106093,DebtCon,ProfExe,11,0,0,263.7439223,0,32,40.21223483
+0,28800,151328,194243,HomeImp,Self,2,0,0,174.9770528,0,17,42.11254013
+0,28900,91683,127833,DebtCon,ProfExe,0,1,0,187.2424028,3,37,33.16875685
+0,28900,75887,117989,DebtCon,Other,4,0,0,92.09054215,2,32,40.77888843
+1,29000,149900,201000,,Self,5,4,4,131.9333333,1,29,
+0,29200,139299,180818,DebtCon,ProfExe,1,0,0,226.8611449,1,19,40.81730925
+0,29400,39354,75553,DebtCon,Mgr,13,1,0,77.34259704,6,15,35.11044889
+0,29600,233916,291490,DebtCon,ProfExe,15,0,1,259.7334653,2,25,25.10508606
+0,29900,230499,294326,DebtCon,ProfExe,15,0,1,250.4910072,2,26,27.92066177
+0,30000,77853,114746,HomeImp,Other,6,,,114.5837225,10,21,43.29474364
+0,30000,224000,282000,DebtCon,ProfExe,5,0,1,209.3666667,0,30,
+0,30000,109583,153132,DebtCon,ProfExe,10,0,0,162.3840072,1,16,33.76030524
+0,30100,228006,285921,DebtCon,ProfExe,15,0,0,250.5398841,2,25,27.81329141
+0,30200,20956,39333,DebtCon,Other,0,1,0,73.39179752,0,7,13.49536737
+0,30300,109859,153240,DebtCon,ProfExe,10,0,0,172.6879798,0,17,34.54949648
+0,30400,55429,103948,DebtCon,Office,3,0,0,182.4841642,1,25,35.15098079
+0,30500,10952,65166,DebtCon,Other,0,0,0,91.95160351,1,6,37.69262438
+0,30600,54372,78653,DebtCon,Office,0,0,0,156.4135697,3,19,40.61109433
+0,30800,195221,293118,DebtCon,Other,29,0,0,151.9574182,0,22,38.18102732
+0,30900,189798,301984,DebtCon,Other,28,0,0,150.9173633,0,22,37.23650784
+0,31000,118000,167000,DebtCon,ProfExe,17,0,0,127.0333333,1,17,
+0,31200,22907,46357,DebtCon,Other,0,0,0,62.41629688,0,6,15.02803747
+0,31300,33658,76624,DebtCon,Other,,,,286.6962892,0,15,40.3573739
+0,31400,37750,76204,DebtCon,Other,,,,268.2649306,0,16,41.44876331
+0,31500,10879,58089,DebtCon,Other,0,0,0,94.24803572,0,5,38.66240227
+1,31800,60279,97875,DebtCon,Mgr,6,0,11,312.4333333,0,46,
+0,31800,37100,74796,DebtCon,Other,10,,,109.7765826,,23,33.68886616
+0,31900,23517,47805,DebtCon,Other,0,0,0,78.81360028,0,7,16.7277481
+0,32000,232000,36300,DebtCon,Mgr,3,0,2,206.0333333,3,50,
+0,32200,118793,171024,DebtCon,ProfExe,16,0,0,119.6034777,1,16,29.01132772
+1,32300,167000,221100,DebtCon,Mgr,4,0,0,185.7,3,21,
+0,32400,51220,106361,DebtCon,Office,3,0,0,172.362148,2,24,36.48909721
+0,32600,17918,40000,DebtCon,Mgr,7,0,0,45.66666667,0,7,
+0,32800,13781,43371,DebtCon,Other,28,0,0,203.8393048,0,14,40.65777994
+0,32900,9200,66056,DebtCon,Other,0,0,0,107.6734382,1,6,37.18955165
+0,33000,138000,190000,DebtCon,ProfExe,22,0,0,188.1666667,1,22,
+1,33200,36705,78040,DebtCon,Mgr,19,2,0,120.090143,0,13,35.01574872
+0,33300,19675,47894,DebtCon,Mgr,6,0,0,42.43527965,0,7,36.66861708
+0,33500,18934,42328,DebtCon,Mgr,5,0,0,38.69922722,0,6,34.22224671
+0,33600,79877,118554,DebtCon,Mgr,9,0,0,78.32776771,1,35,25.01202037
+0,33700,132617,172152,DebtCon,Mgr,15,0,0,178.4111833,1,28,42.45764485
+0,33900,128884,172094,DebtCon,Mgr,12,1,0,166.6247382,1,27,42.31889922
+0,34000,57025,103563,DebtCon,Office,3,0,0,173.4941319,2,24,36.91389765
+0,34300,89000,137000,DebtCon,Other,12,0,0,63.93333333,1,36,
+1,34600,169960,224716,DebtCon,Mgr,2,0,0,182.0684611,2,21,32.71020486
+0,34800,138680,190729,DebtCon,ProfExe,21,0,0,198.1233342,0,21,35.57723925
+1,35000,227000,316000,HomeImp,ProfExe,3,0,0,160.2666667,1,25,
+0,35200,239513,37076,DebtCon,Mgr,0,0,1,183.3734524,2,49,40.7798487
+0,35600,116080,163905,DebtCon,Other,,0,0,252.3710369,3,14,34.62775217
+0,36000,204292,268436,DebtCon,ProfExe,3,0,0,243.2954303,0,31,30.93897745
+0,36100,36948,56236,DebtCon,Other,,0,0,,7,0,31.0580187
+0,36300,22431,42834,DebtCon,Mgr,6,0,0,50.41959435,0,6,33.41614827
+0,36400,38263,57311,DebtCon,Other,,0,0,,7,0,31.53665358
+0,36500,114350,164159,DebtCon,Other,,0,0,245.523255,3,13,37.0713328
+0,36800,35077,53120,DebtCon,Other,,0,0,,6,0,34.98501256
+0,37200,35515,76591,DebtCon,ProfExe,6,0,0,203.7080546,1,17,22.43213209
+0,37500,127000,190900,DebtCon,Mgr,,1,0,181.6333333,0,25,
+0,37800,31214,58282,DebtCon,Other,,0,0,,7,0,34.22618958
+1,38000,106000,160000,DebtCon,Other,24,0,6,240.4666667,0,33,
+0,38100,67559,113024,DebtCon,Mgr,16,0,0,190.6766714,0,22,40.23960964
+0,38400,31458,71821,DebtCon,ProfExe,4,0,0,191.9755584,2,17,24.98536247
+1,38800,31976,,DebtCon,Office,2,0,3,134.543886,1,24,
+1,39000,399412,511164,DebtCon,ProfExe,5,0,0,181.9624008,0,21,43.73003185
+0,39400,148631,207976,HomeImp,ProfExe,6,0,0,151.2569462,0,31,35.43199305
+0,39600,134552,193455,DebtCon,Mgr,,0,0,185.1938366,0,25,33.2179617
+1,40000,76769,129000,DebtCon,Sales,30,0,0,286.3,2,35,
+1,40000,4742,,DebtCon,Mgr,5,7,1,304.3666667,6,21,
+0,40100,129625,197722,DebtCon,Mgr,,0,0,178.7673936,0,25,33.19931059
+0,40400,145423,203712,HomeImp,ProfExe,5,0,0,150.8043968,0,31,37.30801307
+0,40700,150283,208676,HomeImp,ProfExe,5,0,0,152.1022715,0,31,36.90999415
+0,40900,14719,69488,HomeImp,Office,,0,0,318.0554593,0,18,15.07801115
+0,41100,59463,112626,DebtCon,Mgr,16,0,0,210.2039695,0,22,40.4395557
+0,41400,,46000,DebtCon,Other,,6,,112.7960318,,20,
+0,41700,59889,109250,DebtCon,Mgr,16,0,0,187.1328108,0,22,36.96881444
+0,41800,363737,469748,HomeImp,ProfExe,4,0,0,327.7437552,4,14,43.80929207
+0,42100,17852,65877,DebtCon,Other,18,0,0,201.4302702,1,30,43.19519357
+0,42300,22434,65893,DebtCon,Other,18,0,0,205.5336428,1,31,43.22866458
+0,42600,22446,66485,DebtCon,Other,17,0,0,204.2036332,0,30,41.15627594
+0,42900,8117,66731,HomeImp,Office,,0,0,315.2548189,0,19,13.31235591
+0,43200,120310,178938,DebtCon,Self,10,0,0,196.2815792,0,5,40.16548813
+1,43300,,45924,DebtCon,Other,,1,1,207.3007302,0,17,33.67894598
+1,43500,,855909,HomeImp,Other,16,0,0,196.4036364,0,23,42.98540838
+0,43900,120527,174003,DebtCon,Self,13,0,0,167.2083664,0,4,39.28934898
+1,44400,67272,130818,HomeImp,Other,9,0,0,112.5918505,0,12,43.68096501
+1,45100,67552,128659,HomeImp,Other,10,0,0,83.32311342,0,13,43.87407943
+0,46200,117227,174882,DebtCon,Self,12,0,0,195.6411868,0,5,40.62161928
+0,47000,39000,99820,HomeImp,Self,9,0,0,203.8,3,36,
+0,47500,95847,152789,DebtCon,Other,16,0,0,230.0672773,8,18,38.95925288
+0,47900,95377,157273,DebtCon,Other,16,0,0,236.3026595,8,18,39.10304524
+0,48900,41260,102771,HomeImp,Self,8,0,0,192.2261774,3,35,41.21871452
+0,49900,45455,102971,HomeImp,Self,9,0,0,197.9633093,2,36,42.06427923
+0,50000,,82200,HomeImp,Other,,0,0,342.8666667,0,7,
+1,50000,106000,,DebtCon,Mgr,0.8,0,2,252.6333333,3,32,
+0,50100,,85756,HomeImp,Other,,0,0,348.7860099,0,6,23.21980601
+0,50200,46670,102264,HomeImp,Self,9,0,0,211.2358604,3,35,38.68051971
+0,50400,40140,103789,HomeImp,Self,9,0,0,208.7665748,3,35,40.01526267
+0,50800,44992,108486,HomeImp,Self,6,0,0,204.9624883,2,36,40.771305
+0,51000,39609,60837,DebtCon,Office,5,0,,178.8886708,0,16,30.84104501
+0,51500,,90003,HomeImp,Other,,0,0,347.8025143,0,7,25.32400193
+0,52000,31305,83147,HomeImp,Other,3,1,0,268.3858077,7,14,42.40293347
+0,52400,27234,83482,HomeImp,Other,2,2,0,250.6140239,6,14,40.54824598
+0,53200,182033,258678,DebtCon,ProfExe,5,0,0,227.7177292,2,32,39.93135284
+0,53700,49669,63995,DebtCon,Office,12,0,1,92.96631275,2,26,40.10162342
+0,53900,,91309,HomeImp,Other,,0,0,349.7957481,0,6,22.06132991
+0,58900,40100,70672,DebtCon,Other,3,0,0,112.3195141,0,20,30.38843059
+1,60000,86573,159920,DebtCon,ProfExe,7,0,5,332.7333333,3,22,
+0,62700,120598,207803,DebtCon,ProfExe,9,0,0,304.3146151,2,26,36.43625181
+0,65100,67389,142740,HomeImp,Office,9,0,1,116.9061041,0,11,43.36871813
+0,65800,70095,142922,HomeImp,Office,10,0,0,113.0698235,0,12,39.91878984
+0,68100,193298,288525,DebtCon,Self,10,0,0,228.2872952,2,25,30.39586943
+0,70300,197761,294169,DebtCon,Self,9,0,0,212.2397249,2,24,28.90707333
+1,76500,38206,90000,DebtCon,Other,12,0,0,134.9,0,26,
+0,79200,21694,103143,HomeImp,,26,0,1,139.9389989,0,14,31.33368478
+0,81400,22344,108280,HomeImp,,25,0,0,148.1149935,0,14,34.28574143
+0,87500,55938,86794,DebtCon,Other,15,0,0,223.88104,0,16,36.75365267
+0,89000,54576,92937,DebtCon,Other,16,0,0,208.6920698,0,15,35.85997068
+1,1500,13500,16700,HomeImp,Other,4,0,0,149.4666667,1,10,
+1,2000,32700,46740,HomeImp,Other,3,0,2,216.9333333,1,12,
+1,2100,71000,83850,HomeImp,Other,8,0,1,123,0,16,
+1,2300,37626,46200,HomeImp,Other,3,0,1,122.2666667,1,14,
+0,2400,98449,117195,HomeImp,Office,4,0,0,93.81177486,0,13,29.68182705
+1,2800,4000,60850,HomeImp,Other,16,4,0,112.6333333,2,9,
+0,3000,104570,121729,HomeImp,Office,2,0,0,85.8843719,0,14,32.05978327
+1,3000,,14500,HomeImp,Other,3,0,0,9.3,14,2,
+1,3100,39589,36100,HomeImp,Other,1.5,0,0,153.1666667,1,14,
+0,3200,74864,87266,HomeImp,ProfExe,7,0,0,250.6312692,0,12,42.90999735
+1,3500,19400,20494,HomeImp,Other,5,0,0,95.93333333,0,9,
+1,3600,48507,61000,DebtCon,Office,13,1,4,97.4,0,17,
+0,3800,11543,46045,HomeImp,Self,,0,0,204.6479917,0,11,42.17316588
+0,4000,105164,112774,HomeImp,Office,1,0,0,94.72487417,0,13,29.39092806
+1,4000,41700,76725,HomeImp,Other,0.5,0,3,136.1333333,0,15,
+0,4000,,45760,HomeImp,,0,0,0,,0,0,
+0,4000,67533,71865,HomeImp,Mgr,10,,2,227.7929884,0,25,39.1663287
+0,4200,67700,77000,DebtCon,Sales,4,0,0,128.8333333,0,31,
+0,4300,72021,80027,HomeImp,Other,2,2,0,263.9703003,0,5,36.43209394
+1,4500,39000,66000,HomeImp,Other,1,0,0,170.3666667,1,19,
+0,4500,45500,50000,HomeImp,Other,6,0,0,86.16666667,0,18,
+1,4700,49100,58238,HomeImp,ProfExe,0.1,0,0,61.8,2,17,
+0,4900,58688,63348,DebtCon,ProfExe,9,0,3,179.1625747,2,31,22.54439284
+0,4900,170986,245300,DebtCon,Sales,,0,0,131.9333333,0,22,
+0,5000,66839,87168,HomeImp,Other,4,0,0,122.5972226,0,15,40.61677935
+1,5000,31000,47350,HomeImp,ProfExe,12,,,,,,
+1,5000,,71277,HomeImp,Other,10,0,0,72.43333333,1,12,
+1,5000,,74500,HomeImp,Other,19,,,,,,
+0,5000,,26550,DebtCon,Other,1.7,0,0,276.9666667,1,14,
+0,5000,78565,98500,DebtCon,ProfExe,24,0,0,51.76666667,3,14,
+1,5000,71571,85100,DebtCon,ProfExe,1.4,0,1,82.13333333,0,13,
+0,5000,80153,97275,DebtCon,Other,1,0,0,120.6750632,2,10,37.51270841
+0,5100,179725,251962,DebtCon,Sales,,0,0,127.4988134,0,22,40.30825936
+0,5100,,28291,DebtCon,Other,2,0,0,277.9445608,1,14,23.64469128
+0,5100,73882,96031,DebtCon,Other,0,0,0,125.7874001,1,10,34.44607922
+0,5200,19000,26000,DebtCon,Other,0,1,0,17.2,10,7,
+0,5300,66987,65111,HomeImp,Sales,4,1,0,175.3287038,1,22,40.44257039
+0,5300,97132,117343,HomeImp,Office,22,0,0,109.9339079,1,11,35.8385427
+0,5400,,65474,HomeImp,Office,1,0,0,40.709849,0,4,37.84877104
+0,5400,65814,85848,HomeImp,Other,4,0,0,122.9402886,0,15,44.09232568
+0,5500,87765,101053,DebtCon,ProfExe,22,0,0,55.55804904,2,13,31.37554242
+1,5500,,13770,HomeImp,Mgr,5,0,1,167.3666667,1,8,
+1,5500,,12972,HomeImp,Other,1,0,1,82.29426635,0,2,36.9867441
+0,5600,69435,83489,DebtCon,ProfExe,14,0,0,200.418434,1,17,22.84109285
+0,5600,15275,47954,HomeImp,Self,,0,0,204.335245,0,12,42.39776964
+0,5700,,68591,HomeImp,Office,0,0,0,69.64566047,0,4,41.18503956
+1,5700,77213,92661,DebtCon,Sales,0,0,0,97.13317095,1,16,41.77788863
+0,5700,,64910,,,,,,,,,33.85046122
+1,5800,27791,46833,DebtCon,Mgr,3,0,0,83.28906275,1,13,30.18780539
+0,5900,70973,77989,HomeImp,Other,7,0,0,120.3794143,0,24,41.44250046
+0,5900,,66903,,,,,,,,,32.78292683
+1,6000,65000,94355,,Other,26,1,3,69.3,1,34,
+1,6000,22859,32200,DebtCon,Other,4,0,0,83.33333333,3,20,
+0,6000,51000,86125,HomeImp,ProfExe,6,0,0,222.1666667,2,24,
+1,6000,179397,200000,DebtCon,ProfExe,5,6,0,90.3,6,29,
+0,6100,48500,62500,DebtCon,Mgr,7,,4,111.3,2,11,
+0,6100,48300,53388,HomeImp,Office,9,,,178.4896022,,19,26.72002818
+0,6200,75657,84368,DebtCon,Sales,4,0,0,122.244945,0,30,32.55254334
+0,6200,,41657,HomeImp,Other,,,,293.9587236,,11,30.19763073
+0,6200,45787,64854,DebtCon,,4,,1,63.11702323,,16,36.53874734
+0,6300,99469,116260,HomeImp,Office,23,0,0,124.7455955,1,12,35.64227011
+1,6300,59793,98314,DebtCon,Self,2.2,0,0,120.7333333,0,8,
+0,6300,79667,96988,DebtCon,ProfExe,1,,,,,,29.83596072
+0,6400,76577,83200,DebtCon,,5,,,,,,22.05503421
+0,6400,62746,75016,DebtCon,ProfExe,12,0,0,133.1015478,0,20,40.18812313
+0,6400,9113,46351,HomeImp,Self,,0,0,202.2507958,0,11,45.11431939
+0,6500,80739,97630,DebtCon,ProfExe,1,,,,,,30.53126454
+1,6500,48000,61000,DebtCon,Other,1,1,0,97.2997561,6,38,
+0,6500,70300,107500,DebtCon,Office,1,0,0,242.4666667,1,38,
+0,6600,62380,89742,HomeImp,Office,31,0,0,232.5272907,0,16,26.16049489
+0,6600,,46516,HomeImp,,0,0,0,,0,0,14.84599073
+0,6700,49367,59609,HomeImp,Other,6,0,0,99.30370078,0,17,25.23136638
+0,6700,48430,64358,HomeImp,Other,0,1,,108.3517475,,13,38.89419475
+0,6800,136951,160306,HomeImp,ProfExe,11,0,0,219.7356734,1,18,20.8850935
+0,6800,76074,88178,HomeImp,Other,22,0,0,341.4650556,0,46,27.52324614
+0,6800,,72310,HomeImp,Office,1,0,0,48.81883648,0,3,40.78739323
+1,6900,53328,58088,DebtCon,Sales,2,0,0,101.5319079,0,21,35.76405836
+0,6900,,57067,,,,,,,,,14.37098595
+0,7000,73873,111781,DebtCon,Office,0,0,0,231.7999135,0,38,19.27357946
+0,7000,52287,87972,HomeImp,ProfExe,7,0,0,211.2844132,1,24,33.46140225
+1,7000,18000,46520,HomeImp,Office,17,0,1,183.1,0,23,
+0,7000,29000,49000,DebtCon,Other,11,0,0,234.4,1,32,
+1,7000,83000,97635,HomeImp,Other,5.6,3,0,141,0,10,
+1,7000,64300,119500,HomeImp,Other,1,1,0,54.83333333,0,8,
+1,7100,39000,55000,,Other,12,0,1,192.7666667,2,31,
+0,7100,25896,33580,DebtCon,Other,1,0,0,29.85636517,9,7,28.27147416
+1,7200,54600,65000,DebtCon,Other,14,2,1,98.43333333,11,9,
+1,7200,46000,67000,DebtCon,Other,24,0,0,142,1,14,
+1,7200,,76723,HomeImp,Other,10,0,0,70.19389019,0,11,41.25070626
+1,7300,60971.32,77375,DebtCon,Other,2,,,,,,
+0,7300,139348,205981,DebtCon,ProfExe,1,0,0,60.42476076,2,22,36.81229063
+0,7400,88288,119677,HomeImp,ProfExe,5,0,0,194.37214,1,27,26.64608364
+0,7400,56596,72861,HomeImp,Mgr,3,0,1,141.9621493,0,23,28.30024564
+0,7500,45864,57799,DebtCon,,7,,0,65.57119786,,16,33.86574535
+0,7500,,49804,,,,,,,,,12.39123504
+1,7500,,,HomeImp,Other,21,,,158.9,1,21,
+1,7500,,40150,HomeImp,Other,5,0,0,,1,0,
+0,7500,49100,85650,HomeImp,Other,18,0,0,178.3346667,0,29,
+1,7500,12115,35910,HomeImp,Office,13,3,6,234.9007508,0,24,24.66227667
+0,7600,77518,83727,DebtCon,,4,,,,,,22.65514029
+0,7600,,40341,HomeImp,Other,3,0,0,265.0204754,1,25,43.30010531
+0,7700,,67350,,,,,,,,,
+0,7700,51045,91068,HomeImp,Other,20,0,0,179.2409356,0,28,27.23109397
+0,7800,64503,85608,HomeImp,Other,12,0,0,235.4853772,0,35,34.42324885
+0,7800,55394,63567,DebtCon,Other,23,0,0,262.0143577,2,29,38.98393849
+0,7900,44690,45841,DebtCon,Office,10,0,0,185.6215923,0,22,32.28572409
+0,7900,77221,95316,DebtCon,ProfExe,4,0,0,116.3094934,0,25,35.42979658
+0,7900,,75462,,,,,,,,,23.34502168
+0,8000,82547,105361,DebtCon,ProfExe,24,0,0,52.59326412,2,13,32.16092259
+1,8000,47823,63000,DebtCon,Other,5,0,0,53.66666667,2,18,
+0,8000,45000,56100,HomeImp,Other,9.9,0,0,92.3,3,34,
+0,8000,79200,116500,HomeImp,Other,8,,,,,,
+1,8000,37871,,HomeImp,ProfExe,15,6,2,179.6333333,0,30,
+1,8000,32100,36739,HomeImp,Other,4,0,0,79.45884505,2,8,31.27671568
+0,8000,,49000,HomeImp,Other,11,1,0,310.4,2,13,
+0,8100,48781,50434,HomeImp,Other,5,0,0,75.63504768,0,18,24.54519214
+0,8100,66546,84943,DebtCon,,3,0,0,225.6909893,0,15,30.3980051
+0,8100,26886,36527,HomeImp,ProfExe,12,0,0,188.4198264,0,13,24.86556719
+0,8200,39175,55848,HomeImp,Office,10,,,161.6615823,,18,24.20011144
+0,8200,,49362,,,,,,,,,11.76969215
+0,8200,68013,77008,DebtCon,ProfExe,8,0,0,49.1469223,1,23,40.7925897
+0,8200,66254,74994,DebtCon,ProfExe,7,0,0,60.38486252,1,24,39.72610514
+0,8200,75870,97922,DebtCon,ProfExe,0,,,,,,27.27636492
+0,8300,57503,72704,DebtCon,,18,0,0,156.5937076,0,11,33.33711876
+0,8300,59761,75081,DebtCon,,17,0,0,147.9416425,1,11,31.95922724
+0,8300,45842,50006,DebtCon,Other,16,0,0,90.65307013,0,12,31.36082195
+1,8300,10000,63775,HomeImp,Other,0,0,0,200.8666667,0,14,
+0,8400,82972,121796,HomeImp,Other,7,,,,,,41.44562357
+0,8400,77144,91532,DebtCon,Mgr,19,0,1,311.7571824,1,24,40.91273699
+0,8400,30146,39326,HomeImp,ProfExe,11,0,0,183.0927495,0,12,23.09720188
+0,8400,77916,93589,DebtCon,ProfExe,0,,,,,,27.87387063
+1,8400,37256,45956,DebtCon,Other,1,0,0,214.44323,1,6,31.24524851
+1,8500,30077,42770,DebtCon,Office,0.25,0,0,89.26666667,0,10,
+0,8500,50031,57276,DebtCon,Office,0,0,0,171.2128147,0,21,35.15870257
+0,8500,47777,78979,HomeImp,Other,18,0,0,202.9542765,1,16,34.8286475
+0,8500,58327,75044,HomeImp,Mgr,2,0,2,123.3653563,0,22,28.11181383
+0,8600,42380,60733,DebtCon,Mgr,3,0,0,199.293142,0,22,28.43434208
+0,8600,58846,72733,DebtCon,ProfExe,14,0,0,233.1716005,3,32,39.77508785
+0,8600,42226,50386,HomeImp,Mgr,21,1,0,223.3264624,0,17,34.92786612
+0,8600,66366,75957,DebtCon,ProfExe,8,0,0,72.91672107,2,25,39.66040874
+0,8700,54768,87268,HomeImp,Other,18,0,0,187.5805703,0,28,26.36713414
+0,8700,30716,84778,HomeImp,ProfExe,19,0,0,219.0852356,0,10,23.80889415
+0,8700,51950,67475,HomeImp,Other,4.5,0,1,246.4666667,2,16,
+0,8700,77930,80164,HomeImp,Other,20,0,0,350.5284099,1,47,29.6623601
+0,8700,76510,108130,DebtCon,Office,2,0,0,252.8439282,1,37,17.41485961
+1,8800,67200,80300,HomeImp,Other,10,4,1,135.8666667,1,33,
+1,8800,50000,68000,DebtCon,Other,19,0,0,108.9,0,16,
+0,8800,55990,89673,HomeImp,Other,18,0,0,184.6259659,0,29,27.70164974
+0,8900,58503,74706,HomeImp,Other,6,0,0,243.9359963,1,16,36.79323717
+1,8900,147801,157335,HomeImp,Other,4,0,0,85.57486576,4,21,34.75656038
+0,9000,75453,100646,DebtCon,ProfExe,3,0,0,126.309835,0,26,33.75846632
+0,9000,51091,68264,DebtCon,Other,22,0,0,277.7556619,2,29,39.38731755
+0,9000,41153,51841,DebtCon,Office,10,0,0,210.2826895,0,23,32.42429306
+0,9000,47350.86,105000,DebtCon,ProfExe,6,0,1,227.2666667,0,10,
+1,9000,31896,46195,HomeImp,Other,25,0,2,122.3891553,3,16,36.68165215
+0,9000,12340,36133,,,,,,,,,31.70381472
+0,9100,43249,52946,HomeImp,Mgr,20,1,1,228.3963399,1,18,35.18184074
+0,9100,62976,77829,HomeImp,Mgr,0,0,2,131.193496,0,23,26.09041891
+0,9100,47756,84022,HomeImp,Other,18,0,0,206.797361,1,17,32.39114639
+1,9200,64900,78000,DebtCon,Mgr,10,0,0,122.7666667,2,24,
+0,9200,69657,89082,DebtCon,,3,0,0,217.3211547,0,16,28.74989037
+0,9300,63566,70551,DebtCon,ProfExe,14,0,0,138.3373521,0,19,42.48370297
+0,9300,58051,65334,DebtCon,Mgr,6,,,113.2818573,,23,41.86003981
+0,9300,44026,70535,HomeImp,Office,12,3,1,245.9,2,29,
+0,9300,,44108,HomeImp,Other,,,,290.818074,,12,29.74359996
+0,9400,57105,67061,HomeImp,Other,6,0,0,129.5084838,0,34,35.73459276
+0,9400,57000,70000,DebtCon,Other,4,0,0,179.5666667,2,17,
+0,9400,61213,70800,HomeImp,Other,5,0,0,75.86265973,3,20,39.40381239
+0,9400,52598,74747,DebtCon,Mgr,6,,,129.3438245,,24,42.26546612
+0,9400,103973,119817,DebtCon,Other,18,0,2,182.6166394,2,16,37.33797719
+0,9500,47019,59413,DebtCon,Other,4,0,0,78.02555168,0,11,31.41813239
+0,9500,59494,75930,HomeImp,Other,0,0,0,98.99850784,0,6,36.88843637
+1,9500,,40000,HomeImp,Other,10,0,0,36.5,1,1,
+0,9600,70589,99384,HomeImp,Other,0,0,1,176.4674623,0,31,34.23478958
+0,9600,46683,61773,DebtCon,Office,1,0,0,171.058449,1,20,38.00528931
+0,9600,44553,48626,HomeImp,Mgr,20,0,1,226.4521595,0,18,35.55592289
+0,9700,,64644,HomeImp,Other,,0,0,368.0709241,0,6,36.5731696
+0,9700,59100,74986,HomeImp,Office,14,0,0,244.5333333,1,32,
+0,9700,63488,74374,DebtCon,Office,5,0,0,106.5894523,2,15,26.89601277
+0,9800,54564,62109,DebtCon,Mgr,10,0,0,124.021625,0,19,32.56568637
+1,9800,36500,54000,HomeImp,Other,17,0,1,105.6666667,5,19,
+0,9800,32550,52554,DebtCon,Other,12,0,0,229.5127411,1,32,37.92308809
+0,9800,52973,65481,HomeImp,Other,10,0,0,101.4726677,2,33,36.878297
+0,9800,47126,57365,DebtCon,Other,0,0,1,91.14121871,0,19,38.6576403
+0,9900,72674,89909,DebtCon,Office,15,0,1,90.95789952,0,8,27.35463407
+1,9900,21400,36600,DebtCon,Self,2,0,0,154.2,2,26,
+0,9900,108155,219936,HomeImp,ProfExe,2,0,0,126.9393774,1,15,27.99205166
+0,9900,26427,87134,HomeImp,ProfExe,20,0,0,244.3652465,0,11,25.00396549
+0,10000,63218,76500,DebtCon,Office,5,2,3,183.6666667,3,30,
+0,10000,84580,118924,HomeImp,Office,31,0,0,341.9449756,2,37,35.24889763
+1,10000,,25010,HomeImp,Self,5,0,3,326.1333333,4,17,
+1,10000,31253,65450,DebtCon,Other,21,0,0,172.0333333,0,16,
+0,10000,,42497,HomeImp,Mgr,6,,,165.4333333,,9,
+0,10000,124000,192000,HomeImp,Office,0,0,1,346.9666667,0,16,
+0,10000,131589,156000,HomeImp,ProfExe,5,0,1,419.0333333,1,43,
+0,10000,88777.5,112014,DebtCon,ProfExe,13,0,0,182.6333333,2,18,
+1,10000,41741,56000,DebtCon,Office,3,0,0,20.23333333,2,6,
+1,10000,49000,70000,HomeImp,Other,,0,3,190.7333333,1,12,
+1,10000,76700,97800,DebtCon,Other,25,,10,205.2333333,3,26,
+1,10000,,65088,HomeImp,Mgr,3.5,4,5,205.0666667,2,39,
+1,10000,34900,48000,HomeImp,Other,3,0,0,288.1666667,1,3,
+0,10000,114643,130127,DebtCon,Self,5,0,1,160.6678931,0,19,33.92004439
+0,10100,32608,47377,HomeImp,Other,9,0,0,67.38706567,0,3,35.69019304
+0,10100,47426,68820,DebtCon,Other,16,0,4,220.7609123,0,36,24.01951269
+0,10100,49683,55728,DebtCon,Other,0,0,0,91.09579488,0,20,37.13310754
+0,10100,55738,73266,DebtCon,Office,5,0,0,85.63523503,1,14,24.53432507
+0,10200,102281,114277,,Office,15,0,0,263.2869775,0,16,36.82778595
+0,10200,59907,71580,DebtCon,ProfExe,14,0,0,237.9481372,2,32,36.40094666
+0,10200,54900,79000,DebtCon,Office,14,0,0,113.6333333,0,24,
+0,10200,38223,60728,DebtCon,Mgr,,,,,,,35.34785383
+0,10200,80969,100937,DebtCon,Other,9,0,0,168.7498211,4,21,39.69842981
+1,10300,70147,122124,HomeImp,Other,1,0,0,58.8956859,0,7,57.99501862
+0,10300,58572,75946,DebtCon,Office,5,0,0,85.01005286,2,14,27.76943894
+0,10300,45275,62724,HomeImp,Other,11,0,1,109.3246387,3,34,37.29182499
+0,10300,57902,74355,HomeImp,Other,4,0,0,243.6309162,1,16,36.57444189
+0,10400,62442,73197,DebtCon,ProfExe,8,0,0,47.61067763,1,24,38.88482776
+0,10400,37233,52320,DebtCon,Other,15,0,0,88.67732863,0,11,31.05643679
+0,10400,45710,55299,DebtCon,Office,0,0,0,166.3741502,0,20,34.53641174
+0,10500,64331,65040,HomeImp,Other,4,0,0,66.54105782,1,20,42.33212434
+0,10500,41467,58329,DebtCon,Mgr,2,0,0,187.7134862,0,22,27.86112392
+1,10500,41500,56247,DebtCon,Other,8,0,1,70.03333333,2,24,
+0,10500,74814,98132,HomeImp,ProfExe,8,0,0,164.3308981,0,34,32.3751491
+0,10600,47701,66500,DebtCon,Other,10,0,0,103.0142897,0,23,37.3100061
+0,10600,39061,50225,DebtCon,Other,15,0,0,77.11428511,0,12,32.58746565
+0,10600,82365,100272,DebtCon,ProfExe,3,1,0,122.4835943,0,26,33.65164695
+0,10600,136820,201820,DebtCon,ProfExe,2,0,0,68.35305606,1,22,38.0722099
+0,10600,73844,107640,HomeImp,ProfExe,3,0,0,92.97949051,0,34,37.31928931
+0,10600,48018,68963,DebtCon,Mgr,2,0,0,186.7575926,1,16,30.65574434
+0,10700,126751,184554,DebtCon,Other,8,0,0,225.8703522,0,19,34.13705457
+0,10700,73996,92766,DebtCon,Office,15,0,1,102.1474286,0,9,25.3840627
+1,10700,41144,59375,DebtCon,Other,2,0,0,73.6,1,18,
+0,10700,51224,70399,DebtCon,Mgr,5,,,110.6774417,,23,42.93929441
+0,10800,32870,61572,DebtCon,Mgr,,,,,,,38.49024696
+0,10800,125732,184667,DebtCon,Other,7,0,0,212.2234688,0,19,33.92078997
+1,10800,75000,87400,HomeImp,Other,7,1,0,101.4666667,2,19,
+0,10800,78898,86567,DebtCon,ProfExe,9,0,0,179.8308288,0,12,40.29195198
+0,10800,49953,75322,DebtCon,Other,0,0,0,58.89273133,8,21,23.87594619
+1,10900,86754,110000,DebtCon,ProfExe,13,0,2,103.4333333,0,19,
+0,10900,,66691,HomeImp,Other,,0,0,349.7523621,0,7,34.34334852
+0,10900,116030,125179,DebtCon,Self,6,0,0,177.0858449,0,19,33.84909254
+1,11000,60513,110485,DebtCon,Mgr,3,1,1,126.7719289,1,17,40.03139332
+0,11000,21780,85505,HomeImp,ProfExe,19,0,0,240.682581,0,10,24.40433511
+1,11000,45000,63775,DebtCon,Other,14,0,0,173.1666667,0,18,
+0,11000,102000,120000,DebtCon,,3,0,0,125.8,1,26,
+1,11000,62227,81250,DebtCon,Office,9,0,5,123.7666667,3,34,
+0,11000,54641,65705,DebtCon,Other,5,0,0,323.1929276,0,10,33.29962839
+0,11000,77723,107245,HomeImp,ProfExe,5,0,0,115.5585296,0,26,26.91192966
+0,11000,,56851,HomeImp,Other,10,0,0,308.4356492,2,13,31.07561658
+0,11100,79226,88112,DebtCon,ProfExe,10,0,1,179.6482736,1,12,40.67090473
+0,11100,82329,100139,HomeImp,ProfExe,5,0,0,108.5325636,0,26,26.0992587
+0,11100,105226,122901,DebtCon,,3,0,0,113.6887804,1,26,33.89664298
+0,11100,54496,71895,HomeImp,Other,6,0,0,125.7657749,0,16,35.50677407
+0,11100,43167,60209,DebtCon,Other,3,0,1,80.36819698,0,20,37.49079883
+0,11200,44966,55114,DebtCon,Office,1,0,0,173.9618974,1,21,37.4566221
+1,11200,56877,65125,HomeImp,Other,6,2,0,12.17692857,0,1,33.24121888
+0,11200,19496,73140,DebtCon,ProfExe,20,0,1,399.2426919,1,12,23.37450457
+0,11300,62168,80681,DebtCon,Sales,6,0,0,117.3762292,0,34,27.69452127
+0,11300,40752,53683,HomeImp,Other,22,0,1,129.7580621,0,23,38.42588111
+0,11300,77846,101984,HomeImp,ProfExe,5,0,0,112.3848455,1,27,28.29873364
+0,11300,74783,100909,HomeImp,ProfExe,5,0,0,85.66483372,0,34,35.94785471
+0,11400,59813,72873,DebtCon,ProfExe,13,0,0,234.3302405,4,31,39.35147085
+0,11400,,27439,HomeImp,,27,0,0,208.1771125,0,5,23.83011058
+0,11400,50166,61395,DebtCon,Other,1,0,0,188.8866824,1,12,26.95045128
+0,11500,43945,63337,DebtCon,Mgr,2,0,1,193.7424854,0,21,27.62349396
+1,11500,21096,38952,DebtCon,Office,13,0,0,129.7,0,5,
+0,11500,29281,37717,HomeImp,Mgr,15,0,0,61.91544466,0,9,30.70242855
+0,11600,64143,78851,DebtCon,Office,6,0,3,201.369922,3,29,35.79580494
+0,11600,22635,33353,DebtCon,Office,6,0,0,85.57207035,0,16,19.22387267
+0,11600,36357,56514,,Other,31,0,0,237.8189664,0,19,20.1815824
+0,11600,,36474,HomeImp,Other,,,1,93.72713803,0,10,37.20295356
+1,11700,54085,68239,HomeImp,Other,2,1,2,8.055265077,3,15,32.01265858
+0,11700,84863,91737,DebtCon,Other,0,4,0,,0,4,30.33081149
+0,11700,37093,62116,DebtCon,Mgr,,,,,,,37.01094877
+0,11700,55119,67931,DebtCon,Mgr,4,0,0,199.4106992,2,16,27.61633851
+0,11800,118053,125325,DebtCon,Self,5,0,0,181.1720651,0,18,33.20039733
+0,11800,44944,57132,DebtCon,Other,,0,0,74.15604508,0,14,42.81224294
+0,11800,38825,51984,DebtCon,Other,,0,0,82.52779435,0,14,40.88273326
+0,11800,112146,140781,DebtCon,ProfExe,14,,0,170.7005075,0,32,29.9424924
+1,11900,108763,128780,DebtCon,Office,8,0,0,60.3779329,3,21,49.41811438
+0,11900,28329,80963,HomeImp,ProfExe,21,0,0,239.4571177,0,10,24.53499719
+0,11900,81849,105403,HomeImp,ProfExe,5,0,1,82.63950538,1,34,36.50598321
+0,11900,78959,104371,DebtCon,Mgr,1,0,0,79.08139722,1,23,40.02421108
+0,12000,83560,126479,HomeImp,Other,8,,,,,,38.92831569
+0,12000,30777,43157,DebtCon,Other,8,,0,151.699431,7,28,38.17774295
+0,12000,102109,121229,DebtCon,,2,0,0,104.4825912,0,25,34.76728889
+1,12000,69000,92900,HomeImp,ProfExe,2,0,0,115.9,0,15,
+0,12000,87000,101200,DebtCon,Sales,13,,2,151.1333333,1,18,
+0,12000,,63000,,,0,0,0,,0,0,
+0,12000,44000,59500,DebtCon,Other,3.7,0,0,172.5,0,14,
+0,12000,85039,111100,DebtCon,ProfExe,0.2,1,2,144.0666667,1,34,
+1,12000,28298,72000,DebtCon,Other,8,,,105.5,2,22,
+1,12000,48786,89800,HomeImp,ProfExe,29.9,0,5,220.1333333,1,16,
+0,12000,97650,115931,DebtCon,ProfExe,11,0,0,199.828042,1,17,34.38794397
+1,12000,48189,53969,DebtCon,Other,5,0,0,276.3817427,0,18,65.49524315
+0,12100,13218,82386,DebtCon,Other,7,0,0,262.3942543,0,14,18.43047238
+0,12100,68941,75029,HomeImp,Office,14,0,0,254.1896555,0,31,43.89784955
+1,12100,67000,79100,DebtCon,Mgr,5,0,0,155.2,1,32,
+0,12100,46152,72773,DebtCon,Other,0,0,0,270.4899801,0,20,29.49511599
+0,12100,18728,34443,DebtCon,Mgr,9,0,0,117.6482829,0,10,21.58983638
+0,12200,67474,88473,DebtCon,Other,2,0,0,234.7759967,3,26,29.09729879
+0,12200,45095,64736,DebtCon,Other,9,0,0,249.6737711,0,18,31.63530262
+1,12200,53242,70400,DebtCon,Other,14,0,0,169.9306635,0,18,34.62942766
+0,12300,89333,106107,HomeImp,Other,19,0,0,120.2578861,3,24,28.77470213
+0,12300,112373,136202,DebtCon,ProfExe,16,,1,179.8829733,0,32,30.48826811
+1,12300,49800,64000,DebtCon,ProfExe,23,0,2,232.3333333,3,17,
+0,12300,90006,121122,DebtCon,Office,9,0,0,133.4975408,1,21,36.91048167
+0,12300,102908,124217,HomeImp,ProfExe,9,0,0,159.9940264,2,31,27.7074439
+1,12300,64265,90956,DebtCon,Other,10,0,1,233.1561248,0,32,32.90882386
+0,12400,26768,52411,HomeImp,Other,0,0,0,253.3180433,0,11,38.82102132
+1,12400,94000,112000,DebtCon,Mgr,4,0,0,,0,0,
+0,12400,,65317,HomeImp,Other,,0,0,349.2796108,0,6,35.71441843
+1,12500,69117,101503,HomeImp,ProfExe,13,0,7,145.9530178,0,36,36.75998466
+0,12500,56960,69014,DebtCon,Other,4,0,0,307.636664,0,10,30.36248382
+1,12500,55000,75393,DebtCon,Other,0.75,0,1,113.0333333,1,16,
+0,12500,50097,73846,DebtCon,Other,1,0,0,267.8654583,0,20,29.15960949
+0,12500,55228,66569,DebtCon,Mgr,3,0,0,198.8151672,1,17,27.99687276
+0,12600,71370,90316,HomeImp,Office,26,0,0,162.3574415,2,14,39.8754838
+0,12600,45633,77578,DebtCon,ProfExe,19,0,0,209.7255196,0,15,23.91561488
+0,12600,103960,127384,DebtCon,,2,0,0,129.0154994,0,25,34.47945476
+0,12600,58247,72189,HomeImp,Other,30,0,3,198.243176,0,23,35.79425984
+0,12600,49986,67896,DebtCon,Mgr,3,0,0,190.1599072,1,17,29.26631718
+0,12700,,41396,HomeImp,Other,0,0,0,302.8700505,1,8,27.98946659
+0,12700,27459,38577,HomeImp,Mgr,16,0,0,72.32957204,0,9,31.60566546
+0,12700,60122,93741,DebtCon,Other,0,0,0,38.33492385,1,3,42.10934773
+0,12700,58606,83010,DebtCon,Other,1,0,0,125.3258854,3,11,35.99961072
+0,12800,117391,210072,HomeImp,ProfExe,1,0,0,136.6209694,1,14,27.12488931
+0,12800,73624,103213,DebtCon,Other,10,0,0,201.6508442,0,20,19.55727283
+0,12800,67867,78660,DebtCon,Other,3,,,159.8014934,,34,30.01090961
+0,12800,11986,48309,HomeImp,Office,23,0,0,265.2270609,0,20,28.49386194
+0,12800,75139,105289,HomeImp,ProfExe,8,0,0,151.8511659,0,35,31.21070474
+0,12800,68729,90127,HomeImp,Office,23,0,0,163.9892789,1,14,39.42448779
+0,12900,58566,74655,DebtCon,Mgr,5,,,116.7758176,,24,39.97705119
+0,12900,92734,114285,HomeImp,Mgr,11,0,0,236.0527728,0,24,28.66341681
+1,12900,46266,62000,DebtCon,Other,7,0,0,77.13333333,5,18,
+0,12900,88304,122178,DebtCon,Office,10,0,0,223.4548548,0,12,41.42995887
+0,12900,45215,66162,DebtCon,Other,4,0,0,170.7645169,0,14,39.24801492
+0,13000,15374,59309,HomeImp,Other,6,2,0,355.1312291,1,21,15.82361555
+0,13000,72931,96803,DebtCon,Other,6,0,0,208.6728918,2,18,41.05223501
+0,13000,53951,70095,HomeImp,Other,28,0,3,212.3869245,1,24,36.72874424
+1,13000,125969,144076,DebtCon,Other,4,0,0,110.1931963,2,30,48.9777317
+0,13000,61612,99132,HomeImp,ProfExe,8,0,0,262.7333333,1,12,
+1,13000,43744,60000,DebtCon,Self,22,0,1,21.26666667,1,15,
+1,13000,111000,137813,,Mgr,6,2,2,138.3333333,3,65,
+0,13000,,25552,HomeImp,,28,0,0,198.0728056,0,5,25.50782049
+0,13000,40996,58938,DebtCon,Mgr,,,,,,,35.80961273
+1,13100,,,HomeImp,ProfExe,0.75,,,,,,
+0,13100,,65933,,,0,0,0,,0,0,3.657370718
+1,13100,54000,74750,DebtCon,Other,14,1,0,92.4,0,9,
+0,13200,69195,79252,DebtCon,Office,13,0,0,248.7881304,3,37,41.90560462
+0,13200,93254,125738,HomeImp,Mgr,3,0,3,156.5454512,0,25,42.73666557
+0,13200,59422,88308,HomeImp,Other,,0,0,294.7820846,0,19,29.95255446
+0,13300,61414,72101,,Other,12,0,0,260.0716499,0,27,27.28688203
+0,13300,35000,44195,HomeImp,Other,8,0,0,91.92352891,0,4,35.24312086
+0,13300,38232,59482,DebtCon,Mgr,,,,,,,36.02710417
+0,13300,66174,79957,DebtCon,Other,2,,,175.962695,,34,31.56344122
+0,13300,44952,56394,DebtCon,Other,,0,0,74.43599333,0,14,41.0603207
+0,13400,88810,102409,HomeImp,Other,19,0,0,145.7565967,4,24,31.33641826
+0,13400,67941,84973,DebtCon,Office,6,1,3,179.9770702,3,30,37.42893752
+1,13400,5900,55320,HomeImp,Other,3,2,2,234.0218164,3,16,19.089301
+0,13400,,33664,DebtCon,Other,13,,,108.2170094,2,8,31.61392956
+0,13500,63150,77787,,Other,10,0,0,258.6215011,0,27,29.33014205
+0,13500,91734,114906,DebtCon,Other,12,0,0,211.8769452,3,15,38.10420812
+0,13500,42000,62800,DebtCon,ProfExe,6,0,0,153.1666667,2,12,
+0,13500,116123,145597,DebtCon,ProfExe,3,0,0,290.3107749,0,46,34.69906743
+0,13500,117321,138746,DebtCon,ProfExe,14,,1,183.2620095,0,33,31.48679667
+0,13600,,71904,,,0,0,0,,0,0,3.265083387
+0,13600,18232,75898,DebtCon,ProfExe,19,0,2,399.3557015,0,12,21.26089485
+0,13600,90519,110885,DebtCon,Other,12,0,0,201.8355908,3,16,39.66605441
+0,13600,39997,56571,DebtCon,Other,6,0,0,111.0078189,2,15,38.77313698
+0,13700,96225,112676,HomeImp,Office,2,0,0,144.5336059,1,22,38.78104826
+0,13700,90714,120292,DebtCon,Office,11,0,0,215.6120163,0,13,40.30430134
+1,13700,46000,81000,DebtCon,ProfExe,1.5,0,1,101.5666667,0,25,
+0,13700,32942,40143,HomeImp,Other,8,0,0,65.00074225,2,12,30.26836885
+0,13700,46611,65031,DebtCon,Other,2,0,0,179.4433323,0,13,37.70515917
+0,13800,73688,94071,DebtCon,Office,9,0,0,221.2231427,2,28,41.48214297
+0,13800,40674,61216,DebtCon,Other,,0,0,108.7902333,2,19,40.99070382
+0,13800,85969,101664,HomeImp,ProfExe,0,0,0,68.58368974,0,19,36.83942264
+1,13800,97778,116814,DebtCon,Other,15,1,3,120.7813962,1,22,23.20471329
+0,13900,64356,88028,DebtCon,Office,13,0,0,111.8099755,0,24,39.00850812
+0,13900,65437,94518,DebtCon,ProfExe,10,0,0,182.4007551,0,19,21.29607532
+0,13900,84427,114209,HomeImp,ProfExe,12,0,2,180.1874224,0,27,33.35187025
+0,13900,127259,194233,HomeImp,Office,1,0,1,341.6435017,0,16,40.10765909
+0,13900,50415,68166,DebtCon,Other,10,0,0,235.680967,0,17,33.77003753
+0,14000,99652,113012,,Office,17,1,0,255.9614279,0,16,35.45381036
+0,14000,,58407,,,8,0,0,107.5333333,0,15,
+0,14000,42767,60950,DebtCon,Other,7,0,1,117.6666667,3,49,
+1,14000,139000,159000,DebtCon,Mgr,13,0,1,171.4333333,1,32,
+0,14000,63451,105702,HomeImp,ProfExe,8,0,0,257.2263251,1,12,33.90306382
+0,14100,79345,135554,DebtCon,ProfExe,15,0,0,301.5639913,0,19,29.17813328
+0,14100,51723,77207,DebtCon,ProfExe,21,0,0,199.533048,0,15,25.09214722
+1,14100,61036,84979,HomeImp,Mgr,1,0,0,174.5911708,2,23,50.27621494
+0,14200,44412,72946,DebtCon,ProfExe,19,0,0,196.1321341,0,15,23.77320187
+1,14200,,49060,DebtCon,Other,,,,,,,24.701642
+1,14300,52260,73000,DebtCon,Mgr,0.6,1,3,62.9,0,17,
+0,14300,111623,127049,DebtCon,,2,0,0,145.1018727,1,26,34.42963198
+0,14300,33261,41835,DebtCon,Other,9,,0,155.1431608,6,28,40.50295999
+0,14300,80299,123339,,,,,,,,,35.31117092
+0,14400,34291,68444,DebtCon,ProfExe,6,0,0,262.0791636,1,15,21.98106645
+0,14400,46955,67304,DebtCon,Other,2,0,0,171.6224654,0,13,36.55518895
+0,14400,79288,92391,DebtCon,ProfExe,8,0,1,341.5015591,,41,39.4354969
+0,14400,78777,103344,HomeImp,ProfExe,5,0,0,104.4045965,1,27,24.35085757
+0,14500,35799,51720,HomeImp,Other,10,0,0,123.218105,1,9,18.32493528
+0,14500,100685,129840,HomeImp,ProfExe,9,0,0,166.8463963,2,32,27.52722705
+0,14600,54040,66442,DebtCon,Other,6,0,0,237.5992543,0,18,34.88343531
+0,14600,59658,80384,DebtCon,,8,,,,,,25.1928694
+0,14600,76194,106461,DebtCon,Other,4,0,0,80.70619763,1,13,34.52955009
+0,14600,86199,95034,HomeImp,Office,,0,0,164.29505,1,25,41.54600252
+0,14700,30306,44195,HomeImp,Other,9,0,1,87.43122628,2,12,29.40493516
+0,14700,10098,51653,DebtCon,ProfExe,3,0,0,302.652472,0,16,18.42392382
+0,14700,77565,101320,HomeImp,ProfExe,6,0,0,120.8273719,0,26,25.27620451
+1,14700,63000,89250,DebtCon,ProfExe,4,0,0,87.46666667,0,28,
+0,14800,48910,70039,DebtCon,Other,8,0,1,94.97159599,3,48,30.92050169
+1,14800,63800,96500,HomeImp,Mgr,9,0,4,185.4333333,2,14,
+0,14800,30282,61986,DebtCon,ProfExe,7,0,0,249.2488046,0,16,21.00928089
+0,14800,16448,38774,DebtCon,Office,7,0,0,91.00553985,0,16,19.24035126
+1,14900,55480,76464,HomeImp,Other,15,0,1,122.0894998,5,20,43.06260476
+0,14900,,44066,HomeImp,Other,0,0,0,313.7797311,1,8,27.75194278
+0,14900,82930,103352,HomeImp,ProfExe,6,0,0,105.675978,0,27,27.47381473
+0,14900,48649,81342,DebtCon,Mgr,3,0,0,110.0567314,0,8,28.8023987
+0,14900,36120,57095,DebtCon,ProfExe,4,0,0,239.0236755,1,35,38.17162353
+1,15000,399550,,HomeImp,Mgr,0.9,0,0,138.1666667,1,18,
+1,15000,98000,132790,DebtCon,Other,1.5,0,3,107.6666667,1,21,
+1,15000,83000,114000,DebtCon,ProfExe,18,0,0,207.2333333,0,27,
+1,15000,89000,122400,HomeImp,Mgr,1,0,2,136.4666667,0,19,
+1,15000,18500,19000,DebtCon,Other,2,0,1,20.16666667,0,2,
+0,15000,,87360,DebtCon,Office,28,0,0,323.6333333,0,16,
+0,15000,42720,70000,DebtCon,Other,1,,2,289,1,10,
+0,15000,54261,88000,,ProfExe,10,0,0,,1,16,
+0,15000,86177,111500,DebtCon,Other,14,0,0,133.9333333,2,9,
+0,15000,95300,135700,DebtCon,Office,3,,,115.6666667,3,16,
+1,15000,62674,76950,HomeImp,Mgr,8,1,5,249.5333333,0,31,
+1,15000,33000,,,,0.9,7,5,144.8666667,0,20,
+1,15000,73500,105000,DebtCon,Other,1,0,2,205.9333333,2,25,
+1,15000,55300,81000,DebtCon,Other,5.3,8,0,259.7333333,4,30,
+1,15000,42000,111351,DebtCon,Other,6,,6,225.6333333,0,17,
+0,15000,26284,40908,DebtCon,ProfExe,20,0,1,198.8312038,1,16,32.01239231
+0,15000,27954,79333,HomeImp,Other,,0,0,256.0038054,1,49,42.58194893
+1,15100,45351,65481,DebtCon,Other,4,0,0,91.71529252,9,18,39.07015305
+0,15100,,57940,DebtCon,Office,0,0,0,86.89492992,1,8,38.85034854
+0,15100,60264,87110,HomeImp,ProfExe,5,0,0,111.399385,0,13,26.06204325
+0,15100,127045,163833,DebtCon,Office,4,0,0,135.9752767,0,21,25.86181234
+1,15200,58000,77000,DebtCon,Other,0.9,1,0,127.8666667,3,26,
+0,15200,137128,184660,DebtCon,Mgr,11,0,0,254.3560201,0,21,28.81503564
+1,15200,105328,113931,HomeImp,ProfExe,3,0,0,138.1335045,2,32,61.89063458
+0,15200,41049,50892,DebtCon,ProfExe,1,0,0,276.1673578,1,34,38.37983372
+0,15200,102699,121925,HomeImp,Office,2,0,0,155.9201487,0,22,36.74563904
+0,15200,53433,114245,HomeImp,Office,2,,3,155.3674866,1,24,36.95461516
+0,15300,14695,48095,DebtCon,ProfExe,1,0,0,301.6576658,0,16,19.01244637
+0,15300,39065,54970,DebtCon,Other,,0,0,73.75669023,0,15,41.82308472
+1,15300,96700,,HomeImp,Other,5,0,1,225.1666667,0,24,
+0,15300,54412,95123,DebtCon,ProfExe,6,0,0,134.2426479,2,22,35.08572068
+1,15300,78375,108175,HomeImp,Other,6,1,0,82.10483648,0,20,22.50324916
+0,15400,48275,69427,DebtCon,ProfExe,17,0,0,202.5462196,0,15,23.16004059
+1,15400,63456,96794,DebtCon,ProfExe,3,0,0,85.52936247,0,28,37.362645
+0,15400,110900,126400,DebtCon,,16,0,0,179.5666667,1,18,
+0,15400,101981,145125,DebtCon,Office,3,,,105.5525696,3,15,32.6994401
+0,15500,158506,179499,DebtCon,ProfExe,8,,0,195.6860259,4,26,40.73934639
+0,15500,93730,106841,DebtCon,Sales,13,,1,132.8205709,0,18,33.29297369
+0,15500,52051,88200,DebtCon,Office,30,0,0,211.0666667,0,22,
+0,15500,46846,70082,DebtCon,ProfExe,7,0,0,152.1680601,2,12,30.13149723
+0,15500,17727,39746,,Office,1,0,0,204.0958698,0,16,40.66018644
+0,15600,102881,117868,DebtCon,Other,11,0,0,287.4411309,2,19,31.75987679
+0,15600,89312,110431,HomeImp,ProfExe,2,0,0,110.4299504,1,25,39.2128036
+0,15600,68056,103179,HomeImp,ProfExe,7,0,0,263.3894092,1,12,37.1830778
+0,15700,64625,93272,DebtCon,Office,0,0,0,178.8913882,0,24,23.74406826
+0,15700,48093,65686,DebtCon,ProfExe,3,0,0,149.9063788,1,12,30.48636123
+0,15700,79346,93472,DebtCon,Mgr,19,0,0,244.476057,11,23,33.19641246
+0,15700,87754,103045,HomeImp,Other,21,0,0,147.450177,4,23,29.18174264
+0,15700,74587,93180,DebtCon,Mgr,19,0,0,263.1591633,10,24,35.40441453
+0,15800,9407,60165,DebtCon,Sales,1,0,0,310.6584212,0,5,40.0513062
+1,15800,58100,83000,DebtCon,ProfExe,2,1,1,284.0666667,4,27,
+1,15800,74815,89721,DebtCon,Mgr,16,0,0,,0,0,37.98450463
+0,15800,71820,89739,DebtCon,Other,0,1,1,122.9555871,1,25,33.51907044
+0,15800,46716,60231,DebtCon,Other,3,0,0,191.3237369,0,13,28.05360448
+0,15900,65827,97935,DebtCon,Office,1,0,0,160.4169586,4,20,32.60020273
+0,15900,79660,96393,DebtCon,Other,4,2,0,84.205779,1,21,22.1131931
+0,15900,42623,66458,DebtCon,ProfExe,4,0,0,146.8278925,1,12,30.28912984
+1,15900,101337,,HomeImp,Other,4,0,0,235.6274023,0,23,20.72337565
+0,15900,90017,114267,DebtCon,ProfExe,8,0,0,205.2183294,2,36,41.23051218
+0,16000,71861,95315,HomeImp,ProfExe,24,0,0,241.412515,1,23,35.4747731
+0,16000,88093,106943,DebtCon,ProfExe,7,0,0,207.2028505,1,36,42.5730795
+0,16000,42000,63400,HomeImp,Office,3.5,0,0,123.8,0,18,
+1,16000,83200,,DebtCon,ProfExe,0.6,0,0,318.5666667,9,27,
+0,16000,98338,115759,DebtCon,Other,8,0,0,296.0762618,1,19,30.06273571
+0,16000,85228,91519,HomeImp,Office,,0,0,162.7712009,0,26,43.58388253
+0,16000,69861,87086,DebtCon,Other,7,0,0,205.3280458,2,18,43.43633435
+0,16100,59734,93756,DebtCon,Office,31,0,0,210.1589374,0,21,32.59621957
+1,16100,33209,52000,DebtCon,Other,8,0,0,91.3,1,15,
+0,16100,49244,65523,HomeImp,Office,2,0,0,110.2198934,0,17,31.00152371
+0,16100,68905,91572,DebtCon,Office,3,0,0,165.4571246,0,25,24.92011999
+0,16200,68873,101797,HomeImp,ProfExe,23,0,0,220.9651523,0,23,36.25933734
+1,16200,83448,135447,DebtCon,Mgr,17,0,5,129.7801316,9,19,45.55441548
+1,16200,118585,131940,DebtCon,Sales,5,0,0,202.3851699,2,40,23.97711222
+1,16200,34984,46382,DebtCon,Other,11,0,0,175.1443195,3,20,39.74092813
+0,16300,84480,101243,DebtCon,Office,30,,0,337.3423041,2,49,35.41287035
+1,16300,25004,65000,DebtCon,Other,2,0,0,199.8333333,0,7,
+0,16300,102826,114692,DebtCon,Other,8,0,0,317.5079738,1,18,31.91423801
+0,16400,21857,51994,HomeImp,ProfExe,7,0,0,201.9333333,0,14,
+0,16400,73466,89453,DebtCon,Other,4,0,0,198.8274238,3,19,41.52349741
+0,16400,62018,91832,DebtCon,ProfExe,9,0,0,202.3225002,0,19,20.38046421
+0,16400,89858,105796,DebtCon,Office,29,,1,340.7116751,2,49,36.00391594
+0,16500,44330,72618,DebtCon,Other,6,0,0,101.4953657,2,15,41.4570252
+1,16500,94403,,DebtCon,Office,9,0,1,217.7868414,0,19,
+0,16500,23169,41677,DebtCon,ProfExe,20,0,0,208.0769432,2,15,34.43057515
+0,16500,163000,193000,DebtCon,ProfExe,10,0,0,262.7333333,1,38,
+0,16500,51758,138693,DebtCon,Other,2,0,0,283.0698409,5,43,39.71677072
+0,16500,74263,98922,DebtCon,Office,0,0,0,139.8312465,3,20,31.81442935
+0,16500,36206,53040,HomeImp,Other,9,0,0,118.3013718,0,9,17.74778355
+0,16600,97749,164103,,Other,,1,,263.8467774,,23,37.38685429
+0,16600,,50732,DebtCon,Office,0,0,0,96.36289475,2,9,42.39913928
+0,16600,69644,100411,DebtCon,Office,0,0,0,149.095227,4,19,29.72574682
+0,16700,102687,137417,DebtCon,ProfExe,7,0,0,97.76351186,0,14,31.10800492
+0,16700,11059,92706,HomeImp,Other,13,0,1,262.61034,0,23,29.88475774
+0,16700,12830,56465,DebtCon,ProfExe,3,0,0,301.1485223,0,15,18.25148086
+1,16800,44983,65000,DebtCon,Sales,4,2,1,77.03333333,6,43,
+0,16800,62557,95747,DebtCon,Other,0,0,0,188.189005,1,31,35.28584474
+1,16800,50445,71711,DebtCon,Other,5,0,0,71.23076169,5,18,40.58291348
+0,16800,39352,60943,HomeImp,Other,25,0,0,237.7636233,0,13,25.43988824
+0,16900,30856,56961,HomeImp,Other,11,0,0,116.8177074,1,10,20.34458217
+0,16900,66812,90973,HomeImp,Office,9,,,108.0055259,0,10,37.46901795
+0,16900,43643,80639,DebtCon,Mgr,3,0,0,128.5818237,1,8,28.89595485
+0,17000,125257,161009,DebtCon,Office,3,0,0,129.7577996,1,21,27.6372066
+0,17000,83248,95886,DebtCon,ProfExe,8,0,2,349.4300794,,41,36.05994724
+0,17000,66894,75360,DebtCon,,8,,,,,,25.26009868
+0,17000,26228,60979,HomeImp,ProfExe,7,0,0,188.2476105,0,13,29.62867649
+1,17000,36420,54375,DebtCon,Other,1,1,0,77.7,1,18,
+0,17000,152900,191146,DebtCon,Other,7.5,0,0,,2,16,
+1,17000,62755,81180,DebtCon,ProfExe,19,2,0,134.9333333,2,28,
+0,17000,96065,116416,DebtCon,Other,14,0,0,125.6730605,2,8,34.75618581
+0,17000,108154,134103,DebtCon,Other,1,0,0,279.3611988,0,46,39.67697661
+0,17100,100082,119585,DebtCon,ProfExe,1,0,0,147.9158091,0,29,34.73427716
+0,17100,59123,94247,DebtCon,Office,0,0,0,70.01636023,0,22,37.19508553
+0,17100,,60781,,,8,0,0,101.0140613,0,14,27.71993814
+0,17200,62514,96633,HomeImp,ProfExe,25,1,0,224.7643591,1,24,36.7023407
+0,17200,89507,121047,DebtCon,Other,14,0,0,118.866134,1,9,34.6028274
+0,17200,39316,66978,DebtCon,,4,0,0,99.98597596,1,10,26.43708406
+0,17200,45900,68126,HomeImp,Office,4,0,0,111.1259517,0,17,34.17904688
+0,17200,62840,92946,HomeImp,ProfExe,5,0,0,133.1594808,0,11,27.50354017
+0,17300,51185,65537,DebtCon,Other,6,0,1,129.8379412,3,49,29.31159406
+0,17300,20798,37980,,Office,2,0,0,219.3093648,0,16,37.76321101
+0,17300,91350,107834,HomeImp,ProfExe,3,0,0,118.1330649,0,24,37.61084501
+0,17300,48132,78889,DebtCon,Mgr,4,0,0,133.1676855,0,8,28.29822706
+0,17400,25859,43684,DebtCon,Mgr,16,1,0,95.36306868,1,17,27.10761957
+1,17400,54161,75500,DebtCon,Office,4,0,0,23.33333333,5,11,
+0,17400,25844,83229,HomeImp,Other,,0,0,247.7616459,0,50,43.70133124
+0,17400,64163,84948,HomeImp,ProfExe,12,0,2,172.7111657,0,13,27.9796944
+0,17500,133243,154513,DebtCon,Mgr,,0,0,217.0370487,0,18,37.46299196
+0,17500,100642,138550,DebtCon,Office,3,,,115.0759476,3,16,32.17638026
+0,17500,85183,108948,HomeImp,ProfExe,4,0,0,125.1094856,1,25,37.10302599
+0,17500,23288,94904,DebtCon,ProfExe,8,0,0,145.1207368,0,20,29.67538222
+0,17600,73354,96526,DebtCon,Other,0,0,0,147.1345258,1,18,33.05249321
+0,17600,29201,41396,DebtCon,Mgr,19,0,0,89.20252735,1,16,23.93494584
+0,17600,62198,101183,HomeImp,ProfExe,21,0,0,230.7167135,1,23,39.13975656
+0,17600,61093,97551,DebtCon,Office,0,0,0,75.06082943,0,22,35.5629932
+0,17700,50886,106673,HomeImp,Other,2,0,2,57.09065961,1,10,40.85911311
+0,17700,98476,136319,DebtCon,Office,2,,,110.7357286,3,16,32.22102484
+0,17700,72911,97317,DebtCon,Mgr,1,0,0,82.39838379,0,17,25.32925087
+0,17800,,95639,,Other,,0,0,179.8493516,1,9,33.14225722
+0,17800,100277,163702,,Other,,1,,256.8544712,,24,36.35403645
+0,17800,36902,57622,HomeImp,Other,9,0,0,121.8797027,0,10,19.14211657
+0,17900,37265,53214,DebtCon,ProfExe,2,0,0,259.963831,0,34,39.83150056
+0,17900,38233,63578,DebtCon,,6,1,0,79.1215828,2,9,26.5188307
+0,17900,46342,68029,DebtCon,Mgr,26,1,0,279.0070806,1,17,36.07297543
+0,18000,62216,85503,DebtCon,Other,3,0,0,307.2507013,2,15,41.43939067
+0,18000,88509,112933,DebtCon,ProfExe,4,0,0,150.8023694,1,21,23.20094121
+0,18000,7051,66200,DebtCon,Office,,0,0,250.5666667,0,22,
+0,18000,56000,78000,DebtCon,,4,0,0,108.5333333,0,16,
+1,18000,47000,69000,DebtCon,Other,6,3,2,110.6333333,2,24,
+0,18000,90275,135792,DebtCon,Mgr,13,0,0,178.661764,1,26,33.33696079
+0,18000,,97026,,Other,,0,0,182.5978157,1,9,30.67551037
+1,18100,23590,215548,DebtCon,Mgr,10,7,2,136.5300202,10,41,33.27229752
+0,18100,95322,119643,HomeImp,Mgr,2,0,0,313.6033866,1,20,42.1192853
+0,18100,32554,92419,DebtCon,ProfExe,8,0,0,164.9096132,1,20,29.01660998
+0,18200,13925,94898,DebtCon,Other,22,0,0,223.901918,2,41,35.99822541
+1,18200,139000,171350,DebtCon,Other,0.1,0,1,102.5,7,18,
+0,18200,120966,208782,DebtCon,Other,4,0,0,202.5343334,0,17,27.43664604
+0,18200,39109,62371,HomeImp,Other,25,0,0,268.1982607,0,13,24.74818104
+0,18300,121001,210685,DebtCon,Other,2,0,0,192.9772854,0,16,26.86050033
+0,18300,35975,60500,DebtCon,Office,13,0,2,118.6666667,1,22,
+0,18300,12169,93564,HomeImp,Other,13,0,1,274.4813985,0,23,30.26921818
+1,18400,88352,110216,HomeImp,Other,1,0,0,376.7236428,3,31,47.83067113
+1,18400,116228,148722,DebtCon,Other,1,0,0,159.1692347,2,25,38.07976182
+0,18400,41730,59750,DebtCon,,6,1,0,109.9614065,1,10,27.91184544
+0,18500,46555,69186,DebtCon,ProfExe,19,0,0,187.2301325,0,22,38.18814386
+0,18500,14111,71628,DebtCon,Office,,0,0,246.9909305,0,22,39.61154172
+0,18500,67290,95750,DebtCon,Other,,2,1,237.1,2,14,
+0,18600,72860,90347,DebtCon,Other,0,1,1,104.0404669,2,26,36.02592528
+0,18600,58992,86816,DebtCon,,4,0,0,103.5042953,0,16,40.95659824
+0,18600,20915,40098,,Office,2,0,0,213.4505369,0,16,40.25003373
+1,18600,64248,82690,DebtCon,Mgr,0,1,0,89.18900547,0,23,53.84821989
+0,18600,,20700,DebtCon,ProfExe,6,0,0,104.5333333,1,19,
+0,18700,58498,90135,DebtCon,Office,30,0,0,199.1092723,0,21,33.18223949
+0,18700,136790,178135,DebtCon,Mgr,12,0,0,246.9544197,0,21,30.11861356
+0,18700,93210,109980,DebtCon,ProfExe,7,0,0,145.4859265,2,20,22.49623552
+0,18700,59929,89526,DebtCon,Office,0,0,0,64.45472528,0,22,35.08734865
+0,18800,70102,99841,HomeImp,ProfExe,10,0,0,68.16857287,0,16,32.85379436
+0,18800,7739,65181,DebtCon,Sales,0,0,0,315.2308975,0,6,37.98355778
+0,18800,88828,116683,DebtCon,ProfExe,6,0,0,141.841398,1,20,21.67927834
+0,18900,91784,117626,DebtCon,Other,21,0,0,280.1234728,0,16,25.67302186
+0,18900,68315,98175,HomeImp,Mgr,14,0,0,161.3333333,0,28,
+0,18900,44605,65489,DebtCon,ProfExe,15,0,0,189.0084559,0,23,38.57108327
+0,18900,64290,87837,DebtCon,Other,2,0,0,309.005458,3,15,42.16835848
+0,19000,172108,195892,DebtCon,ProfExe,10,0,0,276.7633406,0,38,24.4756899
+0,19000,57429,86250,DebtCon,Office,5,,,175.5,,16,
+1,19000,64758,119780,DebtCon,ProfExe,19,0,4,349,0,20,
+0,19000,165988,217000,DebtCon,Office,13,0,0,214.0333333,1,32,
+0,19100,51994,66467,DebtCon,Other,7,0,0,100.1818877,3,15,41.15508261
+0,19100,58453,76731,DebtCon,Other,15,1,0,203.1410764,1,21,36.22872963
+0,19200,73339,95426,DebtCon,Office,1,0,0,169.9797497,4,19,33.29929576
+0,19200,62215,76573,DebtCon,Other,18,0,0,199.8756458,1,21,36.02366277
+0,19300,83141,112096,DebtCon,Mgr,15,0,0,255.788289,5,31,35.514488
+0,19300,31950,53814,DebtCon,ProfExe,17,0,0,178.4596372,1,20,37.13471233
+0,19300,33970,102792,HomeImp,Other,6,0,0,145.0202453,0,14,31.87421747
+0,19300,72752,106084,DebtCon,Office,11,0,0,193.7070998,1,13,30.68610563
+0,19400,39334,103578,HomeImp,Other,6,0,0,127.5305161,0,15,31.36762719
+0,19400,52677,80424,DebtCon,Mgr,9,2,0,65.84753037,2,28,34.9508231
+0,19500,98718,122659,HomeImp,Mgr,0,0,1,324.2570838,0,20,42.54602091
+0,19500,8861,170687,HomeImp,Mgr,23,0,0,76.78849548,2,20,31.58400286
+0,19500,100446,121516,HomeImp,Mgr,0,0,0,306.1111041,1,20,43.02182338
+0,19600,33284,61824,DebtCon,Other,14,0,0,119.4730729,1,17,37.78452367
+0,19700,49793,113200,DebtCon,ProfExe,16,0,0,251.1041979,0,19,25.03374576
+0,19700,5700,24457,DebtCon,Other,,0,0,60.15632991,1,19,41.36387828
+0,19800,56745,83146,DebtCon,Other,11,0,0,85.25361922,0,10,7.862193632
+0,19800,65021,95188,DebtCon,Mgr,1,0,0,73.0813375,0,16,27.44254252
+0,19900,45748,82516,,,,,,,,,39.31387802
+0,19900,68830,107598,DebtCon,Office,10,0,0,202.9341954,2,13,30.95751627
+0,20000,38955,80680,DebtCon,ProfExe,8,0,0,295.3007793,0,18,40.39095601
+0,20000,46775,70236,DebtCon,ProfExe,9,0,0,179.0823743,1,41,40.43069541
+1,20000,125000,165000,DebtCon,ProfExe,2,0,0,314.5,0,30,
+0,20000,30000,46500,HomeImp,Self,5,1,,127.6,,11,
+0,20000,13316,50150,DebtCon,Other,26,0,2,214.0333333,0,25,
+0,20000,81800,106600,DebtCon,Mgr,24,,1,313.7666667,1,43,
+0,20000,135631.66,177000,HomeImp,Mgr,8,0,0,321.6333333,0,17,
+0,20000,39000,62000,DebtCon,Office,6,0,0,170.4333333,2,27,
+1,20000,104000,139900,DebtCon,Other,15,1,1,95.36666667,4,49,
+1,20000,21300,308600,HomeImp,ProfExe,2,1,0,274.9,0,30,
+1,20000,142500,190000,DebtCon,Mgr,0.2,2,4,313.5333333,3,18,
+0,20000,22036,51068,DebtCon,Other,25,0,2,210.7198667,0,25,29.16004451
+0,20000,129682,180746,,Mgr,24,,4,322.2002586,0,27,30.89117139
+0,20100,,22971,DebtCon,ProfExe,5,0,0,102.7266545,1,18,18.50780264
+0,20100,54257,68830,DebtCon,ProfExe,10,0,0,201.0564204,0,41,37.18018131
+0,20100,171132,201214,DebtCon,ProfExe,11,0,0,250.9230696,0,38,25.96553266
+0,20200,25956,92553,DebtCon,ProfExe,7,0,0,156.2693203,0,21,28.2904395
+0,20200,51588,121752,DebtCon,ProfExe,14,0,0,253.2489667,0,20,26.43068063
+0,20200,,68031,HomeImp,Office,6,0,0,120.593465,1,4,18.32048799
+0,20300,59809,107994,DebtCon,ProfExe,15,0,3,263.9912932,0,36,26.50856379
+0,20300,153896,200279,DebtCon,Other,7,0,0,,2,16,29.07518765
+1,20300,66667,92158,DebtCon,ProfExe,9,3,1,174.8921056,2,64,40.545681
+0,20400,99781,128452,DebtCon,Office,23,0,0,265.9508455,2,16,33.79937887
+0,20400,38267,68684,DebtCon,Office,12,0,1,121.4533629,0,22,42.20643322
+0,20400,41985,100096,HomeImp,Other,4,0,0,141.0330881,0,14,32.93078188
+0,20500,37437,65004,DebtCon,Other,1,0,0,120.4267161,0,17,22.52545512
+0,20500,41899,65418,DebtCon,Office,12,0,2,113.4824598,1,22,43.20659883
+0,20500,89269,132500,DebtCon,ProfExe,,0,0,203.9,0,21,
+1,20500,106839,144460,DebtCon,Other,13,1,1,107.6713817,4,49,39.68708944
+0,20600,74828,106493,HomeImp,Other,5,1,0,204.0744093,1,12,30.22295994
+0,20600,91183,138268,DebtCon,Other,12,0,0,113.1666358,3,15,41.20785574
+0,20600,138918,175989,DebtCon,ProfExe,5,,,189.9559195,4,42,40.86267837
+0,20700,110307,140902,DebtCon,Office,13,0,1,243.3239163,0,24,41.3367401
+0,20700,61710,86749,DebtCon,,2,0,0,114.0118385,0,16,40.76214878
+1,20800,70758,,DebtCon,Other,0,4,2,107.5333333,3,19,
+0,20800,107787,182140,DebtCon,Office,7,0,0,214.3305682,3,23,41.92846949
+0,20800,97360,123854,HomeImp,Mgr,0,0,0,310.2318196,1,20,43.21741696
+0,20800,,78483,DebtCon,Sales,2,0,0,412.0148731,0,23,21.94584905
+0,20900,71972,101745,DebtCon,Mgr,6,0,0,67.32456202,6,23,38.51325618
+0,20900,39244,55582,HomeImp,Self,5,1,,120.2198845,,10,26.22575883
+0,20900,60553,91364,DebtCon,Office,1,0,0,75.56380333,0,22,37.41120065
+0,20900,,73849,HomeImp,Office,7,0,0,124.9559978,1,5,18.48129353
+0,21000,94063,139868,DebtCon,ProfExe,,0,0,207.2100355,0,21,30.24782255
+1,21000,,55000,DebtCon,Other,7,,,,,,
+1,21000,110000,138000,DebtCon,Mgr,16,8,2,154.2,3,30,
+0,21000,106011,173778,DebtCon,Office,7,0,0,223.7696106,3,24,40.56475036
+0,21100,16110,54436,DebtCon,Other,24,0,2,207.2079516,1,25,28.09337559
+0,21100,63955,95621,HomeImp,ProfExe,19,0,0,626.2970937,0,24,20.01032357
+0,21200,23088,56535,DebtCon,Other,27,0,1,216.1560174,0,24,27.39523388
+0,21200,67272,107667,HomeImp,Other,5,0,0,224.1204408,0,12,30.51053209
+0,21200,55203,90639,DebtCon,Other,17,0,0,196.9337486,1,21,32.91387412
+0,21300,63263,94180,DebtCon,Office,1,0,0,138.3484553,1,22,35.5492951
+0,21300,185874,235968,DebtCon,ProfExe,3,0,0,291.8195388,1,26,36.99364995
+0,21300,72450,88622,DebtCon,Other,3,0,0,117.2101261,1,29,32.66110554
+0,21300,143676,181960,HomeImp,Mgr,8,0,0,313.1874651,0,17,43.64534866
+0,21400,134041,163103,DebtCon,ProfExe,6,1,0,172.0310693,0,38,19.63706875
+0,21400,113053,147467,DebtCon,Office,11,0,2,219.1538803,0,24,41.82491442
+0,21400,7259,24770,DebtCon,Other,,0,0,62.26356587,2,18,41.57670052
+0,21500,100727,146904,HomeImp,ProfExe,11,0,0,153.2238882,1,23,34.96596275
+0,21500,25984,47386,DebtCon,Other,1,,,305.8497165,,25,36.60061306
+0,21500,18875,42500,DebtCon,Other,27,0,0,304.3666667,,13,
+0,21500,90321,103778,DebtCon,ProfExe,2,0,0,128.6427857,0,20,34.28267592
+0,21600,30022,51337,DebtCon,Other,0,,,312.1997839,,25,35.37968123
+0,21600,61797,109007,DebtCon,ProfExe,14,0,2,267.8877899,0,35,26.09217153
+0,21600,66711,105267,HomeImp,Office,13,0,0,145.9353838,0,14,37.11491559
+0,21600,93937,147792,DebtCon,ProfExe,23,0,0,156.6673122,0,25,40.19063608
+0,21700,8606,75530,DebtCon,Office,,0,0,257.1207218,0,21,38.73921891
+0,21700,29500,53943,DebtCon,ProfExe,14,0,0,185.6820797,1,19,37.75154584
+0,21700,45697,68144,DebtCon,Office,5,0,0,166.8710357,1,27,36.40831543
+0,21700,72180,93427,DebtCon,Other,2,0,0,115.5294894,1,29,33.45667038
+0,21800,48139,80114,DebtCon,Other,13,0,0,111.9986308,1,9,4.142703972
+0,21800,,60392,DebtCon,Other,,0,1,300.8414288,0,18,39.41913658
+0,21800,41582,71574,DebtCon,Other,25,0,0,308.7370531,2,32,34.36936756
+0,21900,63967,102113,DebtCon,Office,10,,0,107.4498947,2,19,36.1837344
+0,21900,62387,113827,DebtCon,ProfExe,15,0,3,281.0591408,1,36,26.03170911
+0,21900,61423,103075,DebtCon,Office,7,,1,125.5230236,1,17,37.00676675
+0,21900,105787,142466,HomeImp,ProfExe,8,0,0,145.3771766,0,22,32.33389935
+0,22000,15774,60115,DebtCon,Other,27,0,1,213.4142381,0,24,25.57680965
+1,22000,74200,109800,DebtCon,ProfExe,1,1,0,317.5333333,4,42,
+0,22000,88898,121357,HomeImp,Mgr,12,0,0,115.8322132,2,24,31.10896086
+0,22000,61042,96622,HomeImp,ProfExe,17,0,0,638.2753611,1,23,21.45734981
+0,22100,57018,80673,DebtCon,Other,12,0,0,108.7492561,1,10,7.39014306
+0,22100,,65192,HomeImp,Office,9,0,0,128.1567931,1,4,18.8829556
+0,22200,,60904,DebtCon,Other,,0,0,288.4596954,0,18,37.74701961
+0,22200,57458,102195,HomeImp,ProfExe,18,0,0,628.1580616,1,24,20.4962161
+0,22300,65022,104766,DebtCon,Office,8,,0,117.1618153,2,18,38.34866301
+1,22300,75600,102000,DebtCon,Mgr,5,0,1,64.93333333,2,28,
+0,22300,101738,145709,HomeImp,,,,,,,,38.7199658
+0,22400,103000,132500,DebtCon,Mgr,10,2,0,187.7333333,5,18,
+0,22400,52597,69312,DebtCon,Office,2,0,0,224.2413307,0,12,33.82410789
+0,22400,80226,111307,DebtCon,Other,,0,0,186.6311118,1,24,38.93617569
+1,22400,15765,40456,HomeImp,Other,0,1,3,117.6666667,0,12,
+0,22400,79022,105086,DebtCon,Other,,0,0,179.458917,2,25,38.30639822
+0,22400,81617,125950,DebtCon,Other,9,0,0,289.5196987,1,16,35.5136585
+0,22500,62137,95708,DebtCon,Office,4,,,187.1661489,,16,37.46041757
+0,22500,76493,105545,DebtCon,Other,,1,1,235.5417762,2,13,43.06166913
+0,22500,,24811,DebtCon,ProfExe,7,0,0,97.53661995,1,19,19.47227247
+0,22600,142117,179173,DebtCon,ProfExe,5,,,200.8339688,4,42,41.00966476
+1,22600,69675,92300,DebtCon,Other,16,0,6,240.4333333,0,30,
+0,22600,41920,70383,DebtCon,Office,5,0,0,178.7866403,1,26,36.09869413
+0,22600,131098,176119,,Mgr,26,,5,339.6770182,1,28,33.05755986
+0,22700,77356,106233,HomeImp,Mgr,14,0,0,161.646341,0,27,35.42092808
+0,22700,46929,71169,DebtCon,Other,6,0,0,57.88081593,2,19,35.55208815
+0,22800,74979,109716,DebtCon,Mgr,9,0,1,289.8223697,1,28,31.47990688
+0,22800,,97634,HomeImp,Other,8,0,0,177.5697403,1,16,40.77224843
+0,22800,64659,96063,DebtCon,Mgr,8,0,0,201.0682871,2,18,31.54182212
+0,22900,64803,92258,DebtCon,Other,3,1,0,84.92588137,2,29,33.68409323
+0,22900,,81255,DebtCon,Sales,3,0,0,405.8678483,0,22,23.54212992
+0,22900,65017,88066,DebtCon,Other,3,0,0,93.55292753,1,29,32.01107938
+0,22900,41130,81069,DebtCon,ProfExe,8,0,0,276.0876189,0,19,38.50140658
+0,23000,,150364,,,,,,,,,17.12566043
+0,23000,,46846,DebtCon,Other,,,,77.55320305,,13,25.61429467
+0,23000,131200,163390,DebtCon,Other,7,1,0,215.0666667,1,20,
+0,23000,48003,64720,DebtCon,Office,4,0,0,160.6060458,1,26,33.6299233
+0,23100,61524,96308,DebtCon,Office,1,0,0,160.3831682,1,21,35.1122412
+0,23100,42862,63916,DebtCon,Office,5,0,0,182.93212,1,26,35.58378924
+0,23200,62811,99320,DebtCon,Office,3,0,0,166.8610989,1,21,36.07127157
+0,23200,40905,81651,DebtCon,ProfExe,6,0,0,274.0020796,0,19,40.10944251
+0,23300,65310,89959,DebtCon,Other,2,0,0,89.7941492,1,30,33.98609881
+0,23300,27793,50177,DebtCon,Other,16,0,0,136.401603,1,24,28.0529211
+0,23400,81379,105005,DebtCon,Other,,0,0,186.8909246,1,24,37.88976871
+0,23400,97865,120172,DebtCon,Self,2,0,0,200.5757523,1,26,36.39872872
+0,23500,,90205,HomeImp,Other,9,0,0,169.0149735,0,16,38.69873592
+0,23500,133197,168990,DebtCon,Other,8,1,0,214.2845994,0,19,36.64262904
+0,23500,75708,102198,DebtCon,Mgr,2,,,231.4343159,5,23,42.17978642
+0,23500,132737,285749,HomeImp,Mgr,4,0,0,213.3929949,0,14,31.23611381
+0,23500,86144,138953,DebtCon,Other,13,0,0,110.0541983,3,15,41.8416909
+0,23600,136607,172414,DebtCon,Other,6,0,0,226.0402946,0,20,36.97693039
+0,23600,94908,101678,DebtCon,ProfExe,1,1,0,125.7017044,0,19,33.22431913
+0,23600,140284,182591,DebtCon,ProfExe,21,0,0,224.9413467,0,24,41.8717558
+0,23700,,78812,DebtCon,Sales,4,0,0,412.0205467,0,24,25.63726309
+0,23700,62949,99295,HomeImp,Office,15,0,0,145.3552803,0,14,36.03276029
+0,23700,58068,97948,DebtCon,Office,1,0,0,160.0582364,1,21,34.35546078
+0,23800,188250,233800,DebtCon,ProfExe,2,0,0,307.5727526,1,27,36.6907244
+0,23800,44372,67279,DebtCon,Other,6,0,0,75.81397134,2,19,36.52956948
+0,23900,70694,95718,HomeImp,Office,11,0,0,138.1673596,0,13,38.56120628
+0,23900,27800,43403,DebtCon,Other,27,0,0,307.6242388,,12,31.91370468
+0,23900,87884,116559,DebtCon,Mgr,23,,0,314.3944934,0,42,37.98813172
+0,24000,43948,86111,HomeImp,Other,24,0,0,258.3035939,0,7,26.61774876
+0,24000,59300,88000,DebtCon,Other,16,0,0,97.93333333,1,17,
+0,24000,17575,50375,DebtCon,Other,23,0,0,135.7640508,0,11,22.9810051
+0,24100,61811,97086,DebtCon,Other,6,0,0,222.6265908,1,19,34.68253701
+1,24200,10286,,DebtCon,Other,24.5,0,1,216.1333333,4,32,
+1,24200,121000,162900,DebtCon,Self,13,1,1,151.9333333,1,35,
+0,24200,150939,183208,DebtCon,Other,1,0,0,205.776802,0,34,39.65633406
+0,24300,93520,137241,DebtCon,ProfExe,,0,0,199.7635632,0,20,27.47155969
+0,24300,21660,48475,DebtCon,Other,26,0,0,102.7828355,0,10,23.24795828
+1,24400,88000,119100,HomeImp,Other,12,0,0,84.23333333,5,19,
+0,24400,147073,182069,DebtCon,Other,2,0,0,173.7149466,0,35,37.81236793
+0,24400,65233,96473,DebtCon,Other,15,0,0,80.09869097,1,17,35.44294677
+0,24400,95843,123377,DebtCon,Self,2,0,0,201.9767562,1,26,32.90346813
+0,24500,69615,94656,DebtCon,ProfExe,7,0,1,136.5556217,3,26,35.56529668
+0,24500,216787,281351,HomeImp,ProfExe,5,,4,473.8139861,,55,31.20117485
+0,24600,83099,113245,DebtCon,ProfExe,9,0,1,122.7492164,0,19,28.12573109
+0,24600,221331,289991,HomeImp,ProfExe,5,,4,474.0270741,,55,31.46338455
+1,24700,79347,108238,DebtCon,Other,0,1,0,45.62588779,6,49,46.99603429
+0,24800,,63753,DebtCon,Other,,0,0,300.7572856,0,19,40.13447676
+1,24800,37200,67000,DebtCon,Other,10,1,8,242.4666667,4,23,
+0,24900,60778,94374,DebtCon,Other,5,0,0,232.1188078,1,20,34.92549001
+0,24900,51155,83000,DebtCon,Other,9,1,1,139.0333333,3,30,
+0,25000,60504,93907,DebtCon,Office,1,0,0,99.99371532,0,23,33.49035424
+0,25000,99348,200000,DebtCon,Other,23,0,0,199.8333333,0,19,
+0,25000,145000,185000,HomeImp,Self,2,0,0,176.5,1,17,
+0,25000,126462,207200,DebtCon,ProfExe,10,0,0,239.8,3,27,
+0,25000,65000,99000,DebtCon,ProfExe,12,0,0,283.0666667,1,33,
+0,25000,65700,93400,DebtCon,Office,10,0,0,149.1666667,0,21,
+1,25000,110048,,DebtCon,Other,1,0,1,126.4,2,24,
+1,25000,105750,141000,HomeImp,Office,15,1,2,305.3666667,2,14,
+1,25000,101250,135000,DebtCon,Self,3,0,0,301.3,4,46,
+1,25000,191600,231000,DebtCon,Other,,,3,106.8,1,27,
+1,25000,11300,154340,DebtCon,Other,19,1,5,119.6666667,1,21,
+0,25000,135501,184613,DebtCon,Mgr,0,,,119.5305254,,39,30.65881623
+0,25100,28778,50872,DebtCon,Other,28,0,0,304.1951532,,12,31.59946433
+0,25100,,59783,DebtCon,Other,,0,0,307.7497359,0,19,39.27702198
+0,25100,26211,42517,DebtCon,Other,28,0,0,313.3362279,,12,31.29506957
+0,25100,44639,75412,DebtCon,Other,22,,1,284.9136704,0,29,39.51801709
+0,25200,63258,100392,DebtCon,ProfExe,0,0,0,194.7013158,0,25,35.27446098
+0,25200,75037,102227,DebtCon,Office,9,0,0,148.7297782,0,21,37.23969674
+0,25300,137813,214014,HomeImp,ProfExe,5,0,0,187.1925099,0,27,38.65684666
+0,25300,122933,157009,DebtCon,Mgr,3,0,0,280.5738445,0,24,38.74080142
+0,25400,76194,98188,DebtCon,Mgr,0,,,245.2678533,5,23,42.13810643
+0,25400,158111,209649,HomeImp,Other,10,0,0,254.3361895,1,34,43.13677016
+0,25400,,45369,DebtCon,Other,,,,87.26384702,,12,27.5294977
+0,25500,44562,79481,DebtCon,Other,10,0,0,126.2778082,1,19,40.25073803
+0,25500,84267,117833,DebtCon,ProfExe,12,0,1,123.7568565,0,18,27.47115778
+0,25500,73083,126995,DebtCon,Office,1,0,0,289.2008986,1,24,37.31620765
+0,25600,78441,128814,DebtCon,Office,2,0,0,310.5000998,1,24,38.73864962
+0,25600,,147598,,,,,,,,,14.46198733
+0,25600,76102,119391,DebtCon,Other,5,0,0,87.62538217,1,32,40.92995432
+0,25700,26059,51800,DebtCon,Other,24,0,0,118.0311312,0,10,23.08547854
+0,25700,23047,76575,DebtCon,Other,,2,1,104.5662029,2,26,29.29663349
+0,25800,,68913,DebtCon,Other,26,0,0,123.6444881,0,9,22.92513606
+0,25900,201877,239546,HomeImp,Other,6,0,0,134.8532427,0,42,40.39811434
+1,25900,58000,95000,,Self,3,0,1,34.66666667,6,28,
+0,25900,58693,86469,DebtCon,Office,1,0,1,94.12956341,0,23,32.12756274
+0,26000,100548,207647,DebtCon,Other,22,0,0,218.5959913,0,18,26.55949496
+1,26000,79714,,DebtCon,ProfExe,1,0,4,125.7666667,0,23,
+0,26000,47067,63292,DebtCon,Office,17,0,0,174.6210154,2,21,33.67314644
+0,26100,80176,113247,DebtCon,Mgr,9,0,1,294.7520334,1,29,33.19212531
+0,26100,20566,50534,DebtCon,Other,24,0,0,140.5532102,1,10,24.09826676
+0,26200,49323,77160,DebtCon,Other,23,,1,286.1816551,0,29,39.67630465
+0,26300,,37310,HomeImp,Other,26,0,0,92.85512943,2,15,27.21702865
+0,26300,58369,88124,DebtCon,Other,7,0,0,234.2215473,1,20,37.15829482
+0,26300,25530,79885,DebtCon,Other,,1,1,105.6387889,2,26,29.92863683
+0,26400,73679,98614,DebtCon,Office,10,0,0,151.6287037,0,20,38.15962279
+0,26400,134642,182719,DebtCon,Mgr,0,,,122.4568633,,39,32.69880046
+0,26500,23742,77878,DebtCon,Other,,2,1,99.37716841,2,26,28.87672375
+0,26500,112059,179599,DebtCon,Sales,15,0,0,313.2053014,0,30,36.35910417
+1,26500,14000,45000,DebtCon,Other,0,0,0,195.2333333,1,7,
+0,26500,,122693,DebtCon,Mgr,9,0,0,153.9424281,0,27,32.20081121
+0,26600,140561,208775,HomeImp,ProfExe,5,0,0,197.5241025,1,27,36.87838912
+0,26700,40785,75601,DebtCon,Mgr,14,1,0,98.2405209,5,15,34.15422819
+0,26700,186185,233480,DebtCon,ProfExe,0,0,0,290.578837,1,32,41.74120105
+0,26800,96895,144482,DebtCon,Mgr,23,0,0,201.9678752,0,13,40.16216065
+1,26800,138216,170052,DebtCon,ProfExe,10,0,0,199.7387114,1,29,76.42147805
+0,26900,115638,145440,DebtCon,Office,4,,,294.7001921,2,36,43.90864533
+0,26900,113724,151969,DebtCon,Office,4,,,294.8927627,1,36,42.39724899
+0,27000,50375,70656,DebtCon,Other,8,0,0,125.7160414,1,20,43.1338449
+0,27000,45880,82425,DebtCon,Other,21,0,0,212.6442208,0,27,36.9977936
+0,27000,,38356,DebtCon,Other,8,0,,87.47422306,,13,20.92741537
+0,27100,33649,63214,,Office,2,0,0,113.0367365,2,6,37.83786387
+0,27200,83894,121302,DebtCon,ProfExe,6,0,1,124.2746965,0,18,29.73248931
+0,27200,24070,58216,DebtCon,Other,35,0,0,273.3417572,0,24,37.63994733
+0,27300,55973,93503,DebtCon,Other,22,0,1,167.7417315,0,19,26.21017597
+0,27300,127260,212953,DebtCon,ProfExe,9,0,0,244.1654213,3,26,21.24119477
+1,27400,113364,146520,HomeImp,Office,16,1,1,284.3680179,2,13,34.6276594
+0,27400,46575,85263,DebtCon,Office,1,0,0,155.6470412,2,19,39.4893172
+0,27500,132000,179000,DebtCon,ProfExe,1,1,0,226.2333333,2,19,
+0,27500,131269,211014,DebtCon,ProfExe,10,0,0,234.3512888,2,26,18.73514744
+0,27600,103898,130784,DebtCon,Office,11,0,0,147.1283978,0,29,42.00981358
+0,27600,,117581,DebtCon,Mgr,10,0,0,165.0058394,0,27,34.99872778
+0,27600,129311,188143,DebtCon,Mgr,1,,,122.5168848,,39,30.47417374
+0,27700,73148,101462,DebtCon,ProfExe,10,0,0,264.6053894,0,33,40.47579335
+0,27700,149169,183234,DebtCon,ProfExe,8,0,0,314.7858392,0,35,37.63668272
+0,27700,120070,153652,DebtCon,Office,4,,,300.1680612,2,35,43.92019123
+0,27800,19600,50594,DebtCon,Other,24,0,0,137.2340443,1,10,24.52237465
+0,27900,73630,106757,DebtCon,ProfExe,11,0,0,282.7596984,1,32,38.26657321
+0,27900,142346,185057,DebtCon,ProfExe,9,0,1,155.548699,0,36,39.39704272
+0,28000,59775,87390,DebtCon,Other,8,0,0,138.4864766,3,30,41.54380471
+1,28000,86600,127000,DebtCon,ProfExe,6.5,0,4,234.3666667,5,35,
+0,28100,86778,110851,DebtCon,Office,9,0,0,398.4023372,0,44,41.04058878
+0,28200,90485,123674,DebtCon,Other,1,0,1,189.7347419,2,25,41.67698554
+0,28200,109184,207035,DebtCon,Other,23,0,0,179.9377509,0,18,23.66245669
+0,28200,51663,92860,DebtCon,Other,24,0,1,172.3406543,0,20,26.9130048
+0,28300,105000,147000,DebtCon,ProfExe,11,0,0,162.3666667,1,17,
+1,28300,104686,136033,HomeImp,ProfExe,13,0,2,291.1716614,1,27,5.762994872
+0,28400,207687,242544,HomeImp,Other,8,0,0,134.0076805,0,41,41.29838663
+0,28400,206126,238745,HomeImp,Other,9,0,0,119.0697634,1,42,41.67018774
+0,28500,84908,108385,DebtCon,Office,10,0,0,384.2850469,0,45,41.34201094
+0,28600,94165,130285,DebtCon,Office,10,0,1,137.8133309,0,28,42.08001604
+0,28600,31634,65157,,Office,5,0,0,119.3620256,1,6,40.15941877
+0,28700,133188,179454,DebtCon,ProfExe,1,1,0,223.3486635,1,19,41.13615926
+0,28800,,44761,DebtCon,Other,10,0,,84.72826796,,14,22.84166319
+0,28900,134509,211558,DebtCon,ProfExe,10,0,0,247.8444526,2,27,20.61070665
+0,28900,77916,130728,DebtCon,Office,2,0,0,290.7726081,1,23,39.09547645
+1,29000,79000,,HomeImp,ProfExe,8,0,1,189.7,1,33,
+0,29200,99600,143000,DebtCon,Other,15,0,0,232.3333333,1,40,
+0,29400,109457,145453,DebtCon,Other,15,0,0,222.858711,1,40,40.69741846
+0,29700,46268,79463,DebtCon,Office,0,0,0,161.276029,3,19,40.26196223
+0,29900,135955,182161,DebtCon,ProfExe,0,0,0,235.3710385,2,18,38.69974659
+0,30000,79044,118685,DebtCon,Mgr,12,0,0,92.11887554,1,34,27.22498526
+0,30000,8875,57000,DebtCon,Other,0,0,0,100.4666667,1,6,
+0,30000,15214,38094,DebtCon,Other,26,0,0,199.4697909,0,15,39.5498738
+0,30100,78124,116280,DebtCon,Mgr,10,0,0,73.75338352,1,35,26.40633196
+0,30200,106594,148695,DebtCon,Other,13,0,0,239.918405,1,39,41.27520899
+0,30300,18306,66747,DebtCon,Other,1,0,0,95.18143755,1,6,37.58289841
+0,30500,77246,121758,DebtCon,Mgr,10,0,0,79.21417248,0,34,26.52174054
+0,30500,124225,181129,DebtCon,Mgr,11,0,0,189.4391712,2,28,43.16839173
+0,30700,36804,83295,DebtCon,Other,,,,289.3998161,0,15,42.21386978
+1,30800,147577,187129,DebtCon,Office,11,0,0,,0,0,42.36225264
+1,30900,106717,,DebtCon,Mgr,4,2,4,172.4323547,0,13,47.79590611
+1,31000,30000,72000,DebtCon,Mgr,20,2,0,127.3,1,14,
+0,31200,234304,290923,DebtCon,ProfExe,14,0,1,260.9197759,2,26,27.05723429
+0,31300,119911,171916,DebtCon,ProfExe,16,0,0,140.4494714,0,16,27.6899107
+1,31500,16800,,DebtCon,,12,1,2,110.6333333,4,20,
+0,31500,224572,282839,DebtCon,ProfExe,7,0,1,212.7553311,0,29,16.62648898
+0,31800,34302,77481,DebtCon,Other,10,,,123.468827,,24,33.63468905
+0,31800,226152,283022,DebtCon,ProfExe,4,0,1,209.2973763,0,29,15.73414368
+0,31900,83226,115509,DebtCon,Mgr,11,0,0,79.03011561,0,34,26.52185952
+1,32000,92400,215000,,Self,2.5,1,3,165.3333333,1,40,
+0,32200,188427,293790,DebtCon,Other,27,0,0,157.7262908,0,23,37.06575888
+0,32300,23448,45557,DebtCon,Other,0,0,0,69.19973077,0,7,15.77819668
+1,32400,103000,149500,DebtCon,Mgr,12,1,0,88.23333333,2,38,
+0,32600,233216,38583,DebtCon,Mgr,4,0,1,226.1469888,2,49,40.22218286
+0,32800,189564,296728,DebtCon,Other,27,0,0,155.5368967,0,23,38.05331686
+0,32900,37265,76154,DebtCon,Other,7,,,128.7311432,,23,34.85797706
+0,33000,227543,289091,DebtCon,ProfExe,3,0,0,203.9415862,0,29,17.42563348
+0,33200,195971,298682,DebtCon,Other,29,0,0,138.5666478,0,22,39.88756232
+1,33400,59000,85000,HomeImp,Self,2,0,7,240.4333333,3,26,
+0,33500,37843,80771,DebtCon,Other,10,,,107.9971112,,23,33.96233051
+0,33600,233630,284049,DebtCon,ProfExe,4,0,0,218.9936962,0,30,14.07235376
+0,33700,147522,198737,DebtCon,ProfExe,20,0,0,188.1493561,1,21,37.30853626
+0,33900,13154,62208,DebtCon,Other,1,0,0,111.980657,1,5,37.4669773
+0,34100,139035,198788,DebtCon,ProfExe,23,0,0,171.9632916,1,22,37.68589208
+0,34300,146171,196270,DebtCon,ProfExe,19,0,0,195.555801,1,21,37.94959341
+0,34600,27851,42623,DebtCon,Mgr,6,0,0,45.92716617,0,7,35.13109271
+0,34800,139519,195663,DebtCon,ProfExe,22,0,0,182.6647722,0,22,36.95591736
+0,35000,31000,50000,DebtCon,Other,,0,0,,7,0,
+0,35200,234682,37079,DebtCon,Mgr,2,0,1,216.6666372,2,50,40.41005141
+0,35600,20552,46697,DebtCon,Mgr,7,0,0,45.14448683,0,6,36.06282742
+0,36000,203680,270992,DebtCon,ProfExe,3,0,0,234.0239751,0,32,29.69634581
+1,36100,233417,324987,HomeImp,ProfExe,4,0,0,152.2454279,0,25,21.86293891
+0,36300,25867,43823,DebtCon,Mgr,6,0,0,56.12733917,0,6,33.67673955
+0,36400,86853,131508,DebtCon,Mgr,30,0,0,349.6943994,0,19,40.10703136
+0,36500,87683,131532,DebtCon,Mgr,32,0,0,351.025752,0,20,40.17865138
+1,36800,125894,172184,DebtCon,Office,11,0,1,214.7311603,1,33,43.84754372
+0,37200,205922,267238,DebtCon,ProfExe,2,1,0,238.2114799,0,32,31.62284354
+0,37600,33388,71282,DebtCon,ProfExe,4,0,0,202.1125682,2,18,25.19652419
+0,37800,111412,166682,DebtCon,Other,,0,0,251.9567829,3,14,34.88341094
+1,38000,290000,364000,DebtCon,ProfExe,0.3,0,0,126.8333333,6,32,
+0,38100,93544,142231,DebtCon,Other,11,0,0,55.10985031,0,36,41.2954003
+0,38600,136879,191860,DebtCon,Mgr,,1,0,185.3149451,0,25,35.05916323
+1,38900,120006,160771,HomeImp,ProfExe,13,0,0,137.6353734,0,40,46.70158524
+1,39000,3372,41500,HomeImp,ProfExe,4.3,0,0,326.6666667,6,15,
+1,39400,162000,235000,DebtCon,Mgr,10,3,4,77.1,0,21,
+1,39600,,44000,DebtCon,Other,,0,3,214.0333333,1,16,
+0,40000,134029,191990,DebtCon,Mgr,,1,0,178.7809596,0,24,34.52145025
+1,40000,120000,159000,DebtCon,Other,0,0,1,314.5,6,52,
+0,40100,58784,115430,DebtCon,Mgr,17,0,1,183.5200567,0,22,39.38915656
+0,40500,66895,113770,DebtCon,Mgr,14,0,0,188.1404168,0,22,38.08532813
+0,40700,11541,64714,HomeImp,Office,,1,0,298.6485317,0,19,16.5302805
+1,40900,217000,290000,DebtCon,ProfExe,30,1,0,230.2666667,2,25,
+1,41200,48400,99500,DebtCon,Other,3,1,1,203.8,2,38,
+0,41500,97536,158739,DebtCon,Other,13,,1,212.7744346,3,31,42.30190724
+0,41700,12375,71029,HomeImp,Office,,0,0,325.2841932,0,19,16.10143414
+1,42000,9999,50681,HomeImp,ProfExe,3,0,0,326.0679857,5,15,12.38674131
+0,42100,21137,65676,DebtCon,Other,21,0,0,194.3463245,1,31,43.20591058
+1,42400,220757,297444,DebtCon,ProfExe,30,0,0,237.5898022,1,25,44.47109904
+0,42700,9330,67950,HomeImp,Office,,0,0,305.7031533,0,19,12.84600617
+0,42900,101731,155688,DebtCon,Other,14,,1,235.352057,3,30,43.18142449
+1,43200,217036,291222,DebtCon,ProfExe,30,0,0,228.1464583,1,25,43.7894993
+1,43300,217840,299171,DebtCon,ProfExe,31,0,0,232.2700678,1,24,43.1146909
+0,43700,5137,67256,HomeImp,Office,,0,0,306.9953711,0,18,16.67867641
+0,44000,,50760,DebtCon,Other,,5,,116.4370353,,19,26.07043469
+0,44500,,50696,DebtCon,Other,,5,,128.6563934,,20,28.18713999
+0,45200,89427,157731,DebtCon,Other,17,0,0,209.7670286,8,18,39.16706289
+1,46300,39800,41600,DebtCon,Other,,0,0,111.6,1,3,
+1,47000,164411,235500,DebtCon,Office,17,0,1,181.9333333,3,48,
+0,47500,,76836,HomeImp,Office,11,0,0,290.6493233,0,13,34.1468927
+0,48000,41392,106075,HomeImp,Self,8,0,0,203.0888209,2,35,38.63382732
+0,49200,40694,69777,DebtCon,Office,3,1,,205.1048824,0,16,30.21490434
+0,50000,43689,104139,HomeImp,Self,9,0,0,219.4172391,2,35,38.55938906
+0,50000,,78703,HomeImp,Self,10,0,0,179.5666667,1,22,
+1,50000,167000,245000,HomeImp,Self,22,1,7,267.9,2,24,
+0,50100,48370,106233,HomeImp,Self,8,0,0,193.6509051,3,36,39.93534357
+0,50300,,88313,HomeImp,Other,,0,0,344.4097766,0,7,22.16959631
+1,50500,70318,172288,HomeImp,Other,0,0,1,106.2010986,,13,25.84526388
+0,50800,,91305,HomeImp,Other,,0,0,344.9541782,0,7,23.51912852
+0,51100,28312,82300,HomeImp,Other,3,2,0,269.3359755,6,14,41.08753538
+0,51600,38900,63292,DebtCon,Office,6,1,,182.5208964,1,15,32.82312065
+0,52000,,85298,HomeImp,Self,10,0,0,178.5784823,1,21,25.51396564
+0,52700,23905,82670,HomeImp,Other,4,2,0,253.3513018,7,14,42.83695513
+0,53300,,84871,HomeImp,Self,8,0,0,169.3437239,1,21,24.0312395
+0,53700,25813,78955,HomeImp,Other,3,2,0,243.5148555,7,14,42.99845603
+0,54000,176922,256977,DebtCon,ProfExe,6,0,0,225.5657,2,33,37.98968921
+0,59200,119000,198000,DebtCon,ProfExe,9,0,0,309.1333333,2,27,
+0,60000,122729,207797,DebtCon,ProfExe,9,0,0,313.3343967,2,27,35.02857792
+0,62900,119903,201928,DebtCon,ProfExe,9,0,0,297.3074808,1,25,37.63650245
+0,65200,71151,143960,HomeImp,Office,10,0,0,128.7805143,0,12,43.19116341
+0,66000,62296,143982,HomeImp,Office,12,0,1,121.3494427,0,10,41.6125057
+0,68700,197356,291242,DebtCon,Self,10,0,0,217.8016474,2,24,29.42305804
+0,70500,196690,288512,DebtCon,Self,9,0,0,227.0271357,2,24,29.58230092
+1,77200,83962,215000,HomeImp,Self,8,1,2,71.53313192,3,14,
+0,79200,22940,110114,HomeImp,,28,0,1,144.6161263,0,13,32.36651159
+0,81400,21041,111304,HomeImp,,26,0,0,146.3227829,0,14,32.13137313
+0,88300,54004,94838,DebtCon,Other,16,0,0,193.7020508,0,15,36.26269133
+0,89200,54045,92924,DebtCon,Other,15,0,0,212.2796967,0,15,35.55659049
+1,1500,,,,,,,,,,,
+1,2000,,62250,HomeImp,Sales,16,0,0,115.8,0,13,
+1,2200,24280,34687,HomeImp,Other,,0,1,300.8666667,0,8,
+1,2400,50000,73395,HomeImp,ProfExe,5,1,0,,1,0,
+1,2500,15000,20200,HomeImp,,18,0,0,136.0666667,1,19,
+1,2900,78600,113000,DebtCon,ProfExe,6,1,0,165.3333333,2,26,
+1,3000,7000,20300,HomeImp,Other,3,0,0,50.8,5,9,
+1,3000,,14100,HomeImp,Other,1,0,0,104.2,0,19,
+0,3100,,70400,,,,,,,,,
+1,3200,23159,,HomeImp,Mgr,20,,2,117.8057478,0,9,0.524499215
+1,3600,61584,61800,HomeImp,ProfExe,10,,,,,,
+0,3600,52337,63989,HomeImp,Office,20,0,0,204.2724988,0,20,20.47091551
+1,3900,29896,45960,HomeImp,Other,11,0,0,146.1232422,0,14,24.47888119
+0,4000,54543,61777,HomeImp,Office,21,0,0,205.58668,0,19,21.80656346
+1,4000,58000,69440,HomeImp,Other,3.5,0,1,168.6666667,0,18,
+0,4000,62000,78000,HomeImp,Other,4,0,0,109.5666667,0,15,
+1,4100,,19132,HomeImp,Other,0,0,0,100.7746522,0,19,33.8409199
+0,4200,44000,55085,DebtCon,,6,,1,75.43333333,,16,
+0,4400,53969,63869,DebtCon,ProfExe,7,0,3,162.3900107,0,30,23.58107924
+0,4500,71082,79247,HomeImp,Other,4,0,0,118.7604101,0,14,41.42111052
+1,4500,118000,146870,HomeImp,ProfExe,4.5,2,0,203.8666667,1,20,
+0,4700,88026,115506,HomeImp,ProfExe,6,0,0,182.2483316,0,27,29.20902258
+0,4900,65873,90408,,Mgr,2,0,0,141.858999,0,23,37.76961861
+1,4900,65576,65774,HomeImp,Other,6,1,2,61.64250608,1,14,40.59091002
+0,5000,12457,53448,HomeImp,Self,,0,0,207.1434813,0,12,44.10795169
+1,5000,63125,126500,HomeImp,Office,3,0,0,100.3,0,14,
+1,5000,123000,157500,HomeImp,Mgr,9,,,,,,
+1,5000,,94119,HomeImp,Other,19,,,,,,
+0,5000,70470,77908,DebtCon,,5,,,,,,
+0,5000,59900,80800,DebtCon,ProfExe,15,0,0,219.1333333,1,18,
+1,5000,28000,36810,DebtCon,Other,2,1,0,222.2,1,6,
+0,5000,68739,93435,,Mgr,3,0,0,148.7204047,0,23,36.66927861
+0,5100,85583,115341,HomeImp,ProfExe,7,0,0,177.9582551,1,28,26.25797013
+1,5100,9900,30451,HomeImp,Other,11,0,0,21.2,0,2,
+0,5100,74071,97064,DebtCon,Other,0,0,0,121.0759726,2,9,36.40172955
+1,5200,,9500,DebtCon,Other,1,0,1,81.1,1,2,
+1,5300,26908,36078,HomeImp,Other,,0,0,302.3587095,0,8,39.1969854
+0,5300,60826,80826,HomeImp,Mgr,10,,1,212.8917461,0,25,38.59149403
+0,5400,47844,52040,HomeImp,Office,8,,,189.0343046,,18,24.70113626
+0,5400,,75254,,,,,,,,,23.16374295
+0,5500,52897,65054,HomeImp,Office,20,0,0,189.2953185,0,19,20.6541289
+0,5500,93051,115374,HomeImp,ProfExe,6,0,0,187.0205188,1,27,27.64674851
+1,5500,37368,48502,HomeImp,Mgr,9,0,2,48.995845,0,10,33.12648397
+0,5600,29648,39907,HomeImp,ProfExe,11,0,0,180.5630691,0,13,21.55494966
+0,5700,100934,111496,HomeImp,Office,23,0,0,117.4995929,0,12,38.75056267
+0,5700,26927,35461,DebtCon,Other,0,1,0,21.79935215,10,6,29.43966424
+0,5700,62319,82923,HomeImp,Other,4,0,0,117.6739652,0,15,42.46486629
+0,5700,,69172,HomeImp,Office,1,0,0,48.85366706,0,3,38.77368596
+0,5800,172595,250155,DebtCon,Sales,,0,0,126.4009836,0,21,43.20775979
+1,5900,,33100,HomeImp,Other,,0,0,238.6,1,2,
+1,5900,106650,,DebtCon,Mgr,1,0,6,250.5666667,4,23,
+1,6000,,,HomeImp,Office,13,,2,122.7666667,,23,
+1,6000,16878,25850,,Mgr,1,0,1,218.6,5,34,
+0,6000,53227,68700,HomeImp,Mgr,3,0,2,122.7333333,0,23,
+1,6000,,95500,HomeImp,Mgr,6,1,2,129.9,1,22,
+0,6100,,47400,,,,,,,,,
+0,6100,68743,65321,HomeImp,Sales,3,1,0,153.0667831,0,22,40.15052706
+0,6200,171582,245730,DebtCon,Sales,,0,0,135.1089303,0,22,39.78381813
+1,6200,,,DebtCon,Self,3,,,80.5,2,17,
+0,6200,75121,96462,DebtCon,ProfExe,0,,,,,,27.16765596
+0,6300,55000,69000,DebtCon,ProfExe,13,0,0,130.0666667,0,20,
+1,6300,65875,76000,DebtCon,Mgr,0.8,2,0,84,1,12,
+1,6300,12476,32559,HomeImp,Office,12,3,6,227.1299051,0,23,23.31951678
+0,6400,47251,58157,HomeImp,Other,0,0,,104.7924684,,13,36.41688697
+0,6400,76732,78084,HomeImp,Other,8,0,0,109.1930214,0,26,37.96455432
+0,6400,28041,33438,DebtCon,Other,1,1,0,10.42564285,10,6,29.75370028
+0,6500,63144,76754,HomeImp,Mgr,2,0,2,129.0777116,0,23,29.05543313
+1,6500,65000,80400,DebtCon,Other,15,0,0,224.8666667,0,13,
+1,6500,96314,105800,HomeImp,ProfExe,27,0,0,475.8,2,40,
+0,6600,74376,84855,DebtCon,,3,,,,,,20.02835351
+0,6600,98415,126636,HomeImp,Other,11,,,423.2096241,2,49,40.95709032
+0,6700,58741,68225,DebtCon,ProfExe,9,0,3,173.5744163,1,31,23.58701323
+0,6700,29662,36195,HomeImp,Office,1,0,0,112.1370807,1,30,38.52863281
+0,6800,138691,160063,HomeImp,ProfExe,12,0,0,208.420843,0,19,19.33336736
+1,6800,31000,42000,DebtCon,Mgr,3.5,1,0,106.2666667,2,26,
+0,6800,71666,99913,HomeImp,Other,0,0,1,196.4649989,0,31,35.76160473
+1,6900,5816,,HomeImp,Mgr,23,0,2,67.8,1,18,
+0,6900,50387,68443,DebtCon,Mgr,7,,3,105.827329,2,10,40.71766885
+0,7000,74795,99149,HomeImp,Other,1,0,1,175.5714428,0,32,34.44966467
+0,7000,58339,72432,HomeImp,Mgr,10,,1,197.3383979,0,24,39.84308734
+1,7000,66000,86300,DebtCon,Other,3,1,1,242.4333333,0,8,
+0,7000,5768,26600,,,,,,,,,
+1,7000,138841,160000,DebtCon,Mgr,11,8,0,86.2,2,36,
+0,7000,64255,68389,HomeImp,Other,4,0,0,80.15243091,2,19,40.56186054
+1,7100,54000,74800,DebtCon,Mgr,7.5,1,1,71,4,18,
+0,7100,120176,180104,DebtCon,Other,8,0,0,221.6073242,0,18,32.67435897
+0,7200,62329,78007,DebtCon,ProfExe,8,0,0,55.35880309,1,23,38.64027711
+1,7200,43705,50000,DebtCon,Other,9,0,2,235.3666667,6,16,
+0,7200,71509,86484,DebtCon,,4,,,,,,20.09904978
+0,7300,131000,197500,DebtCon,ProfExe,1.5,0,0,68.03333333,2,23,
+0,7400,32832,50798,DebtCon,Other,10,0,0,221.3384208,1,31,36.00942149
+0,7400,75547,93839,DebtCon,ProfExe,0,,,,,,28.16183185
+1,7400,71576,89068,DebtCon,Sales,0,0,0,94.78223069,0,17,42.803422
+1,7500,57340,80000,DebtCon,ProfExe,4,0,5,86.23333333,3,14,
+0,7500,72097,69408,HomeImp,Sales,4,1,0,155.3919622,1,23,41.60098336
+1,7500,35945,49750,HomeImp,Other,3,0,0,122.0666667,0,23,
+1,7500,80440,72920,HomeImp,Mgr,8,0,1,201.5,0,24,
+1,7500,,71799,HomeImp,Mgr,4,0,3,177.5,0,22,
+0,7500,67778,83368,DebtCon,ProfExe,15,0,0,227.2920898,0,17,24.09177036
+0,7600,48829,62357,DebtCon,Office,3,0,1,92.94135782,2,12,35.67227361
+0,7700,14776,32287,,,,,,,,,34.88046232
+0,7700,70451,81862,DebtCon,Sales,3,0,0,141.2686711,0,31,31.68194302
+0,7800,44000,57500,DebtCon,Other,11,0,0,95.36666667,0,23,
+0,7800,69662,80498,HomeImp,Other,4,0,0,100.428331,0,14,42.80734195
+0,7800,,30320,DebtCon,Other,2,0,0,295.1134207,0,13,23.24567301
+1,7900,126919,166566,HomeImp,Mgr,10,,,,,,
+0,7900,,35422,HomeImp,Office,19,0,0,184.3900292,0,15,37.83671487
+0,7900,41935,53543,DebtCon,Office,8,0,0,203.54461,1,22,31.4916868
+0,8000,70546,81272,DebtCon,Sales,4,0,0,119.066922,0,31,33.3615863
+1,8000,61000,90450,HomeImp,Other,4,2,1,139.8666667,0,9,
+0,8000,69341,86900,DebtCon,Office,15,0,1,89.26666667,0,9,
+0,8000,63700,79754,DebtCon,,3.8,0,0,208,0,16,
+1,8000,4500,,DebtCon,Other,1,3,2,102.4333333,6,15,
+0,8000,47154,65458,DebtCon,Office,2,0,0,99.99378983,3,12,38.8737113
+0,8000,84730,123455,HomeImp,Other,9,,,,,,40.03264933
+0,8100,84822,123854,HomeImp,Office,31,0,0,340.7444307,2,38,36.20511455
+0,8100,54841,71400,DebtCon,Office,6,0,0,89.23333333,2,15,
+0,8100,,56386,HomeImp,Other,11,1,0,294.6027668,2,12,32.38595617
+0,8200,,50061,HomeImp,Other,10,0,0,296.9016386,1,13,33.63213652
+0,8200,171456,246758,DebtCon,Sales,,0,0,138.1548182,0,21,40.33786076
+1,8200,47700,60000,DebtCon,Other,0.1,0,0,,0,0,
+0,8200,,49331,HomeImp,Other,9,0,0,305.8880822,2,12,33.71861386
+0,8200,48515,59240,DebtCon,Other,17,0,4,214.1445097,0,36,27.45914423
+0,8300,61213,65798,HomeImp,Other,6,0,0,86.29651576,2,20,41.42687223
+1,8300,,47244,HomeImp,Other,6,,,,,,
+0,8300,101150,115215,HomeImp,Office,23,0,0,130.2563294,0,12,36.50599948
+0,8400,75912,95329,DebtCon,Mgr,18,0,1,294.1642246,0,24,38.64180454
+0,8400,17479,66894,HomeImp,Office,23,0,0,326.3428047,1,13,40.58857607
+0,8400,80490,93028,DebtCon,ProfExe,0,,,,,,29.47376148
+0,8400,84666,123613,HomeImp,Other,8,,,,,,39.65832005
+1,8400,48032,95213,HomeImp,Office,5,1,4,326.6795905,0,30,38.19168174
+0,8500,83157,202962,HomeImp,Self,14,0,0,13.68276401,,8,21.29733923
+0,8500,54000,62533,DebtCon,Other,4,0,1,313.4666667,0,10,
+0,8500,61607,81126,HomeImp,Other,16,0,0,222.2111903,1,35,34.72969809
+0,8500,53459,62678,DebtCon,Mgr,13,0,0,116.8634491,0,18,30.05290208
+0,8500,79484,87893,DebtCon,Other,1,0,0,123.6188031,1,10,35.75908385
+1,8600,36933,42289,DebtCon,Mgr,4,0,0,100.6164211,2,26,38.43649009
+0,8600,41126,55500,DebtCon,Other,6,0,0,73.03333333,1,11,
+0,8600,45960,57473,DebtCon,Mgr,4,0,0,189.7680601,0,22,26.75441155
+0,8600,124810,176581,DebtCon,Other,8,0,0,213.3028848,1,19,32.87645851
+0,8700,87415,201689,HomeImp,Self,13,0,0,13.92475912,,7,20.25386389
+0,8700,53504,66888,DebtCon,Mgr,7,,3,112.1751208,2,10,39.31877226
+0,8700,43759,50070,HomeImp,Mgr,19,1,1,218.9062534,0,17,34.0581468
+0,8700,58060,65605,DebtCon,Other,23,0,0,259.6838134,3,29,39.82999947
+1,8800,12750,,HomeImp,Office,23,,,,,,
+0,8800,26607,39710,HomeImp,Office,0,0,0,104.6928252,1,30,38.32672821
+0,8800,74562,89695,HomeImp,Other,24,0,0,338.7767458,1,47,28.43971651
+0,8900,80334,87448,DebtCon,Mgr,18,0,0,279.8765502,0,23,38.51399745
+1,8900,62733,77741,DebtCon,Mgr,8,0,0,68.89009617,3,17,37.77330059
+0,8900,,42309,HomeImp,Other,,,1,56.93709635,0,10,37.35952991
+0,9000,50170,64309,DebtCon,Mgr,7,,3,120.4312261,2,11,39.97548983
+0,9000,93521,126024,HomeImp,Other,9,,,411.7530813,1,49,41.66428104
+1,9000,31170,50725,DebtCon,Other,16,0,0,93.06666667,0,18,
+0,9000,50400,65000,DebtCon,Mgr,6,,,117.6,,24,
+0,9000,56226,67466,HomeImp,Other,7,0,0,126.7450871,0,16,33.98784698
+0,9000,53177,56782,HomeImp,Other,9,0,0,106.500537,3,33,40.0841755
+0,9100,48797,67761,DebtCon,Mgr,7,,3,116.9791548,3,11,37.79737881
+0,9100,46406,56134,HomeImp,Other,9,0,0,93.85346069,3,34,39.46633033
+0,9200,71994,95525,DebtCon,Other,16,,,126.8164392,3,16,25.62193049
+1,9200,70715,85000,DebtCon,Office,26,0,0,143.0666667,2,23,
+0,9300,79724,105493,DebtCon,Mgr,2,0,0,63.43088731,2,23,39.38611808
+0,9300,,45906,HomeImp,Other,,,,92.82171424,,9,36.14127616
+0,9300,39307,51680,DebtCon,Office,8,0,0,196.0146349,0,23,30.7315717
+0,9300,,55350,HomeImp,Other,9,0,0,308.3403318,2,13,33.6355254
+0,9300,21979,39880,DebtCon,Other,3,,,,,,38.84408934
+1,9400,52024,89107,HomeImp,Office,0,1,0,148.8447376,3,26,36.08003177
+0,9400,26700,40150,HomeImp,Other,9,0,0,80.16666667,0,4,
+0,9400,53756,76077,HomeImp,Office,12,2,0,244.1166529,2,29,33.37457063
+0,9400,51505,84178,HomeImp,Other,19,0,0,202.6979629,0,16,35.53061343
+1,9500,50400,63000,DebtCon,Other,1,0,0,91.26666667,8,22,
+0,9500,131394,162449,HomeImp,ProfExe,10,0,0,222.0095049,0,18,19.55124299
+0,9500,42699,57680,DebtCon,,10,0,0,114.4929085,1,26,25.07515295
+0,9600,62405,69459,DebtCon,Other,0,0,2,86.43183174,2,18,36.26033127
+1,9600,42357,99756,HomeImp,Office,4,1,4,354.650225,0,30,36.52517293
+0,9600,,56900,,,,,,,,,14.43523879
+0,9700,75566,92066,DebtCon,Office,14,0,0,94.98792219,0,8,25.16118348
+0,9700,21883,67432,HomeImp,Office,24,0,0,308.9955757,1,12,41.41428065
+1,9700,53000,56000,DebtCon,Office,2,0,0,75.03333333,5,18,
+0,9700,8852,60599,HomeImp,Other,7,2,1,359.1044913,1,21,16.87198276
+0,9800,15021,31900,DebtCon,Other,6,0,0,276.7342017,0,11,22.29124919
+0,9800,81199,206201,HomeImp,Self,12,0,0,2.820785578,,7,21.28386768
+0,9800,54681,74097,DebtCon,Other,2,0,1,106.8888937,3,18,36.61866086
+0,9800,55330,78154,HomeImp,Mgr,2,0,1,122.7055369,0,23,28.89610186
+0,9800,55539,73560,DebtCon,Office,4,0,0,85.90093624,1,14,26.33161906
+1,9900,88236,104953,DebtCon,ProfExe,1,0,0,51.64870524,0,2,28.62263209
+0,9900,8673,37244,DebtCon,Other,4,0,0,256.6805839,0,12,24.49628632
+0,9900,74009,108371,DebtCon,Office,1,0,0,246.0947649,0,36,17.25711715
+1,9900,23767,39293,DebtCon,Other,5,1,0,145.7657738,0,9,24.60512881
+1,10000,48300,74600,,Other,14,0,1,179.1,2,31,
+0,10000,,49266,,,,,,,,,15.59729023
+1,10000,20500,54600,HomeImp,Self,15,0,0,160.3333333,2,11,
+1,10000,27000,54300,HomeImp,Other,0.3,0,1,91.13333333,0,6,
+0,10000,32000,59000,DebtCon,Office,24,0,1,232.3333333,1,29,
+0,10000,80000,107900,HomeImp,ProfExe,12,0,2,176.5333333,0,28,
+0,10000,147234,175300,HomeImp,Office,6,0,0,192.7666667,1,56,
+0,10000,10000,68250,DebtCon,ProfExe,20,0,2,398.8,1,12,
+1,10000,46946,65000,HomeImp,Office,7.2,0,1,80.1,1,12,
+1,10000,48840,58740,HomeImp,Other,15,2,2,194.8,0,39,
+1,10000,59543,86800,DebtCon,Other,9,3,1,152.1333333,2,51,
+1,10000,,79500,DebtCon,ProfExe,19,0,0,285.1,2,7,
+0,10000,127319,194992,HomeImp,Office,1,0,1,337.6899717,0,16,41.44750595
+0,10000,,69502,,,,,,,,,25.77278284
+0,10100,66393,85605,DebtCon,Office,6,1,1,203.6995629,3,29,37.66930513
+0,10100,57881,69554,HomeImp,Other,29,0,3,189.9245224,1,24,34.61045543
+0,10100,72136,89437,DebtCon,,5,0,0,205.7371252,0,15,30.79876353
+0,10100,93085,110069,DebtCon,Other,13,0,0,206.799179,3,16,40.56989706
+0,10200,70882,98154,DebtCon,Other,16,,,153.1181363,3,15,25.1199559
+0,10200,84196,91642,DebtCon,Other,1,0,0,104.8350719,1,32,38.37611263
+0,10200,8907,59814,HomeImp,Other,7,2,0,364.4309474,1,22,16.06424538
+0,10200,61179,69591,DebtCon,,18,0,0,148.7044776,1,11,34.47220461
+0,10200,86400,113698,HomeImp,ProfExe,11,0,1,181.542927,0,27,35.03165088
+0,10300,54925,84078,HomeImp,Other,2,0,1,189.6952729,0,13,29.13369741
+0,10300,,50548,HomeImp,Mgr,5,,,165.5531992,,9,23.88633081
+0,10300,57676,71027,DebtCon,,19,0,0,157.5196371,1,11,33.99236607
+1,10300,39893,55000,DebtCon,Other,1.5,0,1,99.43333333,2,32,
+0,10400,63626,79477,,Other,12,0,0,260.7972622,0,27,27.94286603
+0,10400,57816,82047,HomeImp,Other,3,0,1,176.6568946,0,12,30.67420529
+0,10400,11426,69294,DebtCon,ProfExe,20,0,1,396.9262645,1,11,20.29198894
+0,10500,,73388,HomeImp,Other,,0,0,367.2308638,0,7,36.84217463
+1,10500,57880,66802,DebtCon,Other,2,0,0,94.59842526,8,21,45.46476584
+0,10500,30922,57682,,Other,30,0,0,241.4604126,0,19,23.23703502
+1,10500,55267,65160,DebtCon,Other,1,0,0,108.2754232,8,22,47.07928537
+0,10600,37742,64334,DebtCon,Mgr,,,,,,,37.54125788
+1,10600,61294,82646,DebtCon,ProfExe,5,0,4,87.85916929,2,13,36.39514815
+0,10600,81151,200459,HomeImp,Self,14,0,0,9.53414271,,7,21.22321399
+0,10600,50662,62491,DebtCon,Other,0,0,0,197.709267,1,13,26.25188835
+0,10600,120137,137090,DebtCon,ProfExe,17,,1,173.6904615,0,33,30.95890574
+0,10600,56352,75277,DebtCon,Office,5,0,0,98.37727819,2,15,26.24239431
+0,10700,48322,64383,DebtCon,Other,0,1,0,185.2567347,2,12,28.03080155
+0,10700,59588,69166,HomeImp,Other,6,0,0,133.9065052,0,17,36.18085758
+0,10700,50210,64838,HomeImp,Other,9,0,0,95.03916828,2,34,40.39623344
+0,10700,67065,96171,DebtCon,Office,9,0,0,205.0076003,3,28,41.58720119
+1,10800,35602,73077,DebtCon,Self,,0,1,179.89656,1,20,53.58488301
+0,10800,31149,67239,DebtCon,Mgr,,,,,,,35.26543738
+1,10800,52600,66700,DebtCon,ProfExe,2,0,0,110.5666667,5,26,
+0,10800,59469,69834,DebtCon,Other,3,0,0,308.7591757,0,9,34.09578509
+0,10800,67171,82138,HomeImp,Other,2,0,0,89.12452631,0,6,38.8031464
+0,10900,57494,66704,DebtCon,Mgr,6,,,115.3127491,,24,39.51098574
+0,10900,17282,70783,DebtCon,ProfExe,19,0,1,404.9043933,0,11,23.61012437
+0,10900,45028,61014,DebtCon,Other,10,0,0,72.49466093,0,23,35.66764597
+0,11000,76958,88607,DebtCon,ProfExe,9,0,0,175.4118267,0,12,39.21677518
+0,11000,63314,69285,DebtCon,ProfExe,15,0,0,244.0177745,3,32,36.54257022
+1,11000,49000,66922,DebtCon,Other,11,0,2,91,3,32,
+0,11000,63847,86500,HomeImp,Office,26,0,0,170.4333333,2,14,
+1,11000,41000,63450,HomeImp,Other,2.9,,,,,,
+0,11000,85758,108661,HomeImp,Mgr,11,0,0,255.2874154,0,24,29.43486714
+0,11000,46093,60563,DebtCon,Mgr,4,0,0,190.4821643,1,21,29.57814813
+0,11000,48893,113223,DebtCon,ProfExe,7,0,1,237.0980813,0,9,22.00337641
+0,11100,72402,86584,DebtCon,Mgr,8,0,0,102.9720787,0,22,29.6557132
+0,11100,80922,95105,DebtCon,Other,3,0,0,90.88129226,2,31,38.12081058
+0,11100,53232,86703,HomeImp,Other,16,0,0,183.2062075,0,29,26.87488997
+0,11100,56999,67427,HomeImp,Other,8,0,0,139.513915,0,16,35.8924361
+0,11100,50350,58837,DebtCon,Other,6,0,0,80.84321682,0,10,28.79316627
+0,11200,23181,80140,HomeImp,ProfExe,21,0,0,221.4180934,0,10,25.46264153
+0,11200,62752,73003,DebtCon,ProfExe,13,0,0,226.5659049,3,31,38.33979805
+0,11300,57377,75038,DebtCon,Office,4,0,0,91.21996117,1,15,25.14027972
+0,11300,56651,71353,HomeImp,Other,29,1,2,176.9129878,1,24,38.54444186
+0,11300,,28600,HomeImp,Office,20,0,0,190.0312176,0,15,39.00867302
+0,11300,114392,214523,HomeImp,ProfExe,2,0,0,132.0976599,1,15,26.25183034
+0,11400,,29374,HomeImp,Office,20,0,0,207.9302558,1,15,38.95512474
+0,11400,125486,195284,HomeImp,Office,0,0,0,354.2902872,0,15,38.14306879
+0,11400,28043,87684,HomeImp,ProfExe,20,1,1,229.1779592,0,10,25.48999451
+0,11400,52068,80643,HomeImp,Other,2,0,2,199.0877211,0,13,29.46213408
+0,11500,53151,71645,HomeImp,Other,7,0,0,135.800476,0,16,35.85161441
+1,11500,47597.57,75937.5,DebtCon,Other,13.5,0,0,89.4,0,7,
+0,11500,104610,118861,DebtCon,Other,18,0,1,203.7002024,1,16,37.59695145
+0,11600,92613,108515,DebtCon,Other,11,0,0,206.8225881,3,16,39.11103947
+0,11600,35865,50000,DebtCon,Other,,0,0,78.13333333,0,15,
+0,11600,33379,51821,,Other,31,0,0,247.1205918,0,19,23.66108403
+0,11700,42151,58947,HomeImp,Other,22,0,0,122.0303618,0,23,40.08314453
+1,11700,51600,72399,HomeImp,Other,15,0,1,125.36337,4,20,
+0,11700,63724,82252,DebtCon,Office,13,0,0,233.2488794,3,37,40.07527584
+0,11700,74783,86227,DebtCon,Mgr,7,0,0,116.7568005,0,23,28.01922708
+0,11700,56990,83334,HomeImp,Other,4,0,2,177.4326989,0,13,30.9986945
+0,11800,52104,61618,DebtCon,Office,0,0,0,160.7499314,0,21,37.12951204
+0,11800,57760,65535,DebtCon,Mgr,11,0,0,108.4694005,1,18,32.78348357
+0,11800,32257,59515,DebtCon,Office,23,0,0,231.5999445,0,29,25.70127642
+0,11900,44600,63800,DebtCon,Other,9,0,0,243.5,0,18,
+0,11900,56792,64130,DebtCon,Mgr,13,0,0,118.6125902,1,18,32.6657463
+0,11900,117550,144178,DebtCon,ProfExe,15,,1,170.9458328,1,32,29.09998121
+1,11900,29822,48574,DebtCon,Office,13,0,0,132.4016914,0,4,36.61115697
+0,11900,83877,208924,HomeImp,Self,15,0,0,12.75204694,,7,18.24972192
+0,12000,63019,74204,DebtCon,Office,6,0,0,98.59173833,2,14,24.49043836
+0,12000,7804,65395,HomeImp,Other,8,2,0,347.1233258,0,21,16.81630749
+0,12000,79844,98139,HomeImp,ProfExe,8,0,0,156.9547583,0,34,31.70012432
+1,12000,74427,96270,DebtCon,Other,18,0,1,169.7333333,2,40,
+0,12000,98000,123385,HomeImp,ProfExe,10,0,0,170.4333333,3,32,
+0,12000,94000,112125,HomeImp,Office,2,0,0,143.0333333,1,22,
+0,12000,81000,105250,DebtCon,ProfExe,9,0,0,200.9,2,37,
+0,12000,87000,113850,DebtCon,Office,11,0,0,216.1333333,0,12,
+1,12000,118000,139350,HomeImp,ProfExe,2,0,0,153.1666667,2,17,
+1,12000,74265,91000,HomeImp,Other,7,1,0,137,0,3,
+0,12000,,67446,HomeImp,Other,,0,0,356.9333304,0,7,37.93444341
+0,12000,98428,114820,DebtCon,Other,16,0,1,188.1482082,2,15,36.73772129
+0,12100,96439,126328,HomeImp,Mgr,3,0,3,156.3191309,0,26,39.27931325
+0,12100,50150,65565,DebtCon,Other,4,0,0,166.2317086,0,13,26.64432479
+0,12100,67927,94126,DebtCon,Other,2,0,0,35.53887812,2,3,38.84759708
+0,12100,97185,113004,DebtCon,Other,13,0,0,202.6225313,2,15,37.71664611
+0,12100,55147,72553,DebtCon,Other,0,0,0,229.4061754,0,10,35.86772963
+0,12200,136866,162906,HomeImp,ProfExe,4,0,0,427.9235915,0,43,30.1821229
+0,12200,70722,81760,DebtCon,Other,0,0,0,219.7852728,3,26,30.27700538
+0,12200,57112,76050,DebtCon,Other,1,0,0,235.2292688,0,9,35.11318533
+1,12300,24552,48278,DebtCon,Other,0,0,0,171.0751046,0,16,29.29955094
+0,12300,69499,104045,DebtCon,Other,8,0,0,219.0904891,0,20,18.58475695
+1,12300,77000,94000,DebtCon,Mgr,41,,4,212.8666667,4,17,
+0,12300,159798,177853,DebtCon,ProfExe,6,,0,206.8170726,4,25,41.42504139
+0,12300,141020,157511,HomeImp,ProfExe,4,0,1,403.7489298,0,43,29.58318425
+0,12400,132894,198168,HomeImp,Office,0,0,1,355.1639113,0,16,40.54029537
+0,12400,203902,234454,HomeImp,ProfExe,9,0,0,213.4554475,0,22,33.64852105
+0,12400,115902,146813,DebtCon,ProfExe,1,0,0,288.4676266,0,45,33.05428433
+0,12400,25805,31414,DebtCon,Other,2,,,,,,38.2372256
+0,12500,157312,181050,DebtCon,ProfExe,7,,0,209.7067368,4,25,40.90561976
+0,12500,83924,100114,HomeImp,ProfExe,0,0,0,71.30419761,1,20,34.71276881
+0,12500,77100,90550,HomeImp,Office,,0,0,173.4666667,1,26,
+0,12500,77792,100812,DebtCon,ProfExe,10,2,0,182.9569956,1,29,27.38587324
+0,12500,77937,89710,DebtCon,Mgr,19,0,0,223.5874152,10,24,35.95199865
+0,12600,84933,110253,DebtCon,ProfExe,8,0,0,192.4226063,1,37,40.84507779
+0,12600,103946,113900,DebtCon,Other,17,0,2,194.3599393,1,16,36.41457282
+0,12600,32742,41299,DebtCon,Other,10,,1,170.4071064,7,29,37.80266959
+0,12600,100590,138649,HomeImp,ProfExe,14,0,0,138.1647046,4,22,34.5987274
+0,12700,204038,230920,HomeImp,ProfExe,10,0,0,242.9128934,0,22,29.80162732
+0,12700,79383,107590,DebtCon,Other,5,0,0,78.29927353,2,14,33.5811165
+0,12700,77068,98436,HomeImp,ProfExe,7,0,1,148.2880996,0,34,33.46369747
+0,12700,72164,104220,DebtCon,Office,10,0,0,165.4307821,0,13,37.53996336
+0,12700,159661,183244,DebtCon,ProfExe,7,,1,210.1152209,4,26,43.76819178
+0,12800,54546,62906,DebtCon,Mgr,3,0,0,175.5198745,1,16,28.64818571
+0,12800,,,,,,,,,,,25.13244854
+0,12800,48437,65311,DebtCon,Other,0,1,0,260.5552362,0,21,29.51628985
+0,12800,46043,62531,DebtCon,Other,4,0,0,183.9821005,0,13,26.10080257
+0,12800,77318,97616,DebtCon,Mgr,6,0,0,125.5348018,2,27,39.46266339
+0,12900,69770,87000,DebtCon,Other,6,0,0,201.9333333,3,19,
+0,12900,105638,112608,DebtCon,Other,17,0,2,208.3068822,2,16,39.67790581
+0,12900,87270,97929,HomeImp,ProfExe,0,0,0,65.10749654,1,20,34.69636554
+0,12900,83886,100782,HomeImp,ProfExe,5,0,0,115.076186,1,27,27.97970643
+0,12900,50636,57838,DebtCon,Other,0,1,0,187.8253233,1,13,28.81347094
+0,12900,56957,73181,HomeImp,Other,29,1,3,179.096166,1,23,36.39479545
+0,13000,27787,44901,DebtCon,Other,8,,1,166.7262772,7,28,38.35512561
+1,13000,29461,49326,HomeImp,ProfExe,11,0,0,171.5976685,1,8,38.91799988
+0,13000,,72175,HomeImp,Other,,0,0,367.9400249,0,6,36.56113974
+1,13000,70000,90704,DebtCon,Other,15,0,3,142.1666667,0,37,
+0,13000,,25425,DebtCon,Other,13,,,90.93333333,2,9,
+1,13000,94941,120000,DebtCon,ProfExe,0.1,0,0,132.8666667,0,21,
+1,13000,152029,173750,HomeImp,ProfExe,20,0,0,19.33333333,7,5,
+0,13000,77355,114400,,,,,,,,,
+0,13100,48153,70059,DebtCon,Other,11,0,0,242.6505336,0,18,30.89311822
+0,13100,64897,81598,DebtCon,Sales,7,0,0,130.6484684,0,34,26.50010508
+0,13100,50552,59889,DebtCon,Other,4,0,0,178.6123626,0,13,38.76331381
+0,13100,58039,68558,HomeImp,Other,29,1,2,184.8800106,1,23,37.34734877
+0,13200,69697,91722,HomeImp,Office,24,1,0,183.5237293,1,14,39.75217179
+0,13200,22270,38437,DebtCon,Office,5,0,1,107.7733867,0,17,20.64319968
+0,13200,117985,138969,DebtCon,ProfExe,16,,1,178.0647524,0,33,29.95423093
+0,13300,81944,108768,DebtCon,Other,5,0,0,81.10679915,1,13,33.86964175
+0,13300,14212,57608,DebtCon,ProfExe,3,0,0,322.004542,0,16,15.91676921
+0,13300,81574,103760,HomeImp,ProfExe,6,0,0,118.918494,0,27,24.76962193
+0,13300,66502,78138,DebtCon,Other,4,0,0,178.1121065,1,16,33.79509124
+0,13300,49491,69028,DebtCon,ProfExe,16,0,0,195.8776327,0,15,24.87750841
+0,13400,102700,121216,DebtCon,,3,0,0,124.5640179,1,25,34.95327869
+0,13400,51225,69361,DebtCon,Other,0,0,0,261.1896369,0,21,28.95306771
+0,13400,60174,81944,DebtCon,Other,1,0,0,125.3854461,3,9,36.22986386
+0,13400,87175,115530,HomeImp,ProfExe,13,0,1,180.9451064,1,27,33.90005642
+0,13500,71698,93536,DebtCon,Other,6,0,0,202.4658818,2,19,42.81473465
+0,13500,82036,104261,HomeImp,ProfExe,4,0,1,98.41775325,0,33,39.2941028
+1,13500,65000,,DebtCon,ProfExe,14,0,2,105.5,4,34,
+0,13500,67180,85634,DebtCon,Sales,5,0,0,147.3553126,0,35,28.52255337
+0,13600,94727,112683,DebtCon,Other,11,0,0,209.1299457,3,15,37.71410706
+0,13600,87294,115183,HomeImp,ProfExe,11,0,2,185.3385058,0,28,35.54980874
+0,13600,55901,87519,DebtCon,Office,13,0,1,107.9131329,0,23,36.3270224
+0,13600,12724,52016,HomeImp,Office,24,0,1,269.6287109,0,19,28.17242611
+0,13600,67354,81255,DebtCon,Office,10,0,0,255.3787569,4,36,41.62539858
+0,13700,38981,67536,DebtCon,Mgr,,,,,,,35.18815986
+1,13700,59012,81465,DebtCon,Mgr,12,0,0,167.4333333,0,31,
+0,13700,64486,84759,DebtCon,Office,4,2,3,182.1802565,3,29,37.07341346
+0,13700,96597,120380,DebtCon,ProfExe,13,0,0,181.4048504,1,17,34.31543721
+0,13700,77824,94840,DebtCon,Other,6,0,0,195.0421854,3,19,43.33534671
+0,13800,94843,125541,HomeImp,Mgr,2,0,2,159.2524968,0,26,42.30523974
+0,13800,31974,44417,HomeImp,Other,7,0,0,76.93312296,1,12,30.42242943
+0,13800,75142,95667,DebtCon,Mgr,19,0,0,230.4575544,10,24,33.38331418
+0,13800,,44092,HomeImp,Mgr,5,,,173.8758677,,10,20.6823774
+0,13900,96326,144668,HomeImp,ProfExe,15,0,0,142.0379034,5,21,34.12275351
+0,13900,155486,178789,DebtCon,ProfExe,7,,1,192.482316,4,26,41.17671183
+1,13900,144263,167164,DebtCon,ProfExe,8,2,6,111.5886033,5,38,91.61259998
+1,13900,103030,114131,DebtCon,Mgr,3,0,0,,0,0,38.39422244
+0,13900,48110,63601,DebtCon,ProfExe,5,0,0,153.7353987,1,12,29.96468739
+0,14000,51721,61193,DebtCon,Other,0,0,0,186.9993588,2,12,25.81001106
+0,14000,83645,101615,HomeImp,ProfExe,5,0,0,116.3376843,0,26,28.29673484
+0,14000,92739,125000,DebtCon,Mgr,6,,,248.6,3,42,
+1,14000,85200,,HomeImp,Other,8,1,0,188.6666667,4,17,
+0,14000,50890,68722,DebtCon,Other,8,0,1,135.7684854,2,49,29.44804553
+0,14100,36309,53321,HomeImp,Other,8,0,0,110.2063505,1,10,19.18791401
+0,14100,81894,98285,DebtCon,Mgr,6,0,0,151.4710746,1,26,42.28213788
+0,14200,102512,128657,HomeImp,ProfExe,8,0,0,178.3390263,3,32,27.54114088
+1,14200,68750,88627,DebtCon,Other,10,0,1,219.6728008,0,32,34.6399614
+0,14200,100664,129166,DebtCon,Mgr,4,,,255.6876484,2,41,38.74675979
+0,14300,43826,70517,DebtCon,Other,0,0,0,260.0849449,0,20,28.83993348
+0,14300,60811,89324,DebtCon,ProfExe,8,0,0,205.6830398,0,20,20.98981184
+0,14300,93989,117410,DebtCon,Office,10,0,0,220.899221,0,12,39.87750077
+0,14300,31607,70118,DebtCon,ProfExe,6,0,0,255.7195673,0,15,23.0629138
+0,14400,77366,130330,DebtCon,ProfExe,14,0,1,285.200062,1,18,28.1716511
+0,14400,61121,88844,HomeImp,Other,,0,0,295.792111,0,20,30.30376695
+0,14400,46551,68545,DebtCon,Other,7,0,0,118.7464861,3,49,29.57126338
+0,14500,52440,62150,DebtCon,Other,4,0,0,174.6769004,0,13,27.19172091
+0,14500,67956,80318,DebtCon,Other,1,0,0,233.3972732,2,26,31.31641542
+0,14500,67631,89458,DebtCon,Other,4,0,0,24.95552961,1,4,39.10372517
+0,14600,,66776,,,8,0,0,118.9760627,0,14,25.96306069
+1,14600,124000,168000,DebtCon,ProfExe,4,0,0,146.8666667,2,29,
+1,14600,21340,44605,DebtCon,Office,13,0,0,126.7304283,0,5,36.46319167
+0,14600,82051,118505,,,,,,,,,35.89056247
+0,14700,47177,68456,HomeImp,ProfExe,3,0,0,193.6850688,2,18,34.54253324
+0,14700,76888,96552,DebtCon,ProfExe,9,2,0,189.5639063,0,30,29.41770877
+0,14700,33150,46053,HomeImp,Other,8,0,0,76.91471756,2,11,30.69643481
+0,14700,82967,114835,,,,,,,,,34.47807397
+0,14800,100255,116160,DebtCon,Other,10,0,0,184.7772142,0,26,34.48399039
+0,14800,,43475,DebtCon,Other,,,,339.7,,17,
+0,14800,41807,50931,DebtCon,ProfExe,4,0,0,269.7185483,1,35,38.50788773
+0,14800,73887,109451,DebtCon,Other,6,0,0,81.31481864,2,13,33.98140835
+0,14900,56506,81390,HomeImp,ProfExe,12,0,2,170.7666667,0,14,
+0,14900,87167,114219,DebtCon,ProfExe,8,0,0,194.1131735,2,36,41.3297639
+0,14900,87391,99494,HomeImp,Other,18,0,0,134.8599969,4,23,29.53505856
+1,14900,58204,71257,DebtCon,Office,3,3,2,206.5187349,1,50,43.76293027
+1,15000,,54869,DebtCon,Office,8,,,,,,
+1,15000,,,HomeImp,,1,1,0,108.5333333,0,22,
+1,15000,49200,72900,DebtCon,Other,10,0,0,174.0332996,1,16,
+1,15000,40772,62025,HomeImp,Other,,0,1,120.6,2,19,
+1,15000,48786,72500,DebtCon,Other,10,0,0,75.4,2,9,
+1,15000,5500,29025,DebtCon,Other,25,0,5,275.5,1,19,
+0,15000,50000,90000,DebtCon,ProfExe,5.5,0,0,130.8666667,2,22,
+0,15000,73335,99400,DebtCon,ProfExe,0.5,0,0,273.9333333,2,21,
+0,15000,94705,114400,DebtCon,Other,9,0,0,300.2666667,2,19,
+0,15000,23473,74000,HomeImp,Other,,0,0,244.7666667,1,50,
+0,15000,36900,58600,HomeImp,Other,26,0,0,247.1,0,14,
+1,15000,,50000,HomeImp,Other,0,3,4,206.9666667,1,45,
+1,15000,116400,146450,DebtCon,Other,17.5,0,1,255.6666667,1,29,
+1,15000,40000,58000,,ProfExe,4,7,0,268.8333333,3,26,
+1,15000,166000,182175,DebtCon,,3.5,4,0,74.06666667,2,14,
+1,15000,79000,108000,HomeImp,Other,0.4,0,0,385.5,3,31,
+0,15000,5627,64962,DebtCon,Sales,0,0,0,341.5020847,0,6,39.9967104
+0,15000,84832,107207,HomeImp,Other,19,0,0,124.4505323,4,23,28.55818348
+0,15100,,53238,DebtCon,Other,,,,350.9611645,,16,34.05584767
+0,15100,96763,114896,HomeImp,Office,2,0,0,144.52965,0,21,36.37170403
+0,15100,53549,99812,DebtCon,ProfExe,4,0,0,127.1221472,2,21,37.95710368
+0,15100,44700,76456,DebtCon,Mgr,5,0,0,134.5043482,0,9,29.38399653
+0,15200,5076,66536,DebtCon,Sales,2,0,0,323.1020042,0,5,40.25292875
+0,15200,102925,114520,HomeImp,Office,3,0,0,137.3893727,0,22,36.44647661
+0,15200,47200,74510,DebtCon,ProfExe,17,0,0,174.5215618,0,23,41.86337612
+0,15200,43961,62171,DebtCon,Other,,0,0,124.8068459,1,18,39.58005434
+0,15200,,100320,,Other,,0,0,190.256476,0,9,33.79999228
+0,15200,59745,81269,DebtCon,,8,,,,,,26.98558122
+0,15300,83039,99630,DebtCon,ProfExe,8,1,2,354.4602994,,42,38.26595101
+0,15300,79541,94973,DebtCon,Other,5,2,0,76.2075921,0,20,22.90250662
+0,15300,101311,113253,DebtCon,Other,0,0,0,140.0757712,1,21,40.66746229
+0,15300,53736,102094,HomeImp,Other,0,0,2,33.44969444,1,10,40.1048096
+0,15300,77069,104534,DebtCon,ProfExe,0,0,0,276.9242472,2,21,39.24459954
+0,15400,32855,69663,DebtCon,ProfExe,7,0,0,256.2275509,1,16,23.3103728
+0,15400,25822,43334,,Office,1,0,0,211.0166419,0,15,40.52940513
+0,15400,47749,74451,DebtCon,Mgr,3,0,0,133.8993123,1,8,27.92203478
+0,15400,7839,48276,DebtCon,ProfExe,4,0,0,315.1783185,0,16,18.30195947
+0,15500,59316,80837,DebtCon,Other,1,0,0,126.9127232,3,11,35.90146304
+0,15500,88929,115249,DebtCon,ProfExe,0,0,2,156.130914,0,34,32.0338704
+1,15500,48100,67000,DebtCon,Other,15,,,,,,
+0,15500,46125,63276,DebtCon,Mgr,27,0,0,298.476411,0,16,39.30720132
+0,15500,96426,122322,DebtCon,Office,12,0,0,226.2845243,0,12,40.86810919
+0,15600,104458,137583,DebtCon,Other,1,0,0,280.789801,0,46,41.23523649
+0,15600,105959,121747,DebtCon,Other,0,0,0,120.5331314,2,21,39.29481281
+0,15600,47537,66581,DebtCon,Other,7,0,1,116.6148587,3,48,30.37280108
+0,15700,64793,99157,HomeImp,ProfExe,22,0,0,244.7316736,1,23,38.32818888
+0,15700,111367,127421,DebtCon,,16,0,0,184.2348073,1,18,41.03530607
+0,15700,64185,84000,DebtCon,Other,0.2,2,2,112.0333333,2,26,
+0,15700,,54557,DebtCon,Office,2,0,0,93.04453952,2,8,41.25598551
+0,15700,58410,89082,DebtCon,Office,29,0,0,211.8056744,0,21,31.05837251
+0,15800,61073,90897,DebtCon,ProfExe,8,0,0,208.5007559,0,20,23.03574584
+1,15800,,58995,HomeImp,Other,1,2,3,194.9870881,1,45,52.20316451
+0,15800,24939,39285,,Office,2,0,0,209.0374415,0,16,38.88812837
+0,15800,94363,128434,DebtCon,Mgr,4,,,241.7361259,2,42,39.22189168
+1,15800,69928,,,Other,23,0,3,82.44398559,1,14,32.32726246
+0,15900,52012,105877,HomeImp,Other,0,0,2,50.53156169,1,10,40.39225654
+0,15900,102564,120724,DebtCon,ProfExe,0,0,0,125.8340702,0,30,37.99377579
+0,15900,69548,89775,DebtCon,Other,1,0,0,230.6730803,2,25,30.10831743
+0,15900,68304,92271,DebtCon,Other,1,1,2,113.2284034,2,25,32.88184693
+0,15900,19639,171350,HomeImp,Self,8,0,0,311.3103604,0,26,26.87672986
+0,16000,32918,52482,DebtCon,ProfExe,3,0,0,259.5710207,0,34,40.347344
+1,16000,20000,60000,HomeImp,Other,11,0,0,51.03333333,0,9,
+0,16000,38600,57822,DebtCon,Other,17,0,0,276.9666667,0,22,
+1,16000,88238,117500,DebtCon,Other,4,0,3,176.4666667,5,34,
+0,16000,84505,108652,DebtCon,Office,30,,1,332.385736,2,48,33.74218195
+0,16000,62973,87698,DebtCon,Office,1,0,0,156.4281155,0,24,23.57080084
+1,16100,49371,77400,DebtCon,Office,3,2,2,214.0603762,1,51,44.21676389
+0,16100,99844,114647,DebtCon,Other,11,0,0,169.983556,0,27,33.52327854
+1,16100,61712,82649,DebtCon,Other,12,0,0,94.6451236,0,9,27.5488312
+0,16100,,29725,DebtCon,Other,11,,,85.95153044,2,8,33.49604656
+0,16200,43794,69458,HomeImp,Office,2,0,0,140.5029163,0,18,31.10952867
+0,16200,87248,116407,DebtCon,Other,20,0,0,270.0076812,1,16,24.54326882
+0,16200,53600,73500,DebtCon,Other,5,,,104.7333333,1,8,
+1,16200,23466,206368,DebtCon,Mgr,9,7,3,141.0274265,10,41,32.36849777
+1,16200,46115,61917,HomeImp,Other,2,0,0,259.3606975,0,47,43.71749944
+0,16300,71510,89756,DebtCon,Other,2,0,0,193.1358902,0,30,31.41358583
+0,16300,56075,88870,,ProfExe,11,0,0,,1,16,24.68929369
+0,16300,34297,42629,HomeImp,Other,9,0,0,80.48923834,2,11,30.28477259
+0,16400,71264,94726,DebtCon,Other,1,0,0,177.2573424,1,31,35.03448136
+0,16400,63574,88586,HomeImp,Other,,0,0,298.1465517,0,20,29.15337202
+0,16400,,51454,DebtCon,Other,,,,338.1108068,,17,33.49183609
+0,16400,100014,122281,DebtCon,ProfExe,0,0,0,123.1339876,0,30,34.93667391
+0,16500,48491,112677,HomeImp,Office,2,,2,138.0960861,1,23,37.25333322
+0,16500,64992,97348,HomeImp,Office,8,,,123.6688208,0,11,36.10792355
+1,16500,48833,68872,DebtCon,Other,1,0,0,60.39065229,0,12,22.45962439
+0,16500,76000,110000,DebtCon,Mgr,18,0,0,242.5,5,31,
+0,16500,52030,158296,DebtCon,ProfExe,20,0,0,218.5392657,0,27,22.48479175
+0,16500,102552,144461,DebtCon,Office,1,,,136.7244895,2,15,34.10788882
+0,16600,9626,96887,HomeImp,Other,14,0,0,263.7662467,0,23,28.67470198
+0,16600,102543,119493,DebtCon,Office,3,0,0,276.6931852,0,33,29.28407186
+0,16600,,56631,DebtCon,Office,2,0,0,98.76022323,1,8,39.7995274
+0,16600,71096,104437,HomeImp,ProfExe,9,0,0,246.9596363,1,12,37.09953261
+0,16700,86076,130341,DebtCon,ProfExe,12,0,0,295.9543396,0,18,28.44799241
+0,16700,59207,83146,DebtCon,Other,2,0,0,309.496388,3,15,43.48806641
+0,16700,53423,85685,HomeImp,ProfExe,5,0,0,109.4294283,0,12,28.16061131
+1,16800,27623,88231,DebtCon,ProfExe,8,0,0,122.463272,0,12,55.96202222
+1,16800,16204,27781,HomeImp,Other,1,10,0,190.5770968,0,9,27.14688565
+0,16800,73280,103067,DebtCon,Other,1,0,0,140.362134,0,17,34.00229537
+0,16800,144756,183810,DebtCon,Mgr,11,0,0,243.5422549,0,20,26.73398284
+0,16900,71672,96677,DebtCon,Other,1,0,0,153.7916948,0,30,35.32783617
+0,16900,68940,88264,DebtCon,Office,0,0,0,166.1062815,0,25,24.95531142
+0,16900,61847,91671,DebtCon,ProfExe,9,0,0,202.0534356,0,20,21.34825451
+0,17000,10866,171952,HomeImp,Mgr,24,0,0,79.9919755,2,21,29.84695874
+0,17000,97713,164869,,Other,,0,,253.4763166,,23,36.45229579
+0,17000,27088,166437,HomeImp,Self,7,0,0,306.6741711,0,27,26.15671788
+0,17000,63450,92816,,ProfExe,10,0,0,,1,16,25.71867108
+0,17000,53058,74000,DebtCon,Other,17,1,0,204.9333333,1,21,
+0,17000,55820,88683,DebtCon,Office,0.5,0,0,74.03333333,0,23,
+1,17000,56800,82000,DebtCon,ProfExe,22,0,5,320.6,4,28,
+0,17000,97517,141718,DebtCon,Office,2,,,128.4175979,3,15,31.16602944
+0,17000,25638,128433,DebtCon,Other,10,0,0,367.6645206,0,9,39.10689638
+0,17100,22162,128989,DebtCon,Other,11,0,0,367.9970935,0,9,40.64091611
+0,17100,46953,69086,DebtCon,ProfExe,6,0,0,165.6277883,2,11,29.2491436
+0,17100,27842,74459,HomeImp,Other,,0,0,248.7187801,0,49,44.55215415
+0,17200,59698,89715,,ProfExe,9,0,0,,1,16,23.34562321
+0,17200,52011,65800,DebtCon,Other,7,0,1,120.3239792,2,48,30.55651187
+1,17200,74402,,DebtCon,ProfExe,13,0,1,115.3530306,4,34,41.35903633
+0,17200,52276,69860,DebtCon,Office,0,0,0,180.9314878,0,25,30.58796698
+0,17200,17234,43310,,Office,1,0,0,215.6075405,0,15,38.31851469
+0,17300,35070,63862,DebtCon,Other,16,0,0,125.1315694,1,17,37.93651965
+0,17300,90768,116052,DebtCon,Other,13,0,0,120.2414262,2,9,35.81087795
+0,17300,65077,91991,DebtCon,Other,0,2,3,114.0234424,2,26,35.90776048
+0,17400,,48971,DebtCon,Other,,,,345.0099186,,17,32.47431947
+0,17400,24687,37391,,Office,2,0,0,217.7442746,0,16,38.25139203
+0,17400,44479,78121,DebtCon,Mgr,1,0,0,117.3235888,0,9,27.13398944
+0,17400,123579,168243,DebtCon,Office,4,0,0,146.3520808,0,20,26.60351151
+1,17400,79623,113658,DebtCon,Other,0,0,2,212.1291452,2,25,35.10671964
+1,17500,76100,98500,DebtCon,Other,5,10,1,59.83333333,5,16,
+1,17500,110603,142000,DebtCon,Other,1,1,0,163.0666667,3,25,
+0,17500,61524,87188,HomeImp,ProfExe,3,0,0,115.8086609,1,13,25.40157
+0,17600,39057,50933,DebtCon,ProfExe,6,0,0,239.2016301,1,35,39.30107072
+0,17600,72232,103081,DebtCon,Other,1,0,0,143.9671531,0,18,36.30996249
+0,17600,67285,90816,DebtCon,Other,1,1,2,104.5928669,2,25,35.59225354
+0,17600,71366,87862,DebtCon,Office,5,0,0,116.7966851,0,20,23.40013712
+0,17700,10847,94611,HomeImp,Other,14,0,1,271.3966671,0,22,27.2833953
+0,17700,60260,90196,HomeImp,ProfExe,11,0,1,177.8548455,0,14,29.60717111
+0,17700,85150,113104,DebtCon,ProfExe,11,0,0,148.0652591,2,19,38.96287206
+0,17700,82302,111228,HomeImp,ProfExe,4,0,0,118.4559036,0,25,37.1605612
+0,17800,107736,113100,DebtCon,Other,1,0,0,135.1232249,2,20,38.93711224
+0,17800,51689,115660,DebtCon,ProfExe,16,0,0,270.044991,0,19,27.46700181
+0,17800,54003,116434,DebtCon,ProfExe,18,0,0,268.715304,0,19,24.25197177
+0,17900,62697,89848,DebtCon,Office,7,0,0,113.0588969,0,19,24.07219136
+0,17900,70444,95860,HomeImp,Office,7,,,95.68425477,0,11,38.14282274
+0,17900,110332,130756,DebtCon,Other,2,0,1,288.6555842,1,47,41.9463752
+0,18000,97523,130166,DebtCon,Mgr,5,,,247.9728235,3,42,40.59168739
+0,18000,84824,115146,DebtCon,Other,21,0,0,293.9804358,0,16,27.09752347
+0,18000,88000,131300,DebtCon,Mgr,14,0,0,179.5666667,2,26,
+1,18000,62000,160800,HomeImp,ProfExe,15,0,0,129.8333333,1,11,
+0,18000,52301,79959,DebtCon,Other,1,,1,290.2806482,0,9,37.16369797
+0,18000,74162,89823,DebtCon,Other,0,2,1,121.7614658,1,26,34.02520751
+0,18000,107546,176314,DebtCon,Office,6,0,0,218.0193861,3,23,40.15214366
+0,18100,57864,164069,DebtCon,ProfExe,19,0,0,247.545271,0,27,21.46927181
+0,18100,22203,138057,DebtCon,Other,8,0,0,356.9090675,1,10,40.87438208
+0,18100,18611,171194,HomeImp,Self,5,0,0,313.0379453,0,26,27.19915401
+0,18200,34593,56658,DebtCon,Other,15,0,0,126.0480098,1,18,36.92663479
+0,18200,97146,124195,DebtCon,Office,24,0,0,278.3074217,2,17,32.72169498
+0,18200,62141,90434,DebtCon,Office,0,0,0,69.41077665,0,22,35.35728725
+0,18200,57980,79265,DebtCon,Other,16,0,0,194.0542928,0,20,37.72576061
+0,18300,26982,59552,DebtCon,ProfExe,15,0,0,183.6144149,1,19,36.29961798
+1,18300,60100,82506,DebtCon,ProfExe,10,3,1,171.4666667,2,64,
+0,18300,89455,124840,DebtCon,ProfExe,13,,,148.7646605,,24,29.9624015
+0,18400,94280,122172,DebtCon,Office,23,0,0,280.0488336,2,16,33.36352866
+0,18400,110580,137926,DebtCon,ProfExe,6,0,0,93.43274991,0,13,29.11688772
+0,18400,48970,69559,DebtCon,ProfExe,20,0,0,178.015833,0,23,39.70798807
+0,18500,,94125,,Other,,1,0,178.6456365,0,11,30.93141022
+0,18500,65165,90805,DebtCon,Office,2,0,0,160.7322651,0,25,25.37204765
+0,18500,71000,95000,DebtCon,Mgr,6,0,0,71,7,24,
+1,18600,73473,105848,HomeImp,Mgr,9,0,4,186.7128357,1,14,27.64603658
+0,18600,96993,134785,DebtCon,Mgr,14,0,0,173.897513,2,25,33.36326972
+0,18600,38674,63641,HomeImp,Other,23,0,0,245.049372,0,13,25.18098984
+0,18600,49385,70220,DebtCon,ProfExe,6,0,0,229.474919,2,32,30.73139653
+0,18600,80970,101244,DebtCon,ProfExe,0,0,0,272.882599,2,20,39.80899322
+0,18700,65458,84639,DebtCon,Other,0,1,2,97.14654403,2,25,33.6906879
+0,18700,99003,162566,,Other,,1,,252.2637988,,23,39.20903917
+1,18700,70562,91223,DebtCon,Other,27,0,2,112.7103681,4,35,64.2724769
+0,18700,87958,114696,DebtCon,Other,20,0,0,301.9122949,0,17,24.41521969
+1,18800,67666,167619,HomeImp,ProfExe,14,0,0,135.9518082,1,11,47.59052865
+0,18800,66562,90325,DebtCon,Other,0,1,1,112.9032622,2,25,33.16227148
+0,18900,127269,203737,HomeImp,ProfExe,14,0,0,206.2000368,0,21,36.27285836
+0,18900,87657,117577,DebtCon,ProfExe,9,0,0,142.466495,2,19,39.96618165
+0,18900,127559,154545,DebtCon,Mgr,,0,0,216.6695154,0,18,36.9158782
+0,18900,69325,102438,DebtCon,Other,,2,1,222.6522749,2,13,43.5240978
+0,18900,82537,117610,DebtCon,Mgr,16,0,0,233.8485347,5,30,39.06489297
+0,19000,130291,168187,DebtCon,Office,3,0,0,140.6893429,0,20,24.78815021
+0,19000,47400,80000,DebtCon,Other,12,0,0,95.36666667,1,10,
+1,19000,46300,72000,DebtCon,ProfExe,5,1,1,215.0333333,6,24,
+1,19000,100670,122581,DebtCon,Mgr,10,0,,81.25254742,0,27,41.86363105
+0,19100,31442,57151,DebtCon,Other,16,0,0,100.0326359,1,17,39.90704163
+0,19100,22094,61820,HomeImp,ProfExe,5,0,0,201.1354777,0,13,28.8888762
+0,19200,101641,160839,,Other,,1,,260.8349929,,23,37.12360431
+0,19200,32417,97000,HomeImp,Other,6,0,0,130.8666667,0,15,
+0,19300,84425,119351,DebtCon,Mgr,15,0,0,238.6686971,4,31,38.29827816
+1,19300,27747,43740,DebtCon,Office,7,1,0,167.6579808,1,16,35.08607055
+0,19300,98769,121140,HomeImp,Mgr,0,0,1,313.9245154,0,20,43.08554305
+0,19400,39928,106271,HomeImp,Other,6,0,0,129.1782772,0,14,31.92215492
+0,19400,53000,82800,DebtCon,Other,18,0,0,206.9666667,1,22,
+0,19400,71515,100771,DebtCon,Other,,1,1,223.1710844,2,13,40.70504371
+0,19500,88909,140092,DebtCon,Mgr,13,0,0,163.5625044,1,25,33.00501666
+0,19500,58474,89240,DebtCon,Office,6,,,172.8721456,,15,38.82378279
+0,19600,64000,90000,DebtCon,Mgr,9,0,0,195.8,2,19,
+0,19600,53662,80055,DebtCon,Other,6,,,99.08554237,0,8,37.51829781
+1,19700,62351,84624,DebtCon,Mgr,0,1,0,88.12651678,1,22,54.24133474
+0,19700,105135,147353,DebtCon,Office,11,0,2,225.6961276,0,24,43.00965053
+0,19800,51454,68073,HomeImp,Office,1,0,0,130.9747908,0,17,32.30494412
+0,19800,69174,95154,HomeImp,ProfExe,6,0,0,59.45925619,0,16,31.25482163
+0,19900,96435,130019,DebtCon,Office,27,0,0,274.2825562,3,16,32.46920265
+0,19900,4641,23636,DebtCon,Other,,0,0,63.53525475,1,19,40.44237823
+0,20000,9647,31920,DebtCon,Other,0,1,0,24.68623145,1,3,28.94036033
+1,20000,68958,99875,DebtCon,ProfExe,11,1,1,117.6666667,0,23,
+1,20000,73400,94000,DebtCon,Mgr,9,0,0,270,2,14,
+0,20000,79741,117600,DebtCon,Other,10,0,0,291.1666667,2,17,
+0,20000,32000,56373,DebtCon,Other,1,0,0,113.5666667,1,17,
+0,20000,61843,95595,HomeImp,Office,14,0,0,135.9666667,0,14,
+0,20000,,128042,HomeImp,Other,0,0,0,314.5333333,3,21,
+1,20000,161000,204000,DebtCon,ProfExe,5,3,7,205.9333333,5,25,
+1,20000,16000,87300,DebtCon,Other,28,1,6,232.3333333,1,21,
+1,20000,11000,75000,DebtCon,Other,7,1,3,267.8333333,1,23,
+1,20000,107000,146400,DebtCon,Office,0.1,0,2,234.3333333,2,32,
+0,20000,28440,91704,DebtCon,ProfExe,10,0,0,143.6374388,0,20,30.20689334
+0,20100,78915,119400,DebtCon,Mgr,18,0,0,232.8267062,4,30,36.64867972
+0,20100,70491,100797,DebtCon,Other,,2,0,247.0372719,2,14,40.27214938
+0,20100,45764,79967,,,,,,,,,38.64772791
+0,20100,137009,286955,HomeImp,Mgr,3,0,0,196.9841162,0,14,30.08535009
+0,20200,125647,166423,DebtCon,Office,1,,0,395.1487613,,51,36.13250999
+0,20200,153084,196968,DebtCon,Other,6,0,0,,1,16,32.01179994
+0,20200,34676,62987,DebtCon,Other,1,0,0,112.7990866,0,17,22.09304595
+0,20300,90048,129230,DebtCon,ProfExe,13,,,134.9425973,,25,30.23655406
+0,20300,21281,90551,DebtCon,Other,22,0,0,219.0882238,2,41,37.15549756
+0,20300,94781,125948,DebtCon,ProfExe,12,,,148.6556875,,24,33.18367731
+0,20400,,94446,HomeImp,Other,6,0,0,184.82429,1,16,40.77586435
+0,20400,81823,114832,DebtCon,Mgr,18,0,0,234.3920415,4,31,35.20581884
+0,20400,60393,98247,DebtCon,Office,3,0,0,149.5711997,0,22,34.34224939
+0,20500,86236,138729,DebtCon,Other,11,0,0,97.86217257,3,14,38.6994411
+0,20500,169689,198931,DebtCon,ProfExe,9,0,0,258.6200419,1,37,26.36612627
+1,20500,52031,64975,,Other,2.5,1,3,105.5333333,2,33,
+1,20500,85884,103546,DebtCon,Other,5,9,0,39.98582958,5,16,34.06826893
+0,20600,,24894,DebtCon,ProfExe,3,0,0,90.91493176,0,18,22.03357993
+1,20600,52946,83558,DebtCon,Other,0,0,0,65.88287939,0,10,65.14359346
+0,20600,,28635,DebtCon,ProfExe,5,0,0,102.9868632,0,18,19.44718515
+0,20700,71408,103991,HomeImp,Other,4,0,0,208.3517505,1,12,31.32739444
+0,20700,107766,146937,DebtCon,Office,12,0,2,223.1378975,0,24,42.54727476
+1,20800,176235,209695,DebtCon,Other,9,3,0,159.7067703,0,25,38.59193997
+0,20800,156393,199881,DebtCon,Other,7,0,0,,2,16,30.92340746
+0,20800,,26732,DebtCon,ProfExe,6,0,0,103.0311295,1,19,21.30427209
+0,20800,,130472,HomeImp,Other,1,0,0,308.410354,3,21,29.66545241
+0,20900,111464,144487,DebtCon,Office,11,0,1,206.6773533,0,25,40.06547716
+0,20900,63038,86870,DebtCon,,3,0,0,113.6988334,0,16,38.73252181
+1,20900,66575,79416,DebtCon,ProfExe,13,2,1,107.2695126,7,28,28.38233702
+0,20900,152994,117934,,ProfExe,4,0,0,98.50936023,3,34,32.31318716
+0,21000,69097,105200,DebtCon,Other,,1,0,237.8201289,1,13,40.30577357
+0,21000,86545,118000,HomeImp,Mgr,9.9,0,0,121.7666667,2,24,
+1,21000,69231,95000,DebtCon,ProfExe,8,0,7,116.7,1,22,
+1,21000,52411,90031,,ProfExe,5,2,1,90.4254746,3,24,41.96624947
+0,21100,48624,83448,,,,,,,,,39.67140831
+0,21100,91479,127110,DebtCon,Office,25,0,0,279.4682368,3,16,33.07852222
+0,21200,103264,148968,HomeImp,ProfExe,8,0,0,161.8591186,1,22,34.54854127
+0,21200,62067,104579,HomeImp,Office,13,0,0,143.3645296,0,14,36.1076674
+0,21200,63093,101789,HomeImp,ProfExe,18,0,0,623.4562088,1,24,19.41458795
+0,21300,104000,155250,DebtCon,Mgr,16,0,0,185.7,0,26,
+0,21300,28463,47537,DebtCon,Other,1,,,317.3006251,,24,37.17163855
+0,21300,94642,125062,DebtCon,Office,24,0,0,278.691315,2,17,32.98853181
+0,21300,66573,100519,DebtCon,Office,7,,0,98.89218205,1,18,34.96414103
+0,21400,85609,108469,DebtCon,Mgr,24,,1,306.1836619,0,43,39.91928991
+0,21400,90912,121714,DebtCon,Self,3,0,0,221.515426,2,26,34.88554143
+0,21400,41671,103427,HomeImp,Other,6,0,0,122.1533442,0,15,31.61467953
+1,21500,84048,115705,DebtCon,ProfExe,10,,1,122.2897915,1,30,49.37972914
+0,21500,129361,284790,HomeImp,Mgr,3,0,0,199.2195955,0,15,30.40625943
+0,21500,153783,191069,DebtCon,ProfExe,10,,,105.359931,0,23,31.79238783
+0,21500,35300,78810,HomeImp,Other,25,0,0,261.8666667,1,7,
+0,21600,45421,75632,DebtCon,Office,2,0,1,230.2422347,0,11,33.45738088
+0,21600,,65935,HomeImp,Office,8,0,0,111.0680978,1,5,19.42908427
+0,21600,59219,98111,HomeImp,ProfExe,18,0,0,626.7713928,1,23,21.24168423
+0,21600,94477,135936,DebtCon,ProfExe,,0,0,205.0168354,0,20,26.80094617
+0,21700,60792,14580,DebtCon,Other,5,,,62.85635695,1,17,40.3158193
+1,21700,92382,168708,,Mgr,13,2,5,249.2427629,,24,29.3690264
+0,21700,20627,52040,DebtCon,Other,26,0,2,199.9854317,0,25,27.11768955
+0,21700,188525,234269,DebtCon,ProfExe,0,0,0,301.5210741,0,26,37.33952006
+0,21800,90065,122335,DebtCon,Self,3,0,0,212.6954676,1,26,34.84691939
+0,21800,48162,70361,DebtCon,Office,2,0,0,227.9862791,0,12,36.0618164
+0,21800,,59736,DebtCon,Other,,0,0,304.7369303,0,18,36.71311371
+0,21900,91327,139106,DebtCon,ProfExe,,0,0,201.6855482,0,21,30.01955513
+0,21900,66859,104878,DebtCon,Office,7,,1,116.5339256,1,18,38.88482695
+0,21900,70152,188365,,Other,9,0,0,367.5414905,0,17,32.69251534
+0,22000,142072,181484,DebtCon,ProfExe,6,,,162.5386403,5,42,41.27082013
+0,22000,54010,97800,DebtCon,ProfExe,1,0,0,192.7333333,0,26,
+1,22000,96127,122000,DebtCon,Mgr,24,0,2,301.3,3,36,
+0,22000,143355,183799,DebtCon,ProfExe,6,,,174.8462897,3,43,42.22116463
+0,22100,69697,102155,HomeImp,Mgr,13,0,0,164.7849474,0,28,36.27847391
+0,22100,24000,49000,DebtCon,Other,14.4,0,0,109.5666667,2,25,
+0,22100,33435,52340,HomeImp,Self,4,1,,134.0000742,,10,24.02393073
+0,22200,125703,162648,DebtCon,Office,3,,0,374.2114868,,51,37.58435894
+0,22200,98624,140938,DebtCon,ProfExe,,0,0,207.2889332,0,20,29.21889542
+0,22300,52322,102958,DebtCon,Office,2,1,4,174.536412,0,47,36.85308497
+1,22300,71800,100000,DebtCon,Sales,0.1,0,0,220.1333333,1,26,
+0,22300,93305,143672,DebtCon,ProfExe,21,0,0,176.4166175,0,25,40.47109214
+0,22400,74553,102373,DebtCon,Other,18,0,0,206.5813951,1,12,40.84802282
+0,22400,72866,95734,DebtCon,Mgr,5,0,0,75.95573527,7,23,37.50722389
+0,22400,89985,121601,HomeImp,Mgr,11,0,0,111.9824201,2,24,30.9911741
+0,22400,95539,124566,HomeImp,Mgr,9,0,0,140.6955024,1,24,31.86981041
+0,22400,16630,56824,DebtCon,Other,25,0,1,199.7384646,0,24,27.02778743
+0,22400,71784,101695,DebtCon,Other,,2,1,239.903304,2,14,42.81636756
+0,22500,52000,87250,DebtCon,Other,7,0,0,232.3333333,1,20,
+0,22500,96170,118502,HomeImp,Mgr,10,0,0,118.15195,1,24,33.20054802
+0,22500,136086,180804,,Mgr,26,,4,329.4072371,1,27,33.03141554
+0,22600,72522,91587,DebtCon,Other,2,0,0,99.00046796,2,30,35.26211359
+1,22600,155056,187000,DebtCon,Mgr,0.1,0,0,253.6,0,27,
+0,22600,,58856,DebtCon,Other,,0,1,298.8195417,0,18,38.19502654
+0,22700,73280,92961,DebtCon,ProfExe,8,0,1,109.5702924,3,26,34.61442256
+0,22700,93542,99198,HomeImp,,6,,,,,,30.08034344
+0,22700,155284,197634,DebtCon,ProfExe,15,,,103.7859943,0,24,29.54032204
+0,22800,76733,105624,DebtCon,Mgr,1,,,225.3275079,5,23,40.69195368
+0,22800,,74988,DebtCon,Sales,2,0,0,393.5104724,0,23,24.05020799
+0,22800,52644,96376,DebtCon,Other,7,0,0,238.3801452,0,19,34.94670077
+0,22900,90702,115355,DebtCon,Mgr,24,,0,308.85054,1,42,38.79333433
+0,22900,64350,93126,DebtCon,Office,6,,,181.8260463,,16,39.39135211
+0,22900,107241,138883,DebtCon,Mgr,9,1,0,201.7857441,5,18,41.14075208
+0,22900,88244,103144,HomeImp,,8,,,,,,31.0726936
+0,23000,91732,140728,DebtCon,ProfExe,,0,0,203.9066776,0,21,27.69223742
+0,23000,72681,105405,DebtCon,Mgr,0,,,230.0750645,4,23,43.51909332
+0,23000,213000,280000,HomeImp,ProfExe,7,,5,468.8666667,,56,
+0,23000,32946,52054,HomeImp,Self,6,0,,123.0672167,,10,24.02181712
+0,23100,141937,179756,HomeImp,Mgr,6,0,0,328.3984932,0,16,43.91004585
+0,23100,72712,185787,,Other,10,0,0,362.1817044,1,16,31.86715522
+0,23200,96345,135081,DebtCon,ProfExe,,0,0,217.4805423,0,20,26.79993001
+0,23200,131804,171144,DebtCon,ProfExe,6,0,0,197.768728,0,37,19.77885179
+0,23300,143821,177028,HomeImp,Mgr,8,0,0,320.9234361,0,16,44.75295886
+1,23300,103783,132612,DebtCon,Sales,1,0,,120.3479666,0,19,203.3121487
+0,23400,91165,99564,HomeImp,,8,,,,,,28.97862141
+0,23400,35634,61149,DebtCon,Other,,0,0,204.6427862,0,13,41.11515894
+0,23500,90246,119320,DebtCon,Other,22,0,0,239.2596449,1,26,41.33669648
+0,23500,48286,81958,DebtCon,Mgr,6,0,0,248.8600943,2,25,32.46730089
+0,23500,,59600,DebtCon,Other,26,0,0,127.8,0,9,
+0,23500,94109,97194,DebtCon,ProfExe,1,1,0,116.8186482,0,20,35.86611643
+0,23500,62441,97293,DebtCon,Office,1,0,0,152.8327542,0,21,34.53125999
+0,23600,,68208,DebtCon,Other,26,0,0,119.5859013,0,8,20.81825554
+0,23600,141000,175000,DebtCon,Other,2,0,0,192.7666667,0,35,
+0,23600,56023,83659,DebtCon,Mgr,5,0,0,267.7555345,2,25,32.20078133
+0,23700,138632,186585,DebtCon,ProfExe,20,0,0,225.8977256,0,24,42.76682961
+1,23700,76000,106000,DebtCon,Sales,2.6,1,0,138.9666667,2,38,
+0,23800,74390,186176,,Other,10,0,0,363.1401917,1,16,30.27099531
+1,23800,55753,87971,HomeImp,Other,1,0,0,56.6670994,0,13,64.77572776
+0,23900,7500,26500,DebtCon,Other,17,3,0,126.8333333,2,19,
+0,23900,16082,31196,DebtCon,Other,17,2,0,123.3686461,1,19,26.71625685
+0,23900,85097,100730,HomeImp,,9,,,,,,29.50851727
+0,23900,,151738,,,,,,,,,16.42639471
+1,24000,88783,116967,DebtCon,Self,2,0,0,171.5062567,5,23,56.96183857
+1,24000,35000,,DebtCon,Self,3,1,0,177.5,0,16,
+1,24100,164155,225184,HomeImp,Self,2,,,,,,31.56422692
+0,24100,80005,102098,DebtCon,Other,18,1,0,196.2531041,1,12,39.7589325
+0,24200,45902,70212,DebtCon,Other,25,0,0,303.7624695,3,32,35.22386162
+1,24200,37500,,,ProfExe,4,0,0,123.8,0,14,
+0,24200,90626,116601,DebtCon,Self,2,0,0,226.1163866,1,27,34.49993837
+0,24300,41323,73309,DebtCon,Other,27,0,1,298.1859041,2,32,36.15527752
+0,24300,123686,153184,DebtCon,Mgr,4,0,0,298.2829133,0,25,36.33656439
+0,24400,237543,261393,HomeImp,Self,3,1,0,254.517448,2,50,37.90658567
+0,24400,26366,54775,DebtCon,Other,13,0,0,101.6362349,2,24,29.09588127
+0,24400,91316,147837,DebtCon,ProfExe,23,0,0,170.0567485,0,24,42.66845465
+0,24500,33537,57048,DebtCon,Other,14,0,0,99.37613252,1,24,28.49500481
+0,24500,134188,171658,DebtCon,Other,5,1,0,219.1675779,0,20,34.98614057
+0,24500,,51623,DebtCon,Other,,,,91.86238836,,12,28.87957066
+0,24600,71862,94704,DebtCon,Other,1,0,0,93.26171339,2,29,35.2905832
+0,24700,55435,89663,DebtCon,Mgr,7,0,0,252.6220694,2,26,34.74184793
+0,24700,53925,83056,DebtCon,Mgr,4,0,0,251.1883928,2,25,34.88924173
+0,24800,144410,211936,HomeImp,ProfExe,3,0,0,195.0703595,1,28,38.92615688
+0,24800,82670,106563,DebtCon,Mgr,8,0,0,302.984432,2,28,30.95648584
+0,24900,17139,33269,DebtCon,Other,16,3,0,124.1968265,1,18,26.27583242
+0,24900,139241,171296,DebtCon,Other,6,1,0,220.6871583,0,19,35.59165567
+0,25000,95651,148280,DebtCon,ProfExe,21,1,0,154.5654328,0,24,42.69533127
+0,25000,149000,202500,HomeImp,Other,11,0,0,256.6666667,2,34,
+0,25000,57459,96000,DebtCon,Other,16,0,1,133.7666667,0,30,
+0,25000,89000,122000,DebtCon,ProfExe,0,1,0,193.8,3,38,
+0,25000,42632,71000,DebtCon,Other,24,,1,284.9333333,1,30,
+1,25000,98500,130000,DebtCon,Other,5,0,1,201.8333333,4,43,
+1,25000,110676,,DebtCon,Sales,8,2,0,119.3666667,0,6,
+1,25000,,72970,DebtCon,ProfExe,1.8,4,0,198.8,0,18,
+1,25000,175225,211000,DebtCon,ProfExe,13,1,2,148.1333333,4,53,
+1,25000,59841,108620,,Self,20,0,0,101.4666667,0,4,
+1,25000,39000,72500,DebtCon,Other,3,0,1,114.6666667,3,22,
+0,25000,,35000,DebtCon,Other,10,1,,88.93333333,,14,
+0,25100,147622,187441,HomeImp,Self,3,0,0,170.4807208,0,16,41.52143161
+0,25100,65633,100776,DebtCon,Other,15,0,1,141.9381303,0,29,40.62020969
+0,25100,96627,128022,DebtCon,ProfExe,1,0,0,197.6334714,3,37,35.98054235
+0,25100,24205,54464,DebtCon,Other,25,0,0,116.4407697,0,11,22.45936936
+0,25200,22773,72541,DebtCon,Other,,1,2,92.583557,1,26,30.42091482
+0,25200,73168,93608,DebtCon,Office,9,0,0,151.1214795,0,21,35.59032677
+0,25300,139427,245988,HomeImp,ProfExe,28,0,0,366.1101514,1,18,36.27844415
+0,25300,51261,87025,DebtCon,Mgr,4,0,0,249.8361848,2,25,31.65878641
+1,25400,107343,192642,DebtCon,Other,1,0,10,192.6716931,1,14,35.75976024
+1,25400,83943,129189,DebtCon,Mgr,,1,1,5.243341044,,41,42.93355731
+0,25500,135728,178942,DebtCon,Mgr,0,,,133.9564941,,38,32.42562995
+1,25500,25828,44166,DebtCon,Other,,0,1,187.8625184,,17,39.42789016
+0,25500,235839,267506,HomeImp,Self,5,0,0,240.2170139,3,51,39.04842776
+0,25600,,51974,DebtCon,Other,,,,100.6768656,,13,28.11606742
+0,25600,240092,263958,HomeImp,Self,5,1,0,245.6794706,2,51,38.97353933
+1,25600,50910,87358,DebtCon,Other,19,2,0,104.4064722,0,27,42.67745065
+0,25600,139746,210298,HomeImp,ProfExe,6,0,0,185.1125764,1,28,38.36889038
+0,25700,50800,85000,DebtCon,Other,23,1,2,184.2666667,1,20,
+0,25700,85417,98179,HomeImp,,7,,,,,,30.82947717
+0,25800,70804,106892,DebtCon,ProfExe,12,0,0,291.0720275,1,33,40.77228326
+1,25900,42105,73249,DebtCon,Other,2,0,0,109.2111561,3,22,31.80908592
+0,25900,145700,211151,HomeImp,ProfExe,6,0,0,182.1713721,1,27,38.48048457
+1,25900,21852,57518,HomeImp,Other,2,0,0,80.16847942,2,11,31.98368604
+0,26000,107291,137426,DebtCon,Mgr,9,2,0,191.57344,4,18,40.76740141
+1,26000,154000,190000,,Other,0,0,4,171.4333333,3,58,
+0,26100,,36277,DebtCon,Other,9,0,,79.33145984,,13,20.51714628
+0,26100,,151429,,,,,,,,,15.56700107
+0,26200,105096,136580,DebtCon,Mgr,9,2,0,181.3585917,4,17,39.18736161
+0,26200,149599,181869,DebtCon,Other,1,0,0,204.0289898,0,35,39.80087956
+0,26300,94337,123054,DebtCon,ProfExe,0,1,0,204.9173394,2,38,35.72585219
+0,26300,52296,91041,DebtCon,Other,24,1,2,193.8537132,0,19,24.89378113
+0,26300,78851,109090,DebtCon,Office,8,0,0,405.4304292,0,44,42.34162639
+0,26400,130672,212536,DebtCon,ProfExe,10,0,0,221.5068316,3,26,20.26991879
+0,26400,44333,68945,DebtCon,Office,18,0,0,173.4953921,2,21,32.34941205
+0,26500,145393,187324,HomeImp,Self,3,0,0,194.2277448,1,16,40.85486499
+0,26500,77198,131090,DebtCon,Office,0,0,0,312.9088037,0,24,37.83016379
+1,26500,82859,,HomeImp,Office,0.4,2,0,177.5,0,22,
+1,26600,62895,103000,DebtCon,Self,1,0,5,187.4666667,2,34,
+1,26600,84843,115850,DebtCon,Sales,2,0,0,137.5388776,2,37,42.57188992
+0,26700,144243,176096,DebtCon,Other,1,0,0,194.6797961,0,34,40.47924358
+0,26700,129559,170042,DebtCon,Mgr,1,0,0,232.6461734,1,24,34.11753289
+0,26800,148471,183284,DebtCon,ProfExe,4,0,0,323.262383,0,35,37.27227131
+1,26800,18459,53907,DebtCon,Other,0,0,0,200.4170271,0,6,71.51211057
+1,26900,69000,106500,DebtCon,Sales,0.6,0,1,115.7,2,19,
+0,26900,72848,101736,DebtCon,Office,10,0,0,131.4096343,0,21,36.36902746
+0,27000,13718,35684,DebtCon,Other,16,2,0,122.2944468,1,18,24.35575958
+0,27000,54834,85391,DebtCon,Other,9,0,1,132.5785446,2,30,39.30573912
+1,27100,63844,101000,DebtCon,Other,8,1,1,128.8,0,22,
+0,27100,20479,46735,DebtCon,Other,24,0,0,103.8162897,0,10,24.25867722
+0,27200,110470,180982,DebtCon,Sales,17,0,0,295.4714492,1,30,34.7669497
+0,27200,58383,92484,DebtCon,Other,22,1,2,170.0723235,1,20,23.80982026
+0,27300,53223,86696,DebtCon,Office,0,0,0,96.07068788,0,22,34.51779051
+0,27300,,43277,DebtCon,Other,9,0,,101.8866148,,14,20.80819618
+0,27400,,39858,DebtCon,Other,11,1,,87.37900765,,14,20.58821436
+0,27400,100951,149305,DebtCon,Mgr,21,0,0,194.5330279,0,13,41.64417205
+1,27500,137900,184000,DebtCon,Office,10,0,0,,0,0,
+0,27500,23439,47177,DebtCon,Other,25,0,0,112.8945073,0,11,23.02289409
+0,27600,131887,174323,DebtCon,Mgr,0,0,0,243.053713,2,24,35.27186703
+0,27600,54328,94216,DebtCon,Other,24,1,2,188.3937419,1,19,26.83331217
+0,27600,74964,118507,DebtCon,Other,5,0,0,91.7112462,1,32,39.14675577
+1,27700,,65635,HomeImp,Other,18,0,3,221.1,1,28,
+1,27700,19300,39000,DebtCon,Mgr,12,3,0,212.0666667,0,46,
+0,27700,141930,182516,DebtCon,ProfExe,0,0,0,235.6305765,2,19,41.9588135
+0,27800,64804,97553,DebtCon,Other,15,1,0,105.0986638,1,17,32.17786106
+0,27900,137006,207997,HomeImp,ProfExe,5,0,0,194.0931469,1,28,36.90607516
+0,27900,50988,81533,DebtCon,Office,1,0,0,167.6144501,2,18,40.62088475
+0,28000,140770,209726,HomeImp,ProfExe,5,0,0,190.329522,0,27,38.88660597
+1,28000,28042,63500,DebtCon,ProfExe,14,2,4,121.7333333,4,28,
+0,28100,32470,54522,DebtCon,Other,35,0,0,295.4966835,0,23,38.7994829
+0,28200,76011,129352,DebtCon,Office,1,0,0,302.8032607,0,23,36.39047361
+0,28200,44321,63050,DebtCon,Office,19,0,0,182.2473057,2,22,32.47716703
+0,28200,148772,186023,HomeImp,Self,3,0,0,203.5758597,1,17,43.30465807
+0,28300,71973,119224,DebtCon,Other,4,0,0,89.37995232,2,32,39.98105906
+0,28400,90823,126845,DebtCon,Other,1,0,0,188.7734549,1,25,42.89671511
+0,28400,106020,206030,DebtCon,Other,22,0,0,188.7524695,0,18,25.33037232
+0,28500,49461,83352,DebtCon,Other,21,0,0,210.0250584,0,26,37.3017641
+0,28500,43413,73248,DebtCon,Mgr,13,0,0,102.5670171,6,16,35.67150508
+0,28600,85174,127306,DebtCon,Other,1,0,0,193.0739135,1,24,40.65624858
+1,28600,126189,167157,DebtCon,ProfExe,19,0,2,239.2270359,0,26,31.01274893
+1,28700,25190,59841,DebtCon,Office,1,0,1,201.1767833,0,11,35.72928694
+0,28800,134144,185910,DebtCon,Mgr,2,,,122.5038922,,39,30.33821943
+0,28900,89945,124453,DebtCon,Other,2,0,0,194.9102495,2,25,42.71977457
+0,28900,109888,182229,DebtCon,Sales,16,0,0,302.2264177,1,30,33.3190619
+1,29000,72478,113000,DebtCon,Other,1.5,0,6,114.6666667,4,12,
+0,29300,228059,291314,DebtCon,ProfExe,16,0,1,259.6772021,2,26,28.17364554
+0,29500,232801,289260,DebtCon,ProfExe,13,0,0,264.4315076,2,25,26.98136309
+0,29700,100657,148653,DebtCon,Other,14,0,0,221.9253115,0,40,42.30290733
+0,29900,73506,115000,DebtCon,Mgr,11,0,0,77.13333333,1,35,
+0,30000,12223,35875.06,DebtCon,Other,28.5,0,0,199.8333333,0,15,
+1,30000,,50000,HomeImp,Office,4,0,1,118.6666667,1,15,
+0,30000,20000,38000,DebtCon,Other,0.9,0,0,59.83333333,0,7,
+0,30100,42747,71360,DebtCon,Other,10,,,89.51626546,,24,34.03666376
+0,30200,34955,79556,DebtCon,Other,8,,,121.0233134,,23,32.8045306
+0,30300,36014,76525,DebtCon,Mgr,14,0,0,88.93446885,5,16,34.9372716
+0,30500,57516,103086,DebtCon,Office,3,0,0,166.1995272,2,24,37.81408909
+1,30500,18375,61738,DebtCon,Mgr,20,3,5,141.7031333,0,28,45.3547887
+0,30700,14834,64870,DebtCon,Other,1,0,0,99.70436212,1,5,36.69232406
+0,30800,21172,37333,DebtCon,Other,30,0,0,208.4986963,0,15,41.35817107
+0,30900,190480,298239,DebtCon,Other,27,0,1,164.6048706,0,23,39.60145213
+0,31000,13542,58827,DebtCon,Other,0,0,0,92.1329084,0,6,36.25696875
+0,31200,14906,64767,DebtCon,Other,0,0,0,80.35557059,0,5,35.03907537
+0,31300,188655,298090,DebtCon,Other,28,0,0,153.0868546,0,22,40.29677071
+1,31500,15391,,HomeImp,,2.6,6,1,57.83333333,0,8,
+0,31600,11478,66275,DebtCon,Other,1,0,0,97.19863392,1,5,35.94520575
+0,31800,126316,180750,DebtCon,Mgr,14,0,0,167.8572559,2,28,42.63343718
+0,31800,195134,299299,DebtCon,Other,29,0,0,161.8851264,0,22,38.63702392
+0,31900,16363,43218,DebtCon,Other,29,0,0,200.3016025,0,14,42.09417911
+0,32000,22832,43358,DebtCon,Other,1,0,0,68.32898424,0,7,13.66579769
+0,32200,108871,151667,DebtCon,Other,11,0,0,227.4154384,0,40,40.18309857
+0,32300,28213,40515,DebtCon,Other,0,0,0,55.04424252,0,7,15.39687666
+0,32400,128523,179390,DebtCon,Mgr,13,0,0,150.0842871,1,28,43.14434551
+0,32600,79874,125000,DebtCon,Mgr,30,0,0,340.9,0,20,
+0,32800,37231,80347,DebtCon,Other,9,,,113.9365929,,24,32.17001962
+0,33000,18026,57436,DebtCon,Other,0,0,0,94.11896805,0,5,37.74993373
+0,33000,104422,152298,DebtCon,Other,15,0,0,227.6777656,0,40,42.2817024
+0,33200,119049,175867,DebtCon,ProfExe,17,0,0,112.4677853,0,16,28.51781662
+0,33400,20921,37363,DebtCon,Other,28,0,0,198.8970467,0,14,42.55636282
+0,33500,240157,42013,DebtCon,Mgr,3,0,2,201.6122988,2,50,41.64479426
+0,33700,73877,124834,DebtCon,Mgr,10,0,0,68.48269459,0,34,25.96045509
+0,33700,83471,133221,DebtCon,Mgr,29,0,0,334.5812066,0,19,39.09556626
+0,33900,232317,38412,DebtCon,Mgr,2,0,2,213.2096514,3,50,42.5578291
+0,34100,241545,42189,DebtCon,Mgr,1,0,2,196.5542212,3,50,42.04270618
+0,34300,118911,168901,DebtCon,ProfExe,16,0,0,134.7340235,0,17,28.81751546
+0,34600,143542,195327,DebtCon,ProfExe,23,0,0,174.6353487,1,22,37.44738401
+0,34900,121550,174507,DebtCon,ProfExe,17,0,0,110.9431095,1,17,30.69930302
+0,35000,197906,265000,DebtCon,ProfExe,4,0,0,246.5666667,0,32,
+0,35200,239987,43028,DebtCon,Mgr,2,0,1,210.1890052,3,49,41.33662673
+0,35600,31807,51823,DebtCon,Other,,0,0,,7,0,34.44309217
+1,36000,124000,176000,DebtCon,Other,21,,,257.7,5,35,
+0,36200,38010,59111,DebtCon,Other,,0,0,,6,0,31.33214149
+0,36300,26662,70000,DebtCon,ProfExe,5,0,0,190.8,2,18,
+0,36400,204419,268745,DebtCon,ProfExe,4,0,0,267.920922,0,31,32.74759312
+1,36600,397299,512650,DebtCon,ProfExe,4,0,0,197.5166839,0,21,43.45832742
+1,36900,111151,155000,HomeImp,ProfExe,12,0,0,137.9666667,0,40,
+0,37200,202627,268857,DebtCon,ProfExe,3,0,0,248.1703603,0,31,31.85939856
+0,37600,141000,200300,HomeImp,ProfExe,5,0,0,145.6333333,0,31,
+0,37900,201996,272874,DebtCon,ProfExe,3,0,0,249.8265925,0,32,31.42758245
+0,38000,97759,139899,DebtCon,Other,11,0,0,62.85866966,1,36,41.78849218
+0,38200,128081,196037,DebtCon,Mgr,,0,0,197.8654921,0,24,32.56785691
+0,38600,145590,209950,HomeImp,ProfExe,4,0,0,149.8811289,0,31,35.58278883
+0,38900,198749,270751,DebtCon,ProfExe,4,0,0,245.8954444,0,32,29.62236869
+0,39100,128996,195061,DebtCon,Mgr,,1,0,167.6645086,0,25,31.80559628
+0,39500,30972,70545,DebtCon,ProfExe,3,0,0,197.4524289,2,17,25.36055735
+0,39700,134586,193219,DebtCon,Mgr,,1,0,179.0693557,0,25,32.04113397
+0,40000,5118,62000,HomeImp,Office,,0,0,311.4333333,0,19,
+1,40000,159000,225000,HomeImp,Self,5,0,0,6.133333333,8,3,
+0,40300,369874,467112,HomeImp,ProfExe,2,0,0,328.1988938,4,15,40.79992141
+0,40500,145127,205613,HomeImp,ProfExe,5,0,0,143.1288344,0,30,35.3375454
+0,40700,371003,467818,HomeImp,ProfExe,1,0,0,316.6044418,3,14,41.72389922
+0,40900,149281,202877,HomeImp,ProfExe,4,0,0,156.783069,0,30,34.41651981
+0,41200,99653,157923,DebtCon,Other,14,,1,213.4828743,3,30,40.90847995
+0,41600,,48319,DebtCon,Other,,5,,113.7989069,,20,29.04125341
+1,41700,,854112,HomeImp,Other,16,0,0,180.6088782,0,23,42.07164538
+0,42000,21314,68047,DebtCon,Other,21,0,0,209.8976942,1,30,39.94638535
+0,42200,,55578,DebtCon,Other,,6,,115.8781891,,20,28.23841231
+0,42500,9898,65778,HomeImp,Office,,0,0,318.2554619,0,18,15.65288079
+0,42800,7382,71331,HomeImp,Office,,0,0,321.7808575,0,19,16.54506284
+0,42900,122372,175968,DebtCon,Self,13,0,0,160.7297557,0,4,39.46919961
+0,43200,367917,466755,HomeImp,ProfExe,3,0,0,312.3063392,4,15,42.62357404
+0,43300,,48908,DebtCon,Other,,5,,123.4028599,,19,28.19235324
+0,43700,,48535,DebtCon,Other,,6,,95.71980545,,19,26.98118298
+1,44000,68600,125000,DebtCon,Self,5,0,2,92.3,0,23,
+0,44900,95410,157649,DebtCon,Other,16,,1,216.1010462,4,31,40.48351525
+0,45700,118247,174711,DebtCon,Self,11,0,0,170.6522245,0,5,37.73075139
+0,46300,120636,178823,DebtCon,Self,11,0,0,188.0436192,0,3,40.91514127
+1,47000,159500,230000,DebtCon,Office,3,0,0,,0,0,
+0,47600,39364,108232,HomeImp,Self,9,0,0,199.3332859,2,35,40.18942197
+0,48200,93127,159179,DebtCon,Other,16,0,0,216.0086204,8,19,38.12822804
+0,49300,40724,102546,HomeImp,Self,6,0,0,211.4493138,1,36,39.03767909
+1,50000,69400,163000,HomeImp,Other,1.3,0,1,103.1333333,,13,
+0,50000,44000,59000,DebtCon,Office,12,0,1,102.5,2,26,
+1,50000,80286,145000,DebtCon,Other,12,,1,178.7665994,0,35,
+1,50100,256431,,,Other,0,0,4,142.343205,2,25,3.342569837
+0,50400,53992,63772,DebtCon,Office,12,0,1,98.82239648,2,25,40.42570434
+0,50600,178073,255435,DebtCon,ProfExe,5,0,0,238.1770546,1,33,37.50148945
+0,50900,,85196,HomeImp,Other,,0,0,351.4508781,0,6,21.59548
+0,51100,178810,252724,DebtCon,ProfExe,6,0,0,252.9850717,2,32,39.35189319
+0,51600,31536,81233,HomeImp,Other,2,1,0,267.1343742,6,13,40.15503117
+0,52200,,90240,HomeImp,Other,,0,0,341.8288117,0,7,24.01667109
+0,52700,,80747,HomeImp,Self,10,0,0,174.1256156,0,21,25.26444754
+1,53400,228236,305514,HomeImp,Self,6,0,0,11.14806851,0,2,34.55841672
+0,53700,,84205,HomeImp,Other,,0,0,339.6656147,0,7,22.63994036
+1,56800,95321,169000,DebtCon,Other,3,0,0,239.4333333,4,38,
+0,59200,43877,74768,DebtCon,Other,5,0,0,102.5503172,0,21,31.30426743
+0,60000,38944,69961,DebtCon,Other,2,0,0,96.69392888,0,20,28.38550102
+1,63300,202000,281000,DebtCon,ProfExe,2,0,0,99.43333333,2,21,
+0,65200,63338,148871,HomeImp,Office,11,0,0,124.2430768,0,12,41.44401078
+0,66400,69588,143926,HomeImp,Office,12,0,0,118.2544866,0,11,39.9753471
+0,69000,197587,295551,DebtCon,Self,10,0,0,211.7763912,3,24,30.35685652
+0,70800,192044,292380,DebtCon,Self,10,0,0,221.6084858,2,25,30.37854757
+1,77400,87651,224630,HomeImp,Self,9,0,2,73.46963001,3,13,40.92979326
+0,79900,18363,109675,HomeImp,,27,0,1,132.766724,0,13,31.64233507
+0,82200,16097,111287,HomeImp,,26,0,0,142.1199793,0,14,31.7434721
+0,88500,50240,94687,DebtCon,Other,16,0,0,214.4262056,0,16,34.75115835
+0,89800,50370,91861,DebtCon,Other,14,0,0,213.892709,0,16,34.34088237
+0,1700,97800,112000,HomeImp,Office,3,0,0,93.33333333,0,14,
+1,2000,22608,,,,18,,,,,,
+1,2200,90957,102600,HomeImp,Mgr,7,2,6,122.9,1,22,
+1,2400,28000,40800,HomeImp,Mgr,12,0,0,67.2,2,22,
+1,2500,25116,36350,HomeImp,Other,10,1,2,276.9666667,0,9,
+0,2900,103949,112505,HomeImp,Office,1,0,0,96.10232967,0,13,30.05113629
+1,3000,,8800,HomeImp,Other,2,0,1,77.76666667,0,3,
+1,3000,47000,82700,HomeImp,ProfExe,10,0,1,262.1666667,5,26,
+0,3200,67848,74566,HomeImp,Mgr,10,,1,206.4266021,0,25,40.11567728
+1,3300,126541,134527,HomeImp,Sales,9,1,0,139,0,36,
+1,3600,41900,52490,HomeImp,Mgr,3,0,0,72.03333333,2,4,
+1,3700,17857,21144,HomeImp,Other,5,0,0,129.7173231,1,9,26.63434752
+1,3900,14500,22092,HomeImp,Other,3.5,0,1,150.3,5,8,
+1,4000,,80609,HomeImp,Other,1.5,0,2,126.5333333,3,12,
+1,4000,5700,18000,DebtCon,Other,,0,0,12.2,0,17,
+0,4000,64240,63990,HomeImp,Sales,5,2,0,160.3,1,23,
+1,4100,58500,65000,HomeImp,Other,8,1,2,63.93333333,2,15,
+0,4200,66272,82953,HomeImp,Other,3,0,0,110.2786626,0,15,43.45058791
+0,4400,,60250,,,,,,,,,
+0,4500,,49044,HomeImp,,0,0,0,,0,0,11.6527388
+1,4500,90000,105800,HomeImp,Other,6,2,3,80.1,3,10,
+1,4700,26900,45000,HomeImp,ProfExe,9,1,2,90.46666667,1,16,
+1,4900,25597,23031,HomeImp,Other,5,0,0,101.7467664,0,8,33.24315698
+0,4900,57461,68494,DebtCon,ProfExe,8,0,4,183.6356132,0,30,22.79542355
+0,5000,90059,113714,HomeImp,ProfExe,7,0,0,193.6364469,0,28,25.89731648
+1,5000,100000,129693.5,HomeImp,Mgr,13,,,,,,
+1,5000,16600,25250,HomeImp,Other,6,0,0,88.7,1,3,
+0,5000,73126,87500,DebtCon,Other,1,0,0,125.9666667,2,10,
+0,5000,,36375,HomeImp,Other,3,0,0,266.8,1,26,
+1,5000,10171,26809,HomeImp,Office,13,3,6,228.3,0,24,
+1,5000,40000,32480,HomeImp,Other,8,3,2,163.3666667,1,16,
+0,5000,51209,55320,DebtCon,,5,,1,69.1074656,,15,35.02507297
+0,5100,72891,80691,HomeImp,Other,1,1,0,273.8817052,0,6,39.85214652
+0,5100,93000,116875,HomeImp,Other,10,,,417.6333333,2,50,
+0,5100,62702,79784,HomeImp,Other,2,0,0,108.0725908,0,15,43.29013982
+0,5200,91250,110000,HomeImp,Office,24,0,0,123.7666667,1,12,
+0,5300,,49396,HomeImp,,0,0,0,,0,0,12.04367058
+0,5300,83552,96809,DebtCon,ProfExe,0,,,,,,28.42396191
+1,5400,45509,57453,DebtCon,Sales,4,0,0,95.6,0,22,
+1,5400,78300,88000,HomeImp,ProfExe,8,0,0,102.5,3,19,
+1,5500,24700,35675,DebtCon,Other,1,0,3,153.9333333,3,27,
+0,5500,87438,116679,HomeImp,ProfExe,6,0,0,186.424416,1,27,28.4175309
+0,5500,,66251,HomeImp,Office,1,0,0,43.72233695,0,3,41.45204353
+0,5600,76407,77485,HomeImp,Other,9,0,0,91.68377063,0,24,37.77335098
+0,5700,,74685,,,,,,,,,24.27486528
+0,5700,49806,82242,DebtCon,,3,0,0,210.3474786,3,30,31.2434087
+0,5700,71556,79538,HomeImp,Other,2,0,0,92.64308456,0,15,41.21001247
+0,5800,,36385,HomeImp,Other,2,0,0,266.5533944,1,25,43.30976454
+0,5800,,34704,HomeImp,,,,,,,,34.17405555
+0,5900,,51189,HomeImp,,1,0,0,,0,0,12.74918065
+0,6000,,69492,,,,,,,,,32.97719723
+1,6000,33600,,HomeImp,Other,2,0,0,140.9333333,1,20,
+0,6000,72951,80000,HomeImp,Other,22.8,0,0,343.9,1,47,
+0,6000,,43300,HomeImp,Other,,,,100.9333333,,9,
+0,6000,79046,103048,HomeImp,Other,0,0,0,181.696538,0,32,37.28998992
+0,6100,91704,114799,HomeImp,Office,22,0,0,129.2500896,1,12,36.74676624
+0,6100,79636,87276,HomeImp,Other,20,0,0,350.4361376,0,47,28.84827658
+0,6200,,33909,HomeImp,,,,,,,,34.51740452
+0,6200,,80078,,,,,,,,,25.37554416
+0,6200,,51732,,,,,,,,,12.32470709
+0,6300,,72890,HomeImp,Office,1,0,0,41.25011359,0,3,39.19806822
+0,6300,45582,89005,DebtCon,,2,0,0,209.3580469,4,30,29.59595551
+0,6300,69357,73726,HomeImp,Sales,3,2,0,163.2839332,1,22,42.40781425
+0,6400,53476,70157,DebtCon,ProfExe,7,0,3,164.3154099,1,30,21.13798157
+0,6400,70035,78635,DebtCon,Sales,3,0,0,147.0771635,0,31,31.20612976
+0,6400,57887,74776,HomeImp,Mgr,3,0,1,126.3286437,0,22,28.75634543
+0,6500,33639,37345,HomeImp,ProfExe,11,0,0,191.0756559,0,13,24.22731934
+0,6500,22789,35836,HomeImp,Office,1,0,0,110.5666667,2,30,
+0,6500,81145,117530,HomeImp,Office,29,0,0,327.2006385,1,38,34.34583769
+0,6600,,48800,HomeImp,,0,0,0,,0,0,12.21943615
+0,6700,,55396,,,,,,,,,15.70399156
+1,6700,27510,42495,DebtCon,Other,2,0,2,171.5264892,3,27,41.42859751
+0,6700,66587,70710,DebtCon,ProfExe,9,1,0,43.92338263,1,24,39.73857627
+0,6800,49809,65074,DebtCon,Mgr,7,,4,116.6327333,3,10,39.21502891
+0,6800,45150,57150,DebtCon,Office,4,0,1,94.33333333,3,12,
+0,6800,75964,88754,DebtCon,Mgr,19,0,1,298.7004822,0,23,39.10750164
+1,6900,57257,63752,DebtCon,Other,10,2,0,138.234778,0,22,38.37246088
+0,6900,49932,66042,HomeImp,Office,20,0,0,204.4845828,0,19,21.85549413
+0,7000,,47462,HomeImp,Other,,,,102.6573271,,9,36.09407143
+0,7000,46238,66842,DebtCon,Office,4,0,0,90.38040908,3,11,36.30952679
+1,7000,46000,66660,DebtCon,Office,1,0,1,138.2333333,0,9,
+0,7000,56636,76353,HomeImp,Other,15,0,0,229.3,1,36,
+1,7000,38800,53500,HomeImp,ProfExe,15,0,0,96.36666667,0,18,
+1,7000,,96783,HomeImp,Other,20,,,,,,40.73031534
+0,7100,,74753,HomeImp,Office,2,0,0,48.85464465,0,4,41.3025469
+0,7100,58639,72412,DebtCon,ProfExe,14,0,0,120.0334646,0,20,43.67874666
+0,7200,57912,84806,HomeImp,Other,15,0,0,241.5142498,0,35,35.06267566
+0,7200,,38061,HomeImp,Other,,,,299.7527261,,12,31.88003318
+0,7200,22832,31666,DebtCon,Other,0,0,0,38.00326685,9,7,28.29568112
+0,7300,55456,86766,HomeImp,ProfExe,6,0,0,240.0567715,2,23,31.7246985
+0,7400,75311,89905,DebtCon,ProfExe,0,,,,,,27.20199961
+0,7400,48924,86612,DebtCon,,4,0,0,207.7684144,4,30,29.93791783
+0,7400,65032,83184,HomeImp,Other,15,0,0,230.4202559,1,35,35.41511292
+0,7500,47518,60252,DebtCon,Other,16,0,3,220.6249839,0,37,26.71153647
+0,7500,84479,104571,DebtCon,ProfExe,23,0,0,47.83285134,3,14,33.07501037
+1,7500,18400,29375,DebtCon,Other,6,1,0,147.1,0,9,
+1,7500,60000,87830,HomeImp,Other,5,0,0,153.2666667,2,16,
+1,7500,39600,42000,DebtCon,Self,1,0,0,47.7,1,15,
+0,7500,60192,76475,DebtCon,ProfExe,8,0,0,60.50362521,2,24,39.28051238
+0,7600,58622,77726,HomeImp,Other,15,0,0,249.6337607,2,36,34.88206644
+0,7700,32243,36369,HomeImp,ProfExe,12,0,0,180.4157867,0,13,21.72081838
+0,7700,20887,26958,DebtCon,Other,0,0,0,17.4607499,10,6,30.23350474
+1,7800,,11702,HomeImp,Other,0,0,0,44.62959157,2,7,21.27178537
+0,7800,45391,61743,DebtCon,Other,12,0,0,105.0875938,0,22,36.70541274
+0,7800,109000,123500,DebtCon,Self,6,0,1,174.4666667,0,19,
+0,7900,40827,55757,DebtCon,Other,14,0,0,87.60346244,0,11,31.8505639
+0,7900,42400,53000,DebtCon,Other,2,0,1,95.36666667,0,20,
+0,8000,53000,65960,HomeImp,Other,7.5,0,0,132.5666667,0,17,
+0,8000,177683,251771,DebtCon,Sales,,0,0,138.5116009,0,22,39.73544882
+1,8000,58000,73750,DebtCon,Mgr,22,0,4,221.4333333,1,20,
+0,8000,70917,83500,DebtCon,Mgr,8,0,0,107.5,0,23,
+0,8000,41000,54000,DebtCon,Mgr,4,0,0,189.7,1,22,
+1,8000,63152,,DebtCon,Other,9,1,1,132.9,1,26,
+1,8000,92487,113947,DebtCon,Other,8,0,3,151.8173887,0,19,26.45752445
+0,8000,58006,94930,HomeImp,ProfExe,4,0,0,223.2029895,2,24,30.91339584
+0,8100,53863,74705,DebtCon,Other,0,0,0,66.29457039,8,21,26.04646942
+0,8100,66691,82768,DebtCon,,4,0,0,184.1934176,0,15,32.39650949
+1,8100,28523,39816,DebtCon,Other,5,0,0,130.6439333,0,16,37.39352642
+0,8200,101230,120087,HomeImp,Other,9,,,419.2729655,1,49,40.55827149
+0,8200,72986,87621,DebtCon,Office,14,0,1,86.54572702,0,9,24.69743042
+0,8200,76268,89166,HomeImp,Other,23,0,0,341.8553472,1,46,29.86957664
+0,8200,67489,80145,HomeImp,Other,2,0,0,104.3965066,0,7,36.91231088
+0,8200,79751,125413,HomeImp,Other,7,,,,,,41.98555729
+0,8300,41481,50448,HomeImp,Mgr,20,0,1,230.8488635,1,18,35.88829101
+0,8300,,41438,HomeImp,Other,,,,302.8566329,,12,30.10407144
+0,8300,67839,76502,DebtCon,ProfExe,9,0,0,58.56017401,3,24,38.97429353
+0,8400,39677,54707,DebtCon,Office,10,0,0,203.2429653,1,23,31.21770976
+0,8400,62989,76718,HomeImp,Mgr,3,0,2,131.4713826,0,22,29.20040034
+0,8400,60995,78444,HomeImp,Mgr,4,0,1,123.7385166,0,23,26.9327076
+0,8400,,39106,HomeImp,Other,,,1,80.07533919,0,10,35.6835022
+0,8400,57694,70782,HomeImp,Other,4,0,0,125.7103247,0,34,37.62278555
+0,8500,,42980,HomeImp,Other,,,1,76.01075257,0,9,37.6596682
+0,8500,55100,66900,DebtCon,ProfExe,15,0,0,229.2666667,4,32,
+0,8500,49266,64461,DebtCon,Other,22,0,0,264.4080231,3,29,37.97675792
+0,8500,77954,82965,HomeImp,Other,25,0,0,350.7763043,1,46,28.58451556
+0,8500,73208,88588,DebtCon,Mgr,10,0,0,114.5525823,0,23,30.08248898
+0,8600,21000,79000,HomeImp,ProfExe,21,0,0,239.4333333,0,11,
+0,8600,57727,70828,HomeImp,Other,5,0,0,87.84531097,3,19,41.75352499
+0,8600,76703,100862,HomeImp,Other,0,0,1,174.5571202,0,31,34.38623066
+0,8700,46489,63573,DebtCon,Mgr,4,0,0,196.24907,1,21,28.78792285
+0,8700,53073,83415,DebtCon,,2,0,0,211.2687802,3,29,30.20150946
+0,8700,78817,115527,DebtCon,Office,1,0,0,221.5515413,1,37,16.37841295
+0,8700,93759,119459,HomeImp,Office,24,0,0,138.09123,1,12,38.72971089
+0,8700,51033,58513,DebtCon,Office,2,0,0,181.8697515,0,20,37.87927834
+1,8800,108608,,DebtCon,Mgr,0,0,6,253.4717586,4,23,
+0,8800,78953,93018,DebtCon,Mgr,7,0,0,110.72313,0,22,28.28942917
+0,8800,101717,122299,HomeImp,Other,11,,,402.7404817,1,49,38.42142758
+1,8900,33208,75000,DebtCon,Mgr,22,0,3,166.2,1,33,
+0,8900,58839,81223,DebtCon,Office,4,0,0,102.2464696,2,15,26.20640995
+0,8900,,49147,HomeImp,Other,,,,110.5095805,,8,37.10814206
+0,9000,81248,92503,DebtCon,Other,0,0,0,121.1996495,2,10,37.39023989
+1,9000,52311,68994,DebtCon,Office,0,0,1,137.7840036,0,9,28.45471286
+1,9000,84532,104000,DebtCon,ProfExe,3,0,0,50.66666667,1,3,
+0,9000,96884,110108,DebtCon,Other,18,0,2,194.8,2,16,
+1,9000,32539,65440,HomeImp,Office,5,,,,,,42.36894433
+0,9100,,50391,,,,,,,,,15.02470583
+1,9100,,11550,HomeImp,Other,,0,0,51.93333333,1,3,
+0,9100,,74450,,,,,,,,,23.94251651
+0,9200,92395,114494,HomeImp,Office,24,0,0,130.3767882,1,11,39.11215036
+0,9200,72859,88183,DebtCon,Mgr,8,0,0,105.6552052,0,23,29.00720777
+0,9300,73252,100537,DebtCon,ProfExe,2,0,0,99.77452712,0,26,34.51463507
+0,9300,79133,100033,DebtCon,Other,3,0,0,102.1630274,2,31,40.79463545
+1,9300,84900,105798,DebtCon,ProfExe,2,0,0,41.8072046,1,3,26.9566979
+0,9300,81986,94513,DebtCon,Other,2,3,0,,0,4,31.89390379
+0,9300,106449,120066,DebtCon,Other,18,0,1,189.9199182,1,15,37.08645509
+0,9400,85448,94101,DebtCon,Other,2,0,0,104.1133632,2,32,39.54184797
+0,9400,,30455,HomeImp,Office,18,0,0,194.614216,0,16,39.00006486
+0,9400,81546,119128,HomeImp,Office,30,0,0,328.1781237,2,38,34.15031938
+0,9400,92340,125451,DebtCon,Office,7,0,0,129.1137248,1,22,36.3499746
+1,9500,36114,45654,DebtCon,Office,0,0,0,83.33329177,0,9,25.34347845
+0,9500,55862,62965,DebtCon,Other,15,0,4,223.103914,0,36,26.14117805
+0,9500,43210,59692,HomeImp,Other,1,1,,103.0894831,,13,38.70498507
+0,9600,45158,55455,DebtCon,Other,15,0,0,82.71313688,0,12,30.931518
+0,9600,,68324,HomeImp,Other,,0,0,356.4501783,0,6,36.55426832
+1,9600,24680,43500,DebtCon,Other,18,0,3,114.6666667,0,19,
+0,9700,29094,51990,,Other,30,0,0,246.1952393,0,19,20.74336471
+0,9700,84933,122520,DebtCon,Office,10,0,0,141.433076,1,23,36.79501396
+1,9700,73085,92000,DebtCon,Other,8,0,3,173.5,0,34,
+1,9700,32660,54536,DebtCon,Office,0,0,0,156.4821057,0,13,67.32490355
+0,9800,136154,203815,DebtCon,ProfExe,1,0,0,70.85332764,2,23,35.8789883
+0,9800,49287,69831,DebtCon,Mgr,2,0,0,182.9948062,2,16,29.71346691
+0,9800,53643,113161,DebtCon,ProfExe,5,0,1,230.3032566,0,9,23.7736104
+0,9800,54861,71138,HomeImp,Other,4,0,0,258.334618,2,16,36.03571287
+1,9900,37609,120186,DebtCon,Other,,0,0,176.367839,3,30,53.17891111
+0,9900,73804,97413,DebtCon,ProfExe,5,0,0,107.3330245,0,25,33.5248796
+0,9900,117003,219783,HomeImp,ProfExe,1,0,0,130.7663862,0,14,25.6226109
+0,9900,82697,100689,DebtCon,ProfExe,3,0,0,133.3657906,0,26,33.59171631
+0,9900,31244,44138,HomeImp,Mgr,14,0,0,60.6344698,1,9,31.68813428
+1,10000,34350,54146,DebtCon,Other,3,0,0,144.4228889,0,18,31.5390134
+0,10000,59828,72489,DebtCon,,18,0,0,157.2436625,1,11,31.62682193
+1,10000,,,HomeImp,Other,,,,,,,
+1,10000,53297,74925,HomeImp,Other,14,0,1,88.53333333,2,15,
+0,10000,31000,58240,DebtCon,Mgr,,,,,,,
+0,10000,34767,51000,HomeImp,Other,23,0,1,121.7333333,0,23,
+0,10000,48041,76050,HomeImp,Other,3,0,2,185.7,0,13,
+1,10000,42300,,DebtCon,Mgr,11,1,0,31.4,3,5,
+1,10000,75000,103600,HomeImp,Mgr,17.6,0,0,171.4333333,0,24,
+1,10000,13161,37700,DebtCon,Other,,3,0,79.1,2,9,
+1,10000,52410,54500,,Mgr,1,9,4,132.9,4,29,
+1,10000,,,,Other,15,2,2,108.9333333,3,31,
+0,10000,48769,65328,DebtCon,Office,4,0,1,104.6952407,3,12,39.04935922
+0,10000,41949,51684,DebtCon,Other,15,0,0,84.12345095,0,12,31.26731878
+1,10100,,25300,DebtCon,Other,,1,0,122.3,1,5,
+1,10100,60200,74000,DebtCon,Other,4,,4,128.8666667,5,24,
+0,10100,55559,89231,HomeImp,Other,16,1,0,175.5555713,0,29,26.900321
+0,10100,154005,175684,HomeImp,Office,4,0,0,189.3663073,0,56,33.97122188
+1,10200,69116,105228,HomeImp,ProfExe,12,0,8,122.8439512,0,36,36.12288591
+1,10200,52310,74117,DebtCon,Other,13,0,3,118.6957855,2,23,
+0,10200,46140,56206,DebtCon,,8,1,0,115.7806282,1,25,22.31370515
+0,10200,34522,43076,HomeImp,Other,9,0,0,92.90754834,0,3,36.84535669
+0,10200,65803,85155,HomeImp,Other,15,0,0,218.4817546,0,36,36.18219201
+0,10300,51787,86200,HomeImp,Other,17,0,0,203.7327626,0,16,34.43524605
+0,10300,50714,56088,DebtCon,Office,1,0,0,163.0891482,1,21,37.97305537
+0,10300,59340,84708,HomeImp,Other,13,0,0,222.3648894,1,36,34.92598425
+0,10300,,51053,HomeImp,Other,10,1,0,306.9922054,2,12,34.48387842
+0,10400,56610,86831,HomeImp,Other,19,0,0,190.0848295,0,28,24.60265855
+1,10400,51200,76125,DebtCon,Other,12,0,0,132.3666667,0,16,
+0,10500,,53907,HomeImp,Other,10,0,0,308.2132622,2,13,34.40894842
+0,10500,13694,87580,DebtCon,Other,8,0,0,258.5549278,0,14,20.26019805
+0,10500,63130,71387,DebtCon,Other,3,0,2,305.556928,0,10,32.1779167
+0,10500,69656,88198,DebtCon,Office,15,0,0,97.31940617,0,8,27.32239655
+0,10500,47483,53877,DebtCon,,9,0,0,117.0523947,0,26,21.44628171
+0,10600,80386,106526,HomeImp,ProfExe,1,0,0,64.06673554,1,19,34.10469706
+0,10600,46589,64559,HomeImp,Other,8,0,0,85.23087649,2,33,40.45139254
+0,10600,62909,81411,HomeImp,Other,15,0,0,238.3144708,1,35,34.68038165
+0,10600,43676,61576,DebtCon,Other,6,0,0,84.83912605,1,10,30.8681375
+0,10600,80397,203341,HomeImp,Self,14,0,0,11.96373328,,7,18.73208974
+0,10600,72022,82238,DebtCon,Office,5,1,2,181.7689404,3,30,39.59414827
+0,10700,83650,203720,HomeImp,Self,11,0,0,13.58869396,,8,19.58771055
+0,10700,49573,68125,DebtCon,Other,2,0,0,223.2,0,10,
+0,10700,54091,67661,HomeImp,Other,27,0,2,188.5339891,0,24,38.58937235
+0,10700,29569,47842,DebtCon,Other,12,,1,144.8171746,7,28,36.78458201
+0,10800,11950,46780,HomeImp,Office,24,0,0,268.9,0,20,
+0,10800,80203,98731,DebtCon,Other,4,0,0,113.4251457,2,31,41.47407381
+0,10800,75378,86060,DebtCon,Mgr,6,0,0,102.6650708,0,23,30.09500969
+0,10800,61791,78361,DebtCon,Office,5,0,0,94.51806778,2,15,28.08852465
+0,10800,13365,66979,HomeImp,Other,9,2,1,346.9796514,1,22,16.48162968
+0,10900,,76207,,,,,,,,,22.3926116
+0,10900,56793,68825,DebtCon,Other,3,0,0,225.8890415,0,9,34.72787519
+1,10900,49352,56529,DebtCon,Other,7,0,1,78.83361763,2,23,36.17495524
+0,11000,21738,86586,HomeImp,ProfExe,20,0,0,241.0607911,0,10,25.21859995
+0,11000,48538,63805,DebtCon,Other,9,0,0,88.60602346,0,22,38.0261511
+0,11000,108095,137000,DebtCon,ProfExe,3,0,0,277,1,46,
+1,11000,54100,70438,DebtCon,Self,2,3,1,115.6,1,25,
+1,11000,122751,140000,DebtCon,Other,5,0,0,116.7,2,30,
+0,11000,60123,74887,HomeImp,Other,3,0,1,242.2497612,2,16,37.68016976
+1,11000,85008,73223,HomeImp,Mgr,7,0,2,197.1200454,0,23,41.44105202
+0,11100,47689,52910,HomeImp,Mgr,21,1,1,224.4807501,1,18,34.94707658
+0,11100,17430,68499,DebtCon,ProfExe,20,0,2,403.9654009,1,12,21.75864261
+0,11100,,67005,HomeImp,Other,,0,0,364.3759758,0,7,36.67473432
+1,11100,52900,91741,HomeImp,Other,,1,1,93.1103527,,8,40.76145307
+0,11100,67366,102936,DebtCon,Other,9,0,0,213.2814957,0,20,19.07865117
+0,11200,32562,47220,DebtCon,Other,8,,1,151.2858674,7,29,38.01913505
+0,11200,68890,84059,DebtCon,Office,12,0,0,254.0196894,3,36,41.4339438
+0,11200,65508,103523,DebtCon,Office,12,0,0,154.4273677,0,12,37.5754361
+0,11300,124205,196124,HomeImp,Office,0,0,1,332.7233895,0,15,40.12016832
+0,11300,46120,52911,HomeImp,Mgr,19,0,0,229.4415778,1,17,36.33481436
+1,11300,29000,59900,HomeImp,Mgr,3,1,0,91.63333333,4,11,
+1,11300,62568,79009,HomeImp,Office,4,0,3,295.3346697,0,19,28.60025223
+0,11400,,38246,HomeImp,Other,,,0,88.88697534,0,10,37.65838877
+0,11400,43530,56600,HomeImp,Other,21,0,0,114.982979,0,23,39.4816629
+0,11400,84380,202186,HomeImp,Self,13,0,0,34.91437168,,7,18.84034872
+0,11500,56720,82738,HomeImp,Other,17,0,0,200.4169543,0,16,34.01983769
+0,11500,70409,89099,DebtCon,ProfExe,9,0,0,169.401652,0,11,40.17443006
+1,11500,67000,83000,DebtCon,ProfExe,4,,,,,,
+0,11500,,64037,HomeImp,Other,,0,0,354.1745808,0,7,34.35573924
+1,11600,44623,,HomeImp,ProfExe,13,6,2,178.0932217,0,29,21.33465191
+1,11600,57200,72500,DebtCon,Other,5,0,0,34.46666667,4,15,
+0,11600,64510,71105,DebtCon,ProfExe,5,0,0,150.263332,1,34,43.23918712
+1,11700,,67940,HomeImp,Mgr,3,3,4,204.0255932,1,38,
+0,11700,52650,63646,DebtCon,Other,0,1,0,194.7609999,1,13,27.61084406
+0,11700,59506,85000,DebtCon,Other,3,0,0,37.56666667,2,4,
+0,11700,64278,76055,,Other,12,0,0,245.2951629,0,26,28.43996584
+0,11700,101520,110617,DebtCon,Other,18,0,2,198.5433481,1,16,38.72125945
+0,11800,79131,102263,HomeImp,ProfExe,5,0,0,105.2538926,0,34,36.07097887
+0,11800,65062,78004,HomeImp,Office,12,0,0,251.1441957,0,31,43.37237282
+0,11800,,51246,HomeImp,Other,11,0,0,305.5667157,2,13,32.50005907
+1,11900,54867,79000,HomeImp,Mgr,1,0,0,182.6,2,23,
+0,11900,,39433,HomeImp,Other,,,1,81.39482961,0,9,35.50366426
+1,11900,58104,77870,HomeImp,Other,7,0,0,69.43333333,1,19,
+0,11900,201264,227295,HomeImp,ProfExe,10,0,0,239.7433663,0,22,33.77633696
+0,11900,114329,143915,DebtCon,ProfExe,15,,1,185.5726683,0,32,28.97773866
+0,12000,41182,59947,HomeImp,Other,23,0,0,118.1799392,0,22,37.13106416
+0,12000,38130,68707,DebtCon,Office,23,0,0,234.8879805,1,29,26.3012369
+1,12000,76345,89036,HomeImp,Other,8,0,0,91.97034976,1,19,50.17306503
+1,12000,,,HomeImp,Other,3,0,2,213.6666667,1,15,
+0,12000,76187,93100,DebtCon,Other,0.5,0,0,144.0666667,0,23,
+0,12000,72000,106000,DebtCon,Other,6,0,0,78.06666667,2,14,
+0,12000,36346,54000,DebtCon,Other,,0,0,114.6666667,2,19,
+1,12000,,,HomeImp,Other,19,0,8,195.8333333,0,13,
+1,12000,87917,,,Other,12.9,0,1,71,0,12,
+1,12000,42000,58000,DebtCon,Other,5,0,1,113.6333333,1,18,
+0,12000,88210,114224,DebtCon,ProfExe,8,0,0,203.468979,1,36,41.57297152
+0,12100,56335,86648,HomeImp,Other,17,0,0,206.2470947,0,17,35.12787435
+0,12100,44484,64398,DebtCon,Other,3,0,0,263.0447041,0,20,28.80398255
+0,12100,50973,74183,DebtCon,Mgr,6,,,122.6918271,,24,41.12808531
+0,12100,,72731,,,0,0,0,,0,0,0.720295007
+0,12100,105104,144712,HomeImp,ProfExe,13,0,0,129.5188081,5,22,37.41377466
+0,12100,48149,74539,DebtCon,ProfExe,17,0,0,200.0325616,0,15,23.13097189
+0,12200,80336,102618,HomeImp,ProfExe,2,0,0,79.73026062,2,19,34.40548234
+0,12200,199232,229929,HomeImp,ProfExe,11,0,0,223.4381168,0,21,31.3702723
+0,12200,90154,110479,DebtCon,ProfExe,9,0,0,196.9264059,2,37,43.1890315
+0,12300,61253,85825,DebtCon,Sales,5,0,0,130.026259,0,34,27.20337824
+0,12300,60200,77079,HomeImp,Office,13,0,0,242.2441382,1,32,45.39416855
+0,12300,114457,144284,DebtCon,ProfExe,1,0,0,252.6592531,0,45,32.4971451
+0,12300,81590,90050,DebtCon,Mgr,6,0,0,136.7467587,1,26,41.73267582
+0,12300,92573,119325,DebtCon,ProfExe,2,1,2,157.6206429,0,33,34.77510251
+0,12400,31303,57444,,Other,29,0,0,246.7168274,0,18,20.20590752
+0,12400,16375,36672,DebtCon,Mgr,8,0,0,120.674928,0,11,24.08943715
+0,12400,115004,144760,DebtCon,ProfExe,2,0,0,279.5221733,1,46,35.61473143
+0,12400,24769,87665,HomeImp,ProfExe,21,0,0,238.3827694,0,11,25.33220131
+0,12500,10035,61897,HomeImp,Other,6,1,1,368.7377963,0,21,14.73359483
+0,12500,79900,94660,DebtCon,Mgr,19,0,0,252.3496982,10,24,35.80049203
+0,12500,71582,93400,DebtCon,Other,6,3,0,74.06666667,1,21,
+0,12500,53354,79893,HomeImp,Office,10,2,0,249.4359543,1,29,35.02088579
+0,12500,26286,36002,DebtCon,Other,2,,,,,,38.43868186
+0,12600,80612,93802,DebtCon,Mgr,5,0,0,141.6131456,2,26,40.74903888
+0,12600,125688,198602,HomeImp,Office,0,0,1,344.7479335,0,16,39.48382007
+0,12600,25000,37882,HomeImp,Other,8.8,0,0,87.2,2,12,
+0,12600,85335,97094,DebtCon,Other,2,0,0,116.086609,1,32,40.84524619
+0,12700,79448,91004,DebtCon,Mgr,20,0,0,227.5073902,10,23,34.46430215
+1,12700,30428,47387,DebtCon,ProfExe,2,0,0,164.4900213,0,36,38.8741586
+0,12700,130867,201245,HomeImp,Office,0,0,1,340.7953444,0,15,40.16882702
+0,12700,48139,64842,DebtCon,Other,0,1,0,192.4791522,2,13,26.54684008
+0,12700,107653,129752,HomeImp,ProfExe,8,0,0,181.0272753,2,32,29.46672103
+0,12800,49349,70078,DebtCon,Other,9,0,0,240.9080591,0,17,31.75405395
+0,12800,,,,,,,,,,,24.65967048
+1,12800,51800,68000,HomeImp,ProfExe,6,,,,,,
+0,12800,42801,51123,HomeImp,Other,23,0,1,127.839662,0,22,39.38959461
+0,12800,85251,114023,DebtCon,ProfExe,1,1,2,143.6827959,0,33,31.91327241
+1,12900,94000,,DebtCon,Office,8,0,1,205.9333333,0,19,
+0,12900,59191,72716,DebtCon,Other,2,0,0,175.170441,1,17,35.55817128
+0,12900,90646,100744,HomeImp,Other,19,0,0,141.2084606,3,23,31.52637971
+0,12900,31498,42695,HomeImp,Mgr,14,0,0,55.02158895,0,9,31.99275348
+0,12900,52353,62740,DebtCon,Other,2,0,0,167.515516,0,13,37.3575814
+0,12900,56798,71364,DebtCon,Other,1,0,0,225.5857631,0,9,33.02128407
+0,13000,81972,102295,HomeImp,ProfExe,5,0,0,107.4206093,0,26,24.72083108
+0,13000,78766,106450,HomeImp,ProfExe,6,0,0,107.9513117,0,26,24.87099388
+0,13000,29196,42682,DebtCon,Other,9,,0,143.1080607,6,28,37.29840496
+1,13000,34000,65000,HomeImp,Other,4.5,0,1,148.5,2,24,
+0,13000,20200,37245,DebtCon,ProfExe,21,0,1,199.9,2,16,
+1,13000,137618,159000,DebtCon,ProfExe,9,2,6,106.5333333,6,37,
+0,13000,26863,44218,HomeImp,Other,10,0,0,92.99959341,2,11,29.11293616
+0,13000,44875,57713,DebtCon,Other,0,1,0,184.9903244,1,12,28.60207607
+0,13100,70878,86743,DebtCon,ProfExe,10,0,0,174.8817439,0,11,39.78440826
+0,13100,,47568,HomeImp,Other,0,0,0,319.5959373,0,8,25.83678517
+0,13100,73987,106557,DebtCon,Office,9,0,0,149.4525291,1,13,37.00852693
+0,13100,44817,59544,DebtCon,Other,,0,0,71.46170475,0,15,41.60981324
+0,13200,58549,81381,DebtCon,Office,13,0,0,94.68710666,0,24,38.41275614
+0,13200,77241,112904,DebtCon,Other,5,0,0,68.54904501,2,14,34.53524372
+1,13300,58000,75000,DebtCon,Mgr,6.6,0,1,226.2,1,33,
+1,13300,67483,85454,DebtCon,ProfExe,16,0,2,335.9893152,1,14,30.37586285
+0,13300,57878,69907,DebtCon,ProfExe,1,0,0,154.4848138,2,35,41.11915349
+0,13300,86360,116111,HomeImp,Mgr,8,0,0,232.2921386,0,24,32.01270136
+0,13300,79512,92224,DebtCon,Other,9,0,0,159.2070876,4,22,38.94860467
+0,13400,53699,68084,DebtCon,Other,3,0,0,169.8524493,0,14,25.10971349
+1,13400,58307,71810,DebtCon,Other,9,0,2,82.70830934,2,32,36.94779822
+0,13400,94102,114147,HomeImp,Office,2,0,0,137.707783,0,21,36.80162473
+0,13400,100784,118708,,Office,15,0,0,268.1075925,0,16,36.1587181
+0,13500,68262,93841,HomeImp,Office,26,0,0,159.61702,1,14,40.75298037
+0,13500,59352,87767,HomeImp,Other,,0,0,300.5794229,0,19,28.1182969
+0,13500,109258,126101,DebtCon,,2,0,0,130.77657,1,25,33.53988748
+1,13500,80223,108491,DebtCon,ProfExe,4,0,4,127.8,2,27,
+0,13500,92989,111120,DebtCon,Other,13,0,0,209.4605943,3,15,39.52184453
+0,13600,66754,80156,DebtCon,Other,5,0,0,238.62182,3,26,31.55270697
+0,13600,66178,104378,HomeImp,ProfExe,6,0,0,263.9610151,0,11,36.43846627
+0,13600,41000,73440,DebtCon,Mgr,4,0,0,125.7666667,1,9,
+0,13600,81620,101933,DebtCon,Other,1,0,0,148.0672908,0,22,41.61289898
+0,13600,13202,50848,DebtCon,ProfExe,3,0,0,302.2019151,0,16,16.77857669
+0,13700,84761,95382,HomeImp,Office,,0,0,171.9458387,1,25,41.96010591
+0,13700,35825,66612,DebtCon,Office,22,0,0,231.9014789,2,29,26.70247344
+0,13700,86161,106737,HomeImp,Other,22,0,0,135.3327036,4,23,29.40952403
+0,13700,70763,78449,DebtCon,Office,12,0,0,271.6567243,5,36,40.56198365
+0,13700,88654,114011,HomeImp,Mgr,10,0,0,250.3295845,0,25,30.97173013
+0,13800,57481,89421,DebtCon,ProfExe,9,0,0,183.1093606,0,19,22.64339555
+0,13800,85805,135789,DebtCon,ProfExe,15,0,0,303.6882297,0,18,27.86907921
+1,13800,65178,79000,DebtCon,Office,11,0,3,111.6,1,23,
+0,13900,57700,74350,DebtCon,,8.5,,,,,,
+0,13900,41641,53200,DebtCon,Other,,0,0,83.06246819,0,15,42.40363421
+0,13900,80960,100730,DebtCon,Other,0,0,0,153.0875555,0,22,40.19530694
+0,13900,95351,117381,DebtCon,Office,12,0,0,210.2021295,0,11,41.01100137
+1,13900,,80868,DebtCon,ProfExe,18,0,0,278.3014245,1,7,43.31320023
+0,13900,63831,81378,DebtCon,,9,,,,,,24.37105048
+1,14000,,28992,HomeImp,Other,,0,0,342.0666667,2,14,
+1,14000,67881,93390,DebtCon,,,,,,,,
+0,14000,32000,48500,DebtCon,ProfExe,4,0,0,255.6666667,1,35,
+1,14000,46400,,DebtCon,Other,18,0,1,145.0666667,1,14,
+0,14000,73062,88783,DebtCon,Other,6,0,0,211.1025521,2,18,42.25458004
+1,14100,52302,63589,HomeImp,ProfExe,6,0,0,130.3424672,4,8,34.79283165
+0,14100,86730,117667,DebtCon,ProfExe,1,0,2,134.3555745,0,34,31.98051047
+0,14200,84718,103804,HomeImp,Other,21,0,0,123.6635751,4,23,30.63534815
+0,14200,46320,62044,DebtCon,Other,6,0,0,106.9838955,2,49,29.05790842
+0,14200,64235,76965,DebtCon,,9,,,,,,24.83595792
+0,14300,85631,100000,HomeImp,Other,20,0,0,144.999297,3,23,30.13063638
+0,14300,45615,80818,DebtCon,Mgr,4,0,0,115.136885,0,9,28.73834319
+0,14300,85478,113372,DebtCon,ProfExe,9,0,0,190.7530437,1,36,40.77814232
+0,14300,52608,76936,DebtCon,Other,0,0,0,217.2771919,0,9,34.09538404
+0,14400,63671,70982,DebtCon,ProfExe,0,0,0,169.346647,1,34,42.79163252
+0,14400,78965,90729,DebtCon,Mgr,4,0,0,132.6602719,2,26,39.68695911
+0,14400,80123,102223,DebtCon,ProfExe,9,2,0,176.418283,0,30,27.64495462
+0,14500,71511,88632,DebtCon,Other,9,0,0,85.74814912,2,11,31.54781167
+1,14500,38986,49970,HomeImp,Other,1,8,1,220.917262,0,17,47.91452111
+0,14500,59465,78444,DebtCon,,7,,,,,,24.53994581
+0,14600,15411,50493,HomeImp,Office,24,0,0,259.7468906,0,19,30.56871339
+0,14600,4810,88000,HomeImp,Other,14,0,1,266.8333333,0,23,
+1,14600,67997,87000,DebtCon,Other,11,1,,93.33333333,3,23,
+0,14600,82837,95796,DebtCon,Other,0,0,0,148.3552211,0,23,42.03308487
+0,14700,30210,42751,DebtCon,Mgr,17,0,0,86.64182333,0,17,23.39736224
+0,14700,89448,115380,DebtCon,Office,11,0,0,222.8150889,0,12,40.52479687
+0,14700,65660,81937,DebtCon,Office,2,0,0,106.6575189,1,19,25.19780688
+0,14700,90662,111778,DebtCon,ProfExe,1,1,1,148.4232463,0,33,31.77010155
+0,14800,53738,66258,DebtCon,Other,7,0,0,240.8634414,0,17,34.53249609
+0,14800,49000,98900,HomeImp,Other,0.1,0,3,51.66666667,1,10,
+0,14800,43983,60826,DebtCon,,4,1,1,113.8979666,1,9,27.10808171
+0,14900,65303,84590,DebtCon,Office,6,0,0,121.0649537,1,19,22.57682394
+0,14900,45701,78186,DebtCon,Mgr,5,0,0,125.0313534,1,8,26.34385565
+1,14900,57557,80611,DebtCon,Other,12,0,0,103.1065045,0,7,39.84087535
+0,14900,97646,139884,HomeImp,ProfExe,13,0,0,119.0831164,5,22,36.36059707
+0,14900,69723,83553,DebtCon,Office,5,0,0,114.8555346,1,19,22.9572918
+0,15000,80988,97404,DebtCon,ProfExe,10,3,0,188.501672,1,30,26.5682704
+1,15000,63000,100050,DebtCon,Other,,1,0,135.3,1,20,
+1,15000,163000,207562,DebtCon,ProfExe,6,0,0,247.5842491,1,27,
+1,15000,20000,47394,HomeImp,Other,13,0,0,66.13333333,0,11,
+1,15000,57900,88200,DebtCon,ProfExe,10,,,,,,
+1,15000,71269,97500,DebtCon,Other,9,0,0,118.1666667,1,19,
+0,15000,18000,163580,HomeImp,Self,7,0,0,304.3666667,0,27,
+0,15000,125000,154000,DebtCon,Mgr,,0,0,223.2030702,0,19,
+0,15000,42657,65000,DebtCon,ProfExe,18,0,0,181.6,0,23,
+0,15000,72000,95000,DebtCon,Other,0,0,0,147.1,1,18,
+0,15000,100000,115000,DebtCon,ProfExe,1,0,0,128.8666667,0,30,
+1,15000,89200,114750,DebtCon,ProfExe,11,0,0,114.6,0,27,
+1,15000,6124,35000,HomeImp,Other,1.5,1,0,91.26666667,0,5,
+1,15000,68000,96000,DebtCon,Mgr,12,0,3,109.5666667,0,24,
+1,15000,54000,72865,DebtCon,Office,2.9,0,1,145.1,1,15,
+1,15000,125000,177100,HomeImp,ProfExe,10,3,1,221.1666667,0,14,
+0,15000,46867,67529,DebtCon,Other,7,0,0,133.787581,3,48,31.48646083
+0,15000,89165,106392,DebtCon,Sales,12,,2,166.085018,0,17,35.0331025
+0,15100,73505,109656,DebtCon,Other,5,0,0,81.96415129,2,13,36.46121054
+1,15100,54000,77542,HomeImp,ProfExe,13,1,1,122.5666667,1,26,
+0,15100,44959,68483,DebtCon,Mgr,27,1,0,279.9479886,1,17,37.18094785
+0,15100,39679,62674,DebtCon,,5,1,0,95.59910086,1,9,28.50559056
+0,15200,44414,60098,DebtCon,,4,1,0,105.749642,2,9,27.37526941
+0,15200,85303,131022,DebtCon,ProfExe,14,0,0,295.495733,0,18,29.60992004
+0,15200,20005,39605,DebtCon,Mgr,8,0,0,96.73490299,0,10,21.74161074
+0,15200,90108,118941,HomeImp,Mgr,2,0,2,170.9389426,0,25,41.15750106
+0,15200,77636,95682,DebtCon,ProfExe,10,1,1,335.8413218,,41,37.98254375
+0,15300,65298,94301,DebtCon,Office,1,0,0,150.4998679,4,19,31.35764214
+0,15300,,92320,DebtCon,Office,28,0,0,325.9984486,0,15,15.33556026
+0,15300,81500,102000,HomeImp,ProfExe,3.5,0,0,123.7666667,1,25,
+0,15300,127172,156578,DebtCon,Mgr,,0,0,213.2860218,0,19,36.29035353
+0,15300,,53184,DebtCon,Office,1,0,0,81.62597086,1,9,39.00782276
+1,15300,49421,67343,DebtCon,Other,4,0,0,57.92941509,6,22,42.92961419
+0,15400,10074,57135,DebtCon,ProfExe,4,0,0,310.3667568,0,16,17.60120617
+0,15400,104451,119195,DebtCon,Office,5,0,0,264.7616522,0,34,29.96327278
+0,15400,,55421,DebtCon,Office,2,0,0,81.27851127,2,9,38.72389503
+0,15400,39452,56834,DebtCon,Other,7,1,0,120.0565557,1,15,39.90893415
+0,15500,127793,158580,DebtCon,Mgr,,0,0,229.3450754,0,19,39.50968107
+0,15500,79185,88693,DebtCon,Mgr,19,0,0,244.2078401,10,23,36.33936235
+1,15500,26452,43900,DebtCon,Mgr,21,1,2,215.0666667,0,19,
+1,15500,54653,73117,DebtCon,Other,13,,,,,,29.54185091
+0,15600,,66837,,,9,0,0,94.69068521,0,15,26.32256955
+0,15600,27599,47615,HomeImp,Other,10,0,0,90.3276282,1,12,29.67474957
+0,15600,58728,92443,HomeImp,ProfExe,6,0,0,128.0295993,0,13,28.48485856
+1,15600,62582,131510,DebtCon,Self,2,0,2,122.6040529,1,17,38.5882224
+0,15700,135886,181894,DebtCon,Mgr,10,0,0,247.9650654,0,21,30.32639892
+1,15700,149305,,DebtCon,ProfExe,25,0,2,382.8588359,0,71,38.22834475
+1,15700,60316,80000,DebtCon,Mgr,0.2,1,0,85.2,1,23,
+0,15700,99618,131710,DebtCon,Mgr,5,,,236.6809468,2,41,37.86554654
+1,15700,53478,68885,DebtCon,Other,5,0,0,83.69551611,5,17,40.34993
+0,15800,25344,79736,HomeImp,Other,,0,0,249.9837678,0,50,42.43556267
+1,15800,104913,121214,DebtCon,ProfExe,2,0,0,134.0038302,0,21,44.91516055
+0,15800,103537,111139,DebtCon,Office,3,0,1,252.2677576,1,34,27.67406397
+0,15800,41661,80457,DebtCon,Mgr,3,0,1,137.3175078,0,8,27.43409485
+0,15800,74575,95815,DebtCon,Other,7,2,0,69.5813481,0,21,24.10872688
+0,15900,50715,70467,DebtCon,Other,0,,1,285.3869287,0,10,36.05038237
+0,15900,38860,68912,DebtCon,ProfExe,9,0,0,250.9275029,1,16,22.17526323
+1,15900,43830,59530,DebtCon,Other,4.6,1,0,148.1333333,1,27,
+0,15900,68079,90212,HomeImp,Other,,0,0,304.2447551,0,19,30.42200388
+0,15900,94078,118359,DebtCon,Other,13,0,0,125.5519994,1,8,37.78182264
+0,16000,74459,103255,DebtCon,Other,6,3,0,72.8645904,1,21,24.93522997
+0,16000,31000,54000,DebtCon,Other,16,0,0,110.6,1,18,
+0,16000,96000,160050,,Other,,1,,260.7666667,,24,
+1,16000,50000,71130,DebtCon,ProfExe,2.5,0,0,189.7,0,22,
+0,16000,71670,84124,DebtCon,Other,10,0,0,81.59612884,3,12,32.94889897
+0,16000,140979,181166,DebtCon,Mgr,9,0,0,236.7071183,0,21,27.84133988
+0,16100,76644,103192,DebtCon,Other,5,2,0,76.07793545,0,20,24.18793386
+0,16100,107758,124610,DebtCon,ProfExe,0,0,0,129.1788981,0,29,34.2115674
+0,16100,105719,116491,DebtCon,Other,1,0,0,117.8736121,2,20,38.7636997
+0,16100,26276,168105,HomeImp,Self,7,0,0,336.1984645,0,26,25.99181995
+0,16200,25329,37433,DebtCon,ProfExe,21,1,0,207.1595475,2,16,32.71808803
+0,16200,49780,109050,HomeImp,Office,2,,2,128.2885293,0,23,39.57681143
+0,16200,95465,114758,DebtCon,Other,7,0,0,298.4644353,2,19,32.6225601
+0,16200,86021,113030,DebtCon,Other,20,0,0,284.1597667,0,17,26.65016531
+1,16300,31800,63000,DebtCon,Other,12,1,5,124.9,1,14,
+0,16300,105169,134992,DebtCon,Other,1,0,0,277.9929456,0,46,41.9498545
+0,16300,59901,83232,HomeImp,Other,,0,0,284.5143054,0,20,27.89880275
+0,16300,66038,98585,DebtCon,Office,1,0,0,162.0654119,3,19,32.75346067
+0,16400,119879,128546,DebtCon,,16,0,0,182.9973812,0,17,40.85088684
+0,16400,82869,94390,DebtCon,ProfExe,8,0,2,358.0506602,,42,39.06062731
+0,16400,107669,115881,DebtCon,Other,0,0,0,136.8121195,1,21,39.69996168
+0,16400,65898,85424,HomeImp,ProfExe,10,0,1,173.5332104,0,14,26.93199486
+0,16500,47636,59586,DebtCon,Other,16,0,0,284.065542,0,21,29.96900633
+0,16500,97010,128101,DebtCon,Mgr,9,,,250.681862,2,41,36.93333116
+1,16500,143404,165267,DebtCon,Mgr,14,0,1,169.7373629,1,31,36.178122
+1,16500,65900,87000,DebtCon,Other,26,0,3,109.5666667,5,35,
+1,16500,43223,46925,DebtCon,Other,10,0,0,178.0023834,4,20,40.20633377
+0,16500,42317,66966,HomeImp,ProfExe,3,0,0,206.2383892,3,17,35.00637947
+0,16600,77380,123638,,,,,,,,,34.11861536
+0,16600,55912,81552,DebtCon,Other,6,,,106.5129317,0,7,36.76375267
+0,16600,71564,84627,DebtCon,Office,5,0,0,114.6401329,1,20,22.32314261
+0,16700,62933,91790,DebtCon,Other,2,0,0,185.3724624,0,31,35.25727149
+0,16700,31135,60478,DebtCon,Other,14,0,0,105.1332711,0,18,39.1229968
+1,16700,77083,103540,DebtCon,Other,17,0,0,170.8123729,,10,37.2264306
+0,16700,5106,93277,HomeImp,Other,14,0,0,269.9626887,0,23,29.87592807
+0,16800,56979,90008,HomeImp,ProfExe,10,0,2,178.9299564,1,12,27.8164203
+1,16800,113021,146222,,Mgr,5,3,2,123.8934197,2,65,62.55930782
+0,16800,102838,111319,DebtCon,Office,1,0,0,257.3285966,0,34,27.57659689
+0,16800,94851,119053,DebtCon,Office,2,0,1,270.9986111,1,34,27.00923929
+0,16900,47129,62342,DebtCon,Other,15,0,0,290.1489212,0,21,30.3185968
+0,16900,67111,96985,HomeImp,ProfExe,21,0,0,233.7843986,1,23,37.32471132
+0,16900,78455,121450,,,,,,,,,33.74237455
+1,17000,,,HomeImp,,1,0,0,111.2350118,0,21,31.36287239
+0,17000,125728,159770,DebtCon,Mgr,,0,0,228.4223822,0,18,37.00837378
+0,17000,70085,81598,DebtCon,Office,7,0,0,117.1953992,1,20,21.98183572
+0,17000,54780,93091,DebtCon,ProfExe,4,0,0,115.3753324,1,21,37.50862467
+0,17000,23200,85000,DebtCon,ProfExe,9,0,0,149.0666667,1,21,
+1,17000,74910,112375,DebtCon,Office,41,0,0,95.2,3,28,
+1,17000,89600,115000,DebtCon,Self,20,,3,99.26666667,0,23,
+0,17000,51018,108148,HomeImp,Office,0,,2,114.9462923,0,23,40.24125987
+0,17100,56791,94396,DebtCon,ProfExe,7,0,0,110.2940878,1,21,36.1073409
+0,17100,53983,73688,DebtCon,Other,5,,,95.52351212,0,9,36.92038565
+0,17100,43085,68758,DebtCon,Other,7,0,1,103.6838558,3,49,30.3535487
+0,17100,104652,169076,,Other,,1,,270.5812143,,23,38.46522769
+0,17200,94937,133859,DebtCon,Mgr,6,,,248.1588756,2,42,36.79087533
+0,17200,11950,170000,HomeImp,Mgr,22,0,0,77.28338497,1,20,28.82169866
+1,17200,62108,,DebtCon,Office,21,0,0,174.3961345,1,21,34.53892537
+0,17200,53849,102326,HomeImp,Other,1,0,3,57.16674512,1,9,39.99115424
+0,17200,55254,118718,DebtCon,ProfExe,15,0,0,276.9110829,0,20,26.69615871
+0,17300,79412,114906,DebtCon,Mgr,17,0,0,247.3605705,4,30,36.53643556
+0,17300,65444,91244,DebtCon,ProfExe,8,0,0,202.0496827,0,19,21.57338522
+0,17300,96138,124066,DebtCon,Office,1,,2,271.7823232,0,30,40.40450623
+0,17400,77350,101271,DebtCon,Other,0,0,0,148.9162275,1,18,34.38702843
+0,17400,43110,73614,DebtCon,Mgr,1,0,0,114.2891824,1,8,26.37910802
+0,17400,97072,155146,DebtCon,Mgr,0,0,0,204.1656163,0,19,40.50796477
+0,17400,166345,202989,DebtCon,ProfExe,10,0,0,276.0663463,0,37,24.35659356
+0,17500,92986,114276,DebtCon,Other,13,0,0,116.9613578,2,8,36.25138573
+0,17500,49968,68025,HomeImp,Office,3,0,0,126.0794526,0,18,34.10902705
+1,17500,56647,78000,DebtCon,ProfExe,11,3,2,92.3,7,29,
+1,17500,91000,116000,DebtCon,ProfExe,0.5,0,0,188.7333333,3,26,
+0,17600,53707,80407,DebtCon,Other,17,1,0,185.9782208,0,21,36.49405393
+0,17600,79122,96116,DebtCon,Other,1,0,0,152.4437144,1,18,35.5896626
+0,17600,64857,82449,DebtCon,Other,1,0,0,312.882474,3,15,43.47886256
+0,17600,39063,54561,DebtCon,Other,17,0,0,107.9438175,1,17,38.91921033
+0,17700,17480,41055,,Office,1,0,0,196.1319389,0,15,37.92365952
+0,17700,36253,57420,DebtCon,ProfExe,3,0,0,267.7835088,1,34,37.93457008
+1,17700,58016,76416,DebtCon,Office,4,0,0,28.01149175,5,10,41.46337333
+0,17800,61494,85864,DebtCon,Other,2,0,0,303.8376508,3,15,40.24631208
+0,17800,56956,74305,DebtCon,Office,0,0,0,187.1833294,0,24,31.81747192
+0,17800,137169,182280,DebtCon,Mgr,12,0,0,241.3753071,0,21,28.84644812
+0,17800,69306,94504,HomeImp,ProfExe,7,0,0,85.85082998,0,15,32.2942169
+0,17900,72501,94488,DebtCon,Office,1,0,0,162.3895619,3,19,29.96118901
+1,17900,96450,135822,HomeImp,ProfExe,6,0,1,90.3,6,5,
+0,17900,68779,98623,DebtCon,Mgr,1,0,0,83.86164124,0,17,26.40566665
+0,18000,63508,94991,DebtCon,Office,1,0,0,155.8847243,0,25,23.58566428
+0,18000,23252,50750,DebtCon,ProfExe,16,0,0,180.6,1,20,
+0,18000,124000,195000,HomeImp,ProfExe,13,0,0,202.9,0,22,
+1,18000,12900,21500,HomeImp,Office,5,3,0,109.5666667,0,33,
+0,18000,55169,114786,HomeImp,Office,2,,2,120.1541063,0,24,37.54773286
+1,18000,114000,147140,DebtCon,Other,5,0,0,122.7333333,2,13,
+0,18100,81916,104048,DebtCon,Other,0,0,0,154.4259959,0,18,33.67802577
+0,18100,71814,89941,DebtCon,Other,10,0,0,83.16781079,3,11,32.28540549
+0,18100,73356,86885,DebtCon,Other,10,0,0,73.74671053,3,12,31.57101889
+0,18200,50250,72000,DebtCon,Mgr,10,2,0,75.06666667,3,28,
+0,18200,49653,159076,DebtCon,ProfExe,20,0,0,231.5497227,0,27,20.41593161
+0,18200,61690,89963,HomeImp,ProfExe,15,0,2,157.409679,0,14,27.94667597
+0,18200,68743,92112,DebtCon,Mgr,0,0,0,95.34376502,0,16,26.69266663
+0,18300,40018,65355,DebtCon,Other,16,1,0,287.9746298,0,21,28.36288297
+0,18300,63351,87645,DebtCon,Other,1,0,0,324.614647,3,15,43.90230255
+0,18300,73510,95132,DebtCon,Mgr,0,0,0,86.68429575,0,17,25.24404629
+0,18300,67550,95440,DebtCon,Office,3,0,0,154.1501136,0,25,22.85499927
+0,18400,63569,95729,HomeImp,ProfExe,23,0,0,237.2759487,0,23,38.41536702
+0,18400,94952,129177,DebtCon,ProfExe,12,,,140.4807035,,24,29.96750585
+0,18400,75491,101745,DebtCon,ProfExe,0,0,0,279.3700507,1,20,38.75029966
+0,18500,26389,85552,DebtCon,ProfExe,7,0,0,152.0406589,1,21,27.35620808
+0,18500,81938,106187,DebtCon,ProfExe,2,0,0,282.9006093,1,21,40.0388411
+0,18500,49367,71485,DebtCon,ProfExe,10,0,0,175.3870489,1,42,37.77222165
+0,18600,84874,115759,DebtCon,ProfExe,9,0,0,146.0698108,3,18,39.83431993
+0,18600,23792,79716,HomeImp,Other,,0,0,238.7898367,0,50,42.12712426
+0,18600,50167,96312,DebtCon,ProfExe,5,0,0,128.3394339,1,21,36.3773222
+0,18600,57300,8000,DebtCon,Other,6,,,68,1,17,
+0,18600,15243,172611,HomeImp,Mgr,25,0,0,73.44153854,2,21,29.0958828
+1,18700,39441,71345,DebtCon,Other,11,0,4,132.8367575,0,13,27.69164816
+0,18700,63990,94035,,ProfExe,9,0,0,,0,14,25.78335659
+0,18700,66197,83151,HomeImp,ProfExe,12,0,2,157.9459818,0,14,29.3494858
+0,18700,118208,130216,DebtCon,,14,0,0,190.9573245,0,17,40.74823463
+0,18800,166737,199303,DebtCon,ProfExe,9,0,0,270.8826875,1,38,25.53212879
+1,18800,63836,87000,DebtCon,Other,8,2,1,110.5666667,2,33,
+0,18900,,49442,DebtCon,Office,2,0,0,76.571848,1,9,38.8759867
+0,18900,154563,198790,DebtCon,Other,7,0,0,,1,15,29.47261446
+0,18900,55238,112776,DebtCon,ProfExe,16,0,0,251.5493924,0,19,25.7694999
+1,18900,61429,84990,DebtCon,ProfExe,8,3,1,166.1793992,2,64,40.43670481
+0,19000,52157,157459,DebtCon,ProfExe,19,0,0,248.7235332,0,28,21.92019846
+0,19000,167104,200184,DebtCon,ProfExe,9,0,0,256.6483436,0,38,23.66867849
+0,19000,43074,75700,,,,,,,,,
+1,19000,171106,200000,DebtCon,Other,9.8,3,0,153.1666667,0,26,
+1,19000,24658,47027,HomeImp,Mgr,19,0,0,159.1052252,4,31,53.54819585
+0,19100,105111,176829,DebtCon,Office,6,0,0,211.4003375,4,24,41.41312385
+0,19100,73217,93033,DebtCon,Other,1,2,1,113.6945661,2,26,36.38416382
+0,19200,83591,109772,HomeImp,ProfExe,4,0,0,101.498812,1,25,37.07704153
+0,19200,57728,96552,DebtCon,Office,0,0,0,80.60236311,0,23,37.50810314
+0,19300,50554,76140,DebtCon,Mgr,9,2,0,78.27662528,3,27,36.02690437
+0,19300,76807,103026,HomeImp,Mgr,13,0,0,169.2487527,0,27,34.87635872
+0,19300,146465,192854,DebtCon,ProfExe,13,,,110.6488068,1,23,29.97557603
+0,19400,45036,78900,,,,,,,,,40.02396798
+0,19400,109812,172705,DebtCon,Office,5,0,0,204.1054149,3,23,43.33840721
+0,19500,94543,127718,DebtCon,ProfExe,11,,,132.4078556,,24,30.85706709
+0,19500,9475,30000,DebtCon,Other,0,1,0,33.46666667,2,4,
+0,19500,52080,89913,DebtCon,Other,12,0,0,110.7603066,0,9,4.337283357
+1,19600,117646,149975,DebtCon,Other,4,0,0,114.2136149,1,12,31.22280265
+0,19600,49984,84519,DebtCon,Other,12,0,0,92.81133323,0,10,7.614065422
+0,19700,93040,113362,DebtCon,ProfExe,6,0,0,135.8138569,3,21,19.70439447
+0,19700,70709,97394,DebtCon,Mgr,0,0,0,94.86046638,0,17,25.55670764
+0,19800,47488,77916,,,,,,,,,37.3082467
+0,19900,90966,154351,HomeImp,ProfExe,4,0,0,103.9754422,0,17,35.40591994
+0,19900,132878,199172,HomeImp,ProfExe,14,0,0,197.923806,0,22,35.33060397
+0,19900,16232,70592,DebtCon,Office,,0,0,242.3654026,0,22,39.44625142
+0,20000,43087,61438,DebtCon,Other,14,0,0,276.5624153,0,20,29.29517878
+1,20000,,115750,HomeImp,Other,,0,2,132.5333333,0,10,
+0,20000,99300,139150,HomeImp,ProfExe,10,0,0,162.3666667,1,23,
+0,20000,55746,105230,DebtCon,ProfExe,16,0,3,282.0666667,1,36,
+0,20000,126324,171450,,Mgr,26,,5,329.5666667,1,28,
+0,20000,49034,98250,DebtCon,Office,2,0,4,167.3666667,0,47,
+0,20000,29400,52000,DebtCon,Other,,0,0,219.1333333,0,13,
+1,20000,117820,154000,DebtCon,Mgr,3,0,0,70.99812734,0,29,
+1,20000,122000,166100,DebtCon,ProfExe,2.6,0,2,206.9666667,1,18,
+1,20000,116932,138072,HomeImp,Other,19,0,0,171.4666667,2,23,
+1,20000,77900,105400,DebtCon,Mgr,4,0,0,110.6,0,17,
+0,20000,9722,173518,HomeImp,Mgr,21,0,0,89.21195484,2,20,31.12087741
+0,20100,74013,106578,HomeImp,Mgr,13,1,0,164.4458113,0,27,33.91624415
+1,20100,16755,29412,HomeImp,Other,3,1,0,62.0501108,2,21,58.1321829
+0,20100,59726,79982,DebtCon,Mgr,8,1,0,74.21075866,2,28,36.84692179
+0,20100,84965,110676,DebtCon,Mgr,18,0,0,244.02973,5,30,38.62783022
+0,20200,61303,97780,HomeImp,ProfExe,17,0,1,632.1031857,1,24,20.73703901
+0,20200,45088,65211,DebtCon,Office,10,0,2,118.5696695,1,22,43.45451215
+0,20200,59347,97816,HomeImp,ProfExe,18,0,0,618.7358902,1,24,21.66864227
+0,20300,71387,107363,HomeImp,Other,4,0,0,219.8747302,0,13,29.5672214
+1,20300,63803,89079,DebtCon,ProfExe,21,0,4,323.8085733,4,28,45.8759169
+0,20300,13838,30813,DebtCon,Other,0,0,0,39.64588729,1,3,29.98518301
+0,20400,153958,195834,DebtCon,Other,9,0,0,,1,15,31.13462438
+0,20400,132443,204082,HomeImp,ProfExe,13,0,0,187.0186916,0,22,36.82188744
+0,20500,82638,109915,DebtCon,Other,,0,0,176.3666652,1,25,37.86483283
+1,20500,113963,131135,HomeImp,Self,3,1,0,243.6806039,1,26,143.949605
+0,20500,67852,97944,HomeImp,Office,14,0,0,141.0053448,0,14,36.6093894
+0,20500,87892,136867,DebtCon,Other,10,0,0,96.92964469,3,15,40.16291939
+0,20500,64113,98322,HomeImp,ProfExe,16,0,0,634.4618926,1,23,19.57431626
+0,20600,16779,56481,DebtCon,Other,24,0,1,228.0570024,0,24,27.17664772
+0,20600,62531,96584,DebtCon,Office,1,0,0,146.839968,0,21,33.94558615
+0,20600,147855,125839,,ProfExe,4,1,0,97.10958363,3,34,29.69750665
+0,20700,100778,142271,HomeImp,,,,,,,,39.98309593
+0,20700,72698,96691,DebtCon,Other,,2,0,233.5953067,1,13,42.62634036
+0,20800,155315,192038,DebtCon,ProfExe,11,,,114.4821976,0,23,29.89157194
+0,20800,51562,99997,DebtCon,Office,1,0,4,168.3145771,0,47,35.23139271
+0,20800,,74486,DebtCon,Sales,6,0,0,407.5856237,0,24,22.16287266
+0,20800,96994,140564,DebtCon,Mgr,13,0,0,169.6871574,1,25,33.5250643
+0,20900,16174,34886,DebtCon,Other,1,0,0,52.30365625,1,4,29.7527322
+0,20900,45279,73814,DebtCon,Office,1,0,0,235.3955528,0,12,34.57184425
+1,20900,122807,150896,DebtCon,Other,5,0,0,123.4795377,2,13,30.4244811
+0,20900,58299,78684,DebtCon,,3,0,0,98.66282045,0,16,38.97200388
+0,21000,63405,86804,DebtCon,Office,5,,,156.8727507,,15,37.43378459
+0,21000,64100,85100,DebtCon,Other,3.5,0,0,97.63333333,2,30,
+1,21000,96000,125000,DebtCon,Sales,0.3,1,,116.9,1,19,
+0,21000,94019,134565,DebtCon,ProfExe,,0,0,196.1979075,0,21,26.86773396
+0,21100,55863,81406,DebtCon,Mgr,10,1,0,74.57642698,2,27,36.76027571
+0,21100,143487,180122,HomeImp,Mgr,7,0,0,324.1633286,0,16,43.25118252
+0,21200,109747,174666,DebtCon,Office,7,0,0,211.8072267,3,24,40.39483989
+1,21200,70000,101250,DebtCon,Other,1,1,0,43.6,7,49,
+0,21200,91759,95165,DebtCon,ProfExe,2,0,0,106.8357327,0,19,34.21668917
+0,21300,134578,176968,,Mgr,25,,5,334.0659169,0,27,31.87577109
+0,21300,99613,147991,HomeImp,,,,,,,,38.49756059
+0,21300,74081,102810,DebtCon,Office,9,0,0,200.9111493,1,12,31.15558593
+1,21300,103989,143796,DebtCon,Other,9,2,0,135.2328361,3,20,44.38257789
+1,21400,166244,212505,DebtCon,ProfExe,4,2,7,183.5480397,4,24,38.14905923
+0,21400,44573,80915,,,,,,,,,37.82721876
+0,21400,70112,94849,DebtCon,Other,4,0,0,109.780321,1,29,35.63050485
+0,21500,9579,30807,DebtCon,Other,,0,0,58.11746362,2,19,42.49201034
+0,21500,135899,186976,DebtCon,ProfExe,18,0,0,227.3474864,1,24,42.66067749
+0,21500,71636,96678,HomeImp,Office,13,0,0,135.9405415,0,13,37.87247372
+0,21500,10193,75649,DebtCon,Office,,0,0,247.8139714,0,22,39.14851242
+0,21600,105654,155460,DebtCon,Mgr,16,0,0,193.0488032,0,25,33.60060846
+0,21600,70832,96503,HomeImp,Office,13,0,0,136.3971417,0,14,37.58053042
+0,21600,108923,142716,HomeImp,ProfExe,9,0,0,162.446914,0,23,33.41977874
+0,21700,58363,78411,DebtCon,,5,0,0,104.1747704,0,16,38.18843548
+0,21700,29258,53807,DebtCon,Other,0,,,300.6792922,,24,35.69801744
+0,21700,69000,98000,DebtCon,Mgr,2,,,232.0666667,5,24,
+0,21700,91637,126105,HomeImp,Mgr,10,0,0,131.875354,1,23,30.96129202
+1,21700,24984,92297,DebtCon,Other,26,0,6,238.3696373,1,20,16.39716087
+0,21800,80092,98561,DebtCon,Mgr,5,0,0,73.31793013,7,24,37.13828397
+1,21800,99753,128000,HomeImp,ProfExe,15,1,2,286.1,3,26,
+1,21800,76324,102287,DebtCon,Office,6,0,1,61.64132538,4,29,41.03238603
+0,21900,91767,141897,DebtCon,ProfExe,,0,0,207.6532895,0,21,28.21673943
+0,21900,10421,24808,DebtCon,Other,,0,0,61.28669845,2,19,40.01662162
+0,21900,61838,92091,DebtCon,Office,5,,,171.5767001,,16,37.80040089
+0,22000,36738,100040,HomeImp,Other,6,0,0,138.9424576,0,14,30.78315421
+0,22000,64000,89000,DebtCon,ProfExe,8,1,1,133.2666667,4,26,
+1,22000,92000,,DebtCon,Office,4,,12,218,1,39,
+0,22000,70139,95042,DebtCon,Other,2,0,0,97.90858291,2,29,32.52452824
+0,22100,92724,126348,HomeImp,Mgr,11,0,0,122.2657812,1,24,30.84350527
+0,22100,73053,105750,DebtCon,Mgr,9,0,1,293.2333333,2,29,
+0,22100,45993,67208,DebtCon,Other,8,0,1,60.45700477,2,18,34.78092033
+0,22200,138121,180144,DebtCon,ProfExe,22,0,0,240.703069,1,24,40.62189416
+0,22200,64809,96831,HomeImp,ProfExe,17,0,0,639.0581723,0,24,22.61418191
+0,22300,,136587,HomeImp,Other,1,0,0,311.6590812,3,20,29.91070776
+0,22300,72814,186463,,Other,10,0,0,367.2473584,1,16,30.33358791
+0,22300,60513,111713,DebtCon,ProfExe,15,0,3,291.61872,1,35,27.70517064
+0,22400,38669,105881,HomeImp,Other,6,0,0,125.2428417,0,14,32.77827083
+0,22400,127967,167764,DebtCon,Office,1,,0,377.8649847,,52,36.43872408
+0,22400,71051,102374,HomeImp,Office,14,0,0,137.1896556,0,14,36.12206849
+1,22400,25585,54049,,ProfExe,20,0,0,251.358003,0,19,25.20270637
+0,22400,32665,56639,DebtCon,Other,13,0,0,101.7583551,1,25,31.47003128
+0,22400,18371,38311,DebtCon,Other,1,0,0,37.23500048,2,3,29.4760034
+0,22500,,42800,DebtCon,Other,,,,89.3,,13,
+0,22500,40884,76895,DebtCon,ProfExe,8,0,0,270.2601967,0,18,39.95457279
+0,22600,133264,172882,DebtCon,ProfExe,6,1,0,190.2475602,0,37,19.97395503
+0,22600,63363,90816,DebtCon,Office,3,,,174.3265608,,15,38.74248161
+1,22600,78975,103374,DebtCon,Mgr,11,0,0,259.319755,1,14,27.74405551
+0,22600,239115,264462,HomeImp,Self,5,0,0,244.1797304,2,50,36.70087056
+0,22700,91303,98362,HomeImp,,7,,,,,,30.68101515
+0,22700,93413,134653,DebtCon,ProfExe,,0,0,219.5706538,1,21,27.28456073
+0,22700,108488,139559,HomeImp,ProfExe,11,0,0,190.9727785,0,23,34.08001623
+0,22800,49361,81914,DebtCon,Mgr,4,0,0,264.9370662,2,25,32.01024461
+0,22800,,146840,,,,,,,,,14.80008716
+0,22800,62754,101781,HomeImp,ProfExe,19,0,0,628.9819479,0,24,20.20030223
+0,22900,70497,103855,HomeImp,Mgr,13,0,0,149.9896104,0,27,33.76898573
+0,22900,59702,97591,HomeImp,ProfExe,16,0,0,627.6620795,0,24,22.11885209
+1,22900,161754,193666,DebtCon,Mgr,2,0,0,260.251081,0,27,30.27892939
+0,22900,50876,74270,DebtCon,Other,5,0,0,72.00450998,1,19,34.9570299
+0,23000,62893,90989,DebtCon,Office,4,,,179.8468627,,16,38.63094673
+0,23000,76213,184360,,Other,12,0,0,379.3499549,0,16,32.04036608
+0,23000,42600,69500,DebtCon,Other,10,0,0,119.7,1,20,
+0,23000,,49906,DebtCon,Other,,,,96.75696905,,13,27.44124241
+0,23100,75837,183443,,Other,9,0,0,377.29104,0,17,31.43531612
+0,23100,109498,156191,DebtCon,Mgr,15,0,0,186.2019963,0,25,33.79421161
+0,23200,112948,159050,DebtCon,Mgr,16,0,0,189.8390087,0,25,33.49396616
+0,23200,144542,176611,DebtCon,ProfExe,5,,,179.239077,5,42,40.82316043
+1,23300,36000,,DebtCon,Other,19,4,0,113.5666667,2,20,
+0,23300,91957,135827,DebtCon,ProfExe,,0,1,203.0716875,0,20,27.83335613
+0,23400,72262,94646,DebtCon,Other,2,0,0,105.9992656,1,29,31.8406351
+0,23400,89226,119604,DebtCon,Self,3,0,0,221.6813833,1,26,34.5562014
+1,23500,52457,77436,DebtCon,Other,16,0,0,,0,0,33.56876627
+1,23500,54816,87000,DebtCon,Other,3.5,0,1,223.2,0,17,
+0,23500,90129,141785,DebtCon,ProfExe,23,1,0,158.9968245,0,25,40.33195033
+0,23500,,66217,DebtCon,Other,24,0,1,122.1475515,1,8,20.17202126
+1,23500,,116983,HomeImp,Other,,0,1,143.4146448,0,10,35.06031985
+0,23600,50424,70281,DebtCon,Other,24,0,0,312.7384712,4,31,35.77167592
+0,23600,82639,114266,DebtCon,Other,,0,0,186.1563472,2,25,37.9438682
+0,23700,76196,100929,DebtCon,Other,17,0,0,180.731154,1,13,41.52602645
+0,23700,144373,180927,DebtCon,ProfExe,5,,,175.8153754,5,43,40.31579003
+0,23700,82983,106877,DebtCon,Other,,0,0,177.0176744,2,24,40.99520822
+0,23800,,71798,HomeImp,Office,6,0,0,119.7119548,2,5,19.62452779
+1,23800,9124,41900,DebtCon,Other,28,0,2,120.7333333,1,16,
+0,23900,236803,267036,HomeImp,Self,7,0,0,252.0735449,1,50,38.07409059
+0,23900,95060,134567,DebtCon,ProfExe,,0,0,194.2510061,0,20,27.15706127
+0,23900,90244,120751,DebtCon,Self,3,0,0,194.9872525,1,26,35.40605965
+0,24000,43427,68308,DebtCon,Other,25,0,0,302.772262,2,31,34.87185516
+1,24000,19500,38000,DebtCon,Other,,0,1,198.9,,17,
+1,24000,136000,,DebtCon,ProfExe,3,1,6,303.2942857,1,27,
+0,24100,57041,92081,DebtCon,Other,7,0,0,230.0597297,0,19,35.89670864
+0,24100,104442,161366,DebtCon,Mgr,14,0,0,195.6423332,0,25,34.54080952
+0,24200,91491,141827,DebtCon,ProfExe,21,1,0,163.1743772,0,25,42.06098177
+1,24200,39808,,DebtCon,Self,3,1,0,184.7251127,0,16,51.63038059
+0,24200,104005,158224,DebtCon,Mgr,14,0,0,175.6220829,0,25,33.99242445
+0,24300,110442,138581,DebtCon,Mgr,9,2,0,175.1536895,4,17,40.34888533
+0,24300,,60628,DebtCon,Other,23,0,0,145.2927361,0,9,22.98481899
+1,24400,69873,101484,DebtCon,Other,15,0,6,225.7525542,0,29,
+0,24400,,59888,DebtCon,Other,,0,0,288.2296811,0,19,38.58133284
+0,24400,80065,118423,DebtCon,ProfExe,8,0,1,126.5427462,0,18,26.2739081
+0,24500,,149489,,,,,,,,,15.44348605
+0,24500,67336,96060,DebtCon,ProfExe,8,0,1,142.3442498,3,25,35.97985624
+0,24500,82756,122917,DebtCon,ProfExe,11,0,1,108.6501412,0,18,26.12743668
+0,24600,41300,61700,DebtCon,Office,19,0,0,181.6333333,2,22,
+0,24700,149235,178454,DebtCon,ProfExe,5,0,0,324.1377835,0,34,38.70999145
+0,24700,44306,74197,DebtCon,Other,5,0,0,73.71525064,1,18,35.44157026
+0,24800,109084,140355,DebtCon,Mgr,11,2,0,183.7952585,5,18,40.60479583
+0,24800,43287,72898,DebtCon,Other,8,0,0,87.01103562,1,18,34.0310957
+0,24900,134427,169444,DebtCon,Other,7,1,0,202.4473261,0,19,35.3492119
+1,24900,77000,115006,DebtCon,Other,10,0,0,293.2333333,0,36,
+1,25000,47032,75957,DebtCon,Other,9,0,7,259.4665279,3,22,40.78797575
+0,25000,177000,226000,DebtCon,ProfExe,0.4,0,0,305.1331253,1,33,
+0,25000,188545,241279,DebtCon,Other,9,0,0,102.5,2,26,
+0,25000,199000,236200,HomeImp,Other,8,0,0,133.3666667,1,42,
+1,25000,70150,,DebtCon,Office,4,2,,104.5333333,0,7,
+1,25000,46451,89600,DebtCon,Office,10,1,2,95.36666667,2,15,
+1,25000,184000,232760,DebtCon,Other,4,0,4,230.1,2,44,
+1,25000,117500,165000,DebtCon,ProfExe,17.5,0,3,239.4,1,27,
+1,25000,86000,,DebtCon,Other,14,1,0,144.0333333,2,40,
+1,25000,132000,165000,DebtCon,ProfExe,10,0,0,196.8333333,1,29,
+1,25000,112000,157000,DebtCon,Office,5.5,0,0,63.9,3,9,
+0,25000,83624,116976,DebtCon,ProfExe,9,0,0,129.5495932,0,19,29.42773368
+0,25100,77088,111568,DebtCon,Mgr,7,0,0,288.0080252,2,29,32.55083764
+0,25100,41314,71357,DebtCon,Office,19,0,0,183.6314283,1,22,33.66553412
+0,25100,66938,92544,DebtCon,ProfExe,8,1,1,135.6650702,4,26,34.56587631
+0,25100,137489,168216,DebtCon,Other,7,1,0,211.2089809,1,20,34.76794885
+0,25200,51789,75569,DebtCon,Other,25,,1,281.9286846,1,30,40.87461909
+0,25200,55823,90658,DebtCon,Office,0,0,0,85.31414308,0,22,35.57129493
+0,25300,115226,153900,DebtCon,Office,6,,,303.0140835,2,36,41.71511069
+0,25300,56393,86612,DebtCon,Mgr,6,0,0,258.1473687,1,25,33.19387553
+0,25400,61907,87133,DebtCon,Office,0,0,1,81.49211941,0,22,34.36469831
+0,25400,62906,96327,DebtCon,Other,17,0,0,110.6201271,1,16,33.76074836
+0,25500,,31777,HomeImp,Other,23,0,0,82.29350724,3,15,28.07899411
+0,25500,50847,79738,DebtCon,Other,20,0,0,204.6779007,0,26,35.86008764
+0,25500,,121708,DebtCon,Mgr,8,1,0,151.9693412,0,27,33.15994063
+0,25600,47936,80600,DebtCon,Other,23,,1,290.4782768,0,30,37.73494052
+0,25600,111000,153000,DebtCon,ProfExe,7,0,0,112.6333333,3,27,
+0,25600,144616,211230,HomeImp,ProfExe,7,0,0,199.0913081,0,27,39.00292833
+0,25700,94295,143788,DebtCon,Mgr,23,0,0,220.7295189,0,13,42.35812804
+0,25700,197425,242602,DebtCon,Other,8,0,0,102.9603455,2,26,41.27712717
+0,25700,103598,144594,DebtCon,Mgr,19,0,0,217.944828,0,13,41.13564938
+0,25800,82058,116330,DebtCon,ProfExe,11,0,1,128.4471699,0,18,27.98945739
+0,25900,118965,154728,DebtCon,ProfExe,8,0,0,101.1976068,3,26,32.59840187
+0,25900,80663,122372,DebtCon,ProfExe,10,0,1,133.669494,0,18,26.57393079
+0,25900,61064,94714,DebtCon,Office,2,0,0,98.80937484,0,23,34.56594425
+0,26000,45963,74279,DebtCon,Other,20,,0,295.6669448,1,29,37.91727288
+0,26000,58794,91413,DebtCon,Other,5,0,0,230.6802307,0,19,37.99692333
+0,26100,75164,108483,DebtCon,Mgr,7,0,0,300.8359581,2,28,30.07140205
+0,26100,,120470,DebtCon,Mgr,7,0,0,161.2876716,0,27,34.13000366
+0,26200,75096,120859,DebtCon,Other,4,0,0,107.1771177,2,31,38.55297875
+0,26200,100931,132627,DebtCon,Office,11,0,1,169.0320939,0,28,41.08956919
+0,26300,147600,184207,DebtCon,ProfExe,5,0,0,310.3481457,0,35,38.23508627
+0,26300,,51055,DebtCon,Other,,,,70.25339459,,14,28.20743574
+0,26300,189302,249773,DebtCon,Other,7,0,0,106.6093074,1,26,42.76938671
+0,26400,128413,207302,DebtCon,ProfExe,9,0,0,228.0151317,3,26,17.87219518
+0,26400,220432,283978,HomeImp,ProfExe,6,,5,480.3560137,,56,33.7142391
+0,26500,,63918,DebtCon,Other,25,0,0,135.4409472,0,8,20.16138785
+0,26500,,64211,DebtCon,Other,26,0,0,127.4120114,0,10,22.28949083
+0,26500,76599,119041,DebtCon,Other,4,0,0,97.26565847,1,31,40.12650973
+0,26600,148986,175750,DebtCon,Other,1,0,0,197.3917133,0,35,40.51498958
+0,26600,49610,78355,DebtCon,Other,23,,0,278.603564,0,30,39.52990361
+0,26700,73468,108774,DebtCon,ProfExe,11,0,0,290.0805914,1,32,39.0422045
+0,26700,18590,53462,DebtCon,Other,25,0,0,111.9955708,1,11,22.95980677
+0,26800,139309,166621,DebtCon,Other,5,0,0,217.2114826,0,20,35.18585706