diff --git a/helloworld/notebooks/OpHousingPrices.ipynb b/helloworld/notebooks/OpHousingPrices.ipynb new file mode 100644 index 0000000000..35d609a8d9 --- /dev/null +++ b/helloworld/notebooks/OpHousingPrices.ipynb @@ -0,0 +1,383 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Op Housing Prices Sample\n", + "Here we describe a very simple TransmogrifAI workflow for predicting the housing prices based on the features of house on sale. The code for building and applying the Titanic model can be found here: Titanic Code, and the data can be found here: Titanic Data.\n", + "\n", + "First we need to load transmogrifai and Spark Mllib jars" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%classpath add mvn com.salesforce.transmogrifai transmogrifai-core_2.11 0.6.0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%classpath add mvn org.apache.spark spark-mllib_2.11 2.3.3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Import the classes**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import org.apache.spark.SparkConf\n", + "import org.apache.spark.sql.SparkSession\n", + "import org.apache.spark.SparkContext\n", + "import org.apache.spark.sql.functions.udf\n", + "\n", + "import com.salesforce.op._\n", + "import com.salesforce.op.features._\n", + "import com.salesforce.op.features.types._\n", + "import com.salesforce.op.evaluators.Evaluators" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import com.salesforce.op.OpWorkflow\n", + "import com.salesforce.op.evaluators.Evaluators\n", + "import com.salesforce.op.readers.DataReaders" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Instantiate a SparkSession" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val conf = new SparkConf().setMaster(\"local[*]\").setAppName(\"HousingPricesPrediction\")\n", + "implicit val spark = SparkSession.builder.config(conf).getOrCreate()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Schema class\n", + "Let us create a case class to describe the schema for the data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "case class HousingPrices(\n", + " lotFrontage: Double,\n", + " area: Integer,\n", + " lotShape: String,\n", + " yrSold : Integer,\n", + " saleType: String,\n", + " saleCondition: String,\n", + " salePrice: Double)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Feature Engineering\n", + "\n", + "We then define the set of raw features that we would like to extract from the data. The \n", + "raw features are defined using [FeatureBuilders](https://docs.transmogrif.ai/Developer-Guide#featurebuilders), \n", + "and are strongly typed. TransmogrifAI supports the following basic feature types: `Text`, \n", + "`Numeric`, `Vector`, `List` , `Set`, `Map`. In addition it supports many specific feature \n", + "types which extend these base types: Email extends Text; Integral, Real and Binary extend \n", + "Numeric; Currency and Percentage extend Real. For a complete view of the types supported \n", + "see the Type Hierarchy and Automatic Feature Engineering section in the Documentation.\n", + "\n", + "Basic `FeatureBuilders` will be created for you if you use the TransmogrifAI CLI to bootstrap \n", + "your project as described here. However, it is often useful to edit this code to customize \n", + "feature generation and take full advantage of the Feature types available (selecting the \n", + "appropriate type will improve automatic feature engineering steps).\n", + "When defining raw features, specify the extract logic to be applied to the raw data, and \n", + "also annotate the features as either predictor or response variables via the FeatureBuilders:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import org.apache.spark.sql.{Encoders}\n", + "implicit val srEncoder = Encoders.product[HousingPrices]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val lotFrontage = FeatureBuilder.Real[HousingPrices].extract(_.lotFrontage.toReal).asPredictor\n", + "val area = FeatureBuilder.Integral[HousingPrices].extract(_.area.toIntegral).asPredictor" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val lotShape = FeatureBuilder.Integral[HousingPrices].extract(_.lotShape match {\n", + " case \"IR1\" => 1.toIntegral\n", + " case _ => 0.toIntegral\n", + "}).asPredictor" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val yrSold = FeatureBuilder.Integral[HousingPrices].extract(_.yrSold.toIntegral).asPredictor" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val saleType = FeatureBuilder.Text[HousingPrices].extract(_.saleType.toText).asPredictor.indexed()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val saleCondition = FeatureBuilder.Text[HousingPrices]\n", + " .extract(_.saleCondition.toText).asPredictor.indexed()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val salePrice = FeatureBuilder.RealNN[HousingPrices].extract(_.salePrice.toRealNN).asResponse" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + " val trainFilePath = \"/home/beakerx/helloworld/src/main/resources/HousingPricesDataset/train_lf_la_ls_ys_st_sc.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a training data reader from the `trainFilePath` using `DataReaders.Simple`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val trainDataReader = DataReaders.Simple.csvCase[HousingPrices](\n", + " path = Option(trainFilePath)\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create a feature sequence and transmogrify it\n", + "\n", + "`.transmogrify()` is a Transmografai shortcut to many estimators. This is in essence the automatic feature engineering Stage of TransmogrifAI. This stage can be discarded in favor of hand-tuned feature engineering and manual vector creation followed by combination using the VectorsCombiner Transformer (short-hand Seq(....).combine()) if the user desires to have complete control over feature engineering.\n", + "\n", + "The next stage applies another powerful transmogrifai Estimator — the SanityChecker. The SanityChecker applies a variety of statistical tests to the data based on Feature types and discards predictors that are indicative of label leakage or that show little to no predictive power. This is in essence the automatic feature selection Stage of TransmogrifAI:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import com.salesforce.op.stages.impl.tuning.{DataCutter, DataSplitter}\n", + "val features = Seq(lotFrontage,area,lotShape, yrSold, saleType, saleCondition).transmogrify()\n", + "val randomSeed = 42L\n", + "val splitter = DataSplitter(seed = randomSeed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model selector\n", + "Create a prediction(model) based on RegressionModelSelector. We are using Gradient Boosted Trees and Random Forest. Notice how input is applied of `salesPrice` and `features`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import com.salesforce.op.stages.impl.regression.RegressionModelSelector\n", + "import com.salesforce.op.stages.impl.regression.RegressionModelsToTry.{OpGBTRegressor, OpRandomForestRegressor}\n", + "\n", + "val prediction1 = RegressionModelSelector\n", + " .withCrossValidation(\n", + " dataSplitter = Some(splitter), seed = randomSeed,\n", + " modelTypesToUse = Seq(OpGBTRegressor, OpRandomForestRegressor)\n", + " ).setInput(salePrice,features).getOutput()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create an evaluator of type Regression and call setLabelCol and setPredictionCol" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val evaluator = Evaluators.Regression().setLabelCol(salePrice).setPredictionCol(prediction1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Workflow and WorkflowModel\n", + "\n", + "Workflow for TransmogrifAI. Takes the final features that the user wants to generate as \n", + "inputs and constructs the full DAG needed to generate them from those features lineage. \n", + "Then fits any estimators in the pipeline dag to create a sequence of transformations that \n", + "are saved in a workflow model.\n", + "When we now call `train` on this workflow, it automatically computes and executes the \n", + "entire DAG of Stages needed to compute the features fitting all the estimators on the training data in the process. \n", + "Calling score on the fitted workflow then transforms the underlying training data to \n", + "produce a DataFrame with the all the features manifested. The score method can optionally \n", + "be passed an evaluator that produces metrics.\n", + "`workflow.train()` methods fits all of the estimators in the pipeline and return a \n", + "pipeline model of only transformers. Uses data loaded as specified by the data reader to \n", + "generate the initial data set." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val workflow = new OpWorkflow().setResultFeatures(prediction1, salePrice).setReader(trainDataReader)\n", + "val workflowModel = workflow.train()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Score and evaluate the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val dfScoreAndEvaluate = workflowModel.scoreAndEvaluate(evaluator)\n", + "dfScoreAndEvaluate._1.show(false)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val dfEvaluate = dfScoreAndEvaluate._2\n", + "dfEvaluate.toString()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Scala", + "language": "scala", + "name": "scala" + }, + "language_info": { + "codemirror_mode": "text/x-scala", + "file_extension": ".scala", + "mimetype": "", + "name": "Scala", + "nbconverter_exporter": "", + "version": "2.11.12" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": false, + "sideBar": false, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": false, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/helloworld/src/main/resources/HousingPricesDataset/train_lf_la_ls_ys_st_sc.csv b/helloworld/src/main/resources/HousingPricesDataset/train_lf_la_ls_ys_st_sc.csv new file mode 100644 index 0000000000..4eed97a965 --- /dev/null +++ b/helloworld/src/main/resources/HousingPricesDataset/train_lf_la_ls_ys_st_sc.csv @@ -0,0 +1,1201 @@ +65.0,8450,Reg,2008,WD,Normal,208500 +80.0,9600,Reg,2007,WD,Normal,181500 +68.0,11250,IR1,2008,WD,Normal,223500 +60.0,9550,IR1,2006,WD,Abnorml,140000 +84.0,14260,IR1,2008,WD,Normal,250000 +85.0,14115,IR1,2009,WD,Normal,143000 +75.0,10084,Reg,2007,WD,Normal,307000 +51.0,6120,Reg,2008,WD,Abnorml,129900 +50.0,7420,Reg,2008,WD,Normal,118000 +70.0,11200,Reg,2008,WD,Normal,129500 +85.0,11924,IR1,2006,New,Partial,345000 +91.0,10652,IR1,2007,New,Partial,279500 +51.0,6120,Reg,2007,WD,Normal,132000 +72.0,10791,Reg,2006,WD,Normal,90000 +66.0,13695,Reg,2008,WD,Normal,159000 +70.0,7560,Reg,2009,COD,Abnorml,139000 +101.0,14215,IR1,2006,New,Partial,325300 +57.0,7449,Reg,2007,WD,Normal,139400 +75.0,9742,Reg,2008,WD,Normal,230000 +44.0,4224,Reg,2007,WD,Normal,129900 +110.0,14230,Reg,2009,WD,Normal,256300 +60.0,7200,Reg,2010,WD,Normal,134800 +98.0,11478,Reg,2010,WD,Normal,306000 +47.0,16321,IR1,2006,WD,Normal,207500 +60.0,6324,IR1,2008,WD,Normal,68500 +50.0,8500,Reg,2008,WD,Normal,40000 +85.0,11049,Reg,2008,WD,Normal,179900 +70.0,10552,IR1,2010,WD,Normal,165500 +60.0,7313,Reg,2007,WD,Normal,277500 +108.0,13418,Reg,2006,WD,Normal,309000 +112.0,10859,Reg,2009,WD,Normal,145000 +74.0,8532,Reg,2009,WD,Normal,153000 +68.0,7922,Reg,2010,WD,Abnorml,109000 +65.0,6040,Reg,2008,WD,AdjLand,82000 +84.0,8658,Reg,2006,WD,Abnorml,160000 +115.0,16905,Reg,2007,WD,Normal,170000 +70.0,7945,Reg,2006,WD,Normal,141000 +61.0,7658,Reg,2010,WD,Normal,319900 +48.0,12822,IR1,2009,WD,Abnorml,239686 +84.0,11096,Reg,2007,WD,Normal,249700 +33.0,4456,Reg,2009,New,Partial,113000 +66.0,7742,Reg,2007,WD,Normal,127000 +52.0,6240,Reg,2006,WD,Normal,114500 +110.0,8472,IR2,2010,WD,Normal,110000 +68.0,50271,IR1,2006,WD,Normal,385000 +60.0,7134,Reg,2007,WD,Normal,130000 +100.0,10175,IR1,2008,WD,Normal,180500 +24.0,2645,Reg,2009,WD,Abnorml,172500 +89.0,11645,IR1,2006,WD,Normal,196500 +66.0,13682,IR2,2006,New,Partial,438780 +60.0,7200,Reg,2008,WD,Normal,124900 +63.0,13072,Reg,2006,New,Partial,158000 +60.0,7200,Reg,2007,WD,Normal,101000 +44.0,6442,IR1,2007,WD,Normal,202500 +50.0,10300,IR1,2010,WD,Normal,140000 +76.0,9591,Reg,2007,WD,Normal,317000 +72.0,10665,IR1,2007,WD,Normal,226000 +47.0,4608,Reg,2010,WD,Normal,80000 +81.0,15593,Reg,2006,WD,Normal,225000 +95.0,13651,IR1,2007,WD,Normal,244000 +69.0,7599,Reg,2007,WD,Normal,129500 +74.0,10141,IR1,2009,WD,Normal,185000 +85.0,10200,Reg,2010,WD,Normal,144900 +60.0,5790,Reg,2010,WD,Normal,107400 +21.0,1596,Reg,2009,WD,Normal,91000 +50.0,8635,Reg,2008,WD,Normal,127000 +72.0,10778,Reg,2010,WD,Normal,136500 +60.0,10440,Reg,2009,WD,Normal,110000 +100.0,13000,Reg,2009,WD,Normal,193500 +32.0,4500,Reg,2006,WD,Normal,153500 +78.0,10206,Reg,2008,WD,Normal,245000 +80.0,8892,IR1,2007,COD,Normal,126500 +121.0,16059,Reg,2006,WD,Normal,260000 +122.0,11911,IR2,2009,WD,Normal,174000 +40.0,3951,Reg,2009,New,Partial,164500 +105.0,8470,IR1,2009,ConLD,Abnorml,85000 +60.0,8070,Reg,2007,WD,Normal,123600 +60.0,7200,Reg,2006,WD,Normal,109900 +85.0,8500,Reg,2006,WD,Abnorml,98600 +80.0,13360,IR1,2009,WD,Normal,163500 +60.0,7200,Reg,2007,WD,Normal,133900 +69.0,9337,IR1,2007,WD,Normal,204750 +78.0,10264,IR1,2006,WD,Normal,214000 +73.0,10921,Reg,2007,WD,Normal,94750 +85.0,10625,Reg,2010,COD,Abnorml,83000 +77.0,9320,IR1,2010,WD,Normal,128950 +77.0,9206,Reg,2010,WD,Normal,178000 +64.0,7018,Reg,2009,WD,Alloca,118964 +94.0,10402,IR1,2010,WD,Normal,198900 +75.0,9375,Reg,2008,WD,Normal,250000 +60.0,10800,Reg,2007,WD,Normal,100000 +50.0,6000,Reg,2008,WD,Partial,115000 +85.0,8500,Reg,2007,WD,Normal,115000 +105.0,11751,IR1,2010,COD,Normal,190000 +75.0,9525,Reg,2006,WD,Normal,136900 +77.0,9965,Reg,2007,New,Partial,383970 +61.0,7259,IR1,2007,WD,Normal,259500 +34.0,3230,Reg,2007,WD,Normal,176000 +74.0,8536,Reg,2007,New,Partial,155000 +90.0,12376,Reg,2010,WD,Normal,320000 +65.0,8461,Reg,2006,New,Partial,163990 +50.0,6060,Reg,2007,WD,Normal,100000 +75.0,9464,Reg,2008,WD,Normal,136000 +55.0,7892,Reg,2008,WD,Normal,153900 +48.0,17043,IR1,2009,WD,Normal,181000 +60.0,6780,Reg,2006,WD,Normal,84500 +55.0,4388,IR1,2007,WD,Normal,87000 +69.0,7590,Reg,2006,WD,Normal,155000 +69.0,8973,Reg,2006,WD,Abnorml,150000 +88.0,14200,Reg,2006,WD,Normal,226000 +75.0,7388,Reg,2007,WD,Normal,150750 +78.0,10335,IR1,2006,WD,Normal,180000 +80.0,10400,Reg,2008,WD,Normal,174000 +82.0,11070,Reg,2006,WD,Family,171000 +73.0,9066,IR1,2008,WD,Normal,230000 +65.0,15426,IR1,2009,WD,Normal,231500 +70.0,10500,Reg,2010,ConLI,Normal,115000 +78.0,11645,Reg,2006,WD,Normal,260000 +71.0,8520,Reg,2010,WD,Normal,166000 +78.0,10335,IR1,2009,WD,Normal,204000 +70.0,9100,Reg,2006,ConLI,Abnorml,125000 +24.0,2522,Reg,2006,WD,Normal,130000 +51.0,6120,Reg,2009,WD,Normal,105000 +63.0,7500,Reg,2008,WD,Normal,141000 +120.0,10356,Reg,2007,WD,Normal,122000 +107.0,13891,Reg,2008,New,Partial,372402 +84.0,11340,Reg,2006,WD,Family,125000 +60.0,9600,Reg,2008,WD,Normal,79000 +60.0,7200,Reg,2006,WD,Normal,109500 +92.0,12003,Reg,2010,New,Partial,269500 +100.0,12552,Reg,2010,WD,Normal,254900 +134.0,19378,IR1,2006,New,Partial,320000 +110.0,13688,IR1,2008,WD,Normal,412500 +95.0,12182,Reg,2010,New,Partial,220000 +55.0,5500,Reg,2007,WD,Normal,103200 +40.0,5400,Reg,2007,WD,Normal,152000 +62.0,10106,Reg,2008,WD,Normal,127500 +86.0,10562,Reg,2007,New,Partial,325624 +62.0,8244,IR1,2007,WD,Normal,183500 +141.0,31770,IR1,2010,WD,Normal,215000 +44.0,5306,IR1,2006,WD,Normal,239000 +80.0,10197,IR1,2008,COD,Normal,163000 +47.0,12416,IR1,2008,WD,Normal,184000 +84.0,12615,Reg,2007,WD,Normal,243000 +97.0,10029,IR1,2007,WD,Normal,211000 +63.0,17423,IR1,2009,New,Partial,501837 +60.0,8520,Reg,2007,WD,Normal,100000 +54.0,7588,Reg,2006,WD,Normal,200100 +60.0,9060,Reg,2007,WD,Normal,120000 +63.0,11426,Reg,2008,WD,Normal,200000 +92.0,7438,IR1,2006,WD,Normal,127000 +90.0,22950,IR2,2006,WD,Normal,475000 +60.0,10410,Reg,2009,WD,Normal,135000 +64.0,7018,Reg,2009,WD,Alloca,153337 +41.0,4923,Reg,2008,WD,Normal,286000 +70.0,10570,Reg,2007,WD,Normal,315000 +68.0,9017,IR1,2009,WD,Normal,192000 +24.0,2522,Reg,2006,WD,Normal,130000 +60.0,7180,IR1,2008,WD,Normal,127000 +24.0,2280,Reg,2009,WD,Normal,148500 +79.0,9416,Reg,2007,New,Partial,311872 +174.0,25419,Reg,2006,WD,Abnorml,235000 +92.0,5520,Reg,2009,WD,Abnorml,104000 +76.0,9591,Reg,2009,WD,Normal,274900 +80.0,8546,Reg,2010,WD,Normal,140000 +75.0,10125,Reg,2008,WD,Normal,171500 +50.0,7000,Reg,2006,COD,Normal,112000 +50.0,3500,Reg,2009,WD,Normal,110000 +99.0,11851,Reg,2009,WD,Normal,180500 +40.0,13673,IR1,2007,WD,Normal,143900 +75.0,8250,Reg,2008,WD,Normal,145000 +67.0,5604,Reg,2008,WD,Normal,98000 +83.0,10420,Reg,2010,WD,Normal,186000 +72.0,8640,Reg,2009,New,Partial,252678 +43.0,13568,IR2,2006,WD,Normal,156000 +72.0,10011,IR1,2006,WD,Normal,134450 +65.0,8450,Reg,2008,WD,Normal,210000 +57.0,9906,Reg,2006,WD,Family,107000 +43.0,3010,Reg,2006,New,Partial,167240 +73.0,8990,IR1,2006,New,Partial,204900 +85.0,11475,Reg,2006,WD,Normal,179900 +70.0,10500,Reg,2009,WD,Abnorml,97000 +103.0,13472,Reg,2009,WD,Normal,386250 +21.0,1680,Reg,2009,COD,Abnorml,112000 +82.0,9950,IR1,2007,WD,Abnorml,290000 +21.0,1869,Reg,2008,WD,Normal,106000 +70.0,8521,Reg,2010,WD,Normal,125000 +43.0,3182,Reg,2009,WD,Normal,192500 +73.0,8760,Reg,2010,WD,Normal,148000 +174.0,15138,IR1,2009,WD,Normal,403000 +21.0,1680,Reg,2006,WD,Normal,94500 +75.0,10650,Reg,2010,WD,Normal,128200 +21.0,1680,Reg,2008,WD,Normal,89500 +65.0,8773,Reg,2010,WD,Normal,185500 +93.0,12030,Reg,2007,New,Partial,318000 +52.0,8741,Reg,2010,WD,Normal,113000 +75.0,9000,Reg,2010,WD,Normal,262500 +40.0,3880,Reg,2007,WD,Normal,110500 +63.0,5000,Reg,2006,WD,Normal,79000 +75.0,10762,Reg,2009,WD,Normal,120000 +80.0,10400,Reg,2006,WD,Normal,241500 +69.0,9142,Reg,2006,WD,Normal,137000 +75.0,11310,Reg,2006,WD,Normal,140000 +72.0,11317,Reg,2007,WD,Normal,180000 +55.0,5350,IR1,2010,WD,Normal,76500 +44.0,4750,IR1,2007,WD,Family,235000 +65.0,8366,IR1,2008,WD,Normal,173000 +85.0,9350,Reg,2007,CWD,Normal,158000 +70.0,8400,Reg,2010,WD,Normal,145000 +66.0,8738,IR1,2006,WD,Normal,230000 +64.0,8791,IR1,2008,WD,Normal,207500 +68.0,8814,Reg,2009,WD,Abnorml,220000 +80.0,12435,Reg,2008,WD,Normal,231500 +70.0,12702,Reg,2008,WD,Normal,97000 +120.0,19296,Reg,2009,WD,Normal,176000 +69.0,9588,IR1,2007,New,Partial,276000 +88.0,8471,IR1,2006,WD,Normal,151000 +50.0,5500,Reg,2010,WD,Normal,130000 +30.0,5232,IR3,2008,WD,Normal,73000 +78.0,12090,IR1,2008,WD,Normal,175500 +70.0,11207,IR1,2006,WD,Normal,185000 +60.0,8400,Reg,2008,WD,Normal,179500 +71.0,6900,Reg,2008,WD,Normal,120500 +84.0,10728,Reg,2006,New,Partial,266000 +73.0,39104,IR1,2008,WD,Normal,241500 +92.0,11764,IR1,2010,WD,Normal,290000 +80.0,9600,Reg,2009,WD,Normal,139000 +76.0,8314,Reg,2007,WD,Normal,124500 +55.0,7264,Reg,2009,WD,Normal,205000 +129.0,9196,IR1,2010,WD,Normal,201000 +140.0,19138,Reg,2010,WD,Normal,141000 +107.0,14450,Reg,2007,New,Partial,415298 +83.0,10005,Reg,2008,WD,Normal,192000 +82.0,11287,Reg,2007,WD,Normal,228500 +60.0,7200,Reg,2006,New,Partial,185000 +34.0,5063,Reg,2009,ConLw,Normal,207500 +74.0,9612,Reg,2009,New,Partial,244600 +50.0,8012,Reg,2007,WD,Normal,179200 +35.0,4251,IR1,2007,New,Partial,164700 +77.0,9786,IR1,2006,WD,Normal,159000 +60.0,8730,Reg,2007,WD,Normal,153575 +120.0,15611,Reg,2006,New,Partial,233230 +55.0,5687,Reg,2008,WD,Normal,135900 +60.0,11409,Reg,2009,WD,Normal,131000 +80.0,9600,Reg,2009,WD,Normal,167000 +37.0,7937,IR1,2006,WD,Normal,142500 +75.0,13710,Reg,2007,WD,Normal,152000 +66.0,7399,IR1,2007,WD,Normal,239000 +90.0,11700,Reg,2007,WD,Normal,175000 +80.0,14000,Reg,2009,WD,Family,158500 +90.0,15750,Reg,2006,WD,Normal,157000 +66.0,16226,IR3,2007,WD,Normal,267000 +118.0,13704,IR1,2006,WD,Normal,205000 +70.0,9800,Reg,2006,WD,Abnorml,149900 +87.0,18386,Reg,2008,WD,Normal,295000 +80.0,10386,Reg,2007,WD,Normal,305900 +116.0,13474,Reg,2007,WD,Normal,225000 +90.0,12378,IR1,2006,WD,Normal,360000 +50.0,8000,Reg,2009,WD,Normal,132000 +65.0,7800,Reg,2006,WD,Normal,119900 +150.0,215245,IR3,2009,WD,Normal,375000 +60.0,9600,Reg,2006,WD,Normal,178000 +71.0,7795,IR1,2009,WD,Normal,188500 +94.0,13005,IR1,2009,WD,Normal,260000 +75.0,9000,Reg,2007,WD,Normal,270000 +90.0,9900,Reg,2009,WD,Normal,260000 +111.0,16259,Reg,2006,New,Partial,342643 +99.0,12099,IR1,2007,WD,Normal,354000 +86.0,10380,IR1,2007,WD,Normal,301000 +49.0,5820,Reg,2006,WD,Normal,126175 +96.0,11275,Reg,2010,WD,Normal,242000 +50.0,5000,Reg,2007,WD,Normal,87000 +32.0,10846,IR1,2008,Con,Normal,324000 +80.0,11600,Reg,2006,WD,Normal,145250 +60.0,6402,Reg,2009,WD,Normal,78000 +70.0,8176,Reg,2007,WD,Normal,139000 +85.0,10655,IR1,2009,WD,Normal,284000 +59.0,8198,Reg,2008,WD,Normal,207000 +59.0,9042,IR1,2008,WD,Normal,192000 +86.0,14157,IR1,2007,WD,Normal,377426 +70.0,9135,Reg,2008,WD,Normal,214000 +91.0,14145,Reg,2006,WD,Normal,202500 +66.0,12400,IR1,2009,WD,Normal,155000 +85.0,14191,Reg,2010,WD,Normal,202900 +60.0,8400,Reg,2009,WD,Normal,82000 +63.0,8849,IR1,2008,WD,Normal,266000 +36.0,2592,Reg,2010,WD,Normal,85000 +65.0,6435,Reg,2006,WD,Normal,140200 +36.0,2448,Reg,2008,WD,Normal,154000 +56.0,20431,IR2,2006,New,Partial,437154 +68.0,7820,IR1,2007,New,Partial,318061 +60.0,9084,Reg,2008,ConLw,Normal,95000 +60.0,8520,Reg,2010,WD,Normal,105900 +60.0,8400,Reg,2006,WD,Normal,140000 +105.0,11249,IR2,2007,WD,Normal,177500 +44.0,4224,Reg,2007,WD,Normal,134000 +92.0,6930,IR1,2006,WD,Abnorml,130000 +78.0,12011,IR1,2006,WD,Normal,280000 +64.0,7301,Reg,2009,ConLD,Normal,198500 +21.0,1680,Reg,2009,WD,Normal,118000 +59.0,10690,Reg,2009,WD,Normal,147000 +101.0,9150,IR1,2008,WD,Normal,165000 +78.0,7800,Reg,2010,WD,Normal,132000 +80.0,17120,Reg,2008,WD,Normal,134432 +50.0,7175,Reg,2010,WD,Normal,125000 +79.0,10634,Reg,2009,WD,Normal,123000 +65.0,8200,Reg,2007,WD,Normal,219500 +57.0,8846,IR1,2006,WD,Normal,148000 +102.0,11143,IR1,2007,WD,Normal,340000 +88.0,11394,Reg,2010,New,Partial,394432 +60.0,8123,IR1,2009,WD,Normal,179000 +50.0,5000,Reg,2010,WD,Normal,127000 +60.0,7200,Reg,2006,New,Partial,187750 +79.0,9245,IR1,2007,WD,Normal,213500 +60.0,9000,Reg,2009,WD,Normal,76000 +43.0,3182,Reg,2010,WD,Normal,192000 +58.0,8410,Reg,2006,WD,AdjLand,81000 +72.0,7200,Reg,2009,WD,Abnorml,125000 +93.0,9382,IR1,2008,WD,Normal,191000 +96.0,12474,Reg,2008,New,Partial,426000 +50.0,8405,Reg,2008,WD,Normal,119000 +71.0,12209,IR1,2009,WD,Normal,215000 +60.0,10134,Reg,2007,WD,Normal,109000 +68.0,9571,Reg,2010,WD,Normal,129000 +60.0,7200,Reg,2009,WD,Normal,123000 +69.0,7590,Reg,2007,WD,Normal,169500 +60.0,8967,Reg,2007,WD,Abnorml,67000 +65.0,8125,Reg,2009,WD,Normal,241000 +38.0,14963,IR2,2008,WD,Normal,245500 +65.0,8767,IR1,2006,New,Partial,164990 +60.0,10200,Reg,2008,WD,Normal,108000 +93.0,12090,Reg,2006,WD,Abnorml,258000 +51.0,10480,Reg,2008,WD,Normal,115000 +63.0,15576,Reg,2008,WD,Normal,177000 +109.0,14154,Reg,2007,New,Partial,280000 +85.0,10800,Reg,2008,New,Partial,339750 +68.0,9571,Reg,2009,COD,Abnorml,60000 +100.0,34650,Reg,2006,WD,Normal,145000 +56.0,8960,Reg,2010,WD,Normal,115000 +59.0,11228,IR2,2008,WD,Normal,228000 +73.0,8899,IR1,2007,New,Partial,181134 +74.0,7844,Reg,2006,WD,Normal,149500 +86.0,22420,IR1,2007,WD,Normal,239000 +60.0,8160,Reg,2007,WD,AdjLand,126000 +65.0,8450,Reg,2010,WD,Normal,142000 +78.0,7060,Reg,2008,WD,Alloca,206300 +100.0,21750,Reg,2008,WD,Normal,113000 +80.0,9200,Reg,2008,WD,Normal,315000 +72.0,9000,Reg,2008,WD,Normal,139000 +60.0,3378,Reg,2009,WD,Normal,135000 +77.0,8593,IR1,2008,WD,Normal,109008 +64.0,6762,Reg,2007,New,Partial,195400 +130.0,11457,IR1,2009,WD,Normal,175000 +21.0,1680,Reg,2008,COD,Abnorml,85400 +60.0,5586,IR1,2008,ConLD,Abnorml,79900 +24.0,1920,Reg,2007,WD,Normal,122500 +100.0,10839,IR1,2008,WD,Normal,181000 +21.0,1890,Reg,2008,WD,Normal,81000 +43.0,10667,IR2,2009,ConLw,Normal,212000 +40.0,4400,Reg,2006,WD,Normal,116000 +50.0,6000,Reg,2009,WD,Normal,119000 +40.0,4280,Reg,2007,WD,Normal,90350 +67.0,12354,Reg,2009,ConLI,Normal,110000 +105.0,15431,Reg,2009,WD,Normal,555000 +92.0,12108,Reg,2008,WD,Normal,118000 +52.0,6240,Reg,2008,WD,Normal,162900 +53.0,3922,Reg,2007,New,Partial,172500 +70.0,8750,Reg,2008,WD,Normal,210000 +73.0,9855,Reg,2009,COD,Normal,127500 +137.0,16492,IR1,2010,WD,Normal,190000 +50.0,8600,Reg,2006,WD,Normal,119500 +50.0,6000,Reg,2007,WD,Normal,120000 +70.0,5684,Reg,2006,WD,Normal,110000 +62.0,70761,IR1,2006,WD,Normal,280000 +75.0,9000,Reg,2009,WD,Normal,210000 +63.0,9297,Reg,2006,WD,Family,188000 +80.0,9600,Reg,2007,WD,Normal,175500 +34.0,4571,Reg,2008,COD,Abnorml,98000 +75.0,8004,IR1,2009,New,Partial,263435 +60.0,7200,Reg,2009,WD,Normal,155000 +60.0,8281,IR1,2009,WD,Normal,62383 +74.0,11988,IR1,2008,WD,Normal,188700 +60.0,8430,Reg,2009,WD,Normal,124000 +85.0,10628,Reg,2007,WD,Normal,167000 +79.0,9480,Reg,2007,WD,Normal,146500 +98.0,11428,IR1,2007,WD,Normal,250000 +76.0,9291,IR1,2008,WD,Normal,187000 +92.0,11952,Reg,2007,WD,Normal,190000 +35.0,3675,Reg,2008,WD,Normal,148000 +110.0,14977,IR1,2007,New,Partial,440000 +41.0,5330,Reg,2007,WD,Normal,251000 +80.0,8480,Reg,2007,WD,Normal,132500 +75.0,13125,Reg,2008,WD,Normal,208900 +105.0,13693,Reg,2007,WD,Normal,380000 +79.0,10637,Reg,2009,WD,Normal,297000 +50.0,5925,Reg,2007,WD,Alloca,89471 +98.0,16033,IR1,2006,WD,Normal,326000 +72.0,11846,IR1,2006,WD,Normal,374000 +50.0,2500,Reg,2009,WD,Normal,155000 +32.0,4500,Reg,2006,WD,Normal,164000 +80.0,9600,Reg,2009,WD,Normal,147000 +79.0,10289,Reg,2007,WD,Normal,156000 +70.0,12243,IR1,2007,WD,Normal,175000 +60.0,10800,Reg,2006,ConLD,Normal,160000 +21.0,1526,Reg,2009,WD,Normal,86000 +79.0,9490,Reg,2006,WD,Normal,133000 +105.0,15578,IR1,2006,New,Partial,172785 +70.0,7931,Reg,2008,WD,Normal,155000 +50.0,5784,Reg,2009,WD,Normal,91300 +60.0,7879,Reg,2009,WD,Abnorml,34900 +60.0,9120,Reg,2008,WD,Normal,184000 +65.0,7800,Reg,2009,WD,Normal,130000 +70.0,7535,IR1,2007,WD,Normal,120000 +21.0,1890,Reg,2007,WD,Normal,113000 +75.0,9803,Reg,2008,WD,Normal,226700 +70.0,9170,Reg,2007,WD,Normal,140000 +100.0,15602,IR1,2010,WD,Normal,289000 +24.0,2308,Reg,2009,WD,Normal,147000 +60.0,7596,Reg,2009,COD,Normal,124500 +80.0,9554,IR1,2006,WD,Normal,215000 +75.0,7862,IR1,2009,New,Partial,208300 +60.0,9600,Reg,2008,WD,Normal,161000 +80.0,9600,Reg,2009,WD,Normal,124500 +75.0,14559,Reg,2009,WD,Normal,164900 +40.0,6792,IR1,2006,New,Partial,202665 +70.0,9100,Reg,2006,WD,Normal,129900 +71.0,9187,Reg,2007,WD,Normal,134000 +55.0,10594,Reg,2007,WD,Normal,96500 +94.0,12220,Reg,2009,New,Partial,402861 +79.0,10208,IR1,2009,WD,Normal,265000 +53.0,10918,Reg,2009,WD,Normal,234000 +60.0,10800,Reg,2008,WD,Normal,106250 +90.0,11988,IR1,2007,WD,Normal,150000 +50.0,5000,Reg,2006,WD,Normal,159000 +130.0,40094,IR1,2007,New,Partial,184750 +95.0,11787,IR1,2007,WD,Normal,315750 +62.0,7500,Reg,2006,WD,Normal,176000 +70.0,13300,Reg,2007,WD,Normal,132000 +67.0,14948,IR1,2008,New,Partial,446261 +58.0,9098,IR1,2007,WD,Normal,86000 +85.0,10200,Reg,2008,WD,Abnorml,175000 +60.0,6155,IR1,2008,WD,Normal,128000 +60.0,7200,Reg,2010,WD,Normal,107500 +50.0,5000,Reg,2007,WD,Normal,39300 +74.0,9056,IR1,2006,WD,Normal,178000 +70.0,7000,Reg,2008,WD,Normal,107500 +57.0,8924,IR1,2008,WD,Normal,188000 +85.0,14601,Reg,2009,WD,Normal,315000 +78.0,10140,Reg,2009,WD,Normal,213250 +34.0,4058,Reg,2007,WD,Normal,133000 +58.0,17104,IR1,2006,New,Partial,179665 +70.0,8737,IR1,2007,WD,Normal,210000 +54.0,7244,Reg,2007,WD,Normal,129500 +49.0,8235,IR1,2008,WD,Normal,125000 +75.0,9375,Reg,2009,WD,Normal,263000 +53.0,4043,Reg,2008,COD,Abnorml,140000 +50.0,6000,Reg,2008,WD,Normal,112500 +87.0,11146,IR1,2009,WD,Normal,255500 +67.0,8777,Reg,2009,WD,Normal,108000 +85.0,10625,Reg,2008,WD,Normal,284000 +58.0,6380,Reg,2006,WD,Normal,113000 +69.0,14850,IR1,2006,WD,Normal,141000 +60.0,11040,Reg,2006,COD,Normal,108000 +57.0,21872,IR2,2008,WD,Normal,175000 +77.0,10010,Reg,2006,WD,Normal,170000 +63.0,13907,Reg,2008,WD,Normal,108000 +66.0,21780,Reg,2008,WD,Normal,185000 +66.0,6858,Reg,2010,WD,Normal,128000 +77.0,11198,IR1,2008,WD,Normal,325000 +70.0,10171,IR1,2010,WD,Normal,214000 +79.0,12327,IR1,2009,WD,Normal,316600 +74.0,13101,IR1,2008,WD,Normal,142600 +60.0,7332,Reg,2006,WD,Abnorml,120000 +83.0,13159,IR1,2009,New,Partial,224500 +76.0,9967,IR1,2007,WD,Normal,170000 +70.0,10500,Reg,2007,WD,Normal,139000 +80.0,8480,Reg,2008,COD,Abnorml,118500 +52.0,6292,Reg,2009,WD,Normal,145000 +96.0,11777,IR1,2006,WD,Abnorml,164500 +34.0,3604,Reg,2008,WD,Abnorml,146000 +81.0,12150,Reg,2008,WD,Normal,131500 +98.0,12704,Reg,2009,New,Partial,253293 +81.0,11841,Reg,2007,WD,Normal,118500 +75.0,13500,Reg,2008,WD,Normal,325000 +51.0,6120,Reg,2009,WD,Normal,133000 +88.0,11443,Reg,2006,New,Partial,369900 +55.0,10267,Reg,2008,WD,Normal,130000 +74.0,8740,IR1,2009,WD,Normal,137000 +65.0,25095,IR1,2009,WD,Partial,143000 +50.0,9100,Reg,2008,WD,Normal,79500 +64.0,8320,Reg,2008,WD,Normal,185900 +97.0,13478,IR1,2009,ConLI,Normal,451950 +60.0,6600,Reg,2008,WD,Normal,138000 +88.0,7990,IR1,2008,WD,Normal,110000 +69.0,11302,IR1,2006,New,Partial,319000 +60.0,3600,Reg,2006,WD,Normal,114504 +53.0,3922,Reg,2007,New,Partial,194201 +80.0,12984,Reg,2006,WD,Normal,217500 +24.0,1950,Reg,2008,COD,Normal,151000 +74.0,10927,Reg,2006,WD,Normal,275000 +50.0,9000,Reg,2007,WD,Normal,141000 +80.0,10041,IR1,2006,WD,Abnorml,220000 +30.0,3182,Reg,2010,WD,Normal,151000 +88.0,12803,IR1,2008,WD,Normal,221000 +85.0,13600,Reg,2009,WD,Normal,205000 +82.0,12464,IR2,2009,WD,Normal,152000 +78.0,7800,Reg,2006,WD,Normal,225000 +78.0,12168,Reg,2007,WD,Alloca,359100 +61.0,7943,Reg,2007,WD,Normal,118500 +70.0,8402,Reg,2007,New,Partial,147000 +21.0,1491,Reg,2010,WD,Normal,75500 +80.0,8800,Reg,2010,WD,Abnorml,137500 +59.0,7227,Reg,2008,WD,Normal,105500 +90.0,11694,Reg,2007,New,Partial,314813 +85.0,12244,Reg,2008,WD,Normal,305000 +45.0,8248,Reg,2008,WD,Normal,67000 +90.0,10800,Reg,2008,WD,Normal,240000 +71.0,7064,Reg,2009,WD,Normal,135000 +80.0,10400,Reg,2006,WD,Normal,165150 +87.0,10000,IR1,2010,WD,Normal,160000 +80.0,9600,Reg,2010,WD,Normal,153000 +70.0,11606,IR1,2007,WD,Family,135000 +82.0,9020,Reg,2008,WD,Normal,168500 +50.0,9000,Reg,2006,WD,Abnorml,124000 +34.0,4590,Reg,2007,WD,Normal,209500 +85.0,11900,Reg,2009,WD,Family,82500 +80.0,9250,Reg,2007,WD,Normal,139400 +64.0,6979,Reg,2010,WD,Normal,144000 +60.0,10896,Reg,2007,WD,Abnorml,200000 +51.0,6120,Reg,2009,ConLw,Normal,60000 +50.0,6000,Reg,2009,WD,Normal,93000 +67.0,8777,Reg,2008,WD,Normal,85000 +53.0,3982,Reg,2006,New,Partial,264561 +62.0,12677,IR1,2008,WD,Normal,274000 +75.0,13860,Reg,2009,WD,Normal,345000 +80.0,10793,Reg,2007,WD,Normal,152000 +85.0,9187,Reg,2009,New,Partial,370878 +60.0,7200,Reg,2008,WD,Normal,98300 +85.0,10452,IR1,2008,WD,Normal,155000 +70.0,7700,Reg,2010,WD,Normal,155000 +21.0,1936,Reg,2007,WD,Normal,84500 +65.0,8125,Reg,2008,WD,Normal,205950 +60.0,9084,Reg,2009,WD,Normal,108000 +70.0,8750,Reg,2009,WD,Normal,191000 +60.0,10320,Reg,2008,WD,Normal,135000 +91.0,10437,IR1,2008,WD,Normal,350000 +21.0,1680,Reg,2010,WD,Family,88000 +72.0,10007,IR1,2008,WD,Normal,145500 +60.0,7200,Reg,2008,WD,Normal,149000 +78.0,17503,Reg,2010,WD,Abnorml,97500 +75.0,9937,Reg,2009,WD,Normal,167000 +52.0,46589,IR2,2009,WD,Normal,402000 +120.0,13560,Reg,2009,WD,Normal,110000 +90.0,10012,Reg,2008,WD,Normal,137500 +49.0,20896,IR2,2006,New,Partial,423000 +106.0,11194,IR1,2006,WD,Normal,230500 +65.0,8125,Reg,2008,WD,Normal,193500 +80.0,11600,Reg,2006,WD,Normal,137500 +64.0,8633,Reg,2009,WD,Normal,173500 +54.0,6629,Reg,2009,WD,Normal,103600 +110.0,14442,Reg,2007,WD,Normal,257500 +80.0,9200,Reg,2008,WD,Normal,140000 +24.0,2289,Reg,2009,WD,Normal,148500 +60.0,9600,Reg,2006,WD,Normal,87000 +52.0,9022,Reg,2009,WD,Normal,109500 +80.0,11844,IR1,2009,New,Partial,372500 +50.0,8012,Reg,2010,WD,Normal,143000 +55.0,4500,IR2,2009,WD,Abnorml,159434 +90.0,11248,IR1,2007,WD,Normal,285000 +58.0,16770,IR2,2010,WD,Normal,221000 +84.0,10207,Reg,2007,New,Partial,227875 +60.0,8089,Reg,2007,New,Partial,392000 +61.0,7577,IR1,2007,WD,Normal,194700 +104.0,21535,IR1,2007,WD,Normal,755000 +42.0,26178,IR1,2006,WD,Normal,335000 +60.0,5400,Reg,2006,WD,Abnorml,108480 +51.0,6120,Reg,2009,WD,Normal,141500 +54.0,13811,IR1,2006,WD,Normal,176000 +50.0,6000,Reg,2006,WD,Normal,89000 +57.0,6420,IR1,2006,WD,Normal,123500 +65.0,8450,Reg,2010,WD,Normal,138500 +59.0,4282,IR2,2008,WD,Normal,196000 +85.0,14331,Reg,2006,WD,Normal,312500 +80.0,9600,Reg,2006,COD,Normal,140000 +82.0,12438,IR1,2006,New,Partial,361919 +76.0,7630,Reg,2010,WD,Normal,140000 +70.0,8400,Reg,2010,WD,Normal,213000 +70.0,5600,Reg,2010,WD,Normal,55000 +48.0,6240,Reg,2009,WD,Normal,254000 +65.0,9018,IR1,2007,New,Partial,179540 +56.0,4130,IR1,2008,WD,Normal,52000 +66.0,8712,Reg,2010,WD,Abnorml,102776 +40.0,4671,IR1,2008,WD,Normal,189000 +60.0,9873,Reg,2006,WD,Normal,129000 +78.0,10140,Reg,2009,WD,Normal,165000 +60.0,10800,Reg,2007,WD,Normal,159500 +80.0,10000,Reg,2008,WD,Normal,157000 +96.0,10542,Reg,2008,WD,Normal,341000 +69.0,9920,IR1,2006,WD,Normal,128500 +70.0,8120,Reg,2009,WD,Normal,124500 +60.0,8172,Reg,2008,WD,Normal,135000 +86.0,13286,IR1,2009,WD,Normal,320000 +60.0,6960,Reg,2009,WD,Normal,120500 +64.0,7314,Reg,2009,WD,Normal,194500 +85.0,11475,Reg,2009,COD,Abnorml,110000 +52.0,6240,Reg,2009,WD,Normal,103000 +39.0,5389,IR1,2010,WD,Normal,236500 +73.0,9590,IR1,2007,WD,Normal,187500 +75.0,11404,IR1,2008,WD,Normal,222500 +80.0,10000,Reg,2009,WD,Normal,131400 +60.0,10800,Reg,2006,WD,Normal,163000 +60.0,8544,Reg,2006,WD,Normal,93500 +72.0,10463,IR1,2006,WD,Normal,239900 +60.0,10800,Reg,2009,WD,Alloca,179000 +65.0,9313,IR1,2009,WD,Normal,190000 +60.0,9600,Reg,2007,WD,Abnorml,132000 +65.0,6768,IR1,2008,WD,Normal,142000 +65.0,8450,Reg,2007,WD,Normal,179000 +70.0,12886,IR1,2009,WD,Normal,175000 +41.0,5395,IR1,2008,WD,Normal,180000 +65.0,11700,IR1,2009,WD,Normal,265979 +59.0,10593,IR1,2010,WD,Normal,260400 +50.0,8405,Reg,2009,WD,Normal,98000 +55.0,8800,Reg,2010,WD,Normal,96500 +79.0,9236,IR1,2006,WD,Normal,217000 +80.0,10240,Reg,2006,WD,Normal,275500 +61.0,7930,Reg,2009,WD,Normal,156000 +34.0,3230,Reg,2009,WD,Normal,172500 +68.0,10769,IR1,2009,WD,Normal,212000 +24.0,2280,Reg,2008,WD,Normal,179400 +65.0,12257,IR1,2007,WD,Normal,290000 +70.0,9100,Reg,2009,WD,Normal,127500 +60.0,6911,Reg,2009,WD,Normal,100000 +72.0,8640,Reg,2010,Con,Normal,215200 +82.0,9430,Reg,2009,WD,Normal,337000 +30.0,9549,IR1,2006,WD,Normal,270000 +75.0,14587,IR1,2008,New,Partial,264132 +80.0,10421,Reg,2010,WD,Normal,196500 +75.0,12508,IR1,2008,WD,Normal,160000 +70.0,9100,Reg,2006,WD,Normal,216837 +47.0,53504,IR2,2010,WD,Normal,538000 +67.0,8877,Reg,2006,COD,Normal,102000 +94.0,7819,Reg,2010,WD,Abnorml,107000 +70.0,10150,Reg,2007,COD,Normal,114500 +110.0,14226,Reg,2007,New,Partial,395000 +32.0,4500,Reg,2009,WD,Normal,162000 +86.0,11210,IR1,2006,New,Partial,221500 +100.0,13350,IR1,2006,WD,Normal,142500 +60.0,8400,Reg,2007,WD,Normal,144000 +78.0,10530,Reg,2006,WD,Normal,135000 +63.0,7875,Reg,2007,WD,Normal,176000 +65.0,7153,Reg,2006,WD,Normal,175900 +67.0,16285,IR2,2009,WD,Normal,187100 +35.0,6300,Reg,2008,WD,Normal,128000 +60.0,10800,Reg,2010,WD,Normal,139000 +76.0,10142,IR1,2010,WD,Normal,233000 +50.0,6000,Reg,2008,WD,Normal,107900 +43.0,3182,Reg,2009,WD,Normal,160200 +92.0,9920,IR1,2007,WD,Normal,269790 +76.0,9158,Reg,2007,New,Partial,225000 +70.0,8400,Reg,2010,WD,Normal,171000 +71.0,8197,Reg,2007,WD,Normal,143500 +57.0,7677,Reg,2008,WD,Abnorml,110000 +104.0,13518,Reg,2009,New,Partial,485000 +60.0,7200,Reg,2007,WD,Normal,175000 +79.0,12798,IR1,2008,WD,Normal,200000 +40.0,4800,Reg,2007,WD,Normal,109900 +63.0,8199,Reg,2008,WD,Normal,189000 +107.0,13891,Reg,2009,New,Partial,582933 +75.0,9000,Reg,2006,WD,Family,118000 +91.0,12274,IR1,2008,New,Partial,227680 +75.0,9750,Reg,2006,WD,Normal,135500 +144.0,21384,Reg,2009,WD,Normal,223500 +85.0,13400,Reg,2006,WD,Normal,159950 +90.0,8100,Reg,2009,WD,Normal,106000 +78.0,10140,Reg,2006,WD,Normal,181000 +66.0,8712,Reg,2010,WD,Alloca,55993 +75.0,9750,Reg,2007,COD,Normal,157900 +45.0,8248,Reg,2006,WD,Normal,116000 +48.0,12137,IR2,2010,WD,Normal,224900 +80.0,8816,Reg,2010,WD,Normal,155000 +44.0,6371,IR1,2010,New,Partial,224000 +72.0,7226,IR1,2008,WD,Normal,183000 +60.0,6000,Reg,2009,WD,Normal,93000 +60.0,9900,Reg,2009,WD,Normal,139500 +81.0,11216,Reg,2006,New,Partial,232600 +114.0,14803,Reg,2008,New,Partial,385000 +50.0,6130,Reg,2008,WD,Normal,109500 +65.0,8529,IR1,2009,WD,Normal,189000 +24.0,2544,Reg,2006,WD,Normal,147400 +80.0,11900,IR1,2008,WD,Normal,166000 +30.0,3180,Reg,2006,WD,Normal,151000 +44.0,9548,IR1,2010,WD,Normal,237000 +100.0,10004,Reg,2009,WD,Normal,167000 +75.0,7875,Reg,2008,WD,Normal,139950 +60.0,9600,Reg,2010,WD,Normal,128000 +90.0,8100,Reg,2007,COD,Normal,153500 +21.0,1680,Reg,2008,WD,Normal,100000 +75.0,9525,Reg,2008,WD,Normal,144000 +70.0,11767,Reg,2008,WD,Normal,130500 +60.0,10440,Reg,2008,WD,Normal,157500 +82.0,9020,Reg,2008,WD,Normal,174900 +80.0,8000,Reg,2007,WD,Normal,141000 +100.0,12665,IR1,2008,WD,Normal,153900 +75.0,9317,Reg,2009,WD,Normal,213000 +36.0,15523,IR1,2009,WD,Normal,133500 +75.0,45600,IR2,2008,WD,Normal,240000 +80.0,9600,Reg,2007,WD,Normal,187000 +36.0,4435,Reg,2007,WD,Normal,131500 +53.0,7128,Reg,2007,WD,Normal,164000 +102.0,17920,Reg,2006,WD,Abnorml,170000 +65.0,8125,Reg,2009,WD,Normal,174000 +80.0,10400,Reg,2009,WD,Family,152000 +55.0,7642,Reg,2007,WD,Normal,189950 +75.0,11625,Reg,2010,WD,Normal,131500 +81.0,9672,Reg,2010,WD,Normal,152000 +70.0,7931,Reg,2009,WD,Normal,132500 +72.0,8640,Reg,2008,New,Partial,250580 +67.0,10656,IR1,2007,New,Partial,248900 +85.0,6970,Reg,2007,WD,Normal,129000 +80.0,9938,Reg,2010,WD,Normal,236000 +60.0,6600,Reg,2009,WD,Normal,109500 +70.0,8750,Reg,2010,WD,Normal,200500 +74.0,8892,Reg,2008,WD,Normal,116000 +60.0,12144,Reg,2009,WD,Normal,133000 +52.0,5720,Reg,2009,WD,Abnorml,66500 +75.0,9000,Reg,2007,New,Partial,303477 +94.0,25286,Reg,2007,WD,Normal,132250 +74.0,8834,Reg,2009,WD,Normal,350000 +88.0,11782,IR1,2010,WD,Normal,148000 +60.0,7024,Reg,2007,WD,Normal,157000 +44.0,13758,IR1,2007,WD,Normal,187500 +60.0,6204,Reg,2006,WD,Normal,118500 +65.0,7150,Reg,2009,WD,Normal,100000 +50.0,5119,IR1,2008,CWD,Abnorml,328900 +70.0,8393,Reg,2006,WD,Family,145000 +59.0,16466,IR1,2008,WD,Normal,135500 +95.0,15865,IR1,2007,WD,Normal,268000 +128.0,12160,Reg,2009,WD,Normal,149500 +60.0,8064,Reg,2007,WD,Normal,122900 +70.0,11184,Reg,2009,WD,Normal,172500 +70.0,8414,Reg,2006,WD,Normal,154500 +64.0,7018,Reg,2009,WD,Alloca,118858 +71.0,7056,Reg,2008,WD,Normal,140000 +50.0,8765,Reg,2006,WD,Abnorml,106500 +64.0,7018,Reg,2009,WD,Alloca,142953 +100.0,12919,IR1,2010,New,Partial,611657 +65.0,6993,Reg,2006,WD,Normal,135000 +64.0,8712,IR1,2009,WD,Normal,153000 +63.0,7875,Reg,2006,WD,Normal,180000 +50.0,14859,IR1,2006,New,Partial,240000 +80.0,9920,Reg,2010,WD,Normal,128000 +116.0,13501,IR1,2007,WD,Normal,255000 +86.0,11500,IR1,2006,WD,Normal,250000 +149.0,12589,IR2,2009,WD,Normal,174000 +80.0,11600,Reg,2010,WD,Normal,154300 +51.0,6120,Reg,2006,WD,Abnorml,88000 +82.0,6270,Reg,2007,WD,Normal,145000 +30.0,3000,Reg,2009,New,Partial,173733 +21.0,2001,Reg,2007,WD,Normal,75000 +50.0,9000,Reg,2006,WD,Abnorml,35311 +103.0,13125,IR1,2007,WD,Normal,238000 +87.0,11029,IR1,2008,WD,Normal,176500 +70.0,8462,IR1,2007,WD,Normal,201000 +67.0,8777,Reg,2008,WD,Normal,145900 +65.0,10237,Reg,2006,New,Partial,169990 +50.0,8012,Reg,2008,WD,Normal,193000 +79.0,10240,Reg,2006,WD,Normal,207500 +93.0,11999,Reg,2007,WD,Normal,285000 +73.0,8925,IR1,2009,WD,Normal,201000 +70.0,9100,Reg,2009,WD,Normal,117500 +84.0,11670,IR1,2007,WD,Normal,320000 +63.0,8487,Reg,2009,WD,Normal,190000 +313.0,27650,IR2,2008,WD,Normal,242000 +52.0,5825,IR1,2006,WD,Normal,79900 +67.0,10083,Reg,2009,WD,Normal,184900 +75.0,9675,Reg,2009,WD,Normal,253000 +73.0,8760,Reg,2006,New,Partial,239799 +55.0,12640,IR1,2006,WD,Normal,150900 +42.0,7711,IR1,2007,Oth,Abnorml,150000 +100.0,25000,Reg,2007,WD,Normal,143000 +98.0,8820,Reg,2009,WD,Normal,124900 +70.0,8163,Reg,2006,WD,Normal,143000 +85.0,14536,Reg,2007,WD,Normal,270000 +65.0,14006,IR1,2006,WD,Normal,192500 +78.0,9360,Reg,2010,WD,Normal,197500 +60.0,7200,Reg,2007,WD,Normal,129000 +60.0,7800,Reg,2006,WD,Abnorml,119900 +60.0,7200,Reg,2009,WD,Normal,133900 +35.0,9400,IR1,2006,WD,AdjLand,127500 +82.0,7136,IR1,2007,WD,Normal,145000 +24.0,1300,Reg,2009,WD,Normal,124000 +70.0,7420,Reg,2007,WD,Normal,132000 +65.0,8450,Reg,2007,WD,Normal,185000 +24.0,2572,Reg,2010,WD,Normal,155000 +50.0,7207,IR1,2010,WD,Normal,116500 +24.0,2308,Reg,2007,WD,Normal,155000 +122.0,11923,IR1,2009,WD,Normal,239000 +80.0,11316,Reg,2010,WD,Normal,214900 +65.0,10237,Reg,2007,New,Partial,178900 +130.0,9600,IR1,2009,WD,Normal,160000 +50.0,5925,Reg,2009,WD,Abnorml,37900 +75.0,10382,Reg,2006,ConLD,Normal,140000 +60.0,10800,Reg,2006,WD,Abnorml,135000 +36.0,2268,Reg,2009,WD,Normal,173000 +55.0,7892,Reg,2010,WD,Normal,99500 +95.0,11639,Reg,2008,New,Partial,182000 +60.0,11414,IR1,2009,WD,Normal,167500 +51.0,5900,IR1,2006,WD,Normal,85500 +35.0,4274,IR1,2007,New,Partial,199900 +68.0,9450,Reg,2007,WD,Abnorml,110000 +80.0,8816,Reg,2009,WD,Normal,139000 +98.0,12203,IR1,2009,WD,Normal,336000 +43.0,3182,Reg,2008,WD,Normal,159895 +75.0,10125,Reg,2009,COD,Normal,126000 +68.0,10880,Reg,2008,ConLD,Normal,125000 +59.0,5310,Reg,2006,WD,Normal,117000 +83.0,10159,IR1,2010,New,Partial,395192 +65.0,8125,Reg,2006,New,Partial,197000 +82.0,9452,Reg,2006,WD,Normal,348000 +121.0,17671,Reg,2009,WD,Normal,168000 +80.0,9760,Reg,2007,WD,Normal,187000 +68.0,8846,Reg,2006,New,Partial,173900 +96.0,12456,Reg,2009,WD,Normal,337500 +51.0,4712,IR1,2006,WD,Abnorml,121600 +60.0,9786,Reg,2006,WD,Normal,91000 +64.0,6762,Reg,2010,WD,Normal,206000 +74.0,10206,Reg,2009,WD,Normal,82000 +60.0,5400,Reg,2007,WD,Abnorml,86000 +75.0,11957,IR1,2008,WD,Normal,232000 +43.0,3182,Reg,2009,WD,Normal,181000 +65.0,8385,Reg,2008,WD,Normal,149900 +21.0,2217,Reg,2009,WD,Normal,88000 +43.0,12118,IR1,2009,WD,Normal,240000 +60.0,6000,Reg,2006,WD,Normal,102000 +115.0,21286,Reg,2008,WD,Normal,135000 +75.0,9825,Reg,2010,WD,Normal,100000 +55.0,10592,Reg,2007,WD,Normal,165000 +60.0,7200,Reg,2009,WD,Normal,85000 +60.0,11664,Reg,2007,WD,Normal,119200 +70.0,8400,Reg,2009,WD,Normal,227000 +73.0,11883,Reg,2009,WD,Normal,203000 +43.0,3013,Reg,2006,WD,Normal,213490 +60.0,7024,Reg,2008,WD,Normal,176000 +64.0,7406,Reg,2006,New,Partial,194000 +52.0,9439,Reg,2007,WD,Normal,87000 +43.0,3182,Reg,2008,WD,Normal,191000 +70.0,7700,Reg,2007,WD,Normal,112500 +73.0,9300,Reg,2010,WD,Normal,167500 +71.0,9520,IR1,2008,New,Partial,293077 +79.0,9492,Reg,2007,WD,Normal,105000 +21.0,1680,Reg,2006,WD,Normal,118000 +102.0,15863,Reg,2009,WD,Normal,197000 +50.0,6305,Reg,2007,WD,Normal,119750 +89.0,12898,IR1,2009,WD,Normal,315500 +21.0,1533,Reg,2009,WD,Normal,97000 +21.0,1477,Reg,2009,WD,Normal,80000 +88.0,13125,Reg,2006,WD,Normal,155000 +34.0,5381,IR1,2009,WD,Normal,196000 +86.0,11839,Reg,2008,WD,Normal,262280 +80.0,9600,Reg,2009,WD,Normal,278000 +85.0,16056,IR1,2006,New,Partial,556581 +57.0,9245,IR2,2008,WD,Normal,145000 +100.0,21750,Reg,2009,WD,Normal,115000 +60.0,11100,Reg,2010,WD,Abnorml,84900 +73.0,8993,IR1,2007,New,Partial,176485 +103.0,11175,IR1,2007,New,Partial,200141 +100.0,9500,Reg,2007,WD,Normal,165000 +68.0,8562,Reg,2010,WD,Normal,144500 +90.0,11367,Reg,2006,WD,Normal,255000 +104.0,11361,Reg,2008,COD,Abnorml,180000 +43.0,7052,IR1,2006,WD,Normal,185850 +96.0,11308,IR1,2009,WD,Normal,335000 +41.0,4920,Reg,2010,WD,Normal,213500 +120.0,18000,Reg,2008,ConLD,Normal,81000 +85.0,13600,Reg,2007,WD,Normal,90000 +50.0,6000,Reg,2006,WD,Normal,110500 +80.0,14000,Reg,2010,WD,Normal,328000 +59.0,7837,IR1,2009,WD,Normal,178000 +80.0,9760,Reg,2008,WD,Normal,167900 +42.0,3964,Reg,2006,WD,Normal,151400 +60.0,9600,Reg,2007,WD,Normal,135000 +72.0,10152,Reg,2007,WD,Normal,135000 +78.0,11700,Reg,2009,WD,Normal,154000 +50.0,7585,Reg,2006,WD,Normal,91500 +75.0,7950,IR1,2009,WD,Normal,159500 +74.0,8556,Reg,2007,WD,Normal,194000 +75.0,13125,Reg,2007,CWD,Normal,219500 +60.0,10800,Reg,2006,WD,Normal,170000 +37.0,4435,Reg,2006,WD,Normal,155900 +65.0,8775,Reg,2007,WD,Normal,126000 +80.0,11040,Reg,2008,COD,Abnorml,145000 +75.0,7500,Reg,2010,WD,Normal,133000 +70.0,8749,Reg,2007,WD,Normal,192000 +80.0,8800,Reg,2006,WD,Normal,160000 +73.0,9069,Reg,2010,WD,Normal,147000 +85.0,10574,Reg,2009,WD,Normal,252000 +24.0,2522,Reg,2006,WD,Normal,137500 +37.0,3316,IR1,2006,WD,Normal,197000 +60.0,8544,Reg,2009,WD,Normal,92900 +24.0,2160,Reg,2008,WD,Normal,160000 +60.0,8400,Reg,2008,WD,Normal,136500 +71.0,9230,Reg,2006,WD,Normal,146000 +74.0,5868,Reg,2010,WD,Normal,129000 +78.0,9317,IR1,2007,WD,Normal,176432 +60.0,6882,Reg,2007,WD,Normal,127000 +50.0,6000,Reg,2009,WD,Normal,128000 +82.0,11880,IR1,2009,COD,Abnorml,157000 +60.0,8400,Reg,2009,WD,Normal,60000 +61.0,9758,IR1,2007,WD,Normal,119500 +70.0,7000,Reg,2007,WD,Family,135000 +79.0,8910,Reg,2006,WD,Normal,159500 +24.0,2016,Reg,2007,WD,Normal,106000 +98.0,12256,IR1,2010,WD,Normal,325000 +114.0,10357,IR1,2007,WD,Normal,179900 +168.0,23257,IR3,2006,New,Partial,274725 +107.0,11362,IR1,2009,WD,Normal,280000 +80.0,10480,Reg,2008,WD,Normal,205000 +73.0,7100,IR1,2006,WD,Normal,129900 +66.0,8923,Reg,2007,WD,Normal,134500 +90.0,5400,Reg,2006,WD,Normal,117000 +93.0,12085,Reg,2007,New,Partial,318000 +57.0,9764,IR1,2008,WD,Normal,130000 +85.0,13825,Reg,2008,WD,Normal,140000 +70.0,7560,Reg,2006,WD,Normal,133700 +59.0,8263,Reg,2007,WD,Normal,118400 +84.0,10084,Reg,2006,New,Partial,212900 +50.0,9405,Reg,2009,WD,Normal,118000 +60.0,10434,Reg,2009,WD,Normal,115000 +53.0,3684,Reg,2009,WD,Normal,174000 +182.0,14572,IR3,2007,WD,Family,259000 +59.0,11796,IR1,2007,WD,Normal,215000 +60.0,7200,Reg,2007,WD,Normal,140000 +65.0,7804,Reg,2009,WD,Normal,135000 +63.0,10712,Reg,2007,Oth,Abnorml,93500 +90.0,9900,Reg,2007,WD,Normal,117500 +80.0,9828,IR1,2009,WD,Normal,239500 +57.0,8773,IR1,2007,WD,Normal,169000 +60.0,6180,Reg,2007,WD,Normal,102000 +80.0,9600,Reg,2008,WD,Abnorml,119000 +54.0,6342,Reg,2010,WD,Normal,94000 +98.0,8731,IR1,2007,WD,Normal,144000 +60.0,7350,Reg,2008,COD,Abnorml,139000 +77.0,9965,Reg,2007,New,Partial,424870 +60.0,12180,Reg,2010,WD,Normal,80000 +52.0,6240,Reg,2006,WD,Family,149000 +75.0,12000,Reg,2009,WD,Normal,174500 +50.0,9000,Reg,2009,WD,Normal,143000 +57.0,8280,IR1,2007,WD,Normal,124000 +134.0,17755,Reg,2006,WD,Normal,149900 +90.0,14115,IR1,2006,WD,Abnorml,230000 +90.0,10768,IR1,2007,WD,Normal,218000 +85.0,9350,Reg,2008,WD,Normal,179900 +34.0,5001,IR1,2009,WD,Normal,230000 +92.0,11932,Reg,2008,ConLD,Partial,235128 +76.0,9120,Reg,2008,WD,Normal,185000 +24.0,2280,Reg,2010,WD,Normal,146000 +109.0,8724,Reg,2007,WD,Normal,129000 +60.0,12900,Reg,2008,WD,Alloca,108959 +79.0,9541,IR1,2009,New,Partial,233170 +64.0,10475,IR1,2010,WD,Normal,245350 +58.0,10852,IR1,2006,WD,Normal,173000 +120.0,13728,Reg,2008,WD,Normal,235000 +118.0,35760,IR1,2006,WD,Normal,625000 +76.0,9880,Reg,2008,WD,Normal,171000 +76.0,9120,Reg,2008,WD,Normal,163000 +35.0,4017,IR1,2008,WD,Normal,171900 +138.0,18030,IR1,2007,WD,Normal,200500 +80.0,16560,IR1,2006,WD,Normal,239000 +85.0,10678,Reg,2007,WD,Normal,285000 +37.0,6951,IR1,2008,WD,Normal,119500 +54.0,7681,IR1,2009,WD,Normal,154900 +77.0,8335,Reg,2006,WD,Normal,93000 +64.0,5587,IR1,2008,New,Partial,392500 +160.0,15623,IR1,2007,WD,Abnorml,745000 +60.0,10800,Reg,2006,WD,Normal,120000 +50.0,35133,Reg,2007,WD,Normal,186700 +60.0,9738,Reg,2006,WD,Normal,104900 +107.0,10615,IR1,2009,WD,Abnorml,95000 +89.0,12461,Reg,2006,WD,Normal,262000 +68.0,8935,IR1,2009,WD,Normal,195000 +60.0,7500,Reg,2010,WD,Normal,189000 +24.0,2645,Reg,2007,WD,Normal,174000 +60.0,9600,Reg,2007,WD,Normal,125000 +80.0,9364,Reg,2010,WD,Normal,158000 +51.0,8029,IR1,2008,WD,Normal,176000 +58.0,14054,IR1,2006,New,Partial,219210 +65.0,8850,IR1,2006,ConLw,Normal,144000 +70.0,9100,Reg,2009,WD,Normal,178000 +75.0,11235,Reg,2006,WD,Normal,148000 +71.0,9353,Reg,2006,Oth,Abnorml,116050 +80.0,10400,Reg,2009,WD,Normal,197900 +50.0,6000,Reg,2009,WD,Normal,117000 +75.0,9750,Reg,2009,WD,Normal,213000 +78.0,10140,Reg,2006,WD,Normal,153500 +90.0,14684,IR1,2009,WD,Normal,271900 +70.0,9135,Reg,2006,WD,Normal,200000 +70.0,7763,Reg,2008,WD,Normal,140000 +85.0,10182,IR1,2006,New,Partial,290000 +70.0,11218,Reg,2010,WD,Normal,189000 +152.0,12134,IR1,2010,WD,Normal,164000 +50.0,9340,Reg,2009,WD,Normal,113000 +69.0,10205,IR1,2006,WD,Normal,134500 +99.0,7094,IR1,2007,WD,Normal,125000 +68.0,8930,Reg,2010,WD,Normal,112000 +72.0,8640,Reg,2009,New,Partial,229456 +52.0,6240,Reg,2006,WD,Normal,80500 +21.0,1680,Reg,2006,WD,Abnorml,91500 +66.0,7800,IR1,2006,WD,Abnorml,115000 +55.0,8250,Reg,2008,WD,Normal,134000 +78.0,10496,Reg,2007,WD,Normal,143000 +89.0,10680,Reg,2006,WD,Normal,137900 +60.0,15384,IR1,2008,WD,Normal,184000 +65.0,10482,Reg,2007,WD,Normal,145000 +86.0,14598,IR1,2008,WD,Normal,214000 +72.0,8872,Reg,2008,WD,Normal,147000 +65.0,8769,Reg,2008,New,Partial,367294 +70.0,7910,Reg,2008,WD,Normal,127000 +70.0,7728,Reg,2006,WD,Normal,132500 +70.0,9842,Reg,2007,WD,Normal,101800 +55.0,8525,Reg,2008,WD,Abnorml,130000 +96.0,13132,Reg,2006,WD,Normal,138887 +36.0,2628,Reg,2010,WD,Normal,175500 +41.0,12393,IR2,2006,WD,Normal,195000 +63.0,13072,Reg,2006,WD,Abnorml,142500 +64.0,9037,IR1,2007,WD,Normal,265900 +65.0,8158,Reg,2008,WD,Normal,224900 +83.0,9849,Reg,2007,New,Partial,248328 +85.0,10625,Reg,2010,WD,Family,170000 +107.0,13891,Reg,2006,New,Partial,465000 +78.0,12090,Reg,2007,WD,Abnorml,178000 +65.0,8125,Reg,2006,New,Partial,186500 +60.0,9600,Reg,2008,WD,Normal,129500 +60.0,7200,Reg,2007,WD,Normal,119000 +93.0,11160,Reg,2010,WD,Normal,244000 +62.0,9858,Reg,2009,WD,Normal,130000 +60.0,6931,Reg,2008,WD,Normal,165400 +52.0,6240,Reg,2007,WD,Normal,127500 +91.0,14303,IR1,2008,WD,Normal,301500 +56.0,4060,Reg,2009,WD,Normal,99900 +59.0,9587,IR1,2008,WD,Normal,190000 +65.0,9750,Reg,2008,WD,Normal,151000 +80.0,9600,Reg,2009,WD,Normal,128900 +60.0,13515,Reg,2007,WD,Normal,180500 +34.0,4060,Reg,2008,COD,Abnorml,181000 +35.0,3735,Reg,2006,WD,Normal,183900 +60.0,10120,IR1,2007,WD,Normal,122000 +89.0,13214,IR1,2010,WD,Normal,378500 +78.0,11344,Reg,2007,WD,Normal,144000 +124.0,11512,IR1,2008,WD,Normal,177000 +53.0,5362,Reg,2007,WD,Normal,139000 +95.0,11345,Reg,2007,WD,Normal,137000 +75.0,9473,Reg,2008,WD,Normal,237000 +60.0,7500,Reg,2010,COD,Abnorml,68400 +67.0,9808,IR1,2009,WD,Normal,227000 +50.0,8049,IR1,2006,WD,Normal,180000 +61.0,8800,IR1,2009,WD,Normal,150500 +94.0,9400,Reg,2010,WD,Normal,139000 +50.0,9638,Reg,2010,WD,Normal,169000 +50.0,6000,Reg,2009,WD,Normal,132500 +40.0,5664,IR1,2009,WD,Normal,278000 +86.0,11065,IR1,2006,New,Partial,281000 +21.0,1680,Reg,2009,WD,Normal,119500 +60.0,6600,Reg,2009,WD,Normal,107500 +78.0,10140,Reg,2006,WD,Normal,162900 +60.0,8172,Reg,2006,WD,Normal,115000 +70.0,8400,Reg,2006,WD,Normal,138500 +80.0,8700,Reg,2008,WD,Normal,155000 +35.0,3675,Reg,2006,New,Partial,140000 +313.0,63887,IR3,2008,New,Partial,160000 +75.0,7500,Reg,2010,WD,Normal,154000 +92.0,10120,Reg,2006,WD,Normal,290000 +73.0,8688,Reg,2006,WD,Normal,232000 +32.0,3363,Reg,2006,WD,Normal,130000 +108.0,13173,IR1,2009,WD,Normal,325000 +48.0,6955,IR1,2006,New,Partial,202500 +60.0,8072,Reg,2009,WD,Normal,138000 +100.0,12000,Reg,2008,WD,Normal,147000 +100.0,17500,Reg,2010,WD,Normal,335000 +68.0,8814,Reg,2007,New,Partial,203000 +108.0,14774,IR1,2010,WD,Normal,333168 +60.0,8190,Reg,2007,WD,Normal,119000 +85.0,11075,Reg,2008,WD,Normal,206900 +61.0,10226,IR1,2009,WD,Normal,295493 +47.0,4230,Reg,2007,New,Partial,208900 +75.0,10215,Reg,2007,WD,Normal,111000 +70.0,8400,Reg,2009,WD,Normal,156500 +107.0,10186,IR1,2010,WD,Normal,190000 +50.0,5330,Reg,2009,WD,Normal,82500 +75.0,9986,Reg,2007,New,Partial,147000 +40.0,3636,Reg,2008,WD,Normal,55000 +70.0,4270,Reg,2007,WD,Normal,79000 +60.0,6600,Reg,2008,WD,Normal,130500 +60.0,10440,Reg,2008,WD,Normal,256000 +63.0,9084,IR1,2006,WD,Normal,176500 +85.0,10000,Reg,2007,WD,Normal,227000 +55.0,10780,IR1,2006,WD,Normal,132500 +67.0,8877,Reg,2009,WD,Normal,100000 +60.0,7200,Reg,2006,WD,Normal,125500 +24.0,2368,Reg,2009,WD,Normal,125000 +80.0,9650,Reg,2009,WD,Normal,167900 +87.0,9246,IR1,2008,WD,Normal,135000 +153.0,4118,IR1,2006,WD,Normal,52500 +95.0,13450,IR1,2006,WD,Normal,200000 +120.0,9560,IR1,2006,WD,Normal,128500 +70.0,8294,Reg,2007,WD,Normal,123000 +66.0,13695,Reg,2008,WD,Normal,155000 +57.0,7558,Reg,2009,WD,Normal,177000 +85.0,11103,IR1,2007,New,Partial,155835 +50.0,6000,Reg,2007,WD,Normal,108500 +93.0,15306,IR1,2007,New,Partial,283463 +50.0,5250,Reg,2008,WD,Normal,122000 +91.0,11643,Reg,2009,WD,Normal,200000 +70.0,9247,IR1,2008,WD,Normal,171000 +50.0,6000,Reg,2009,WD,Normal,134900 +56.0,14720,IR1,2010,WD,Normal,410000 +102.0,10192,IR1,2006,WD,Normal,170000 +129.0,16737,Reg,2006,WD,Normal,315000 +51.0,9842,Reg,2008,WD,Normal,189000 +124.0,16158,IR1,2009,WD,Normal,260000 +73.0,8499,IR1,2007,New,Partial,156932 +30.0,3180,Reg,2006,WD,Abnorml,144152 +68.0,9179,IR1,2008,WD,Abnorml,193000 +41.0,2665,Reg,2006,WD,Normal,127000 +48.0,10635,IR2,2010,WD,Normal,232000 +90.0,5400,Reg,2009,WD,Normal,105000 +80.0,9600,Reg,2008,WD,Normal,165500 +75.0,9750,Reg,2006,WD,Normal,274300 +85.0,10625,Reg,2008,WD,Normal,250000 +89.0,10991,IR1,2007,New,Partial,239000 +52.0,6292,Reg,2008,WD,Normal,91000 +60.0,10998,Reg,2009,WD,Normal,117000 +21.0,1953,Reg,2006,WD,Normal,83000 +73.0,9735,Reg,2008,WD,Normal,167500 +45.0,8212,Reg,2010,WD,Normal,58500 +60.0,7200,Reg,2006,WD,Normal,157000 +60.0,9060,Reg,2009,WD,Normal,105000 +40.0,5436,Reg,2010,WD,Normal,125500 +80.0,16692,IR1,2006,WD,Normal,250000 +60.0,8520,Reg,2007,CWD,Family,136000 +42.0,14892,IR1,2009,WD,Normal,377500 +60.0,6000,Reg,2007,WD,Normal,131000 +70.0,9100,Reg,2006,WD,Normal,235000 +65.0,8944,Reg,2009,WD,Normal,124000 +68.0,7838,Reg,2006,WD,Normal,123000 +60.0,10800,Reg,2008,WD,Normal,163000 +53.0,4045,Reg,2006,New,Partial,246578 +88.0,12665,IR1,2007,WD,Normal,281213 +51.0,6120,Reg,2007,WD,Normal,137500 +60.0,7200,Reg,2009,WD,Normal,138000 +51.0,6171,Reg,2009,WD,Normal,137450 +50.0,6000,Reg,2008,WD,Normal,120000 +62.0,7415,IR1,2008,WD,Normal,193000 +64.0,6762,Reg,2006,New,Partial,193879 +49.0,15256,IR1,2007,WD,Normal,282922 +60.0,10410,Reg,2006,WD,Family,105000 +44.0,3842,IR1,2008,WD,Normal,275000 +70.0,8445,Reg,2009,WD,Normal,133000 +60.0,7740,Reg,2010,WD,Normal,125500 +46.0,20544,IR1,2008,WD,Normal,215000 +79.0,12420,Reg,2009,WD,Normal,230000 +80.0,9600,Reg,2009,WD,Normal,140000 +60.0,7200,Reg,2009,WD,Normal,90000 +88.0,10994,IR1,2009,COD,Abnorml,257000 +64.0,13053,Reg,2008,WD,Normal,207000 +51.0,3635,Reg,2009,WD,Normal,175900 +60.0,11340,Reg,2010,WD,Normal,122500 +71.0,9204,Reg,2008,COD,Normal,124000 +90.0,11700,Reg,2006,WD,Normal,179900 +53.0,4043,Reg,2010,WD,Normal,127500 +37.0,4435,Reg,2008,WD,Normal,136500 +80.0,10721,IR1,2008,WD,Normal,142000 +81.0,10944,IR1,2008,WD,Normal,271000 +60.0,10930,Reg,2008,WD,Normal,140000 +60.0,7200,Reg,2010,WD,Abnorml,119000 +60.0,21930,IR3,2006,WD,Normal,192140 +60.0,10800,Reg,2007,WD,Normal,64500 +93.0,10261,IR1,2008,WD,Normal,186500 +80.0,17400,Reg,2006,WD,Normal,160000 +80.0,8400,Reg,2008,COD,Abnorml,174000 +60.0,9000,Reg,2007,WD,Normal,120500 +96.0,12444,Reg,2008,New,Partial,394617 +90.0,7407,Reg,2010,WD,Normal,149700 +80.0,11584,Reg,2007,WD,Normal,197000 +79.0,11526,IR1,2008,WD,Normal,191000 +85.0,11003,Reg,2009,WD,Normal,310000 +63.0,8500,Reg,2007,WD,Normal,179600 +70.0,8400,Reg,2007,WD,Normal,129000 +80.0,10000,Reg,2007,WD,Normal,240000 +70.0,11767,Reg,2007,WD,Normal,112000 +21.0,1533,Reg,2006,WD,Abnorml,92000 +60.0,9000,Reg,2009,WD,Normal,136000 +78.0,9262,Reg,2009,New,Partial,287090 +35.0,3675,Reg,2006,WD,Normal,145000 +90.0,17217,Reg,2006,WD,Abnorml,84500 +62.0,7500,Reg,2009,WD,Normal,185000 +62.0,7917,Reg,2007,WD,Normal,175000 +85.0,13175,Reg,2010,WD,Normal,210000 +66.0,9042,Reg,2010,WD,Normal,266500 +68.0,9717,Reg,2010,WD,Normal,142125 +75.0,9937,Reg,2008,WD,Normal,147500