diff --git a/.gitignore b/.gitignore
index 36ccbeba4..832a9a35b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -41,3 +41,11 @@ target/
*.crc
demo/jars/*
demo/notebook/.ipynb_checkpoints/*
+
+# Demo-s3 files
+*.crc
+demo-s3/jars/*.jar
+demo-s3/notebook/.ipynb_checkpoints/*
+demo-s3/spark/cache/**
+demo-s3/spark/cache/**/*
+demo-s3/spark/jars/*
diff --git a/demo-s3/README.md b/demo-s3/README.md
new file mode 100644
index 000000000..b9eb7d2e5
--- /dev/null
+++ b/demo-s3/README.md
@@ -0,0 +1,258 @@
+# Running a Local Demo
+This is a modified demo of Docker Demo.
+
+Use `./start_demo.sh` to spin up a local notebook with a scala interpreter, Hive Metastore, Presto and Trino in docker containers. The script will first build the XTable jars required for the demo and then start the containers.
+
+## Setup Instructions
+1. Build the spark image
+`docker build -t atwong/openjdk-11-spark-3.4-hive-2.3.10-hadoop-2.10.2:0.1.1 docker-image/openjdk-11-spark-3.4-hive-2.3.10-hadoop-2.10.2/.`
+The versions were picked because these are the versions that are used to compile Apache Hudi 0.14.1. See https://github.com/apache/hudi/blob/release-0.14.1/pom.xml for more details.
+
+2. Start the demo
+`./start_demo.sh`
+You can see that in the docker-compose file, it will have Min.IO as your object store, scripts that will create the inital s3 bucket (s3://warehouse), Apache Hive Metastore, and the just built Spark Container.
+
+3. Access the spark container and create the open table format data in S3
+`docker exec -it spark /usr/bin/bash`
+
+3.1 Create the initial Apache Hudi data
+```
+pyspark --packages com.amazonaws:aws-java-sdk-s3:1.11.271,org.apache.hadoop:hadoop-client:2.10.2,org.apache.hadoop:hadoop-aws:2.10.2,org.apache.hudi:hudi-spark3.4-bundle_2.12:0.14.1 --conf "spark.serializer=org.apache.spark.serializer.KryoSerializer" --conf "spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog" --conf "spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension" --conf "spark.hadoop.fs.s3a.aws.credentials.provider=org.apache.hadoop.fs.s3a.SimpleAWSCredentialsProvider"
+```
+What is important to note is that the hadoop client has to match the hadoop version in your spark container (eg. org.apache.hadoop:hadoop-client:2.10.2 means hadoop 2.10.2), Hudi spark bundle has to match (eg. org.apache.hudi:hudi-spark3.4-bundle_2.12:0.14.1 means spark 3.4 with Hudi 0.14.1) and the AWS java SDK has to match the one that is compiled against hadoop-client (you can see the compile dependancy at https://mvnrepository.com/artifact/org.apache.hadoop/hadoop-aws/2.10.2).
+
+And this is the pyspark script
+```
+from pyspark.sql.types import *
+from pyspark import SparkContext
+from pyspark.sql import SparkSession
+import os
+
+# initialize the bucket
+database_name = "hudi_db"
+table_name = "people"
+base_path = "s3a://warehouse/"
+
+records = [
+ (1, 'John', 25, 'NYC', '2023-09-28 00:00:00'),
+ (2, 'Emily', 30, 'SFO', '2023-09-28 00:00:00'),
+ (3, 'Michael', 35, 'ORD', '2023-09-28 00:00:00'),
+ (4, 'Andrew', 40, 'NYC', '2023-10-28 00:00:00'),
+ (5, 'Bob', 28, 'SEA', '2023-09-23 00:00:00'),
+ (6, 'Charlie', 31, 'DFW', '2023-08-29 00:00:00')
+]
+
+schema = StructType([
+ StructField("id", IntegerType(), True),
+ StructField("name", StringType(), True),
+ StructField("age", IntegerType(), True),
+ StructField("city", StringType(), True),
+ StructField("create_ts", StringType(), True)
+])
+
+spark = SparkSession.builder.getOrCreate()
+
+df = spark.createDataFrame(records, schema)
+
+hudi_options = {
+# 'hoodie.datasource.hive_sync.enable': 'true',
+# 'hoodie.datasource.hive_sync.mode': 'hms',
+# 'hoodie.datasource.hive_sync.database': database_name,
+# 'hoodie.datasource.hive_sync.table': table_name,
+# 'hoodie.datasource.hive_sync.metastore.uris': 'thrift://hive-metastore:9083',
+ 'hoodie.table.name': table_name,
+ 'hoodie.datasource.write.partitionpath.field': 'city',
+ 'hoodie.datasource.write.hive_style_partitioning': 'true'
+
+}
+
+(
+ df.write
+ .format("hudi")
+ .options(**hudi_options)
+ .mode('overwrite')
+ .save(f"{base_path}/{table_name}")
+)
+```
+Note that I commented out the extra statements need to sync Hudi to HMS. If you uncomment these lines you don't need to run the `hudi-hive-sync/run_sync_tool.sh` tool. For this demo, we will assume that we'll write the hudi files into S3 and will need to use `hudi-hive-sync/run_sync_tool.sh` later.
+
+You can browse the data you've written by going to http://localhost:9000 using admin/password.
+
+3.2 Use xtable to scan the Apache Hudi data and create Iceberg and Delta data
+```
+export AWS_SECRET_ACCESS_KEY=password
+export AWS_ACCESS_KEY_ID=admin
+export ENDPOINT=http://minio:9000
+export AWS_REGION=us-east-1
+cd /opt/xtable/jars/; java -jar xtable-utilities-0.1.0-SNAPSHOT-bundled.jar --datasetConfig xtable_hudi.yaml -p core-site.xml
+```
+Check out both xml. One xml is related to xtable config. The other xml is used to configure access to S3A.
+
+4. Access the spark container and sync the data in S3 to HMS
+`docker exec -it spark /usr/bin/bash`
+
+4.1 Download compiled hudi-hive-sync-bundle
+```
+pyspark --packages org.apache.hudi:hudi-hive-sync-bundle:0.14.1,com.amazonaws:aws-java-sdk-s3:1.11.271,org.apache.hadoop:hadoop-client:2.10.2,org.apache.hadoop:hadoop-aws:2.10.2
+```
+I'm using pyspark to download hudi hive sync libraries to ~/.ivy2/jars
+
+4.2 Download missing packages to get hudi-hive-sync/run_sync_tool.sh to work
+```
+pyspark --packages org.apache.parquet:parquet-avro:1.10.1,com.esotericsoftware:kryo-shaded:4.0.2
+```
+I'm using pyspark to download missing hudi hive sync libraries to ~/.ivy2/jars
+
+4.3 Modify run_sync_tool.sh to add Apache Ivy libraries (via pyspark) to classpath
+```
+vi /opt/hudi/hudi-sync/hudi-hive-sync/run_sync_tool.sh
+```
+Change the line from
+```
+java -cp $HUDI_HIVE_UBER_JAR:${HADOOP_HIVE_JARS}:${HADOOP_CONF_DIR} org.apache.hudi.hive.HiveSyncTool "$@"
+```
+to
+```
+java -cp ~/.ivy2/jars/*:$HUDI_HIVE_UBER_JAR:${HADOOP_HIVE_JARS}:${HADOOP_CONF_DIR} org.apache.hudi.hive.HiveSyncTool "$@"
+```
+
+4.4 Add spark settings to access S3
+```
+vi /hadoop/etc/hadoop/core-site.xml
+```
+It should look like this
+```
+root@spark:/opt/xtable/jars# cat /hadoop/etc/hadoop/core-site.xml
+
+
+
+
+
+
+
+
+ fs.defaultFS
+ s3a://minio:9000
+
+
+
+
+
+ fs.s3a.connection.ssl.enabled
+ false
+
+
+
+ fs.s3a.endpoint
+ http://minio:9000
+
+
+
+ fs.s3a.access.key
+ admin
+
+
+
+ fs.s3a.secret.key
+ password
+
+
+
+ fs.s3a.path.style.access
+ true
+
+
+
+ fs.s3a.impl
+ org.apache.hadoop.fs.s3a.S3AFileSystem
+
+
+```
+
+4.5 Run hudi-hive-sync/run_sync_tool.sh to register Apache Hudi files into Apache Hive MetaStore
+```
+cd /opt/hudi/hudi-sync/hudi-hive-sync
+./run_sync_tool.sh \
+--metastore-uris 'thrift://hive-metastore:9083' \
+--partitioned-by city \
+--base-path 's3a://warehouse/people' \
+--database hudi_db \
+--table people \
+--sync-mode hms
+```
+
+4.6 Run spark-sql with Delta Lake libraries to register Delta Lake files into Apache Hive MetaStore (HMS)
+```
+spark-sql --packages com.amazonaws:aws-java-sdk-s3:1.11.271,org.apache.hadoop:hadoop-aws:2.10.2,io.delta:delta-core_2.12:2.4.0 \
+--conf "spark.sql.extensions=io.delta.sql.DeltaSparkSessionExtension" \
+--conf "spark.sql.catalog.spark_catalog=org.apache.spark.sql.delta.catalog.DeltaCatalog" \
+--conf "spark.sql.catalogImplementation=hive" \
+--conf "spark.hadoop.fs.s3a.aws.credentials.provider=org.apache.hadoop.fs.s3a.SimpleAWSCredentialsProvider"
+```
+Run this when you get the spark-sql prompt
+```
+CREATE SCHEMA delta_db LOCATION 's3a://warehouse/';
+
+CREATE TABLE delta_db.people USING DELTA LOCATION 's3a://warehouse/people';
+```
+
+4.7 Run spark-sql with Apache Iceberg libraries to register Apache Iceberg files into Apache Hive MetaStore (HMS)
+```
+spark-sql --packages com.amazonaws:aws-java-sdk-s3:1.11.271,org.apache.hadoop:hadoop-aws:2.10.2,org.apache.iceberg:iceberg-spark-runtime-3.4_2.12:1.5.2 \
+--conf "spark.sql.extensions=org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions" \
+--conf "spark.sql.catalog.spark_catalog=org.apache.iceberg.spark.SparkSessionCatalog" \
+--conf "spark.sql.catalog.spark_catalog.type=hive" \
+--conf "spark.sql.catalog.hive_prod=org.apache.iceberg.spark.SparkCatalog" \
+--conf "spark.sql.catalog.hive_prod.type=hive" \
+--conf "spark.hadoop.fs.s3a.aws.credentials.provider=org.apache.hadoop.fs.s3a.SimpleAWSCredentialsProvider"
+```
+Run this when you get the spark-sql prompt
+```
+CREATE SCHEMA iceberg_db;
+
+CALL hive_prod.system.register_table(
+ table => 'hive_prod.iceberg_db.people',
+ metadata_file => 's3a://warehouse/people/metadata/v2.metadata.json'
+);
+```
+
+5. Access the Trino container and configure Trino to understand S3
+`docker exec -it trino /usr/bin/bash`
+
+5.1 Configure Trino to understand S3
+```
+cat /etc/trino/catalog/hudi.properties
+cat /etc/trino/catalog/iceberg.properties
+cat /etc/trino/catalog/delta.properties
+```
+The most important item is adding the "hive.s3" configurations.
+```
+hive.s3.aws-access-key=admin
+hive.s3.aws-secret-key=password
+hive.s3.endpoint=http://minio:9000
+```
+
+## Accessing Services
+### Trino
+You can access the local Trino container by running `docker exec -it trino trino`
+
+Run the following SQL to view the data.
+```
+select * from hudi.hudi_db.people;
+select * from delta.delta_db.people;
+select * from iceberg.iceberg_db.people;
+```
+### Presto
+You can access the local Presto container by running `docker exec -it presto presto-cli --server localhost:8082`
diff --git a/demo-s3/data/DimCustomer_round2.csv b/demo-s3/data/DimCustomer_round2.csv
new file mode 100644
index 000000000..5e2b7b23a
--- /dev/null
+++ b/demo-s3/data/DimCustomer_round2.csv
@@ -0,0 +1,5001 @@
+,CustomerKey,GeographyKey,FirstName,LastName,BirthDate,MaritalStatus,Gender,YearlyIncome,TotalChildren,NumberChildrenAtHome,Education,Occupation,HouseOwnerFlag,NumberCarsOwned
+5000,13869,506,Darryl,Hu,1951-09-22,M,M,130000.0,4.0,5.0,High School,Professional,1.0,3.0
+5001,13870,506,Misty,Shock,1951-04-12,M,M,130000.0,4.0,5.0,High School,Professional,0.0,3.0
+5002,13871,525,Taylor,Morgan,1951-03-14,M,F,150000.0,4.0,5.0,Bachelors,Management,1.0,3.0
+5003,13872,454,Kelsey,Luo,1950-05-24,S,F,90000.0,4.0,1.0,High School,Management,0.0,3.0
+5004,13873,529,Alisha,Raje,1950-10-03,S,F,90000.0,4.0,1.0,High School,Management,1.0,3.0
+5005,13874,533,Alisha,Li,1950-04-02,S,F,110000.0,4.0,5.0,Partial College,Management,0.0,2.0
+5006,13875,557,Wendy,Moreno,1949-03-16,M,F,90000.0,4.0,1.0,High School,Management,0.0,3.0
+5007,13876,586,Darryl,Zhang,1949-05-21,S,M,90000.0,4.0,1.0,High School,Management,1.0,3.0
+5008,13877,556,Jarrod,Subram,1949-07-22,S,M,130000.0,4.0,5.0,High School,Management,0.0,4.0
+5009,13878,528,Mandy,Zhao,1948-06-05,M,F,80000.0,5.0,1.0,High School,Management,1.0,4.0
+5010,13879,544,Sandra,Wang,1948-04-13,M,F,90000.0,4.0,1.0,High School,Management,1.0,3.0
+5011,13880,515,Desiree,Munoz,1948-04-11,M,F,90000.0,4.0,1.0,Partial High School,Skilled Manual,1.0,4.0
+5012,13881,439,Summer,Chandra,1948-03-08,M,F,110000.0,4.0,5.0,High School,Management,1.0,3.0
+5013,13882,651,Tasha,Ashe,1948-02-24,M,F,150000.0,4.0,5.0,High School,Management,1.0,4.0
+5014,13883,540,Meredith,Srini,1947-10-28,M,F,90000.0,5.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+5015,13884,483,Stacey,Lin,1947-03-26,S,F,100000.0,4.0,5.0,Partial High School,Professional,0.0,1.0
+5016,13885,669,Michele,Fernandez,1975-08-19,M,F,60000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5017,13886,510,Corey,Xie,1975-11-02,S,M,60000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5018,13887,706,Joy,Romero,1975-01-06,S,F,60000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+5019,13888,531,Micah,Sun,1975-05-05,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+5020,13889,656,Roy,Srini,1975-01-11,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+5021,13890,634,Kelli,She,1975-12-20,M,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+5022,13891,510,Brenda,Van,1976-01-10,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+5023,13892,596,Bianca,Chen,1976-07-15,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+5024,13893,596,Arthur,Alvarez,1975-04-24,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+5025,13894,510,Alvin,Chande,1974-03-26,S,M,60000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5026,13895,558,Jaime,Jai,1974-04-25,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+5027,13896,468,Dalton,Henderson,1974-11-10,M,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5028,13897,561,Kendra,Ramos,1975-04-07,S,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5029,13898,554,Glenn,Hu,1974-07-16,M,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5030,13899,628,Mallory,Gomez,1974-06-13,S,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5031,13900,519,Vincent,Zhu,1973-01-18,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+5032,13901,519,Ebony,Perez,1974-02-01,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5033,13902,518,Clarence,She,1974-04-25,S,M,110000.0,0.0,5.0,Partial College,Management,0.0,3.0
+5034,13903,568,Jill,Murphy,1973-08-06,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5035,13904,637,Tracy,Black,1973-04-09,S,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+5036,13905,493,Jaclyn,Yuan,1973-10-13,M,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5037,13906,518,Kelsey,Nara,1973-10-22,M,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5038,13907,549,Donna,Raji,1972-06-21,S,F,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+5039,13908,493,Megan,Price,1973-08-27,M,F,100000.0,0.0,5.0,High School,Management,1.0,2.0
+5040,13909,599,Marc,Blanco,1972-05-22,S,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+5041,13910,553,Grant,Yuan,1972-12-12,M,M,100000.0,0.0,5.0,High School,Management,0.0,3.0
+5042,13911,549,Terrance,Madan,1972-08-13,M,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+5043,13912,599,Martin,Madan,1971-02-18,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5044,13913,632,Krystal,Li,1972-11-27,S,F,110000.0,0.0,5.0,High School,Management,0.0,3.0
+5045,13914,554,Kelsey,Lal,1971-08-14,M,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5046,13915,692,Heather,Zhou,1971-12-18,M,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5047,13916,492,Stanley,Patel,1971-03-23,S,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+5048,13917,637,Kara,Pal,1970-11-16,S,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5049,13918,613,Arthur,Gomez,1970-07-21,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5050,13919,697,Warren,Cai,1970-02-20,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+5051,13920,487,Carl,Shan,1970-08-25,M,M,100000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+5052,13921,656,Amy,Cai,1970-10-26,M,F,110000.0,0.0,5.0,High School,Management,1.0,4.0
+5053,13922,519,Curtis,He,1970-06-03,S,M,120000.0,0.0,5.0,Partial High School,Professional,0.0,4.0
+5054,13923,493,Naomi,Jimenez,1970-04-08,M,F,120000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+5055,13924,669,Ebony,Sara,1970-04-04,M,F,120000.0,0.0,5.0,Partial High School,Professional,0.0,4.0
+5056,13925,493,Richard,Anderson,1971-07-18,M,M,110000.0,0.0,5.0,High School,Management,0.0,4.0
+5057,13926,610,Erick,Perez,1948-11-27,S,M,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+5058,13927,475,Eric,Roberts,1948-11-06,S,M,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+5059,13928,507,Kaitlyn,Harris,1948-07-11,S,F,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+5060,13929,658,Timothy,Wright,1948-04-09,S,M,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+5061,13930,537,Lucas,Bailey,1948-09-10,S,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+5062,13931,653,Abigail,Lewis,1947-12-11,M,F,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+5063,13932,559,Brianna,Miller,1937-08-02,S,F,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+5064,13933,520,Richard,Jones,1937-03-10,M,M,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+5065,13934,443,Regina,Sanchez,1937-05-25,S,F,50000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+5066,13935,619,Lindsay,Tang,1937-04-22,S,F,50000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+5067,13936,470,James,Hayes,1938-05-09,S,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+5068,13937,523,Caleb,Scott,1938-05-21,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+5069,13938,597,Jordan,Evans,1939-09-21,S,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+5070,13939,694,Julia,Martinez,1939-06-23,M,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+5071,13940,682,Elizabeth,Barnes,1939-05-06,S,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+5072,13941,470,Fernando,Martin,1940-06-26,M,M,60000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+5073,13942,536,Wyatt,Garcia,1940-04-24,M,M,60000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+5074,13943,584,Steven,James,1940-07-24,M,M,60000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+5075,13944,597,Darrell,Chander,1940-07-09,M,M,60000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+5076,13945,584,Whitney,Garcia,1940-09-11,M,F,60000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+5077,13946,677,Logan,Harris,1940-12-10,M,M,60000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+5078,13947,470,Sarah,Hughes,1940-12-11,S,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+5079,13948,511,Aaron,Phillips,1941-02-05,S,M,40000.0,4.0,0.0,High School,Professional,0.0,2.0
+5080,13949,475,Nathan,Carter,1941-03-01,M,M,50000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+5081,13950,642,Devin,Howard,1941-11-10,S,M,50000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+5082,13951,560,Stephanie,Alexander,1941-09-28,S,F,50000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+5083,13952,688,Jeremy,Ward,1943-09-25,M,M,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+5084,13953,500,Amanda,Long,1943-09-11,S,F,60000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+5085,13954,693,Aaron,Green,1944-10-07,M,M,30000.0,5.0,0.0,Partial High School,Clerical,0.0,2.0
+5086,13955,516,Jonathan,Long,1947-01-06,M,M,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+5087,13956,610,Donald,Perez,1945-11-05,S,M,30000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,3.0
+5088,13957,582,Ariana,Ward,1945-08-05,M,F,30000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,4.0
+5089,13958,645,Anna,Howard,1945-04-21,M,F,30000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,4.0
+5090,13959,469,Tamara,Xu,1946-06-04,S,F,40000.0,5.0,0.0,High School,Professional,0.0,3.0
+5091,13960,584,Kristy,Blanco,1946-10-17,S,F,70000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+5092,13961,467,Brianna,Gray,1946-02-08,S,F,70000.0,5.0,0.0,Bachelors,Management,0.0,3.0
+5093,13962,566,Alexandra,Bennett,1947-07-02,M,F,40000.0,2.0,1.0,High School,Professional,1.0,1.0
+5094,13963,507,Jonathan,Jai,1947-10-26,M,M,40000.0,2.0,1.0,High School,Professional,1.0,1.0
+5095,13964,430,Erica,Zhao,1947-04-18,M,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+5096,13965,479,Samantha,Anderson,1947-07-20,M,F,40000.0,2.0,1.0,High School,Professional,0.0,2.0
+5097,13966,551,Justin,Hayes,1947-10-28,M,M,40000.0,2.0,1.0,High School,Professional,0.0,2.0
+5098,13967,522,Jade,Cooper,1947-01-09,S,F,70000.0,2.0,1.0,Bachelors,Management,0.0,1.0
+5099,13968,647,Jasmine,Reed,1948-02-18,S,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+5100,13969,536,Dalton,Moore,1948-02-18,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+5101,13970,537,Vanessa,Gonzales,1948-09-26,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+5102,13971,686,Blake,Wright,1948-04-18,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+5103,13972,445,Brittney,Lin,1948-08-21,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5104,13973,631,Edward,Garcia,1948-09-26,S,M,60000.0,2.0,1.0,Bachelors,Management,0.0,0.0
+5105,13974,652,Arianna,Rivera,1948-02-13,M,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+5106,13975,652,Eduardo,Carter,1948-06-01,M,M,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+5107,13976,695,Julia,James,1949-08-08,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5108,13977,695,Stephanie,Cooper,1949-07-17,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5109,13978,701,Sophia,Green,1949-07-12,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5110,13979,442,Kaylee,Stewart,1949-09-15,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5111,13980,479,Jada,Adams,1949-06-06,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5112,13981,505,Savannah,Phillips,1949-07-01,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+5113,13982,537,Jose,Davis,1950-05-06,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5114,13983,443,Devin,King,1950-10-17,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+5115,13984,516,Morgan,Griffin,1950-08-21,S,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+5116,13985,670,William,Moore,1950-03-02,M,M,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+5117,13986,560,Jenna,Phillips,1950-06-04,M,F,80000.0,3.0,1.0,Bachelors,Management,1.0,1.0
+5118,13987,671,Isabelle,Griffin,1951-12-12,M,F,60000.0,2.0,1.0,High School,Professional,1.0,2.0
+5119,13988,443,Kristopher,Chandra,1951-04-18,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+5120,13989,691,Kayla,Diaz,1951-04-10,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+5121,13990,523,Arianna,Peterson,1952-08-06,M,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+5122,13991,691,Timothy,Collins,1952-11-19,M,M,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+5123,13992,495,Luke,Bryant,1952-05-07,S,M,70000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+5124,13993,610,Faith,Bryant,1952-03-12,M,F,70000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+5125,13994,469,Marvin,Ortega,1952-03-22,M,M,70000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+5126,13995,546,Lauren,Sanders,1953-06-23,M,F,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+5127,13996,701,Melissa,Peterson,1953-11-19,S,F,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+5128,13997,430,Dylan,Miller,1953-03-07,M,M,60000.0,3.0,1.0,Partial High School,Skilled Manual,1.0,3.0
+5129,13998,445,Melvin,Kumar,1953-10-01,S,M,60000.0,3.0,1.0,Partial High School,Skilled Manual,1.0,3.0
+5130,13999,445,Olivia,Martinez,1968-04-14,S,F,130000.0,1.0,0.0,Graduate Degree,Management,1.0,3.0
+5131,14000,610,Shaun,Jai,1968-04-25,S,M,150000.0,1.0,0.0,Graduate Degree,Management,0.0,0.0
+5132,14001,693,Allison,Turner,1979-10-18,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5133,14002,558,Clayton,Xu,1944-02-26,M,M,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+5134,14003,490,Logan,Edwards,1978-10-12,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5135,14004,583,Tristan,Russell,1978-10-17,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5136,14005,442,Samuel,Thomas,1978-02-14,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5137,14006,500,Brianna,Williams,1978-08-16,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5138,14007,575,Bailey,Murphy,1978-02-19,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5139,14008,584,Alyssa,Sanders,1978-09-02,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5140,14009,472,Haley,Perry,1978-05-20,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5141,14010,599,Natasha,Alonso,1945-03-06,M,F,10000.0,2.0,1.0,Partial High School,Clerical,0.0,2.0
+5142,14011,487,Misty,Kumar,1946-05-02,S,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+5143,14012,534,Taylor,White,1947-08-07,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+5144,14013,468,Craig,Martin,1948-09-19,M,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5145,14014,492,Mitchell,Stone,1948-07-19,S,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5146,14015,505,Juan,Reed,1978-08-16,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5147,14016,527,Jacqueline,Rogers,1978-08-07,M,F,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5148,14017,671,Elijah,Washington,1977-04-28,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+5149,14018,648,Cristina,Xu,1948-05-24,M,F,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5150,14019,527,Lucas,Robinson,1977-02-04,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5151,14020,637,Misty,Shen,1950-10-19,M,F,10000.0,2.0,1.0,Partial High School,Clerical,1.0,3.0
+5152,14021,554,Walter,Romero,1950-01-07,S,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5153,14022,468,Edwin,Sharma,1950-02-04,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5154,14023,558,Patricia,Perez,1951-09-13,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5155,14024,443,Carolyn,Sanz,1980-03-10,S,F,40000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+5156,14025,610,Brad,Pritchett,1980-06-02,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+5157,14026,552,Spencer,Bryant,1979-12-19,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5158,14027,637,Mitchell,Andersen,1952-05-06,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,3.0
+5159,14028,512,Meredith,Mehta,1953-01-15,M,F,40000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5160,14029,518,Brenda,Gonzalez,1953-03-26,M,F,40000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5161,14030,534,Alberto,Hernandez,1953-04-14,S,M,40000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5162,14031,613,Jessie,Romero,1953-06-26,S,F,40000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5163,14032,553,Kristina,Malhotra,1954-11-27,S,F,40000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5164,14033,558,Meredith,Rana,1954-01-17,S,F,40000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5165,14034,655,Omar,Zhu,1954-11-12,S,M,40000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5166,14035,613,Anne,Martin,1955-10-25,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5167,14036,518,Mandy,Lin,1955-05-02,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5168,14037,634,Jenny,Ye,1955-04-16,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5169,14038,531,Terrence,Rai,1955-10-09,M,M,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5170,14039,597,Isabella,Hall,1975-01-19,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5171,14040,644,Alexis,Clark,1975-02-12,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5172,14041,686,Julian,Perry,1975-02-21,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5173,14042,575,Hunter,Phillips,1975-07-25,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5174,14043,582,Arif,Rizaldy,1975-08-28,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5175,14044,445,Damien,Rai,1975-02-20,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5176,14045,707,Emma,Bailey,1975-08-10,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5177,14046,583,Paige,Russell,1974-03-03,M,F,50000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5178,14047,668,Caleb,Long,1973-09-10,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5179,14048,527,Trevor,Long,1973-11-10,M,M,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+5180,14049,467,Yolanda,Sharma,1973-02-10,S,F,70000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+5181,14050,619,Candice,Ye,1973-06-20,M,F,70000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+5182,14051,619,Darryl,Chen,1973-05-06,S,M,70000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+5183,14052,706,Suzanne,Cai,1956-03-27,S,F,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5184,14053,558,Sandra,Lin,1956-01-24,S,F,80000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+5185,14054,554,Colin,Andersen,1957-08-23,M,M,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5186,14055,637,Sheila,Alonso,1958-03-02,S,F,100000.0,1.0,0.0,Bachelors,Management,0.0,4.0
+5187,14056,471,Erik,Navarro,1958-02-06,M,M,100000.0,1.0,1.0,Bachelors,Management,0.0,1.0
+5188,14057,493,Wayne,Black,1958-02-19,M,M,100000.0,1.0,1.0,Bachelors,Management,1.0,1.0
+5189,14058,561,Jerome,Gomez,1959-11-13,S,M,100000.0,1.0,1.0,Bachelors,Management,0.0,3.0
+5190,14059,478,Corey,Raji,1959-01-06,M,M,100000.0,1.0,1.0,Bachelors,Management,1.0,3.0
+5191,14060,523,Sean,Ward,1973-04-25,S,M,70000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+5192,14061,619,Noah,Martinez,1973-01-17,S,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+5193,14062,562,Julia,Hughes,1974-07-23,S,F,50000.0,0.0,0.0,High School,Professional,0.0,2.0
+5194,14063,571,Kaitlyn,Young,1974-12-20,S,F,50000.0,0.0,0.0,High School,Professional,1.0,2.0
+5195,14064,583,Dylan,Williams,1974-04-19,M,M,50000.0,0.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+5196,14065,560,James,Harris,1966-02-18,S,M,150000.0,0.0,0.0,Bachelors,Management,0.0,2.0
+5197,14066,693,Thomas,Henderson,1957-11-22,M,M,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+5198,14067,682,Charles,Robinson,1957-05-20,S,M,70000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+5199,14068,495,Melanie,Butler,1964-11-12,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5200,14069,610,Robert,Shan,1964-06-21,S,M,60000.0,4.0,4.0,Bachelors,Skilled Manual,0.0,2.0
+5201,14070,597,Lori,Ortega,1964-11-02,M,F,60000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,3.0
+5202,14071,467,Melody,Alvarez,1964-03-26,M,F,60000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,3.0
+5203,14072,658,Natalie,Brooks,1964-02-18,M,F,60000.0,5.0,5.0,Bachelors,Skilled Manual,1.0,3.0
+5204,14073,686,Alyssa,Murphy,1964-09-27,S,F,60000.0,4.0,2.0,Bachelors,Skilled Manual,0.0,2.0
+5205,14074,620,Shelby,Stewart,1964-02-24,M,F,60000.0,4.0,2.0,Bachelors,Skilled Manual,1.0,2.0
+5206,14075,500,Samantha,Jackson,1963-11-23,M,F,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+5207,14076,546,Samantha,Thompson,1963-05-27,M,F,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+5208,14077,505,Nicole,Jenkins,1963-08-15,M,F,60000.0,3.0,2.0,Graduate Degree,Professional,0.0,0.0
+5209,14078,559,Wyatt,Clark,1963-08-09,M,M,60000.0,3.0,2.0,Graduate Degree,Professional,0.0,0.0
+5210,14079,653,James,Jenkins,1962-03-28,M,M,40000.0,3.0,2.0,High School,Skilled Manual,1.0,2.0
+5211,14080,535,Riley,Perry,1962-06-20,S,F,70000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+5212,14081,445,Marissa,Long,1962-01-15,S,F,70000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+5213,14082,631,Melanie,Morris,1961-09-08,S,F,30000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+5214,14083,584,William,Martinez,1961-02-02,M,M,40000.0,4.0,3.0,High School,Skilled Manual,1.0,2.0
+5215,14084,584,Omar,Gao,1961-06-17,M,M,40000.0,4.0,3.0,High School,Skilled Manual,1.0,3.0
+5216,14085,573,Dalton,James,1961-10-10,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5217,14086,643,Lucas,Rogers,1961-08-25,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5218,14087,584,Jasmine,Cox,1961-08-26,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5219,14088,597,Wyatt,Young,1961-05-15,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5220,14089,652,Victoria,Reed,1961-02-10,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5221,14090,597,Christy,Xie,1960-09-08,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5222,14091,467,Ivan,Sara,1960-07-02,M,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5223,14092,470,Jessie,Zeng,1960-01-11,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5224,14093,652,Emily,Jackson,1960-10-16,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5225,14094,668,Madison,Griffin,1967-06-27,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5226,14095,562,Charles,Thomas,1967-03-15,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5227,14096,701,Adam,Jai,1967-07-14,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5228,14097,583,Victoria,Bennett,1967-04-23,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5229,14098,660,Fernando,Gonzales,1960-06-19,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5230,14099,620,Logan,Long,1960-07-27,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5231,14100,691,Melanie,Hayes,1960-02-28,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5232,14101,467,Kristen,Huang,1959-05-14,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5233,14102,668,Wyatt,Baker,1959-04-21,M,M,60000.0,5.0,4.0,Bachelors,Professional,1.0,1.0
+5234,14103,584,Stephanie,Kelly,1959-08-18,M,F,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+5235,14104,470,Shelby,Brooks,1959-02-17,M,F,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+5236,14105,571,Natalie,Parker,1959-10-13,S,F,70000.0,2.0,0.0,Graduate Degree,Professional,0.0,1.0
+5237,14106,470,Warren,Nara,1959-11-20,S,M,80000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+5238,14107,478,Micah,Gao,1969-11-26,M,M,90000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+5239,14108,510,Mason,Ramirez,1969-05-17,S,M,90000.0,2.0,0.0,Bachelors,Professional,0.0,0.0
+5240,14109,706,Gary,Gill,1968-11-06,M,M,60000.0,2.0,2.0,Bachelors,Professional,0.0,1.0
+5241,14110,680,Devin,Rivera,1970-05-06,M,M,80000.0,4.0,4.0,Graduate Degree,Management,0.0,1.0
+5242,14111,599,Tabitha,Suarez,1970-01-26,M,F,80000.0,4.0,4.0,Graduate Degree,Management,0.0,1.0
+5243,14112,531,Drew,Chander,1970-10-06,M,M,90000.0,2.0,0.0,Bachelors,Professional,1.0,0.0
+5244,14113,634,Suzanne,Zhu,1968-10-18,M,F,60000.0,2.0,2.0,Bachelors,Professional,0.0,1.0
+5245,14114,669,Randy,Gao,1968-04-17,M,M,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+5246,14115,534,Donald,Sara,1968-10-25,S,M,60000.0,2.0,2.0,Bachelors,Professional,0.0,1.0
+5247,14116,706,Raymond,Rana,1968-07-28,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+5248,14117,509,Phillip,Sara,1968-07-08,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+5249,14118,655,Mindy,Shan,1968-04-02,M,F,70000.0,5.0,5.0,Bachelors,Professional,0.0,3.0
+5250,14119,646,Gerald,Diaz,1967-12-08,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+5251,14120,634,Deanna,Lopez,1969-05-16,M,F,110000.0,1.0,0.0,Graduate Degree,Management,1.0,1.0
+5252,14121,634,Heidi,Rodriguez,1969-12-12,S,F,110000.0,1.0,0.0,Graduate Degree,Management,0.0,1.0
+5253,14122,492,Clarence,Yang,1969-09-19,M,M,110000.0,1.0,0.0,Graduate Degree,Management,1.0,1.0
+5254,14123,425,Susan,Zhao,1967-03-16,S,F,80000.0,5.0,5.0,Graduate Degree,Management,1.0,2.0
+5255,14124,468,Sharon,Simpson,1967-03-04,M,F,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+5256,14125,648,Keith,Xu,1967-10-09,S,M,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+5257,14126,510,Randy,Wang,1966-09-20,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+5258,14127,655,Shane,Suri,1966-11-25,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+5259,14128,549,Priscilla,Deng,1966-07-21,S,F,90000.0,2.0,0.0,Bachelors,Professional,0.0,0.0
+5260,14129,478,Clifford,Sai,1965-06-23,M,M,60000.0,3.0,3.0,Bachelors,Professional,1.0,1.0
+5261,14130,554,Allen,Raman,1965-12-08,S,M,60000.0,3.0,3.0,Bachelors,Professional,0.0,1.0
+5262,14131,519,Micah,Huang,1965-02-20,M,M,70000.0,5.0,5.0,Bachelors,Professional,0.0,4.0
+5263,14132,510,Gerald,Chandra,1965-10-09,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5264,14133,471,Lindsey,Xie,1968-03-23,M,F,70000.0,5.0,5.0,Bachelors,Professional,0.0,4.0
+5265,14134,519,Kristine,Gutierrez,1968-12-05,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+5266,14135,554,Brett,Rodriguez,1968-02-15,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5267,14136,699,Kelvin,Zhao,1968-05-09,S,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5268,14137,699,Ruben,Diaz,1968-07-17,S,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5269,14138,561,Nina,Raje,1968-08-01,M,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5270,14139,706,Seth,Russell,1968-09-15,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5271,14140,596,Carlos,Short,1964-08-25,M,M,60000.0,3.0,3.0,Bachelors,Professional,0.0,2.0
+5272,14141,680,Toni,Lopez,1964-03-29,M,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+5273,14142,506,Walter,Gutierrez,1973-09-16,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5274,14143,529,Regina,Ray,1974-11-12,S,F,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+5275,14144,702,Destiny,Henderson,1974-04-08,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5276,14145,482,Johnathan,Fernandez,1974-06-14,S,M,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+5277,14146,517,Clayton,Yang,1974-08-25,S,M,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+5278,14147,703,Carson,Gonzales,1953-01-25,M,M,60000.0,3.0,1.0,Partial High School,Skilled Manual,1.0,3.0
+5279,14148,562,Samantha,Brown,1957-03-18,M,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+5280,14149,610,Ryan,Simmons,1957-10-06,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+5281,14150,535,Samantha,Griffin,1957-12-15,M,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+5282,14151,652,Xavier,Jones,1957-11-27,S,M,80000.0,2.0,1.0,Bachelors,Management,1.0,1.0
+5283,14152,494,Jasmine,Washington,1956-05-11,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+5284,14153,643,Maria,Sanders,1956-08-19,S,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+5285,14154,535,Ryan,Coleman,1965-06-24,S,M,100000.0,4.0,1.0,Bachelors,Management,0.0,4.0
+5286,14155,443,Clinton,Serrano,1965-12-06,M,M,110000.0,2.0,2.0,Bachelors,Management,1.0,3.0
+5287,14156,470,Theresa,Alonso,1965-01-06,S,F,110000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+5288,14157,505,Catherine,Peterson,1965-09-24,S,F,130000.0,1.0,1.0,Graduate Degree,Management,0.0,4.0
+5289,14158,550,Destiny,Miller,1964-02-16,S,F,80000.0,4.0,3.0,Bachelors,Management,1.0,1.0
+5290,14159,442,Stephanie,Long,1964-03-16,M,F,90000.0,5.0,5.0,Partial College,Professional,1.0,3.0
+5291,14160,693,Katelyn,Cooper,1964-07-27,S,F,100000.0,5.0,2.0,Partial College,Professional,1.0,0.0
+5292,14161,559,Mackenzie,Stewart,1964-08-23,S,F,100000.0,5.0,2.0,Partial College,Professional,1.0,1.0
+5293,14162,516,Isabella,Flores,1964-05-13,M,F,130000.0,3.0,2.0,Bachelors,Management,1.0,3.0
+5294,14163,560,Bryan,Morris,1964-11-11,S,M,160000.0,1.0,1.0,Bachelors,Management,0.0,3.0
+5295,14164,645,Natalie,Griffin,1956-04-25,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+5296,14165,443,Isaac,Parker,1956-08-24,M,M,70000.0,3.0,2.0,Partial College,Professional,0.0,1.0
+5297,14166,582,Ashley,Brown,1956-01-18,M,F,70000.0,4.0,3.0,Partial College,Professional,1.0,0.0
+5298,14167,667,Miguel,Jenkins,1956-04-03,S,M,70000.0,4.0,3.0,Partial College,Professional,1.0,0.0
+5299,14168,546,Elijah,Hughes,1956-11-13,M,M,80000.0,3.0,0.0,Partial College,Professional,0.0,1.0
+5300,14169,584,Micheal,Hernandez,1955-04-25,M,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+5301,14170,527,Angel,Peterson,1934-09-02,S,M,130000.0,1.0,2.0,Graduate Degree,Management,0.0,3.0
+5302,14171,495,Logan,Walker,1963-05-18,M,M,90000.0,0.0,0.0,Partial College,Professional,1.0,1.0
+5303,14172,500,Christopher,Rodriguez,1963-03-22,M,M,90000.0,0.0,0.0,Partial College,Professional,1.0,1.0
+5304,14173,520,Evan,Gray,1963-11-16,M,M,130000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+5305,14174,665,Melissa,Stewart,1962-05-05,M,F,80000.0,5.0,4.0,Partial College,Professional,1.0,2.0
+5306,14175,431,Monica,Smith,1962-08-13,M,F,90000.0,5.0,4.0,Partial College,Professional,1.0,4.0
+5307,14176,495,Nathan,Chen,1962-10-04,S,M,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+5308,14177,670,Edward,Flores,1962-06-14,S,M,130000.0,1.0,2.0,Bachelors,Management,0.0,4.0
+5309,14178,467,Alberto,Gomez,1961-09-16,M,M,70000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+5310,14179,479,Jasmine,Kelly,1961-04-21,M,F,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+5311,14180,479,Miguel,Thompson,1961-02-05,M,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+5312,14181,507,Ana,Simmons,1961-03-25,S,F,90000.0,4.0,3.0,High School,Professional,1.0,1.0
+5313,14182,536,Jesse,Torres,1961-06-22,M,M,90000.0,4.0,3.0,High School,Professional,1.0,1.0
+5314,14183,686,Natalie,Simmons,1961-03-05,M,F,90000.0,4.0,3.0,High School,Professional,1.0,2.0
+5315,14184,693,Michael,Thomas,1961-04-06,M,M,90000.0,4.0,3.0,High School,Professional,1.0,2.0
+5316,14185,469,Peter,Tang,1961-03-25,S,M,110000.0,1.0,3.0,Partial College,Professional,1.0,4.0
+5317,14186,538,Jade,Reed,1961-07-08,S,F,130000.0,1.0,3.0,Bachelors,Management,0.0,3.0
+5318,14187,547,Angelica,Coleman,1955-10-03,M,F,80000.0,3.0,2.0,Partial College,Professional,1.0,1.0
+5319,14188,523,Sydney,Scott,1935-08-15,M,F,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+5320,14189,550,Kevin,Li,1936-01-13,M,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+5321,14190,442,Aidan,Hayes,1936-04-14,M,M,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+5322,14191,573,Allison,Morris,1936-06-14,M,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+5323,14192,658,Austin,Gonzales,1936-06-10,S,M,120000.0,1.0,3.0,Graduate Degree,Management,0.0,4.0
+5324,14193,597,Janet,Gill,1960-08-01,S,F,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+5325,14194,507,Stephanie,Howard,1960-10-08,S,F,90000.0,4.0,3.0,High School,Professional,1.0,4.0
+5326,14195,686,Jada,Bell,1954-06-10,S,F,70000.0,3.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+5327,14196,470,Alexandra,Wilson,1954-10-20,S,F,70000.0,3.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+5328,14197,499,Aaron,Yang,1954-10-24,M,M,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+5329,14198,707,Kyle,Perry,1954-03-08,M,M,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+5330,14199,670,Michelle,Ramirez,1954-05-09,M,F,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+5331,14200,625,Kyle,Griffin,1953-04-21,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+5332,14201,551,Nathan,Williams,1952-08-16,M,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+5333,14202,472,Hunter,Gonzalez,1951-03-19,M,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+5334,14203,660,Jonathan,King,1951-07-25,S,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+5335,14204,582,Caroline,Wood,1951-02-23,S,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+5336,14205,560,Kelly,Barnes,1950-09-20,S,F,40000.0,4.0,0.0,Partial College,Professional,0.0,2.0
+5337,14206,430,John,Jones,1949-09-14,S,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+5338,14207,645,Ryan,Bryant,1949-10-06,S,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+5339,14208,677,Destiny,Moore,1949-02-09,S,F,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+5340,14209,625,Daniel,Taylor,1949-10-07,S,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+5341,14210,695,Emma,Walker,1949-10-04,S,F,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+5342,14211,596,Kathryn,Xu,1964-11-25,M,F,60000.0,4.0,4.0,Bachelors,Professional,1.0,2.0
+5343,14212,509,Diane,Torres,1964-07-14,M,F,60000.0,4.0,4.0,Bachelors,Professional,1.0,3.0
+5344,14213,656,Alberto,Ruiz,1963-07-02,M,M,60000.0,5.0,5.0,Bachelors,Professional,1.0,1.0
+5345,14214,613,Cheryl,Gutierrez,1963-09-27,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+5346,14215,613,Roger,Chander,1963-02-04,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5347,14216,425,Natalie,Gonzalez,1963-02-15,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5348,14217,628,Rachael,Raman,1963-06-08,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5349,14218,596,Byron,Martin,1967-10-17,M,M,80000.0,5.0,5.0,Bachelors,Professional,0.0,4.0
+5350,14219,632,Christy,Sun,1967-08-19,M,F,90000.0,2.0,2.0,Bachelors,Professional,1.0,0.0
+5351,14220,534,Karla,Lal,1967-03-20,M,F,90000.0,4.0,4.0,Bachelors,Professional,0.0,0.0
+5352,14221,599,Emily,Anderson,1961-11-22,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5353,14222,519,Erica,Zhu,1961-04-17,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5354,14223,510,Tamara,Kumar,1961-04-21,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5355,14224,558,Armando,Ortega,1966-03-21,S,M,110000.0,0.0,0.0,Graduate Degree,Management,0.0,3.0
+5356,14225,473,Keith,Kumar,1965-03-27,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5357,14226,628,Alicia,Yuan,1965-04-24,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+5358,14227,634,Robert,Kumar,1965-11-09,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+5359,14228,648,Jaime,Gutierrez,1965-07-23,S,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5360,14229,669,Brad,Ashe,1964-10-14,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+5361,14230,553,Autumn,Zhou,1964-03-15,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+5362,14231,425,Sophia,Carter,1964-11-16,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5363,14232,706,Olivia,Moore,1959-06-22,S,F,90000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+5364,14233,478,Kellie,Blanco,1959-03-13,M,F,100000.0,5.0,0.0,Bachelors,Professional,1.0,1.0
+5365,14234,568,Nathaniel,Ward,1959-05-09,M,M,100000.0,4.0,0.0,Bachelors,Professional,1.0,1.0
+5366,14235,493,Monica,Patel,1963-10-10,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+5367,14236,634,Monique,Torres,1962-12-28,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5368,14237,512,Lance,Martin,1962-01-09,S,M,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+5369,14238,680,Roger,Sun,1962-06-18,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+5370,14239,554,Kristopher,Madan,1962-01-16,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+5371,14240,568,Isabella,Barnes,1962-06-25,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+5372,14241,706,Ross,Rana,1961-08-18,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+5373,14242,425,Aaron,Powell,1958-12-25,M,M,90000.0,2.0,0.0,Bachelors,Professional,1.0,1.0
+5374,14243,519,Susan,Hu,1958-04-21,S,F,90000.0,2.0,0.0,Bachelors,Management,0.0,1.0
+5375,14244,613,Tonya,Rai,1958-03-08,S,F,100000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+5376,14245,634,Jay,Weber,1957-03-07,S,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5377,14246,468,Francis,Gutierrez,1936-02-27,S,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+5378,14247,425,Warren,Lal,1936-06-14,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,1.0
+5379,14248,493,Lindsay,Nara,1960-05-16,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+5380,14249,697,Denise,Madan,1960-03-19,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+5381,14250,634,Alexandra,Watson,1957-08-08,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5382,14251,487,Anthony,Walker,1957-04-11,S,M,70000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5383,14252,637,Toni,Rodriguez,1957-06-22,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5384,14253,468,Warren,Zhang,1956-04-04,S,M,80000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5385,14254,495,Ryan,Miller,1976-01-13,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5386,14255,597,Krystal,She,1976-06-10,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5387,14256,689,Logan,Lal,1975-04-27,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5388,14257,695,Eric,Hill,1975-04-28,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5389,14258,610,Harold,Sanchez,1980-10-02,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5390,14259,469,Micheal,Vazquez,1980-08-13,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5391,14260,551,Ethan,Thomas,1979-09-22,M,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5392,14261,575,Dalton,Howard,1978-08-11,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5393,14262,488,Eduardo,Phillips,1978-10-02,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5394,14263,510,Andre,Chandra,1938-09-06,M,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+5395,14264,669,Audrey,Carlson,1938-09-14,S,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+5396,14265,582,Wyatt,Bryant,1977-04-16,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5397,14266,490,Hannah,Smith,1979-02-22,S,F,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+5398,14267,493,Kari,Suri,1939-04-23,S,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+5399,14268,648,Arthur,Malhotra,1939-05-22,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+5400,14269,549,Jaime,Andersen,1939-02-12,M,M,60000.0,2.0,0.0,Graduate Degree,Management,0.0,1.0
+5401,14270,706,Tabitha,Martin,1939-04-03,S,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,1.0
+5402,14271,628,Gloria,Diaz,1943-09-03,M,F,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+5403,14272,534,Mario,Shan,1943-11-28,S,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+5404,14273,553,Edwin,Xu,1943-03-22,S,M,60000.0,2.0,0.0,Graduate Degree,Management,0.0,1.0
+5405,14274,554,Karl,Rai,1943-06-05,M,M,60000.0,2.0,0.0,Graduate Degree,Management,0.0,1.0
+5406,14275,508,Samantha,Henderson,1976-08-13,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5407,14276,535,Christina,Watson,1976-02-26,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5408,14277,575,Mackenzie,Richardson,1976-07-08,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5409,14278,470,Jermaine,Fernandez,1976-01-15,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5410,14279,475,Brianna,Butler,1976-12-21,M,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5411,14280,552,Jordyn,Barnes,1976-03-10,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5412,14281,560,Emily,Price,1976-06-05,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5413,14282,678,Jeremy,Allen,1975-09-14,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5414,14283,619,Gabriel,Perez,1974-01-10,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5415,14284,653,Caitlin,Howard,1974-09-04,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5416,14285,475,Allison,Mitchell,1972-06-19,S,F,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5417,14286,479,Noah,Williams,1972-06-02,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5418,14287,560,Zachary,Powell,1972-09-04,S,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+5419,14288,499,Paige,Sanders,1972-11-16,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+5420,14289,647,Jordyn,Flores,1968-09-08,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+5421,14290,523,Amanda,Bradley,1968-09-01,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+5422,14291,660,Jackson,Mitchell,1968-10-23,S,M,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+5423,14292,627,Marissa,Griffin,1968-04-26,M,F,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+5424,14293,688,Eduardo,Adams,1967-05-15,S,M,120000.0,0.0,1.0,Bachelors,Management,1.0,3.0
+5425,14294,644,Eric,Gonzales,1963-10-23,M,M,80000.0,4.0,3.0,Bachelors,Management,1.0,0.0
+5426,14295,669,Sharon,Sharma,1971-10-19,S,F,130000.0,0.0,5.0,Partial High School,Management,1.0,4.0
+5427,14296,656,Chad,Raje,1969-09-01,M,M,130000.0,0.0,5.0,Partial High School,Management,1.0,4.0
+5428,14297,543,Christina,Stewart,1957-01-05,M,F,100000.0,2.0,3.0,Partial College,Professional,1.0,4.0
+5429,14298,533,Devon,Shan,1974-03-19,S,M,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+5430,14299,638,Cedric,He,1980-04-25,M,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5431,14300,650,Hector,Romero,1980-10-26,M,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5432,14301,491,Jamie,Ashe,1980-05-02,M,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5433,14302,449,Raul,Black,1980-05-19,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5434,14303,555,Manuel,Mehta,1978-05-26,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+5435,14304,662,Jeremiah,Hernandez,1973-05-28,S,M,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+5436,14305,698,Ruben,Carlson,1972-09-17,S,M,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5437,14306,483,Ivan,Rodriguez,1973-05-10,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+5438,14307,765,Glenn,Zeng,1973-12-24,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+5439,14308,542,Daisy,Hernandez,1973-09-24,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+5440,14309,449,Lindsey,Tang,1972-02-13,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+5441,14310,480,Karen,Zhou,1972-05-26,S,F,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+5442,14311,513,Janelle,Kapoor,1971-10-12,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5443,14312,672,Laura,Zhang,1972-12-04,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+5444,14313,506,Erik,Ramos,1972-04-08,M,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+5445,14314,481,Trevor,Coleman,1971-05-03,S,M,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5446,14315,459,Charles,Bell,1971-11-04,S,M,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5447,14316,587,Cole,Cox,1971-06-18,S,M,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5448,14317,504,Ronnie,Zhu,1971-10-17,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5449,14318,521,Erick,Garcia,1971-09-21,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5450,14319,542,Dennis,Wang,1971-06-24,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5451,14320,622,Ruben,Chandra,1971-03-02,M,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+5452,14321,529,Shannon,Hernandez,1971-09-11,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+5453,14322,529,Francis,Suarez,1970-03-07,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+5454,14323,586,Tina,Perez,1971-03-07,S,F,40000.0,2.0,2.0,Partial College,Clerical,0.0,1.0
+5455,14324,662,Lance,Diaz,1971-05-04,M,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+5456,14325,572,Bethany,Andersen,1971-08-23,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5457,14326,576,Wyatt,Parker,1918-02-16,S,M,10000.0,4.0,0.0,Partial High School,Manual,0.0,2.0
+5458,14327,476,Hunter,Scott,1970-03-05,M,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5459,14328,701,Adam,Simmons,1975-05-12,M,M,40000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+5460,14329,490,Rachel,Price,1974-06-16,M,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+5461,14330,469,Jacquelyn,Moreno,1974-06-20,S,F,40000.0,3.0,3.0,Partial College,Clerical,0.0,2.0
+5462,14331,552,Madison,Gonzales,1929-09-21,M,F,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,1.0
+5463,14332,695,James,White,1966-10-02,M,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+5464,14333,701,Jackson,Bryant,1966-07-26,M,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+5465,14334,580,Robert,Coleman,1966-07-26,S,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+5466,14335,479,Marcus,Gonzales,1966-04-14,M,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5467,14336,467,Cesar,Rodriguez,1954-04-15,S,M,20000.0,2.0,0.0,Partial High School,Manual,0.0,2.0
+5468,14337,479,Chase,Cook,1954-08-21,S,M,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+5469,14338,660,Megan,Washington,1954-10-17,S,F,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5470,14339,523,Jason,Perez,1954-10-12,S,M,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+5471,14340,494,Adrian,Rivera,1954-04-13,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+5472,14341,511,Adrian,James,1955-11-21,S,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5473,14342,643,Kaitlyn,Cook,1955-05-25,S,F,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5474,14343,508,Seth,Hill,1955-10-07,S,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5475,14344,516,Carol,Simmons,1955-09-23,S,F,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+5476,14345,507,Thomas,Baker,1955-01-25,M,M,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+5477,14346,658,Olivia,Powell,1956-02-12,S,F,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+5478,14347,522,Ian,Gonzalez,1956-08-12,S,M,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+5479,14348,490,Judith,Reed,1956-12-02,S,F,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5480,14349,546,Angela,Wood,1956-07-18,S,F,30000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+5481,14350,490,Jose,Coleman,1956-09-25,M,M,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5482,14351,443,Alberto,Alonso,1957-02-24,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5483,14352,660,Jordan,Phillips,1957-10-23,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5484,14353,644,Brandon,Martinez,1957-02-14,M,M,20000.0,2.0,1.0,Partial High School,Clerical,0.0,2.0
+5485,14354,693,Caitlin,Stewart,1957-04-20,S,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5486,14355,707,Kevin,Hughes,1957-08-17,S,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5487,14356,479,Richard,Smith,1957-06-03,M,M,20000.0,2.0,1.0,Partial High School,Clerical,0.0,2.0
+5488,14357,597,Jonathan,Miller,1957-10-23,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5489,14358,445,Marcus,Foster,1957-07-23,M,M,20000.0,2.0,1.0,Partial High School,Clerical,0.0,2.0
+5490,14359,573,Jade,Torres,1957-02-10,S,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5491,14360,652,Alex,Young,1957-05-27,S,M,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5492,14361,653,Mason,James,1957-03-19,M,M,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5493,14362,675,Haley,Ross,1958-06-21,S,F,30000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+5494,14363,472,Makayla,Bailey,1958-12-19,M,F,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5495,14364,682,Alexandria,Gray,1958-02-19,M,F,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5496,14365,507,Isaac,Rogers,1958-07-03,M,M,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5497,14366,619,Gabrielle,Perry,1958-08-24,S,F,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5498,14367,631,Eduardo,Bailey,1958-02-15,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+5499,14368,695,Abigail,Torres,1959-08-06,M,F,40000.0,2.0,0.0,Partial College,Clerical,0.0,1.0
+5500,14369,693,Blake,Baker,1959-07-04,S,M,40000.0,2.0,0.0,Partial College,Clerical,1.0,1.0
+5501,14370,633,Evan,Cox,1959-04-07,S,M,40000.0,2.0,0.0,Partial College,Clerical,0.0,1.0
+5502,14371,551,Erin,Bailey,1959-11-21,S,F,40000.0,2.0,0.0,Partial College,Clerical,0.0,1.0
+5503,14372,467,Renee,Gomez,1972-02-22,M,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5504,14373,606,Carrie,Torres,1973-11-06,M,F,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5505,14374,469,Nichole,Chande,1973-06-08,M,F,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5506,14375,472,Ana,Powell,1973-02-12,S,F,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5507,14376,552,Carson,Flores,1972-03-21,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5508,14377,658,Alexis,Griffin,1972-05-06,M,F,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5509,14378,472,Lauren,Anderson,1971-02-13,M,F,70000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5510,14379,536,Gabriella,Scott,1971-08-16,M,F,70000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5511,14380,583,Hailey,Young,1972-04-08,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+5512,14381,559,Seth,Gonzales,1972-08-09,M,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5513,14382,469,Dylan,Li,1972-01-06,S,M,60000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+5514,14383,470,Richard,Hughes,1972-03-19,S,M,60000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+5515,14384,495,Nathan,Walker,1970-03-11,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+5516,14385,502,Maria,Cooper,1970-01-15,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+5517,14386,472,Destiny,Torres,1970-04-05,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+5518,14387,625,Alexis,Perry,1970-05-14,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+5519,14388,678,Stephanie,Brooks,1970-06-01,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+5520,14389,469,Ernest,Hu,1969-08-14,S,M,60000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+5521,14390,470,Wendy,Sanz,1969-03-14,M,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+5522,14391,582,Samantha,Powell,1969-05-28,M,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+5523,14392,631,Morgan,Murphy,1969-03-25,S,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+5524,14393,551,Joseph,Moore,1969-10-04,S,M,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+5525,14394,550,Lucas,Cox,1971-12-14,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+5526,14395,620,Anthony,Garcia,1971-11-04,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+5527,14396,694,Paige,Flores,1971-11-03,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+5528,14397,475,Xavier,Ramirez,1971-02-20,S,M,70000.0,3.0,0.0,Graduate Degree,Professional,0.0,0.0
+5529,14398,625,Lucas,Bradley,1971-04-28,M,M,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+5530,14399,546,Thomas,Jones,1971-06-24,S,M,70000.0,3.0,0.0,Graduate Degree,Professional,0.0,0.0
+5531,14400,690,Jorge,Leitão,1971-12-14,M,M,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+5532,14401,552,Kyle,Jai,1971-10-15,M,M,80000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+5533,14402,707,Gabriel,Young,1971-04-01,M,M,80000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+5534,14403,523,Maria,Hughes,1969-06-21,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+5535,14404,547,Jasmine,Clark,1969-05-13,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+5536,14405,667,José,Lopez,1968-05-23,S,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+5537,14406,597,Brandon,Wagner,1968-04-17,M,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+5538,14407,584,Casey,Andersen,1968-09-22,M,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+5539,14408,612,Tony,Anand,1968-11-07,S,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+5540,14409,467,Karen,Zhao,1968-06-13,M,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+5541,14410,470,Theodore,Gutierrez,1968-06-19,S,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+5542,14411,502,Kaitlyn,Ward,1968-10-17,S,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+5543,14412,667,Riley,Flores,1967-02-25,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5544,14413,627,Michael,Williams,1970-03-12,S,M,60000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+5545,14414,522,Zoe,Rivera,1970-06-07,S,F,60000.0,2.0,0.0,Graduate Degree,Professional,0.0,0.0
+5546,14415,619,Grace,Bailey,1970-11-11,M,F,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+5547,14416,472,Aaron,Evans,1970-02-25,S,M,70000.0,4.0,0.0,Graduate Degree,Professional,0.0,0.0
+5548,14417,688,Jack,Coleman,1919-06-06,M,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+5549,14418,445,Savannah,Bell,1967-05-27,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+5550,14419,494,Alexia,Hayes,1967-10-15,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+5551,14420,582,Hunter,King,1967-09-09,S,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+5552,14421,694,Jordan,Scott,1967-12-27,M,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+5553,14422,580,Marcus,Lewis,1967-09-16,S,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+5554,14423,505,Elijah,King,1966-02-19,M,M,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,0.0
+5555,14424,469,Jake,Zhou,1966-02-07,S,M,80000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,1.0
+5556,14425,583,Ian,Roberts,1966-08-03,S,M,70000.0,0.0,0.0,Graduate Degree,Professional,0.0,0.0
+5557,14426,502,Zachary,Diaz,1966-10-10,S,M,70000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+5558,14427,610,Tristan,Foster,1966-03-22,S,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+5559,14428,430,Omar,Zeng,1966-11-23,M,M,70000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+5560,14429,551,Victoria,Jenkins,1969-07-15,S,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+5561,14430,619,Candace,Rana,1969-04-03,S,F,80000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+5562,14431,547,Alyssa,Hall,1969-07-07,M,F,80000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+5563,14432,445,Ann,Sanchez,1965-07-15,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5564,14433,600,Kellie,Gomez,1965-08-11,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5565,14434,682,Zachary,Kumar,1965-11-05,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5566,14435,470,Gabriel,Hill,1965-04-08,S,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,1.0
+5567,14436,627,Jennifer,Turner,1965-03-25,M,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,1.0
+5568,14437,667,Destiny,Ross,1965-07-04,S,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,2.0
+5569,14438,499,Adam,Washington,1965-11-17,M,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,2.0
+5570,14439,551,Lauren,Murphy,1965-10-25,S,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,2.0
+5571,14440,610,Janelle,Arthur,1965-07-17,M,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+5572,14441,470,Andre,Gonzalez,1965-04-08,M,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+5573,14442,516,Isabella,Torres,1965-07-26,M,F,50000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,1.0
+5574,14443,503,Melvin,Goel,1968-05-04,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5575,14444,586,Stacey,Huang,1968-06-21,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5576,14445,483,Meagan,Martinez,1968-03-18,S,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5577,14446,542,Grace,Cook,1968-11-16,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5578,14447,608,Kristina,Garcia,1968-10-10,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5579,14448,541,Marshall,Liang,1968-02-15,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5580,14449,572,Erick,Sara,1968-08-06,S,M,40000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5581,14450,641,Marvin,Dominguez,1967-06-15,S,M,10000.0,4.0,4.0,Partial High School,Manual,1.0,0.0
+5582,14451,555,Darrell,Deng,1967-11-12,S,M,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+5583,14452,483,Geoffrey,Subram,1967-08-28,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,1.0
+5584,14453,615,Erica,Wu,1967-10-05,M,F,30000.0,1.0,1.0,Bachelors,Clerical,1.0,0.0
+5585,14454,525,Drew,She,1967-02-26,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+5586,14455,565,Terry,She,1967-04-02,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,1.0
+5587,14456,483,Jorge,Zheng,1966-07-17,M,M,10000.0,4.0,4.0,Partial High School,Manual,1.0,0.0
+5588,14457,435,Kelvin,Cai,1966-01-22,M,M,10000.0,5.0,4.0,Partial High School,Manual,1.0,2.0
+5589,14458,564,Darren,Sai,1966-06-02,S,M,10000.0,5.0,3.0,Partial High School,Manual,1.0,1.0
+5590,14459,621,Bruce,Mehta,1966-02-08,M,M,20000.0,1.0,1.0,High School,Manual,0.0,1.0
+5591,14460,765,Ronald,Vance,1966-09-27,M,M,20000.0,1.0,1.0,High School,Manual,1.0,1.0
+5592,14461,623,Alisha,Andersen,1966-07-24,M,F,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+5593,14462,540,Fernando,Collins,1967-10-09,S,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5594,14463,641,Angel,Gray,1967-05-18,S,M,40000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5595,14464,543,Miguel,Robinson,1966-02-25,S,M,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+5596,14465,543,Jose,Wilson,1966-03-03,M,M,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+5597,14466,704,Mariah,Diaz,1966-02-08,M,F,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+5598,14467,545,Janet,Young,1965-11-16,S,F,10000.0,4.0,3.0,Partial High School,Manual,0.0,2.0
+5599,14468,565,Troy,Madan,1965-08-10,M,M,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+5600,14469,765,Krista,Suarez,1965-02-13,M,F,20000.0,2.0,2.0,High School,Manual,1.0,1.0
+5601,14470,672,Martha,Wu,1965-06-17,M,F,20000.0,2.0,2.0,High School,Manual,1.0,1.0
+5602,14471,501,Darren,Ramos,1965-03-17,M,M,20000.0,2.0,2.0,High School,Manual,1.0,1.0
+5603,14472,476,Spencer,Ross,1965-05-21,M,M,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+5604,14473,649,Don,Malhotra,1965-08-22,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+5605,14474,702,Kristin,Goel,1965-08-12,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+5606,14475,705,Jimmy,Diaz,1964-12-10,M,M,10000.0,4.0,3.0,Partial High School,Manual,1.0,2.0
+5607,14476,529,Destiny,Martin,1964-02-06,M,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+5608,14477,530,Karen,Ye,1964-03-03,M,F,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+5609,14478,587,Holly,Raman,1933-08-03,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+5610,14479,543,Jennifer,Butler,1966-02-15,M,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+5611,14480,544,Bobby,Sanchez,1966-07-26,M,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+5612,14481,497,Miguel,Thomas,1966-06-11,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+5613,14482,532,Lucas,Jackson,1966-08-27,S,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+5614,14483,659,Donald,Martinez,1962-03-20,S,M,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+5615,14484,529,Dennis,Ma,1934-02-03,S,M,20000.0,2.0,0.0,Partial College,Clerical,0.0,1.0
+5616,14485,435,Bailey,Wright,1965-06-14,M,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+5617,14486,681,Roberto,Rubio,1965-04-12,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+5618,14487,683,Edgar,Rodriguez,1965-09-20,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+5619,14488,639,Allison,Rogers,1965-07-22,M,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5620,14489,485,Dawn,Ye,1965-11-18,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5621,14490,498,Brad,Tang,1965-11-03,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5622,14491,529,Alvin,He,1964-11-10,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5623,14492,563,Krystal,Xu,1964-01-05,S,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5624,14493,569,Gabriella,Sanchez,1964-05-27,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,0.0,0.0
+5625,14494,698,Hunter,Evans,1964-09-19,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5626,14495,616,Lee,Jimenez,1963-06-03,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5627,14496,503,Sheena,Kennedy,1963-10-10,M,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5628,14497,528,Regina,Sara,1963-03-17,M,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5629,14498,626,Marcus,Torres,1963-12-01,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,0.0,0.0
+5630,14499,483,Shane,Kapoor,1963-06-13,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5631,14500,574,Meredith,Schmidt,1979-10-18,M,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+5632,14501,574,Janelle,Lopez,1979-06-15,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+5633,14502,608,Shawn,Jai,1963-03-22,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5634,14503,506,Carmen,Kim,1963-01-01,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5635,14504,529,Richard,Hill,1962-02-19,S,M,30000.0,1.0,0.0,Partial College,Clerical,0.0,1.0
+5636,14505,590,Calvin,Sutton,1978-10-12,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+5637,14506,506,Curtis,Zhou,1978-11-20,M,M,30000.0,4.0,4.0,Partial College,Clerical,1.0,3.0
+5638,14507,704,Cristina,Raji,1978-03-24,M,F,30000.0,5.0,5.0,Partial College,Clerical,1.0,1.0
+5639,14508,529,Suzanne,Guo,1977-11-27,S,F,30000.0,5.0,5.0,Partial College,Clerical,0.0,3.0
+5640,14509,662,Melissa,Cook,1977-06-03,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5641,14510,569,Lucas,Hayes,1977-08-23,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5642,14511,506,Grant,Kumar,1977-10-28,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5643,14512,676,Chelsea,Arun,1977-09-08,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5644,14513,447,Devin,Clark,1976-08-24,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5645,14514,702,Grace,Walker,1976-09-08,S,F,20000.0,0.0,0.0,High School,Manual,1.0,1.0
+5646,14515,459,Dominic,Martinez,1976-07-12,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5647,14516,454,Tara,Deng,1976-12-05,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5648,14517,556,Cheryl,Hernandez,1975-08-26,S,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5649,14518,657,Christina,Cook,1976-06-17,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5650,14519,529,Oscar,Lu,1976-10-05,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5651,14520,529,Margaret,Sun,1976-12-23,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5652,14521,544,Candice,Zeng,1976-11-11,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5653,14522,586,Douglas,Sanchez,1976-07-25,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,1.0
+5654,14523,483,Casey,Anand,1976-09-13,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5655,14524,576,Nathan,Thompson,1975-09-22,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,1.0
+5656,14525,491,Shaun,Anand,1974-12-03,M,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5657,14526,586,Heidi,Srini,1975-10-19,M,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5658,14527,555,Armando,Rubio,1975-11-07,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5659,14528,545,Robert,Johnson,1913-05-11,S,M,20000.0,2.0,0.0,Partial High School,Manual,0.0,2.0
+5660,14529,640,Alexandria,Butler,1974-08-05,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5661,14530,626,Jared,Sanders,1962-03-22,S,M,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+5662,14531,515,Gerald,Lopez,1962-05-04,S,M,10000.0,1.0,0.0,Graduate Degree,Manual,0.0,0.0
+5663,14532,585,Ebony,Patel,1962-11-07,M,F,30000.0,5.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5664,14533,528,Warren,Nath,1962-04-02,S,M,30000.0,5.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5665,14534,586,Suzanne,Huang,1961-07-02,S,F,10000.0,1.0,0.0,Bachelors,Manual,0.0,0.0
+5666,14535,657,Casey,Sanz,1935-09-18,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5667,14536,544,Brandi,Navarro,1936-07-21,S,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5668,14537,555,Rebekah,Sai,1936-10-26,S,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5669,14538,481,Nathan,Phillips,1936-02-07,S,M,20000.0,1.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5670,14539,592,Andy,Jiménez,1962-07-06,S,M,30000.0,5.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5671,14540,622,Mathew,Ortega,1962-07-21,M,M,30000.0,5.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5672,14541,503,Rodney,Alonso,1962-07-08,M,M,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5673,14542,674,Gary,Hernandez,1958-09-22,M,M,10000.0,1.0,0.0,Bachelors,Manual,0.0,0.0
+5674,14543,548,Gerald,Gutierrez,1958-01-12,S,M,10000.0,1.0,0.0,Bachelors,Manual,0.0,0.0
+5675,14544,482,Ramon,Chen,1956-09-23,M,M,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+5676,14545,525,Sergio,Fernandez,1956-12-25,S,M,20000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5677,14546,532,Kelly,Long,1955-06-20,S,F,10000.0,2.0,0.0,Partial College,Manual,0.0,0.0
+5678,14547,666,Brianna,Jones,1954-01-22,S,F,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+5679,14548,673,Carla,Suri,1939-05-14,S,F,20000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5680,14549,437,Colleen,Yuan,1940-05-23,S,F,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5681,14550,503,Mallory,Dominguez,1941-10-27,S,F,10000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5682,14551,747,Krista,Munoz,1941-08-03,M,F,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+5683,14552,626,Ross,Torres,1941-06-25,M,M,20000.0,1.0,0.0,Partial College,Manual,0.0,0.0
+5684,14553,569,Riley,Ward,1941-04-07,S,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5685,14554,576,Brett,Srini,1941-02-22,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5686,14555,621,Jermaine,Perez,1943-10-22,S,M,10000.0,3.0,0.0,Partial College,Manual,0.0,1.0
+5687,14556,512,Trisha,Lu,1980-02-13,M,F,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+5688,14557,599,Joan,Martin,1980-09-26,S,F,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5689,14558,487,Tyrone,Navarro,1980-08-02,M,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5690,14559,634,Zachary,Wilson,1980-03-15,S,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5691,14560,646,Troy,Sanchez,1980-09-10,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5692,14561,471,Daisy,Vazquez,1978-05-25,M,F,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5693,14562,553,Micah,Zeng,1977-02-23,S,M,10000.0,0.0,0.0,High School,Manual,0.0,2.0
+5694,14563,655,Bonnie,Sharma,1979-10-09,M,F,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5695,14564,553,Natasha,Serrano,1978-04-28,S,F,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5696,14565,706,Fernando,Nelson,1977-09-20,S,M,10000.0,1.0,1.0,High School,Manual,1.0,0.0
+5697,14566,699,Kevin,Perez,1977-12-07,S,M,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+5698,14567,512,Kristine,Navarro,1977-09-26,M,F,20000.0,0.0,0.0,Partial College,Manual,1.0,0.0
+5699,14568,478,Dennis,Zheng,1977-07-12,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,0.0
+5700,14569,478,Christy,Wu,1977-09-21,M,F,20000.0,0.0,0.0,Partial College,Manual,1.0,0.0
+5701,14570,661,Jésus,Alvarez,1943-07-18,S,M,10000.0,3.0,0.0,Partial College,Manual,0.0,2.0
+5702,14571,529,Robyn,Torres,1943-05-17,S,F,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+5703,14572,517,Richard,Lopez,1943-06-09,S,M,30000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5704,14573,486,Allen,Gonzalez,1943-09-03,S,M,30000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5705,14574,506,Rosa,Zhou,1943-04-09,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5706,14575,700,Bradley,Raje,1961-09-12,S,M,30000.0,4.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5707,14576,569,Elijah,Campbell,1961-08-27,S,M,30000.0,4.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5708,14577,525,Deborah,She,1961-03-12,S,F,30000.0,3.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5709,14578,532,Elijah,Wright,1961-07-18,S,M,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5710,14579,532,Sabrina,Martin,1961-05-21,M,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5711,14580,524,Bobby,Prasad,1960-02-09,M,M,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+5712,14581,702,Amber,Allen,1960-10-21,M,F,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+5713,14582,696,Kayla,Bryant,1960-07-27,S,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+5714,14583,485,Leonard,Luo,1960-06-19,M,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+5715,14584,521,Carolyn,Arthur,1959-03-07,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5716,14585,565,Dominique,Suri,1959-04-17,M,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5717,14586,576,Brent,Sun,1959-04-10,M,M,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5718,14587,702,Molly,Subram,1958-08-23,S,F,30000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5719,14588,640,Isaiah,Young,1960-04-20,M,M,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+5720,14589,528,Jerry,Pal,1959-08-04,S,M,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+5721,14590,696,Lydia,Perez,1959-02-27,S,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5722,14591,533,Naomi,Gill,1970-09-24,S,F,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+5723,14592,556,Preston,Ray,1970-04-22,S,M,20000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5724,14593,565,Kendra,Ortega,1969-09-18,S,F,10000.0,2.0,2.0,High School,Manual,0.0,0.0
+5725,14594,548,Micheal,Gill,1969-02-17,M,M,10000.0,2.0,2.0,High School,Manual,1.0,0.0
+5726,14595,528,Cindy,Malhotra,1970-07-03,M,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5727,14596,626,Larry,Rowe,1970-08-03,S,M,30000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5728,14597,635,Cheryl,Moreno,1970-10-24,M,F,30000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5729,14598,533,Alan,She,1970-05-06,S,M,30000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5730,14599,698,Kendra,Ruiz,1970-07-17,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5731,14600,608,Aaron,Russell,1969-06-08,S,M,10000.0,2.0,2.0,High School,Manual,1.0,1.0
+5732,14601,529,Derek,Anand,1969-02-22,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5733,14602,696,Grace,Morgan,1969-10-20,S,F,30000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5734,14603,483,Jermaine,Sara,1969-01-05,S,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5735,14604,608,Dawn,Guo,1969-03-24,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5736,14605,506,Martin,Vance,1969-03-27,S,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+5737,14606,651,Abby,Kovár,1952-04-22,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5738,14607,529,Meredith,Fernandez,1952-11-09,S,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+5739,14608,548,Sharon,Chander,1952-11-26,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5740,14609,525,Sandra,Zeng,1952-08-03,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5741,14610,525,Jaime,Ruiz,1951-11-03,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5742,14611,641,Brittney,Zhao,1968-04-23,S,F,10000.0,2.0,2.0,High School,Manual,1.0,1.0
+5743,14612,587,Deanna,Rodriguez,1968-11-10,S,F,10000.0,3.0,3.0,High School,Manual,1.0,0.0
+5744,14613,654,Clinton,Rubio,1968-09-21,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+5745,14614,529,Erik,Ruiz,1968-12-19,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+5746,14615,529,Deanna,Subram,1968-05-16,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+5747,14616,501,Destiny,Hall,1968-04-28,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5748,14617,704,Jésus,Rubio,1968-02-27,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5749,14618,530,Leonard,Shan,1968-02-13,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5750,14619,687,Albert,Hernandez,1968-06-24,M,M,30000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5751,14620,700,Rafael,Raji,1968-03-23,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5752,14621,467,Alejandro,Lu,1968-04-27,M,M,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+5753,14622,671,Brandon,Flores,1968-01-14,M,M,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+5754,14623,620,Mary,Hill,1968-01-10,S,F,100000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+5755,14624,620,Maria,Oliver,1968-03-05,M,F,100000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+5756,14625,678,Mary,Scott,1968-10-10,M,F,100000.0,3.0,0.0,Bachelors,Management,1.0,3.0
+5757,14626,662,Krystal,Cai,1964-07-18,M,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,1.0
+5758,14627,485,Janet,Diaz,1964-05-21,M,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,1.0
+5759,14628,567,Joe,Carlson,1964-03-24,M,M,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+5760,14629,497,Jessie,Dominguez,1964-05-27,M,F,20000.0,3.0,3.0,High School,Manual,1.0,0.0
+5761,14630,626,Micheal,Serrano,1963-10-07,M,M,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+5762,14631,700,Mandy,Zeng,1963-10-14,M,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+5763,14632,506,Julie,Deng,1963-08-08,S,F,20000.0,3.0,3.0,High School,Manual,0.0,2.0
+5764,14633,506,Lee,Moreno,1932-10-17,S,M,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5765,14634,765,Tara,Sutton,1933-08-11,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+5766,14635,543,Lydia,Arun,1966-11-25,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+5767,14636,491,Warren,Zhao,1966-04-09,M,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+5768,14637,439,Tommy,Raji,1966-03-26,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+5769,14638,576,Raquel,Moreno,1966-04-24,M,F,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5770,14639,454,Dale,Tang,1965-03-11,S,M,30000.0,2.0,2.0,Partial College,Clerical,0.0,0.0
+5771,14640,529,Russell,Lal,1965-08-02,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+5772,14641,626,Candice,Zhao,1965-11-25,S,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+5773,14642,506,Dana,Schmidt,1965-02-26,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5774,14643,506,Jon,Rai,1965-03-12,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5775,14644,529,Sergio,Arun,1964-08-19,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5776,14645,700,Andrew,Lewis,1964-07-08,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5777,14646,586,Tommy,Shen,1964-08-23,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+5778,14647,506,Randall,Torres,1964-10-17,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5779,14648,576,Kaitlyn,Hernandez,1964-02-09,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5780,14649,545,Michele,Carlson,1963-06-19,M,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,3.0
+5781,14650,702,Trinity,Morgan,1963-11-24,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+5782,14651,586,Jillian,Srini,1963-05-06,M,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+5783,14652,639,Alvin,Yuan,1963-06-16,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,0.0,0.0
+5784,14653,615,Rachael,Sara,1978-06-27,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5785,14654,483,Alan,Gao,1977-09-20,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5786,14655,529,Carla,Malhotra,1979-04-03,M,F,20000.0,4.0,4.0,High School,Manual,1.0,2.0
+5787,14656,501,Virginia,Arun,1963-02-15,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5788,14657,651,Brenda,Sanchez,1962-11-09,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5789,14658,485,Tammy,Gonzalez,1962-04-14,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+5790,14659,586,Ricky,Dominguez,1962-05-04,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,0.0,0.0
+5791,14660,585,Lee,Navarro,1962-02-05,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+5792,14661,476,Warren,Pal,1962-03-27,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+5793,14662,530,Manuel,Sai,1962-07-12,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+5794,14663,529,Andre,Kapoor,1978-05-09,M,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+5795,14664,540,Masato,Kawai,1978-07-23,M,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+5796,14665,521,Jon,Hu,1978-07-22,M,M,30000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+5797,14666,454,Theresa,Romero,1977-10-05,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5798,14667,672,Micheal,Munoz,1977-11-05,M,M,30000.0,5.0,5.0,Partial College,Clerical,1.0,3.0
+5799,14668,513,Jaclyn,Gao,1977-10-28,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5800,14669,447,Carolyn,Lopez,1977-09-25,S,F,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+5801,14670,576,Stacy,Ortega,1977-11-27,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5802,14671,650,Ariana,Brooks,1976-07-09,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5803,14672,590,Brett,Arun,1976-11-06,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+5804,14673,530,Janelle,Subram,1975-04-13,S,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5805,14674,700,Isaiah,Turner,1976-04-10,S,M,20000.0,0.0,0.0,High School,Manual,1.0,1.0
+5806,14675,765,Reginald,Navarro,1976-07-26,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5807,14676,673,Joe,Blanco,1976-06-11,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5808,14677,541,Mackenzie,Scott,1976-08-13,S,F,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+5809,14678,459,Veronica,Lopez,1974-02-25,M,F,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5810,14679,483,Erica,Yang,1974-11-03,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+5811,14680,528,Meredith,Rodriguez,1975-06-21,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5812,14681,586,Manuel,Subram,1975-09-26,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5813,14682,437,Melinda,Serrano,1975-03-02,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+5814,14683,506,Cheryl,Ramos,1973-11-26,M,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+5815,14684,529,Ebony,Ruiz,1970-08-25,S,F,10000.0,0.0,0.0,Graduate Degree,Manual,0.0,0.0
+5816,14685,683,Jermaine,Sanchez,1962-03-03,S,M,10000.0,1.0,0.0,Graduate Degree,Manual,0.0,0.0
+5817,14686,569,Barbara,Liu,1962-12-20,M,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+5818,14687,638,Naomi,Hernandez,1962-05-09,S,F,20000.0,1.0,0.0,Graduate Degree,Manual,0.0,0.0
+5819,14688,698,Jade,Cook,1961-09-13,S,F,10000.0,1.0,0.0,Bachelors,Manual,0.0,0.0
+5820,14689,545,Patrick,Morris,1961-07-25,S,M,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+5821,14690,698,Andrea,Campbell,1962-05-23,S,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5822,14691,576,Theodore,Alvarez,1961-06-13,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5823,14692,639,Mitchell,Black,1961-07-25,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5824,14693,673,Kelvin,Yuan,1935-06-17,M,M,30000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5825,14694,622,Brandy,Subram,1962-08-22,S,F,30000.0,5.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5826,14695,661,Dawn,Raje,1962-04-23,S,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5827,14696,657,Kristine,Blanco,1958-04-16,S,F,10000.0,1.0,0.0,Bachelors,Manual,0.0,0.0
+5828,14697,657,Damien,Luo,1957-08-22,M,M,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+5829,14698,624,Miguel,Harris,1956-04-11,S,M,10000.0,2.0,0.0,Partial College,Manual,0.0,0.0
+5830,14699,545,Ariana,Murphy,1956-07-28,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+5831,14700,666,Marcus,Kelly,1956-09-21,S,M,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+5832,14701,545,Faith,Coleman,1954-08-18,S,F,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+5833,14702,506,Francisco,Garcia,1940-06-04,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5834,14703,482,Evelyn,Lopez,1942-04-14,S,F,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+5835,14704,506,Summer,Rana,1942-07-21,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5836,14705,471,Seth,Murphy,1980-02-05,S,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5837,14706,531,Levi,Prasad,1979-06-26,S,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5838,14707,599,Francisco,Madan,1978-06-14,S,M,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+5839,14708,628,Louis,Raje,1978-11-23,M,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5840,14709,487,Misty,Sharma,1978-07-09,S,F,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+5841,14710,656,Savannah,Lopez,1979-01-09,M,F,10000.0,1.0,1.0,High School,Manual,1.0,0.0
+5842,14711,648,Diana,Gill,1979-11-21,M,F,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5843,14712,697,Mario,Luo,1979-09-23,S,M,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5844,14713,471,Brent,He,1979-08-16,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5845,14714,699,Latasha,Gill,1979-03-19,S,F,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5846,14715,679,Darren,Gutierrez,1978-09-03,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5847,14716,519,Tabitha,Sara,1978-07-21,S,F,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5848,14717,534,Edwin,Gao,1978-11-25,S,M,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5849,14718,512,Ernest,Guo,1978-03-18,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5850,14719,531,Terrance,Martinez,1977-08-24,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,0.0
+5851,14720,586,Kristine,Diaz,1943-02-11,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,0.0
+5852,14721,765,Ronald,Garcia,1943-04-04,M,M,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5853,14722,506,April,Nara,1943-10-20,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5854,14723,543,Noah,Mitchell,1961-07-19,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+5855,14724,545,Kate,Nara,1961-11-13,S,F,30000.0,4.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5856,14725,480,Tabitha,Fernandez,1961-08-26,M,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5857,14726,556,Chad,Lal,1961-02-04,M,M,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5858,14727,501,Brendan,Deng,1961-11-05,S,M,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5859,14728,501,Cheryl,Torres,1961-11-21,M,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5860,14729,506,Nelson,Romero,1961-03-08,M,M,30000.0,3.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5861,14730,474,Tabitha,Kapoor,1960-01-12,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+5862,14731,483,Isabelle,Simmons,1960-01-13,S,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+5863,14732,506,Colleen,Tang,1960-05-03,S,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+5864,14733,506,Joanna,Sanz,1960-09-10,M,F,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+5865,14734,544,Joanna,Blanco,1959-11-18,S,F,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+5866,14735,586,Alvin,Zheng,1958-09-13,S,M,30000.0,1.0,0.0,Graduate Degree,Clerical,0.0,0.0
+5867,14736,590,Suzanne,Wu,1960-10-04,S,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5868,14737,555,Darrell,Stone,1960-03-08,M,M,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+5869,14738,747,Marshall,Liu,1960-03-20,M,M,40000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5870,14739,513,Jacquelyn,Ruiz,1959-07-16,M,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5871,14740,506,Cory,Rodriguez,1958-06-20,S,M,30000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5872,14741,543,Kellie,Munoz,1970-03-22,M,F,10000.0,1.0,1.0,High School,Manual,1.0,2.0
+5873,14742,576,Tabitha,Sai,1970-04-26,M,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5874,14743,649,Tamara,He,1969-02-11,S,F,10000.0,2.0,2.0,High School,Manual,1.0,0.0
+5875,14744,503,Alvin,Liu,1970-10-12,M,M,30000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+5876,14745,517,Gabriel,Griffin,1970-05-20,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+5877,14746,662,Mayra,Arun,1969-06-10,S,F,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+5878,14747,638,Lindsay,Simpson,1969-04-26,S,F,20000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+5879,14748,506,Marshall,Xu,1969-07-21,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+5880,14749,501,Kayla,Butler,1969-08-11,S,F,30000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5881,14750,622,Ashlee,Moyer,1969-08-06,M,F,30000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+5882,14751,567,Francis,Blanco,1969-03-02,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+5883,14752,483,Gina,Alvarez,1969-02-03,M,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+5884,14753,615,Christy,McDonald,1952-10-25,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+5885,14754,574,Nichole,Lal,1951-08-14,S,F,10000.0,3.0,0.0,High School,Manual,0.0,2.0
+5886,14755,674,Calvin,Sharma,1951-11-21,S,M,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+5887,14756,506,Jeffery,Huang,1968-04-24,M,M,10000.0,3.0,3.0,High School,Manual,1.0,0.0
+5888,14757,586,Cassandra,Malhotra,1968-08-12,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+5889,14758,506,Jeffery,Wu,1968-07-11,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+5890,14759,662,Leslie,Gutierrez,1968-04-07,M,F,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+5891,14760,543,Savannah,Kelly,1968-02-13,S,F,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+5892,14761,532,Natalie,Alexander,1968-12-05,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5893,14762,485,Shish,Shridhar,1968-06-13,S,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5894,14763,586,Stefanie,Fernandez,1968-02-12,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+5895,14764,442,Hannah,Johnson,1968-11-03,M,F,90000.0,4.0,4.0,Partial College,Skilled Manual,1.0,3.0
+5896,14765,442,Alexandria,Price,1968-03-17,S,F,90000.0,4.0,4.0,Partial College,Skilled Manual,0.0,3.0
+5897,14766,500,Natalie,Watson,1968-11-16,S,F,100000.0,2.0,0.0,Bachelors,Management,0.0,3.0
+5898,14767,693,Allison,Kelly,1968-03-09,M,F,100000.0,3.0,0.0,Bachelors,Management,1.0,3.0
+5899,14768,559,Bailey,Hill,1968-10-22,S,F,100000.0,3.0,0.0,Bachelors,Management,0.0,3.0
+5900,14769,586,Tyrone,Ruiz,1957-01-02,M,M,120000.0,2.0,4.0,High School,Professional,1.0,4.0
+5901,14770,483,Gerald,Rubio,1957-06-27,S,M,130000.0,2.0,4.0,Partial College,Professional,0.0,2.0
+5902,14771,592,Reginald,Blanco,1956-09-23,M,M,90000.0,2.0,1.0,High School,Professional,1.0,2.0
+5903,14772,662,Gabriella,Rivera,1956-04-08,S,F,120000.0,3.0,4.0,High School,Professional,0.0,4.0
+5904,14773,765,Harold,Kapoor,1956-11-05,S,M,120000.0,3.0,4.0,High School,Professional,1.0,4.0
+5905,14774,674,Jack,Simmons,1956-05-24,S,M,120000.0,3.0,4.0,High School,Professional,0.0,4.0
+5906,14775,506,Corey,Pal,1956-03-05,M,M,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+5907,14776,506,Marie,Chandra,1956-05-22,M,F,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+5908,14777,698,Damien,Zhou,1956-05-17,M,M,160000.0,2.0,4.0,High School,Professional,1.0,3.0
+5909,14778,650,Stephanie,Butler,1955-03-10,M,F,90000.0,2.0,1.0,High School,Professional,1.0,2.0
+5910,14779,481,Larry,Gomez,1955-04-06,M,M,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+5911,14780,683,Marshall,Cai,1944-05-16,M,M,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+5912,2957,549,Dawn,Ma,1968-10-12,S,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+5913,2958,599,Meredith,Munoz,1967-11-28,S,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+5914,2959,568,Diane,Martin,1967-10-15,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+5915,2960,510,Ebony,Carlson,1969-05-23,M,F,120000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+5916,2961,549,Lacey,Kumar,1967-07-05,S,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+5917,2962,699,Shawna,Raji,1966-05-08,M,F,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+5918,2963,553,Dawn,Li,1966-05-09,M,F,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+5919,2964,493,Veronica,Patel,1966-11-28,M,F,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+5920,2965,558,Jasmine,Lewis,1966-02-18,S,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+5921,2966,492,Barry,Sara,1966-02-26,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+5922,2967,473,Darren,Dominguez,1966-04-04,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+5923,2968,568,Glenn,Zhang,1965-01-23,S,M,60000.0,3.0,3.0,Bachelors,Professional,1.0,1.0
+5924,2969,554,Lydia,Sai,1965-04-25,S,F,60000.0,3.0,3.0,Bachelors,Professional,0.0,1.0
+5925,2970,487,Roy,Martinez,1968-02-11,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5926,2971,637,Pedro,Rana,1968-04-17,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5927,2972,492,Bianca,Zhao,1968-06-07,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+5928,2973,531,Eugene,Liang,1965-04-02,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+5929,2974,613,Bethany,Shan,1964-06-02,S,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+5930,2975,512,Tina,Chandra,1964-09-25,M,F,60000.0,4.0,4.0,Bachelors,Professional,1.0,2.0
+5931,2976,493,Johnny,Raje,1964-03-27,S,M,60000.0,4.0,4.0,Bachelors,Professional,1.0,2.0
+5932,2977,442,Emmanuel,Smith,1968-05-16,M,M,100000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+5933,2978,495,Alexandra,Brown,1968-01-19,M,F,100000.0,2.0,0.0,Bachelors,Management,1.0,3.0
+5934,2979,678,Zoe,Peterson,1968-05-11,M,F,100000.0,3.0,0.0,Bachelors,Management,1.0,3.0
+5935,2980,537,Chloe,Jenkins,1979-04-03,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5936,2981,430,Margaret,Liu,1979-09-18,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5937,2982,493,Joy,Carlson,1944-06-12,M,F,10000.0,5.0,0.0,High School,Skilled Manual,0.0,3.0
+5938,2983,669,Clarence,Chander,1944-03-21,M,M,20000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+5939,2984,534,Logan,Collins,1944-06-05,M,M,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+5940,2985,688,Adrian,Richardson,1979-03-08,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5941,2986,552,Alexis,Wood,1979-04-24,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5942,2987,552,Chloe,Anderson,1979-10-25,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5943,2988,499,Eduardo,Collins,1978-11-05,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+5944,2989,668,Miguel,White,1978-11-10,S,M,40000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+5945,2990,597,Chloe,Bradley,1978-01-17,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5946,2991,686,Stephanie,Wood,1978-03-26,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5947,2992,694,Jack,Hayes,1978-03-08,M,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5948,2993,445,Gregory,Xie,1978-06-06,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5949,2994,445,Zachary,Patterson,1978-08-24,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5950,2995,558,Isaac,Cook,1946-07-17,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+5951,2996,656,Michele,Black,1947-06-10,M,F,20000.0,4.0,0.0,High School,Skilled Manual,0.0,2.0
+5952,2997,519,Marie,Perez,1947-09-08,M,F,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+5953,2998,531,Raquel,Hernandez,1947-05-24,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+5954,2999,471,Ethan,Martin,1948-10-23,M,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5955,3000,520,Elijah,Gonzales,1978-08-17,M,M,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5956,3001,580,Terry,Sharma,1977-04-26,S,M,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+5957,3002,580,Hunter,Hill,1977-07-26,S,M,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+5958,3003,597,Jacqueline,Reed,1977-10-27,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+5959,3004,536,Angel,Ramirez,1977-10-05,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+5960,3005,472,Caitlin,Kelly,1977-04-13,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5961,3006,538,Noah,Hughes,1977-05-13,M,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5962,3007,546,Brianna,Walker,1977-09-27,M,F,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5963,3008,468,Rebekah,Garcia,1949-08-26,M,F,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5964,3009,632,Karen,Liu,1949-07-14,M,F,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5965,3010,692,Brandy,Prasad,1949-09-05,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+5966,3011,510,Thomas,Moore,1950-08-05,M,M,30000.0,3.0,0.0,Partial College,Clerical,0.0,2.0
+5967,3012,554,Roger,Shen,1950-11-08,S,M,30000.0,3.0,0.0,Partial College,Clerical,1.0,2.0
+5968,3013,561,Eddie,Vazquez,1950-02-12,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+5969,3014,493,Jimmy,Blanco,1951-08-11,M,M,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+5970,3015,646,Leslie,Serrano,1951-09-27,M,F,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+5971,3016,699,Kurt,Lal,1951-04-19,M,M,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+5972,3017,512,Mary,Sandidge,1951-01-14,M,M,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+5973,3018,688,Chloe,Rodriguez,1980-11-22,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5974,3019,425,Nina,Rai,1952-01-02,M,F,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+5975,3020,471,Kathleen,Romero,1952-07-21,M,F,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+5976,3021,697,Kristine,Dominguez,1954-06-20,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5977,3022,642,Michelle,Richardson,1975-11-02,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+5978,3023,508,Taylor,Lee,1975-06-05,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5979,3024,470,Beth,Carlson,1975-10-15,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5980,3025,520,Hannah,Moore,1975-12-23,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+5981,3026,693,Robert,Alexander,1974-03-18,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5982,3027,678,Chloe,Butler,1974-05-01,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+5983,3028,559,Carlos,Perez,1973-05-13,M,M,70000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+5984,3029,583,Patricia,Srini,1973-07-12,S,F,70000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+5985,3030,644,Christina,Morris,1976-08-22,M,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+5986,3031,568,Lawrence,Sanz,1955-10-21,S,M,80000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+5987,3032,518,Ruben,Suarez,1955-02-17,M,M,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+5988,3033,549,Arthur,Chandra,1956-01-07,M,M,70000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+5989,3034,628,Melinda,Torres,1957-02-19,S,F,80000.0,2.0,0.0,High School,Professional,0.0,2.0
+5990,3035,669,Dennis,Liang,1958-04-08,S,M,130000.0,0.0,1.0,Graduate Degree,Management,0.0,2.0
+5991,3036,494,Hunter,Hughes,1973-08-02,S,M,80000.0,0.0,0.0,Bachelors,Management,1.0,1.0
+5992,3037,523,Amanda,Torres,1974-06-27,M,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+5993,3038,584,Lydia,Sara,1974-04-22,M,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+5994,3039,558,Madison,Foster,1959-11-22,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,3.0
+5995,3040,699,Nathan,Wang,1959-09-19,S,M,160000.0,0.0,0.0,Graduate Degree,Management,0.0,3.0
+5996,3041,625,Stephanie,Morris,1957-05-12,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+5997,3042,571,Danielle,Bell,1957-04-03,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+5998,3043,575,Stephanie,Adams,1957-01-01,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+5999,3044,536,Mary,Gonzalez,1957-02-28,S,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+6000,3045,520,Thomas,Wright,1957-07-14,M,M,70000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+6001,3046,596,Tanya,Ramos,1967-04-05,M,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+6002,3047,510,Cheryl,Sanz,1967-06-04,M,F,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+6003,3048,706,Linda,Alvarez,1962-10-15,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6004,3049,425,Wyatt,Mitchell,1962-04-03,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6005,3050,487,Gina,Hernandez,1962-09-07,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6006,3051,613,Manuel,Lopez,1966-05-16,S,M,100000.0,0.0,0.0,Graduate Degree,Management,0.0,1.0
+6007,3052,493,Nathaniel,Rivera,1966-04-14,S,M,100000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+6008,3053,680,Jorge,Ma,1966-06-26,S,M,110000.0,0.0,0.0,Graduate Degree,Management,1.0,2.0
+6009,3054,554,Tamara,Huang,1966-09-17,S,F,110000.0,0.0,0.0,Graduate Degree,Management,0.0,2.0
+6010,3055,568,Reginald,Martin,1960-04-10,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6011,3056,679,Alejandro,Kumar,1960-07-03,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6012,3057,425,Nelson,Sanz,1960-04-27,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6013,3058,519,Lance,Alonso,1959-11-24,M,M,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6014,3059,596,Johnny,Anand,1965-06-14,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6015,3060,656,Rodney,Ramos,1965-12-22,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+6016,3061,656,Cedric,Sharma,1965-11-27,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+6017,3062,554,Naomi,Torres,1965-07-02,M,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+6018,3063,492,Madison,Clark,1964-07-18,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+6019,3064,509,Patrick,Sands,1964-08-08,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6020,3065,561,Stacey,Li,1964-06-09,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6021,3066,487,Samuel,Diaz,1963-07-27,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+6022,3067,632,Melody,Jimenez,1962-11-23,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6023,3068,656,Larry,Sanz,1962-04-20,S,M,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+6024,3069,669,Brent,McDonald,1962-06-04,M,M,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+6025,3070,669,Joy,Serrano,1962-02-21,M,F,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+6026,3071,697,Ricky,Alonso,1958-11-10,S,M,90000.0,2.0,0.0,Bachelors,Professional,1.0,1.0
+6027,3072,680,Jack,Li,1958-11-27,S,M,90000.0,2.0,0.0,Bachelors,Management,0.0,1.0
+6028,3073,599,Allen,Smith,1957-03-24,M,M,80000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6029,3074,632,Gabriel,Alexander,1935-04-27,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+6030,3075,487,Barbara,Xu,1949-06-07,M,F,10000.0,2.0,1.0,High School,Skilled Manual,1.0,2.0
+6031,3076,643,Robert,Harris,1976-11-20,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6032,3077,580,Justin,Ross,1976-02-27,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6033,3078,682,Bryan,Townsend,1976-04-13,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6034,3079,490,Ryan,Alexander,1975-11-23,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6035,3080,511,Lauren,Price,1976-03-14,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6036,3081,580,Cynthia,Srini,1976-05-19,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6037,3082,520,Nicole,Butler,1980-04-06,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6038,3083,580,Johnny,Jai,1980-05-06,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6039,3084,642,Nathan,Lopez,1980-11-03,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6040,3085,490,Robert,Lal,1980-05-06,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6041,3086,495,Nathan,Garcia,1980-03-02,M,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6042,3087,596,Maurice,Chander,1946-02-20,M,M,10000.0,5.0,0.0,High School,Skilled Manual,0.0,2.0
+6043,3088,561,Harold,Garcia,1937-05-05,S,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6044,3089,573,Alexandra,Lopez,1978-05-25,S,F,30000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+6045,3090,625,Kaitlyn,Gray,1978-10-09,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6046,3091,472,Jennifer,Lewis,1977-10-16,M,F,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6047,3092,665,Logan,Thomas,1977-08-13,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6048,3093,583,Maurice,Nath,1977-11-24,S,M,30000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+6049,3094,430,Jillian,Arthur,1977-04-19,S,F,30000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+6050,3095,570,Amanda,Russell,1977-05-10,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6051,3096,516,Paige,Griffin,1976-09-10,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6052,3097,682,Samuel,Green,1979-08-20,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6053,3098,577,Johnathan,Srini,1979-09-26,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6054,3099,495,Allison,Lopez,1979-04-24,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6055,3100,534,Rafael,Lin,1939-11-24,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6056,3101,699,Alisha,Xu,1941-05-19,M,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6057,3102,518,Franklin,Lal,1942-09-11,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6058,3103,519,Lisa,Huang,1942-02-27,S,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,1.0
+6059,3104,534,Monique,Blanco,1943-10-06,S,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6060,3105,475,Sydney,James,1976-08-17,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6061,3106,505,Jackson,Zhang,1976-12-04,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6062,3107,520,Melissa,Hughes,1976-01-13,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6063,3108,490,Alexandra,Garcia,1975-07-24,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6064,3109,665,Thomas,Yang,1975-04-07,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6065,3110,688,Aidan,Gonzales,1974-08-23,M,M,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6066,3111,499,Dakota,Simmons,1973-06-11,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6067,3112,523,Michael,Anderson,1972-11-22,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6068,3113,469,Charles,Sanchez,1972-11-06,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6069,3114,566,Natalie,Lopez,1972-04-22,S,F,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6070,3115,619,Chloe,Martin,1972-01-07,M,F,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6071,3116,620,Samantha,Gonzales,1972-06-04,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+6072,3117,694,Brianna,Torres,1968-02-18,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+6073,3118,575,Emma,Cook,1968-10-23,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+6074,3119,682,Elizabeth,Ross,1967-07-14,S,F,100000.0,1.0,0.0,Bachelors,Management,1.0,2.0
+6075,3120,499,Paige,Cooper,1967-06-11,S,F,110000.0,0.0,1.0,Graduate Degree,Management,1.0,1.0
+6076,3121,584,Gabrielle,Cooper,1967-06-17,M,F,120000.0,0.0,1.0,Bachelors,Management,1.0,2.0
+6077,3122,442,Devon,Goel,1967-07-13,S,M,130000.0,0.0,0.0,Graduate Degree,Management,0.0,2.0
+6078,3123,652,Kaitlyn,Miller,1942-02-13,M,F,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6079,3124,478,Erick,Mehta,1979-12-11,M,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+6080,3125,634,Justin,Li,1980-09-11,M,M,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+6081,3126,628,Shane,Gonzalez,1978-05-19,S,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+6082,3127,699,Andy,Dominguez,1978-10-13,M,M,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+6083,3128,599,Lacey,Zhang,1976-02-08,M,F,10000.0,0.0,0.0,High School,Manual,1.0,2.0
+6084,3129,680,Ian,Harris,1979-01-20,S,M,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+6085,3130,549,Monica,Martinez,1979-10-18,M,F,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6086,3131,655,Rebekah,Serrano,1979-03-14,M,F,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+6087,3132,468,Javier,Navarro,1978-08-16,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6088,3133,699,Brandon,Ross,1977-01-20,S,M,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+6089,3134,492,Ricardo,Kumar,1977-11-16,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6090,3135,613,Cassandra,Fernandez,1977-06-13,S,F,20000.0,0.0,0.0,Partial College,Manual,0.0,0.0
+6091,3136,539,Clayton,Xie,1943-08-10,M,M,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+6092,3137,545,Louis,She,1943-04-05,M,M,20000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+6093,3138,437,Joy,Ruiz,1943-10-06,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+6094,3139,641,Vincent,He,1943-10-16,S,M,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+6095,3140,496,Meredith,Sai,1961-03-25,M,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6096,3141,674,Meagan,Sai,1961-07-08,M,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6097,3142,702,Ana,Bryant,1960-06-11,S,F,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+6098,3143,590,Damien,Zheng,1960-09-13,M,M,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+6099,3144,506,Jill,Sandoval,1960-03-13,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+6100,3145,454,Lee,Gutierrez,1959-10-11,M,M,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+6101,3146,529,Jessie,Ye,1959-02-15,S,M,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+6102,3147,485,Toni,Sara,1959-07-22,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+6103,3148,437,Marcus,Rivera,1958-03-17,M,M,30000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6104,3149,641,Shaun,Sharma,1958-03-12,M,M,30000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6105,3150,640,Donald,Srini,1960-10-27,M,M,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+6106,3151,501,Billy,Munoz,1959-02-21,M,M,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+6107,3152,539,Marie,Martin,1970-10-26,S,F,10000.0,2.0,2.0,High School,Manual,1.0,0.0
+6108,3153,702,Luke,Turner,1970-03-10,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+6109,3154,639,Dylan,Lewis,1970-11-14,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+6110,3155,563,Willie,Gao,1970-10-09,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6111,3156,666,Olivia,Morris,1970-09-10,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6112,3157,506,Preston,Gonzalez,1969-05-18,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+6113,3158,506,Willie,Xu,1969-04-14,S,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6114,3159,576,Craig,Moreno,1969-02-04,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6115,3160,439,Jay,Malhotra,1969-11-12,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6116,3161,626,Brittney,Hu,1969-07-05,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6117,3162,480,Claudia,Li,1969-02-02,S,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6118,3163,483,Brett,Garcia,1969-11-18,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6119,3164,586,Ebony,Garcia,1969-10-23,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6120,3165,747,Kari,Smith,1969-11-12,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6121,3166,666,Natalie,Gray,1969-04-28,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6122,3167,543,Elizabeth,Jenkins,1922-10-11,M,F,10000.0,3.0,0.0,Bachelors,Clerical,0.0,2.0
+6123,3168,483,Pamela,Subram,1951-04-02,S,F,10000.0,3.0,0.0,Partial College,Manual,1.0,2.0
+6124,3169,459,Edwin,Guo,1951-09-25,M,M,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+6125,3170,543,Carmen,Martinez,1968-04-16,S,F,10000.0,3.0,3.0,High School,Manual,1.0,0.0
+6126,3171,544,Rebekah,Moreno,1968-11-02,S,F,10000.0,3.0,3.0,High School,Manual,1.0,0.0
+6127,3172,483,Michele,Lal,1944-09-05,S,F,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+6128,3173,506,Carla,Garcia,1944-04-21,S,F,130000.0,3.0,4.0,Bachelors,Management,0.0,4.0
+6129,3174,563,Tonya,Shan,1945-04-21,M,F,70000.0,5.0,1.0,High School,Professional,1.0,3.0
+6130,3175,586,Alberto,Diaz,1945-09-08,M,M,70000.0,5.0,1.0,High School,Professional,1.0,3.0
+6131,3176,447,Cynthia,Mehta,1945-05-20,M,F,110000.0,3.0,4.0,Bachelors,Management,1.0,4.0
+6132,3177,435,Mindy,Rai,1946-03-08,M,F,80000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+6133,3178,624,Kenneth,Nara,1946-05-22,M,M,80000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+6134,3179,529,Katie,Raje,1946-09-15,S,F,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+6135,3180,595,Claudia,Xu,1946-04-26,S,F,100000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+6136,3181,626,Henry,Patel,1946-05-05,M,M,100000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+6137,3182,483,Adriana,Chandra,1946-12-02,M,F,100000.0,3.0,4.0,Bachelors,Management,1.0,0.0
+6138,3183,483,Steve,Lin,1954-09-20,M,M,110000.0,3.0,4.0,Partial College,Professional,1.0,4.0
+6139,3184,659,Robyn,Carlson,1953-10-17,S,F,130000.0,0.0,5.0,Partial College,Professional,0.0,3.0
+6140,3185,541,Caleb,Jenkins,1953-10-27,M,M,170000.0,0.0,5.0,Bachelors,Management,1.0,2.0
+6141,3186,503,Frank,Vazquez,1952-11-19,S,M,80000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+6142,3187,529,Katrina,Tang,1952-06-26,M,F,80000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+6143,3188,662,Eugene,Lu,1952-09-24,M,M,100000.0,3.0,4.0,Partial College,Professional,1.0,4.0
+6144,3189,529,Meagan,Sanchez,1951-11-07,M,F,80000.0,4.0,1.0,High School,Professional,1.0,3.0
+6145,3190,623,Krista,Martin,1951-09-01,M,F,90000.0,4.0,1.0,High School,Professional,0.0,2.0
+6146,3191,765,Candace,Patel,1951-05-23,M,F,90000.0,4.0,1.0,High School,Professional,1.0,3.0
+6147,3192,676,Derrick,Martin,1951-01-15,M,M,160000.0,4.0,5.0,Partial College,Professional,0.0,2.0
+6148,3193,528,Ronald,Kapoor,1950-08-23,M,M,90000.0,4.0,1.0,High School,Management,1.0,3.0
+6149,3194,747,Pamela,Vance,1950-08-03,S,F,100000.0,3.0,4.0,Partial College,Management,1.0,4.0
+6150,3195,506,Cassie,Rai,1950-01-26,M,F,120000.0,4.0,5.0,Partial College,Management,0.0,3.0
+6151,3196,506,Clinton,Blanco,1950-05-04,S,M,130000.0,4.0,5.0,High School,Management,0.0,3.0
+6152,3197,704,Felicia,Dominguez,1950-10-04,M,F,160000.0,3.0,5.0,Partial College,Management,0.0,3.0
+6153,3198,595,Frank,Gill,1949-02-02,M,M,100000.0,3.0,4.0,Partial College,Management,1.0,4.0
+6154,3199,662,Daisy,Romero,1949-11-12,M,F,110000.0,4.0,5.0,High School,Management,1.0,3.0
+6155,3200,447,Samuel,Anderson,1949-07-02,M,M,130000.0,4.0,5.0,High School,Management,1.0,4.0
+6156,3201,615,Colleen,Goel,1948-10-07,M,F,70000.0,5.0,1.0,Partial High School,Skilled Manual,1.0,4.0
+6157,3202,529,Marie,Serrano,1948-04-10,M,F,80000.0,5.0,1.0,High School,Management,1.0,4.0
+6158,3203,683,Clayton,Zeng,1948-07-19,S,M,90000.0,4.0,1.0,Partial High School,Skilled Manual,1.0,4.0
+6159,3204,435,Seth,Rodriguez,1947-05-14,S,M,80000.0,5.0,0.0,High School,Management,1.0,2.0
+6160,3205,504,Chelsea,Sara,1947-08-09,M,F,80000.0,5.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+6161,3206,548,Wesley,Wu,1947-04-23,S,M,90000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+6162,3207,641,Edwin,West,1947-07-06,M,M,100000.0,4.0,5.0,Partial High School,Professional,0.0,1.0
+6163,3208,765,José,Saraiva,1947-09-21,M,M,110000.0,4.0,5.0,Partial High School,Professional,1.0,3.0
+6164,3209,486,Eugene,Xu,1947-08-22,S,M,120000.0,5.0,5.0,High School,Management,1.0,4.0
+6165,3210,646,Craig,Ramos,1975-04-09,M,M,60000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+6166,3211,697,Jenny,Tang,1976-10-27,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+6167,3212,487,Emma,Bradley,1975-03-15,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6168,3213,473,Erick,Madan,1975-05-03,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6169,3214,512,Autumn,Guo,1975-11-11,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+6170,3215,655,Robyn,Munoz,1975-06-26,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+6171,3216,613,Stacey,Yang,1975-06-05,S,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+6172,3217,692,Edwin,Zheng,1974-11-06,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+6173,3218,468,Terrance,Lopez,1974-04-25,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6174,3219,699,Karl,Kumar,1974-02-08,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6175,3220,669,Christy,Ye,1974-11-01,S,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6176,3221,646,Latasha,Romero,1974-07-20,M,F,100000.0,0.0,5.0,High School,Management,1.0,2.0
+6177,3222,554,Glenn,Zhao,1972-04-05,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6178,3223,473,Dawn,Zhang,1972-07-27,S,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+6179,3224,493,Larry,Rubio,1972-05-28,M,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6180,3225,646,Tamara,She,1973-09-21,S,F,110000.0,0.0,5.0,Partial College,Management,1.0,3.0
+6181,3226,637,Alisha,Chen,1972-05-27,M,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6182,3227,648,Heidi,Mehta,1972-07-26,S,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6183,3228,512,Alison,Xu,1972-10-21,M,F,100000.0,0.0,5.0,High School,Management,1.0,3.0
+6184,3229,656,Arturo,Raje,1971-08-21,S,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+6185,3230,632,Allen,Perez,1971-07-06,S,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+6186,3231,561,Luis,Coleman,1971-07-11,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+6187,3232,628,Kari,Sai,1972-08-05,M,F,120000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+6188,3233,680,Omar,Huang,1971-03-18,M,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+6189,3234,655,Ricardo,She,1971-06-27,S,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+6190,3235,531,Gina,Romero,1970-06-17,S,F,100000.0,0.0,5.0,High School,Management,1.0,4.0
+6191,3236,706,Larry,Alvarez,1970-05-21,M,M,100000.0,0.0,5.0,Partial High School,Professional,0.0,4.0
+6192,3237,656,Abigail,Richardson,1970-11-26,M,F,110000.0,0.0,5.0,High School,Management,1.0,4.0
+6193,3238,613,Kate,Andersen,1970-04-11,M,F,120000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+6194,3239,706,Jay,Gonzalez,1970-06-04,M,M,120000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+6195,3240,645,Maria,Peterson,1941-06-19,M,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6196,3241,642,Caroline,Foster,1941-06-18,M,F,80000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+6197,3242,619,Grace,Wood,1941-10-27,M,F,110000.0,2.0,4.0,Graduate Degree,Management,1.0,1.0
+6198,3243,442,Rafael,Ye,1942-06-02,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6199,3244,523,Gregory,Winston,1942-04-04,S,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6200,3245,511,Jennifer,Griffin,1942-03-11,M,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6201,3246,573,Ana,Russell,1942-11-02,M,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6202,3247,633,Devin,Garcia,1942-03-07,S,M,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6203,3248,551,Hunter,Allen,1942-02-27,M,M,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6204,3249,582,Misty,Tang,1942-03-02,M,F,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+6205,3250,516,Eduardo,Thomas,1942-01-09,M,M,110000.0,2.0,4.0,Graduate Degree,Management,1.0,2.0
+6206,3251,470,Adam,Collins,1942-08-03,S,M,130000.0,2.0,3.0,Bachelors,Management,0.0,4.0
+6207,3252,691,Alex,Brooks,1942-08-22,M,M,170000.0,2.0,3.0,Graduate Degree,Management,1.0,2.0
+6208,3253,536,Destiny,Cook,1943-06-04,M,F,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+6209,3254,443,Eduardo,Scott,1943-10-20,S,M,110000.0,2.0,4.0,Bachelors,Management,1.0,2.0
+6210,3255,582,Tabitha,Gill,1943-09-01,M,F,110000.0,2.0,4.0,Bachelors,Management,0.0,2.0
+6211,3256,479,Jonathan,Jackson,1943-02-26,S,M,110000.0,2.0,4.0,Bachelors,Management,1.0,3.0
+6212,3257,507,Elizabeth,Robinson,1943-05-17,S,F,170000.0,2.0,3.0,Graduate Degree,Management,0.0,2.0
+6213,3258,516,James,Carter,1943-02-01,M,M,170000.0,2.0,3.0,Graduate Degree,Management,1.0,2.0
+6214,3259,546,Haley,Foster,1944-07-18,S,F,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+6215,3260,510,Antonio,Flores,1953-03-03,S,M,40000.0,3.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6216,3261,568,Frank,Ruiz,1953-12-10,S,M,40000.0,3.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6217,3262,679,Meredith,Subram,1953-02-13,S,F,70000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+6218,3263,534,Jon,He,1953-11-11,M,M,70000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+6219,3264,549,Nina,Lal,1954-02-24,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6220,3265,692,Karl,Lal,1954-02-08,S,M,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6221,3266,695,Garrett,Bell,1975-03-17,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6222,3267,583,Cory,Patel,1975-05-27,M,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6223,3268,620,Lauren,Wood,1975-09-13,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6224,3269,430,Isabella,Roberts,1975-02-17,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6225,3270,430,Tony,She,1975-11-19,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6226,3271,643,James,Ross,1975-01-25,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6227,3272,551,Lucas,Wright,1974-03-03,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6228,3273,537,Sydney,Ward,1974-03-03,S,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6229,3274,690,Angel,Parker,1973-05-05,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6230,3275,682,Edward,Williams,1976-07-09,M,M,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+6231,3276,628,Arthur,Prasad,1955-02-02,S,M,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+6232,3277,561,Melody,Suarez,1955-07-10,S,F,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+6233,3278,680,Jerry,She,1956-04-27,S,M,70000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+6234,3279,656,Olivia,Sanchez,1958-07-21,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,1.0
+6235,3280,568,Taylor,Barnes,1958-08-04,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,2.0
+6236,3281,442,Isaac,Oliver,1973-02-15,S,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+6237,3282,562,Daniel,Wilson,1973-07-06,S,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+6238,3283,668,Brianna,Lewis,1974-03-23,S,F,30000.0,0.0,0.0,High School,Professional,1.0,2.0
+6239,3284,644,Seth,Simmons,1974-10-08,S,M,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+6240,3285,694,Wyatt,Anderson,1974-06-17,S,M,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+6241,3286,445,Taylor,Hughes,1974-12-04,S,F,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+6242,3287,518,Kristine,Hernandez,1959-04-12,M,F,120000.0,1.0,2.0,Bachelors,Management,1.0,3.0
+6243,3288,534,Derek,Xie,1959-08-27,S,M,150000.0,0.0,0.0,Graduate Degree,Management,1.0,1.0
+6244,3289,625,Christina,Ramirez,1966-03-09,S,F,130000.0,0.0,1.0,Graduate Degree,Management,0.0,3.0
+6245,3290,691,Jessica,Martinez,1966-08-22,S,F,150000.0,0.0,0.0,Bachelors,Management,0.0,2.0
+6246,3291,620,Jonathan,Wilson,1957-03-10,S,M,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+6247,3292,671,Tyler,White,1957-08-20,S,M,70000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+6248,3293,470,Isabella,Ross,1957-09-28,S,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+6249,3294,472,Kyle,Campbell,1957-02-15,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+6250,3295,625,Steven,Gray,1957-11-22,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+6251,3296,570,Hannah,Thomas,1957-07-14,S,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+6252,3297,580,Benjamin,Russell,1957-05-17,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+6253,3298,582,Kristin,Raji,1957-01-12,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+6254,3299,653,Kaitlyn,Jenkins,1957-07-14,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+6255,3300,634,Jermaine,Chandra,1967-06-11,M,M,90000.0,2.0,2.0,Bachelors,Professional,0.0,1.0
+6256,3301,692,Colin,He,1967-02-01,S,M,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+6257,3302,534,Ruben,Vazquez,1962-03-17,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6258,3303,596,April,Beck,1962-07-15,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6259,3304,534,Briana,Ramos,1962-06-20,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6260,3305,656,Jacquelyn,Jimenez,1962-02-15,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6261,3306,634,Brendan,Shen,1962-07-11,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6262,3307,493,Byron,Ramos,1961-05-08,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6263,3308,473,Ross,Perez,1961-06-05,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6264,3309,646,Marie,Ramos,1966-08-27,S,F,100000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6265,3310,531,Orlando,Sanz,1966-05-09,S,M,110000.0,0.0,0.0,Graduate Degree,Management,0.0,2.0
+6266,3311,679,Jon,Zeng,1966-07-22,S,M,110000.0,0.0,0.0,Graduate Degree,Management,0.0,2.0
+6267,3312,558,Erik,Alvarez,1966-04-14,S,M,110000.0,0.0,0.0,Graduate Degree,Management,0.0,3.0
+6268,3313,599,Claudia,Lin,1960-10-26,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6269,3314,534,Christian,Smith,1960-10-14,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6270,3315,493,Katherine,Cooper,1965-01-16,M,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+6271,3316,561,Carl,Chander,1964-07-04,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6272,3317,468,Leonard,Anand,1962-01-07,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6273,3318,648,Steve,Liang,1962-08-22,S,M,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+6274,3319,680,Seth,Rogers,1962-10-18,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+6275,3320,568,Renee,Sanz,1962-12-25,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+6276,3321,531,Amy,Hu,1961-02-04,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+6277,3322,699,Jackson,Evans,1958-10-26,M,M,80000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+6278,3323,468,Sydney,Thomas,1958-07-10,S,F,90000.0,2.0,0.0,Bachelors,Management,1.0,1.0
+6279,3324,679,Colin,Tang,1957-09-20,S,M,70000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6280,3325,697,Jessie,Alvarez,1957-03-10,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6281,3326,656,Crystal,Li,1957-07-05,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6282,3327,561,Joe,Perez,1957-04-02,S,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6283,3328,475,Kyle,Butler,1976-02-19,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6284,3329,695,Andrea,Rogers,1976-08-08,S,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6285,3330,443,Holly,Sanchez,1976-01-20,S,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6286,3331,550,Matthew,Harris,1976-10-05,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6287,3332,660,Timothy,Murphy,1980-02-24,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6288,3333,665,Jade,Rogers,1980-04-21,S,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6289,3334,442,Bobby,Suri,1980-04-04,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6290,3335,566,Patrick,Murphy,1980-07-25,M,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6291,3336,566,Allison,Cox,1978-09-13,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6292,3337,580,Gabriel,Baker,1978-08-07,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6293,3338,523,Olivia,Coleman,1978-03-01,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6294,3339,467,Natalie,Taylor,1978-05-25,M,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6295,3340,582,Brandy,Suri,1977-12-02,S,F,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6296,3341,686,Miranda,Butler,1977-04-01,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6297,3342,499,Sean,Sanders,1979-10-23,M,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6298,3343,577,Beth,Ruiz,1979-03-26,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6299,3344,620,Xavier,Turner,1979-07-24,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6300,3345,487,Kurt,Xie,1939-09-21,S,M,30000.0,2.0,0.0,Partial College,Clerical,1.0,2.0
+6301,3346,425,Kristi,Rodriguez,1940-02-09,M,F,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+6302,3347,634,Evelyn,Perez,1941-06-01,S,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6303,3348,655,Tara,Goel,1941-05-17,S,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6304,3349,534,Alex,Scott,1942-11-16,M,M,60000.0,2.0,0.0,Graduate Degree,Management,1.0,1.0
+6305,3350,523,Nicole,Griffin,1976-05-11,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+6306,3351,536,Emily,Moore,1976-06-08,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6307,3352,584,Riley,Gray,1976-02-02,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6308,3353,507,Melissa,Butler,1975-03-18,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6309,3354,562,Erin,Reed,1975-06-15,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+6310,3355,546,Seth,Green,1974-07-28,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6311,3356,500,Ian,King,1973-11-11,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6312,3357,690,Isabella,Baker,1967-07-19,S,F,100000.0,0.0,0.0,Bachelors,Management,1.0,2.0
+6313,3358,691,Dalton,Collins,1967-07-13,M,M,100000.0,1.0,0.0,Bachelors,Management,1.0,2.0
+6314,3359,642,Amanda,Watson,1967-12-22,M,F,100000.0,1.0,0.0,Bachelors,Management,1.0,2.0
+6315,3360,511,Eduardo,Henderson,1968-11-02,M,M,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+6316,3361,658,Samantha,Patterson,1959-04-17,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6317,3362,442,Franklin,Raje,1959-01-24,M,M,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6318,3363,580,Roberto,Gill,1972-05-03,S,M,40000.0,4.0,4.0,Partial College,Clerical,1.0,2.0
+6319,3364,571,Natalie,Long,1973-09-04,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6320,3365,584,Mario,Rai,1973-03-09,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6321,3366,652,Evan,Ward,1973-05-19,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+6322,3367,508,Anna,Brooks,1971-01-22,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6323,3368,660,Courtney,Green,1971-03-01,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6324,3369,470,Richard,Thompson,1971-03-15,M,M,60000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+6325,3370,523,Devin,Sanchez,1971-08-20,M,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6326,3371,446,Meghan,Dominguez,1972-09-09,M,F,40000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+6327,3372,550,Jeremiah,Lewis,1972-06-08,M,M,40000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+6328,3373,535,Kaitlyn,Washington,1972-07-11,M,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6329,3374,445,Ricardo,Jai,1972-06-14,M,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6330,3375,516,David,Yang,1972-09-18,M,M,70000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6331,3376,566,Alexandra,Moore,1970-05-12,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+6332,3377,627,Faith,Torres,1944-04-19,S,F,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+6333,3378,583,Paula,Ruiz,1944-06-09,S,F,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+6334,3379,445,Cory,Mehta,1944-09-01,S,M,60000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+6335,3380,631,Richard,Foster,1944-02-22,M,M,60000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+6336,3381,500,Kaylee,Watson,1944-07-11,M,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6337,3382,620,Alexa,Cooper,1944-12-22,S,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6338,3383,584,Darren,Blanco,1944-11-06,S,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6339,3384,470,Marvin,Ferrier,1945-05-21,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6340,3385,694,Rachel,Miller,1945-05-22,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+6341,3386,500,Maria,Hall,1945-10-20,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+6342,3387,633,Marissa,Wood,1946-07-20,S,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+6343,3388,499,Brittany,Hughes,1946-12-02,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+6344,3389,516,Kaylee,Rogers,1946-07-15,M,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6345,3390,475,Ryan,Harris,1947-08-02,M,M,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+6346,3391,547,Logan,Kumar,1947-11-22,M,M,60000.0,2.0,1.0,Bachelors,Management,0.0,0.0
+6347,3392,694,Jason,Long,1947-03-08,M,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+6348,3393,575,Justin,Jackson,1947-08-24,M,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+6349,3394,620,José,Perez,1947-10-05,S,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+6350,3395,583,Jacob,Rodriguez,1947-10-07,M,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+6351,3396,488,Devin,Reed,1947-03-23,S,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+6352,3397,522,Zoe,Sanchez,1948-04-17,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+6353,3398,535,Sierra,Edwards,1948-03-24,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+6354,3399,551,James,Anderson,1948-09-10,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+6355,3400,688,Jeremy,Peterson,1948-05-06,S,M,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+6356,3401,689,Brandon,Brown,1948-10-22,S,M,70000.0,4.0,1.0,Bachelors,Management,1.0,2.0
+6357,3402,686,Jose,Kumar,1949-03-09,M,M,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+6358,3403,559,Hailey,Parker,1949-05-21,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+6359,3404,582,Angelica,Russell,1949-03-19,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+6360,3405,577,Rachel,Davis,1950-09-27,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+6361,3406,583,Dylan,Walker,1950-06-01,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+6362,3407,584,Carrie,Schmidt,1950-08-15,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+6363,3408,619,Thomas,Bryant,1950-06-04,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+6364,3409,516,Jasmine,Cook,1950-08-14,S,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+6365,3410,516,Eric,Wang,1950-04-26,M,M,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+6366,3411,667,Arianna,Brooks,1950-06-26,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+6367,3412,644,Ashley,Johnson,1951-02-04,S,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+6368,3413,500,Nicole,Blue,1951-04-03,S,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+6369,3414,610,Rachel,Patterson,1951-02-15,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+6370,3415,619,Rachel,Wilson,1951-09-14,M,F,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+6371,3416,652,William,Davis,1951-11-16,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+6372,3417,671,Madison,Flores,1952-04-28,M,F,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+6373,3418,583,Ernest,Lu,1952-02-05,S,M,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+6374,3419,644,Rebecca,Young,1952-04-26,M,F,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+6375,3420,523,Abigail,Ward,1952-05-13,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+6376,3421,507,Chloe,Wright,1952-08-19,S,F,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+6377,3422,573,Hannah,Barnes,1952-07-28,M,F,70000.0,5.0,2.0,Partial College,Professional,1.0,2.0
+6378,3423,555,Cara,Lu,1958-11-06,S,F,130000.0,2.0,3.0,Bachelors,Management,0.0,4.0
+6379,3424,608,Jill,Ruiz,1958-06-20,M,F,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+6380,3425,563,Stefanie,Raman,1957-07-08,S,F,110000.0,2.0,4.0,Partial College,Professional,1.0,3.0
+6381,3426,747,Victor,Carlson,1957-08-18,M,M,120000.0,2.0,4.0,High School,Professional,1.0,4.0
+6382,3427,626,Madison,Hughes,1957-08-23,M,F,130000.0,2.0,4.0,Partial College,Professional,1.0,2.0
+6383,3428,506,Emmanuel,Patel,1956-05-08,M,M,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+6384,3429,533,Cassie,Andersen,1955-10-12,S,F,130000.0,3.0,4.0,Partial College,Professional,0.0,3.0
+6385,3430,506,Lacey,He,1955-07-25,S,F,130000.0,3.0,4.0,Partial College,Professional,0.0,3.0
+6386,3431,693,Sydney,Jones,1957-07-06,M,F,90000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+6387,3432,430,Kayla,Moore,1956-11-21,M,F,70000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+6388,3433,535,Antonio,Russell,1933-08-24,S,M,90000.0,4.0,0.0,Graduate Degree,Management,1.0,1.0
+6389,3434,470,Jennifer,Peterson,1933-06-05,M,F,110000.0,1.0,2.0,Graduate Degree,Management,1.0,2.0
+6390,3435,472,Sophia,Hill,1933-03-28,S,F,110000.0,1.0,2.0,Graduate Degree,Management,1.0,2.0
+6391,3436,643,Jennifer,Wilson,1933-04-16,M,F,110000.0,1.0,2.0,Graduate Degree,Management,1.0,3.0
+6392,3437,562,John,Martin,1965-09-04,M,M,90000.0,4.0,4.0,Partial College,Professional,1.0,3.0
+6393,3438,580,Mitchell,Anand,1965-08-02,M,M,90000.0,5.0,5.0,Partial College,Professional,1.0,3.0
+6394,3439,495,Gabrielle,Gonzales,1965-04-16,S,F,100000.0,3.0,1.0,Bachelors,Management,1.0,4.0
+6395,3440,537,Brian,Cox,1965-08-02,M,M,100000.0,4.0,1.0,Partial College,Professional,1.0,4.0
+6396,3441,582,Jon,Tang,1965-11-13,M,M,100000.0,4.0,1.0,Partial College,Professional,1.0,4.0
+6397,3442,582,William,Lewis,1965-11-07,M,M,110000.0,2.0,2.0,Bachelors,Management,1.0,3.0
+6398,3443,502,Shelby,Peterson,1965-06-24,S,F,120000.0,3.0,2.0,Partial College,Professional,1.0,4.0
+6399,3444,658,Benjamin,Wilson,1965-11-04,M,M,130000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+6400,3445,658,Patrick,Sanders,1965-03-11,M,M,130000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+6401,3446,527,Benjamin,Henderson,1965-10-23,M,M,130000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+6402,3447,682,Jeremiah,Johnson,1964-08-09,M,M,80000.0,4.0,3.0,Bachelors,Management,1.0,0.0
+6403,3448,583,Madison,Alexander,1964-01-05,S,F,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+6404,3449,620,Lauren,Butler,1964-12-25,M,F,90000.0,5.0,5.0,Partial College,Professional,1.0,3.0
+6405,3450,508,Logan,Jenkins,1964-05-10,S,M,90000.0,0.0,0.0,Partial College,Professional,0.0,1.0
+6406,3451,494,Kevin,Butler,1964-04-09,M,M,130000.0,2.0,2.0,Graduate Degree,Management,1.0,2.0
+6407,3452,645,Tyler,Moore,1964-06-01,S,M,130000.0,2.0,2.0,Graduate Degree,Management,0.0,3.0
+6408,3453,537,Alex,Gonzalez,1956-09-17,M,M,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+6409,3454,442,Jesse,Scott,1956-08-12,S,M,90000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+6410,3455,643,Kayla,Anderson,1934-11-18,M,F,100000.0,1.0,2.0,Graduate Degree,Management,1.0,1.0
+6411,3456,511,Alexandra,Mitchell,1963-03-17,M,F,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+6412,3457,694,Benjamin,Walker,1963-03-11,S,M,90000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+6413,3458,643,Thomas,White,1963-02-07,M,M,120000.0,4.0,3.0,Partial College,Professional,1.0,3.0
+6414,3459,682,Jordan,Yang,1962-06-04,M,M,80000.0,5.0,4.0,Partial College,Professional,1.0,2.0
+6415,3460,562,Cody,Gray,1962-06-09,S,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+6416,3461,627,Jose,Long,1962-10-08,M,M,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+6417,3462,551,Chloe,Gonzalez,1962-11-13,M,F,100000.0,1.0,2.0,Partial College,Professional,1.0,4.0
+6418,3463,430,Beth,Sanz,1962-07-02,M,F,110000.0,1.0,3.0,Bachelors,Management,1.0,2.0
+6419,3464,619,Julia,Patterson,1962-10-10,M,F,120000.0,1.0,3.0,Partial College,Professional,1.0,4.0
+6420,3465,546,Elizabeth,Price,1962-06-27,M,F,130000.0,1.0,2.0,Bachelors,Management,1.0,4.0
+6421,3466,644,Dakota,Patterson,1961-02-21,M,M,90000.0,4.0,3.0,High School,Professional,1.0,1.0
+6422,3467,523,Logan,Adams,1961-02-21,M,M,90000.0,4.0,3.0,High School,Professional,1.0,1.0
+6423,3468,677,Aidan,Russell,1961-05-04,M,M,90000.0,4.0,3.0,High School,Professional,1.0,2.0
+6424,3469,559,Grace,Rivera,1961-04-09,S,F,90000.0,4.0,3.0,High School,Professional,1.0,2.0
+6425,3470,575,Angela,Bell,1961-04-22,M,F,100000.0,3.0,2.0,Partial College,Professional,1.0,4.0
+6426,3471,658,Jeremy,Robinson,1961-02-04,M,M,130000.0,1.0,3.0,Bachelors,Management,1.0,3.0
+6427,3472,546,Gabriel,Gonzalez,1961-07-17,S,M,130000.0,1.0,3.0,Bachelors,Management,0.0,3.0
+6428,3473,690,Natalie,Diaz,1961-06-03,M,F,130000.0,3.0,3.0,Bachelors,Management,1.0,3.0
+6429,3474,691,Miguel,King,1961-02-03,M,M,160000.0,1.0,2.0,Bachelors,Management,1.0,4.0
+6430,3475,520,Jacqueline,Murphy,1955-09-21,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+6431,3476,693,Isabella,Perry,1955-08-13,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+6432,3477,597,Bryce,Reed,1955-01-18,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+6433,3478,691,Lauren,Lee,1955-08-07,S,F,70000.0,4.0,3.0,High School,Professional,1.0,0.0
+6434,3479,647,Abigail,Patterson,1954-08-09,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+6435,3480,707,Samantha,Smith,1936-09-20,S,F,170000.0,1.0,0.0,Graduate Degree,Management,0.0,4.0
+6436,3481,562,Jackson,Gonzalez,1960-05-05,M,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+6437,3482,442,Mary,Edwards,1960-08-01,S,F,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+6438,3483,620,Noah,Perez,1960-07-22,M,M,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+6439,3484,644,Nicole,Henderson,1960-07-22,M,F,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+6440,3485,516,Samantha,Hall,1960-09-06,M,F,130000.0,4.0,3.0,Bachelors,Management,0.0,3.0
+6441,3486,538,Bailey,Stewart,1960-06-11,M,F,160000.0,1.0,3.0,Partial College,Professional,1.0,2.0
+6442,3487,691,Jonathan,Coleman,1960-03-19,M,M,170000.0,1.0,1.0,Graduate Degree,Management,1.0,2.0
+6443,3488,546,Seth,Hall,1954-10-06,M,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+6444,3489,584,Connor,Hughes,1954-03-05,M,M,70000.0,3.0,1.0,High School,Professional,1.0,1.0
+6445,3490,633,Jason,Wang,1953-06-14,M,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+6446,3491,619,Aidan,Butler,1953-10-17,M,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+6447,3492,688,Isaac,Bailey,1953-11-03,S,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+6448,3493,678,Justin,Patterson,1953-05-26,M,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+6449,3494,560,Sara,Parker,1953-07-25,S,F,70000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+6450,3495,686,Cameron,Diaz,1953-05-17,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+6451,3496,488,Nathan,Diaz,1952-06-23,M,M,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+6452,3497,647,Cindy,Stewart,1952-10-18,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+6453,3498,499,Allison,Scott,1952-10-03,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+6454,3499,610,Katie,Luo,1937-09-20,M,F,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+6455,3500,475,Samuel,Flores,1937-04-09,M,M,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+6456,3501,560,Jasmine,Ward,1937-11-18,S,F,130000.0,2.0,3.0,Bachelors,Management,0.0,4.0
+6457,3502,430,Ruben,Prasad,1938-05-13,M,M,80000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+6458,3503,511,Katelyn,Wright,1938-09-11,M,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6459,3504,566,Brianna,Alexander,1938-03-20,M,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+6460,3505,701,Nicole,Jones,1938-08-21,M,F,110000.0,2.0,4.0,Graduate Degree,Management,1.0,0.0
+6461,3506,430,Alex,Edwards,1938-05-25,M,M,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+6462,3507,580,Stacy,Suarez,1940-05-20,M,F,90000.0,5.0,0.0,Bachelors,Management,0.0,2.0
+6463,3508,707,Eric,Wright,1940-09-01,M,M,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+6464,3509,667,Madison,Hall,1940-10-03,M,F,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+6465,3510,580,Bridget,Deng,1968-03-02,S,F,90000.0,4.0,4.0,Partial College,Skilled Manual,0.0,3.0
+6466,3511,627,Samuel,Hernandez,1968-02-18,S,M,100000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6467,3512,495,Danielle,Rogers,1968-11-23,M,F,100000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+6468,3513,537,Christopher,Jones,1968-09-06,M,M,100000.0,3.0,0.0,Bachelors,Management,1.0,3.0
+6469,3514,445,Alexandra,Turner,1968-11-20,M,F,130000.0,1.0,0.0,Graduate Degree,Management,1.0,3.0
+6470,3515,584,Rachel,Jones,1979-09-11,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6471,3516,502,Anna,Cooper,1979-08-10,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6472,3517,655,Tommy,Lal,1944-11-25,S,M,10000.0,5.0,0.0,High School,Skilled Manual,1.0,3.0
+6473,3518,669,Ebony,Rodriguez,1944-07-21,M,F,20000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+6474,3519,599,Ann,Mehta,1947-11-08,M,F,10000.0,2.0,1.0,High School,Skilled Manual,1.0,2.0
+6475,3520,580,Denise,Rana,1978-11-19,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6476,3521,442,Bonnie,Xu,1978-12-18,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6477,3522,637,Rodney,Romero,1947-10-11,M,M,20000.0,4.0,0.0,High School,Skilled Manual,0.0,2.0
+6478,3523,510,Omar,Zheng,1947-08-20,M,M,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+6479,3524,553,Lydia,Fernandez,1947-11-26,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+6480,3525,661,Carla,Prasad,1978-05-19,M,F,10000.0,0.0,0.0,Graduate Degree,Manual,1.0,0.0
+6481,3526,485,Claudia,Sun,1977-06-07,M,F,10000.0,0.0,0.0,Graduate Degree,Manual,1.0,0.0
+6482,3527,474,Emily,Hall,1962-01-09,M,F,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+6483,3528,641,Kurt,Raji,1962-10-08,M,M,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+6484,3529,513,Casey,Ramos,1962-12-03,M,M,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+6485,3530,565,Kaitlin,Sai,1962-04-02,S,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6486,3531,567,Ethan,Smith,1962-09-01,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6487,3532,567,Abigail,Garcia,1962-01-21,M,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6488,3533,621,Barbara,Wu,1962-11-21,M,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6489,3534,426,Roberto,Alonso,1961-10-12,S,M,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+6490,3535,459,Abby,Rana,1961-04-24,S,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+6491,3536,638,Dustin,Anand,1961-05-16,S,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6492,3537,616,Krystal,Wu,1961-07-02,S,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6493,3538,586,Clayton,Cai,1935-09-12,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6494,3539,650,Katherine,Brown,1962-04-20,S,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6495,3540,529,Carrie,Alonso,1962-12-20,S,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6496,3541,506,Randy,Lin,1958-04-18,M,M,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+6497,3542,517,Douglas,Kapoor,1958-05-17,S,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6498,3543,666,Alex,Ward,1957-05-11,M,M,10000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6499,3544,765,Heather,Lu,1957-08-11,M,F,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+6500,3545,540,Darryl,West,1957-03-14,S,M,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+6501,3546,447,Faith,Henderson,1956-09-18,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+6502,3547,525,Christina,Sanchez,1956-03-10,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+6503,3548,541,Noah,Thompson,1955-07-05,M,M,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+6504,3549,624,Maria,Turner,1955-06-20,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+6505,3550,586,Arturo,Goel,1955-11-27,M,M,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+6506,3551,616,Kristy,Vazquez,1937-04-11,M,F,10000.0,2.0,0.0,Bachelors,Clerical,1.0,1.0
+6507,3552,496,Michele,Vance,1937-10-24,M,F,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6508,3553,426,Daisy,Ramos,1939-10-16,M,F,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6509,3554,676,Leah,Ma,1940-10-03,M,F,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6510,3555,698,Isaac,Mitchell,1940-07-06,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6511,3556,622,Jodi,Kumar,1942-11-14,S,F,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+6512,3557,476,Rafael,He,1943-03-25,M,M,10000.0,3.0,0.0,Partial College,Manual,1.0,1.0
+6513,3558,493,Mathew,Sanz,1980-09-22,M,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+6514,3559,575,Marcel,Truempy,1970-11-12,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+6515,3560,652,Ashley,Washington,1970-09-21,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+6516,3561,582,Kelvin,Huang,1970-10-02,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6517,3562,695,Eduardo,Miller,1970-05-28,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6518,3563,470,Bryce,Stewart,1970-04-09,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6519,3564,522,Fernando,Carter,1969-09-24,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6520,3565,688,Chloe,Bailey,1969-02-03,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6521,3566,516,Natalie,Hernandez,1969-04-01,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+6522,3567,490,Kaylee,Mitchell,1971-10-04,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6523,3568,695,Seth,Thomas,1971-05-25,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6524,3569,580,Priscilla,Kumar,1971-03-13,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6525,3570,583,Kristopher,Rodriguez,1971-06-16,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6526,3571,575,Hannah,Henderson,1971-04-22,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6527,3572,582,Rachel,Richardson,1971-04-27,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6528,3573,505,Melanie,Foster,1971-04-16,M,F,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+6529,3574,703,Madison,Wood,1969-02-05,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6530,3575,550,Katherine,Powell,1969-03-18,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6531,3576,677,Rachel,Lee,1969-05-11,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6532,3577,678,Anna,Price,1968-05-22,S,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+6533,3578,620,Natalie,Rogers,1968-06-12,S,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+6534,3579,467,Jonathan,Carter,1968-01-09,M,M,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+6535,3580,644,Luis,Henderson,1968-10-23,S,M,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+6536,3581,670,Kyle,Diaz,1967-03-17,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6537,3582,536,Kevin,Adams,1967-10-21,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6538,3583,701,Marcus,Reed,1970-02-03,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6539,3584,644,Sydney,Morris,1970-05-13,M,F,60000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+6540,3585,570,Gabrielle,Mitchell,1970-10-07,S,F,80000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+6541,3586,707,Kimberly,Torres,1970-04-23,M,F,80000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+6542,3587,668,Todd,Rowe,1967-11-11,S,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+6543,3588,500,Jade,Peterson,1967-10-02,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+6544,3589,678,Alexander,Taylor,1967-07-22,S,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+6545,3590,538,Mackenzie,Cook,1966-02-02,S,F,60000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,0.0
+6546,3591,470,Marissa,Butler,1966-04-26,S,F,60000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,1.0
+6547,3592,502,Charles,Harris,1966-04-08,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+6548,3593,566,Jessica,Thompson,1966-07-26,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+6549,3594,570,Jack,Washington,1966-01-13,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+6550,3595,570,Lauren,Taylor,1966-08-21,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+6551,3596,633,Andrea,Ward,1966-04-10,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+6552,3597,488,Amber,Hill,1966-11-14,M,F,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+6553,3598,647,Sean,Reed,1966-04-03,M,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+6554,3599,562,Miranda,Ross,1969-08-21,M,F,70000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+6555,3600,500,Charles,Wilson,1969-03-27,M,M,70000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+6556,3601,535,Ariana,Ramirez,1969-10-18,M,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+6557,3602,470,Nicolas,Rai,1969-10-10,M,M,80000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+6558,3603,570,Kaylee,Kelly,1969-09-08,M,F,80000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+6559,3604,538,Sara,Ward,1965-04-08,S,F,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,2.0
+6560,3605,701,Nicholas,Rodriguez,1965-10-02,M,M,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+6561,3606,682,Allison,Brooks,1965-09-25,S,F,80000.0,4.0,4.0,Bachelors,Skilled Manual,0.0,1.0
+6562,3607,701,Amanda,Cooper,1965-08-14,S,F,80000.0,4.0,4.0,Bachelors,Skilled Manual,0.0,2.0
+6563,3608,644,Isaiah,Nelson,1964-05-04,M,M,50000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,2.0
+6564,3609,442,Warren,Gao,1964-02-04,M,M,50000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,3.0
+6565,3610,516,Julia,Phillips,1964-07-06,S,F,50000.0,5.0,5.0,Bachelors,Skilled Manual,1.0,2.0
+6566,3611,627,Lauren,Jenkins,1964-03-24,S,F,50000.0,5.0,5.0,Bachelors,Skilled Manual,1.0,3.0
+6567,3612,562,Zoe,James,1964-01-19,S,F,50000.0,4.0,2.0,Bachelors,Skilled Manual,1.0,2.0
+6568,3613,430,Ernest,Zhang,1963-07-20,M,M,60000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+6569,3614,442,Glenn,Huang,1963-08-09,M,M,60000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+6570,3615,469,Dylan,Bryant,1968-02-11,S,M,60000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6571,3616,470,Audrey,Dominguez,1968-07-13,S,F,60000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6572,3617,470,Emma,Sandberg,1968-02-15,S,F,60000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+6573,3618,479,Aaron,Flores,1963-02-03,S,M,60000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6574,3619,495,Gabrielle,Baker,1963-09-09,M,F,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+6575,3620,495,Nathaniel,Sanders,1963-02-26,M,M,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+6576,3621,670,Kayla,Patterson,1963-04-22,M,F,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+6577,3622,660,Chloe,Morris,1962-08-08,S,F,70000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6578,3623,619,Brandon,Patterson,1962-02-24,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6579,3624,688,Benjamin,Li,1962-10-06,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6580,3625,495,Anna,Thomas,1962-05-10,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6581,3626,508,Benjamin,Simmons,1962-03-10,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6582,3627,647,Jesse,Gray,1961-05-24,M,M,40000.0,4.0,3.0,High School,Skilled Manual,1.0,3.0
+6583,3628,546,Isaiah,Hill,1961-11-16,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6584,3629,500,Carlos,Brooks,1961-04-23,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6585,3630,597,Blake,Hernandez,1961-07-24,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6586,3631,494,Isaiah,James,1961-08-07,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6587,3632,701,Logan,Flores,1961-04-17,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6588,3633,571,Austin,Wang,1961-03-15,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6589,3634,499,Timothy,Morgan,1961-10-07,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6590,3635,703,Amber,Baker,1961-11-19,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6591,3636,573,Luke,Carter,1960-04-12,M,M,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+6592,3637,644,Kelly,Powell,1960-07-04,M,F,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+6593,3638,577,Dustin,Nath,1960-03-08,M,M,40000.0,4.0,2.0,High School,Skilled Manual,0.0,3.0
+6594,3639,580,Blake,Scott,1960-08-21,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6595,3640,475,Jeremiah,Howard,1960-08-24,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6596,3641,647,Mackenzie,Adams,1967-09-04,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6597,3642,571,Timothy,Turner,1967-07-19,M,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6598,3643,580,Jeffery,Zeng,1967-05-14,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6599,3644,627,Eric,Simmons,1967-01-15,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6600,3645,500,Jennifer,Lee,1967-12-14,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6601,3646,488,Isaac,Kelly,1967-02-21,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+6602,3647,658,Dylan,Garcia,1967-01-07,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+6603,3648,670,Sean,Howard,1967-06-11,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+6604,3649,516,Eric,Evans,1928-06-24,S,M,90000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+6605,3650,560,Grace,Cox,1960-11-24,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6606,3651,566,Adam,Perry,1960-09-27,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6607,3652,703,Amber,Green,1960-05-14,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6608,3653,430,Russell,Luo,1960-12-02,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6609,3654,470,Troy,Fernandez,1959-01-07,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+6610,3655,508,Kyle,Collins,1959-08-14,M,M,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+6611,3656,571,Kayla,Washington,1959-01-28,M,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+6612,3657,583,Bryant,Fernandez,1959-03-08,M,M,80000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+6613,3658,537,John,Thomas,1958-11-11,M,M,80000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+6614,3659,701,Chloe,Green,1958-05-26,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6615,3660,520,Zachary,Harris,1958-01-20,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6616,3661,536,Gabrielle,Howard,1958-03-06,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6617,3662,668,Jade,Ward,1958-04-06,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6618,3663,475,Jack,Ross,1958-05-09,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+6619,3664,469,Arturo,Hu,1958-10-04,M,M,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+6620,3665,546,Kayla,Ross,1958-06-02,S,F,80000.0,5.0,4.0,Graduate Degree,Management,1.0,0.0
+6621,3666,568,Jesse,King,1969-07-17,M,M,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+6622,3667,519,Louis,Gao,1969-02-10,M,M,90000.0,1.0,0.0,Graduate Degree,Management,0.0,0.0
+6623,3668,656,Olivia,Alexander,1970-07-20,M,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+6624,3669,558,Joe,Martin,1970-03-04,M,M,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+6625,3670,655,Erika,Blanco,1970-07-09,M,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+6626,3671,646,Leslie,Gill,1968-11-03,S,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+6627,3672,648,Cristina,Lal,1967-08-09,M,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+6628,3673,599,Omar,Nath,1969-04-09,S,M,110000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+6629,3674,478,Willie,Rai,1969-06-23,M,M,110000.0,1.0,0.0,Graduate Degree,Management,1.0,1.0
+6630,3675,699,Alexis,Williams,1967-10-01,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+6631,3676,492,Brandi,Gomez,1967-08-06,M,F,70000.0,5.0,5.0,Bachelors,Professional,0.0,4.0
+6632,3677,634,Micah,Wang,1967-01-26,S,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+6633,3678,534,Ross,Hernandez,1966-10-10,S,M,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+6634,3679,519,Shannon,Zheng,1966-07-01,M,F,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+6635,3680,692,Natasha,Suarez,1966-10-16,S,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+6636,3681,596,Marvin,Munoz,1966-11-19,S,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+6637,3682,637,Veronica,Chandra,1968-10-03,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6638,3683,510,Gail,Alexander,1968-08-12,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+6639,3684,613,Molly,Sai,1964-11-26,M,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+6640,3685,632,James,Zhang,1964-12-14,M,M,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+6641,3686,637,Lawrence,Ortega,1963-09-17,S,M,60000.0,3.0,2.0,Bachelors,Professional,0.0,2.0
+6642,3687,554,Casey,Raje,1963-12-14,M,F,60000.0,3.0,2.0,Bachelors,Professional,1.0,2.0
+6643,3688,529,Olivia,Price,1974-02-22,S,F,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+6644,3689,662,Tabitha,Carlson,1980-10-13,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6645,3690,459,Lloyd,Saunders,1980-11-26,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6646,3691,626,Drew,Rai,1980-01-21,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6647,3692,624,Derrick,Torres,1979-11-13,M,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6648,3693,638,Nichole,Sharma,1978-03-12,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6649,3694,564,Robert,Parker,1973-02-25,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+6650,3695,567,Haley,Parker,1973-03-28,S,F,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+6651,3696,595,Russell,Andersen,1972-09-19,S,M,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6652,3697,635,Shawn,Anand,1972-05-10,S,M,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6653,3698,506,Nelson,Jimenez,1972-02-10,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6654,3699,483,Diane,Navarro,1973-10-13,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6655,3700,765,Gerald,Munoz,1973-10-18,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6656,3701,485,Edward,Edwards,1973-11-21,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+6657,3702,616,Maurizio,Macagno,1972-03-21,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6658,3703,447,Curtis,Zimmerman,1972-12-07,M,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+6659,3704,586,Clifford,Srini,1972-06-02,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+6660,3705,539,Kara,Andersen,1971-07-21,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6661,3706,497,Riley,Wood,1972-01-15,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+6662,3707,506,Kate,Jai,1972-05-26,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+6663,3708,586,Tonya,Raje,1971-10-27,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6664,3709,529,Evelyn,Kapoor,1971-04-05,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6665,3710,542,Ian,Martin,1971-03-14,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+6666,3711,662,Lisa,Ma,1971-02-24,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+6667,3712,674,Deborah,Xu,1971-11-01,S,F,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+6668,3713,506,Eugene,Liu,1971-11-22,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+6669,3714,521,Jon,Ye,1970-07-08,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+6670,3715,672,Meghan,Diaz,1970-08-11,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+6671,3716,513,Erik,Munoz,1970-11-20,M,M,40000.0,2.0,2.0,Partial College,Clerical,0.0,0.0
+6672,3717,657,Shannon,Zhou,1971-06-01,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+6673,3718,702,Abigail,Rivera,1971-03-05,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+6674,3719,437,Gregory,Raji,1971-10-15,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+6675,3720,544,Ronnie,He,1970-04-08,M,M,40000.0,2.0,2.0,Partial College,Clerical,0.0,2.0
+6676,3721,588,Naomi,Dominguez,1970-07-04,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+6677,3722,537,Daniel,Jones,1974-07-16,S,M,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+6678,3723,442,Sharon,Carson,1974-12-27,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6679,3724,665,Andrew,Smith,1975-04-26,S,M,40000.0,4.0,4.0,Partial College,Clerical,1.0,0.0
+6680,3725,467,Dylan,Robinson,1966-07-12,M,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6681,3726,701,Evan,Morgan,1966-11-27,M,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6682,3727,508,Zachary,Yang,1966-07-03,S,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+6683,3728,660,Anna,Bryant,1966-07-06,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6684,3729,537,Elizabeth,Henderson,1966-05-22,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6685,3730,582,Gloria,Rubio,1966-07-08,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6686,3731,582,Jerry,Ferrier,1953-02-17,M,M,20000.0,2.0,0.0,High School,Manual,0.0,2.0
+6687,3732,445,Seth,Brown,1953-05-25,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6688,3733,522,Trinity,Cook,1953-11-24,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6689,3734,584,Clarence,Raji,1953-02-26,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6690,3735,620,Kevin,Edwards,1953-11-11,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6691,3736,523,Maria,Rogers,1953-10-10,M,F,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6692,3737,580,Jack,Roberts,1954-05-11,M,M,20000.0,3.0,0.0,Partial High School,Manual,0.0,2.0
+6693,3738,583,Dominic,Srini,1954-05-20,S,M,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+6694,3739,488,Ethan,Garcia,1954-03-15,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6695,3740,643,Charles,Gonzalez,1954-09-26,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6696,3741,645,Jenna,Scott,1954-03-23,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6697,3742,570,Emma,Cooper,1954-08-03,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6698,3743,505,Andrea,Howard,1955-07-19,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6699,3744,694,Nathan,Turner,1955-02-25,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6700,3745,597,Elijah,Yang,1955-08-26,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6701,3746,467,Luke,Hall,1955-03-21,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6702,3747,560,Courtney,Nelson,1955-04-05,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6703,3748,643,Aidan,Wood,1955-11-16,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6704,3749,494,Don,Roessler,1956-03-09,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6705,3750,443,Jose,Jenkins,1956-04-27,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6706,3751,670,Mary,Green,1956-11-05,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6707,3752,575,Gabrielle,Price,1956-05-08,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6708,3753,430,Seth,Turner,1957-11-11,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6709,3754,620,Austin,Foster,1957-09-27,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6710,3755,583,Grant,Pal,1957-11-17,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6711,3756,445,Robert,Davis,1957-11-21,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6712,3757,643,Charles,Reed,1957-05-15,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6713,3758,690,Elizabeth,Garcia,1957-01-02,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6714,3759,633,Victoria,Long,1958-05-26,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6715,3760,691,Madison,Davis,1958-03-12,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6716,3761,562,Zachary,Lewis,1958-12-12,M,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6717,3762,690,Morgan,Kelly,1958-09-25,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6718,3763,430,Adriana,Perez,1958-08-10,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6719,3764,580,George,Arun,1958-11-11,S,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6720,3765,667,Xavier,Scott,1959-09-03,S,M,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6721,3766,571,Kevin,Nelson,1959-02-16,M,M,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6722,3767,545,Curtis,Xu,1968-02-22,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+6723,3768,491,Stacy,Blanco,1968-08-18,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+6724,3769,542,Ian,Kelly,1924-06-20,M,M,10000.0,4.0,0.0,Partial College,Manual,0.0,2.0
+6725,3770,674,Jessica,Powell,1968-09-15,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6726,3771,426,Melvin,Andersen,1968-06-05,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6727,3772,506,Heidi,Vance,1968-08-23,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6728,3773,483,Stacy,Torres,1968-10-23,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6729,3774,702,Noah,Ross,1968-04-27,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6730,3775,590,Max,Ferrier,1968-03-17,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6731,3776,662,Bonnie,Xie,1968-11-15,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6732,3777,506,Ronald,Arthur,1968-01-25,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6733,3778,541,Kayla,Jenkins,1968-04-09,M,F,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6734,3779,498,Renee,Jimenez,1967-06-21,S,F,10000.0,3.0,3.0,Partial High School,Manual,1.0,1.0
+6735,3780,528,Henry,Fernandez,1967-03-12,S,M,10000.0,3.0,3.0,Partial High School,Manual,1.0,1.0
+6736,3781,539,Tabitha,Alonso,1967-08-03,S,F,10000.0,4.0,4.0,Partial High School,Manual,1.0,0.0
+6737,3782,696,Robert,Butler,1967-05-04,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,1.0
+6738,3783,674,Michael,Lewis,1967-10-17,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,1.0
+6739,3784,506,Cristina,Shan,1967-07-26,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,1.0
+6740,3785,525,Victor,Dominguez,1967-12-05,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+6741,3786,543,Gavin,Patterson,1967-03-11,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,1.0
+6742,3787,626,Tristan,Jenkins,1967-08-12,M,M,30000.0,1.0,1.0,Bachelors,Clerical,1.0,1.0
+6743,3788,588,Tabitha,Smith,1966-06-20,S,F,20000.0,1.0,1.0,High School,Manual,0.0,1.0
+6744,3789,529,Gerald,Rana,1966-12-19,S,M,20000.0,1.0,1.0,High School,Manual,0.0,1.0
+6745,3790,515,Rosa,Zhang,1966-10-03,S,F,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+6746,3791,503,Terry,Tang,1967-02-09,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6747,3792,529,Ashlee,Deng,1967-05-02,M,F,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6748,3793,449,Jerome,Rubio,1967-08-16,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6749,3794,506,Clayton,Nath,1967-06-21,S,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6750,3795,525,Gilbert,Becker,1967-08-13,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6751,3796,747,Crystal,Gao,1966-03-06,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+6752,3797,529,Michael,Miller,1965-01-08,S,M,10000.0,4.0,3.0,Partial High School,Manual,1.0,2.0
+6753,3798,513,Steve,Gao,1965-01-08,S,M,10000.0,4.0,3.0,Partial High School,Manual,1.0,2.0
+6754,3799,622,Colleen,Nara,1965-08-18,S,F,10000.0,4.0,3.0,Partial High School,Manual,1.0,2.0
+6755,3800,659,Katie,Xu,1965-08-15,S,F,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+6756,3801,696,Abby,Arthur,1965-01-03,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+6757,3802,483,Riley,Simmons,1964-02-15,M,F,10000.0,3.0,2.0,Partial High School,Manual,0.0,2.0
+6758,3803,503,Audrey,Moreno,1964-09-19,S,F,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+6759,3804,662,Stacy,Martin,1964-06-07,S,F,20000.0,3.0,3.0,High School,Manual,1.0,1.0
+6760,3805,486,Martha,Zhou,1963-04-07,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+6761,3806,521,Kari,Garcia,1963-06-22,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+6762,3807,506,Damien,Jai,1963-05-07,S,M,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+6763,3808,503,Brenda,Martinez,1963-02-05,S,F,10000.0,4.0,2.0,Partial High School,Manual,1.0,2.0
+6764,3809,506,Cynthia,Prasad,1963-09-20,S,F,10000.0,4.0,2.0,Partial High School,Manual,1.0,2.0
+6765,3810,486,Max,Suarez,1963-04-07,S,M,20000.0,3.0,3.0,High School,Manual,1.0,2.0
+6766,3811,529,Russell,Anand,1966-11-26,M,M,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+6767,3812,649,Molly,Sanchez,1966-08-22,M,F,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+6768,3813,485,Hunter,Henderson,1966-05-17,M,M,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+6769,3814,650,Madison,Hayes,1963-05-02,S,F,20000.0,4.0,4.0,High School,Manual,1.0,1.0
+6770,3815,449,Christine,Jai,1963-07-22,S,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+6771,3816,608,Isabella,Gonzales,1965-12-18,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6772,3817,497,Katherine,Lewis,1965-10-24,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6773,3818,501,Anna,Washington,1965-09-16,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6774,3819,615,Diane,Ruiz,1964-05-26,S,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6775,3820,623,Dana,Ruiz,1964-06-09,M,F,30000.0,2.0,2.0,Partial College,Clerical,0.0,2.0
+6776,3821,506,Drew,Bhat,1964-09-03,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6777,3822,698,Maurice,Raje,1964-04-08,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6778,3823,474,Jessica,Martin,1963-09-25,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+6779,3824,474,Nelson,Harrison,1963-12-28,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+6780,3825,626,Miguel,Baker,1963-11-17,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+6781,3826,515,Rebekah,Alonso,1977-03-03,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6782,3827,476,Stefanie,Lopez,1979-08-17,M,F,20000.0,4.0,4.0,High School,Manual,0.0,2.0
+6783,3828,683,Ernest,Xu,1979-04-04,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+6784,3829,555,Hector,Muñoz,1979-09-09,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+6785,3830,503,Gina,Vazquez,1978-01-15,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6786,3831,542,Isabella,Ward,1963-08-13,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6787,3832,587,Gilbert,Xie,1963-02-06,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6788,3833,588,Barry,Rana,1963-11-05,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6789,3834,497,Riley,Hayes,1962-06-13,S,F,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6790,3835,641,Ebony,Jimenez,1978-03-10,S,F,30000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+6791,3836,674,Melody,Saunders,1978-09-02,S,F,30000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+6792,3837,585,Peter,Chander,1978-04-06,M,M,30000.0,4.0,4.0,Partial College,Clerical,0.0,2.0
+6793,3838,482,Dennis,Li,1977-07-17,S,M,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+6794,3839,640,Darren,Alvarez,1977-07-26,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6795,3840,485,Natasha,Sanz,1977-05-18,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6796,3841,576,Autumn,Zhu,1977-10-23,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6797,3842,517,Franklin,Pal,1911-12-07,M,M,20000.0,2.0,0.0,Partial High School,Manual,1.0,1.0
+6798,3843,626,Meagan,Kim,1975-08-10,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6799,3844,501,Lee,Vazquez,1975-07-07,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6800,3845,483,Blake,Miller,1975-03-01,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,1.0
+6801,3846,545,Chelsea,Sai,1974-08-17,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6802,3847,659,Kelsey,Chande,1974-11-13,S,F,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+6803,3848,565,Vadim,Sazanovich,1974-03-12,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6804,3849,624,George,Louverdis,1975-09-10,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6805,3850,590,Dwayne,Martin,1975-10-12,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6806,3851,544,Audrey,Vazquez,1973-03-26,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6807,3852,681,Karla,Tang,1973-02-02,S,F,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+6808,3853,502,Adam,Gonzalez,1978-11-13,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6809,3854,531,Derrick,Diaz,1948-02-13,M,M,20000.0,2.0,1.0,High School,Skilled Manual,1.0,2.0
+6810,3855,697,Nancy,Fernandez,1948-11-12,S,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+6811,3856,596,Deanna,Weber,1948-12-24,S,F,30000.0,3.0,0.0,Partial College,Clerical,1.0,2.0
+6812,3857,580,Kari,Carlson,1977-08-04,S,F,40000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+6813,3858,692,Diane,Serrano,1949-01-27,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+6814,3859,473,Louis,Zhu,1951-06-21,M,M,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+6815,3860,648,Jarrod,Weber,1952-03-05,M,M,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+6816,3861,628,Arturo,Chande,1952-06-17,M,M,40000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6817,3862,587,Misty,Deng,1971-04-10,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+6818,3863,501,Spencer,Jenkins,1971-08-21,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6819,3864,698,Dana,Carlson,1971-10-23,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6820,3865,574,Desiree,Carlson,1971-06-25,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6821,3866,698,Austin,Coleman,1970-07-15,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6822,3867,696,Hailey,Peterson,1970-10-21,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6823,3868,671,Lauren,Richardson,1975-07-08,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+6824,3869,570,Ariana,Morgan,1975-08-20,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+6825,3870,703,Jennifer,Bryant,1975-08-26,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+6826,3871,582,Brandi,Ortega,1974-01-11,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6827,3872,499,Timothy,Hill,1974-04-11,S,M,40000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6828,3873,686,Fernando,Clark,1974-02-27,M,M,30000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6829,3874,505,Fernando,Long,1974-02-10,M,M,30000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6830,3875,467,Nicole,Sanchez,1975-08-27,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6831,3876,511,Alyssa,Foster,1975-12-28,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6832,3877,443,Nathan,Anderson,1931-03-09,M,M,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,1.0
+6833,3878,695,Steven,Brooks,1966-07-14,S,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+6834,3879,522,Marcus,Murphy,1966-03-03,M,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+6835,3880,584,Andrea,Richardson,1966-11-26,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6836,3881,552,Jessica,Ross,1953-04-10,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6837,3882,442,Eric,Griffin,1953-11-10,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6838,3883,584,Kathryn,Nara,1953-10-21,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6839,3884,502,Gabrielle,Barnes,1953-03-23,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6840,3885,610,Kristi,Torres,1953-04-05,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6841,3886,701,Judith,White,1954-02-08,M,F,20000.0,3.0,0.0,Partial High School,Manual,0.0,2.0
+6842,3887,701,Sydney,Powell,1954-06-08,S,F,20000.0,3.0,0.0,Partial High School,Manual,1.0,2.0
+6843,3888,694,Lauren,Wilson,1954-03-03,M,F,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+6844,3889,575,Jasmine,Russell,1954-11-19,M,F,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+6845,3890,445,Drew,Kumar,1954-10-09,M,M,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+6846,3891,475,Wyatt,Adams,1954-07-26,M,M,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+6847,3892,538,Kyle,Hayes,1954-05-10,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6848,3893,527,Savannah,Sanders,1955-02-05,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6849,3894,467,Gabrielle,Diaz,1955-02-08,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6850,3895,644,James,Baker,1955-11-19,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6851,3896,560,Connor,Hernandez,1955-10-07,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6852,3897,502,Alexia,Flores,1955-05-11,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6853,3898,467,Hunter,Moore,1956-07-03,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6854,3899,507,Katelyn,Edwards,1956-04-03,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6855,3900,445,Rodney,Dominguez,1956-09-25,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6856,3901,571,Rachel,Lewis,1956-10-24,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6857,3902,516,Katherine,Richardson,1956-07-23,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6858,3903,582,Arianna,Diaz,1956-09-24,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6859,3904,690,Amanda,Morgan,1956-03-04,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6860,3905,695,Spencer,Powell,1956-05-02,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6861,3906,597,Ricardo,Shen,1956-04-02,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6862,3907,490,Robert,Washington,1956-11-16,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6863,3908,470,Sheena,Anand,1956-03-04,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6864,3909,442,Morgan,Mitchell,1956-07-09,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6865,3910,620,Benjamin,Bryant,1956-09-22,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6866,3911,682,Caitlin,Murphy,1957-11-24,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6867,3912,571,Shelby,Watson,1957-02-19,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6868,3913,690,Emma,Taylor,1957-08-21,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6869,3914,527,Chloe,Roberts,1957-10-18,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6870,3915,445,Arianna,Gray,1957-08-18,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6871,3916,573,Katherine,Howard,1957-10-11,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+6872,3917,694,Paige,Washington,1958-09-17,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6873,3918,537,Adrian,Morgan,1958-01-22,M,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6874,3919,495,Mariah,Howard,1958-11-06,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6875,3920,470,Erik,Torres,1958-10-26,M,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6876,3921,552,Jason,Hill,1959-05-24,M,M,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+6877,3922,690,Sara,Watson,1959-09-24,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+6878,3923,559,Paige,Perry,1959-09-14,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+6879,3924,650,Andy,Blanco,1968-02-02,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+6880,3925,529,Cynthia,Sai,1968-12-17,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+6881,3926,624,Ashley,Hughes,1968-10-28,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6882,3927,545,Juan,Rogers,1968-03-21,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6883,3928,586,Chelsea,Martinez,1968-09-26,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6884,3929,506,Roy,Patel,1968-03-21,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+6885,3930,574,Peter,Anand,1968-10-03,M,M,30000.0,1.0,1.0,Bachelors,Clerical,1.0,0.0
+6886,3931,435,Cindy,Sara,1968-07-01,S,F,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+6887,3932,529,Andres,Pal,1968-11-02,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+6888,3933,529,Pedro,Fernandez,1967-04-21,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+6889,3934,635,Ronald,Patel,1967-01-18,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+6890,3935,506,Jermaine,Sai,1967-03-24,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+6891,3936,640,Rafael,Liang,1967-06-11,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+6892,3937,700,Bryan,Sanchez,1967-02-20,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,1.0
+6893,3938,576,Brendan,Xu,1966-11-23,S,M,10000.0,4.0,4.0,Partial High School,Manual,1.0,1.0
+6894,3939,506,Mallory,Sanz,1966-06-16,S,F,20000.0,1.0,1.0,High School,Manual,0.0,1.0
+6895,3940,635,Cory,Kapoor,1967-04-18,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6896,3941,674,Carmen,Rana,1967-02-23,M,F,40000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+6897,3942,666,Emma,Patterson,1966-07-27,S,F,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+6898,3943,621,Whitney,Madan,1966-02-13,S,F,30000.0,1.0,1.0,Bachelors,Clerical,0.0,1.0
+6899,3944,555,Lindsay,Pal,1966-08-12,M,F,30000.0,1.0,1.0,Bachelors,Clerical,1.0,1.0
+6900,3945,476,Sebastian,Watson,1965-08-10,S,M,10000.0,5.0,3.0,Partial High School,Manual,1.0,2.0
+6901,3946,474,Samantha,Lewis,1965-12-08,S,F,10000.0,5.0,3.0,Partial High School,Manual,1.0,2.0
+6902,3947,529,Frederick,Vance,1965-09-04,S,M,20000.0,2.0,2.0,High School,Manual,1.0,1.0
+6903,3948,447,Alejandro,Chen,1965-01-11,S,M,20000.0,2.0,2.0,High School,Manual,1.0,1.0
+6904,3949,529,Damien,Lal,1965-04-11,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+6905,3950,449,Steve,Wu,1965-04-14,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+6906,3951,541,Maria,Hernandez,1964-08-27,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+6907,3952,513,Katie,Rai,1964-09-26,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+6908,3953,483,Holly,Srini,1964-11-22,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+6909,3954,481,Adrienne,Gill,1963-06-14,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+6910,3955,529,Denise,Perez,1963-03-25,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+6911,3956,525,Jorge,Xu,1963-03-03,M,M,20000.0,3.0,3.0,High School,Manual,0.0,1.0
+6912,3957,662,Krista,Romero,1963-04-11,S,F,20000.0,4.0,4.0,High School,Manual,1.0,0.0
+6913,3958,529,Lacey,Shan,1963-06-01,S,F,20000.0,4.0,4.0,High School,Manual,1.0,1.0
+6914,3959,498,Clayton,Liang,1966-10-06,M,M,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+6915,3960,650,Ross,Patel,1963-01-15,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+6916,3961,615,Leonard,Pal,1965-11-15,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+6917,3962,765,Jaclyn,Yang,1965-04-16,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6918,3963,517,Justin,Jai,1965-10-13,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6919,3964,587,Sydney,Perry,1965-03-23,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6920,3965,525,Damien,Shen,1965-06-03,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6921,3966,544,Edwin,Zhou,1964-07-09,M,M,30000.0,2.0,2.0,Partial College,Clerical,0.0,2.0
+6922,3967,544,Derrick,Vazquez,1964-05-05,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6923,3968,586,Bridget,Xu,1964-05-15,S,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+6924,3969,506,Troy,Patel,1964-07-06,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6925,3970,623,Julio,Vazquez,1963-04-06,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+6926,3971,654,Bruce,Chandra,1977-03-02,M,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6927,3972,672,Susan,Zhu,1979-01-24,M,F,20000.0,4.0,4.0,High School,Manual,0.0,2.0
+6928,3973,517,Cristina,Deng,1979-10-05,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+6929,3974,542,Alicia,Jai,1979-07-22,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+6930,3975,506,K.,Saravan,1979-07-02,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6931,3976,587,Dalton,Scott,1963-07-03,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+6932,3977,672,Randy,Hu,1962-06-11,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+6933,3978,529,Stacy,Carlson,1978-02-18,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+6934,3979,765,Jamie,Ortega,1978-04-01,S,M,30000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+6935,3980,765,Rodney,Serrano,1978-03-07,S,M,30000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+6936,3981,556,Michele,Garcia,1978-09-03,S,F,30000.0,4.0,4.0,Partial College,Clerical,1.0,2.0
+6937,3982,506,April,Raji,1978-03-08,S,F,30000.0,4.0,4.0,Partial College,Clerical,1.0,3.0
+6938,3983,525,Kayla,Hughes,1978-10-08,M,F,30000.0,4.0,4.0,Partial College,Clerical,0.0,3.0
+6939,3984,651,Juan,Sanz,1978-08-24,S,M,30000.0,4.0,4.0,Partial College,Clerical,1.0,3.0
+6940,3985,572,Regina,Vance,1978-11-13,S,F,30000.0,5.0,5.0,Partial College,Clerical,1.0,1.0
+6941,3986,435,Jaclyn,Zhu,1977-05-27,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6942,3987,567,Richard,Martinez,1976-08-05,M,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6943,3988,540,Misty,Nara,1976-12-03,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6944,3989,506,Mandy,Lu,1975-01-24,M,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+6945,3990,661,Shawna,She,1976-06-23,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+6946,3991,649,Nelson,Ramos,1976-01-26,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6947,3992,567,Edwin,Zhao,1976-02-26,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6948,3993,423,Dale,Andersen,1912-08-14,M,M,20000.0,2.0,0.0,Partial High School,Manual,1.0,1.0
+6949,3994,447,Sean,Morgan,1975-06-11,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,1.0
+6950,3995,700,Seth,King,1975-12-27,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,1.0
+6951,3996,529,Stefanie,Malhotra,1974-05-09,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6952,3997,586,Ross,Gill,1975-10-14,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6953,3998,696,Angel,Cooper,1975-06-05,M,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+6954,3999,700,Robert,Rodriguez,1974-04-16,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6955,4000,666,Arianna,Morris,1973-05-06,S,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+6956,4001,556,Kelli,Zhou,1973-05-22,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6957,4002,586,Autumn,Lu,1973-03-03,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6958,4003,616,Jenny,Lin,1973-04-06,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6959,4004,528,Dennis,Yang,1973-09-21,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+6960,4005,592,Suzanne,Hu,1973-12-05,S,F,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+6961,4006,652,Adrian,Cooper,1978-09-20,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6962,4007,570,Grace,Jackson,1978-11-21,M,F,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6963,4008,467,Jaime,Rubio,1977-08-21,S,F,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6964,4009,571,Blake,Parker,1977-11-27,M,M,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6965,4010,677,Chloe,Patterson,1977-06-10,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6966,4011,584,Cory,Suri,1977-09-12,M,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6967,4012,475,Amber,Mitchell,1977-11-13,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6968,4013,507,Emma,Hughes,1976-09-03,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6969,4014,494,Julia,Campbell,1976-11-13,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6970,4015,706,Warren,Liu,1949-07-19,M,M,30000.0,3.0,0.0,Partial College,Clerical,0.0,2.0
+6971,4016,699,Randy,Liu,1950-05-06,M,M,30000.0,3.0,0.0,Partial College,Clerical,0.0,2.0
+6972,4017,430,Daniel,Clark,1980-02-13,S,M,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+6973,4018,653,Amanda,Ramirez,1980-10-22,S,F,20000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+6974,4019,699,Felicia,Martin,1951-10-24,M,F,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+6975,4020,468,Mary,Ramos,1951-03-28,S,F,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+6976,4021,478,Christy,Ma,1951-10-24,M,F,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+6977,4022,634,Lucas,Moore,1951-04-12,M,M,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+6978,4023,554,Latasha,Gutierrez,1951-11-16,M,F,40000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+6979,4024,551,Juan,Watson,1979-07-03,M,M,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6980,4025,425,Nathan,Jones,1952-11-13,M,M,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+6981,4026,510,Kristi,Subram,1952-07-18,S,F,40000.0,2.0,0.0,Partial College,Clerical,1.0,2.0
+6982,4027,599,Felicia,Diaz,1952-07-09,S,F,40000.0,2.0,0.0,Partial College,Clerical,1.0,2.0
+6983,4028,425,Tommy,Jai,1953-10-19,M,M,40000.0,3.0,0.0,Partial College,Skilled Manual,1.0,2.0
+6984,4029,568,Tabitha,Alvarez,1980-03-10,S,F,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+6985,4030,706,Alejandro,Ye,1979-06-04,S,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+6986,4031,656,Jeffery,Zheng,1980-07-12,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6987,4032,655,Darryl,Lin,1977-02-27,M,M,10000.0,0.0,0.0,High School,Manual,1.0,1.0
+6988,4033,706,Meredith,Suarez,1976-06-11,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+6989,4034,519,Dana,Moreno,1976-07-02,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+6990,4035,697,Hector,Suarez,1979-08-26,S,M,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+6991,4036,492,Jay,Mehta,1979-02-11,S,M,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+6992,4037,549,Derek,She,1979-08-23,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6993,4038,679,Jaime,Raji,1979-08-23,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6994,4039,512,Cedric,Yang,1978-07-12,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+6995,4040,493,Michele,Xie,1977-04-05,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+6996,4041,628,George,Lopez,1977-06-10,M,M,10000.0,1.0,1.0,High School,Manual,1.0,0.0
+6997,4042,637,Michele,Goel,1977-09-08,M,F,10000.0,1.0,1.0,High School,Manual,1.0,0.0
+6998,4043,468,Bryant,Perez,1977-01-21,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,0.0
+6999,4044,656,Joel,Gonzalez,1977-05-10,S,M,20000.0,0.0,0.0,Partial College,Manual,1.0,0.0
+7000,4045,692,Valerie,Hu,1977-08-10,S,F,20000.0,0.0,0.0,Partial College,Manual,1.0,0.0
+7001,4046,548,Tasha,Luo,1943-04-20,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+7002,4047,565,Casey,Tang,1943-11-18,M,F,40000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7003,4048,506,Meghan,Vazquez,1961-08-11,M,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7004,4049,567,Bonnie,Yuan,1961-06-19,M,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7005,4050,437,Frank,Dominguez,1960-03-24,S,M,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+7006,4051,674,Joshua,Miller,1960-12-10,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+7007,4052,585,Harold,McDonald,1960-05-23,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+7008,4053,506,Kari,Moreno,1960-05-05,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+7009,4054,700,Kurt,Andersen,1959-11-09,S,M,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+7010,4055,765,Roger,Anand,1959-02-14,S,M,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7011,4056,542,Patrick,Torres,1959-07-22,M,M,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7012,4057,506,Jaime,Suarez,1959-04-02,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7013,4058,506,Regina,Chandra,1959-06-27,S,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7014,4059,704,Julio,Suarez,1959-11-27,M,M,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7015,4060,574,Lisa,Zhu,1959-09-14,M,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7016,4061,528,Max,Vazquez,1958-12-24,S,M,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7017,4062,700,Margaret,Ma,1960-05-28,M,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7018,4063,673,Jaime,Alonso,1960-09-22,S,F,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7019,4064,437,Kari,Malhotra,1960-06-19,M,F,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+7020,4065,529,Erik,Rubio,1960-08-03,M,M,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+7021,4066,586,Alejandro,Gao,1970-05-15,S,M,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+7022,4067,528,Diana,Munoz,1970-03-05,M,F,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+7023,4068,564,Dana,Alvarez,1970-02-05,S,F,10000.0,2.0,2.0,High School,Manual,1.0,0.0
+7024,4069,674,Jessica,Barnes,1970-02-17,S,F,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7025,4070,569,Noah,Lal,1970-03-23,S,M,20000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+7026,4071,529,Alfredo,Navarro,1969-04-09,S,M,10000.0,2.0,2.0,High School,Manual,1.0,0.0
+7027,4072,650,Krista,Gutierrez,1970-12-17,S,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7028,4073,700,Whitney,Subram,1970-07-04,S,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7029,4074,586,Tasha,Chander,1970-05-07,M,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7030,4075,517,Elizabeth,Perry,1920-02-26,M,F,10000.0,3.0,0.0,Bachelors,Clerical,0.0,2.0
+7031,4076,481,Alexa,Kelly,1920-09-15,M,F,10000.0,3.0,0.0,Bachelors,Clerical,0.0,2.0
+7032,4077,569,Sheila,Ramos,1969-06-20,M,F,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7033,4078,576,Dominique,Lopez,1969-05-16,M,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7034,4079,485,Jacob,Wilson,1969-08-10,S,M,30000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+7035,4080,545,Jose,Martin,1969-06-04,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7036,4081,765,Evelyn,Chandra,1969-11-09,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7037,4082,506,Daisy,Munoz,1969-12-20,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7038,4083,702,Kelvin,Lal,1969-06-13,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7039,4084,532,Teresa,Gutierrez,1969-07-05,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7040,4085,641,Adrienne,Serrano,1969-09-20,S,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7041,4086,661,Kristin,Jai,1969-07-02,S,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7042,4087,700,Latasha,Dominguez,1969-02-19,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7043,4088,588,Robin,Sanz,1969-05-04,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7044,4089,486,Colleen,Cai,1969-03-09,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7045,4090,651,Martin,Prasad,1969-11-02,M,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7046,4091,437,Troy,Mehta,1953-06-24,S,M,10000.0,2.0,1.0,High School,Manual,1.0,2.0
+7047,4092,482,Jermaine,Madan,1968-03-20,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+7048,4093,696,Adrian,Morris,1954-08-18,M,M,80000.0,3.0,2.0,Partial College,Professional,1.0,1.0
+7049,4094,529,Johnny,Moyer,1944-02-17,M,M,70000.0,5.0,1.0,High School,Professional,1.0,2.0
+7050,4095,529,Wendy,Ortega,1944-03-19,M,F,70000.0,5.0,1.0,High School,Professional,1.0,2.0
+7051,4096,503,Jodi,Shan,1945-01-05,M,F,70000.0,5.0,1.0,High School,Professional,0.0,2.0
+7052,4097,595,Gary,Schare,1945-07-17,M,M,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7053,4098,497,Morgan,Bennett,1945-04-23,M,F,110000.0,3.0,4.0,Bachelors,Management,1.0,4.0
+7054,4099,459,Diana,Sanz,1946-02-28,S,F,80000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+7055,4100,622,Alvin,Ma,1946-06-09,S,M,80000.0,5.0,0.0,Partial College,Professional,1.0,2.0
+7056,4101,517,Brenda,Chandra,1946-11-23,M,F,110000.0,3.0,4.0,Bachelors,Management,0.0,4.0
+7057,4102,569,Shawn,Shan,1946-10-17,S,M,120000.0,4.0,5.0,Bachelors,Management,1.0,1.0
+7058,4103,501,Allen,Malhotra,1946-08-14,M,M,130000.0,4.0,4.0,Partial College,Professional,1.0,4.0
+7059,4104,698,Jonathan,Lopez,1953-03-08,M,M,80000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7060,4105,700,Ashley,Thompson,1953-02-04,M,F,80000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7061,4106,586,Tina,Rana,1954-10-09,M,F,100000.0,3.0,4.0,High School,Professional,1.0,3.0
+7062,4107,532,Shannon,Navarro,1954-11-07,M,M,170000.0,3.0,4.0,High School,Professional,1.0,4.0
+7063,4108,592,Roy,Saunders,1953-07-20,M,M,90000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7064,4109,506,Colleen,Gao,1953-07-06,M,F,130000.0,4.0,5.0,Partial College,Professional,1.0,2.0
+7065,4110,557,Meghan,Carlson,1952-06-10,M,F,80000.0,4.0,1.0,High School,Professional,1.0,2.0
+7066,4111,662,Janelle,Prasad,1952-02-26,M,F,100000.0,3.0,4.0,Partial College,Professional,1.0,4.0
+7067,4112,529,Leah,Huang,1951-09-09,M,F,80000.0,4.0,1.0,High School,Professional,1.0,3.0
+7068,4113,529,Alicia,Luo,1951-11-18,M,F,80000.0,4.0,1.0,High School,Professional,1.0,3.0
+7069,4114,474,Robert,Smith,1951-06-04,M,M,80000.0,5.0,2.0,High School,Professional,1.0,2.0
+7070,4115,555,Erika,Munoz,1951-10-27,M,F,110000.0,4.0,5.0,Partial College,Professional,1.0,2.0
+7071,4116,624,Christian,Patterson,1950-06-13,S,M,90000.0,4.0,1.0,High School,Management,1.0,3.0
+7072,4117,641,Mackenzie,Ramirez,1950-04-26,M,F,100000.0,3.0,4.0,Partial College,Management,0.0,4.0
+7073,4118,747,Dana,Dominguez,1949-05-14,M,F,100000.0,3.0,4.0,Partial College,Management,1.0,4.0
+7074,4119,698,Nelson,Ortega,1949-07-09,M,M,170000.0,5.0,5.0,High School,Management,1.0,4.0
+7075,4120,506,Johnny,Tang,1947-10-07,M,M,120000.0,5.0,5.0,Partial High School,Professional,1.0,4.0
+7076,4121,632,Erika,Suarez,1976-02-17,M,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+7077,4122,425,Brendan,Andersen,1976-06-17,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7078,4123,561,Abby,Raman,1976-12-11,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7079,4124,471,Sergio,Lopez,1975-09-26,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7080,4125,692,Wendy,Hernandez,1974-11-18,S,F,60000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+7081,4126,680,Cory,Martinez,1975-02-07,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7082,4127,493,Manuel,Sanchez,1975-02-21,S,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7083,4128,646,Wesley,Yang,1975-02-14,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+7084,4129,680,Angelica,Barnes,1974-05-22,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+7085,4130,492,Jennifer,Patterson,1973-10-06,M,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7086,4131,553,Roger,Ma,1973-09-14,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7087,4132,509,Lacey,Sun,1972-02-24,S,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7088,4133,679,Jenny,Pal,1973-03-22,M,F,100000.0,0.0,5.0,High School,Management,1.0,2.0
+7089,4134,596,Raul,Rai,1973-07-07,M,M,120000.0,5.0,5.0,Partial High School,Professional,1.0,4.0
+7090,4135,596,Meagan,Raman,1972-11-21,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7091,4136,558,Derek,Kumar,1972-02-15,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7092,4137,561,Emma,Johnson,1972-05-02,M,F,100000.0,0.0,5.0,High School,Management,0.0,3.0
+7093,4138,558,Luke,Foster,1972-08-13,M,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+7094,4139,558,Monique,Hernandez,1972-06-20,S,F,100000.0,0.0,5.0,High School,Management,1.0,3.0
+7095,4140,697,Colin,She,1971-05-02,M,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+7096,4141,558,Diane,Bradley,1971-09-06,S,F,80000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+7097,4142,553,Sandra,Zheng,1971-10-22,S,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+7098,4143,425,Karl,Nara,1972-05-12,M,M,130000.0,4.0,5.0,High School,Management,1.0,4.0
+7099,4144,553,Kelvin,Wang,1971-06-17,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+7100,4145,637,Deanna,Serrano,1971-04-04,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+7101,4146,632,Crystal,Lu,1971-07-19,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+7102,4147,646,Adriana,Sara,1971-06-12,M,F,100000.0,0.0,5.0,High School,Management,1.0,4.0
+7103,4148,561,Clarence,Chen,1971-03-16,M,M,100000.0,0.0,5.0,High School,Management,1.0,4.0
+7104,4149,561,James,West,1970-07-09,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+7105,4150,599,Natalie,Morgan,1970-08-27,M,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+7106,4151,679,Colleen,Shan,1970-05-24,M,F,110000.0,0.0,5.0,High School,Management,0.0,4.0
+7107,4152,648,Karl,Shen,1971-12-14,M,M,110000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+7108,4153,568,Meghan,Moreno,1971-06-15,M,F,110000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+7109,4154,468,Kristen,Li,1971-10-04,M,F,110000.0,0.0,5.0,Partial High School,Professional,0.0,4.0
+7110,4155,613,Joe,Hernandez,1971-09-07,M,M,130000.0,0.0,5.0,Partial High School,Management,1.0,4.0
+7111,4156,469,Jamie,Harrison,1941-09-08,M,F,70000.0,5.0,0.0,Graduate Degree,Management,1.0,2.0
+7112,4157,470,Dylan,Foster,1941-02-22,M,M,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7113,4158,665,Jordan,Gonzalez,1941-01-11,M,M,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7114,4159,653,Victoria,Moore,1941-06-13,M,F,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7115,4160,575,Eric,Washington,1941-08-15,M,M,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7116,4161,610,Candace,Van,1942-01-20,M,F,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7117,4162,527,Trinity,James,1942-08-16,S,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7118,4163,511,Kaitlyn,Barnes,1942-10-03,M,F,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7119,4164,575,Victoria,Murphy,1942-07-06,M,F,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7120,4165,658,Savannah,Collins,1943-11-26,M,F,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7121,4166,469,Carl,Anand,1943-07-12,M,M,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7122,4167,470,Nina,Goel,1943-09-11,M,F,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+7123,4168,479,Sara,Hernandez,1943-03-24,M,F,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+7124,4169,535,Xavier,Bell,1944-12-07,M,M,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7125,4170,425,Zachary,Miller,1953-04-05,M,M,40000.0,3.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7126,4171,554,Jermaine,Martinez,1954-10-21,M,M,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7127,4172,487,Destiny,Jones,1954-05-11,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7128,4173,562,Alexandra,Hill,1975-02-14,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7129,4174,620,Miguel,Henderson,1975-10-15,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7130,4175,445,Trinity,Rogers,1975-03-09,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7131,4176,598,Kristi,Malhotra,1973-11-25,S,F,70000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+7132,4177,467,Kristi,Ramos,1973-03-01,M,F,70000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+7133,4178,470,Jorge,Lu,1973-08-19,S,M,70000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+7134,4179,425,Drew,Tang,1955-07-19,M,M,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+7135,4180,478,Jay,Rubio,1956-01-07,S,M,70000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+7136,4181,596,Jillian,Suri,1956-01-23,S,F,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+7137,4182,531,Rosa,Huang,1956-08-06,S,F,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+7138,4183,493,Deanna,Srini,1956-08-26,S,F,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+7139,4184,628,Michele,Raji,1957-01-20,S,F,70000.0,2.0,0.0,High School,Professional,0.0,2.0
+7140,4185,637,Mathew,Hernandez,1958-04-27,S,M,130000.0,0.0,1.0,Graduate Degree,Management,1.0,1.0
+7141,4186,699,Jonathan,Evans,1958-08-10,M,M,130000.0,0.0,1.0,Graduate Degree,Management,1.0,1.0
+7142,4187,613,Leah,Yang,1958-07-21,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,2.0
+7143,4188,647,Benjamin,Brown,1973-11-03,S,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+7144,4189,508,Isaac,Watson,1974-03-10,S,M,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+7145,4190,537,Kayla,Russell,1974-08-15,M,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+7146,4191,445,Katherine,Watson,1974-08-19,S,F,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+7147,4192,610,Andres,Kumar,1974-08-19,S,M,60000.0,0.0,0.0,High School,Professional,0.0,2.0
+7148,4193,613,Tasha,Shan,1959-10-25,S,F,130000.0,0.0,1.0,Graduate Degree,Management,0.0,3.0
+7149,4194,469,Samuel,King,1966-03-18,S,M,120000.0,2.0,2.0,Bachelors,Management,1.0,3.0
+7150,4195,469,Erik,Suarez,1966-11-24,S,M,120000.0,2.0,2.0,Bachelors,Management,0.0,3.0
+7151,4196,470,Edwin,Huang,1966-09-07,S,M,120000.0,2.0,2.0,Bachelors,Management,1.0,3.0
+7152,4197,472,Isaiah,Reed,1966-06-26,S,M,120000.0,2.0,2.0,Bachelors,Management,1.0,4.0
+7153,4198,562,Elijah,Kumar,1957-09-19,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7154,4199,475,Lauren,Watson,1957-10-02,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7155,4200,584,Joe,Jordan,1957-03-11,M,M,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+7156,4201,445,Mindy,Simpson,1957-02-10,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+7157,4202,571,Miranda,Washington,1957-03-08,S,F,90000.0,2.0,0.0,Partial College,Professional,1.0,1.0
+7158,4203,631,Blake,Bryant,1957-10-26,M,M,90000.0,2.0,0.0,Partial College,Professional,1.0,1.0
+7159,4204,475,David,Lewis,1957-09-17,M,M,90000.0,2.0,0.0,Partial College,Professional,1.0,1.0
+7160,4205,509,Deanna,Gonzalez,1967-07-22,M,F,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+7161,4206,518,Shawna,Black,1967-12-22,S,F,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+7162,4207,531,Maurice,Andersen,1967-04-12,M,M,90000.0,4.0,4.0,Bachelors,Professional,0.0,0.0
+7163,4208,561,Josue,Diaz,1967-12-14,S,M,100000.0,0.0,0.0,Graduate Degree,Management,1.0,0.0
+7164,4209,646,Colleen,Luo,1962-10-05,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7165,4210,510,Frank,Romero,1962-07-20,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7166,4211,613,Kurt,Raje,1962-12-26,S,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7167,4212,613,Kenneth,Luo,1961-03-06,S,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7168,4213,634,Marcus,Henderson,1961-07-14,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7169,4214,493,Briana,Martin,1961-07-06,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7170,4215,599,Amanda,Jenkins,1966-11-16,S,F,100000.0,0.0,0.0,Graduate Degree,Management,0.0,1.0
+7171,4216,632,Alberto,Jiménez,1966-09-25,S,M,100000.0,0.0,0.0,Graduate Degree,Management,0.0,1.0
+7172,4217,471,Desiree,Gutierrez,1960-06-16,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7173,4218,656,Ethan,Jai,1960-02-19,S,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7174,4219,628,Willie,Johnsen,1965-09-06,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+7175,4220,628,Clayton,Chen,1965-02-22,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7176,4221,473,Micah,Liu,1964-09-10,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7177,4222,509,Troy,Arun,1964-03-11,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7178,4223,656,Cynthia,Patel,1964-09-15,M,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7179,4224,519,Ebony,Martin,1964-11-27,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+7180,4225,669,Pedro,Gutierrez,1964-02-09,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7181,4226,531,Yolanda,Bhat,1959-12-10,M,F,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7182,4227,646,Lori,Moreno,1963-11-05,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+7183,4228,518,Harold,Malhotra,1963-06-15,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+7184,4229,679,Jermaine,Raman,1963-11-02,M,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+7185,4230,613,Calvin,Rai,1962-09-01,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7186,4231,519,Jillian,Vance,1962-12-18,M,F,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+7187,4232,534,Alexia,Barnes,1962-04-10,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,0.0,2.0
+7188,4233,487,Omar,Ma,1961-07-18,S,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7189,4234,510,Tammy,Rodriguez,1961-03-10,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+7190,4235,553,Kathleen,Moreno,1958-07-25,S,F,100000.0,4.0,0.0,Bachelors,Management,1.0,1.0
+7191,4236,471,Kari,Lopez,1960-06-25,M,F,60000.0,3.0,2.0,Partial College,Skilled Manual,1.0,2.0
+7192,4237,487,Brandy,Kapoor,1960-05-07,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+7193,4238,669,Devon,Lal,1960-04-17,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,0.0,3.0
+7194,4239,473,Jonathon,Alonso,1956-10-16,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7195,4240,561,Sergio,Rodriguez,1956-09-07,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7196,4241,534,Monique,Navarro,1953-10-07,M,F,40000.0,2.0,0.0,Bachelors,Management,1.0,1.0
+7197,4242,512,Geoffrey,Madan,1953-05-27,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,1.0
+7198,4243,558,Neil,Suarez,1953-08-22,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,1.0
+7199,4244,500,Lauren,Harris,1976-06-02,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7200,4245,682,Alexis,Rodriguez,1976-06-05,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7201,4246,547,Eduardo,Ross,1976-05-28,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7202,4247,688,Kaitlyn,Watson,1976-04-07,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7203,4248,537,Catherine,Stewart,1975-11-11,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7204,4249,597,Richard,Harris,1976-12-28,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7205,4250,520,Abigail,Anderson,1980-02-12,S,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7206,4251,502,Jose,Scott,1980-11-13,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7207,4252,671,Noah,Hall,1980-02-22,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7208,4253,536,Jada,Murphy,1980-02-14,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7209,4254,697,Barry,Suri,1946-07-17,M,M,10000.0,5.0,0.0,High School,Skilled Manual,1.0,2.0
+7210,4255,617,Carla,Chapman,1980-02-24,M,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7211,4256,546,Evan,Collins,1978-06-04,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7212,4257,619,Dalton,Ramirez,1978-02-23,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7213,4258,442,Matthew,Anderson,1978-03-25,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7214,4259,577,Chloe,Reed,1978-05-07,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7215,4260,443,Franklin,Zhu,1977-10-04,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+7216,4261,610,Kathleen,Torres,1977-08-21,S,F,30000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+7217,4262,669,Carolyn,Torres,1939-12-21,M,F,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+7218,4263,468,Jan,Gonzalez,1940-05-20,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7219,4264,632,Paige,Coleman,1940-12-20,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7220,4265,487,Peter,Goel,1940-12-20,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7221,4266,519,Kristopher,Malhotra,1940-08-18,S,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7222,4267,558,Briana,Suarez,1941-04-10,M,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7223,4268,599,Kendra,Alvarez,1942-10-05,M,F,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+7224,4269,669,Shannon,Wu,1942-10-08,S,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,1.0
+7225,4270,627,Chloe,King,1976-05-20,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7226,4271,522,Ariana,Cox,1976-08-06,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7227,4272,693,Samuel,Yang,1976-06-03,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7228,4273,559,Kyle,Gonzales,1976-07-02,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7229,4274,505,Brandon,Alexander,1976-05-14,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7230,4275,652,Alexander,Johnson,1976-07-25,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7231,4276,547,Eric,Collins,1976-10-23,M,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7232,4277,625,Megan,Hall,1974-06-06,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7233,4278,652,Hailey,Griffin,1974-06-04,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7234,4279,546,Brandon,Russell,1974-09-03,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7235,4280,689,Hunter,Lee,1974-12-27,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7236,4281,546,Mya,Griffin,1968-06-13,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+7237,4282,584,Hunter,Anderson,1967-04-22,S,M,110000.0,0.0,1.0,Graduate Degree,Management,1.0,1.0
+7238,4283,688,Elizabeth,Thomas,1963-07-21,M,F,80000.0,4.0,3.0,Bachelors,Management,1.0,0.0
+7239,4284,467,Eugene,Li,1972-11-22,S,M,40000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7240,4285,469,Jay,Prasad,1972-03-13,S,M,40000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7241,4286,610,Olivia,Rodriguez,1972-02-11,S,F,40000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7242,4287,523,Thomas,Nelson,1973-10-01,M,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7243,4288,551,Stephanie,Baker,1973-04-23,S,F,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7244,4289,610,Logan,Perry,1973-03-28,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7245,4290,488,Katelyn,Gray,1972-02-14,M,F,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7246,4291,575,Edward,Thompson,1972-07-27,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7247,4292,682,Julia,Alexander,1971-10-23,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7248,4293,573,Megan,Bailey,1971-06-17,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7249,4294,644,Mason,Watson,1971-03-11,M,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7250,4295,678,Michael,Robinson,1971-08-09,M,M,60000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+7251,4296,430,Louis,Shan,1971-03-24,M,M,60000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+7252,4297,707,Chloe,Peterson,1971-06-13,M,F,60000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+7253,4298,479,Nicole,Bryant,1971-05-15,M,F,60000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+7254,4299,597,Joe,Chandra,1972-09-11,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+7255,4300,500,Charles,Lopez,1972-10-22,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+7256,4301,535,Seth,Butler,1972-11-09,M,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7257,4302,469,Amy,Guo,1972-02-19,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7258,4303,658,Brianna,Thomas,1972-07-12,S,F,70000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7259,4304,658,Haley,Patterson,1944-10-23,S,F,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7260,4305,490,Miranda,Powell,1944-11-23,M,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7261,4306,443,Jacquelyn,Ortega,1945-10-19,S,F,70000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+7262,4307,583,Victoria,Sanchez,1945-09-19,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7263,4308,653,Jennifer,Garcia,1945-04-25,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7264,4309,584,Christy,Lal,1945-04-11,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7265,4310,443,Dylan,Wilson,1945-08-02,M,M,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7266,4311,499,Amanda,Stewart,1945-11-18,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7267,4312,559,Brandon,Thompson,1945-07-21,M,M,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7268,4313,667,Alexandria,Gonzales,1945-07-15,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7269,4314,536,Garrett,Morris,1946-10-28,M,M,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7270,4315,691,Eduardo,Torres,1946-08-05,S,M,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+7271,4316,678,Katherine,Bennett,1946-10-17,M,F,70000.0,4.0,1.0,Bachelors,Management,0.0,1.0
+7272,4317,472,Alexis,Harris,1947-10-11,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+7273,4318,445,Rachel,Jenkins,1947-05-20,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+7274,4319,620,Grace,Watson,1947-09-21,M,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+7275,4320,470,Jade,Sanchez,1947-01-04,M,F,70000.0,4.0,1.0,Bachelors,Management,0.0,1.0
+7276,4321,677,Eduardo,Brooks,1947-04-19,M,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+7277,4322,631,Blake,Phillips,1947-05-04,M,M,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7278,4323,566,Evan,Green,1947-08-10,M,M,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7279,4324,695,Eduardo,Wilson,1948-03-23,M,M,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+7280,4325,605,Renee,Serrano,1948-05-21,M,F,40000.0,2.0,1.0,High School,Professional,0.0,2.0
+7281,4326,535,Elijah,Hayes,1948-05-20,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+7282,4327,610,Todd,Zheng,1948-09-17,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7283,4328,619,Paula,Hernandez,1948-12-16,S,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+7284,4329,688,Fernando,Jackson,1948-11-22,M,M,70000.0,4.0,1.0,Bachelors,Management,1.0,2.0
+7285,4330,552,Brianna,Cox,1948-10-19,S,F,70000.0,4.0,1.0,Bachelors,Management,1.0,2.0
+7286,4331,442,Catherine,Richardson,1949-08-25,S,F,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+7287,4332,644,Jacob,Taylor,1949-08-26,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7288,4333,693,Jason,Sharma,1949-04-08,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7289,4334,443,Marie,Diaz,1949-11-05,M,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+7290,4335,682,Sydney,Williams,1950-05-04,S,F,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+7291,4336,677,Emily,Patterson,1950-02-03,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7292,4337,445,Marco,Garcia,1950-09-21,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+7293,4338,610,Rachel,Gonzales,1950-05-28,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+7294,4339,614,Marie,Navarro,1950-07-01,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+7295,4340,631,Noah,Zhang,1950-07-01,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+7296,4341,446,Brittany,Barnes,1951-05-07,M,F,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,3.0
+7297,4342,470,Lacey,Deng,1951-11-12,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7298,4343,470,Ashlee,Raji,1951-04-21,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7299,4344,645,Carson,Barnes,1951-09-07,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7300,4345,527,Luke,Russell,1951-03-08,M,M,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+7301,4346,690,Ashley,Perry,1951-05-16,M,F,70000.0,4.0,2.0,Partial College,Professional,0.0,2.0
+7302,4347,547,Charles,Rodriguez,1951-03-14,S,M,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7303,4348,582,Deanna,Alonso,1952-06-27,M,F,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+7304,4349,559,Greg,Carter,1952-11-19,S,M,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7305,4350,560,Stephanie,Gonzalez,1952-11-10,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7306,4351,442,Kathleen,Serrano,1952-09-02,M,F,70000.0,4.0,2.0,Partial College,Professional,0.0,2.0
+7307,4352,597,Steve,Lu,1952-04-14,M,M,70000.0,5.0,2.0,Partial College,Professional,1.0,2.0
+7308,4353,533,Raymond,Martinez,1958-07-20,S,M,130000.0,2.0,3.0,Bachelors,Management,0.0,4.0
+7309,4354,704,Michele,Xu,1958-07-03,S,F,160000.0,2.0,3.0,Partial College,Professional,0.0,4.0
+7310,4355,567,Corey,Kumar,1957-02-07,M,M,170000.0,3.0,3.0,Bachelors,Management,1.0,3.0
+7311,4356,624,Janelle,Martinez,1956-01-18,M,F,100000.0,2.0,3.0,Partial College,Professional,1.0,4.0
+7312,4357,483,Dawn,Jai,1955-04-19,M,F,120000.0,3.0,4.0,Partial High School,Professional,1.0,4.0
+7313,4358,491,Craig,Navarro,1955-10-22,M,M,120000.0,2.0,4.0,Partial High School,Professional,1.0,4.0
+7314,4359,520,Danielle,Sanders,1932-03-25,S,F,90000.0,3.0,0.0,Graduate Degree,Management,1.0,1.0
+7315,4360,479,Logan,Yang,1933-04-07,M,M,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7316,4361,443,Ryan,Martin,1933-06-22,M,M,110000.0,1.0,2.0,Graduate Degree,Management,1.0,1.0
+7317,4362,691,Thomas,Gonzales,1933-05-18,S,M,160000.0,0.0,0.0,Graduate Degree,Management,0.0,4.0
+7318,4363,695,Jennifer,Adams,1965-12-06,M,F,90000.0,4.0,4.0,Partial College,Professional,1.0,3.0
+7319,4364,550,Justin,Yang,1965-02-26,M,M,90000.0,4.0,4.0,Partial College,Professional,1.0,3.0
+7320,4365,580,Aidan,Bryant,1965-02-21,S,M,90000.0,5.0,5.0,Partial College,Professional,1.0,3.0
+7321,4366,633,Victoria,Gray,1965-10-24,M,F,120000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+7322,4367,505,Alyssa,Coleman,1965-12-22,M,F,130000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+7323,4368,536,Alyssa,White,1964-01-05,S,F,90000.0,0.0,0.0,Partial College,Professional,0.0,1.0
+7324,4369,430,Brandi,Martin,1964-02-08,M,F,110000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+7325,4370,597,Connor,Perez,1956-02-21,M,M,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+7326,4371,500,Jessica,Butler,1956-07-03,M,F,70000.0,4.0,3.0,Partial College,Professional,0.0,0.0
+7327,4372,566,Cameron,Bryant,1956-03-04,M,M,80000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+7328,4373,442,Miguel,Alexander,1956-07-19,M,M,80000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+7329,4374,627,Kaitlyn,Jones,1934-04-19,M,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+7330,4375,445,Donna,Kumar,1934-10-12,M,F,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7331,4376,469,Alisha,Chande,1934-09-15,S,F,80000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7332,4377,550,Megan,Sanders,1963-05-06,S,F,80000.0,4.0,3.0,Partial College,Professional,0.0,2.0
+7333,4378,701,Brianna,Jackson,1963-07-05,S,F,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+7334,4379,571,Devin,Ward,1963-03-06,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+7335,4380,688,Amanda,Griffin,1963-11-23,M,F,130000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+7336,4381,642,Nathan,Robinson,1962-10-08,M,M,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+7337,4382,522,Alexa,Howard,1962-05-10,M,F,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+7338,4383,584,Kimberly,Blue,1962-05-11,M,F,110000.0,1.0,3.0,Bachelors,Management,1.0,2.0
+7339,4384,502,Charles,Rivera,1962-10-28,M,M,130000.0,1.0,2.0,Bachelors,Management,1.0,4.0
+7340,4385,580,Xavier,Alan,1961-02-23,M,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+7341,4386,500,Destiny,Reed,1961-06-14,M,F,90000.0,4.0,3.0,High School,Professional,1.0,1.0
+7342,4387,678,Nicholas,Taylor,1961-03-08,S,M,90000.0,4.0,3.0,High School,Professional,0.0,2.0
+7343,4388,610,Miguel,Rodriguez,1961-02-13,M,M,110000.0,1.0,3.0,Partial College,Professional,1.0,4.0
+7344,4389,475,Victoria,Smith,1961-01-19,M,F,130000.0,1.0,3.0,Bachelors,Management,1.0,1.0
+7345,4390,527,Joan,King,1961-09-06,S,F,130000.0,1.0,3.0,Bachelors,Management,0.0,3.0
+7346,4391,536,Jonathan,Turner,1955-05-04,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7347,4392,668,Jordyn,Powell,1955-03-20,M,F,90000.0,2.0,1.0,High School,Professional,0.0,1.0
+7348,4393,560,Sydney,Brown,1954-08-19,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+7349,4394,584,Rebekah,Ruiz,1935-10-02,M,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+7350,4395,502,Natalie,Wilson,1936-04-06,M,F,90000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7351,4396,701,Joseph,Clark,1960-10-17,S,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+7352,4397,522,Julia,Wilson,1960-11-02,M,F,100000.0,3.0,2.0,Partial College,Professional,1.0,4.0
+7353,4398,443,Karl,Tang,1960-06-07,M,M,110000.0,5.0,3.0,Partial College,Professional,0.0,4.0
+7354,4399,520,Jose,Wang,1960-10-13,M,M,150000.0,1.0,2.0,Partial College,Professional,1.0,4.0
+7355,4400,584,Mackenzie,Murphy,1954-08-01,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+7356,4401,658,Samuel,Roberts,1954-09-19,M,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+7357,4402,502,Rachel,Hughes,1954-08-16,S,F,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+7358,4403,571,Connor,Evans,1954-08-16,M,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+7359,4404,619,Jeremiah,Ross,1954-09-06,M,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+7360,4405,560,Sydney,Robinson,1954-05-03,S,F,70000.0,3.0,1.0,High School,Professional,1.0,1.0
+7361,4406,584,Miguel,Ross,1953-03-24,M,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7362,4407,660,Amanda,Butler,1953-05-26,S,F,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7363,4408,693,Julia,Lee,1953-09-06,S,F,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7364,4409,633,Olivia,Thompson,1953-10-26,S,F,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7365,4410,537,Eduardo,Cooper,1952-08-03,M,M,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+7366,4411,443,Katherine,Harris,1952-06-22,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+7367,4412,445,Jay,Chandra,1937-11-07,S,M,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7368,4413,619,Ryan,Griffin,1937-06-14,M,M,130000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7369,4414,467,Donald,Prasad,1937-09-04,M,M,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+7370,4415,430,Isaac,Richardson,1939-09-03,M,M,110000.0,2.0,4.0,Graduate Degree,Management,1.0,0.0
+7371,4416,551,Rachel,Gray,1939-05-14,M,F,110000.0,2.0,4.0,Graduate Degree,Management,0.0,1.0
+7372,4417,660,Edward,Barnes,1940-02-19,M,M,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7373,4418,610,Alvin,Lu,1941-06-05,S,M,70000.0,5.0,0.0,Graduate Degree,Management,1.0,2.0
+7374,4419,675,Angel,Kelly,1968-10-05,S,M,90000.0,4.0,4.0,Bachelors,Management,0.0,2.0
+7375,4420,620,Carlos,Baker,1968-01-17,S,M,100000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7376,4421,495,Nathan,Hernandez,1968-10-02,M,M,100000.0,2.0,0.0,Bachelors,Management,1.0,3.0
+7377,4422,678,Cameron,Clark,1968-03-03,S,M,100000.0,3.0,0.0,Bachelors,Management,0.0,3.0
+7378,4423,703,Kelly,Griffin,1979-07-10,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7379,4424,566,Jack,Long,1979-04-26,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7380,4425,430,Rebecca,Hill,1979-06-12,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7381,4426,634,Tina,Sai,1944-09-25,M,F,10000.0,5.0,0.0,High School,Skilled Manual,0.0,2.0
+7382,4427,655,Cristina,Kumar,1944-02-17,S,F,10000.0,5.0,0.0,High School,Skilled Manual,1.0,3.0
+7383,4428,688,Jade,Murphy,1979-11-18,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7384,4429,552,Richard,Howard,1979-05-01,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7385,4430,570,Aaron,Li,1979-04-19,M,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+7386,4431,597,Alfredo,Jiménez,1978-06-09,M,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7387,4432,584,John,Jackson,1978-03-17,M,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7388,4433,469,Alvin,Kumar,1978-08-18,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7389,4434,470,Adam,Sharma,1978-08-18,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+7390,4435,697,Brent,Zhou,1945-01-19,M,M,20000.0,4.0,0.0,High School,Skilled Manual,0.0,2.0
+7391,4436,568,Geoffrey,Raman,1946-10-12,S,M,30000.0,2.0,0.0,Partial College,Clerical,1.0,2.0
+7392,4437,646,Patricia,Suri,1946-09-20,S,F,30000.0,2.0,0.0,Partial College,Clerical,1.0,2.0
+7393,4438,519,Candace,Srini,1947-06-22,M,F,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+7394,4439,554,Arthur,Rodriguez,1947-03-11,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7395,4440,599,Mason,Evans,1948-01-15,M,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+7396,4441,585,Jon,Pal,1974-03-23,M,M,10000.0,0.0,0.0,Graduate Degree,Manual,1.0,0.0
+7397,4442,638,Christy,Zeng,1966-02-17,M,F,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+7398,4443,539,Alejandro,Shen,1962-06-27,M,M,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+7399,4444,586,Francisco,Patel,1962-03-26,M,M,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+7400,4445,576,Roy,Fernandez,1962-02-09,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7401,4446,524,Bob,Lopez,1962-12-13,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7402,4447,615,Levi,Madan,1961-05-23,S,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7403,4448,528,Regina,Madan,1961-05-11,M,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7404,4449,673,Omar,She,1961-10-25,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7405,4450,576,Cedric,Yuan,1935-02-15,M,M,30000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7406,4451,657,Marshall,Black,1936-06-10,M,M,10000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7407,4452,503,Linda,Munoz,1962-05-19,M,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7408,4453,681,Alison,Goel,1958-08-19,M,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+7409,4454,666,Isabelle,Barnes,1958-08-11,M,F,20000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+7410,4455,569,Ian,Bennett,1955-09-03,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+7411,4456,540,Denise,Raman,1940-04-09,S,F,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7412,4457,542,Donald,Suri,1940-10-14,S,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+7413,4458,517,Adriana,Martinez,1941-02-28,M,F,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+7414,4459,639,Krystal,Ma,1942-06-27,M,F,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+7415,4460,513,Beth,Dominguez,1942-04-13,M,F,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+7416,4461,533,Bethany,Nara,1942-02-13,M,F,20000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+7417,4462,485,Alberto,Gutierrez,1942-05-13,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+7418,4463,615,Tony,Chande,1943-08-27,M,M,10000.0,3.0,0.0,Partial College,Manual,1.0,1.0
+7419,4464,621,Terrence,Yuan,1943-11-19,S,M,10000.0,3.0,0.0,Partial College,Manual,1.0,1.0
+7420,4465,478,Kristi,Blanco,1980-04-04,M,F,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7421,4466,632,Jacquelyn,Navarro,1980-09-03,M,F,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7422,4467,546,Elijah,Perez,1970-01-08,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+7423,4468,443,Caleb,Shan,1970-08-02,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+7424,4469,695,Emma,Foster,1970-11-10,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+7425,4470,691,Fernando,Williams,1970-10-28,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7426,4471,502,Hailey,Lopez,1970-02-21,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7427,4472,527,Destiny,White,1969-03-08,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+7428,4473,508,Jennifer,Torres,1969-10-18,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+7429,4474,619,Abigail,Jenkins,1969-04-15,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+7430,4475,430,Cameron,Lal,1969-05-02,M,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+7431,4476,707,Kaitlyn,Brooks,1969-10-18,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+7432,4477,652,Alyssa,Powell,1969-11-01,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7433,4478,469,Jose,Adams,1969-08-11,S,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7434,4479,511,Melanie,Russell,1971-08-19,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7435,4480,522,Andrea,Wright,1971-08-21,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7436,4481,443,Denise,Lopez,1971-07-23,M,F,70000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+7437,4482,445,Jamie,Zhang,1971-08-25,S,F,70000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+7438,4483,610,Audrey,Rubio,1971-02-08,M,F,70000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+7439,4484,690,Katherine,Robinson,1971-05-08,M,F,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+7440,4485,570,Samuel,Henderson,1971-06-20,M,M,80000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7441,4486,494,Jordan,Wright,1969-11-19,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7442,4487,573,Kevin,Griffin,1969-09-23,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7443,4488,552,Jesse,Ramirez,1969-09-09,S,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7444,4489,446,Evan,Richardson,1969-03-27,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7445,4490,566,Emily,Thompson,1968-07-26,S,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+7446,4491,675,Kaitlyn,Rivera,1968-02-03,S,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+7447,4492,466,Shannon,Li,1968-04-23,S,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+7448,4493,642,Grace,Long,1968-10-19,S,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+7449,4494,500,Eric,Chen,1968-09-19,M,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+7450,4495,701,Anna,Ross,1968-11-14,S,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+7451,4496,610,Craig,Alonso,1967-05-18,M,M,40000.0,5.0,5.0,High School,Skilled Manual,1.0,2.0
+7452,4497,469,Kelli,Goel,1967-09-08,S,F,40000.0,5.0,5.0,High School,Skilled Manual,1.0,2.0
+7453,4498,670,Katelyn,Phillips,1967-03-05,M,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7454,4499,695,Alexandra,Washington,1970-02-08,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7455,4500,694,Robert,Thomas,1970-12-24,M,M,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+7456,4501,445,Keith,Raji,1970-01-25,M,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+7457,4502,469,Justin,Simmons,1970-06-21,M,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+7458,4503,620,Nathaniel,Howard,1967-10-19,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7459,4504,694,Caitlin,James,1967-08-26,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+7460,4505,495,Jared,James,1967-04-02,S,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+7461,4506,703,Gabriella,Bailey,1967-02-07,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+7462,4507,445,Evan,Sanders,1966-03-27,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+7463,4508,571,Hailey,Campbell,1966-09-28,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+7464,4509,507,Megan,Brooks,1966-08-08,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+7465,4510,575,Zachary,Washington,1966-02-23,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+7466,4511,580,Ernest,She,1966-10-24,M,M,70000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+7467,4512,550,Haley,Kelly,1969-02-11,M,F,60000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+7468,4513,577,Jose,Hayes,1969-08-01,M,M,70000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+7469,4514,678,Madeline,Perez,1969-10-20,S,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+7470,4515,566,Angela,Ramirez,1969-05-19,S,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+7471,4516,575,Carlos,Wright,1969-04-10,M,M,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+7472,4517,610,Shaun,Raje,1969-10-18,M,M,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+7473,4518,547,Thomas,Edwards,1969-01-22,S,M,80000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+7474,4519,560,Richard,Bryant,1969-09-12,M,M,80000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+7475,4520,580,Jennifer,Evans,1921-11-10,M,F,10000.0,4.0,0.0,Partial High School,Clerical,0.0,2.0
+7476,4521,619,Desiree,Navarro,1965-06-19,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7477,4522,582,Kathryn,Deng,1965-05-25,S,F,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+7478,4523,536,Ethan,Russell,1965-09-07,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+7479,4524,508,Jonathan,Yang,1964-02-08,S,M,40000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+7480,4525,644,Dalton,Stone,1964-09-15,M,M,50000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,2.0
+7481,4526,443,Marie,Gonzalez,1964-02-12,S,F,50000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,3.0
+7482,4527,571,Isabelle,Flores,1964-06-19,S,F,50000.0,4.0,2.0,Bachelors,Skilled Manual,0.0,2.0
+7483,4528,494,Megan,Rivera,1964-04-08,S,F,50000.0,4.0,2.0,Bachelors,Skilled Manual,0.0,2.0
+7484,4529,660,Lucas,Ramirez,1963-04-07,M,M,60000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+7485,4530,507,Jason,Allen,1963-07-05,M,M,60000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+7486,4531,550,Madison,Johnson,1963-04-03,S,F,60000.0,4.0,2.0,Bachelors,Professional,0.0,2.0
+7487,4532,436,Calvin,Raji,1963-06-14,M,M,60000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+7488,4533,610,Marshall,Jai,1963-02-04,S,M,60000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+7489,4534,689,Anna,Richardson,1968-09-09,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7490,4535,536,Steven,Bell,1963-09-22,S,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+7491,4536,445,Jordan,Scott,1963-11-01,M,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+7492,4537,499,Victoria,Thomas,1963-08-13,M,F,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+7493,4538,633,Destiny,Peterson,1963-01-23,M,F,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+7494,4539,488,Luis,Lal,1963-08-28,S,M,60000.0,3.0,2.0,Graduate Degree,Professional,0.0,0.0
+7495,4540,584,Raul,Goel,1962-01-23,S,M,70000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+7496,4541,445,Randall,Ortega,1962-04-08,S,M,70000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+7497,4542,527,Zoe,Morris,1962-04-07,S,F,70000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+7498,4543,443,Andrea,Baker,1962-04-22,S,F,70000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+7499,4544,671,Emma,Flores,1962-03-26,S,F,70000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7500,4545,633,Thomas,Brown,1962-12-14,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7501,4546,610,Jennifer,Rivera,1961-02-10,M,F,40000.0,4.0,3.0,High School,Skilled Manual,1.0,2.0
+7502,4547,703,Robert,Jenkins,1961-05-21,M,M,40000.0,4.0,3.0,High School,Skilled Manual,1.0,3.0
+7503,4548,472,Cassidy,Wood,1961-10-06,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7504,4549,707,Morgan,Brooks,1960-09-12,M,F,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+7505,4550,467,Richard,Davis,1967-06-06,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7506,4551,442,Orlando,Alonso,1967-05-21,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7507,4552,597,Kaylee,Gray,1967-07-06,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7508,4553,522,Tyler,Lewis,1967-07-01,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7509,4554,443,Ivan,Lopez,1967-06-11,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+7510,4555,470,Zoe,Bailey,1967-09-02,S,F,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+7511,4556,527,Hailey,Barnes,1960-10-23,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7512,4557,695,Dylan,Davis,1960-05-15,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7513,4558,520,Nathaniel,Murphy,1960-08-14,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7514,4559,537,Hailey,Morris,1960-04-01,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7515,4560,467,Devin,Flores,1959-05-26,M,M,60000.0,5.0,4.0,Bachelors,Professional,1.0,1.0
+7516,4561,442,Gabrielle,Gray,1959-03-21,M,F,60000.0,5.0,4.0,Bachelors,Professional,1.0,1.0
+7517,4562,500,Angel,Young,1959-01-28,S,M,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+7518,4563,442,Kaitlyn,James,1959-10-21,S,F,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+7519,4564,495,Luke,Lopez,1959-07-14,M,M,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+7520,4565,550,Eduardo,Hughes,1959-02-25,M,M,60000.0,4.0,3.0,Bachelors,Professional,0.0,1.0
+7521,4566,627,Kyle,Mitchell,1959-02-07,S,M,70000.0,2.0,0.0,Graduate Degree,Professional,1.0,1.0
+7522,4567,668,Aaron,Foster,1959-09-25,M,M,70000.0,2.0,0.0,Graduate Degree,Professional,1.0,1.0
+7523,4568,467,Carmen,Madan,1959-06-24,M,F,80000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+7524,4569,633,Aaron,Hayes,1958-01-11,M,M,80000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7525,4570,580,Morgan,Ward,1958-02-26,M,F,80000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7526,4571,552,Brianna,Powell,1958-08-12,S,F,60000.0,3.0,2.0,Bachelors,Professional,0.0,1.0
+7527,4572,695,Angel,Allen,1958-09-10,S,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7528,4573,665,Anna,Garcia,1958-03-19,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7529,4574,677,Thomas,Wilson,1958-08-25,S,M,70000.0,5.0,4.0,Bachelors,Professional,0.0,2.0
+7530,4575,570,Carlos,Peterson,1958-01-21,S,M,70000.0,5.0,4.0,Bachelors,Professional,0.0,2.0
+7531,4576,487,Alvin,Ye,1968-07-13,M,M,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+7532,4577,512,Carly,Raje,1970-09-19,S,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+7533,4578,518,Mayra,Malhotra,1970-02-25,M,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+7534,4579,656,Diane,Gill,1970-08-20,M,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+7535,4580,493,Brittany,Coleman,1968-01-05,S,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+7536,4581,471,Ruben,Raman,1968-02-24,M,M,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+7537,4582,510,Toni,Perez,1968-04-27,S,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+7538,4583,632,Jeffery,Cai,1968-07-21,M,M,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+7539,4584,679,Lindsey,Xu,1968-09-28,S,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+7540,4585,534,Christy,Raji,1967-04-17,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+7541,4586,706,Roy,Garcia,1967-03-09,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+7542,4587,599,Victor,Blanco,1969-08-27,M,M,110000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+7543,4588,471,Jessica,Ward,1969-10-14,M,F,110000.0,1.0,0.0,Graduate Degree,Management,1.0,1.0
+7544,4589,634,Kristy,Alvarez,1969-07-07,M,F,110000.0,1.0,0.0,Graduate Degree,Management,1.0,1.0
+7545,4590,637,Gilbert,He,1969-04-15,M,M,110000.0,1.0,0.0,Graduate Degree,Management,1.0,1.0
+7546,4591,656,Marshall,Wu,1969-03-27,M,M,120000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+7547,4592,692,Darren,Srini,1969-09-22,S,M,120000.0,1.0,0.0,Graduate Degree,Management,1.0,2.0
+7548,4593,509,Janet,Moreno,1967-04-07,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+7549,4594,493,Naomi,Martin,1967-09-19,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+7550,4595,634,Joanna,Carlson,1967-03-09,S,F,80000.0,5.0,5.0,Graduate Degree,Management,1.0,2.0
+7551,4596,655,Andre,Sanchez,1966-02-05,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+7552,4597,554,Gilbert,Goel,1966-01-02,S,M,90000.0,2.0,0.0,Bachelors,Professional,1.0,0.0
+7553,4598,697,Terry,Raji,1966-02-06,M,M,90000.0,2.0,0.0,Bachelors,Professional,1.0,0.0
+7554,4599,553,Tanya,Rubio,1965-10-21,S,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,1.0
+7555,4600,680,Darryl,Ma,1965-05-21,S,M,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+7556,4601,425,Josue,Dominguez,1968-11-02,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+7557,4602,596,Naomi,Moreno,1968-08-12,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+7558,4603,692,Warren,Wu,1968-01-18,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7559,4604,534,Philip,Blanco,1964-09-05,M,M,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+7560,4605,493,Clifford,Prasad,1964-12-14,M,M,60000.0,4.0,4.0,Bachelors,Professional,1.0,2.0
+7561,4606,473,Alan,Yang,1964-08-24,M,M,60000.0,4.0,4.0,Bachelors,Professional,0.0,3.0
+7562,4607,471,Marco,Prasad,1964-12-11,M,M,60000.0,4.0,4.0,Bachelors,Professional,1.0,3.0
+7563,4608,596,Ricky,Gill,1964-09-22,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7564,4609,639,Faith,James,1973-05-14,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+7565,4610,528,Karl,Sharma,1980-02-12,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+7566,4611,704,Jessica,Gonzales,1980-10-12,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+7567,4612,615,Michele,Patel,1978-08-11,S,F,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+7568,4613,659,Damien,Ma,1978-04-07,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7569,4614,476,Melinda,Moreno,1978-09-15,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7570,4615,525,Faith,Simmons,1974-11-14,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+7571,4616,659,Erika,Alvarez,1973-08-16,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7572,4617,672,Janet,Alonso,1973-05-18,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7573,4618,529,Dawn,Chande,1973-08-06,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7574,4619,569,Gabriel,Sharma,1973-02-26,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+7575,4620,608,Levi,Subram,1973-03-26,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+7576,4621,506,Dominique,Subram,1973-05-19,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7577,4622,651,Kelli,Wu,1973-09-26,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7578,4623,482,Yvonne,Schleger,1972-10-15,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7579,4624,529,Molly,Madan,1972-10-11,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+7580,4625,530,Tyrone,Rubio,1972-08-11,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+7581,4626,590,Clinton,Alvarez,1972-10-17,M,M,40000.0,1.0,1.0,Partial College,Clerical,1.0,1.0
+7582,4627,437,Eduardo,White,1972-07-23,M,M,40000.0,1.0,1.0,Partial College,Clerical,1.0,1.0
+7583,4628,483,Troy,Srini,1972-12-24,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+7584,4629,696,Brianna,Sandberg,1916-10-11,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+7585,4630,569,Meghan,Ruiz,1971-10-02,S,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+7586,4631,659,Nichole,Tang,1971-05-03,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+7587,4632,525,Clayton,Andersen,1971-11-12,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+7588,4633,506,Gloria,Carlson,1971-01-09,M,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+7589,4634,623,Ashlee,Shan,1971-08-12,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+7590,4635,567,Dalton,Kelly,1971-05-27,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7591,4636,666,Sheila,Martin,1971-08-24,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+7592,4637,474,David,White,1970-05-25,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+7593,4638,544,Russell,Sharma,1971-07-23,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+7594,4639,659,Rosa,He,1941-07-26,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+7595,4640,599,Melanie,Coleman,1980-03-02,M,F,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7596,4641,599,Gary,Gomez,1980-04-16,S,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+7597,4642,471,Marco,Sara,1978-05-04,M,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+7598,4643,656,Cara,Gao,1977-08-24,S,F,10000.0,0.0,0.0,High School,Manual,1.0,2.0
+7599,4644,679,Omar,Raji,1977-09-20,S,M,10000.0,0.0,0.0,High School,Manual,1.0,2.0
+7600,4645,634,Savannah,Gonzalez,1979-08-20,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+7601,4646,518,Javier,Gill,1979-03-12,M,M,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+7602,4647,493,Emma,Kelly,1978-11-03,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+7603,4648,487,Dawn,He,1978-11-20,M,F,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7604,4649,632,Edgar,Gonzalez,1978-09-04,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7605,4650,674,Melinda,Jimenez,1943-04-11,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+7606,4651,543,Ronnie,Li,1961-02-03,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+7607,4652,661,Ann,Lopez,1961-07-13,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+7608,4653,426,Barbara,Wang,1961-05-25,M,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7609,4654,506,Gerald,Madan,1961-06-07,S,M,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7610,4655,529,Levi,Fernandez,1960-03-12,S,M,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+7611,4656,482,Deanna,Gomez,1960-11-02,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+7612,4657,556,Darryl,Zhao,1960-06-15,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+7613,4658,567,Marcus,Hayes,1960-06-20,M,M,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7614,4659,657,Victoria,Rogers,1959-08-16,S,F,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+7615,4660,474,Angela,Rivera,1959-02-14,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7616,4661,506,April,Jai,1959-09-02,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+7617,4662,698,Brandon,Robinson,1959-08-20,M,M,30000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7618,4663,576,Megan,Richardson,1960-05-24,M,F,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+7619,4664,529,Mandy,Chen,1959-07-09,M,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7620,4665,521,Jill,Vazquez,1959-04-26,S,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7621,4666,529,Kristi,Sai,1959-07-06,M,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7622,4667,504,Bianca,Liang,1970-10-22,S,F,10000.0,2.0,2.0,High School,Manual,1.0,0.0
+7623,4668,674,Hector,Ramos,1970-09-17,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7624,4669,704,Erick,Fernandez,1970-02-27,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,0.0,0.0
+7625,4670,576,Paul,Suurs,1970-04-24,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7626,4671,672,Sergio,Sánchez,1969-08-03,M,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7627,4672,651,Lawrence,Torres,1969-05-27,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7628,4673,674,Kelvin,Nara,1969-01-19,S,M,20000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+7629,4674,564,Jon,Goel,1969-06-08,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+7630,4675,626,Tommy,Raheem,1969-07-08,S,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+7631,4676,639,Jay,Alonso,1969-10-16,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7632,4677,700,Todd,Wang,1969-04-07,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7633,4678,435,Alyssa,Bradley,1969-08-11,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7634,4679,661,Susan,Zhou,1969-06-08,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7635,4680,540,Robert,Patterson,1952-09-10,M,M,10000.0,3.0,0.0,Partial College,Manual,0.0,2.0
+7636,4681,517,Tasha,She,1951-03-09,M,F,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+7637,4682,525,Emma,Gonzales,1954-08-10,M,F,80000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+7638,4683,590,Heidi,Garcia,1944-05-21,S,F,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7639,4684,595,Jessie,Carlson,1944-06-22,S,F,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+7640,4685,496,Tyrone,Suarez,1944-07-10,S,M,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+7641,4686,521,Robin,Vazquez,1944-06-09,M,F,110000.0,3.0,4.0,Bachelors,Management,1.0,4.0
+7642,4687,506,Pedro,Vazquez,1944-07-03,M,M,130000.0,3.0,4.0,Bachelors,Management,1.0,4.0
+7643,4688,503,Jay,Suri,1945-06-18,M,M,70000.0,5.0,1.0,High School,Professional,1.0,2.0
+7644,4689,529,Chase,Gray,1945-05-07,M,M,70000.0,5.0,1.0,High School,Professional,1.0,2.0
+7645,4690,649,Stacey,Wang,1945-01-06,S,F,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+7646,4691,541,Clifford,Perez,1946-06-12,S,M,160000.0,3.0,4.0,Bachelors,Management,0.0,4.0
+7647,4692,704,Julian,Henderson,1954-06-17,M,M,90000.0,3.0,1.0,High School,Professional,1.0,2.0
+7648,4693,525,Ryan,Garcia,1954-04-14,M,M,90000.0,3.0,1.0,High School,Professional,1.0,2.0
+7649,4694,474,Isabel,Barnes,1954-07-19,S,F,90000.0,3.0,1.0,High School,Professional,1.0,2.0
+7650,4695,608,Stephanie,Diaz,1953-07-21,M,F,80000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7651,4696,666,Bruce,Gomez,1954-06-18,M,M,150000.0,3.0,5.0,Partial High School,Professional,1.0,2.0
+7652,4697,528,Damien,Sun,1953-06-05,M,M,100000.0,3.0,4.0,Bachelors,Management,1.0,3.0
+7653,4698,640,Julia,Morris,1953-07-06,M,F,110000.0,2.0,5.0,Partial College,Professional,1.0,2.0
+7654,4699,569,Susan,Wang,1953-03-03,S,F,120000.0,3.0,5.0,Bachelors,Management,1.0,3.0
+7655,4700,574,Jonathon,Hernandez,1953-09-11,M,M,170000.0,0.0,5.0,Bachelors,Management,1.0,3.0
+7656,4701,529,Eugene,Guo,1952-11-19,M,M,80000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+7657,4702,608,Jillian,Kapoor,1952-09-27,M,F,130000.0,4.0,5.0,Partial College,Professional,0.0,3.0
+7658,4703,638,Ruth,Mehta,1952-08-18,M,F,130000.0,4.0,5.0,High School,Professional,1.0,3.0
+7659,4704,590,Alison,Chande,1951-05-06,M,F,80000.0,5.0,2.0,High School,Professional,1.0,2.0
+7660,4705,765,Peter,Luo,1951-03-14,S,M,90000.0,4.0,1.0,High School,Professional,1.0,3.0
+7661,4706,626,Gabriel,Simmons,1950-03-22,M,M,100000.0,3.0,4.0,Partial College,Management,1.0,4.0
+7662,4707,544,Tina,Arthur,1949-11-25,M,F,90000.0,4.0,1.0,High School,Management,1.0,3.0
+7663,4708,640,Robin,Rubio,1949-09-15,M,F,120000.0,4.0,5.0,Partial College,Management,1.0,3.0
+7664,4709,765,Nina,Jai,1949-07-21,M,F,120000.0,4.0,5.0,High School,Management,1.0,3.0
+7665,4710,615,Chelsea,Prasad,1948-09-03,M,F,70000.0,5.0,1.0,Partial High School,Skilled Manual,1.0,3.0
+7666,4711,702,Brandy,Rana,1948-01-23,M,F,90000.0,4.0,1.0,High School,Management,0.0,3.0
+7667,4712,449,Jeffery,Liang,1948-07-02,M,M,110000.0,4.0,5.0,High School,Management,1.0,3.0
+7668,4713,506,Whitney,Chandra,1948-12-05,M,F,130000.0,4.0,5.0,High School,Management,1.0,4.0
+7669,4714,541,Hannah,Lee,1948-06-09,M,F,130000.0,5.0,5.0,Partial High School,Professional,1.0,4.0
+7670,4715,591,Bethany,Pal,1947-09-17,S,F,80000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+7671,4716,561,Isabella,Adams,1975-06-20,S,F,60000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7672,4717,637,Roy,Madan,1975-06-20,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+7673,4718,558,Alexia,Henderson,1976-05-26,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+7674,4719,473,Heather,Lin,1976-04-15,M,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7675,4720,549,Lacey,Liang,1976-07-13,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+7676,4721,655,Jaime,Ramos,1974-07-26,M,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+7677,4722,568,Cara,Guo,1974-08-15,S,F,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7678,4723,425,Angela,Jenkins,1974-11-26,M,F,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7679,4724,519,Kate,Deng,1974-03-18,M,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7680,4725,599,Roger,She,1974-05-02,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7681,4726,706,Trevor,Price,1973-07-18,M,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7682,4727,492,Faith,Barnes,1973-02-27,M,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7683,4728,509,Alisha,Zeng,1972-05-03,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7684,4729,471,Keith,Sharma,1973-08-03,M,M,110000.0,0.0,5.0,Partial College,Management,0.0,3.0
+7685,4730,425,Mayra,Suri,1972-09-24,M,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+7686,4731,468,Philip,Dominguez,1972-02-19,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+7687,4732,706,Corey,Chavez,1971-03-20,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+7688,4733,554,Sandra,Zhu,1972-05-28,M,F,120000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+7689,4734,680,Leslie,Ramos,1972-03-25,M,F,120000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+7690,4735,706,Alicia,Lal,1970-07-11,M,F,100000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+7691,4736,473,Lori,Blanco,1970-05-02,M,F,100000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+7692,4737,430,Sheena,Raje,1941-06-13,M,F,110000.0,2.0,4.0,Graduate Degree,Management,1.0,2.0
+7693,4738,507,Alexander,Robinson,1941-04-04,S,M,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+7694,4739,560,Abigail,Miller,1941-07-23,M,F,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+7695,4740,547,Garrett,Rogers,1942-12-16,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7696,4741,580,Johnny,Kumar,1942-04-11,M,M,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7697,4742,707,Isabella,Allen,1942-10-11,M,F,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7698,4743,527,Grace,Thompson,1942-11-07,M,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7699,4744,642,Chloe,Thompson,1942-02-18,M,F,120000.0,2.0,4.0,Graduate Degree,Management,0.0,3.0
+7700,4745,479,Angela,Gray,1942-03-22,M,F,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+7701,4746,583,Julian,Hayes,1942-08-15,M,M,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+7702,4747,507,Emily,Walker,1943-12-02,M,F,120000.0,2.0,4.0,Bachelors,Management,1.0,3.0
+7703,4748,610,Evan,Nelson,1944-02-25,M,M,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7704,4749,665,Austin,Jenkins,1944-06-09,M,M,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7705,4750,442,Grace,Brown,1944-10-25,S,F,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7706,4751,582,Kaitlin,Martinez,1973-10-20,M,F,70000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+7707,4752,425,Kristen,Xu,1955-02-25,S,F,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+7708,4753,518,Bobby,Rodriguez,1955-10-02,M,M,80000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+7709,4754,561,Margaret,Li,1956-12-22,S,F,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+7710,4755,519,Crystal,Xu,1956-06-23,S,F,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+7711,4756,699,Connor,Flores,1956-01-26,M,M,70000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+7712,4757,613,Kari,Gutierrez,1957-07-08,S,F,70000.0,2.0,0.0,High School,Professional,1.0,2.0
+7713,4758,613,Edwin,Ferrier,1957-07-10,S,M,70000.0,2.0,0.0,High School,Professional,1.0,2.0
+7714,4759,697,Arturo,Andersen,1958-05-26,M,M,130000.0,0.0,1.0,Graduate Degree,Management,1.0,0.0
+7715,4760,580,Erin,Brooks,1973-11-07,M,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+7716,4761,665,Richard,James,1974-05-04,M,M,30000.0,0.0,0.0,High School,Professional,1.0,2.0
+7717,4762,668,Xavier,Thompson,1974-10-18,S,M,30000.0,0.0,0.0,High School,Professional,1.0,2.0
+7718,4763,671,Garrett,Stewart,1974-05-08,S,M,30000.0,0.0,0.0,High School,Professional,0.0,2.0
+7719,4764,566,Xavier,Young,1974-07-25,M,M,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+7720,4765,568,Louis,Guo,1959-06-15,S,M,120000.0,1.0,2.0,Bachelors,Management,0.0,2.0
+7721,4766,425,Gilbert,Deng,1959-10-18,M,M,130000.0,0.0,1.0,Graduate Degree,Management,1.0,3.0
+7722,4767,510,Priscilla,Black,1959-08-16,S,F,160000.0,0.0,0.0,Graduate Degree,Management,0.0,1.0
+7723,4768,692,George,Prasad,1959-05-24,S,M,160000.0,0.0,0.0,Graduate Degree,Management,0.0,3.0
+7724,4769,645,Victoria,Walker,1966-11-26,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,3.0
+7725,4770,502,Kelly,Coleman,1966-05-09,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,3.0
+7726,4771,552,Xavier,Brooks,1966-10-11,S,M,150000.0,0.0,0.0,Bachelors,Management,0.0,2.0
+7727,4772,500,Maria,Diaz,1958-01-23,M,F,130000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+7728,4773,690,Christopher,Anderson,1957-03-13,M,M,70000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+7729,4774,505,Dylan,Jenkins,1957-10-03,M,M,70000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+7730,4775,677,Natalie,Kelly,1957-02-27,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7731,4776,583,Michelle,Ward,1957-12-20,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7732,4777,667,Jesse,Mitchell,1957-09-13,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7733,4778,693,Brianna,Smith,1957-01-21,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7734,4779,627,José,Miller,1957-05-10,S,M,70000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+7735,4780,442,Jackson,Hayes,1957-02-18,M,M,70000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+7736,4781,443,Claudia,McDonald,1957-05-14,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+7737,4782,689,Blake,Evans,1957-04-02,M,M,80000.0,2.0,1.0,Bachelors,Management,1.0,1.0
+7738,4783,575,Katelyn,Collins,1957-11-23,M,F,90000.0,2.0,0.0,Partial College,Professional,1.0,1.0
+7739,4784,493,David,Alexander,1967-07-11,M,M,90000.0,3.0,3.0,Bachelors,Professional,1.0,0.0
+7740,4785,680,Rebekah,Vazquez,1967-09-04,M,F,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+7741,4786,510,Edwin,Zhang,1962-04-26,S,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7742,4787,632,Marshall,Andersen,1962-11-03,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7743,4788,554,Cynthia,Gonzalez,1961-05-21,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7744,4789,656,Barbara,Li,1966-03-18,S,F,100000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7745,4790,680,Steve,Schmidt,1966-08-15,S,F,110000.0,0.0,0.0,Graduate Degree,Management,0.0,2.0
+7746,4791,493,Colin,Xu,1960-06-15,S,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7747,4792,558,Megan,Long,1960-09-20,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7748,4793,531,Ernest,Zhou,1960-02-10,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7749,4794,468,Renee,Navarro,1965-04-12,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7750,4795,680,Tonya,Chander,1965-06-21,M,F,80000.0,5.0,5.0,Bachelors,Professional,0.0,4.0
+7751,4796,553,Diane,Munoz,1965-01-16,M,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+7752,4797,699,Edward,Hayes,1965-05-11,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+7753,4798,706,Isaac,Cox,1965-03-28,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+7754,4799,471,Anne,Munoz,1964-09-19,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+7755,4800,425,Victoria,Anderson,1959-01-12,M,F,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7756,4801,646,Alberto,Serrano,1959-12-11,S,M,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+7757,4802,478,Katrina,Shen,1963-11-13,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+7758,4803,679,Bridget,Kumar,1963-04-24,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+7759,4804,656,Bradley,Goel,1962-10-18,M,M,70000.0,5.0,4.0,Bachelors,Professional,0.0,2.0
+7760,4805,518,Brittney,Liu,1962-08-20,M,F,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+7761,4806,553,Dawn,Lin,1962-03-02,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+7762,4807,706,Devin,Allen,1962-01-06,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,0.0,2.0
+7763,4808,509,Scot,Schulte,1961-11-02,S,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+7764,4809,568,Natasha,Blanco,1961-01-19,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+7765,4810,534,Christian,Sharma,1960-09-15,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+7766,4811,692,Regina,Kapoor,1960-09-06,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,0.0,3.0
+7767,4812,549,Barbara,Schultz,1960-05-05,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+7768,4813,487,Logan,Allen,1953-10-11,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7769,4814,538,Julian,Diaz,1976-08-02,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7770,4815,445,Monica,Subram,1976-04-16,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,1.0
+7771,4816,647,Nicole,Price,1975-01-25,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7772,4817,490,Victoria,Miller,1976-05-20,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7773,4818,580,Chloe,Alexander,1976-07-08,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7774,4819,583,Stanley,Perez,1976-07-19,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7775,4820,537,Savannah,Cox,1980-09-15,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7776,4821,495,Chase,Ward,1980-10-02,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7777,4822,570,Logan,Anderson,1980-12-26,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7778,4823,628,Damien,Zhu,1938-10-19,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7779,4824,425,Sharon,Tang,1938-09-24,S,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,1.0
+7780,4825,469,Lindsay,Kumar,1977-06-02,S,F,30000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+7781,4826,693,Angela,Simmons,1976-06-04,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7782,4827,511,Marissa,Price,1979-01-09,S,F,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+7783,4828,479,Danielle,Ward,1979-05-07,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7784,4829,628,Robyn,Ramos,1939-11-21,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7785,4830,656,Devin,Diaz,1939-05-17,S,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7786,4831,509,Naomi,Alonso,1940-02-14,M,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7787,4832,669,Omar,He,1940-02-14,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7788,4833,613,Manuel,Martinez,1941-04-04,S,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+7789,4834,697,Tabitha,Kovar,1943-03-24,S,F,60000.0,2.0,0.0,Graduate Degree,Management,1.0,1.0
+7790,4835,566,Rebecca,Green,1976-03-25,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7791,4836,475,Marcus,Smith,1976-04-27,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7792,4837,516,Devin,Jackson,1976-04-15,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7793,4838,442,Julia,Johnston,1975-10-21,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+7794,4839,631,Julia,Taylor,1974-02-17,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7795,4840,547,William,Taylor,1974-05-21,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7796,4841,703,Natalie,Peterson,1972-02-26,M,F,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7797,4842,653,Luis,Shan,1972-05-14,S,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+7798,4843,551,Haley,Gray,1972-01-13,M,F,80000.0,0.0,0.0,Bachelors,Management,1.0,1.0
+7799,4844,575,Caleb,Wright,1968-11-02,S,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+7800,4845,488,Megan,Brown,1968-12-25,M,F,80000.0,0.0,0.0,Bachelors,Management,1.0,1.0
+7801,4846,660,Mackenzie,Carter,1968-12-18,M,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+7802,4847,511,Julian,Flores,1968-09-09,S,M,80000.0,0.0,0.0,Bachelors,Management,1.0,1.0
+7803,4848,571,Edward,White,1968-05-13,M,M,90000.0,4.0,4.0,Bachelors,Management,1.0,0.0
+7804,4849,536,Gabrielle,Hernandez,1968-08-27,M,F,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+7805,4850,551,Destiny,Kelly,1967-03-02,S,F,110000.0,0.0,1.0,Graduate Degree,Management,1.0,0.0
+7806,4851,701,Rachel,Bradley,1967-10-08,S,F,110000.0,0.0,1.0,Graduate Degree,Management,0.0,1.0
+7807,4852,627,Taylor,Anderson,1967-06-21,S,F,110000.0,0.0,1.0,Graduate Degree,Management,0.0,2.0
+7808,4853,691,Oscar,Henderson,1967-08-26,S,M,120000.0,0.0,0.0,Bachelors,Management,0.0,3.0
+7809,4854,658,Jasmine,Brown,1967-02-22,M,F,120000.0,0.0,1.0,Bachelors,Management,1.0,0.0
+7810,4855,475,Miranda,Wood,1967-08-28,M,F,120000.0,0.0,1.0,Bachelors,Management,0.0,1.0
+7811,4856,691,Noah,Jones,1963-04-17,M,M,80000.0,4.0,3.0,Bachelors,Management,1.0,0.0
+7812,4857,647,Luis,Gonzales,1968-02-03,M,M,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+7813,4858,610,Isabella,White,1959-06-06,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7814,4859,470,Jonathan,Parker,1959-06-15,M,M,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7815,4860,701,Abigail,Ramirez,1959-03-05,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7816,4861,583,Joe,Moreno,1972-10-20,S,M,40000.0,4.0,4.0,Partial College,Clerical,1.0,2.0
+7817,4862,584,Damien,Zhao,1972-05-26,S,M,40000.0,4.0,4.0,Partial College,Clerical,1.0,2.0
+7818,4863,443,Sriniwa,Narayanan,1972-12-07,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7819,4864,511,Adam,Scott,1973-08-03,M,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7820,4865,562,Lauren,Bailey,1973-10-20,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+7821,4866,527,Isabel,Price,1971-04-14,S,F,40000.0,4.0,4.0,High School,Skilled Manual,1.0,3.0
+7822,4867,665,Abigail,White,1971-01-03,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7823,4868,537,Victoria,White,1971-02-08,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7824,4869,550,Caleb,Lal,1971-06-13,S,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7825,4870,535,Alexandra,Hall,1971-12-22,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7826,4871,620,Zoe,Howard,1971-06-02,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+7827,4872,537,Ryan,Jai,1971-12-24,M,M,60000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+7828,4873,701,Gabriella,Gonzalez,1972-10-02,M,F,50000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+7829,4874,488,Hailey,Richardson,1972-10-19,M,F,70000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+7830,4875,550,Samuel,Martin,1944-06-12,M,M,70000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+7831,4876,547,Devin,Morris,1944-02-17,M,M,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7832,4877,511,Eduardo,Turner,1944-10-18,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7833,4878,584,Jordan,Perez,1945-10-11,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7834,4879,671,Kevin,Flores,1945-04-23,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7835,4880,550,Tyler,Wilson,1945-05-21,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7836,4881,551,Patrick,Bailey,1945-11-13,M,M,70000.0,5.0,0.0,Bachelors,Management,0.0,3.0
+7837,4882,668,Destiny,Williams,1945-08-20,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7838,4883,580,Maurice,Xie,1945-11-01,S,M,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7839,4884,619,Tristan,Coleman,1945-11-13,M,M,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+7840,4885,472,Dakota,Bradley,1945-07-07,M,M,60000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+7841,4886,694,Garrett,Sanchez,1946-05-18,S,M,60000.0,4.0,0.0,Bachelors,Management,1.0,3.0
+7842,4887,502,Matthew,Brown,1946-04-18,S,M,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+7843,4888,442,Deanna,Vazquez,1946-08-12,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+7844,4889,508,Amanda,Richardson,1946-05-05,M,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7845,4890,490,Robert,Wright,1946-11-18,M,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+7846,4891,475,James,Russell,1947-02-27,S,M,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+7847,4892,643,Jordan,Lopez,1947-06-11,M,M,70000.0,4.0,1.0,Bachelors,Management,0.0,1.0
+7848,4893,577,Pamela,Srini,1948-01-10,S,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+7849,4894,583,Yolanda,Xu,1948-11-15,M,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+7850,4895,583,Joanna,Gutierrez,1948-05-13,M,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+7851,4896,625,Sophia,Parker,1948-05-13,S,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+7852,4897,527,Samuel,Jones,1948-06-17,M,M,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+7853,4898,707,Haley,Cooper,1948-03-17,S,F,70000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+7854,4899,575,Isaiah,Gonzalez,1949-05-01,M,M,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+7855,4900,547,Ian,James,1949-07-01,M,M,70000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+7856,4901,490,Wyatt,Roberts,1950-03-28,S,M,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+7857,4902,627,Taylor,Bryant,1950-02-27,S,F,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+7858,4903,535,Robert,Diaz,1950-04-25,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7859,4904,584,Abigail,Barnes,1950-07-09,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+7860,4905,610,Janice,Bennett,1950-01-25,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+7861,4906,499,Taylor,Taylor,1951-04-18,S,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+7862,4907,550,Kaitlyn,Lewis,1951-03-06,S,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+7863,4908,575,Steven,Bailey,1951-04-18,M,M,60000.0,2.0,1.0,Partial College,Professional,0.0,1.0
+7864,4909,494,David,Wilson,1951-09-20,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7865,4910,645,Cassidy,Ross,1951-09-07,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+7866,4911,546,Caleb,Hughes,1951-06-08,M,M,70000.0,4.0,2.0,Partial College,Professional,0.0,1.0
+7867,4912,442,Maria,Baker,1952-04-26,M,F,60000.0,2.0,1.0,High School,Professional,1.0,2.0
+7868,4913,547,Mya,Simmons,1952-03-07,S,F,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+7869,4914,668,Antonio,Hughes,1952-06-16,M,M,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+7870,4915,537,Logan,Bryant,1952-08-22,S,M,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7871,4916,643,Alex,Cox,1952-07-11,S,M,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7872,4917,682,Brandon,Walker,1952-07-14,M,M,70000.0,4.0,2.0,Partial College,Professional,0.0,2.0
+7873,4918,467,Emily,White,1952-09-20,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+7874,4919,597,Roberto,Ruiz,1952-02-03,S,M,70000.0,5.0,2.0,Partial College,Professional,1.0,2.0
+7875,4920,497,Rebekah,Prasad,1958-05-07,M,F,130000.0,2.0,4.0,Partial College,Professional,1.0,1.0
+7876,4921,459,Colin,Wu,1957-08-14,S,M,100000.0,2.0,3.0,Partial College,Professional,1.0,4.0
+7877,4922,459,Donald,Patel,1957-11-26,S,M,100000.0,2.0,3.0,Partial College,Professional,1.0,4.0
+7878,4923,638,Roger,Kumar,1957-10-16,M,M,150000.0,2.0,3.0,High School,Professional,1.0,4.0
+7879,4924,504,Ricardo,Raje,1956-10-07,S,M,100000.0,2.0,3.0,High School,Professional,1.0,4.0
+7880,4925,672,Omar,Wang,1956-06-20,M,M,100000.0,2.0,3.0,High School,Professional,1.0,4.0
+7881,4926,564,Stanley,Subram,1956-06-27,M,M,110000.0,3.0,4.0,Partial College,Professional,0.0,4.0
+7882,4927,586,Donna,Deng,1956-02-12,S,F,120000.0,3.0,4.0,High School,Professional,1.0,4.0
+7883,4928,586,Gilbert,Huang,1956-12-04,S,M,120000.0,3.0,4.0,High School,Professional,1.0,4.0
+7884,4929,517,Priscilla,Pal,1956-05-08,S,F,120000.0,3.0,4.0,High School,Professional,1.0,4.0
+7885,4930,654,Karla,Raji,1956-08-10,M,F,150000.0,3.0,4.0,High School,Professional,1.0,3.0
+7886,4931,529,Tiffany,He,1955-04-02,M,F,100000.0,2.0,3.0,High School,Professional,1.0,4.0
+7887,4932,563,Micah,Xu,1955-01-08,M,M,110000.0,3.0,4.0,Partial College,Professional,1.0,4.0
+7888,4933,556,Tabitha,Jimenez,1955-09-11,M,F,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+7889,4934,659,Clinton,Dominguez,1955-02-03,S,M,160000.0,2.0,4.0,High School,Professional,0.0,3.0
+7890,4935,583,Nichole,Raji,1956-03-28,S,F,70000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+7891,4936,580,Amber,King,1933-10-28,M,F,70000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+7892,4937,573,Abigail,Johnson,1933-07-15,M,F,90000.0,4.0,0.0,Bachelors,Management,1.0,1.0
+7893,4938,583,Grace,Lewis,1965-05-12,M,F,90000.0,5.0,5.0,Partial College,Professional,1.0,3.0
+7894,4939,677,Sean,Collins,1965-07-09,M,M,100000.0,4.0,1.0,Partial College,Professional,1.0,4.0
+7895,4940,559,Jennifer,Brown,1965-02-11,M,F,100000.0,4.0,1.0,Partial College,Professional,1.0,4.0
+7896,4941,573,Jack,Bryant,1965-11-27,M,M,100000.0,4.0,1.0,Partial College,Professional,1.0,4.0
+7897,4942,631,Bailey,Brooks,1965-02-26,S,F,120000.0,3.0,2.0,Bachelors,Management,0.0,4.0
+7898,4943,550,Lucas,Rodriguez,1964-08-09,M,M,80000.0,4.0,3.0,Bachelors,Management,1.0,0.0
+7899,4944,701,Richard,Watson,1964-01-18,M,M,80000.0,4.0,3.0,Partial College,Professional,0.0,1.0
+7900,4945,442,Damien,Lu,1964-05-12,M,M,90000.0,5.0,5.0,Partial College,Professional,1.0,3.0
+7901,4946,537,Alexandria,Kelly,1964-06-24,M,F,100000.0,4.0,2.0,Partial College,Professional,1.0,0.0
+7902,4947,582,Wyatt,Wilson,1964-07-20,S,M,110000.0,3.0,2.0,Bachelors,Management,0.0,4.0
+7903,4948,610,Michelle,Blue,1964-10-12,M,F,120000.0,4.0,2.0,Partial College,Professional,1.0,4.0
+7904,4949,502,Angela,Hughes,1964-11-20,S,F,130000.0,2.0,2.0,Bachelors,Management,0.0,3.0
+7905,4950,658,Katherine,Green,1964-09-10,M,F,130000.0,3.0,2.0,Bachelors,Management,1.0,3.0
+7906,4951,500,Erin,Peterson,1956-01-15,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,1.0
+7907,4952,693,Jenna,Baker,1956-10-13,M,F,70000.0,4.0,3.0,Partial College,Professional,1.0,0.0
+7908,4953,694,Evan,Cooper,1956-06-20,M,M,90000.0,2.0,1.0,Partial College,Professional,0.0,0.0
+7909,4954,582,Julio,Moreno,1934-04-11,M,M,60000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+7910,4955,582,Marshall,Deng,1963-08-27,M,M,100000.0,0.0,2.0,Partial College,Professional,1.0,1.0
+7911,4956,445,Neil,Ortega,1963-11-17,M,M,110000.0,4.0,2.0,Bachelors,Management,1.0,4.0
+7912,4957,520,Ryan,Li,1963-05-17,M,M,130000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+7913,4958,538,Samuel,Ross,1963-11-15,S,M,130000.0,3.0,2.0,Bachelors,Management,0.0,4.0
+7914,4959,597,Nicole,Ross,1962-04-06,M,F,90000.0,4.0,3.0,Partial College,Professional,1.0,0.0
+7915,4960,677,Logan,Rodriguez,1962-03-02,M,M,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+7916,4961,472,Brianna,Bryant,1962-10-08,M,F,120000.0,1.0,3.0,Partial College,Professional,0.0,4.0
+7917,4962,691,Ashley,Walker,1962-04-23,S,F,150000.0,1.0,2.0,Partial College,Professional,0.0,2.0
+7918,4963,536,Benjamin,Winter,1961-01-11,S,M,90000.0,4.0,3.0,High School,Professional,1.0,2.0
+7919,4964,537,Madison,Smith,1961-08-06,S,F,90000.0,4.0,3.0,High School,Professional,0.0,2.0
+7920,4965,643,Steven,Cox,1961-10-03,S,M,130000.0,1.0,3.0,Bachelors,Management,0.0,2.0
+7921,4966,690,Jennifer,Watson,1961-06-18,S,F,150000.0,1.0,2.0,Partial College,Professional,0.0,3.0
+7922,4967,686,Natalie,Foster,1955-08-15,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+7923,4968,597,Dakota,Diaz,1955-06-16,M,M,70000.0,4.0,3.0,High School,Professional,1.0,0.0
+7924,4969,707,Edward,Gonzalez,1955-04-21,S,M,70000.0,4.0,3.0,High School,Professional,1.0,0.0
+7925,4970,660,Sean,Murphy,1955-06-01,S,M,90000.0,2.0,1.0,High School,Professional,1.0,1.0
+7926,4971,430,Samuel,Thompson,1954-09-06,S,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+7927,4972,642,Ryan,Jenkins,1935-08-26,M,M,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+7928,4973,443,Caitlin,Bailey,1935-10-02,M,F,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7929,4974,694,Christopher,Garcia,1936-11-23,M,M,60000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+7930,4975,499,Marcus,Green,1960-06-12,M,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+7931,4976,583,Gabrielle,Collins,1960-09-24,S,F,90000.0,4.0,3.0,High School,Professional,0.0,2.0
+7932,4977,442,Kristopher,Patel,1960-05-24,S,M,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+7933,4978,597,Julia,Harris,1960-03-15,M,F,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+7934,4979,479,Xavier,Walker,1960-11-18,M,M,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+7935,4980,507,Nicole,Cook,1960-06-14,M,F,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+7936,4981,535,Gabrielle,Morgan,1960-05-22,S,F,100000.0,3.0,2.0,Partial College,Professional,1.0,4.0
+7937,4982,703,Gabriel,Powell,1960-03-14,S,M,100000.0,0.0,3.0,Partial College,Professional,0.0,2.0
+7938,4983,430,Jose,Evans,1960-05-22,M,M,110000.0,5.0,3.0,Partial College,Professional,1.0,4.0
+7939,4984,546,Alexis,Ross,1960-09-15,M,F,160000.0,1.0,3.0,Partial College,Professional,1.0,3.0
+7940,4985,547,Nathan,Wright,1960-06-22,M,M,170000.0,1.0,1.0,Bachelors,Management,1.0,2.0
+7941,4986,552,Devin,Johnson,1960-06-18,M,M,170000.0,1.0,1.0,Bachelors,Management,1.0,3.0
+7942,4987,610,Dalton,Sanchez,1954-09-11,S,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+7943,4988,559,Nicole,Kelly,1954-09-25,M,F,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+7944,4989,536,Edward,Moore,1954-05-12,M,M,70000.0,3.0,1.0,High School,Professional,1.0,0.0
+7945,4990,445,Savannah,Campbell,1954-11-19,M,F,70000.0,3.0,1.0,High School,Professional,1.0,0.0
+7946,4991,643,Eduardo,Richardson,1953-05-25,S,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7947,4992,678,David,Taylor,1953-01-19,M,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7948,4993,546,Isabelle,Alexander,1953-04-22,S,F,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7949,4994,668,Spencer,Coleman,1953-05-22,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+7950,4995,597,Olivia,Blue,1952-11-01,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+7951,4996,475,Kaitlyn,Johnson,1952-05-26,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+7952,4997,675,Emily,Barnes,1952-02-27,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+7953,4998,671,Melissa,Jenkins,1937-09-11,M,F,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7954,4999,610,Marissa,Flores,1937-05-09,M,F,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7955,5000,535,Maria,Hill,1937-07-23,M,F,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7956,5001,571,Gabrielle,Ramirez,1937-09-27,M,F,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7957,5002,443,Ricardo,Pal,1937-10-25,M,M,80000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+7958,5003,703,Paige,Hayes,1937-02-10,M,F,110000.0,2.0,3.0,Graduate Degree,Management,1.0,4.0
+7959,5004,520,Carol,Robinson,1937-10-27,M,F,130000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+7960,5005,442,Joe,Martinez,1938-11-19,M,M,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7961,5006,490,Jordan,Hill,1938-10-07,S,M,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7962,5007,552,Angelica,Henderson,1938-07-14,M,F,110000.0,2.0,4.0,Graduate Degree,Management,1.0,0.0
+7963,5008,442,Janelle,Gonzalez,1939-10-01,M,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+7964,5009,642,Morgan,Allen,1939-07-16,M,F,110000.0,2.0,4.0,Graduate Degree,Management,1.0,1.0
+7965,5010,562,Matthew,Martinez,1939-09-15,S,M,170000.0,1.0,2.0,Graduate Degree,Management,0.0,4.0
+7966,5011,488,Nicole,Wood,1940-02-14,M,F,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+7967,5012,682,Maria,Murphy,1940-09-06,M,F,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+7968,5013,695,Grace,Cooper,1968-08-01,S,F,90000.0,4.0,4.0,Bachelors,Management,0.0,2.0
+7969,5014,580,Xavier,Williams,1968-07-21,S,M,90000.0,4.0,4.0,Partial College,Skilled Manual,0.0,3.0
+7970,5015,443,Christopher,Wilson,1968-03-08,M,M,120000.0,2.0,1.0,Bachelors,Management,1.0,4.0
+7971,5016,502,Jessica,Cooper,1979-02-03,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7972,5017,692,Bradley,She,1944-08-12,M,M,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+7973,5018,670,Jeremy,Ramirez,1979-05-12,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7974,5019,546,Emma,Henderson,1979-05-02,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+7975,5020,560,Amber,Hernandez,1979-02-02,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+7976,5021,647,Thomas,Diaz,1978-08-26,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+7977,5022,665,Shelby,Sanchez,1978-10-26,S,F,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+7978,5023,577,Devin,Hernandez,1978-07-20,S,M,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+7979,5024,425,Willie,Zhang,1947-07-17,S,M,10000.0,2.0,1.0,High School,Skilled Manual,1.0,2.0
+7980,5025,508,Isaac,Hill,1978-08-17,M,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+7981,5026,648,Jorge,Sun,1945-03-07,M,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+7982,5027,554,Byron,Jiménez,1946-07-10,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7983,5028,599,Anne,Vazquez,1946-08-15,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7984,5029,558,Cody,Cooper,1946-01-28,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7985,5030,553,Abby,Patel,1946-11-08,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7986,5031,492,Max,Martin,1947-05-21,M,M,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+7987,5032,561,Ian,Allen,1947-10-10,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+7988,5033,468,Colin,Chavez,1948-01-15,M,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+7989,5034,506,Erica,Lin,1971-10-15,M,F,10000.0,0.0,0.0,Graduate Degree,Manual,1.0,0.0
+7990,5035,483,Pamela,Suri,1962-12-11,M,F,10000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+7991,5036,481,Sebastian,Morgan,1962-06-18,M,M,20000.0,1.0,0.0,Graduate Degree,Manual,1.0,0.0
+7992,5037,576,Maria,Long,1961-12-03,M,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+7993,5038,569,Melissa,Kelly,1961-05-08,M,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+7994,5039,501,Roy,Sai,1961-07-09,M,M,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+7995,5040,590,Steve,Yang,1961-05-06,M,M,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+7996,5041,529,Casey,Gill,1962-10-07,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7997,5042,543,Pedro,Raman,1961-05-08,S,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7998,5043,564,Ian,Hall,1936-07-21,S,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+7999,5044,439,Mathew,Romero,1958-03-13,S,M,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+8000,5045,586,Connie,Rai,1958-09-09,M,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+8001,5046,659,Evelyn,Sara,1958-07-04,M,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8002,5047,572,Robyn,Gomez,1958-08-20,S,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8003,5048,542,Taylor,Johnson,1957-07-09,M,F,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+8004,5049,662,Kelli,Yang,1957-05-11,S,F,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+8005,5050,635,Ashlee,Nara,1957-05-12,M,F,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+8006,5051,567,Reginald,Moreno,1957-03-11,M,M,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+8007,5052,650,Leonard,Xu,1956-09-18,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8008,5053,529,Danny,Gutierrez,1956-11-06,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8009,5054,541,Frederick,Perez,1956-06-18,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8010,5055,572,Hector,Ortega,1956-06-19,S,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8011,5056,517,Ryan,Lee,1955-12-19,M,M,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+8012,5057,661,Alison,Shan,1955-09-21,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+8013,5058,765,Michele,Gomez,1955-12-14,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+8014,5059,506,Margaret,Zhang,1954-06-04,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+8015,5060,635,Jésus,Carlson,1938-10-11,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8016,5061,570,Antonio,Griffin,1970-10-27,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+8017,5062,470,Miguel,Butler,1970-07-06,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+8018,5063,559,Katherine,Johnson,1970-06-09,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+8019,5064,584,Francisco,Kapoor,1970-07-16,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+8020,5065,691,Isabella,Griffin,1969-03-01,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+8021,5066,516,Makayla,Torres,1969-07-21,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+8022,5067,652,Alex,Ramirez,1969-07-23,M,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+8023,5068,551,Maria,Butler,1969-04-20,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+8024,5069,577,Jerry,Shen,1969-03-03,S,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+8025,5070,658,Brianna,Hall,1969-09-04,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+8026,5071,516,Sierra,Phillips,1969-12-22,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8027,5072,490,Taylor,Rodriguez,1971-01-10,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8028,5073,580,Caleb,Evans,1971-10-12,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8029,5074,642,Miranda,Bryant,1971-12-12,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8030,5075,537,Caleb,Roberts,1971-11-12,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8031,5076,566,Alexis,Johnson,1971-07-26,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8032,5077,575,Catherine,Rogers,1971-06-16,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8033,5078,443,Stephanie,Rogers,1971-06-01,M,F,70000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+8034,5079,488,Nicole,James,1971-09-06,M,F,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+8035,5080,691,Natalie,Carter,1971-09-07,M,F,80000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8036,5081,652,Oscar,Patterson,1968-08-01,S,M,40000.0,4.0,4.0,High School,Skilled Manual,1.0,3.0
+8037,5082,582,Arturo,Cai,1968-03-21,M,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+8038,5083,583,Autumn,Zeng,1968-05-22,S,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+8039,5084,446,Mindy,Raje,1967-07-03,M,F,40000.0,5.0,5.0,High School,Skilled Manual,1.0,1.0
+8040,5085,644,Allison,Wright,1967-11-17,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8041,5086,490,Trevor,Gonzales,1970-01-10,M,M,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8042,5087,582,Charles,Watson,1970-05-11,M,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+8043,5088,584,Micah,Chen,1970-06-13,S,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+8044,5089,580,Bryce,Sanders,1967-07-10,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8045,5090,682,Lucas,Brooks,1967-08-03,M,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+8046,5091,675,Emma,White,1967-07-04,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+8047,5092,475,Alyssa,Lewis,1967-04-25,S,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+8048,5093,627,Jessica,Bryant,1966-01-02,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+8049,5094,670,Kaitlyn,Morris,1966-03-02,S,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+8050,5095,691,Kayla,Brown,1966-11-12,S,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+8051,5096,625,Marcus,Garcia,1966-02-11,M,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+8052,5097,446,Kenneth,She,1969-01-25,M,M,60000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+8053,5098,467,Jessica,Stewart,1969-11-05,S,F,60000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+8054,5099,701,Jasmine,Diaz,1969-09-06,M,F,70000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+8055,5100,693,Julian,Jenkins,1969-08-09,M,M,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+8056,5101,469,Jose,Johnson,1969-04-03,S,M,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+8057,5102,631,Mary,Lopez,1969-09-19,M,F,80000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+8058,5103,469,Marcus,Alexander,1965-08-14,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8059,5104,682,Haley,Hill,1965-10-11,S,F,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,1.0
+8060,5105,508,Jordan,Hernandez,1965-11-04,S,F,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,2.0
+8061,5106,580,Kristy,Diaz,1965-02-04,S,F,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+8062,5107,682,Ian,Barnes,1965-03-21,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,1.0
+8063,5108,566,Jordan,Edwards,1964-04-20,S,F,50000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,2.0
+8064,5109,479,Bryce,Howard,1964-06-24,S,M,60000.0,4.0,2.0,Bachelors,Skilled Manual,0.0,2.0
+8065,5110,665,Adam,Turner,1964-07-05,S,M,60000.0,4.0,2.0,Bachelors,Skilled Manual,1.0,2.0
+8066,5111,701,Brandon,Long,1964-07-01,M,M,60000.0,4.0,2.0,Bachelors,Skilled Manual,1.0,2.0
+8067,5112,644,Allison,Green,1963-08-09,S,F,70000.0,4.0,2.0,Bachelors,Skilled Manual,1.0,2.0
+8068,5113,584,Frank,Munoz,1963-03-05,S,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+8069,5114,445,Roger,Lal,1963-02-13,S,M,70000.0,4.0,2.0,Bachelors,Professional,0.0,2.0
+8070,5115,633,Gavin,Ross,1963-03-14,M,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+8071,5116,658,Jennifer,Diaz,1968-06-13,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8072,5117,516,Begoña,Hurtado,1968-06-06,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+8073,5118,583,Brad,Lal,1962-11-02,M,M,40000.0,4.0,3.0,High School,Skilled Manual,1.0,2.0
+8074,5119,520,James,Wright,1962-09-03,M,M,70000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+8075,5120,620,Hailey,Watson,1961-09-12,M,F,40000.0,4.0,3.0,High School,Skilled Manual,1.0,2.0
+8076,5121,472,Bryce,Ramirez,1961-04-14,M,M,40000.0,4.0,3.0,High School,Skilled Manual,1.0,3.0
+8077,5122,511,Kaitlyn,Ross,1961-05-04,M,F,40000.0,4.0,2.0,High School,Skilled Manual,0.0,2.0
+8078,5123,430,Jason,Phillips,1961-12-16,M,M,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+8079,5124,490,Natalie,Patterson,1961-07-08,M,F,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+8080,5125,671,Eduardo,Murphy,1961-11-03,M,M,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+8081,5126,675,Victoria,Watson,1961-03-06,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8082,5127,670,Faith,Kelly,1961-07-17,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8083,5128,445,Amanda,Edwards,1961-03-17,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8084,5129,647,Destiny,Ward,1961-06-24,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8085,5130,536,Jordyn,Russell,1960-10-11,S,F,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+8086,5131,430,Mike,Seamans,1960-12-24,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8087,5132,443,Albert,Romero,1960-05-14,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8088,5133,682,Sierra,Nelson,1960-12-03,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8089,5134,647,Dylan,Simmons,1967-08-13,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8090,5135,580,Roy,Hernandez,1967-06-06,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8091,5136,580,Chelsea,Raman,1967-07-01,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8092,5137,442,George,Srini,1967-06-04,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8093,5138,522,Timothy,King,1967-03-15,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8094,5139,475,David,Butler,1967-02-09,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+8095,5140,570,Jacqueline,Alexander,1960-08-25,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8096,5141,671,Seth,Harris,1960-04-04,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8097,5142,547,Shelby,Ramirez,1960-11-01,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8098,5143,559,Sophia,King,1959-01-11,S,F,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+8099,5144,494,Sara,Evans,1959-03-19,M,F,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+8100,5145,642,Patrick,Kelly,1959-12-04,M,M,70000.0,1.0,0.0,Graduate Degree,Professional,1.0,1.0
+8101,5146,537,Sydney,Anderson,1959-10-25,S,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+8102,5147,583,Jacquelyn,Saunders,1959-02-21,M,F,80000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8103,5148,502,Nathan,Griffin,1958-11-24,M,M,80000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8104,5149,652,Karen,Walker,1958-03-26,M,F,80000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8105,5150,499,Dalton,Perry,1958-03-01,S,M,60000.0,3.0,2.0,Bachelors,Professional,1.0,1.0
+8106,5151,643,Nicole,Thompson,1958-02-13,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+8107,5152,575,Chloe,Sanchez,1958-01-03,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+8108,5153,690,Katherine,Evans,1958-11-16,M,F,70000.0,5.0,4.0,Graduate Degree,Professional,1.0,0.0
+8109,5154,507,Eric,Jai,1958-04-11,M,M,70000.0,5.0,4.0,Graduate Degree,Professional,1.0,1.0
+8110,5155,689,Jennifer,Scott,1958-12-06,M,F,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+8111,5156,471,Joan,Jenkins,1969-04-10,M,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+8112,5157,549,Javier,Hernandez,1969-09-11,M,M,90000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+8113,5158,558,Cindy,Raman,1969-04-27,M,F,90000.0,1.0,0.0,Graduate Degree,Management,0.0,0.0
+8114,5159,531,Kathleen,Gomez,1969-07-21,M,F,100000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+8115,5160,613,Mindy,Goldberg,1969-06-21,M,F,100000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+8116,5161,655,Erika,Hernandez,1968-06-20,M,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+8117,5162,493,Jodi,Deng,1968-08-24,M,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+8118,5163,534,Mackenzie,Morgan,1968-09-26,S,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+8119,5164,632,Willie,Chande,1967-12-15,S,M,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+8120,5165,510,Amy,Liang,1967-02-02,S,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+8121,5166,509,Jenny,Liu,1967-02-03,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+8122,5167,646,April,Goel,1967-08-10,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+8123,5168,699,Devin,Moore,1967-01-06,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+8124,5169,468,Kathryn,Ashe,1967-09-08,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8125,5170,706,Dennis,Lin,1967-03-17,S,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8126,5171,492,Juan,Rubio,1966-09-08,S,M,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+8127,5172,692,Bruce,Ruiz,1966-04-06,M,M,80000.0,5.0,5.0,Graduate Degree,Management,1.0,3.0
+8128,5173,599,Janelle,Perez,1966-10-11,S,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8129,5174,549,Cory,Rana,1965-01-06,M,M,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+8130,5175,646,Melinda,Hernandez,1965-03-24,S,F,60000.0,3.0,3.0,Bachelors,Professional,0.0,1.0
+8131,5176,549,Tony,Shan,1965-09-05,S,M,60000.0,3.0,3.0,Bachelors,Professional,0.0,1.0
+8132,5177,632,Michele,Torres,1968-08-19,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+8133,5178,493,Bethany,Nath,1968-09-10,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8134,5179,558,Alfredo,Carlson,1968-11-16,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8135,5180,561,Jamie,Zhao,1968-08-22,S,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8136,5181,468,Kyle,Perez,1965-08-22,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8137,5182,531,Daisy,Rubio,1965-06-23,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8138,5183,628,Louis,Sun,1964-04-21,M,M,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+8139,5184,554,Tanya,Carlson,1964-11-04,S,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+8140,5185,596,Christine,She,1964-06-06,M,F,60000.0,4.0,4.0,Bachelors,Professional,1.0,1.0
+8141,5186,553,Grant,Raji,1964-12-13,S,M,60000.0,4.0,4.0,Bachelors,Professional,1.0,3.0
+8142,5187,528,Bethany,Raji,1974-07-25,S,F,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+8143,5188,506,Louis,Hu,1980-08-17,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8144,5189,506,Teresa,Torres,1980-04-05,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8145,5190,532,Amanda,Hughes,1979-04-02,M,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8146,5191,506,Lance,Alvarez,1979-01-08,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8147,5192,676,Margaret,Zeng,1978-03-18,S,F,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+8148,5193,585,Marie,Lopez,1978-06-04,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+8149,5194,481,Victor,Rubio,1978-06-20,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+8150,5195,621,Katie,Deng,1973-09-16,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+8151,5196,528,Abby,Perez,1973-04-12,M,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+8152,5197,483,Kurt,Raheem,1973-10-21,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+8153,5198,586,Heidi,Prasad,1972-08-19,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8154,5199,608,Arthur,Navarro,1972-10-13,S,M,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+8155,5200,623,Terrence,Xie,1972-08-18,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+8156,5201,567,Julia,Edwards,1971-04-18,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8157,5202,506,Ross,Martin,1971-09-06,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+8158,5203,529,Kenneth,Jai,1971-04-21,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+8159,5204,524,Warren,Raje,1970-05-04,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+8160,5205,503,Terrence,Anand,1971-04-13,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8161,5206,529,Melanie,Sanders,1971-04-01,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8162,5207,474,Cindy,Lewis,1971-05-19,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8163,5208,626,Jordan,Shan,1971-03-13,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8164,5209,683,Ruth,Chandra,1971-07-21,S,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8165,5210,615,Carolyn,Alvarez,1970-03-18,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8166,5211,445,Olivia,Cooper,1974-03-12,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+8167,5212,442,Jesse,Roberts,1974-11-23,S,M,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+8168,5213,610,Jacqueline,Rivera,1930-01-03,M,F,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8169,5214,695,Kaylee,Turner,1966-05-16,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8170,5215,583,Brett,Fernandez,1966-02-03,M,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8171,5216,507,Thomas,Turner,1966-05-12,M,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8172,5217,535,Charles,Mitchell,1966-09-27,S,M,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8173,5218,573,Amanda,Gonzales,1966-09-25,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8174,5219,677,Julia,Simmons,1953-10-04,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8175,5220,499,Angel,Sanders,1953-11-22,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8176,5221,562,Megan,Russell,1953-07-06,M,F,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8177,5222,597,Darren,Saunders,1953-05-14,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8178,5223,584,Brandon,Anderson,1953-12-18,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8179,5224,653,Carlos,Collins,1953-05-18,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8180,5225,520,Jacob,Martinez,1953-07-20,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8181,5226,505,Wyatt,Nelson,1953-10-12,M,M,30000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8182,5227,694,Maria,Blue,1953-05-23,M,F,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8183,5228,472,Eric,Lopez,1954-06-18,M,M,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+8184,5229,445,Rafael,Zhu,1955-12-27,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8185,5230,577,Wayne,Chande,1955-05-20,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8186,5231,582,Craig,Blanco,1955-05-04,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8187,5232,583,Dana,Martin,1955-11-09,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8188,5233,642,Chase,Richardson,1955-10-06,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8189,5234,502,Rebecca,King,1955-03-25,S,F,80000.0,5.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8190,5235,689,Wyatt,Martin,1956-05-07,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8191,5236,505,Sebastian,Morris,1956-02-17,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8192,5237,500,Nicholas,Martinez,1956-12-16,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8193,5238,694,Erin,James,1957-01-12,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8194,5239,430,Ann,Arun,1957-12-02,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8195,5240,658,Gabriel,Nelson,1957-12-01,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8196,5241,443,Madeline,Green,1958-02-15,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8197,5242,562,Isabel,Butler,1958-10-08,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8198,5243,469,Megan,Garcia,1958-02-24,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8199,5244,668,Maria,James,1958-06-25,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8200,5245,582,Gregory,Kumar,1958-12-19,M,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8201,5246,547,Alexandra,Griffin,1958-09-25,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8202,5247,694,Lucas,Simmons,1958-11-26,S,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8203,5248,550,Anna,Brown,1959-05-03,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8204,5249,495,Alyssa,Ross,1959-02-28,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8205,5250,625,Jesse,Rivera,1959-12-05,M,M,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+8206,5251,497,Brendan,Raje,1968-05-21,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8207,5252,666,Makayla,Howard,1967-03-12,S,F,10000.0,3.0,3.0,High School,Manual,1.0,0.0
+8208,5253,542,Danny,Jiménez,1967-09-22,S,M,10000.0,3.0,3.0,Partial High School,Manual,1.0,1.0
+8209,5254,662,Bethany,Lal,1967-09-03,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,1.0
+8210,5255,459,Maria,Morris,1967-08-21,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,1.0
+8211,5256,700,Taylor,Russell,1967-08-22,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,1.0
+8212,5257,501,Richard,Collins,1967-07-17,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+8213,5258,621,Michele,Chandra,1967-10-18,M,F,20000.0,1.0,1.0,High School,Manual,1.0,1.0
+8214,5259,672,Deanna,Malhotra,1967-11-03,S,F,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+8215,5260,702,Ebony,Sai,1966-04-21,S,F,10000.0,4.0,4.0,Partial High School,Manual,1.0,2.0
+8216,5261,525,Gina,Schmidt,1966-02-20,S,F,20000.0,1.0,1.0,High School,Manual,0.0,1.0
+8217,5262,624,Diana,Navarro,1967-08-10,M,F,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8218,5263,529,Kathryn,Xie,1967-11-19,M,F,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8219,5264,640,Eduardo,Robinson,1967-06-11,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8220,5265,567,Jennifer,Howard,1928-04-22,M,F,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+8221,5266,435,Julie,Goel,1966-06-19,M,F,30000.0,1.0,1.0,Bachelors,Clerical,1.0,1.0
+8222,5267,661,Alisha,Yang,1966-04-18,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+8223,5268,635,Edwin,Chen,1966-10-23,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8224,5269,681,Lindsey,Kumar,1966-11-20,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8225,5270,586,Tara,Nath,1966-02-25,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8226,5271,586,Jerome,Hernandez,1966-06-10,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8227,5272,586,Michele,Gutierrez,1965-06-13,S,F,20000.0,2.0,2.0,High School,Manual,1.0,1.0
+8228,5273,659,Raul,Deng,1965-08-07,S,M,20000.0,2.0,2.0,High School,Manual,1.0,1.0
+8229,5274,435,Marie,Martinez,1965-05-14,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8230,5275,480,Ross,Diaz,1964-03-16,M,M,10000.0,3.0,2.0,Partial High School,Manual,0.0,1.0
+8231,5276,567,Deborah,McDonald,1964-01-01,M,F,20000.0,2.0,2.0,High School,Manual,0.0,2.0
+8232,5277,590,Brandi,Carlson,1964-03-05,S,F,20000.0,3.0,3.0,High School,Manual,1.0,0.0
+8233,5278,705,Christy,Luo,1964-09-28,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8234,5279,639,Angel,Turner,1964-06-23,M,M,30000.0,2.0,2.0,Partial College,Manual,0.0,0.0
+8235,5280,626,Victoria,Patterson,1963-06-25,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+8236,5281,515,Glenn,Ma,1963-08-19,S,M,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+8237,5282,529,Gilbert,Luo,1963-01-06,S,M,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+8238,5283,506,Kristine,Suarez,1963-09-01,S,F,20000.0,3.0,3.0,High School,Manual,1.0,2.0
+8239,5284,529,Clayton,Raji,1963-09-13,S,M,20000.0,3.0,3.0,High School,Manual,1.0,2.0
+8240,5285,639,Troy,Perez,1963-06-11,S,M,20000.0,3.0,3.0,High School,Manual,1.0,2.0
+8241,5286,504,Mindy,Xie,1966-11-02,M,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+8242,5287,529,Billy,Torres,1966-11-24,M,M,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+8243,5288,506,Laura,Xu,1966-11-03,M,F,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+8244,5289,557,Edwin,Shen,1963-08-24,M,M,30000.0,2.0,2.0,Partial College,Clerical,0.0,0.0
+8245,5290,544,Julie,Pal,1965-09-24,S,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8246,5291,483,Russell,Nath,1965-10-23,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+8247,5292,529,Lindsey,Lal,1964-01-06,S,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+8248,5293,513,Carly,Lal,1964-05-04,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8249,5294,485,Sean,Adams,1964-11-12,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8250,5295,506,Steve,Hu,1964-06-24,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8251,5296,657,Roger,Xu,1963-11-14,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+8252,5297,702,Sydney,White,1963-12-21,M,F,30000.0,3.0,3.0,Partial College,Clerical,0.0,0.0
+8253,5298,483,Deanna,Garcia,1963-09-12,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8254,5299,662,Adrienne,Sanz,1963-05-16,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8255,5300,696,Alison,Tang,1977-11-24,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+8256,5301,698,Orlando,Martin,1977-11-10,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+8257,5302,592,Omar,Cai,1977-02-06,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+8258,5303,622,Rosa,Zeng,1979-11-12,S,F,20000.0,4.0,4.0,High School,Manual,1.0,2.0
+8259,5304,474,Tracy,Yuan,1979-09-07,S,F,20000.0,5.0,5.0,High School,Manual,1.0,2.0
+8260,5305,474,Justin,Moore,1979-10-16,S,M,20000.0,5.0,5.0,High School,Manual,1.0,2.0
+8261,5306,640,Stanley,Gonzalez,1979-09-23,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+8262,5307,565,Kristine,Romero,1979-02-18,M,F,30000.0,3.0,3.0,Partial College,Clerical,0.0,2.0
+8263,5308,687,Kelli,Sun,1963-06-07,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8264,5309,651,Sheena,Chander,1963-04-27,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8265,5310,623,Desiree,Ortega,1962-09-21,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8266,5311,624,Diana,Rubio,1962-03-04,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8267,5312,506,Carl,Beck,1962-10-10,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8268,5313,530,Bethany,Beck,1978-01-20,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+8269,5314,674,Hailey,Russell,1978-03-26,S,F,30000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+8270,5315,698,Gabriel,Ross,1978-04-24,S,M,30000.0,4.0,4.0,Partial College,Clerical,1.0,3.0
+8271,5316,529,Garrett,Richardson,1977-07-22,S,M,30000.0,5.0,5.0,Partial College,Clerical,1.0,3.0
+8272,5317,586,Kelli,Hu,1977-10-24,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8273,5318,525,Joel,Raman,1977-09-23,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8274,5319,567,Kellie,Moreno,1977-06-08,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8275,5320,435,Joy,Ortega,1976-11-21,S,F,20000.0,0.0,0.0,High School,Manual,1.0,1.0
+8276,5321,624,Rachel,Simmons,1976-03-04,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+8277,5322,587,Ruth,Malhotra,1974-10-25,M,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+8278,5323,530,Gloria,Dominguez,1974-09-17,S,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+8279,5324,564,Dustin,Raje,1975-04-05,S,M,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+8280,5325,587,Juan,Romero,1975-03-19,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+8281,5326,541,Emma,Williams,1913-09-10,S,F,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8282,5327,590,Jésus,Romero,1973-01-17,S,M,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8283,5328,687,Darren,Diaz,1973-03-06,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8284,5329,705,Maurice,Rai,1973-02-15,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+8285,5330,506,Jamie,Ye,1973-12-13,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8286,5331,459,Luke,Simmons,1973-07-06,S,M,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+8287,5332,668,Erin,Richardson,1977-03-12,S,F,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+8288,5333,509,Joan,Vazquez,1948-10-04,M,F,10000.0,2.0,1.0,Partial High School,Clerical,0.0,2.0
+8289,5334,627,Caleb,Hill,1977-02-21,M,M,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8290,5335,523,Natalie,Bailey,1977-12-12,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8291,5336,582,Kristen,Lu,1977-08-25,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8292,5337,475,Jonathan,Wright,1977-06-08,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8293,5338,625,Jose,White,1977-07-06,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8294,5339,487,Barbara,Zhang,1949-03-18,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+8295,5340,561,Seth,Davis,1950-05-02,M,M,30000.0,3.0,0.0,Partial College,Clerical,0.0,2.0
+8296,5341,494,Sean,Mitchell,1980-12-24,S,M,20000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8297,5342,492,Lacey,Raji,1951-11-26,M,F,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+8298,5343,471,Gregory,Jai,1951-04-09,M,M,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+8299,5344,554,Joel,Malhotra,1951-08-24,M,M,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+8300,5345,691,Xavier,King,1980-05-18,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8301,5346,706,Francis,Ramos,1953-10-24,M,M,40000.0,3.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8302,5347,512,Marc,Navarro,1953-06-14,M,M,40000.0,3.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8303,5348,679,Raul,Sharma,1953-06-03,M,M,70000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+8304,5349,634,Roy,Raman,1954-07-04,M,M,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8305,5350,425,Levi,Sai,1954-04-15,S,M,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8306,5351,558,Fernando,Thompson,1954-02-14,S,M,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8307,5352,680,Martha,Xu,1954-07-07,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8308,5353,634,Tiffany,Gao,1954-08-06,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8309,5354,442,Alejandro,Xu,1975-11-07,M,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8310,5355,508,Janet,Torres,1975-02-07,S,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8311,5356,610,Sam,Foster,1975-06-27,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8312,5357,527,Sophia,Baker,1975-12-18,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8313,5358,505,Margaret,Russell,1974-09-16,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8314,5359,701,Samuel,Jai,1974-01-08,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8315,5360,573,Shelby,Richardson,1954-03-11,M,F,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+8316,5361,575,Justin,Garcia,1954-08-02,M,M,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+8317,5362,552,Wyatt,White,1955-05-10,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8318,5363,520,Joshua,Smith,1955-05-02,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8319,5364,499,Melanie,Ramirez,1955-03-03,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8320,5365,610,Shawna,Yuan,1955-05-11,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8321,5366,671,Jenna,Young,1955-07-19,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8322,5367,467,Isabelle,Henderson,1955-07-09,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8323,5368,580,Emily,Williams,1955-06-01,S,F,80000.0,5.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8324,5369,678,Lauren,Williams,1955-11-08,S,F,80000.0,5.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8325,5370,627,Isabel,Powell,1956-08-26,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8326,5371,467,Molly,Gonzalez,1956-01-26,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8327,5372,470,Caleb,Diaz,1956-03-14,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8328,5373,505,Vanessa,Foster,1957-08-05,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8329,5374,642,Sara,Cook,1957-04-22,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8330,5375,573,Edward,Phillips,1957-12-15,M,M,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8331,5376,552,Gabriella,Hernandez,1957-08-23,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8332,5377,583,Maria,Wright,1957-12-07,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8333,5378,653,Jordan,Adams,1958-09-25,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+8334,5379,573,Hailey,Baker,1958-03-18,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+8335,5380,469,Marc,Jimenez,1958-09-25,M,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+8336,5381,695,Mariah,Torres,1958-10-24,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8337,5382,597,Kayla,Davis,1958-06-03,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8338,5383,559,Jennifer,Davis,1958-06-03,S,F,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+8339,5384,538,Brian,Kelly,1958-04-27,S,M,80000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8340,5385,667,Jada,Reed,1959-05-23,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8341,5386,691,James,Perez,1959-12-17,M,M,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8342,5387,576,Philip,Moyer,1968-09-15,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8343,5388,426,Douglas,Vance,1968-10-25,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+8344,5389,529,Jay,Torres,1968-11-26,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8345,5390,586,Arturo,Shen,1968-10-04,S,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8346,5391,521,Mario,Nath,1968-02-26,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+8347,5392,563,Sergio,Suri,1968-11-04,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+8348,5393,616,Kari,Raman,1968-10-09,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8349,5394,700,Xavier,Edwards,1968-07-13,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8350,5395,650,Bryan,Bell,1967-06-07,S,M,10000.0,3.0,3.0,High School,Manual,1.0,1.0
+8351,5396,529,Tara,Pal,1967-12-08,M,F,10000.0,3.0,3.0,High School,Manual,0.0,1.0
+8352,5397,513,Keith,Rai,1967-04-17,S,M,10000.0,4.0,4.0,Partial High School,Manual,1.0,0.0
+8353,5398,586,Andy,Navarro,1967-04-14,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+8354,5399,540,Emmanuel,Rana,1967-12-14,S,M,20000.0,1.0,1.0,High School,Manual,0.0,1.0
+8355,5400,483,Arturo,Xu,1967-10-17,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+8356,5401,528,Theodore,Ramos,1967-03-10,M,M,30000.0,1.0,1.0,Bachelors,Clerical,1.0,0.0
+8357,5402,506,Margaret,Gao,1967-09-09,S,F,30000.0,1.0,1.0,Bachelors,Clerical,0.0,1.0
+8358,5403,525,Alexander,Martin,1967-10-03,S,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,1.0
+8359,5404,530,Byron,Suarez,1966-10-19,M,M,20000.0,1.0,1.0,High School,Manual,1.0,1.0
+8360,5405,529,Raul,Nara,1967-07-06,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8361,5406,426,Adriana,Sai,1967-04-08,M,F,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8362,5407,525,Dakota,Henderson,1967-11-14,M,M,40000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+8363,5408,659,Colleen,Zhao,1966-03-04,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8364,5409,529,Arthur,Madan,1965-02-08,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8365,5410,586,Ebony,Moreno,1965-10-17,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+8366,5411,567,Joy,Navarro,1964-10-19,S,F,10000.0,4.0,3.0,Partial High School,Manual,1.0,2.0
+8367,5412,521,Stanley,Sanchez,1964-08-21,S,M,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+8368,5413,622,Leah,Liang,1964-06-11,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+8369,5414,437,Julia,Gonzalez,1931-05-07,M,F,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+8370,5415,474,Kelly,Flores,1964-06-17,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+8371,5416,700,Andre,Patel,1964-06-17,S,M,20000.0,3.0,3.0,High School,Manual,1.0,0.0
+8372,5417,702,Brian,Rivera,1964-05-17,S,M,30000.0,2.0,2.0,Partial College,Manual,1.0,0.0
+8373,5418,447,Noah,Bryant,1964-09-01,S,M,30000.0,2.0,2.0,Partial College,Manual,1.0,0.0
+8374,5419,529,Katrina,Rai,1963-08-26,S,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+8375,5420,483,Lacey,Simpson,1963-06-23,M,F,20000.0,3.0,3.0,High School,Manual,0.0,1.0
+8376,5421,676,Eddie,Alonso,1963-11-19,S,M,20000.0,3.0,3.0,High School,Manual,1.0,1.0
+8377,5422,557,Natasha,Diaz,1963-10-10,S,F,20000.0,3.0,3.0,High School,Manual,1.0,1.0
+8378,5423,683,Kurt,Xu,1963-03-27,S,M,20000.0,3.0,3.0,High School,Manual,1.0,1.0
+8379,5424,503,Sergio,Madan,1933-05-23,S,M,10000.0,4.0,0.0,High School,Manual,1.0,2.0
+8380,5425,529,Brandi,Diaz,1966-07-18,M,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+8381,5426,681,Lisa,Lu,1966-02-15,M,F,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+8382,5427,544,Jorge,Ye,1966-07-11,M,M,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+8383,5428,704,Kendra,Alonso,1966-03-15,S,F,60000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8384,5429,447,Ryan,Ross,1963-03-28,S,M,20000.0,4.0,4.0,High School,Manual,1.0,1.0
+8385,5430,542,Jaclyn,Luo,1962-10-16,M,F,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8386,5431,529,Franklin,Rai,1965-08-07,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8387,5432,529,Jermaine,Rodriguez,1965-09-03,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+8388,5433,459,John,Garcia,1964-08-08,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+8389,5434,529,Mathew,Dominguez,1964-05-27,M,M,30000.0,2.0,2.0,Partial College,Clerical,0.0,2.0
+8390,5435,517,Taylor,Bailey,1964-10-04,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8391,5436,666,Steven,Cooper,1964-07-09,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8392,5437,540,Ethan,Henderson,1963-08-15,S,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,3.0
+8393,5438,506,Jésus,Gutierrez,1977-10-24,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+8394,5439,529,Kaitlin,Arthur,1976-07-17,M,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8395,5440,529,Dawn,Deng,1979-10-26,S,F,20000.0,4.0,4.0,High School,Manual,1.0,2.0
+8396,5441,529,Jimmy,Martin,1979-12-04,S,M,20000.0,4.0,4.0,High School,Manual,1.0,2.0
+8397,5442,474,Jason,Young,1979-03-12,M,M,20000.0,5.0,5.0,High School,Manual,0.0,2.0
+8398,5443,483,Luke,Gonzalez,1979-08-27,S,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+8399,5444,486,Dawn,Gao,1979-03-08,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+8400,5445,541,Erika,Carlson,1963-10-23,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+8401,5446,447,Caitlin,Ward,1962-06-13,S,F,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8402,5447,676,Kristine,Munoz,1962-05-12,M,F,30000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+8403,5448,541,Kate,Becker,1962-12-09,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8404,5449,496,Cheryl,Martin,1962-02-02,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,1.0
+8405,5450,439,Casey,Browning,1978-02-14,S,M,30000.0,4.0,4.0,Partial College,Clerical,1.0,2.0
+8406,5451,650,Rebekah,Gutierrez,1977-08-15,S,F,30000.0,5.0,5.0,Partial College,Clerical,1.0,2.0
+8407,5452,513,Karl,Stone,1977-09-05,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8408,5453,588,Cassie,Luo,1977-11-21,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8409,5454,567,Mayra,Chandra,1977-04-09,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8410,5455,705,Marco,Suri,1977-06-05,M,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8411,5456,543,Deb,Moreno,1911-08-13,M,F,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+8412,5457,662,Larry,Navarro,1975-07-13,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+8413,5458,595,Kathleen,Martin,1976-02-19,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,1.0
+8414,5459,662,Michele,Ruiz,1976-12-19,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8415,5460,608,Carolyn,Kapoor,1976-04-17,M,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8416,5461,576,Jodi,Xu,1976-11-17,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8417,5462,576,Rosa,Wu,1976-02-06,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8418,5463,662,Marissa,Gonzales,1975-04-17,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,1.0
+8419,5464,437,Anna,Murphy,1975-10-22,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,1.0
+8420,5465,659,Alan,Liu,1974-05-18,S,M,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+8421,5466,587,Kara,Goel,1974-11-01,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8422,5467,474,Alisha,Kumar,1974-06-15,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8423,5468,498,Ronald,Srini,1974-09-08,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+8424,5469,529,Orlando,Dominguez,1975-11-18,S,M,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+8425,5470,539,Michele,Tang,1975-11-19,S,F,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+8426,5471,698,Wesley,Guo,1975-11-09,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+8427,5472,459,Vanessa,Hayes,1913-08-17,M,F,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+8428,5473,529,Olivia,Robinson,1974-03-14,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8429,5474,586,Dawn,Andersen,1973-03-03,S,F,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8430,5475,641,Jay,Serrano,1973-04-21,M,M,10000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8431,5476,482,Kurt,Anand,1973-12-13,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+8432,5477,529,Shawn,Xie,1973-12-11,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+8433,5478,442,Anna,Gonzales,1977-05-04,S,F,40000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+8434,5479,520,Adrian,Gray,1977-01-21,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8435,5480,695,Victoria,Brooks,1976-05-09,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8436,5481,487,Alan,Zhou,1949-02-08,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+8437,5482,656,Madison,Bryant,1949-06-17,S,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+8438,5483,425,Tabitha,Arthur,1950-05-15,M,F,30000.0,3.0,0.0,Partial College,Clerical,0.0,2.0
+8439,5484,656,Warren,Jai,1950-10-17,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+8440,5485,553,Dustin,Lal,1950-02-07,M,M,40000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+8441,5486,443,Ian,Foster,1980-04-23,S,M,40000.0,0.0,0.0,Partial High School,Clerical,1.0,2.0
+8442,5487,669,Rachael,Madan,1951-05-16,M,F,30000.0,3.0,0.0,High School,Skilled Manual,0.0,2.0
+8443,5488,510,Brianna,Griffin,1951-05-17,S,F,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+8444,5489,493,Joel,Rodriguez,1951-04-28,M,M,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+8445,5490,646,Frederick,Garcia,1951-07-06,M,M,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+8446,5491,690,Megan,Robinson,1980-05-17,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8447,5492,647,Christian,Garcia,1979-04-19,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8448,5493,706,Theodore,Sanz,1952-03-24,M,M,40000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+8449,5494,692,Brenda,Fernandez,1953-11-05,M,F,40000.0,3.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8450,5495,568,Jordyn,Simmons,1954-11-25,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8451,5496,568,Monique,Ramos,1954-08-08,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+8452,5497,473,Dawn,Tang,1954-05-18,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8453,5498,550,Julia,Peterson,1975-07-07,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8454,5499,495,Hunter,Jones,1975-11-09,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8455,5500,507,Danielle,Kelly,1975-10-17,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8456,5501,678,Chloe,Perry,1975-02-20,S,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8457,5502,693,Vanessa,Wood,1975-07-27,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8458,5503,573,Jackson,Parker,1975-02-13,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8459,5504,658,Christian,Anderson,1975-03-02,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8460,5505,688,Justin,Russell,1974-08-05,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8461,5506,631,Erin,Gray,1974-08-07,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8462,5507,511,Catherine,Murphy,1973-12-13,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8463,5508,672,Tracy,Nath,1939-11-19,M,F,10000.0,2.0,0.0,Bachelors,Clerical,1.0,1.0
+8464,5509,528,Brent,Zhu,1939-08-14,M,M,10000.0,2.0,0.0,Bachelors,Clerical,1.0,1.0
+8465,5510,506,Veronica,Sai,1941-05-02,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8466,5511,529,Brad,Nara,1942-12-05,M,M,10000.0,3.0,0.0,Partial College,Manual,1.0,1.0
+8467,5512,449,Joe,Raman,1942-06-20,M,M,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8468,5513,576,Ricardo,Sharma,1942-04-07,S,M,40000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8469,5514,504,Ronnie,Wagner,1943-05-14,S,M,10000.0,3.0,0.0,Partial College,Manual,1.0,1.0
+8470,5515,655,Manuel,Fernandez,1980-01-11,S,M,10000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+8471,5516,493,Troy,Sai,1980-02-04,M,M,10000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+8472,5517,561,Melvin,She,1980-07-27,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8473,5518,706,Katrina,Raji,1976-03-19,M,F,10000.0,1.0,1.0,High School,Manual,1.0,0.0
+8474,5519,471,Krystal,Holt,1976-06-19,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+8475,5520,492,Yolanda,Chander,1976-08-14,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+8476,5521,425,Misty,Raji,1976-10-23,M,F,10000.0,1.0,1.0,High School,Manual,1.0,0.0
+8477,5522,637,Tonya,She,1979-08-11,S,F,10000.0,1.0,1.0,High School,Manual,0.0,0.0
+8478,5523,599,Casey,Pal,1979-07-05,M,F,10000.0,1.0,1.0,High School,Manual,1.0,0.0
+8479,5524,492,Sandra,Huang,1979-01-11,M,F,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8480,5525,637,Damien,Huang,1979-07-24,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8481,5526,634,Martha,Liang,1978-05-25,M,F,20000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+8482,5527,699,Arthur,Perez,1978-10-25,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8483,5528,512,Cory,Arun,1978-06-20,S,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8484,5529,510,Dominique,Garcia,1978-08-25,S,F,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8485,5530,634,Jonathon,Gutierrez,1977-07-28,M,M,20000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8486,5531,506,Priscilla,Chander,1943-10-18,M,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8487,5532,506,Lacey,Gao,1943-06-25,S,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8488,5533,454,Tommy,Sharma,1961-06-24,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8489,5534,476,Kristen,Cai,1961-05-24,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+8490,5535,765,Claudia,Holt,1961-02-05,M,F,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8491,5536,529,Colin,Chen,1960-05-12,S,M,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+8492,5537,545,Meghan,Jimenez,1960-07-22,S,F,10000.0,1.0,1.0,High School,Manual,0.0,1.0
+8493,5538,683,Arthur,Dominguez,1960-10-13,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8494,5539,483,Stacey,Liang,1960-01-13,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8495,5540,639,Christy,Li,1960-01-11,S,F,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8496,5541,687,Theodore,Browning,1960-09-15,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+8497,5542,587,Micah,Hu,1960-12-28,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8498,5543,486,Jésus,Ortega,1960-06-09,M,M,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+8499,5544,506,Jenny,McDonald,1960-06-10,M,F,20000.0,1.0,1.0,Partial College,Manual,1.0,0.0
+8500,5545,543,Eduardo,Morgan,1959-04-08,M,M,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+8501,5546,529,Alicia,Pal,1959-01-12,M,F,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+8502,5547,506,Terrance,Jordan,1959-08-28,M,M,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+8503,5548,530,Jake,Yang,1958-02-15,M,M,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+8504,5549,539,Darren,Rubio,1960-07-14,M,M,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+8505,5550,586,Linda,Moreno,1959-08-06,S,F,30000.0,3.0,0.0,Bachelors,Clerical,1.0,0.0
+8506,5551,705,Frederick,Madan,1959-02-22,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8507,5552,540,Christy,Shan,1959-11-14,S,F,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8508,5553,649,Joe,Sanchez,1959-07-10,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8509,5554,481,Gabriella,Roberts,1959-03-05,M,F,40000.0,3.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8510,5555,567,Casey,Chander,1958-08-17,S,F,30000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+8511,5556,503,Mathew,Vazquez,1970-06-21,M,M,10000.0,1.0,1.0,High School,Manual,1.0,1.0
+8512,5557,569,Angelica,Butler,1970-01-06,S,F,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+8513,5558,529,Derek,Chander,1970-04-17,S,M,20000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+8514,5559,555,Preston,Sara,1970-04-17,S,M,20000.0,0.0,0.0,Partial College,Manual,0.0,1.0
+8515,5560,454,Candace,Martinez,1969-10-23,S,F,10000.0,2.0,2.0,High School,Manual,1.0,0.0
+8516,5561,545,Kelvin,Sun,1970-10-14,S,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8517,5562,501,Kurt,Yuan,1970-12-06,M,M,30000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+8518,5563,525,Colleen,Zhang,1970-09-10,M,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8519,5564,666,Mackenzie,Baker,1919-08-27,S,F,20000.0,2.0,0.0,Graduate Degree,Clerical,1.0,1.0
+8520,5565,439,Susan,Wu,1969-08-07,S,F,20000.0,0.0,0.0,Partial College,Manual,1.0,1.0
+8521,5566,474,Corey,Anand,1969-04-08,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8522,5567,681,Ashlee,Shen,1969-01-22,S,F,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8523,5568,542,Erick,Lopez,1969-09-10,S,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8524,5569,641,Caroline,Coleman,1922-02-13,M,F,40000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+8525,5570,615,Colleen,Li,1952-09-12,S,F,10000.0,3.0,0.0,Partial College,Manual,1.0,2.0
+8526,5571,564,Julie,She,1952-03-20,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+8527,5572,666,Audrey,Torres,1951-09-09,M,F,20000.0,2.0,0.0,Partial College,Manual,1.0,1.0
+8528,5573,586,Jon,Xu,1968-05-17,S,M,10000.0,2.0,2.0,High School,Manual,1.0,1.0
+8529,5574,506,Ruben,Dominguez,1968-02-10,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8530,5575,439,Joe,Gomez,1968-03-12,S,M,20000.0,1.0,1.0,Partial College,Manual,0.0,0.0
+8531,5576,659,Veronica,Vance,1944-09-03,S,F,170000.0,3.0,4.0,Graduate Degree,Management,0.0,2.0
+8532,5577,657,Corey,Beck,1946-10-12,S,M,90000.0,5.0,0.0,Partial College,Professional,1.0,2.0
+8533,5578,530,Leah,Chen,1946-04-03,S,F,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+8534,5579,474,Stefanie,Weber,1946-12-05,S,F,100000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+8535,5580,608,Zachary,Davis,1953-06-20,M,M,70000.0,4.0,3.0,High School,Professional,1.0,1.0
+8536,5581,657,Dawn,Chen,1954-07-04,M,F,100000.0,3.0,4.0,High School,Professional,0.0,2.0
+8537,5582,528,Kenneth,Becker,1954-07-23,S,M,100000.0,3.0,4.0,High School,Professional,1.0,3.0
+8538,5583,586,Frank,Torres,1954-10-04,M,M,100000.0,3.0,4.0,High School,Professional,1.0,3.0
+8539,5584,483,Justin,Martinez,1954-05-05,M,M,100000.0,3.0,4.0,High School,Professional,1.0,3.0
+8540,5585,704,Devin,Gray,1954-05-03,S,M,170000.0,0.0,4.0,High School,Professional,0.0,4.0
+8541,5586,705,Vincent,Sun,1954-05-06,M,M,170000.0,0.0,5.0,Partial High School,Professional,1.0,2.0
+8542,5587,564,Leonard,Chander,1953-06-23,M,M,100000.0,3.0,4.0,Partial College,Professional,1.0,4.0
+8543,5588,696,Zachary,Martinez,1953-09-11,M,M,120000.0,3.0,5.0,Bachelors,Management,1.0,2.0
+8544,5589,506,Andre,Martinez,1953-04-03,M,M,130000.0,4.0,5.0,Partial College,Professional,1.0,2.0
+8545,5590,654,Martin,Suri,1953-04-10,M,M,130000.0,5.0,5.0,Partial College,Professional,1.0,2.0
+8546,5591,525,Shawn,Deng,1953-09-02,M,M,150000.0,3.0,5.0,Bachelors,Management,1.0,3.0
+8547,5592,676,Clarence,He,1953-10-27,M,M,160000.0,3.0,4.0,Bachelors,Management,1.0,4.0
+8548,5593,543,Jacquelyn,Gomez,1952-11-15,M,F,80000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+8549,5594,588,Suzanne,He,1952-01-05,M,F,120000.0,4.0,5.0,Partial College,Professional,0.0,3.0
+8550,5595,532,Andrew,Jones,1952-03-04,M,M,170000.0,4.0,5.0,Bachelors,Management,0.0,3.0
+8551,5596,541,Cameron,Anderson,1952-07-19,M,M,170000.0,4.0,5.0,Bachelors,Management,1.0,3.0
+8552,5597,543,Gabrielle,Carter,1951-03-28,S,F,70000.0,5.0,2.0,Partial High School,Skilled Manual,1.0,2.0
+8553,5598,687,Kelli,Xu,1951-03-15,S,F,100000.0,3.0,4.0,Partial College,Professional,1.0,4.0
+8554,5599,447,Kate,Rai,1951-11-03,S,F,130000.0,4.0,5.0,High School,Professional,0.0,3.0
+8555,5600,506,Ramón,Cai,1950-05-17,M,M,150000.0,4.0,5.0,Bachelors,Management,1.0,3.0
+8556,5601,548,Janet,Suarez,1948-05-16,S,F,90000.0,4.0,1.0,High School,Management,1.0,3.0
+8557,5602,525,Tabitha,Rana,1948-02-09,S,F,130000.0,5.0,5.0,High School,Management,0.0,4.0
+8558,5603,541,Jill,Travers,1948-09-19,M,F,150000.0,4.0,5.0,High School,Management,1.0,4.0
+8559,5604,765,Scott,Seely,1947-11-19,M,F,110000.0,4.0,5.0,Partial High School,Professional,1.0,3.0
+8560,5605,556,Roy,Serrano,1947-01-04,M,M,120000.0,5.0,5.0,High School,Management,0.0,4.0
+8561,5606,534,Toni,Randall,1975-11-10,M,F,60000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+8562,5607,509,Ricky,Blanco,1976-11-09,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8563,5608,596,Logan,Gonzales,1975-08-27,M,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8564,5609,596,Ricky,Martin,1975-12-13,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8565,5610,493,Gary,Jimenez,1974-08-13,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+8566,5611,468,Sydney,Clark,1974-06-23,M,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+8567,5612,534,Dylan,Rodriguez,1975-01-16,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+8568,5613,509,Ebony,Ashe,1975-08-22,S,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+8569,5614,599,Cassie,Sutton,1974-04-08,M,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+8570,5615,553,Alison,Shen,1973-09-22,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8571,5616,531,Kaitlin,Patel,1973-02-08,S,F,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+8572,5617,531,Kelvin,Liang,1974-06-06,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+8573,5618,568,Alvin,Xie,1974-02-06,M,M,100000.0,0.0,5.0,High School,Management,1.0,1.0
+8574,5619,628,Cassandra,Subram,1974-06-17,M,F,110000.0,0.0,5.0,Partial College,Management,1.0,3.0
+8575,5620,519,Whitney,Perez,1974-05-05,M,F,120000.0,5.0,5.0,Partial High School,Professional,0.0,4.0
+8576,5621,558,Cameron,Thompson,1973-05-16,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8577,5622,425,Birgit,Seidel,1973-03-16,M,F,100000.0,0.0,5.0,High School,Management,0.0,2.0
+8578,5623,518,Byron,Navarro,1973-05-15,S,M,100000.0,0.0,5.0,High School,Management,1.0,2.0
+8579,5624,534,Andres,Lal,1973-09-04,S,M,150000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8580,5625,531,Albert,Alvarez,1972-07-27,S,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+8581,5626,492,Grant,Deng,1972-05-22,M,M,100000.0,0.0,5.0,High School,Management,0.0,2.0
+8582,5627,561,Nathaniel,Morgan,1972-07-18,S,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+8583,5628,628,Claudia,Chen,1971-05-27,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+8584,5629,646,Francisco,Prasad,1971-04-19,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+8585,5630,509,Rosa,Zheng,1972-09-13,S,F,110000.0,0.0,5.0,High School,Management,1.0,4.0
+8586,5631,699,Jaime,Sutton,1972-07-11,M,M,110000.0,0.0,5.0,High School,Management,1.0,4.0
+8587,5632,680,Haley,Ward,1971-03-20,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+8588,5633,473,Ruben,Romero,1971-05-17,S,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+8589,5634,692,Kelli,Becker,1971-12-26,M,F,100000.0,0.0,5.0,High School,Management,1.0,4.0
+8590,5635,425,Jenny,Hu,1970-02-16,M,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+8591,5636,468,Erick,Suri,1970-02-14,M,M,100000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+8592,5637,697,Danny,Gomez,1970-08-26,M,M,110000.0,0.0,5.0,High School,Management,1.0,4.0
+8593,5638,534,Evan,King,1971-08-19,M,M,110000.0,0.0,5.0,High School,Management,1.0,4.0
+8594,5639,553,Dennis,Ye,1971-08-11,M,M,110000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+8595,5640,510,Renee,Romero,1971-07-11,S,F,110000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+8596,5641,473,Colin,Lal,1971-06-03,M,M,130000.0,0.0,5.0,Partial High School,Management,0.0,4.0
+8597,5642,643,Julia,Bailey,1941-05-17,S,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8598,5643,575,Mason,Mitchell,1941-11-07,S,M,130000.0,2.0,3.0,Bachelors,Management,0.0,4.0
+8599,5644,675,Fernando,Wilson,1941-07-19,S,M,170000.0,1.0,2.0,Graduate Degree,Management,0.0,4.0
+8600,5645,443,Leonard,Goel,1941-12-23,M,M,170000.0,1.0,3.0,Graduate Degree,Management,1.0,2.0
+8601,5646,610,Chelsea,Subram,1942-10-18,M,F,80000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8602,5647,671,Xavier,Collins,1942-10-25,M,M,100000.0,2.0,3.0,Graduate Degree,Management,1.0,3.0
+8603,5648,472,Anna,Alexander,1942-10-18,M,F,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+8604,5649,633,Rachel,Coleman,1942-06-26,M,F,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+8605,5650,511,Makayla,Stewart,1943-02-07,M,F,110000.0,2.0,4.0,Bachelors,Management,1.0,3.0
+8606,5651,523,Kaitlyn,Green,1943-09-03,M,F,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+8607,5652,495,Abigail,Martinez,1943-09-26,M,F,120000.0,2.0,4.0,Bachelors,Management,1.0,3.0
+8608,5653,643,Nicole,Richardson,1973-08-06,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8609,5654,495,Isabella,Phillips,1973-04-16,M,F,70000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+8610,5655,467,Heather,Zhang,1973-03-18,M,F,70000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+8611,5656,645,Destiny,Taylor,1976-03-26,M,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+8612,5657,679,Ronnie,Zhang,1955-05-10,M,M,80000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+8613,5658,648,Alvin,She,1955-03-21,M,M,80000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+8614,5659,706,Ashlee,Raje,1955-04-15,S,F,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+8615,5660,634,Emily,Jones,1955-12-03,S,F,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+8616,5661,634,Lee,Blanco,1956-06-03,S,M,70000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+8617,5662,655,Shane,Raman,1956-04-15,S,M,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+8618,5663,558,Stacey,Gao,1957-03-08,S,F,70000.0,2.0,0.0,High School,Professional,0.0,2.0
+8619,5664,632,Rosa,Lu,1957-10-09,S,F,70000.0,2.0,0.0,High School,Professional,0.0,2.0
+8620,5665,510,Sophia,Nelson,1958-06-17,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,1.0
+8621,5666,512,Linda,Suarez,1958-06-25,S,F,130000.0,0.0,1.0,Graduate Degree,Management,0.0,2.0
+8622,5667,668,Taylor,Torres,1973-04-09,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+8623,5668,562,Allison,Sanchez,1974-11-05,S,F,30000.0,0.0,0.0,High School,Professional,1.0,2.0
+8624,5669,609,Levi,Malhotra,1974-07-18,S,M,30000.0,0.0,0.0,High School,Professional,0.0,2.0
+8625,5670,642,Benjamin,Martinez,1974-03-24,S,M,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+8626,5671,551,Sarah,White,1974-07-18,S,F,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+8627,5672,703,Megan,Wood,1974-08-25,S,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+8628,5673,566,Nicole,Martinez,1974-06-28,S,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+8629,5674,430,Curtis,Guo,1974-05-08,S,M,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+8630,5675,471,Ricardo,Yuan,1959-11-13,M,M,130000.0,0.0,1.0,Graduate Degree,Management,1.0,3.0
+8631,5676,509,Kristi,Arthur,1959-06-17,S,F,160000.0,0.0,0.0,Graduate Degree,Management,0.0,3.0
+8632,5677,488,Amanda,Perry,1966-03-26,M,F,130000.0,0.0,1.0,Graduate Degree,Management,1.0,3.0
+8633,5678,653,Jack,Hughes,1966-08-14,M,M,130000.0,0.0,1.0,Graduate Degree,Management,1.0,4.0
+8634,5679,499,Ian,Ramirez,1957-10-15,M,M,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8635,5680,656,Amber,Carter,1963-10-05,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8636,5681,468,Carlos,Edwards,1963-03-16,M,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8637,5682,425,Louis,Chande,1967-03-15,S,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8638,5683,512,Kristy,Ramos,1967-07-09,M,F,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+8639,5684,680,Christy,Rai,1967-03-05,M,F,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+8640,5685,568,Joel,Perez,1962-11-18,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+8641,5686,534,Robin,Dominguez,1962-06-13,S,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+8642,5687,655,Kristine,Alonso,1962-07-15,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+8643,5688,655,Lawrence,Romero,1961-04-11,S,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8644,5689,628,Tabitha,Gomez,1961-10-04,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8645,5690,468,Rafael,Shen,1961-09-03,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8646,5691,519,Aimee,Wu,1966-11-02,M,F,110000.0,0.0,0.0,Graduate Degree,Management,1.0,1.0
+8647,5692,531,Paula,Romero,1966-11-06,S,F,110000.0,0.0,0.0,Graduate Degree,Management,0.0,2.0
+8648,5693,468,Jay,Diaz,1960-04-17,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8649,5694,599,Ethan,Coleman,1960-07-23,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8650,5695,554,Mandy,Sun,1960-05-10,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8651,5696,706,Dwayne,Serrano,1959-04-27,M,M,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+8652,5697,487,Claudia,Zeng,1965-02-11,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8653,5698,561,Wyatt,Henderson,1965-05-03,S,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+8654,5699,478,Mallory,Gill,1964-08-09,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8655,5700,632,Dominic,Kapoor,1959-08-28,M,M,100000.0,5.0,0.0,Bachelors,Professional,1.0,1.0
+8656,5701,493,Billy,Gill,1963-06-21,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+8657,5702,519,Laura,Zheng,1963-07-17,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+8658,5703,471,Patricia,Raman,1962-03-16,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8659,5704,493,Denise,Sanchez,1962-05-05,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8660,5705,646,Karla,Chavez,1961-06-02,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+8661,5706,468,Jacqueline,Wood,1958-07-11,M,F,80000.0,5.0,4.0,Bachelors,Professional,0.0,2.0
+8662,5707,473,Jenny,Shan,1958-05-10,M,F,80000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+8663,5708,492,Derrick,Serrano,1958-04-07,S,M,90000.0,2.0,0.0,Bachelors,Professional,1.0,1.0
+8664,5709,648,Kellie,Sanz,1958-10-11,S,F,90000.0,2.0,0.0,Bachelors,Management,0.0,1.0
+8665,5710,637,Roy,Alvarez,1936-06-16,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+8666,5711,512,Carla,Arthur,1960-09-15,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+8667,5712,669,Jorge,Zhao,1960-02-02,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+8668,5713,468,Suzanne,Lu,1956-10-24,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8669,5714,478,Tony,Nara,1953-11-06,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,1.0
+8670,5715,516,Dalton,Nicholls,1976-08-10,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8671,5716,658,Katelyn,Ramirez,1976-09-21,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8672,5717,537,Jose,Henderson,1976-02-03,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8673,5718,647,Masaki,Umeda,1975-04-11,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,1.0
+8674,5719,475,Gavin,Stone,1975-07-26,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,1.0
+8675,5720,445,Trevor,Russell,1975-01-11,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,1.0
+8676,5721,443,Morgan,Perry,1980-11-17,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8677,5722,499,Xavier,Sanders,1980-09-03,M,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8678,5723,537,Sean,Gray,1980-06-27,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8679,5724,445,Barbara,Zhao,1980-09-14,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8680,5725,667,Gabriel,Yang,1980-05-16,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8681,5726,495,Jacob,Williams,1980-06-21,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8682,5727,625,Miguel,Wood,1979-05-26,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8683,5728,507,Charles,Johnston,1980-11-17,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8684,5729,660,Cole,Morris,1980-01-21,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8685,5730,493,Tommy,Nara,1937-06-13,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+8686,5731,680,Mariah,Long,1937-10-01,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+8687,5732,668,Nicole,White,1979-02-09,S,F,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+8688,5733,535,Natalie,Flores,1978-06-25,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8689,5734,553,Douglas,Srini,1938-09-06,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+8690,5735,558,Emma,Martinez,1938-03-23,S,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+8691,5736,507,Melissa,Hayes,1977-06-06,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8692,5737,535,Kelly,Alexander,1977-09-20,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8693,5738,597,Steven,Selikoff,1979-05-02,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8694,5739,637,Ramon,Lu,1939-09-03,M,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+8695,5740,549,Cory,Weber,1939-06-27,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+8696,5741,510,Elijah,Li,1940-10-26,M,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+8697,5742,679,Alan,Xu,1940-09-07,M,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+8698,5743,706,Mitchell,Pal,1940-11-12,M,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+8699,5744,468,Ariana,Stewart,1942-05-20,M,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+8700,5745,519,Lacey,Guo,1942-06-15,M,F,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+8701,5746,561,Krista,Moreno,1942-11-24,S,F,60000.0,2.0,0.0,Graduate Degree,Management,0.0,1.0
+8702,5747,644,Brianna,Peterson,1976-11-05,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8703,5748,686,Alexander,Davis,1975-06-14,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+8704,5749,619,Patrick,Peterson,1975-06-01,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+8705,5750,547,Aaron,Coleman,1974-05-10,S,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8706,5751,560,Seth,Sanders,1974-05-11,M,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8707,5752,694,Aaron,Scott,1973-12-13,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8708,5753,560,Mason,Wright,1973-02-27,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8709,5754,644,Rachel,Harris,1972-02-23,S,F,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+8710,5755,665,Alex,Bell,1972-12-05,S,M,80000.0,0.0,0.0,Bachelors,Management,1.0,1.0
+8711,5756,677,Olivia,James,1972-07-26,M,F,80000.0,0.0,0.0,Bachelors,Management,1.0,1.0
+8712,5757,551,Richard,Allen,1968-09-18,M,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+8713,5758,536,Mackenzie,Cox,1967-07-03,M,F,110000.0,0.0,1.0,Graduate Degree,Management,1.0,0.0
+8714,5759,701,Justin,Perry,1967-11-18,M,M,110000.0,0.0,1.0,Graduate Degree,Management,1.0,0.0
+8715,5760,689,Jasmine,Bell,1967-07-03,M,F,110000.0,0.0,1.0,Graduate Degree,Management,0.0,1.0
+8716,5761,547,Sydney,Alexander,1959-08-11,S,F,60000.0,4.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+8717,5762,627,Angel,Ward,1972-12-12,S,M,40000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+8718,5763,597,Franklin,Ferrier,1972-07-26,M,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8719,5764,467,Juan,Suarez,1973-11-04,M,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8720,5765,668,Thomas,Davis,1973-05-23,M,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8721,5766,575,Dalton,White,1973-07-07,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8722,5767,430,Summer,Arun,1973-08-04,S,F,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8723,5768,443,Rafael,Liu,1973-04-05,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8724,5769,470,Eduardo,Barnes,1973-07-10,M,M,50000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8725,5770,475,Tyler,Walker,1971-10-24,M,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8726,5771,645,Charles,Rogers,1971-09-22,M,M,60000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+8727,5772,467,Ian,Walker,1972-12-24,M,M,50000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+8728,5773,671,Morgan,Parker,1972-01-15,M,F,50000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+8729,5774,573,David,Lal,1972-11-06,M,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8730,5775,575,Eduardo,Perry,1972-02-11,S,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+8731,5776,469,Sarah,Russell,1972-09-17,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+8732,5777,583,Dalton,Lewis,1970-03-22,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+8733,5778,660,Cameron,Simmons,1944-09-04,M,M,70000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+8734,5779,443,Blake,Hayes,1944-09-03,S,M,60000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+8735,5780,570,Morgan,Watson,1944-10-27,M,F,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8736,5781,537,Carlos,Bailey,1945-09-24,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8737,5782,625,Dylan,Chen,1945-06-18,M,M,70000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8738,5783,535,Lucas,Clark,1946-02-21,M,M,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8739,5784,559,Grace,Barnes,1946-12-07,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8740,5785,490,Chloe,Long,1946-02-10,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8741,5786,559,Christian,Lee,1946-08-12,M,M,70000.0,3.0,1.0,Bachelors,Management,1.0,1.0
+8742,5787,653,Lucas,Reed,1946-09-24,M,M,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+8743,5788,582,Nicole,Jackson,1946-04-26,S,F,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+8744,5789,445,Ronnie,Gao,1947-04-14,M,M,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8745,5790,693,Jennifer,Harris,1947-09-21,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8746,5791,536,Hunter,Lopez,1947-02-10,M,M,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8747,5792,467,Leonard,Yuan,1947-05-07,S,M,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8748,5793,652,Maria,Torres,1947-06-10,M,F,60000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8749,5794,691,Savannah,Hernandez,1947-05-07,S,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8750,5795,677,Taylor,Cook,1947-04-20,M,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8751,5796,584,Regina,Garcia,1947-05-04,M,F,70000.0,4.0,1.0,Bachelors,Management,1.0,1.0
+8752,5797,694,Kaitlyn,Martin,1948-06-05,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+8753,5798,566,Evan,Reed,1948-11-18,M,M,60000.0,2.0,1.0,Partial College,Professional,0.0,1.0
+8754,5799,619,Latasha,Martin,1948-05-04,M,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8755,5800,631,Stephanie,Gonzales,1948-10-07,M,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8756,5801,499,Jordan,Roberts,1949-06-21,M,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+8757,5802,583,Jasmine,Henderson,1949-01-22,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8758,5803,507,Lucas,Allen,1949-07-12,S,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8759,5804,537,Marcus,Peterson,1949-07-21,M,M,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+8760,5805,703,Adam,Zhang,1950-12-20,M,M,60000.0,2.0,1.0,High School,Professional,1.0,2.0
+8761,5806,703,Fernando,Allen,1950-03-14,S,M,60000.0,2.0,1.0,High School,Professional,1.0,2.0
+8762,5807,445,Louis,Zhao,1950-08-04,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+8763,5808,610,Virginia,Suri,1950-10-05,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+8764,5809,505,Jessica,Long,1950-10-04,M,F,70000.0,4.0,2.0,Partial College,Professional,0.0,1.0
+8765,5810,538,Bailey,Sanders,1950-06-24,S,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+8766,5811,671,Michael,Rodriguez,1951-09-01,M,M,70000.0,2.0,1.0,High School,Professional,0.0,2.0
+8767,5812,559,Luis,Zhang,1951-04-19,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+8768,5813,494,Alexa,Richardson,1951-09-13,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8769,5814,645,Carson,Diaz,1951-04-14,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8770,5815,516,Isabella,Collins,1951-08-12,S,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+8771,5816,670,Jacob,Brown,1951-05-10,M,M,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+8772,5817,538,Julia,Miller,1951-03-11,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+8773,5818,688,Evan,Peterson,1951-12-20,M,M,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+8774,5819,552,Gabrielle,Reed,1951-02-03,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+8775,5820,495,Dalton,Cox,1952-07-03,M,M,70000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+8776,5821,675,Isabella,Gray,1952-01-13,M,F,70000.0,5.0,2.0,Partial College,Professional,1.0,2.0
+8777,5822,696,Mary,Carter,1958-07-20,M,F,130000.0,2.0,3.0,Bachelors,Management,0.0,4.0
+8778,5823,532,Marshall,Lin,1958-11-28,M,M,150000.0,1.0,3.0,Partial College,Professional,0.0,3.0
+8779,5824,651,Stacy,Ruiz,1958-07-20,M,F,160000.0,1.0,3.0,Partial College,Professional,0.0,4.0
+8780,5825,586,Randall,Munoz,1957-05-17,M,M,120000.0,2.0,4.0,High School,Professional,1.0,4.0
+8781,5826,437,Susan,Zeng,1957-08-04,M,F,120000.0,2.0,4.0,High School,Professional,1.0,4.0
+8782,5827,696,Roberto,Vazquez,1957-11-12,M,M,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+8783,5828,572,Jeffery,Chen,1957-02-18,M,M,170000.0,3.0,3.0,Bachelors,Management,1.0,3.0
+8784,5829,525,Logan,Mitchell,1956-02-10,M,M,160000.0,2.0,4.0,High School,Professional,1.0,2.0
+8785,5830,541,Wayne,Lal,1956-04-27,M,M,160000.0,2.0,4.0,High School,Professional,1.0,2.0
+8786,5831,696,Alexandra,Hall,1955-10-21,M,F,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+8787,5832,486,Theodore,Vazquez,1955-05-12,M,M,130000.0,3.0,4.0,Partial College,Professional,1.0,3.0
+8788,5833,678,Isaiah,Parker,1932-06-12,S,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8789,5834,633,Richard,Cooper,1932-08-24,M,M,90000.0,3.0,0.0,Graduate Degree,Management,1.0,1.0
+8790,5835,490,Morgan,Peterson,1933-07-21,S,F,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+8791,5836,597,Noah,Nelson,1933-10-14,M,M,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+8792,5837,467,David,Thomas,1965-11-22,M,M,90000.0,4.0,4.0,Partial College,Professional,1.0,3.0
+8793,5838,647,Elizabeth,Jackson,1965-10-23,M,F,90000.0,4.0,4.0,Partial College,Professional,1.0,3.0
+8794,5839,610,Jonathan,Griffin,1965-01-16,S,M,110000.0,2.0,2.0,Bachelors,Management,0.0,3.0
+8795,5840,570,Julia,Ross,1965-06-19,M,F,170000.0,0.0,0.0,Graduate Degree,Management,1.0,2.0
+8796,5841,467,Xavier,Torres,1964-03-14,M,M,80000.0,4.0,3.0,Bachelors,Management,1.0,0.0
+8797,5842,571,James,Turner,1964-11-16,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,1.0
+8798,5843,443,Jenny,Yang,1964-04-09,M,F,110000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+8799,5844,470,Jimmy,Ramos,1964-02-16,S,M,130000.0,2.0,2.0,Graduate Degree,Management,0.0,2.0
+8800,5845,560,Emma,Robinson,1964-07-25,M,F,160000.0,1.0,1.0,Bachelors,Management,1.0,2.0
+8801,5846,570,Andrea,Adams,1964-09-15,S,F,170000.0,0.0,0.0,Graduate Degree,Management,0.0,3.0
+8802,5847,499,James,Phillips,1963-05-09,S,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+8803,5848,668,Eduardo,Hall,1963-03-23,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+8804,5849,668,Jessica,Thomas,1963-04-07,S,F,80000.0,4.0,3.0,Partial College,Professional,0.0,2.0
+8805,5850,701,Jonathan,Collins,1963-09-28,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+8806,5851,551,Jessica,Jenkins,1963-10-02,S,F,90000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+8807,5852,582,Kevin,Hayes,1963-04-01,S,M,100000.0,0.0,2.0,Partial College,Professional,1.0,2.0
+8808,5853,445,Kate,She,1963-06-07,S,F,110000.0,4.0,2.0,Bachelors,Management,1.0,4.0
+8809,5854,469,Christina,Bailey,1963-02-20,S,F,110000.0,4.0,3.0,Bachelors,Management,1.0,0.0
+8810,5855,707,Seth,Adams,1963-08-27,M,M,170000.0,0.0,0.0,Graduate Degree,Management,1.0,3.0
+8811,5856,467,Evelyn,Srini,1962-11-13,M,F,80000.0,5.0,4.0,Partial College,Professional,1.0,2.0
+8812,5857,442,Erin,Rivera,1962-12-11,M,F,90000.0,5.0,4.0,Partial College,Professional,1.0,4.0
+8813,5858,597,Lawrence,Munoz,1962-12-18,M,M,90000.0,5.0,4.0,Partial College,Professional,1.0,4.0
+8814,5859,627,Jan,Lopez,1962-08-13,M,F,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+8815,5860,537,Jack,Kumar,1962-08-21,S,M,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+8816,5861,430,Haley,Rogers,1962-03-17,M,F,110000.0,1.0,3.0,Bachelors,Management,1.0,2.0
+8817,5862,645,Luis,Sharma,1962-06-10,S,M,130000.0,1.0,2.0,Bachelors,Management,0.0,4.0
+8818,5863,516,Timothy,Nelson,1962-12-20,M,M,130000.0,1.0,2.0,Bachelors,Management,1.0,4.0
+8819,5864,580,Kaitlyn,Clark,1961-08-11,M,F,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+8820,5865,575,Grace,Ramirez,1961-05-06,S,F,100000.0,3.0,2.0,Partial College,Professional,1.0,4.0
+8821,5866,619,Jordyn,Diaz,1961-06-06,M,F,120000.0,1.0,3.0,High School,Professional,1.0,4.0
+8822,5867,488,Alexandra,Parker,1961-10-26,M,F,130000.0,1.0,3.0,Bachelors,Management,1.0,2.0
+8823,5868,538,Katelyn,King,1961-08-26,S,F,130000.0,1.0,3.0,Bachelors,Management,0.0,3.0
+8824,5869,552,Xavier,Jackson,1961-02-04,M,M,160000.0,1.0,3.0,Bachelors,Management,0.0,2.0
+8825,5870,560,Vanessa,Patterson,1961-02-01,M,F,170000.0,0.0,0.0,Graduate Degree,Management,1.0,4.0
+8826,5871,499,Andrea,Morgan,1955-10-02,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+8827,5872,547,Anna,Clark,1955-02-11,M,F,90000.0,2.0,1.0,High School,Professional,1.0,1.0
+8828,5873,538,Samuel,Taylor,1954-02-27,M,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8829,5874,598,Damien,Deng,1935-03-14,M,M,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+8830,5875,470,Leslie,Munoz,1935-09-01,S,F,90000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+8831,5876,619,Samantha,Diaz,1935-02-27,M,F,90000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+8832,5877,647,Jackson,Sharma,1936-06-05,M,M,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+8833,5878,577,Katelyn,Adams,1936-09-02,S,F,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+8834,5879,620,Devin,Young,1936-11-19,S,M,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+8835,5880,660,Morgan,Taylor,1936-02-28,S,F,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+8836,5881,610,Edgar,Patel,1936-11-22,M,M,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+8837,5882,469,Ruben,Alonso,1936-02-11,M,M,70000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+8838,5883,660,Robert,Young,1960-06-15,S,M,100000.0,3.0,2.0,Partial College,Professional,1.0,4.0
+8839,5884,645,Tyler,Davis,1960-12-28,S,M,120000.0,4.0,4.0,High School,Professional,1.0,1.0
+8840,5885,575,Richard,Miller,1954-08-08,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+8841,5886,686,Garrett,Cook,1954-06-06,M,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+8842,5887,536,Aidan,Flores,1954-10-19,M,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8843,5888,502,Cody,Rivera,1954-08-11,M,M,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8844,5889,625,Arianna,Hughes,1954-02-18,S,F,60000.0,3.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8845,5890,560,Daniel,Rodriguez,1954-09-06,S,M,60000.0,3.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8846,5891,537,Timothy,Reed,1954-03-03,M,M,60000.0,3.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8847,5892,516,Natalie,Gonzales,1954-11-09,M,F,70000.0,3.0,1.0,High School,Professional,1.0,0.0
+8848,5893,582,Rebecca,Evans,1954-02-10,M,F,70000.0,3.0,1.0,High School,Professional,1.0,0.0
+8849,5894,566,Isaac,Howard,1953-07-03,S,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8850,5895,686,Abigail,Walker,1953-02-12,S,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8851,5896,502,Chloe,Gonzales,1952-06-15,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+8852,5897,625,Natalie,Perez,1952-10-21,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+8853,5898,653,Lauren,Torres,1952-08-22,S,F,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+8854,5899,570,Angel,Reed,1952-05-10,M,M,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+8855,5900,597,Whitney,Sanchez,1937-10-01,M,F,110000.0,2.0,3.0,Graduate Degree,Management,0.0,4.0
+8856,5901,688,Miguel,Jones,1937-11-21,M,M,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+8857,5902,470,Ricky,Munoz,1937-10-24,M,M,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+8858,5903,446,Shawn,She,1938-10-07,S,M,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8859,5904,691,Ian,Wright,1938-08-02,S,M,110000.0,2.0,4.0,Graduate Degree,Management,1.0,0.0
+8860,5905,488,Arianna,Bailey,1938-07-11,M,F,110000.0,2.0,4.0,Graduate Degree,Management,1.0,0.0
+8861,5906,494,Janet,Stewart,1938-04-10,M,F,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+8862,5907,671,Brittany,Flores,1938-08-12,M,F,170000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+8863,5908,516,Sarah,Hall,1939-03-21,S,F,80000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+8864,5909,597,Kristi,Patel,1939-06-02,S,F,80000.0,4.0,0.0,Graduate Degree,Management,1.0,2.0
+8865,5910,652,Chloe,Walker,1939-11-10,M,F,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8866,5911,467,Ryan,Diaz,1939-06-14,M,M,120000.0,2.0,4.0,Graduate Degree,Management,1.0,3.0
+8867,5912,627,Caleb,Patterson,1940-04-19,M,M,90000.0,5.0,0.0,Bachelors,Management,1.0,2.0
+8868,14781,649,Dana,Gill,1944-06-05,S,F,90000.0,5.0,0.0,Partial College,Professional,0.0,2.0
+8869,14782,506,Alejandro,Xie,1944-02-19,S,M,160000.0,3.0,4.0,Bachelors,Management,0.0,3.0
+8870,14783,506,Marshall,Gao,1946-07-04,M,M,130000.0,4.0,4.0,Partial College,Professional,0.0,4.0
+8871,14784,506,Omar,Sun,1946-09-15,S,M,130000.0,4.0,4.0,Partial College,Professional,0.0,4.0
+8872,14785,676,Damien,Raje,1946-12-03,S,M,160000.0,3.0,4.0,Bachelors,Management,0.0,4.0
+8873,14786,608,Jackson,Edwards,1954-08-15,S,M,90000.0,3.0,2.0,High School,Professional,1.0,1.0
+8874,14787,454,Cheryl,Romero,1953-07-01,M,F,90000.0,3.0,2.0,Partial College,Professional,1.0,1.0
+8875,14788,702,Lee,Serrano,1954-03-28,M,M,100000.0,3.0,4.0,High School,Professional,1.0,3.0
+8876,14789,483,Nichole,Yuan,1954-10-08,S,F,110000.0,3.0,4.0,Partial College,Professional,0.0,4.0
+8877,14790,476,Julia,Mitchell,1953-08-12,S,F,90000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+8878,14791,657,Cameron,Patterson,1953-09-10,M,M,100000.0,3.0,4.0,Bachelors,Management,0.0,3.0
+8879,14792,700,Seth,Foster,1953-05-27,S,M,100000.0,3.0,4.0,Bachelors,Management,0.0,4.0
+8880,14793,474,Alyssa,Gonzales,1953-04-07,S,F,110000.0,3.0,4.0,Bachelors,Management,1.0,4.0
+8881,14794,491,Ann,Rana,1953-08-17,M,F,110000.0,2.0,5.0,Partial College,Professional,0.0,1.0
+8882,14795,747,Kristin,Tang,1952-10-24,S,F,90000.0,4.0,1.0,High School,Professional,1.0,2.0
+8883,14796,517,Marie,Gomez,1952-07-13,S,F,110000.0,4.0,5.0,Partial College,Professional,1.0,2.0
+8884,14797,506,Kelvin,Jai,1952-03-12,M,M,130000.0,4.0,5.0,High School,Professional,1.0,3.0
+8885,14798,540,Max,Torres,1951-11-08,M,M,80000.0,4.0,2.0,High School,Professional,1.0,2.0
+8886,14799,447,Christian,Coleman,1951-03-24,S,M,130000.0,4.0,5.0,High School,Professional,0.0,3.0
+8887,14800,525,Arianna,James,1951-03-18,S,F,130000.0,4.0,5.0,High School,Professional,0.0,3.0
+8888,14801,447,Sheena,Nath,1950-05-19,S,F,110000.0,4.0,5.0,High School,Management,0.0,3.0
+8889,14802,525,Colin,Raji,1950-05-02,M,M,150000.0,4.0,5.0,Partial College,Management,0.0,4.0
+8890,14803,639,Clayton,He,1949-11-14,S,M,120000.0,4.0,5.0,Partial College,Management,0.0,3.0
+8891,14804,641,Gregory,Xu,1949-05-09,M,M,120000.0,4.0,5.0,High School,Management,1.0,3.0
+8892,14805,486,Nelson,Torres,1949-04-08,M,M,150000.0,4.0,5.0,Partial College,Management,1.0,4.0
+8893,14806,532,Melody,Gomez,1949-05-01,M,F,170000.0,5.0,5.0,Partial College,Management,0.0,4.0
+8894,14807,435,Dwayne,Dominguez,1948-05-06,S,M,70000.0,5.0,1.0,Partial High School,Skilled Manual,1.0,3.0
+8895,14808,529,Kaitlin,Lopez,1947-11-10,M,F,90000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8896,14809,529,Janet,Carlson,1947-05-02,S,F,90000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+8897,14810,534,Nicholas,Williams,1975-11-26,M,M,60000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8898,14811,656,Jimmy,Sanz,1975-03-14,S,M,60000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+8899,14812,487,Miguel,Wright,1976-07-26,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+8900,14813,628,Donna,Lal,1976-03-15,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8901,14814,534,Isaac,Hernandez,1975-12-09,S,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8902,14815,628,Krystal,Zeng,1975-10-13,S,F,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+8903,14816,473,Jacquelyn,Romero,1975-03-25,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8904,14817,549,Teresa,Navarro,1975-08-10,M,F,80000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+8905,14818,558,Isaac,Phillips,1973-11-05,M,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8906,14819,596,Aaron,Hill,1974-11-08,S,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8907,14820,561,Carlos,Morgan,1973-08-18,M,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+8908,14821,510,Adam,Evans,1973-11-25,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8909,14822,699,Krystal,Gao,1973-07-16,S,F,110000.0,0.0,5.0,Partial College,Management,1.0,3.0
+8910,14823,553,Julio,Navarro,1973-01-24,M,M,110000.0,0.0,5.0,Partial College,Management,1.0,3.0
+8911,14824,692,Jaime,Xie,1973-07-26,S,M,110000.0,0.0,5.0,Partial College,Management,1.0,3.0
+8912,14825,473,Terry,Pal,1972-06-25,M,M,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+8913,14826,553,Tammy,Fernandez,1972-06-07,M,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+8914,14827,510,Nathaniel,Watson,1972-04-10,M,M,110000.0,0.0,5.0,Partial College,Management,0.0,3.0
+8915,14828,534,Karla,Nara,1971-03-02,S,F,100000.0,0.0,5.0,High School,Management,1.0,3.0
+8916,14829,549,Ronald,Madan,1970-09-03,M,M,100000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+8917,14830,669,Toni,Patel,1970-03-16,M,F,110000.0,0.0,5.0,High School,Management,1.0,4.0
+8918,14831,634,Louis,Nath,1970-03-01,M,M,120000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+8919,14832,487,Sebastian,Torres,1971-06-25,M,M,110000.0,0.0,5.0,High School,Management,1.0,4.0
+8920,14833,655,Shawn,Tang,1971-04-03,S,M,110000.0,0.0,5.0,Partial High School,Professional,0.0,4.0
+8921,14834,580,Sabrina,Hernandez,1949-02-08,M,F,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+8922,14835,502,Jeremy,Davis,1948-11-18,S,M,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+8923,14836,691,Destiny,Flores,1947-12-10,M,F,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+8924,14837,584,Jaime,Luo,1937-12-19,M,M,50000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8925,14838,667,Timothy,Cook,1937-10-26,M,M,50000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8926,14839,643,Makayla,Reed,1938-02-27,S,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8927,14840,610,Connor,Powell,1938-09-06,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8928,14841,582,Karla,Pal,1938-01-17,M,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8929,14842,584,Lindsey,Becker,1938-03-27,S,F,60000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+8930,14843,667,Cole,Brooks,1939-04-10,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8931,14844,537,Hunter,Perez,1939-02-17,S,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8932,14845,619,Riley,Butler,1940-10-19,S,F,40000.0,4.0,0.0,High School,Professional,0.0,2.0
+8933,14846,665,Timothy,Campbell,1940-07-13,S,M,60000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+8934,14847,642,Faith,Bailey,1940-08-26,M,F,60000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+8935,14848,627,Destiny,Brown,1940-12-12,M,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+8936,14849,494,Samuel,Robinson,1941-06-11,S,M,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+8937,14850,443,Danielle,Cooper,1941-07-26,M,F,50000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+8938,14851,499,Jared,Sanchez,1941-03-24,M,M,50000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+8939,14852,583,Seth,Washington,1941-03-14,S,M,50000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+8940,14853,507,Amanda,Bennett,1942-06-27,S,F,50000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+8941,14854,551,Chloe,Collins,1943-08-03,M,F,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+8942,14855,445,Jordan,Chen,1943-08-10,M,M,60000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+8943,14856,583,Dylan,Diaz,1943-04-05,S,M,60000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+8944,14857,610,Benjamin,Sharma,1944-05-17,S,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+8945,14858,703,Abigail,Perry,1944-09-05,S,F,30000.0,5.0,0.0,Partial High School,Clerical,0.0,2.0
+8946,14859,660,Mariah,Gonzales,1945-11-05,S,F,20000.0,5.0,0.0,Partial High School,Clerical,1.0,3.0
+8947,14860,644,Mackenzie,Peterson,1945-06-04,S,F,20000.0,5.0,0.0,Partial High School,Clerical,1.0,3.0
+8948,14861,443,Justin,Thomas,1945-05-27,S,M,20000.0,5.0,0.0,Partial High School,Clerical,1.0,3.0
+8949,14862,707,Garrett,Cooper,1945-02-26,M,M,30000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,4.0
+8950,14863,619,Jared,Bell,1945-09-02,M,M,30000.0,2.0,1.0,Partial High School,Skilled Manual,0.0,2.0
+8951,14864,500,Sydney,Wright,1946-12-03,S,F,40000.0,5.0,0.0,High School,Professional,1.0,3.0
+8952,14865,562,Petr,Lazecky,1946-06-07,M,F,40000.0,5.0,0.0,High School,Professional,1.0,3.0
+8953,14866,642,Tristan,Butler,1946-05-09,M,M,40000.0,5.0,0.0,High School,Professional,1.0,3.0
+8954,14867,703,Tristan,Perry,1946-11-10,M,M,40000.0,5.0,0.0,High School,Professional,1.0,4.0
+8955,14868,707,Carlos,Carter,1946-10-20,S,M,70000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8956,14869,707,Jessica,Lewis,1946-11-04,M,F,70000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+8957,14870,677,Lucas,Parker,1947-08-10,M,M,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+8958,14871,500,Edward,Gonzales,1947-10-02,M,M,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+8959,14872,495,Jason,Nelson,1947-06-23,S,M,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+8960,14873,694,Melanie,Ross,1947-10-18,S,F,70000.0,2.0,1.0,Bachelors,Management,0.0,1.0
+8961,14874,499,Isaiah,Sanders,1947-05-14,S,M,70000.0,2.0,1.0,Bachelors,Management,1.0,1.0
+8962,14875,522,Jessica,Hall,1947-08-15,M,F,70000.0,2.0,1.0,Bachelors,Management,1.0,1.0
+8963,14876,675,Jocelyn,Price,1948-06-12,M,F,40000.0,2.0,1.0,High School,Professional,0.0,2.0
+8964,14877,566,Noah,King,1948-06-02,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+8965,14878,566,Alyssa,Price,1948-12-04,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+8966,14879,653,Brianna,Simmons,1948-06-09,S,F,60000.0,2.0,1.0,Bachelors,Management,0.0,0.0
+8967,14880,658,Alyssa,Wood,1948-06-11,S,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8968,14881,538,Jackson,Kumar,1948-05-08,M,M,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8969,14882,546,Jennifer,Clark,1948-03-22,M,F,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8970,14883,688,Edward,Roberts,1948-08-23,M,M,60000.0,2.0,1.0,Bachelors,Management,1.0,0.0
+8971,14884,571,Luis,Carter,1949-02-03,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8972,14885,668,Elijah,Evans,1950-10-19,M,M,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+8973,14886,550,Hailey,Washington,1950-10-17,M,F,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+8974,14887,508,Rachel,Rogers,1950-05-17,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8975,14888,537,Jack,Collins,1950-05-24,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8976,14889,559,Morgan,Edwards,1950-04-23,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8977,14890,443,Reginald,Munoz,1950-05-26,M,M,60000.0,2.0,1.0,Partial College,Professional,0.0,1.0
+8978,14891,445,Chloe,Brown,1950-09-15,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+8979,14892,707,Brandon,Johnson,1950-09-21,S,M,80000.0,3.0,1.0,Bachelors,Management,0.0,1.0
+8980,14893,675,Stephanie,Price,1951-03-21,M,F,60000.0,2.0,1.0,High School,Professional,1.0,2.0
+8981,14894,442,Alexia,Alexander,1951-04-26,S,F,60000.0,2.0,1.0,High School,Professional,1.0,2.0
+8982,14895,443,Steve,Zeng,1951-05-03,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+8983,14896,523,Jesse,Richardson,1952-03-05,M,M,40000.0,2.0,1.0,Partial High School,Skilled Manual,0.0,4.0
+8984,14897,620,Marissa,Coleman,1952-08-03,M,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+8985,14898,688,Kimberly,Bailey,1952-10-12,M,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+8986,14899,577,Brittney,Cai,1952-11-16,M,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+8987,14900,494,Caitlin,Rogers,1952-10-04,M,F,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+8988,14901,522,Haley,Sanders,1952-04-14,M,F,70000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+8989,14902,652,Lucas,Harris,1952-11-15,M,M,70000.0,2.0,1.0,Partial High School,Skilled Manual,0.0,2.0
+8990,14903,677,Cameron,Li,1952-07-06,M,M,70000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+8991,14904,583,Marshall,Rai,1952-05-23,M,M,70000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+8992,14905,495,Ian,Collins,1953-11-15,S,M,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+8993,14906,658,Nathan,Hayes,1953-11-25,M,M,60000.0,3.0,1.0,Partial High School,Skilled Manual,0.0,3.0
+8994,14907,628,Crystal,Zhao,1944-04-02,S,F,10000.0,5.0,0.0,High School,Skilled Manual,0.0,2.0
+8995,14908,510,Kelli,Shen,1944-08-24,M,F,10000.0,2.0,1.0,High School,Skilled Manual,1.0,2.0
+8996,14909,652,Melissa,Long,1979-03-23,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+8997,14910,516,Chase,James,1979-06-05,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8998,14911,516,Natalie,Miller,1979-09-18,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+8999,14912,647,Alexandra,Sanders,1978-04-02,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9000,14913,471,Walter,Rubio,1947-06-22,M,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9001,14914,648,Beth,Srini,1947-08-10,M,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9002,14915,693,Seth,Hughes,1978-04-01,M,M,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9003,14916,693,Paige,Bryant,1978-05-09,S,F,30000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9004,14917,443,Naomi,Serrano,1978-07-13,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9005,14918,625,Kyle,Long,1978-03-25,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9006,14919,468,Carly,Anand,1946-02-10,S,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+9007,14920,634,Dana,Ramos,1946-11-03,M,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+9008,14921,697,Orlando,Gutierrez,1946-06-17,M,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+9009,14922,679,Colin,Shan,1947-09-20,S,M,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+9010,14923,558,Veronica,Malhotra,1947-09-14,S,F,30000.0,2.0,0.0,Partial College,Clerical,1.0,2.0
+9011,14924,493,Mason,Parker,1948-02-23,S,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9012,14925,538,Hannah,Robinson,1978-11-20,S,F,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9013,14926,467,Brianna,Cooper,1977-11-02,M,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+9014,14927,518,Larry,Gutierrez,1948-09-15,M,M,20000.0,4.0,0.0,High School,Skilled Manual,1.0,2.0
+9015,14928,669,Tiffany,Guo,1948-12-04,S,F,20000.0,2.0,1.0,High School,Skilled Manual,1.0,2.0
+9016,14929,534,Mario,Sharma,1948-06-08,M,M,20000.0,2.0,1.0,High School,Skilled Manual,1.0,2.0
+9017,14930,507,Alexandra,Gray,1977-09-25,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9018,14931,507,Ethan,Harris,1977-07-10,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9019,14932,535,Ryan,Henderson,1977-08-10,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9020,14933,536,Marcus,Rodriguez,1977-11-25,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9021,14934,631,Dalton,Stewart,1977-06-05,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9022,14935,505,Luke,King,1977-09-23,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9023,14936,646,April,Tang,1949-03-18,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9024,14937,531,Deanna,Schmidt,1949-10-27,S,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9025,14938,553,Jon,Yuan,1949-04-22,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9026,14939,596,Marvin,Gutierrez,1949-10-22,S,M,30000.0,3.0,0.0,Partial College,Clerical,0.0,2.0
+9027,14940,699,Willie,Tang,1950-10-24,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9028,14941,553,Gerald,Arun,1951-08-14,S,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9029,14942,478,Molly,Perez,1951-05-17,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9030,14943,688,Brianna,Brooks,1980-01-17,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9031,14944,670,Brianna,McDonald,1979-02-03,S,F,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9032,14945,632,Ronald,Perez,1952-10-18,S,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9033,14946,558,Brent,Guo,1952-02-17,M,M,30000.0,3.0,0.0,High School,Skilled Manual,1.0,2.0
+9034,14947,706,Britta,Simon,1953-03-23,M,F,40000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9035,14948,632,Sam,Wilson,1954-10-13,S,M,40000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+9036,14949,478,Christine,Stone,1954-05-10,S,F,40000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9037,14950,549,Summer,Raman,1954-01-18,S,F,40000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+9038,14951,508,Kyle,Kumar,1975-06-26,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9039,14952,430,Anthony,Anderson,1975-03-19,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9040,14953,469,Jon,Alonso,1975-05-22,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9041,14954,470,Hunter,Butler,1975-11-11,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9042,14955,690,Noah,Carter,1975-08-10,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9043,14956,547,Anna,Robinson,1975-05-16,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9044,14957,620,Charles,Ramirez,1974-12-20,M,M,50000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9045,14958,707,Stephanie,Washington,1976-07-10,M,F,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+9046,14959,519,Alfredo,Ortega,1956-03-11,S,M,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+9047,14960,502,Katherine,Hall,1976-11-10,S,F,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+9048,14961,493,Willie,Cai,1957-06-05,M,M,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+9049,14962,699,Ricardo,Goel,1957-03-27,S,M,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+9050,14963,507,Jordyn,Jenkins,1973-01-28,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+9051,14964,642,Charles,Morris,1974-11-14,S,M,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+9052,14965,644,Christopher,Winston,1974-02-09,S,M,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+9053,14966,667,Andrea,Roberts,1966-06-22,S,F,130000.0,0.0,1.0,Graduate Degree,Management,0.0,4.0
+9054,14967,688,Alex,Watson,1966-06-17,M,M,130000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+9055,14968,658,Alexis,Martinez,1957-09-25,M,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9056,14969,523,Benjamin,Powell,1964-10-09,M,M,60000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,3.0
+9057,14970,633,Jason,Parker,1964-04-17,M,M,60000.0,4.0,2.0,Bachelors,Skilled Manual,0.0,2.0
+9058,14971,479,Hailey,James,1964-09-13,S,F,60000.0,4.0,2.0,Bachelors,Skilled Manual,0.0,2.0
+9059,14972,671,Savannah,Young,1963-04-08,S,F,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+9060,14973,703,Jocelyn,Henderson,1963-07-05,S,F,70000.0,4.0,2.0,Bachelors,Professional,0.0,2.0
+9061,14974,500,Mariah,Griffin,1963-03-14,S,F,70000.0,4.0,2.0,Bachelors,Professional,0.0,2.0
+9062,14975,633,Noah,Jai,1963-04-05,M,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+9063,14976,442,Ebony,Gutierrez,1963-03-21,S,F,70000.0,4.0,2.0,Bachelors,Professional,0.0,2.0
+9064,14977,625,Hunter,Coleman,1968-04-17,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9065,14978,707,Jenna,Lopez,1968-04-23,M,F,60000.0,2.0,2.0,Graduate Degree,Professional,1.0,0.0
+9066,14979,643,Morgan,Perez,1925-11-23,S,F,90000.0,5.0,0.0,Bachelors,Professional,1.0,0.0
+9067,14980,580,Miguel,Edwards,1963-02-02,S,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+9068,14981,678,Julia,Jones,1963-04-10,S,F,70000.0,4.0,2.0,Bachelors,Professional,1.0,3.0
+9069,14982,550,Isaiah,Howard,1963-11-15,M,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,4.0
+9070,14983,575,Rebecca,Phillips,1963-04-17,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9071,14984,523,Jack,Alexander,1963-08-22,M,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9072,14985,502,Isabella,Wright,1963-11-26,S,F,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+9073,14986,670,Justin,Harris,1963-05-27,M,M,60000.0,3.0,2.0,Graduate Degree,Professional,0.0,0.0
+9074,14987,694,Isabel,Bryant,1963-01-24,M,F,60000.0,3.0,2.0,Graduate Degree,Professional,0.0,0.0
+9075,14988,582,Hunter,Kumar,1962-05-25,M,M,40000.0,3.0,2.0,High School,Skilled Manual,1.0,2.0
+9076,14989,580,Victor,Muñoz,1962-01-18,S,M,40000.0,4.0,3.0,High School,Skilled Manual,1.0,2.0
+9077,14990,550,Jeremy,Price,1962-01-18,M,M,70000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9078,14991,536,Jenna,Parker,1962-08-22,S,F,70000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+9079,14992,499,Arianna,Hayes,1962-03-12,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9080,14993,701,Stephanie,Flores,1962-05-12,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9081,14994,583,Heidi,Chandra,1961-05-27,S,F,40000.0,4.0,3.0,High School,Skilled Manual,1.0,3.0
+9082,14995,703,Richard,Garcia,1961-03-17,S,M,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+9083,14996,682,Jack,Phillips,1961-04-02,M,M,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+9084,14997,570,Faith,Murphy,1961-08-15,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9085,14998,658,Katherine,Wright,1961-11-21,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9086,14999,677,Richard,Rivera,1961-03-04,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9087,15000,571,Joshua,Thompson,1960-07-01,M,M,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+9088,15001,547,Connor,Lopez,1960-10-05,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9089,15002,620,Nicholas,Lee,1967-03-25,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9090,15003,686,Samuel,Walker,1967-10-03,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9091,15004,610,Denise,Subram,1967-11-25,S,F,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+9092,15005,520,Arthur,Washington,1960-11-08,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9093,15006,536,Elizabeth,Clark,1960-11-18,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9094,15007,577,Garrett,Peterson,1959-10-24,M,M,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+9095,15008,670,Jesse,Morgan,1959-04-08,M,M,60000.0,4.0,3.0,Bachelors,Professional,0.0,0.0
+9096,15009,475,Jennifer,Gonzales,1959-06-23,M,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+9097,15010,475,Luis,Foster,1959-09-13,M,M,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+9098,15011,442,Morgan,Campbell,1959-12-23,M,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+9099,15012,445,Daisuke,Yanagishima,1959-03-11,S,F,80000.0,2.0,0.0,Graduate Degree,Professional,0.0,0.0
+9100,15013,516,Mark,Bebbington,1958-08-16,M,M,80000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9101,15014,668,Victoria,Taylor,1958-04-21,S,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9102,15015,527,Olivia,Torres,1958-06-21,S,F,60000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+9103,15016,643,Gabriel,Chow,1958-04-22,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9104,15017,584,Fernando,King,1958-05-09,S,M,60000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+9105,15018,443,Derrick,Alonso,1958-05-07,M,M,70000.0,5.0,4.0,Graduate Degree,Professional,0.0,2.0
+9106,15019,507,Zachary,Thompson,1958-07-18,M,M,80000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+9107,15020,568,Luis,Allen,1969-05-05,M,M,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+9108,15021,632,Barry,Lopez,1969-04-20,M,M,100000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+9109,15022,553,Meghan,Gutierrez,1969-07-28,S,F,100000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+9110,15023,478,Jamie,Gao,1969-04-04,M,F,100000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+9111,15024,487,Crystal,Huang,1968-11-09,M,F,60000.0,2.0,2.0,Bachelors,Professional,0.0,1.0
+9112,15025,655,Jill,Gutierrez,1970-10-21,S,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+9113,15026,599,Aimee,Zhang,1970-02-15,S,F,90000.0,2.0,0.0,Bachelors,Professional,1.0,0.0
+9114,15027,561,Cindy,Srini,1967-05-14,S,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+9115,15028,628,Michele,Luo,1969-12-24,S,F,110000.0,1.0,0.0,Graduate Degree,Management,0.0,1.0
+9116,15029,558,Brandy,Garcia,1969-10-14,S,F,130000.0,1.0,0.0,Graduate Degree,Management,0.0,1.0
+9117,15030,425,Roy,Vazquez,1966-07-19,M,M,80000.0,5.0,5.0,Graduate Degree,Management,0.0,3.0
+9118,15031,706,Rebekah,Subram,1965-10-22,M,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,1.0
+9119,15032,561,Katrina,Kumar,1965-05-27,S,F,60000.0,3.0,3.0,Bachelors,Professional,0.0,1.0
+9120,15033,679,Leslie,Ruiz,1965-08-05,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9121,15034,478,Danny,Vazquez,1965-07-13,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+9122,15035,492,Rosa,Gao,1964-06-27,M,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+9123,15036,697,Shannon,Vazquez,1964-05-28,S,M,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+9124,15037,634,Haley,Wright,1964-10-20,S,F,60000.0,3.0,3.0,Bachelors,Professional,1.0,2.0
+9125,15038,638,Erik,Dominguez,1973-06-17,S,M,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9126,15039,569,Nicole,Flores,1973-12-24,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9127,15040,703,Robert,Garcia,1957-01-13,M,M,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+9128,15041,499,Ana,Butler,1957-05-24,M,F,70000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+9129,15042,583,Gloria,Torres,1957-07-05,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+9130,15043,652,Devin,Griffin,1957-10-06,M,M,90000.0,2.0,0.0,Partial College,Professional,0.0,1.0
+9131,15044,442,Jodi,Becker,1956-08-08,M,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9132,15045,690,Gavin,Hughes,1956-04-18,S,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9133,15046,660,Samuel,Jenkins,1956-06-14,S,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9134,15047,582,Kara,Kumar,1956-05-18,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9135,15048,495,Ashley,Hall,1956-04-07,M,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9136,15049,470,Brad,Oliver,1956-01-01,M,M,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+9137,15050,467,Christopher,White,1956-06-07,M,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+9138,15051,442,Clarence,Ye,1956-09-14,S,M,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+9139,15052,671,Joshua,Williams,1932-12-24,M,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9140,15053,597,Carolyn,Subram,1965-04-24,M,F,90000.0,5.0,5.0,Partial College,Professional,1.0,3.0
+9141,15054,479,Austin,Anderson,1965-03-22,M,M,100000.0,3.0,1.0,Bachelors,Management,1.0,3.0
+9142,15055,508,Dylan,Lee,1965-01-13,S,M,100000.0,4.0,1.0,Bachelors,Management,0.0,4.0
+9143,15056,575,Ethan,Foster,1965-08-20,S,M,100000.0,4.0,1.0,Partial College,Professional,1.0,4.0
+9144,15057,582,Karen,Zeng,1965-12-15,S,F,100000.0,4.0,1.0,Partial College,Professional,1.0,4.0
+9145,15058,443,Barry,Subram,1965-02-17,S,M,110000.0,2.0,2.0,Bachelors,Management,1.0,3.0
+9146,15059,475,Faith,Stewart,1965-11-25,S,F,120000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+9147,15060,527,Andrew,Anderson,1965-10-21,M,M,130000.0,1.0,1.0,Graduate Degree,Management,1.0,4.0
+9148,15061,690,Kyle,Edwards,1965-11-12,M,M,130000.0,1.0,2.0,Graduate Degree,Management,1.0,1.0
+9149,15062,707,Connor,Butler,1965-04-18,S,M,170000.0,0.0,0.0,Graduate Degree,Management,0.0,3.0
+9150,15063,577,Chad,Raji,1964-09-11,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+9151,15064,583,Wesley,Lu,1964-07-13,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+9152,15065,551,Logan,Scott,1964-06-20,M,M,100000.0,5.0,2.0,Partial College,Professional,1.0,1.0
+9153,15066,584,Chloe,Powell,1964-02-20,S,F,110000.0,3.0,2.0,Bachelors,Management,0.0,4.0
+9154,15067,584,Elizabeth,Martinez,1956-07-27,M,F,70000.0,3.0,2.0,Partial College,Professional,0.0,0.0
+9155,15068,502,Erin,Morgan,1956-01-23,M,F,70000.0,3.0,2.0,Partial College,Professional,0.0,1.0
+9156,15069,522,Dylan,Patterson,1956-12-16,M,M,70000.0,4.0,3.0,Partial College,Professional,1.0,0.0
+9157,15070,499,Jessica,Foster,1956-09-19,M,F,70000.0,4.0,3.0,Partial College,Professional,1.0,0.0
+9158,15071,582,Elijah,Patterson,1956-07-03,S,M,90000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+9159,15072,470,Brittany,Henderson,1955-07-08,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9160,15073,430,Kelli,Zhang,1955-07-05,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9161,15074,695,Julia,Adams,1934-04-11,S,F,50000.0,2.0,0.0,Graduate Degree,Management,0.0,2.0
+9162,15075,562,Isaac,Reed,1963-10-16,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+9163,15076,566,Jessica,Walker,1963-04-27,S,F,90000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+9164,15077,647,Kelly,Ross,1962-11-13,M,F,80000.0,5.0,4.0,Partial College,Professional,1.0,2.0
+9165,15078,550,Isaac,Collins,1962-11-23,M,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+9166,15079,583,Alberto,Dominguez,1962-05-11,M,M,90000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+9167,15080,583,Ryan,Robinson,1962-09-13,M,M,90000.0,5.0,4.0,Partial College,Professional,1.0,4.0
+9168,15081,627,Sydney,Roberts,1962-11-23,M,F,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+9169,15082,693,Edward,Green,1962-08-23,S,M,100000.0,1.0,2.0,Partial College,Professional,0.0,3.0
+9170,15083,502,Christian,Johnson,1962-07-05,S,M,130000.0,1.0,2.0,Bachelors,Management,0.0,4.0
+9171,15084,690,Alyssa,Smith,1962-02-05,S,F,150000.0,1.0,1.0,Partial College,Professional,0.0,4.0
+9172,15085,552,Luke,Jenkins,1962-04-26,M,M,160000.0,1.0,2.0,Bachelors,Management,0.0,3.0
+9173,15086,668,Ian,Powell,1961-07-26,M,M,70000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+9174,15087,495,Sean,Cox,1961-07-20,M,M,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+9175,15088,660,Ashley,Price,1961-07-27,M,F,90000.0,4.0,3.0,High School,Professional,1.0,1.0
+9176,15089,693,Ethan,Perry,1961-09-16,M,M,90000.0,4.0,3.0,High School,Professional,1.0,2.0
+9177,15090,582,Terry,Rai,1961-08-11,S,M,110000.0,1.0,3.0,Bachelors,Management,0.0,3.0
+9178,15091,582,Mathew,Moreno,1961-10-23,S,M,110000.0,1.0,3.0,Bachelors,Management,1.0,3.0
+9179,15092,547,Chloe,Bennett,1961-08-21,M,F,160000.0,1.0,2.0,Bachelors,Management,0.0,4.0
+9180,15093,583,Devin,Morgan,1955-05-04,S,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9181,15094,625,Nicole,Washington,1955-08-10,S,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+9182,15095,520,Sarah,Butler,1955-06-11,M,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+9183,15096,695,Trinity,Kelly,1955-07-15,M,F,70000.0,4.0,3.0,High School,Professional,1.0,0.0
+9184,15097,443,Kevin,Wright,1955-01-25,M,M,90000.0,2.0,1.0,High School,Professional,1.0,1.0
+9185,15098,689,Robert,Flores,1935-06-11,S,M,130000.0,2.0,3.0,Graduate Degree,Management,0.0,3.0
+9186,15099,570,Daniel,Lee,1935-09-09,S,M,130000.0,2.0,3.0,Graduate Degree,Management,0.0,3.0
+9187,15100,675,Christina,Bell,1936-01-09,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+9188,15101,695,James,Ptaszynski,1936-04-02,S,F,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9189,15102,583,Phillip,Smith,1936-01-13,M,M,50000.0,2.0,0.0,Graduate Degree,Management,1.0,2.0
+9190,15103,580,Ana,Wood,1960-06-22,S,F,90000.0,4.0,3.0,High School,Professional,0.0,2.0
+9191,15104,479,Jack,Yang,1960-03-26,M,M,90000.0,4.0,3.0,High School,Professional,1.0,3.0
+9192,15105,536,Timothy,Edwards,1960-02-14,M,M,100000.0,0.0,3.0,Partial College,Professional,0.0,0.0
+9193,15106,469,Morgan,Gonzales,1960-11-10,M,F,110000.0,3.0,3.0,Partial College,Professional,0.0,4.0
+9194,15107,653,Connor,King,1960-03-12,S,M,120000.0,5.0,4.0,High School,Professional,1.0,3.0
+9195,15108,667,Alexis,Thomas,1960-04-12,M,F,130000.0,4.0,3.0,Bachelors,Management,1.0,3.0
+9196,15109,690,Dylan,Thompson,1960-05-05,S,M,170000.0,1.0,1.0,Graduate Degree,Management,0.0,2.0
+9197,15110,688,Dalton,Rodriguez,1954-09-03,M,M,70000.0,3.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9198,15111,597,James,Alexander,1954-11-05,M,M,70000.0,3.0,1.0,High School,Professional,1.0,0.0
+9199,15112,652,Sarah,Coleman,1954-07-10,M,F,70000.0,3.0,1.0,High School,Professional,1.0,1.0
+9200,15113,566,Luke,Perry,1953-08-10,M,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9201,15114,671,Caitlin,Rivera,1953-03-13,S,F,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9202,15115,584,Isaac,Peterson,1953-02-17,S,M,70000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9203,15116,467,Savannah,Mitchell,1953-10-24,S,F,70000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+9204,15117,577,Ashley,Martin,1953-07-05,S,F,70000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+9205,15118,610,Samuel,Wright,1952-10-08,M,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9206,15119,520,Ashley,Butler,1952-08-25,M,F,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9207,15120,430,Danielle,Gray,1951-11-18,M,F,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9208,15121,610,Miguel,Lewis,1951-04-21,S,M,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+9209,15122,670,Madeline,Nelson,1951-07-17,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+9210,15123,653,Lauren,Gonzales,1951-04-07,S,F,40000.0,4.0,0.0,Partial College,Professional,1.0,2.0
+9211,15124,516,Isabella,Scott,1951-11-07,S,F,40000.0,4.0,0.0,Partial College,Professional,1.0,2.0
+9212,15125,470,Riley,James,1950-03-12,M,F,40000.0,4.0,0.0,Partial College,Professional,1.0,2.0
+9213,15126,551,Sara,Roberts,1950-11-14,S,F,40000.0,4.0,0.0,Partial College,Professional,1.0,2.0
+9214,15127,653,Alexandra,Bell,1949-10-26,M,F,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9215,15128,424,Terry,Chander,1949-04-02,M,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9216,15129,520,Samuel,Phillips,1949-05-27,S,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9217,15130,468,Jodi,Anand,1964-04-04,M,F,60000.0,4.0,4.0,Bachelors,Professional,1.0,2.0
+9218,15131,493,Ronnie,Liu,1964-11-13,M,M,60000.0,4.0,4.0,Bachelors,Professional,1.0,3.0
+9219,15132,699,Lawrence,Suarez,1963-10-26,M,M,60000.0,3.0,2.0,Bachelors,Professional,1.0,2.0
+9220,15133,471,Shelby,Ward,1963-12-14,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9221,15134,510,Jesse,Hall,1963-07-11,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,1.0
+9222,15135,637,Bridget,Goel,1967-05-05,M,F,90000.0,3.0,3.0,Bachelors,Professional,1.0,0.0
+9223,15136,655,Erica,Sun,1967-02-21,M,F,90000.0,3.0,3.0,Bachelors,Professional,1.0,0.0
+9224,15137,509,Tabitha,Gonzalez,1967-06-27,M,F,90000.0,3.0,3.0,Bachelors,Professional,1.0,0.0
+9225,15138,680,Joshua,Clark,1967-04-08,M,M,90000.0,4.0,4.0,Bachelors,Professional,1.0,0.0
+9226,15139,518,Latoya,Chander,1962-03-09,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9227,15140,509,Derek,Nara,1961-07-21,S,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9228,15141,468,Emily,Long,1966-12-28,S,F,100000.0,0.0,0.0,Graduate Degree,Management,0.0,1.0
+9229,15142,561,Jorge,Zhu,1966-09-27,S,M,110000.0,0.0,0.0,Graduate Degree,Management,1.0,3.0
+9230,15143,632,Micheal,Dominguez,1960-12-26,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9231,15144,648,Michele,Mehta,1959-08-09,M,F,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9232,15145,699,Cassidy,Russell,1933-02-08,S,F,40000.0,2.0,0.0,Bachelors,Professional,1.0,1.0
+9233,15146,596,Calvin,Shen,1965-10-13,M,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9234,15147,492,Laura,Wang,1965-03-11,M,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9235,15148,531,Ivan,Subram,1965-02-01,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9236,15149,568,Michael,Thompson,1965-03-27,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9237,15150,487,Casey,Chande,1964-03-14,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9238,15151,669,Nancy,Rana,1964-10-27,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9239,15152,680,Austin,Lee,1959-02-05,M,M,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9240,15153,519,Jaime,Gill,1963-08-13,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+9241,15154,599,Rebecca,Collins,1962-05-10,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9242,15155,478,Cory,Madan,1962-10-28,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9243,15156,646,Chad,Xie,1962-09-22,M,M,70000.0,5.0,4.0,Bachelors,Professional,1.0,2.0
+9244,15157,534,Shannon,Cai,1962-04-06,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+9245,15158,697,Brad,Xu,1961-02-11,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+9246,15159,510,Lisa,Wu,1957-08-15,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9247,15160,558,Virginia,Raman,1957-07-10,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9248,15161,561,Leonard,Lal,1957-08-26,M,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9249,15162,471,Wayne,Raji,1960-10-19,M,M,60000.0,3.0,2.0,Partial College,Skilled Manual,1.0,2.0
+9250,15163,473,Toni,Malhotra,1960-08-10,M,F,60000.0,3.0,2.0,Partial College,Skilled Manual,1.0,2.0
+9251,15164,669,Autumn,Cai,1960-05-18,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+9252,15165,561,Krista,Vazquez,1960-12-12,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,0.0,3.0
+9253,15166,680,Alexandra,Flores,1957-02-26,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9254,15167,692,Brett,Van,1956-03-07,M,M,80000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9255,15168,554,Jaclyn,Zhao,1953-05-21,S,F,40000.0,2.0,0.0,Bachelors,Management,0.0,1.0
+9256,15169,479,Ian,Campbell,1976-08-26,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9257,15170,546,Alexandra,White,1976-03-02,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9258,15171,690,Jeremiah,Jenkins,1976-05-04,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9259,15172,470,Randall,Ruiz,1975-09-03,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,1.0
+9260,15173,430,Madeline,Hernandez,1975-08-18,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9261,15174,571,Ariana,Rivera,1976-10-02,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9262,15175,686,Isaac,Adams,1980-06-26,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9263,15176,644,Jose,Hughes,1980-08-17,M,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9264,15177,682,Jason,Hayes,1980-08-16,S,M,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9265,15178,562,Nicole,Simmons,1980-10-07,M,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9266,15179,573,Paige,Price,1980-05-02,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9267,15180,634,Ruth,Rodriguez,1946-06-10,S,F,10000.0,5.0,0.0,High School,Skilled Manual,0.0,2.0
+9268,15181,668,Jonathan,Butler,1978-02-02,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9269,15182,627,Lucas,Ross,1978-02-16,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9270,15183,613,Brittney,Liang,1938-04-10,S,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+9271,15184,582,Allen,Arthur,1977-02-04,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9272,15185,442,Louis,Lal,1977-03-02,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9273,15186,671,Kaylee,Green,1977-01-21,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9274,15187,634,Joanna,Gill,1939-10-26,S,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+9275,15188,492,Hector,Gill,1940-05-22,S,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+9276,15189,680,Geoffrey,Sara,1940-10-08,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+9277,15190,692,Pedro,Serrano,1940-04-02,M,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+9278,15191,655,Arthur,Suri,1941-08-15,S,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+9279,15192,634,Jon,Wang,1943-03-11,M,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+9280,15193,492,Noah,Hill,1943-07-12,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+9281,15194,430,Luis,Edwards,1976-02-01,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9282,15195,475,Miguel,Brown,1976-12-11,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9283,15196,516,Alyssa,Rivera,1976-03-19,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9284,15197,494,Gavin,Griffin,1975-05-21,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9285,15198,597,Marcus,Lopez,1975-03-03,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9286,15199,505,Alyssa,Taylor,1974-04-21,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9287,15200,707,Matthew,White,1974-10-06,S,M,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9288,15201,511,Ian,Baker,1972-08-01,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9289,15202,547,Dalton,Watson,1968-10-22,S,M,80000.0,0.0,0.0,Bachelors,Management,1.0,1.0
+9290,15203,665,Haley,Simmons,1968-08-14,M,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+9291,15204,494,Nicole,Hall,1967-09-19,S,F,120000.0,0.0,0.0,Bachelors,Management,1.0,3.0
+9292,15205,534,Christy,Gao,1971-03-05,M,F,130000.0,5.0,5.0,Partial High School,Management,1.0,4.0
+9293,15206,498,Julio,Alvarez,1958-12-15,M,M,130000.0,2.0,4.0,Partial College,Professional,1.0,2.0
+9294,15207,506,Kurt,She,1958-07-05,M,M,130000.0,2.0,4.0,Partial College,Professional,1.0,2.0
+9295,15208,525,Kelvin,Zeng,1958-06-13,S,M,150000.0,1.0,3.0,Partial College,Professional,0.0,3.0
+9296,15209,704,Sharon,Anand,1958-08-19,S,F,160000.0,2.0,3.0,Partial College,Professional,0.0,4.0
+9297,15210,696,Jan,Cox,1980-07-27,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+9298,15211,426,Clinton,Gill,1980-09-08,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+9299,15212,506,Bridget,Yuan,1980-08-17,S,F,20000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9300,15213,641,Summer,Martinez,1979-05-07,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9301,15214,591,Grant,Andersen,1978-04-09,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+9302,15215,485,Christy,Chande,1974-08-10,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+9303,15216,659,Grant,Shan,1974-11-02,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,0.0,0.0
+9304,15217,506,Ebony,Subram,1972-08-21,M,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9305,15218,565,Pedro,Blanco,1972-11-16,M,M,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9306,15219,587,Barry,Patel,1972-08-01,S,M,20000.0,0.0,0.0,Partial High School,Manual,0.0,2.0
+9307,15220,447,Summer,Suri,1973-08-27,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+9308,15221,447,Jonathan,Harris,1973-05-22,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+9309,15222,626,Kari,Chapman,1972-11-06,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+9310,15223,506,Carolyn,Madan,1972-08-02,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+9311,15224,521,Dominic,Sai,1972-07-21,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+9312,15225,454,Henry,Gonzalez,1972-10-19,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+9313,15226,459,Sergio,Srini,1972-08-11,S,M,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+9314,15227,765,Michele,Andersen,1972-11-22,M,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+9315,15228,521,Joe,Gutierrez,1972-02-04,S,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+9316,15229,533,Carolyn,Perez,1972-09-19,M,F,40000.0,2.0,2.0,Partial College,Clerical,1.0,0.0
+9317,15230,662,Cara,Ye,1971-04-28,S,F,30000.0,0.0,0.0,High School,Manual,0.0,1.0
+9318,15231,595,Natasha,Ramos,1971-11-01,S,F,30000.0,0.0,0.0,High School,Manual,1.0,1.0
+9319,15232,616,Maurice,Nara,1971-11-02,M,M,40000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+9320,15233,447,Jay,Gomez,1970-01-21,M,M,40000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9321,15234,590,Cristina,Chande,1970-02-08,M,F,40000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9322,15235,584,Antonio,Perry,1975-12-27,S,M,40000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+9323,15236,695,Michelle,Watson,1975-08-07,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+9324,15237,597,Isabella,Evans,1975-05-05,M,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+9325,15238,470,Grace,Martin,1974-03-07,M,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+9326,15239,516,Julia,Foster,1974-09-17,S,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+9327,15240,660,Kaitlyn,Turner,1974-12-06,M,F,40000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+9328,15241,535,Katelyn,Evans,1974-06-19,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9329,15242,527,James,Lal,1974-03-19,M,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9330,15243,695,Isabella,Lewis,1975-05-22,M,F,40000.0,4.0,4.0,Partial College,Clerical,1.0,1.0
+9331,15244,644,Fernando,Gonzalez,1966-07-04,S,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9332,15245,551,Jordan,Hughes,1966-08-02,M,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9333,15246,430,Devin,Murphy,1966-09-04,M,M,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9334,15247,445,Jade,Bell,1966-09-15,S,F,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9335,15248,610,Sophia,Turner,1966-05-24,M,F,80000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9336,15249,644,Thomas,Lewis,1954-03-10,M,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9337,15250,551,Thomas,Ross,1954-10-01,M,M,30000.0,1.0,0.0,High School,Clerical,1.0,1.0
+9338,15251,573,Miguel,Simmons,1954-05-10,S,M,30000.0,1.0,0.0,High School,Clerical,0.0,1.0
+9339,15252,430,Cedric,Huang,1954-05-11,S,M,30000.0,1.0,0.0,High School,Clerical,0.0,1.0
+9340,15253,505,Morgan,Garcia,1954-10-25,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+9341,15254,686,Dalton,Wright,1955-07-08,S,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9342,15255,580,Seth,Henderson,1955-07-13,S,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9343,15256,500,Cameron,Alexander,1955-09-13,S,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9344,15257,577,Ronald,Rana,1955-07-14,S,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9345,15258,445,Hector,Jimenez,1955-01-25,S,M,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9346,15259,536,Angelica,Powell,1955-02-25,S,F,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+9347,15260,677,Hunter,Bryant,1955-02-25,S,M,30000.0,1.0,0.0,High School,Clerical,0.0,1.0
+9348,15261,551,Ryan,Jackson,1955-05-20,S,M,30000.0,1.0,0.0,High School,Clerical,1.0,2.0
+9349,15262,573,Brooke,Watson,1956-05-08,S,F,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+9350,15263,507,Hannah,Thompson,1956-06-18,S,F,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9351,15264,536,Kaitlyn,Collins,1956-04-20,S,F,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+9352,15265,570,Elijah,Lal,1956-08-23,S,M,20000.0,3.0,0.0,Partial High School,Clerical,1.0,2.0
+9353,15266,580,Tammy,Lopez,1956-10-10,S,F,20000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9354,15267,583,Brent,Gao,1956-09-22,M,M,30000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+9355,15268,652,Matthew,Martin,1956-04-24,M,M,30000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+9356,15269,584,Jonathon,Romero,1957-08-26,M,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9357,15270,647,Chloe,Moore,1957-07-06,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9358,15271,695,Hailey,Bailey,1957-03-08,S,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9359,15272,688,Bailey,Baker,1957-09-19,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9360,15273,575,Kelly,Hughes,1957-05-18,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9361,15274,597,Chelsea,Suri,1957-03-19,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9362,15275,559,Jennifer,Wood,1957-04-24,M,F,30000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+9363,15276,575,Miguel,Johnson,1958-11-28,M,M,40000.0,1.0,0.0,Partial College,Clerical,0.0,1.0
+9364,15277,580,Heather,Huang,1958-02-08,M,F,40000.0,1.0,0.0,Partial College,Clerical,1.0,1.0
+9365,15278,642,Jacqueline,Hughes,1958-11-24,S,F,40000.0,2.0,0.0,Partial College,Clerical,1.0,1.0
+9366,15279,577,Jon,Wu,1958-10-08,S,M,40000.0,2.0,0.0,Partial College,Clerical,0.0,1.0
+9367,15280,665,Trinity,Sanchez,1959-12-07,S,F,40000.0,2.0,0.0,Partial College,Clerical,1.0,1.0
+9368,15281,619,Jackson,Jenkins,1959-04-24,S,M,40000.0,2.0,0.0,Partial College,Clerical,0.0,1.0
+9369,15282,570,Ian,Alexander,1959-05-25,S,M,40000.0,2.0,0.0,Partial College,Clerical,1.0,1.0
+9370,15283,597,Leonard,Jai,1972-01-05,S,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9371,15284,707,Jeremiah,Diaz,1972-10-19,S,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9372,15285,627,Garrett,Ward,1972-02-23,S,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9373,15286,495,Kayla,Hayes,1972-08-16,S,F,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9374,15287,547,Evan,Phillips,1972-12-07,S,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9375,15288,500,Elijah,Baker,1972-07-01,S,M,50000.0,0.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9376,15289,443,Alexandra,Russell,1973-05-10,M,F,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9377,15290,445,Samuel,Simmons,1973-02-16,M,M,40000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9378,15291,570,Noah,Chen,1973-07-02,S,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9379,15292,652,Blake,Walker,1971-09-06,S,M,70000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9380,15293,583,Marty,Simpson,1971-08-26,M,F,70000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+9381,15294,442,Casey,Carlson,1971-07-09,M,M,70000.0,1.0,1.0,Graduate Degree,Skilled Manual,1.0,0.0
+9382,15295,647,Andrew,Johnson,1972-05-02,M,M,50000.0,1.0,1.0,Graduate Degree,Skilled Manual,0.0,0.0
+9383,15296,442,Toni,Kapoor,1972-01-22,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+9384,15297,495,Grace,Simmons,1972-06-23,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+9385,15298,500,Jeremiah,Lopez,1972-12-26,M,M,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+9386,15299,508,Jasmine,Peterson,1972-01-11,M,F,50000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+9387,15300,559,Y.,Yong,1972-07-27,S,M,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,0.0,0.0
+9388,15301,582,Audrey,Ortega,1972-04-15,S,F,60000.0,1.0,0.0,Graduate Degree,Skilled Manual,1.0,0.0
+9389,15302,645,Isaiah,Hall,1972-01-15,S,M,70000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+9390,15303,472,James,Jackson,1970-07-12,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+9391,15304,582,Devon,Pal,1970-05-16,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,1.0
+9392,15305,583,Anna,Lewis,1970-07-02,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+9393,15306,500,Julia,Rogers,1969-12-12,S,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+9394,15307,631,Kyle,Holt,1969-04-26,S,M,60000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+9395,15308,469,Alexander,Miller,1969-08-25,M,M,60000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,0.0
+9396,15309,566,Sara,Kelly,1969-09-17,S,F,60000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+9397,15310,475,Julian,Powell,1969-07-23,S,M,60000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+9398,15311,665,Kaitlyn,Garcia,1969-09-22,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+9399,15312,583,Brenda,Rodriguez,1971-08-21,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+9400,15313,535,Elizabeth,Wood,1971-07-01,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+9401,15314,502,Dalton,Simmons,1971-11-02,M,M,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+9402,15315,547,Angel,Murphy,1918-05-19,S,M,30000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+9403,15316,690,Taylor,Peterson,1969-05-15,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,0.0,0.0
+9404,15317,671,Stephanie,Hughes,1969-10-07,S,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+9405,15318,677,Amanda,Wright,1969-05-18,M,F,60000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+9406,15319,682,Caleb,Parker,1968-04-23,M,M,40000.0,4.0,4.0,High School,Skilled Manual,1.0,3.0
+9407,15320,691,Dylan,Martinez,1968-11-17,S,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,0.0
+9408,15321,653,Brianna,Diaz,1968-03-21,M,F,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+9409,15322,446,Randall,Blanco,1968-11-19,M,M,70000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+9410,15323,495,Justin,Zhang,1967-09-14,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9411,15324,580,Dwayne,Ruiz,1970-11-07,M,M,60000.0,2.0,0.0,Graduate Degree,Professional,1.0,0.0
+9412,15325,677,Faith,Brooks,1970-11-07,S,F,70000.0,3.0,0.0,Graduate Degree,Professional,0.0,0.0
+9413,15326,551,Tyler,Robinson,1970-10-23,M,M,70000.0,3.0,0.0,Graduate Degree,Professional,1.0,0.0
+9414,15327,610,Trevor,Washington,1970-07-06,M,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+9415,15328,475,Jack,Jai,1970-05-03,M,M,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+9416,15329,538,Edward,Anderson,1970-04-08,S,M,80000.0,2.0,0.0,Graduate Degree,Professional,0.0,0.0
+9417,15330,631,Angelica,Bryant,1967-05-21,M,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+9418,15331,442,Marcus,Diaz,1967-05-03,S,M,50000.0,2.0,2.0,Bachelors,Skilled Manual,0.0,1.0
+9419,15332,442,Melanie,Powell,1967-09-04,M,F,50000.0,2.0,2.0,Bachelors,Skilled Manual,1.0,1.0
+9420,15333,500,Aaron,Mitchell,1966-09-26,M,M,80000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,0.0
+9421,15334,536,Alexandria,Alexander,1966-05-01,M,F,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,0.0
+9422,15335,582,Ross,Blanco,1966-04-04,S,M,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,0.0
+9423,15336,443,April,Pal,1966-05-09,M,F,80000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,1.0
+9424,15337,475,Noah,Brown,1966-08-25,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+9425,15338,442,Jennifer,Gonzalez,1966-05-28,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+9426,15339,520,Anna,Coleman,1966-04-09,M,F,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+9427,15340,566,Cindy,James,1966-10-09,S,F,70000.0,4.0,0.0,Graduate Degree,Professional,1.0,0.0
+9428,15341,522,Melissa,Morris,1969-03-20,M,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+9429,15342,535,Olivia,Taylor,1969-03-22,M,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+9430,15343,516,Eduardo,Griffin,1969-08-16,S,M,80000.0,3.0,0.0,Graduate Degree,Professional,0.0,0.0
+9431,15344,551,Mariah,Washington,1965-09-15,S,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9432,15345,653,Natalie,Hughes,1965-06-26,S,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,2.0
+9433,15346,667,Connor,Baker,1965-07-10,M,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,2.0
+9434,15347,430,Emmanuel,Suri,1965-09-14,M,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+9435,15348,442,Alvin,Raji,1965-12-02,M,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+9436,15349,511,Logan,Moore,1965-03-13,M,M,50000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,1.0
+9437,15350,551,Adam,Lopez,1965-04-19,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,0.0
+9438,15351,665,Gabrielle,King,1965-11-02,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,1.0
+9439,15352,520,Emma,Moore,1965-01-24,S,F,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+9440,15353,480,Cynthia,Fernandez,1968-08-22,S,F,40000.0,0.0,0.0,Graduate Degree,Clerical,0.0,0.0
+9441,15354,483,Holly,Malhotra,1968-07-23,S,F,40000.0,0.0,0.0,Graduate Degree,Clerical,0.0,0.0
+9442,15355,765,Nelson,Serrano,1968-06-24,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,0.0,0.0
+9443,15356,503,Darren,Madan,1925-08-07,M,M,20000.0,2.0,0.0,High School,Manual,0.0,1.0
+9444,15357,576,Timothy,Howard,1967-03-11,M,M,10000.0,3.0,3.0,High School,Manual,1.0,1.0
+9445,15358,529,Sergio,Gonzalez,1967-12-03,S,M,10000.0,3.0,3.0,Partial High School,Manual,1.0,1.0
+9446,15359,674,Mason,Gonzalez,1926-08-10,S,M,20000.0,2.0,0.0,High School,Manual,0.0,1.0
+9447,15360,541,George,Raman,1967-08-21,M,M,30000.0,1.0,1.0,Bachelors,Clerical,1.0,0.0
+9448,15361,585,Max,Blanco,1967-05-25,M,M,30000.0,1.0,1.0,Bachelors,Clerical,0.0,1.0
+9449,15362,506,Ebony,Suarez,1966-02-08,M,F,10000.0,4.0,4.0,Partial High School,Manual,1.0,2.0
+9450,15363,517,Joy,Torres,1966-03-18,M,F,20000.0,1.0,1.0,High School,Manual,1.0,1.0
+9451,15364,480,Larry,Jimenez,1967-06-02,M,M,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+9452,15365,532,Gabriella,Hill,1928-02-18,S,F,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+9453,15366,672,Phillip,Fernandez,1966-02-20,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9454,15367,586,Johnathan,Schmidt,1966-11-28,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9455,15368,529,Omar,Shan,1966-02-18,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9456,15369,435,Bharat,Mirchandani,1965-09-04,S,M,10000.0,4.0,3.0,Partial High School,Manual,1.0,2.0
+9457,15370,548,Kate,Nath,1965-09-24,M,F,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+9458,15371,437,Maria,Bryant,1965-09-17,M,F,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+9459,15372,545,Cassandra,Garcia,1965-03-05,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9460,15373,565,Marie,Browning,1964-04-21,M,F,10000.0,3.0,2.0,Partial High School,Manual,1.0,1.0
+9461,15374,671,Mariah,Reed,1972-06-12,M,F,70000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9462,15375,510,Bradley,Pal,1971-02-28,S,M,130000.0,0.0,5.0,Partial High School,Management,0.0,4.0
+9463,15376,425,Shannon,Ortega,1971-06-15,S,M,130000.0,0.0,5.0,Partial High School,Management,1.0,4.0
+9464,15377,516,Anthony,Martinez,1953-01-17,M,M,70000.0,4.0,3.0,Partial College,Professional,1.0,1.0
+9465,15378,467,Isabelle,Foster,1953-06-05,S,F,70000.0,4.0,3.0,Partial College,Professional,1.0,1.0
+9466,15379,674,Colin,Raje,1958-06-03,M,M,130000.0,2.0,3.0,Bachelors,Management,1.0,4.0
+9467,15380,501,Cindy,Rodriguez,1958-06-09,S,F,130000.0,2.0,4.0,Partial College,Professional,0.0,2.0
+9468,15381,454,Ricardo,Luo,1957-05-19,M,M,100000.0,2.0,3.0,Partial College,Professional,1.0,3.0
+9469,15382,483,Shannon,Romero,1957-08-23,M,M,130000.0,2.0,4.0,Partial College,Professional,1.0,2.0
+9470,15383,483,Dale,Xu,1957-11-06,S,M,130000.0,2.0,4.0,Partial College,Professional,0.0,2.0
+9471,15384,529,Ronnie,Hu,1956-02-16,S,M,110000.0,2.0,4.0,Partial College,Professional,1.0,4.0
+9472,15385,529,Jon,Zhu,1956-08-03,M,M,110000.0,2.0,4.0,Partial College,Professional,1.0,4.0
+9473,15386,480,Javier,Muñoz,1956-06-28,S,M,120000.0,3.0,4.0,High School,Professional,0.0,4.0
+9474,15387,666,Kelli,Zhao,1956-04-20,S,F,160000.0,2.0,4.0,High School,Professional,0.0,2.0
+9475,15388,704,Dalton,Roberts,1956-12-22,S,M,170000.0,3.0,3.0,Partial College,Professional,0.0,4.0
+9476,15389,454,Wayne,Jai,1955-08-26,M,M,90000.0,2.0,1.0,High School,Professional,1.0,2.0
+9477,15390,529,Candice,Zhou,1955-02-17,M,F,100000.0,2.0,3.0,High School,Professional,0.0,4.0
+9478,15391,506,Ivan,Mehta,1955-01-16,M,M,150000.0,3.0,4.0,High School,Professional,1.0,3.0
+9479,15392,503,Dominique,Arun,1944-09-25,S,F,70000.0,5.0,1.0,High School,Professional,1.0,2.0
+9480,15393,765,Kelli,Rai,1944-02-14,S,F,100000.0,2.0,3.0,Graduate Degree,Management,0.0,4.0
+9481,15394,674,Donald,Raman,1944-08-07,S,M,110000.0,3.0,4.0,Bachelors,Management,0.0,4.0
+9482,15395,530,Martha,Sun,1945-08-05,M,F,70000.0,5.0,1.0,High School,Professional,1.0,2.0
+9483,15396,533,Daisy,Gill,1945-01-20,S,F,90000.0,5.0,0.0,Partial College,Professional,1.0,2.0
+9484,15397,555,Terry,Black,1945-05-19,M,M,100000.0,2.0,3.0,Bachelors,Management,0.0,4.0
+9485,15398,525,Micheal,Travers,1945-08-08,S,M,130000.0,4.0,4.0,Partial College,Professional,0.0,4.0
+9486,15399,576,Ian,Watson,1945-06-10,M,M,170000.0,4.0,4.0,Bachelors,Management,1.0,3.0
+9487,15400,542,Erick,Gonzalez,1946-06-25,M,M,120000.0,4.0,4.0,Bachelors,Management,1.0,4.0
+9488,15401,481,Jade,James,1953-03-19,M,F,80000.0,4.0,2.0,Partial College,Professional,1.0,2.0
+9489,15402,481,Natalie,Butler,1954-11-12,M,F,130000.0,3.0,4.0,High School,Professional,1.0,4.0
+9490,15403,624,Jamie,Wagner,1953-09-07,S,F,100000.0,3.0,4.0,Bachelors,Management,0.0,3.0
+9491,15404,649,Philip,Navarro,1953-06-25,M,M,110000.0,2.0,5.0,Partial College,Professional,0.0,2.0
+9492,15405,565,Trisha,Wu,1953-07-06,M,F,170000.0,0.0,5.0,Bachelors,Management,1.0,3.0
+9493,15406,529,Naomi,Blanco,1952-04-26,M,F,80000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+9494,15407,540,Haley,Lopez,1952-02-26,M,F,80000.0,4.0,1.0,Partial College,Professional,1.0,2.0
+9495,15408,447,Ashley,Davis,1952-04-17,S,F,120000.0,4.0,5.0,Partial College,Professional,1.0,3.0
+9496,15409,506,Martha,Huang,1951-06-03,S,F,130000.0,4.0,5.0,High School,Professional,0.0,3.0
+9497,15410,654,Christy,Goel,1951-08-03,S,F,130000.0,4.0,5.0,High School,Professional,0.0,3.0
+9498,15411,543,Franklin,Goel,1950-05-10,S,M,90000.0,4.0,1.0,High School,Management,1.0,3.0
+9499,15412,588,Mario,Xu,1950-11-06,S,M,110000.0,4.0,5.0,High School,Management,1.0,2.0
+9500,15413,503,Kate,Chande,1949-09-15,M,F,80000.0,5.0,1.0,High School,Management,0.0,3.0
+9501,15414,544,Rebekah,Romero,1949-09-13,M,F,80000.0,5.0,1.0,High School,Management,1.0,3.0
+9502,15415,765,George,Patel,1949-09-05,M,M,120000.0,4.0,5.0,High School,Management,1.0,3.0
+9503,15416,662,Latoya,Lal,1948-04-17,M,F,90000.0,4.0,1.0,Partial High School,Skilled Manual,1.0,4.0
+9504,15417,506,Amy,Zhao,1948-08-10,M,F,130000.0,4.0,5.0,High School,Management,1.0,4.0
+9505,15418,525,Dustin,Rai,1948-12-20,S,M,130000.0,5.0,5.0,High School,Management,0.0,4.0
+9506,15419,529,Rafael,Chande,1947-08-10,S,M,90000.0,5.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9507,15420,586,Geoffrey,Suri,1947-04-24,M,M,100000.0,3.0,4.0,High School,Management,0.0,4.0
+9508,15421,555,Bob,Kapoor,1947-10-02,S,M,110000.0,4.0,5.0,Partial High School,Professional,0.0,3.0
+9509,15422,599,Allison,Peterson,1975-04-06,S,F,60000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+9510,15423,568,Pedro,Suri,1975-09-03,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+9511,15424,471,Hector,Gutierrez,1975-11-05,S,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+9512,15425,471,Kayla,White,1976-05-03,S,F,60000.0,0.0,0.0,Bachelors,Professional,0.0,4.0
+9513,15426,646,Janelle,Malhotra,1976-11-12,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+9514,15427,613,Heidi,Malhotra,1976-06-15,S,F,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+9515,15428,692,Alicia,Xie,1976-12-28,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+9516,15429,471,Colin,Ma,1976-11-22,M,M,70000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+9517,15430,613,Reginald,Ortega,1976-10-26,S,M,80000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+9518,15431,531,Paula,Sanz,1975-11-10,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+9519,15432,646,Shaun,Rai,1974-08-16,S,M,60000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+9520,15433,492,Isabel,Simmons,1975-11-21,M,F,80000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+9521,15434,549,Nelson,Rubio,1975-07-27,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,2.0
+9522,15435,558,Mallory,Romero,1974-08-23,S,F,90000.0,0.0,0.0,Bachelors,Professional,1.0,3.0
+9523,15436,425,Yolanda,Goel,1973-10-06,M,F,90000.0,0.0,0.0,Bachelors,Professional,0.0,3.0
+9524,15437,425,Briana,Carlson,1973-12-26,S,F,110000.0,0.0,5.0,Partial College,Management,1.0,3.0
+9525,15438,680,Tiffany,Zhu,1973-06-19,S,F,110000.0,0.0,5.0,Partial College,Management,1.0,3.0
+9526,15439,655,Alisha,Shen,1973-04-21,M,F,130000.0,4.0,5.0,High School,Management,1.0,4.0
+9527,15440,599,Isaac,Morris,1972-03-05,S,M,100000.0,0.0,5.0,High School,Management,1.0,3.0
+9528,15441,656,Devin,Green,1972-01-14,S,M,100000.0,0.0,5.0,High School,Management,0.0,3.0
+9529,15442,680,Randy,Lu,1971-03-12,M,M,80000.0,0.0,0.0,Bachelors,Professional,1.0,4.0
+9530,15443,509,Barbara,Huang,1972-01-07,S,F,120000.0,0.0,5.0,Partial High School,Professional,0.0,4.0
+9531,15444,561,Kathryn,She,1971-07-26,M,F,100000.0,0.0,5.0,High School,Management,1.0,3.0
+9532,15445,519,Pamela,Lopez,1970-10-05,S,F,100000.0,0.0,5.0,Partial High School,Professional,1.0,4.0
+9533,15446,599,Aidan,Foster,1970-09-06,S,M,110000.0,0.0,5.0,High School,Management,0.0,4.0
+9534,15447,512,Jamie,Muñoz,1970-03-09,S,M,130000.0,5.0,5.0,High School,Management,1.0,4.0
+9535,15448,680,Noah,Russell,1971-04-20,S,M,110000.0,0.0,5.0,High School,Management,0.0,4.0
+9536,15449,442,Kara,Yuan,1948-12-26,M,F,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9537,15450,675,Jared,Gray,1948-03-11,M,M,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9538,15451,686,Lauren,Ramirez,1947-12-28,S,F,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9539,15452,551,Mariah,Perry,1937-08-13,M,F,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+9540,15453,570,James,Martinez,1937-04-17,S,M,50000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9541,15454,523,Cole,Peterson,1937-03-17,S,M,50000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9542,15455,677,Sebastian,Cox,1937-11-26,M,M,50000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9543,15456,642,Samuel,Carter,1939-06-17,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9544,15457,675,Xavier,Peterson,1939-04-05,S,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9545,15458,573,Sydney,Moore,1939-08-13,S,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9546,15459,472,Ryan,Moore,1939-07-04,M,M,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9547,15460,535,Angelica,Hayes,1939-08-20,S,F,60000.0,3.0,0.0,Graduate Degree,Management,1.0,2.0
+9548,15461,703,Gabriella,Cook,1940-03-09,M,F,60000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+9549,15462,671,Brooke,Howard,1940-11-24,S,F,60000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+9550,15463,583,Lauren,Kelly,1940-02-21,S,F,60000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+9551,15464,583,Alexa,Rogers,1940-10-03,S,F,60000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+9552,15465,522,Alexandria,Griffin,1941-11-04,S,F,40000.0,4.0,0.0,High School,Professional,0.0,2.0
+9553,15466,505,Andrea,Evans,1941-06-05,S,F,50000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+9554,15467,580,Kevin,Turner,1941-03-25,S,M,50000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+9555,15468,658,Nicole,Brooks,1941-08-22,S,F,50000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+9556,15469,667,Alyssa,Brown,1941-05-14,M,F,50000.0,3.0,0.0,Bachelors,Management,1.0,2.0
+9557,15470,584,Joy,Alvarez,1941-11-06,S,F,50000.0,3.0,0.0,Bachelors,Management,0.0,2.0
+9558,15471,658,Marcus,Cooper,1941-11-18,M,M,50000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+9559,15472,546,Edward,Perez,1942-02-13,M,M,50000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+9560,15473,552,David,Hughes,1942-03-08,S,M,50000.0,4.0,0.0,Bachelors,Management,1.0,2.0
+9561,15474,686,Anna,Wood,1942-04-19,S,F,50000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+9562,15475,675,Mackenzie,Morris,1943-01-19,S,F,60000.0,4.0,0.0,Bachelors,Management,0.0,2.0
+9563,15476,667,Isabella,Gonzalez,1944-10-03,S,F,30000.0,4.0,0.0,High School,Professional,0.0,2.0
+9564,15477,475,Jordan,Jai,1944-08-22,M,M,30000.0,5.0,0.0,Partial High School,Clerical,0.0,2.0
+9565,15478,445,Joel,Rana,1947-04-07,S,M,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+9566,15479,472,Sara,Collins,1947-10-26,S,F,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+9567,15480,469,Katherine,Cook,1947-02-09,S,F,40000.0,4.0,0.0,High School,Professional,0.0,2.0
+9568,15481,670,Jacqueline,Patterson,1945-06-22,S,F,20000.0,5.0,0.0,Partial High School,Clerical,0.0,3.0
+9569,15482,643,Luke,Young,1945-10-03,M,M,30000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,3.0
+9570,15483,682,Sydney,Hill,1945-05-17,M,F,30000.0,5.0,0.0,Partial High School,Skilled Manual,1.0,3.0
+9571,15484,475,Taylor,Ward,1945-03-19,S,F,30000.0,5.0,0.0,Partial High School,Skilled Manual,0.0,3.0
+9572,15485,582,Fernando,Patterson,1946-04-03,S,M,40000.0,5.0,0.0,High School,Professional,0.0,3.0
+9573,15486,678,Jason,Bryant,1946-06-07,M,M,40000.0,5.0,0.0,High School,Professional,1.0,4.0
+9574,15487,653,Andrea,Cook,1946-07-04,M,F,40000.0,5.0,0.0,High School,Professional,0.0,4.0
+9575,15488,580,Vincent,Ma,1946-04-18,S,M,70000.0,5.0,0.0,Bachelors,Management,1.0,3.0
+9576,15489,467,Julia,Rodriguez,1947-10-13,M,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+9577,15490,430,Jordan,Collins,1947-04-11,S,M,70000.0,2.0,1.0,Bachelors,Management,1.0,1.0
+9578,15491,707,Antonio,Simmons,1947-02-23,S,M,70000.0,2.0,1.0,Bachelors,Management,0.0,1.0
+9579,15492,583,Riley,Sanchez,1947-11-19,S,F,70000.0,2.0,1.0,Bachelors,Management,0.0,1.0
+9580,15493,469,Ryan,Rodriguez,1947-02-25,M,M,70000.0,2.0,1.0,Bachelors,Management,1.0,1.0
+9581,15494,583,Lawrence,Ramos,1947-09-04,M,M,70000.0,2.0,1.0,Bachelors,Management,1.0,1.0
+9582,15495,619,Nicholas,White,1947-02-22,M,M,70000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+9583,15496,467,Allison,Baker,1948-12-16,S,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+9584,15497,571,Cassidy,Griffin,1948-11-08,M,F,40000.0,2.0,1.0,High School,Professional,1.0,2.0
+9585,15498,495,Karen,Sanchez,1948-07-06,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+9586,15499,678,Ethan,Hayes,1948-10-26,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+9587,15500,582,Renee,Ruiz,1948-02-18,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9588,15501,430,Billy,Ruiz,1948-03-22,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9589,15502,469,Allison,Parker,1948-02-03,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9590,15503,470,Taylor,Brown,1948-05-02,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9591,15504,668,Jeremiah,Townsend,1949-02-03,M,M,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+9592,15505,682,Jennifer,Robinson,1949-08-20,M,F,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+9593,15506,682,Jennifer,Wright,1949-08-17,M,F,40000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+9594,15507,577,Ruth,Srini,1949-07-17,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9595,15508,597,Abhijit,Thakur,1949-02-02,M,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9596,15509,495,Marcus,Ross,1949-07-14,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9597,15510,559,Seth,Taylor,1949-03-05,S,M,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+9598,15511,502,Jack,Scott,1949-03-18,S,M,60000.0,2.0,1.0,Partial College,Professional,1.0,0.0
+9599,15512,707,Charles,Weisman,1949-08-07,M,M,70000.0,5.0,1.0,Partial College,Professional,1.0,2.0
+9600,15513,499,Christina,Cooper,1950-02-01,M,F,40000.0,2.0,1.0,Partial High School,Skilled Manual,0.0,2.0
+9601,15514,583,Stacy,Moreno,1950-02-03,S,F,60000.0,2.0,1.0,Partial College,Professional,0.0,2.0
+9602,15515,488,Cameron,Powell,1950-04-15,M,M,70000.0,4.0,2.0,Partial College,Professional,0.0,1.0
+9603,15516,488,Zoe,Watson,1950-09-16,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+9604,15517,494,Jill,Perry,1950-09-07,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+9605,15518,494,Melanie,Griffin,1950-02-07,M,F,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+9606,15519,652,Marcus,Lee,1950-06-16,S,M,70000.0,4.0,2.0,Partial College,Professional,1.0,1.0
+9607,15520,560,Brianna,Wood,1950-01-02,M,F,80000.0,3.0,1.0,Bachelors,Management,1.0,1.0
+9608,15521,479,Chloe,Ramirez,1951-10-24,S,F,60000.0,2.0,1.0,High School,Professional,0.0,2.0
+9609,15522,537,Nathan,Taylor,1951-06-01,M,M,60000.0,2.0,1.0,High School,Professional,0.0,2.0
+9610,15523,551,Logan,Thompson,1951-09-27,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,1.0
+9611,15524,584,Casey,Raji,1951-11-16,S,F,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9612,15525,494,Anthony,Robinson,1951-05-05,M,M,60000.0,2.0,1.0,Partial College,Professional,1.0,2.0
+9613,15526,570,Jeremy,Bell,1952-04-26,S,M,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+9614,15527,645,Blake,Coleman,1952-08-18,M,M,70000.0,2.0,1.0,High School,Professional,1.0,2.0
+9615,15528,446,Oscar,Hayes,1952-09-09,M,M,70000.0,2.0,1.0,Partial High School,Skilled Manual,1.0,2.0
+9616,15529,479,Samuel,Garcia,1953-05-04,S,M,60000.0,3.0,1.0,High School,Professional,1.0,2.0
+9617,15530,701,Jasmine,Davis,1969-10-05,S,F,70000.0,5.0,0.0,Graduate Degree,Professional,1.0,0.0
+9618,15531,644,Riley,Morgan,1969-03-13,M,F,70000.0,5.0,0.0,Graduate Degree,Professional,0.0,0.0
+9619,15532,445,Jeremy,Reed,1969-04-08,M,M,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,2.0
+9620,15533,470,Angela,Barnes,1968-09-12,S,F,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+9621,15534,499,Xavier,Mitchell,1968-07-28,M,M,80000.0,0.0,0.0,Bachelors,Management,0.0,1.0
+9622,15535,520,Fernando,Smith,1968-02-11,S,M,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+9623,15536,535,Kelly,Perry,1968-12-26,M,F,90000.0,4.0,4.0,Bachelors,Management,1.0,1.0
+9624,15537,633,Katherine,Thomas,1967-10-05,S,F,100000.0,0.0,0.0,Bachelors,Management,1.0,2.0
+9625,15538,566,Wyatt,Perez,1967-04-15,S,M,100000.0,1.0,0.0,Bachelors,Management,1.0,2.0
+9626,15539,582,Warren,Black,1968-11-18,M,M,110000.0,2.0,1.0,Graduate Degree,Management,1.0,3.0
+9627,15540,445,Faith,Hayes,1968-04-25,S,F,130000.0,1.0,0.0,Graduate Degree,Management,0.0,2.0
+9628,15541,469,Jada,Sanchez,1968-10-22,S,F,170000.0,1.0,0.0,Graduate Degree,Management,0.0,1.0
+9629,15542,470,Alexis,Butler,1979-05-05,M,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9630,15543,577,Jamie,Torres,1978-03-25,M,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+9631,15544,599,Susan,Guo,1947-01-21,S,F,10000.0,2.0,1.0,High School,Skilled Manual,0.0,2.0
+9632,15545,479,Riley,Ramirez,1978-03-24,M,F,30000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9633,15546,475,Taylor,Ross,1978-01-08,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9634,15547,494,Miguel,Bennett,1978-06-26,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9635,15548,655,Barbara,Beck,1946-05-09,S,F,30000.0,2.0,0.0,Partial College,Clerical,0.0,2.0
+9636,15549,655,Casey,Suarez,1947-05-11,S,M,20000.0,4.0,0.0,High School,Skilled Manual,0.0,2.0
+9637,15550,549,Jamie,Sanz,1948-08-15,S,M,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9638,15551,597,Alex,Morris,1977-10-28,S,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+9639,15552,660,Noah,Moore,1977-09-20,S,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9640,15553,522,Judith,Turner,1977-03-12,M,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9641,15554,677,Kayla,Powell,1977-05-10,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9642,15555,443,Michael,Garcia,1977-05-16,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9643,15556,667,Jeremy,Perry,1977-06-13,S,M,70000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9644,15557,620,Jeremy,Cooper,1976-05-04,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9645,15558,619,Katelyn,Morgan,1976-07-13,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9646,15559,613,Holly,Garcia,1949-08-25,M,F,10000.0,2.0,1.0,Partial High School,Clerical,0.0,2.0
+9647,15560,473,Marshall,Ye,1949-05-16,S,M,10000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9648,15561,518,Lindsey,Shen,1951-06-04,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9649,15562,425,Hannah,Lewis,1951-05-06,M,F,20000.0,2.0,1.0,Partial High School,Clerical,1.0,2.0
+9650,15563,468,Edward,Wilson,1953-01-24,M,M,40000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9651,15564,568,Keith,She,1953-01-24,M,M,40000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9652,15565,425,Franklin,Chen,1954-09-26,S,M,40000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9653,15566,468,Gabriel,Mitchell,1954-05-20,S,M,40000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9654,15567,699,Crystal,Chen,1954-03-23,S,F,40000.0,3.0,0.0,Partial High School,Clerical,0.0,2.0
+9655,15568,648,Michele,Rai,1955-10-07,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9656,15569,697,Nancy,Kovar,1955-08-11,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9657,15570,492,Michelle,Sanchez,1955-08-09,M,F,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9658,15571,558,Hunter,Gonzales,1955-05-11,M,M,80000.0,2.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9659,15572,478,Lacey,Pal,1955-02-16,S,F,80000.0,2.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9660,15573,550,Jessica,Russell,1975-11-19,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,2.0
+9661,15574,551,Samantha,Clark,1975-05-18,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9662,15575,430,Jordan,Allen,1975-09-26,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9663,15576,445,Toni,Gonzalez,1975-07-08,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9664,15577,502,Kaitlyn,Robinson,1975-01-10,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9665,15578,658,Cindy,Edwards,1975-02-02,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9666,15579,658,Jeremy,White,1975-10-25,S,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9667,15580,547,Hunter,Hayes,1974-05-22,S,M,50000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9668,15581,686,Paige,Ramirez,1974-07-17,M,F,50000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9669,15582,583,Mariah,Patterson,1973-11-22,M,F,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9670,15583,467,Fernando,Moore,1973-03-03,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,2.0
+9671,15584,547,James,Patterson,1976-08-13,S,M,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+9672,15585,566,Benjamin,Alexander,1976-02-24,M,M,60000.0,0.0,0.0,Partial College,Professional,0.0,2.0
+9673,15586,518,Alejandro,Xu,1956-07-15,S,M,80000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+9674,15587,442,Alexandra,Baker,1976-07-12,M,F,60000.0,0.0,0.0,Partial College,Professional,1.0,2.0
+9675,15588,534,Mario,Johnsen,1957-03-08,S,M,70000.0,2.0,0.0,High School,Skilled Manual,0.0,2.0
+9676,15589,531,Dustin,Pal,1957-09-21,M,M,70000.0,2.0,0.0,High School,Skilled Manual,1.0,2.0
+9677,15590,534,Julie,Tang,1957-08-05,S,F,70000.0,2.0,0.0,High School,Professional,1.0,2.0
+9678,15591,473,Jorge,Guo,1958-12-01,M,M,100000.0,1.0,1.0,Bachelors,Management,1.0,1.0
+9679,15592,632,Aimee,Chen,1958-08-05,S,F,100000.0,1.0,1.0,Bachelors,Management,1.0,2.0
+9680,15593,699,Brenda,Lopez,1959-05-07,S,F,100000.0,1.0,1.0,Bachelors,Management,1.0,3.0
+9681,15594,494,Eduardo,Campbell,1966-03-18,S,M,130000.0,0.0,1.0,Graduate Degree,Management,0.0,3.0
+9682,15595,520,Melissa,Wood,1957-08-06,M,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9683,15596,642,Alyssa,Bailey,1957-04-05,M,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9684,15597,516,Antonio,Hayes,1964-06-02,M,M,60000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,2.0
+9685,15598,575,Madison,Lewis,1964-01-05,S,F,60000.0,4.0,4.0,Bachelors,Skilled Manual,0.0,2.0
+9686,15599,559,Charles,Adams,1964-03-02,S,M,60000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,2.0
+9687,15600,707,Allison,Reed,1964-01-14,M,F,60000.0,4.0,4.0,Bachelors,Skilled Manual,1.0,2.0
+9688,15601,538,Michelle,Gray,1964-07-22,S,F,60000.0,4.0,2.0,Bachelors,Skilled Manual,0.0,2.0
+9689,15602,670,Kyle,Gonzalez,1964-06-24,S,M,60000.0,4.0,2.0,Bachelors,Skilled Manual,1.0,2.0
+9690,15603,502,Noah,Yang,1963-10-04,S,M,70000.0,4.0,2.0,Bachelors,Professional,1.0,2.0
+9691,15604,445,Sheila,Ruiz,1963-04-03,S,F,70000.0,4.0,2.0,Bachelors,Professional,0.0,2.0
+9692,15605,688,Elizabeth,West,1968-11-07,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9693,15606,653,Brandon,Foster,1963-02-27,S,M,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9694,15607,537,Hannah,Harris,1963-12-03,S,F,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+9695,15608,584,Natalie,Powell,1963-07-11,M,F,60000.0,3.0,2.0,Graduate Degree,Professional,1.0,0.0
+9696,15609,430,Aaron,Nelson,1963-07-17,S,M,60000.0,3.0,2.0,Graduate Degree,Professional,0.0,0.0
+9697,15610,580,Abigail,Kelly,1962-04-11,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9698,15611,667,Mary,Perez,1962-11-09,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9699,15612,470,Kayla,Henderson,1962-04-19,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9700,15613,584,Janet,Romero,1961-03-04,M,F,40000.0,4.0,3.0,High School,Skilled Manual,1.0,3.0
+9701,15614,445,Priscilla,Lal,1961-06-25,M,F,40000.0,4.0,3.0,High School,Skilled Manual,1.0,3.0
+9702,15615,693,Richard,Robinson,1961-06-05,S,M,40000.0,4.0,2.0,High School,Skilled Manual,1.0,2.0
+9703,15616,675,David,Powell,1961-04-06,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9704,15617,580,Colin,Goel,1960-03-18,M,M,40000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9705,15618,547,Isaiah,Peterson,1960-10-11,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9706,15619,691,Amanda,Morris,1960-02-18,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9707,15620,522,Thomas,Hill,1960-03-26,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9708,15621,695,Isabella,Green,1967-05-21,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9709,15622,580,Sarah,Wood,1967-05-22,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9710,15623,479,Jan,Howard,1967-09-05,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9711,15624,495,Alexandra,Ross,1967-02-11,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9712,15625,693,Elizabeth,Russell,1967-05-06,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9713,15626,573,Lauren,Barnes,1967-12-19,S,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,1.0
+9714,15627,445,Dalton,Taylor,1967-03-25,S,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+9715,15628,619,Jose,Alexander,1967-08-07,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,0.0,1.0
+9716,15629,551,Lucas,Lee,1927-05-04,S,M,40000.0,2.0,0.0,High School,Skilled Manual,0.0,1.0
+9717,15630,511,Miranda,Price,1960-02-06,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9718,15631,695,Vanessa,Powell,1960-03-15,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9719,15632,667,Isaiah,Stewart,1960-03-01,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9720,15633,583,Isabella,Moore,1960-12-24,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9721,15634,653,Gabrielle,Ward,1960-11-08,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9722,15635,670,Devin,Walker,1960-05-12,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9723,15636,488,Jasmine,Harris,1959-05-14,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9724,15637,620,Miguel,Walker,1959-05-18,M,M,60000.0,5.0,4.0,Bachelors,Professional,1.0,0.0
+9725,15638,625,Thomas,Robinson,1959-03-27,M,M,60000.0,4.0,3.0,Bachelors,Professional,1.0,0.0
+9726,15639,559,Olivia,Flores,1959-06-24,S,F,70000.0,1.0,0.0,Graduate Degree,Professional,0.0,1.0
+9727,15640,470,Riley,Diaz,1959-02-15,M,F,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+9728,15641,467,Eduardo,Lopez,1959-08-05,S,M,70000.0,5.0,5.0,Graduate Degree,Professional,1.0,3.0
+9729,15642,582,Arturo,Xie,1959-08-05,S,M,80000.0,1.0,0.0,Graduate Degree,Professional,1.0,0.0
+9730,15643,703,Gabrielle,Evans,1958-06-18,M,F,80000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9731,15644,550,Benjamin,Miller,1958-10-13,M,M,60000.0,3.0,2.0,Bachelors,Professional,1.0,0.0
+9732,15645,535,Jenna,Hernandez,1958-04-21,S,F,60000.0,1.0,0.0,Bachelors,Professional,0.0,1.0
+9733,15646,470,Morgan,Richardson,1958-08-22,S,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9734,15647,520,Jordyn,Perry,1958-10-22,S,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9735,15648,691,Jasmine,Simmons,1958-03-28,S,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9736,15649,430,Riley,Rogers,1958-10-24,S,F,70000.0,5.0,4.0,Graduate Degree,Professional,1.0,1.0
+9737,15650,470,Emily,Perry,1958-10-08,S,F,80000.0,5.0,0.0,Graduate Degree,Professional,0.0,0.0
+9738,15651,505,Kevin,Collins,1958-05-28,S,M,80000.0,5.0,4.0,Graduate Degree,Professional,1.0,0.0
+9739,15652,699,Gregory,Nara,1969-09-18,S,M,80000.0,4.0,4.0,Graduate Degree,Management,1.0,0.0
+9740,15653,510,Bruce,Moreno,1969-09-14,M,M,80000.0,4.0,4.0,Graduate Degree,Management,1.0,0.0
+9741,15654,468,Kaylee,Allen,1969-09-14,M,F,80000.0,4.0,4.0,Graduate Degree,Management,1.0,1.0
+9742,15655,425,Kathleen,Jimenez,1969-07-26,M,F,90000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+9743,15656,561,Kelvin,Sharma,1969-08-25,M,M,90000.0,1.0,0.0,Graduate Degree,Management,0.0,0.0
+9744,15657,487,Amanda,Hall,1969-02-26,M,F,90000.0,2.0,0.0,Bachelors,Professional,0.0,0.0
+9745,15658,699,Lucas,Hughes,1969-03-07,S,M,90000.0,2.0,0.0,Bachelors,Professional,0.0,0.0
+9746,15659,425,Darryl,Liang,1969-06-02,M,M,100000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+9747,15660,637,Katrina,Yuan,1970-08-22,M,F,80000.0,4.0,4.0,Graduate Degree,Management,0.0,1.0
+9748,15661,478,Kern,Sutton,1968-02-22,M,M,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+9749,15662,679,Dawn,Zhu,1968-04-19,S,F,60000.0,2.0,2.0,Bachelors,Professional,0.0,1.0
+9750,15663,568,Lori,Alvarez,1968-09-13,S,F,60000.0,2.0,2.0,Bachelors,Professional,1.0,1.0
+9751,15664,531,Joanna,Serrano,1967-06-24,S,F,60000.0,2.0,2.0,Bachelors,Professional,0.0,1.0
+9752,15665,509,Amy,Zhu,1967-11-21,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+9753,15666,473,Jésus,Vazquez,1967-10-27,S,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,3.0
+9754,15667,493,Ashlee,Beck,1969-03-11,S,F,110000.0,1.0,0.0,Graduate Degree,Management,0.0,1.0
+9755,15668,510,Jillian,Patel,1969-11-19,S,F,120000.0,1.0,0.0,Graduate Degree,Management,1.0,0.0
+9756,15669,648,Toni,Madan,1967-06-24,M,F,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9757,15670,637,Curtis,Zeng,1967-05-04,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9758,15671,632,Jerry,Johnsen,1967-10-06,M,M,70000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9759,15672,680,Arthur,Patel,1967-08-28,M,M,80000.0,5.0,5.0,Graduate Degree,Management,1.0,2.0
+9760,15673,669,Kelli,Sharma,1966-08-07,M,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9761,15674,568,Austin,Alexander,1966-05-04,M,M,90000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+9762,15675,610,Ashley,Jackson,1953-09-15,M,F,60000.0,3.0,1.0,Partial High School,Skilled Manual,1.0,3.0
+9763,15676,546,Natalie,King,1957-03-24,M,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+9764,15677,502,Emily,Jenkins,1957-07-19,M,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+9765,15678,653,William,Johnson,1956-11-06,M,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9766,15679,665,Miranda,Hughes,1956-11-20,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9767,15680,678,Noah,Perry,1956-01-01,M,M,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9768,15681,508,Melissa,Powell,1956-11-12,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9769,15682,652,Zachary,Jackson,1956-04-03,S,M,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+9770,15683,665,Richard,Diaz,1965-02-01,M,M,90000.0,4.0,4.0,Partial College,Professional,1.0,3.0
+9771,15684,562,Mariah,Simmons,1965-02-03,S,F,90000.0,4.0,4.0,Partial College,Professional,1.0,3.0
+9772,15685,584,Dustin,Andersen,1965-11-22,M,M,110000.0,2.0,2.0,Bachelors,Management,1.0,3.0
+9773,15686,667,Noah,Baker,1965-06-21,S,M,130000.0,1.0,1.0,Graduate Degree,Management,0.0,4.0
+9774,15687,490,Christian,Washington,1964-04-15,M,M,80000.0,4.0,3.0,Bachelors,Management,0.0,0.0
+9775,15688,583,Marshall,Xu,1964-10-10,M,M,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+9776,15689,442,Brittney,Xu,1964-03-25,M,F,80000.0,4.0,3.0,Partial College,Professional,1.0,2.0
+9777,15690,584,Arthur,Gill,1964-05-19,S,M,110000.0,3.0,2.0,Bachelors,Management,0.0,4.0
+9778,15691,443,Alexia,Bennett,1964-09-11,M,F,110000.0,3.0,2.0,Bachelors,Management,1.0,4.0
+9779,15692,443,Tina,Suri,1964-12-06,S,F,110000.0,4.0,2.0,Bachelors,Management,0.0,4.0
+9780,15693,675,Isabella,Brown,1956-05-17,M,F,70000.0,3.0,2.0,Partial College,Professional,1.0,0.0
+9781,15694,562,Charles,Perez,1956-10-16,M,M,70000.0,3.0,2.0,Partial College,Professional,1.0,1.0
+9782,15695,583,Aaron,Hughes,1956-06-20,S,M,80000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9783,15696,505,Jocelyn,Diaz,1956-09-14,M,F,80000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9784,15697,583,Robyn,Suarez,1955-10-15,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9785,15698,430,Manuel,Arun,1963-01-14,M,M,100000.0,0.0,2.0,Partial College,Professional,1.0,2.0
+9786,15699,494,Brooke,Rivera,1963-10-04,M,F,120000.0,4.0,3.0,Partial College,Professional,1.0,3.0
+9787,15700,467,Joan,Coleman,1962-10-10,S,F,80000.0,5.0,4.0,Partial College,Professional,1.0,2.0
+9788,15701,490,Sydney,Ramirez,1962-12-03,S,F,80000.0,5.0,4.0,Partial College,Professional,1.0,2.0
+9789,15702,695,Katherine,Hill,1962-03-11,M,F,80000.0,5.0,4.0,Partial College,Professional,1.0,3.0
+9790,15703,583,Cynthia,Arun,1962-04-04,M,F,90000.0,5.0,4.0,Partial College,Professional,1.0,4.0
+9791,15704,523,Wyatt,Miller,1962-08-20,M,M,100000.0,1.0,2.0,Partial College,Professional,1.0,3.0
+9792,15705,430,Frank,Alvarez,1962-09-11,S,M,110000.0,1.0,3.0,Bachelors,Management,0.0,2.0
+9793,15706,690,Eric,Jenkins,1962-02-21,S,M,150000.0,1.0,1.0,Partial College,Professional,0.0,4.0
+9794,15707,562,Bailey,Mitchell,1961-01-16,M,F,70000.0,5.0,4.0,Partial College,Professional,0.0,3.0
+9795,15708,430,Sydney,Brooks,1961-04-26,M,F,110000.0,1.0,3.0,Bachelors,Management,0.0,3.0
+9796,15709,610,Katherine,Washington,1961-11-19,S,F,110000.0,1.0,3.0,Partial College,Professional,0.0,4.0
+9797,15710,643,Mary,King,1955-07-12,S,F,80000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9798,15711,690,Jan,Green,1955-11-25,M,F,60000.0,2.0,0.0,High School,Professional,1.0,2.0
+9799,15712,443,Mya,Bryant,1955-07-25,S,F,60000.0,2.0,0.0,High School,Professional,0.0,2.0
+9800,15713,688,Ashley,Wilson,1954-03-06,S,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9801,15714,619,Stephanie,Edwards,1954-03-26,M,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9802,15715,577,Angela,Long,1954-02-22,S,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9803,15716,520,Gabriella,Bell,1954-06-13,M,F,70000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9804,15717,671,Megan,Smith,1935-11-20,M,F,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9805,15718,580,David,Simpson,1935-02-27,M,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9806,15719,652,Richard,Flores,1936-05-13,M,M,100000.0,2.0,2.0,Graduate Degree,Management,1.0,4.0
+9807,15720,580,Tamara,Li,1960-02-25,S,F,80000.0,5.0,4.0,Partial College,Professional,0.0,4.0
+9808,15721,693,Seth,Watson,1960-05-07,M,M,100000.0,0.0,3.0,Partial College,Professional,1.0,1.0
+9809,15722,584,Paula,Jimenez,1960-09-20,S,F,100000.0,0.0,3.0,Partial College,Professional,0.0,3.0
+9810,15723,475,Alexandra,McDonald,1960-10-08,M,F,110000.0,4.0,3.0,Partial College,Professional,1.0,4.0
+9811,15724,552,Devin,Kelly,1960-09-01,S,M,170000.0,1.0,1.0,Bachelors,Management,0.0,2.0
+9812,15725,686,Sydney,Edwards,1954-09-22,S,F,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9813,15726,537,Alexis,Smith,1954-05-06,M,F,60000.0,2.0,0.0,Partial High School,Skilled Manual,1.0,2.0
+9814,15727,479,Danielle,Rivera,1954-04-14,S,F,60000.0,2.0,0.0,Partial High School,Skilled Manual,0.0,2.0
+9815,15728,660,Jose,Clark,1954-06-16,M,M,70000.0,3.0,1.0,High School,Professional,1.0,0.0
+9816,15729,691,Elijah,Roberts,1953-02-02,S,M,70000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+9817,15730,597,Brian,Gray,1953-01-12,S,M,70000.0,3.0,0.0,Graduate Degree,Management,0.0,2.0
+9818,15731,490,Rachel,Sanchez,1952-04-27,S,F,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9819,15732,516,Ethan,Clark,1952-04-10,M,M,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+9820,15733,546,Martin,Rienstra,1952-08-12,S,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9821,15734,583,Benjamin,Smith,1951-09-23,M,M,40000.0,3.0,0.0,Partial College,Professional,1.0,2.0
+9822,15735,495,Morgan,Powell,1951-02-16,M,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+9823,15736,642,Grace,White,1951-02-14,S,F,40000.0,3.0,0.0,Partial College,Professional,0.0,2.0
+9824,15737,582,Lacey,Xu,1949-09-23,S,F,30000.0,4.0,0.0,High School,Professional,1.0,2.0
+9825,15738,575,Katherine,Young,1949-09-23,S,F,40000.0,4.0,0.0,Partial College,Professional,1.0,2.0
+9826,15739,527,Katherine,Simmons,1949-05-10,S,F,40000.0,4.0,0.0,High School,Professional,1.0,2.0
+9827,15740,518,Corey,Shen,1964-05-12,M,M,60000.0,4.0,4.0,Bachelors,Professional,1.0,3.0
+9828,15741,487,Donald,Lopez,1963-11-21,M,M,60000.0,3.0,2.0,Bachelors,Professional,0.0,2.0
+9829,15742,646,Nichole,Pal,1967-08-18,M,F,90000.0,3.0,3.0,Bachelors,Professional,1.0,0.0
+9830,15743,632,James,Collins,1927-03-09,M,M,70000.0,3.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9831,15744,554,Derek,Chande,1962-04-14,S,M,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9832,15745,599,Mitchell,Yuan,1962-08-12,M,M,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9833,15746,531,Valerie,Huang,1962-11-20,M,F,60000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9834,15747,596,Amber,Adams,1961-02-04,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9835,15748,669,Candice,Cai,1961-01-05,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9836,15749,613,Stacey,She,1966-03-18,S,F,100000.0,0.0,0.0,Graduate Degree,Management,0.0,1.0
+9837,15750,492,Rafael,Sun,1966-09-04,M,M,100000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9838,15751,648,Randall,Alvarez,1960-02-09,S,M,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9839,15752,706,Mallory,Serrano,1960-07-25,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9840,15753,531,Henry,Perez,1960-09-18,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9841,15754,468,Summer,Patel,1960-07-23,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9842,15755,510,Candice,Zimmerman,1960-10-02,S,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9843,15756,534,Brendan,Jai,1965-06-03,M,M,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9844,15757,561,Brooke,Gray,1965-08-27,S,F,80000.0,5.0,5.0,Bachelors,Professional,1.0,4.0
+9845,15758,471,Evan,Rivera,1959-03-14,S,M,90000.0,1.0,0.0,Bachelors,Professional,1.0,1.0
+9846,15759,509,Damien,Zhang,1959-03-02,S,M,100000.0,5.0,0.0,Bachelors,Professional,1.0,1.0
+9847,15760,599,Hailey,Allen,1963-02-28,M,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,1.0
+9848,15761,568,Katherine,Butler,1963-10-18,S,F,70000.0,0.0,0.0,Bachelors,Professional,0.0,2.0
+9849,15762,487,Tabitha,Prasad,1962-07-04,M,F,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9850,15763,697,Rachael,Perez,1962-04-10,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,0.0,2.0
+9851,15764,634,Grant,Shen,1961-02-13,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9852,15765,634,Alvin,Li,1961-02-09,M,M,60000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9853,15766,509,Dominique,Chandra,1961-03-03,S,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,2.0
+9854,15767,534,Jodi,Andersen,1961-09-11,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+9855,15768,679,Alisha,Goel,1957-10-25,S,F,70000.0,1.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9856,15769,519,Cristina,Shen,1957-12-12,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9857,15770,554,Holly,Sai,1936-05-20,M,F,40000.0,2.0,0.0,Bachelors,Management,1.0,1.0
+9858,15771,478,Katie,Ashe,1960-05-22,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+9859,15772,632,Eric,Shan,1960-06-02,M,M,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+9860,15773,512,Jamie,Hu,1960-02-20,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+9861,15774,697,Meghan,Martin,1960-03-17,M,F,70000.0,5.0,4.0,Partial College,Skilled Manual,1.0,3.0
+9862,15775,632,Arianna,Ross,1957-09-13,M,F,70000.0,1.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9863,15776,570,Riley,Bryant,1976-10-22,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9864,15777,584,Jenny,Guo,1976-09-25,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9865,15778,547,Andrew,Clark,1975-02-17,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,1.0
+9866,15779,551,Sierra,Perez,1975-06-10,S,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9867,15780,670,Alexandra,Henderson,1980-06-12,M,F,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9868,15781,488,Julia,Butler,1980-02-03,S,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9869,15782,677,Jan,Cox,1979-12-04,M,F,30000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9870,15783,701,Seth,Lewis,1980-09-25,S,M,30000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9871,15784,566,Juan,Torres,1980-04-19,M,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9872,15785,706,Walter,Torres,1946-10-07,S,M,10000.0,5.0,0.0,High School,Skilled Manual,1.0,2.0
+9873,15786,425,Raul,Raje,1937-09-14,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+9874,15787,472,Seth,Smith,1978-05-01,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9875,15788,583,Austin,Moore,1978-09-04,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9876,15789,610,Destiny,Howard,1978-05-11,S,F,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9877,15790,668,Chase,Morris,1978-11-10,S,M,40000.0,0.0,0.0,High School,Skilled Manual,0.0,2.0
+9878,15791,691,Chloe,Cook,1977-02-21,S,F,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9879,15792,579,Kelvin,Nath,1977-11-04,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9880,15793,584,Casey,Torres,1977-06-06,S,M,30000.0,0.0,0.0,Partial High School,Clerical,0.0,2.0
+9881,15794,560,Jesse,Nelson,1977-03-18,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9882,15795,580,Michele,Dominguez,1979-11-26,M,F,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9883,15796,706,Elijah,Shan,1940-07-13,M,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+9884,15797,669,Warren,Raji,1941-03-22,S,M,40000.0,2.0,0.0,Bachelors,Management,1.0,2.0
+9885,15798,478,Marshall,Hu,1943-04-22,S,M,40000.0,2.0,0.0,Bachelors,Management,0.0,2.0
+9886,15799,693,Jeremiah,Garcia,1976-01-11,M,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9887,15800,619,Ryan,Russell,1976-09-19,M,M,40000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9888,15801,475,Lauren,Lewis,1976-10-07,S,F,40000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9889,15802,707,Wyatt,Washington,1976-07-19,M,M,60000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9890,15803,695,Lucas,Sanders,1975-11-13,S,M,40000.0,0.0,0.0,High School,Skilled Manual,1.0,2.0
+9891,15804,653,Xavier,Bennett,1974-02-07,M,M,50000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9892,15805,552,Trinity,Sanders,1974-11-12,S,F,50000.0,0.0,0.0,Partial College,Skilled Manual,1.0,1.0
+9893,15806,502,Alexandria,Reed,1973-10-09,S,F,60000.0,0.0,0.0,Partial College,Skilled Manual,0.0,1.0
+9894,15807,562,Caleb,Mitchell,1965-09-20,M,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,1.0
+9895,15808,502,Angel,Hall,1965-09-12,S,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,1.0
+9896,15809,479,Kimberly,Howard,1965-01-26,S,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,1.0
+9897,15810,538,Julia,Morgan,1965-11-04,S,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,2.0
+9898,15811,665,Melanie,Stewart,1965-05-13,S,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,0.0,2.0
+9899,15812,443,Rachael,Sanchez,1965-10-04,S,F,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+9900,15813,527,James,Hernandez,1965-09-08,M,M,50000.0,3.0,3.0,Bachelors,Skilled Manual,1.0,3.0
+9901,15814,610,Xavier,Diaz,1965-07-15,S,M,50000.0,4.0,4.0,Bachelors,Skilled Manual,0.0,1.0
+9902,15815,566,Alex,Hernandez,1965-04-04,M,M,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+9903,15816,500,Erin,Cox,1965-05-03,M,F,60000.0,0.0,0.0,Graduate Degree,Professional,1.0,0.0
+9904,15817,681,Ronnie,Wu,1968-03-09,M,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9905,15818,608,Melvin,Ashe,1968-10-22,S,M,40000.0,0.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9906,15819,483,Eduardo,Coleman,1967-06-16,S,M,10000.0,3.0,3.0,High School,Manual,1.0,1.0
+9907,15820,542,Devin,Mitchell,1967-02-21,M,M,10000.0,3.0,3.0,High School,Manual,1.0,1.0
+9908,15821,506,Carol,Nath,1967-05-02,M,F,10000.0,3.0,3.0,Partial High School,Manual,1.0,1.0
+9909,15822,437,Tamara,Guo,1967-02-21,M,F,10000.0,4.0,4.0,Partial High School,Manual,1.0,0.0
+9910,15823,649,Cindy,Gonzalez,1967-02-09,S,F,20000.0,1.0,1.0,Partial College,Manual,1.0,1.0
+9911,15824,480,Kaitlin,Raman,1967-05-02,S,F,30000.0,1.0,1.0,Bachelors,Clerical,0.0,0.0
+9912,15825,506,Theresa,Blanco,1966-03-06,S,F,10000.0,4.0,4.0,Partial High School,Manual,1.0,1.0
+9913,15826,662,Jamie,Jimenez,1966-10-10,M,M,10000.0,4.0,4.0,Partial High School,Manual,1.0,1.0
+9914,15827,586,Kendra,Romero,1966-07-06,S,F,10000.0,5.0,5.0,Partial High School,Manual,1.0,1.0
+9915,15828,529,Renee,Rubio,1967-01-18,S,F,40000.0,0.0,0.0,Bachelors,Clerical,0.0,0.0
+9916,15829,564,Stephanie,Rivera,1967-08-10,M,F,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+9917,15830,437,Morgan,Evans,1967-09-23,M,F,40000.0,0.0,0.0,Bachelors,Clerical,1.0,0.0
+9918,15831,704,Levi,Perez,1966-09-22,M,M,30000.0,1.0,1.0,Bachelors,Clerical,1.0,1.0
+9919,15832,683,Drew,Raje,1966-03-04,M,M,30000.0,1.0,1.0,Bachelors,Clerical,1.0,1.0
+9920,15833,483,Kate,Xie,1966-02-03,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9921,15834,485,Kelvin,Rai,1966-01-13,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9922,15835,587,Teresa,Romero,1966-03-01,M,F,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9923,15836,700,Kyle,Turner,1965-01-09,M,M,10000.0,4.0,3.0,Partial High School,Manual,1.0,2.0
+9924,15837,541,Hector,Diaz,1965-06-10,S,M,20000.0,2.0,2.0,High School,Manual,0.0,0.0
+9925,15838,506,Albert,Martin,1965-03-07,M,M,20000.0,2.0,2.0,High School,Manual,1.0,0.0
+9926,15839,650,Cassie,Shan,1965-12-04,S,F,20000.0,2.0,2.0,High School,Manual,0.0,1.0
+9927,15840,564,Jeremy,Nelson,1965-02-18,S,M,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+9928,15841,564,Eric,Yang,1965-03-19,M,M,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+9929,15842,504,Roberto,Jiménez,1965-08-13,M,M,30000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,2.0
+9930,15843,501,Felicia,Alonso,1964-06-25,M,F,10000.0,5.0,2.0,Partial High School,Manual,1.0,1.0
+9931,15844,674,Noah,Gonzalez,1929-02-08,S,M,10000.0,4.0,0.0,High School,Manual,0.0,2.0
+9932,15845,608,Erin,Cooper,1930-05-27,S,F,20000.0,2.0,0.0,Partial College,Manual,0.0,1.0
+9933,15846,683,Theodore,Ortega,1964-09-26,S,M,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+9934,15847,638,Dustin,Kumar,1964-07-14,M,M,20000.0,2.0,2.0,High School,Manual,1.0,2.0
+9935,15848,491,Brent,Yang,1964-01-05,S,M,20000.0,3.0,3.0,High School,Manual,0.0,0.0
+9936,15849,497,Alisha,Rai,1964-11-17,M,F,20000.0,3.0,3.0,High School,Manual,1.0,0.0
+9937,15850,506,Billy,Martin,1963-01-18,M,M,10000.0,3.0,2.0,Partial High School,Manual,1.0,2.0
+9938,15851,588,Terry,Luo,1963-06-19,S,M,20000.0,3.0,3.0,High School,Manual,0.0,2.0
+9939,15852,437,Diane,Alvarez,1963-11-20,S,F,20000.0,3.0,3.0,High School,Manual,1.0,2.0
+9940,15853,683,Karen,She,1963-06-05,M,F,20000.0,3.0,3.0,High School,Manual,1.0,2.0
+9941,15854,459,Shane,Rana,1966-01-13,S,M,30000.0,2.0,2.0,Partial College,Manual,1.0,0.0
+9942,15855,650,Jonathan,Hayes,1966-01-13,S,M,40000.0,0.0,0.0,Bachelors,Professional,1.0,0.0
+9943,15856,528,Carla,Fernandez,1966-06-09,M,F,40000.0,0.0,0.0,Bachelors,Professional,0.0,0.0
+9944,15857,476,Jessica,Brooks,1965-11-03,M,F,30000.0,2.0,2.0,Partial College,Clerical,1.0,1.0
+9945,15858,483,Willie,Anand,1965-09-16,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+9946,15859,567,Samuel,Lopez,1965-05-08,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+9947,15860,454,Darrell,Pal,1964-07-13,M,M,30000.0,2.0,2.0,Partial College,Clerical,1.0,2.0
+9948,15861,481,Olivia,Miller,1964-10-27,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+9949,15862,702,Bruce,Gutierrez,1963-11-20,S,M,30000.0,3.0,3.0,Partial College,Clerical,0.0,0.0
+9950,15863,474,Tina,Vance,1963-07-27,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,0.0
+9951,15864,506,Alvin,Chen,1977-11-08,S,M,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+9952,15865,483,Christine,Sutton,1979-06-02,S,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,1.0
+9953,15866,506,Tabitha,Martinez,1979-02-27,M,F,30000.0,3.0,3.0,Partial College,Clerical,1.0,2.0
+9954,15867,698,Jada,Allen,1979-05-15,S,F,30000.0,3.0,3.0,Partial College,Clerical,0.0,2.0
+9955,15868,555,Danny,Romero,1963-11-15,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+9956,15869,506,Lydia,Raman,1963-08-16,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+9957,15870,698,Anne,Sims,1963-08-05,M,M,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+9958,15871,567,Jill,Gill,1963-01-26,M,F,40000.0,1.0,0.0,Bachelors,Skilled Manual,1.0,0.0
+9959,15872,545,Justin,Chen,1962-08-12,S,M,30000.0,1.0,0.0,Partial College,Clerical,0.0,1.0
+9960,15873,626,Wyatt,Hughes,1978-01-20,M,M,30000.0,3.0,3.0,Partial College,Clerical,1.0,3.0
+9961,15874,586,Ann,Suri,1977-05-02,S,F,30000.0,0.0,0.0,Partial College,Clerical,1.0,1.0
+9962,15875,483,Jorge,Zhang,1977-11-19,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9963,15876,765,Bobby,Perez,1977-03-09,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9964,15877,659,Holly,Lopez,1977-07-25,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9965,15878,532,Damien,Nara,1977-02-21,M,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9966,15879,639,Madeline,Roberts,1976-02-16,M,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+9967,15880,483,Shannon,Lin,1976-04-16,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+9968,15881,623,Heather,Xu,1976-02-27,S,F,20000.0,0.0,0.0,High School,Manual,1.0,1.0
+9969,15882,476,Regina,Fernandez,1975-02-11,M,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9970,15883,503,Mayra,Sanchez,1976-05-02,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+9971,15884,702,Shelby,Bradley,1976-06-27,S,F,20000.0,0.0,0.0,High School,Manual,0.0,1.0
+9972,15885,639,Paige,James,1976-09-09,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9973,15886,673,Victor,Martin,1976-03-10,S,M,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9974,15887,541,Jasmine,Robinson,1976-11-12,S,F,30000.0,0.0,0.0,Partial College,Clerical,0.0,1.0
+9975,15888,638,Janelle,Rodriguez,1974-11-23,M,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9976,15889,439,Bruce,Fernandez,1974-03-23,S,M,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9977,15890,483,Natasha,Torres,1974-07-07,S,F,20000.0,0.0,0.0,Partial High School,Manual,0.0,1.0
+9978,15891,587,Bryan,Rogers,1975-03-12,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+9979,15892,608,Arturo,Zhang,1975-06-08,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,0.0,0.0
+9980,15893,497,Cody,Rogers,1975-09-19,M,M,40000.0,1.0,1.0,Bachelors,Skilled Manual,1.0,0.0
+9981,15894,574,Sharon,Deng,1975-12-24,M,F,40000.0,1.0,1.0,Bachelors,Skilled Manual,0.0,0.0
+9982,15895,649,Lindsey,Goel,1973-02-26,S,F,10000.0,0.0,0.0,Partial High School,Manual,1.0,2.0
+9983,15896,485,Christine,Shan,1973-10-04,S,F,10000.0,0.0,0.0,Graduate Degree,Manual,0.0,0.0
+9984,15897,506,Michele,Malhotra,1962-06-24,S,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9985,15898,506,Katrina,Xie,1962-07-10,M,F,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9986,15899,650,Ashley,Simmons,1961-06-16,S,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+9987,15900,569,Rachael,Vance,1961-01-07,M,F,10000.0,1.0,0.0,Bachelors,Manual,1.0,0.0
+9988,15901,588,Rosa,Sun,1961-06-05,S,F,10000.0,1.0,0.0,Bachelors,Manual,0.0,0.0
+9989,15902,506,Louis,Nara,1961-08-04,M,M,20000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9990,15903,622,Clifford,Mehta,1962-11-23,M,M,30000.0,5.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9991,15904,672,Rafael,Luo,1962-06-05,M,M,30000.0,4.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9992,15905,545,Judith,Parker,1957-10-19,S,F,10000.0,1.0,0.0,Bachelors,Clerical,0.0,0.0
+9993,15906,426,Kari,Serrano,1957-09-09,S,F,10000.0,1.0,0.0,Partial College,Manual,1.0,0.0
+9994,15907,506,Darrell,Rai,1956-08-11,M,M,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+9995,15908,528,Dana,Torres,1956-04-28,M,F,10000.0,2.0,0.0,Partial College,Manual,1.0,0.0
+9996,15909,672,Glenn,Zheng,1956-01-11,M,M,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+9997,15910,435,Christine,Nath,1956-05-24,S,F,20000.0,1.0,0.0,Bachelors,Clerical,1.0,0.0
+9998,15911,498,Kristina,Kovar,1938-05-09,S,F,30000.0,1.0,0.0,Graduate Degree,Clerical,1.0,0.0
+9999,15912,506,Kristi,Gomez,1938-09-26,S,F,30000.0,1.0,0.0,Graduate Degree,Clerical,0.0,0.0
\ No newline at end of file
diff --git a/demo-s3/data/db/delta_dimGeography/_delta_log/00000000000000000000.json b/demo-s3/data/db/delta_dimGeography/_delta_log/00000000000000000000.json
new file mode 100644
index 000000000..40ddc484e
--- /dev/null
+++ b/demo-s3/data/db/delta_dimGeography/_delta_log/00000000000000000000.json
@@ -0,0 +1,4 @@
+{"protocol":{"minReaderVersion":1,"minWriterVersion":2}}
+{"metaData":{"id":"0109bb2f-b074-44de-b859-87a2641584a8","format":{"provider":"parquet","options":{}},"schemaString":"{\"type\":\"struct\",\"fields\":[{\"name\":\"GeographyKey\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"GeographyType\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"ContinentName\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"CityName\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"StateProvinceName\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"RegionCountryName\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}}]}","partitionColumns":[],"configuration":{},"createdTime":1698961547524}}
+{"add":{"path":"part-00000-6ccb71bc-9cc1-4226-a7b5-f752edbedee6-c000.snappy.parquet","partitionValues":{},"size":12822,"modificationTime":1698961549532,"dataChange":true,"stats":"{\"numRecords\":674,\"minValues\":{\"GeographyKey\":\"1\",\"GeographyType\":\"City\",\"ContinentName\":\"Asia\",\"CityName\":\"Albany\",\"StateProvinceName\":\"Ahal Province\",\"RegionCountryName\":\"Armenia\"},\"maxValues\":{\"GeographyKey\":\"952\",\"GeographyType\":\"State/Province\",\"ContinentName\":\"North America\",\"CityName\":\"York\",\"StateProvinceName\":\"Yveline\",\"RegionCountryName\":\"the Netherlands\"},\"nullCount\":{\"GeographyKey\":0,\"GeographyType\":0,\"ContinentName\":0,\"CityName\":157,\"StateProvinceName\":37,\"RegionCountryName\":3}}"}}
+{"commitInfo":{"timestamp":1698961549602,"operation":"WRITE","operationParameters":{"mode":"ErrorIfExists","partitionBy":"[]"},"isolationLevel":"Serializable","isBlindAppend":true,"operationMetrics":{"numFiles":"1","numOutputRows":"674","numOutputBytes":"12822"},"engineInfo":"Apache-Spark/3.2.3 Delta-Lake/2.0.2","txnId":"a674dea2-f76a-4db8-b6d6-2ec8214428de"}}
diff --git a/demo-s3/data/db/delta_dimGeography/part-00000-6ccb71bc-9cc1-4226-a7b5-f752edbedee6-c000.snappy.parquet b/demo-s3/data/db/delta_dimGeography/part-00000-6ccb71bc-9cc1-4226-a7b5-f752edbedee6-c000.snappy.parquet
new file mode 100644
index 000000000..47828264c
Binary files /dev/null and b/demo-s3/data/db/delta_dimGeography/part-00000-6ccb71bc-9cc1-4226-a7b5-f752edbedee6-c000.snappy.parquet differ
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.commit b/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.commit
new file mode 100644
index 000000000..acd1a266e
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.commit
@@ -0,0 +1,38 @@
+{
+ "partitionToWriteStats" : {
+ "" : [ {
+ "fileId" : "b1ee44c7-255b-47bf-b788-1e7017790326-0",
+ "path" : "b1ee44c7-255b-47bf-b788-1e7017790326-0_0-80-172_20231105172136406.parquet",
+ "cdcStats" : null,
+ "prevCommit" : "null",
+ "numWrites" : 5000,
+ "numDeletes" : 0,
+ "numUpdateWrites" : 0,
+ "numInserts" : 5000,
+ "totalWriteBytes" : 79392,
+ "totalWriteErrors" : 0,
+ "tempPath" : null,
+ "partitionPath" : "",
+ "totalLogRecords" : 0,
+ "totalLogFilesCompacted" : 0,
+ "totalLogSizeCompacted" : 0,
+ "totalUpdatedRecordsCompacted" : 0,
+ "totalLogBlocks" : 0,
+ "totalCorruptLogBlock" : 0,
+ "totalRollbackBlocks" : 0,
+ "fileSizeInBytes" : 79392,
+ "minEventTime" : null,
+ "maxEventTime" : null,
+ "runtimeStats" : {
+ "totalScanTime" : 0,
+ "totalUpsertTime" : 0,
+ "totalCreateTime" : 700
+ }
+ } ]
+ },
+ "compacted" : false,
+ "extraMetadata" : {
+ "schema" : "{\"type\":\"record\",\"name\":\"Sample\",\"fields\":[{\"name\":\"_c0\",\"type\":\"string\"},{\"name\":\"CustomerKey\",\"type\":\"string\"},{\"name\":\"GeographyKey\",\"type\":\"string\"},{\"name\":\"FirstName\",\"type\":\"string\"},{\"name\":\"LastName\",\"type\":\"string\"},{\"name\":\"BirthDate\",\"type\":\"string\"},{\"name\":\"MaritalStatus\",\"type\":\"string\"},{\"name\":\"Gender\",\"type\":\"string\"},{\"name\":\"YearlyIncome\",\"type\":\"string\"},{\"name\":\"TotalChildren\",\"type\":\"string\"},{\"name\":\"NumberChildrenAtHome\",\"type\":\"string\"},{\"name\":\"Education\",\"type\":\"string\"},{\"name\":\"Occupation\",\"type\":\"string\"},{\"name\":\"HouseOwnerFlag\",\"type\":\"string\"},{\"name\":\"NumberCarsOwned\",\"type\":\"string\"}]}"
+ },
+ "operationType" : "INSERT"
+}
\ No newline at end of file
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.commit.requested b/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.commit.requested
new file mode 100644
index 000000000..e69de29bb
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.inflight b/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.inflight
new file mode 100644
index 000000000..ffc38ff6f
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/20231105172136406.inflight
@@ -0,0 +1,32 @@
+{
+ "partitionToWriteStats" : {
+ "" : [ {
+ "fileId" : "",
+ "path" : null,
+ "cdcStats" : null,
+ "prevCommit" : "null",
+ "numWrites" : 0,
+ "numDeletes" : 0,
+ "numUpdateWrites" : 0,
+ "numInserts" : 5000,
+ "totalWriteBytes" : 0,
+ "totalWriteErrors" : 0,
+ "tempPath" : null,
+ "partitionPath" : null,
+ "totalLogRecords" : 0,
+ "totalLogFilesCompacted" : 0,
+ "totalLogSizeCompacted" : 0,
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+ "totalLogBlocks" : 0,
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+ "totalRollbackBlocks" : 0,
+ "fileSizeInBytes" : 0,
+ "minEventTime" : null,
+ "maxEventTime" : null,
+ "runtimeStats" : null
+ } ]
+ },
+ "compacted" : false,
+ "extraMetadata" : { },
+ "operationType" : "INSERT"
+}
\ No newline at end of file
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/hoodie.properties b/demo-s3/data/db/hudi_dimCustomer/.hoodie/hoodie.properties
new file mode 100644
index 000000000..d6456feab
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/hoodie.properties
@@ -0,0 +1,39 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+#Updated at 2023-11-05T17:21:37.867Z
+#Sun Nov 05 17:21:37 GMT 2023
+hoodie.table.timeline.timezone=LOCAL
+hoodie.table.keygenerator.class=org.apache.hudi.keygen.NonpartitionedKeyGenerator
+hoodie.table.precombine.field=_c0
+hoodie.table.version=6
+hoodie.database.name=
+hoodie.datasource.write.hive_style_partitioning=false
+hoodie.table.metadata.partitions.inflight=
+hoodie.table.checksum=4138190594
+hoodie.partition.metafile.use.base.format=false
+hoodie.table.cdc.enabled=false
+hoodie.archivelog.folder=archived
+hoodie.table.name=hudi_dimCustomer
+hoodie.populate.meta.fields=false
+hoodie.table.type=COPY_ON_WRITE
+hoodie.datasource.write.partitionpath.urlencode=false
+hoodie.table.base.file.format=PARQUET
+hoodie.datasource.write.drop.partition.columns=false
+hoodie.table.metadata.partitions=files
+hoodie.timeline.layout.version=1
+hoodie.table.recordkey.fields=CustomerKey
+hoodie.table.partition.fields=
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/00000000000000010.deltacommit b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/00000000000000010.deltacommit
new file mode 100644
index 000000000..ca2928de3
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/00000000000000010.deltacommit
@@ -0,0 +1,38 @@
+{
+ "partitionToWriteStats" : {
+ "files" : [ {
+ "fileId" : "files-0000-0",
+ "path" : "files/files-0000-0_0-73-165_00000000000000010.hfile",
+ "cdcStats" : null,
+ "prevCommit" : "null",
+ "numWrites" : 1,
+ "numDeletes" : 0,
+ "numUpdateWrites" : 0,
+ "numInserts" : 1,
+ "totalWriteBytes" : 6809,
+ "totalWriteErrors" : 0,
+ "tempPath" : null,
+ "partitionPath" : "files",
+ "totalLogRecords" : 0,
+ "totalLogFilesCompacted" : 0,
+ "totalLogSizeCompacted" : 0,
+ "totalUpdatedRecordsCompacted" : 0,
+ "totalLogBlocks" : 0,
+ "totalCorruptLogBlock" : 0,
+ "totalRollbackBlocks" : 0,
+ "fileSizeInBytes" : 6809,
+ "minEventTime" : null,
+ "maxEventTime" : null,
+ "runtimeStats" : {
+ "totalScanTime" : 0,
+ "totalUpsertTime" : 0,
+ "totalCreateTime" : 152
+ }
+ } ]
+ },
+ "compacted" : false,
+ "extraMetadata" : {
+ "schema" : "{\"type\":\"record\",\"name\":\"HoodieMetadataRecord\",\"namespace\":\"org.apache.hudi.avro.model\",\"doc\":\"A record saved within the Metadata Table\",\"fields\":[{\"name\":\"key\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"}},{\"name\":\"type\",\"type\":\"int\",\"doc\":\"Type of the metadata record\"},{\"name\":\"filesystemMetadata\",\"type\":[\"null\",{\"type\":\"map\",\"values\":{\"type\":\"record\",\"name\":\"HoodieMetadataFileInfo\",\"fields\":[{\"name\":\"size\",\"type\":\"long\",\"doc\":\"Size of the file\"},{\"name\":\"isDeleted\",\"type\":\"boolean\",\"doc\":\"True if this file has been deleted\"}]},\"avro.java.string\":\"String\"}],\"doc\":\"Contains information about partitions and files within the dataset\"},{\"name\":\"BloomFilterMetadata\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"HoodieMetadataBloomFilter\",\"doc\":\"Data file bloom filter details\",\"fields\":[{\"name\":\"type\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"},\"doc\":\"Bloom filter type code\"},{\"name\":\"timestamp\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"},\"doc\":\"Instant timestamp when this metadata was created/updated\"},{\"name\":\"bloomFilter\",\"type\":\"bytes\",\"doc\":\"Bloom filter binary byte array\"},{\"name\":\"isDeleted\",\"type\":\"boolean\",\"doc\":\"Bloom filter entry valid/deleted flag\"}]}],\"doc\":\"Metadata Index of bloom filters for all data files in the user table\",\"default\":null},{\"name\":\"ColumnStatsMetadata\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"HoodieMetadataColumnStats\",\"doc\":\"Data file column statistics\",\"fields\":[{\"name\":\"fileName\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"File name for which this column statistics applies\",\"default\":null},{\"name\":\"columnName\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"Column name for which this column statistics applies\",\"default\":null},{\"name\":\"minValue\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"BooleanWrapper\",\"doc\":\"A record wrapping boolean type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"boolean\"}]},{\"type\":\"record\",\"name\":\"IntWrapper\",\"doc\":\"A record wrapping int type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"int\"}]},{\"type\":\"record\",\"name\":\"LongWrapper\",\"doc\":\"A record wrapping long type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"long\"}]},{\"type\":\"record\",\"name\":\"FloatWrapper\",\"doc\":\"A record wrapping float type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"float\"}]},{\"type\":\"record\",\"name\":\"DoubleWrapper\",\"doc\":\"A record wrapping double type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"double\"}]},{\"type\":\"record\",\"name\":\"BytesWrapper\",\"doc\":\"A record wrapping bytes type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"bytes\"}]},{\"type\":\"record\",\"name\":\"StringWrapper\",\"doc\":\"A record wrapping string type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"}}]},{\"type\":\"record\",\"name\":\"DateWrapper\",\"doc\":\"A record wrapping Date logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"int\"}]},{\"type\":\"record\",\"name\":\"DecimalWrapper\",\"doc\":\"A record wrapping Decimal logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":{\"type\":\"bytes\",\"logicalType\":\"decimal\",\"precision\":30,\"scale\":15}}]},{\"type\":\"record\",\"name\":\"TimeMicrosWrapper\",\"doc\":\"A record wrapping Time-micros logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":{\"type\":\"long\",\"logicalType\":\"time-micros\"}}]},{\"type\":\"record\",\"name\":\"TimestampMicrosWrapper\",\"doc\":\"A record wrapping Timestamp-micros logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"long\"}]}],\"doc\":\"Minimum value in the range. Based on user data table schema, we can convert this to appropriate type\",\"default\":null},{\"name\":\"maxValue\",\"type\":[\"null\",\"BooleanWrapper\",\"IntWrapper\",\"LongWrapper\",\"FloatWrapper\",\"DoubleWrapper\",\"BytesWrapper\",\"StringWrapper\",\"DateWrapper\",\"DecimalWrapper\",\"TimeMicrosWrapper\",\"TimestampMicrosWrapper\"],\"doc\":\"Maximum value in the range. Based on user data table schema, we can convert it to appropriate type\",\"default\":null},{\"name\":\"valueCount\",\"type\":[\"null\",\"long\"],\"doc\":\"Total count of values\",\"default\":null},{\"name\":\"nullCount\",\"type\":[\"null\",\"long\"],\"doc\":\"Total count of null values\",\"default\":null},{\"name\":\"totalSize\",\"type\":[\"null\",\"long\"],\"doc\":\"Total storage size on disk\",\"default\":null},{\"name\":\"totalUncompressedSize\",\"type\":[\"null\",\"long\"],\"doc\":\"Total uncompressed storage size on disk\",\"default\":null},{\"name\":\"isDeleted\",\"type\":\"boolean\",\"doc\":\"Column range entry valid/deleted flag\"}]}],\"doc\":\"Metadata Index of column statistics for all data files in the user table\",\"default\":null},{\"name\":\"recordIndexMetadata\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"HoodieRecordIndexInfo\",\"fields\":[{\"name\":\"partitionName\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"Refers to the partition name the record belongs to\",\"default\":null},{\"name\":\"fileIdHighBits\",\"type\":[\"null\",\"long\"],\"doc\":\"Refers to high 64 bits if the fileId is based on UUID format. \\nA UUID based fileId is stored as 3 pieces in RLI (fileIdHighBits, fileIdLowBits and fileIndex). \\nFileID format is {UUID}-{fileIndex}.\",\"default\":null},{\"name\":\"fileIdLowBits\",\"type\":[\"null\",\"long\"],\"doc\":\"Refers to low 64 bits if the fileId is based on UUID format. \\nA UUID based fileId is stored as 3 pieces in RLI (fileIdHighBits, fileIdLowBits and fileIndex). \\nFileID format is {UUID}-{fileIndex}.\",\"default\":null},{\"name\":\"fileIndex\",\"type\":[\"null\",\"int\"],\"doc\":\"Index representing file index which is used to re-construct UUID based fileID. Applicable when the fileId is based on UUID format. \\nA UUID based fileId is stored as 3 pieces in RLI (fileIdHighBits, fileIdLowBits and fileIndex). \\nFileID format is {UUID}-{fileIndex}.\",\"default\":null},{\"name\":\"fileId\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"Represents fileId of the location where record belongs to. When the encoding is 1, fileID is stored in raw string format.\",\"default\":null},{\"name\":\"instantTime\",\"type\":[\"null\",\"long\"],\"doc\":\"Epoch time in millisecond representing the commit time at which record was added\",\"default\":null},{\"name\":\"fileIdEncoding\",\"type\":\"int\",\"doc\":\"Represents fileId encoding. Possible values are 0 and 1. O represents UUID based fileID, and 1 represents raw string format of the fileId. \\nWhen the encoding is 0, reader can deduce fileID from fileIdLowBits, fileIdLowBits and fileIndex.\",\"default\":0}]}],\"doc\":\"Metadata Index that contains information about record keys and their location in the dataset\",\"default\":null}]}"
+ },
+ "operationType" : "BULK_INSERT"
+}
\ No newline at end of file
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/00000000000000010.deltacommit.inflight b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/00000000000000010.deltacommit.inflight
new file mode 100644
index 000000000..e69de29bb
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/00000000000000010.deltacommit.requested b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/00000000000000010.deltacommit.requested
new file mode 100644
index 000000000..e69de29bb
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit
new file mode 100644
index 000000000..7d808f5b0
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit
@@ -0,0 +1,45 @@
+{
+ "partitionToWriteStats" : {
+ "files" : [ {
+ "fileId" : "files-0000-0",
+ "path" : "files/.files-0000-0_00000000000000010.log.2_0-87-178",
+ "cdcStats" : null,
+ "prevCommit" : "00000000000000010",
+ "numWrites" : 2,
+ "numDeletes" : 0,
+ "numUpdateWrites" : 2,
+ "numInserts" : 0,
+ "totalWriteBytes" : 13362,
+ "totalWriteErrors" : 0,
+ "tempPath" : null,
+ "partitionPath" : "files",
+ "totalLogRecords" : 0,
+ "totalLogFilesCompacted" : 0,
+ "totalLogSizeCompacted" : 0,
+ "totalUpdatedRecordsCompacted" : 0,
+ "totalLogBlocks" : 0,
+ "totalCorruptLogBlock" : 0,
+ "totalRollbackBlocks" : 0,
+ "fileSizeInBytes" : 13362,
+ "minEventTime" : null,
+ "maxEventTime" : null,
+ "runtimeStats" : {
+ "totalScanTime" : 0,
+ "totalUpsertTime" : 139,
+ "totalCreateTime" : 0
+ },
+ "logVersion" : 2,
+ "logOffset" : 0,
+ "baseFile" : "files-0000-0_0-73-165_00000000000000010.hfile",
+ "logFiles" : [ ".files-0000-0_00000000000000010.log.1_0-0-0", ".files-0000-0_00000000000000010.log.2_0-87-178" ],
+ "recordsStats" : {
+ "val" : null
+ }
+ } ]
+ },
+ "compacted" : false,
+ "extraMetadata" : {
+ "schema" : "{\"type\":\"record\",\"name\":\"HoodieMetadataRecord\",\"namespace\":\"org.apache.hudi.avro.model\",\"doc\":\"A record saved within the Metadata Table\",\"fields\":[{\"name\":\"key\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"}},{\"name\":\"type\",\"type\":\"int\",\"doc\":\"Type of the metadata record\"},{\"name\":\"filesystemMetadata\",\"type\":[\"null\",{\"type\":\"map\",\"values\":{\"type\":\"record\",\"name\":\"HoodieMetadataFileInfo\",\"fields\":[{\"name\":\"size\",\"type\":\"long\",\"doc\":\"Size of the file\"},{\"name\":\"isDeleted\",\"type\":\"boolean\",\"doc\":\"True if this file has been deleted\"}]},\"avro.java.string\":\"String\"}],\"doc\":\"Contains information about partitions and files within the dataset\"},{\"name\":\"BloomFilterMetadata\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"HoodieMetadataBloomFilter\",\"doc\":\"Data file bloom filter details\",\"fields\":[{\"name\":\"type\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"},\"doc\":\"Bloom filter type code\"},{\"name\":\"timestamp\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"},\"doc\":\"Instant timestamp when this metadata was created/updated\"},{\"name\":\"bloomFilter\",\"type\":\"bytes\",\"doc\":\"Bloom filter binary byte array\"},{\"name\":\"isDeleted\",\"type\":\"boolean\",\"doc\":\"Bloom filter entry valid/deleted flag\"}]}],\"doc\":\"Metadata Index of bloom filters for all data files in the user table\",\"default\":null},{\"name\":\"ColumnStatsMetadata\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"HoodieMetadataColumnStats\",\"doc\":\"Data file column statistics\",\"fields\":[{\"name\":\"fileName\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"File name for which this column statistics applies\",\"default\":null},{\"name\":\"columnName\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"Column name for which this column statistics applies\",\"default\":null},{\"name\":\"minValue\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"BooleanWrapper\",\"doc\":\"A record wrapping boolean type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"boolean\"}]},{\"type\":\"record\",\"name\":\"IntWrapper\",\"doc\":\"A record wrapping int type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"int\"}]},{\"type\":\"record\",\"name\":\"LongWrapper\",\"doc\":\"A record wrapping long type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"long\"}]},{\"type\":\"record\",\"name\":\"FloatWrapper\",\"doc\":\"A record wrapping float type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"float\"}]},{\"type\":\"record\",\"name\":\"DoubleWrapper\",\"doc\":\"A record wrapping double type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"double\"}]},{\"type\":\"record\",\"name\":\"BytesWrapper\",\"doc\":\"A record wrapping bytes type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"bytes\"}]},{\"type\":\"record\",\"name\":\"StringWrapper\",\"doc\":\"A record wrapping string type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":{\"type\":\"string\",\"avro.java.string\":\"String\"}}]},{\"type\":\"record\",\"name\":\"DateWrapper\",\"doc\":\"A record wrapping Date logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"int\"}]},{\"type\":\"record\",\"name\":\"DecimalWrapper\",\"doc\":\"A record wrapping Decimal logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":{\"type\":\"bytes\",\"logicalType\":\"decimal\",\"precision\":30,\"scale\":15}}]},{\"type\":\"record\",\"name\":\"TimeMicrosWrapper\",\"doc\":\"A record wrapping Time-micros logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":{\"type\":\"long\",\"logicalType\":\"time-micros\"}}]},{\"type\":\"record\",\"name\":\"TimestampMicrosWrapper\",\"doc\":\"A record wrapping Timestamp-micros logical type to be able to be used it w/in Avro's Union\",\"fields\":[{\"name\":\"value\",\"type\":\"long\"}]}],\"doc\":\"Minimum value in the range. Based on user data table schema, we can convert this to appropriate type\",\"default\":null},{\"name\":\"maxValue\",\"type\":[\"null\",\"BooleanWrapper\",\"IntWrapper\",\"LongWrapper\",\"FloatWrapper\",\"DoubleWrapper\",\"BytesWrapper\",\"StringWrapper\",\"DateWrapper\",\"DecimalWrapper\",\"TimeMicrosWrapper\",\"TimestampMicrosWrapper\"],\"doc\":\"Maximum value in the range. Based on user data table schema, we can convert it to appropriate type\",\"default\":null},{\"name\":\"valueCount\",\"type\":[\"null\",\"long\"],\"doc\":\"Total count of values\",\"default\":null},{\"name\":\"nullCount\",\"type\":[\"null\",\"long\"],\"doc\":\"Total count of null values\",\"default\":null},{\"name\":\"totalSize\",\"type\":[\"null\",\"long\"],\"doc\":\"Total storage size on disk\",\"default\":null},{\"name\":\"totalUncompressedSize\",\"type\":[\"null\",\"long\"],\"doc\":\"Total uncompressed storage size on disk\",\"default\":null},{\"name\":\"isDeleted\",\"type\":\"boolean\",\"doc\":\"Column range entry valid/deleted flag\"}]}],\"doc\":\"Metadata Index of column statistics for all data files in the user table\",\"default\":null},{\"name\":\"recordIndexMetadata\",\"type\":[\"null\",{\"type\":\"record\",\"name\":\"HoodieRecordIndexInfo\",\"fields\":[{\"name\":\"partitionName\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"Refers to the partition name the record belongs to\",\"default\":null},{\"name\":\"fileIdHighBits\",\"type\":[\"null\",\"long\"],\"doc\":\"Refers to high 64 bits if the fileId is based on UUID format. \\nA UUID based fileId is stored as 3 pieces in RLI (fileIdHighBits, fileIdLowBits and fileIndex). \\nFileID format is {UUID}-{fileIndex}.\",\"default\":null},{\"name\":\"fileIdLowBits\",\"type\":[\"null\",\"long\"],\"doc\":\"Refers to low 64 bits if the fileId is based on UUID format. \\nA UUID based fileId is stored as 3 pieces in RLI (fileIdHighBits, fileIdLowBits and fileIndex). \\nFileID format is {UUID}-{fileIndex}.\",\"default\":null},{\"name\":\"fileIndex\",\"type\":[\"null\",\"int\"],\"doc\":\"Index representing file index which is used to re-construct UUID based fileID. Applicable when the fileId is based on UUID format. \\nA UUID based fileId is stored as 3 pieces in RLI (fileIdHighBits, fileIdLowBits and fileIndex). \\nFileID format is {UUID}-{fileIndex}.\",\"default\":null},{\"name\":\"fileId\",\"type\":[\"null\",{\"type\":\"string\",\"avro.java.string\":\"String\"}],\"doc\":\"Represents fileId of the location where record belongs to. When the encoding is 1, fileID is stored in raw string format.\",\"default\":null},{\"name\":\"instantTime\",\"type\":[\"null\",\"long\"],\"doc\":\"Epoch time in millisecond representing the commit time at which record was added\",\"default\":null},{\"name\":\"fileIdEncoding\",\"type\":\"int\",\"doc\":\"Represents fileId encoding. Possible values are 0 and 1. O represents UUID based fileID, and 1 represents raw string format of the fileId. \\nWhen the encoding is 0, reader can deduce fileID from fileIdLowBits, fileIdLowBits and fileIndex.\",\"default\":0}]}],\"doc\":\"Metadata Index that contains information about record keys and their location in the dataset\",\"default\":null}]}"
+ },
+ "operationType" : "UPSERT_PREPPED"
+}
\ No newline at end of file
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit.inflight b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit.inflight
new file mode 100644
index 000000000..6f718ee1a
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit.inflight
@@ -0,0 +1,56 @@
+{
+ "partitionToWriteStats" : {
+ "files" : [ {
+ "fileId" : "",
+ "path" : null,
+ "cdcStats" : null,
+ "prevCommit" : "null",
+ "numWrites" : 0,
+ "numDeletes" : 0,
+ "numUpdateWrites" : 0,
+ "numInserts" : 0,
+ "totalWriteBytes" : 0,
+ "totalWriteErrors" : 0,
+ "tempPath" : null,
+ "partitionPath" : null,
+ "totalLogRecords" : 0,
+ "totalLogFilesCompacted" : 0,
+ "totalLogSizeCompacted" : 0,
+ "totalUpdatedRecordsCompacted" : 0,
+ "totalLogBlocks" : 0,
+ "totalCorruptLogBlock" : 0,
+ "totalRollbackBlocks" : 0,
+ "fileSizeInBytes" : 0,
+ "minEventTime" : null,
+ "maxEventTime" : null,
+ "runtimeStats" : null
+ }, {
+ "fileId" : "files-0000-0",
+ "path" : null,
+ "cdcStats" : null,
+ "prevCommit" : "00000000000000010",
+ "numWrites" : 0,
+ "numDeletes" : 0,
+ "numUpdateWrites" : 2,
+ "numInserts" : 0,
+ "totalWriteBytes" : 0,
+ "totalWriteErrors" : 0,
+ "tempPath" : null,
+ "partitionPath" : null,
+ "totalLogRecords" : 0,
+ "totalLogFilesCompacted" : 0,
+ "totalLogSizeCompacted" : 0,
+ "totalUpdatedRecordsCompacted" : 0,
+ "totalLogBlocks" : 0,
+ "totalCorruptLogBlock" : 0,
+ "totalRollbackBlocks" : 0,
+ "fileSizeInBytes" : 0,
+ "minEventTime" : null,
+ "maxEventTime" : null,
+ "runtimeStats" : null
+ } ]
+ },
+ "compacted" : false,
+ "extraMetadata" : { },
+ "operationType" : "UPSERT_PREPPED"
+}
\ No newline at end of file
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit.requested b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/20231105172136406.deltacommit.requested
new file mode 100644
index 000000000..e69de29bb
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/hoodie.properties b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/hoodie.properties
new file mode 100644
index 000000000..7de18e6fe
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/.hoodie/hoodie.properties
@@ -0,0 +1,31 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+#Properties saved on 2023-11-05T17:21:36.698Z
+#Sun Nov 05 17:21:36 GMT 2023
+hoodie.datasource.write.drop.partition.columns=false
+hoodie.table.type=MERGE_ON_READ
+hoodie.archivelog.folder=archived
+hoodie.populate.meta.fields=false
+hoodie.compaction.payload.class=org.apache.hudi.metadata.HoodieMetadataPayload
+hoodie.timeline.layout.version=1
+hoodie.table.version=6
+hoodie.table.base.file.format=HFILE
+hoodie.table.recordkey.fields=key
+hoodie.table.name=hudi_dimCustomer_metadata
+hoodie.table.keygenerator.class=org.apache.hudi.metadata.HoodieTableMetadataKeyGenerator
+hoodie.compaction.record.merger.strategy=eeb8d96f-b1e4-49fd-bbf8-28ac514178e5
+hoodie.table.checksum=2122711096
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.files-0000-0_00000000000000010.log.1_0-0-0 b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.files-0000-0_00000000000000010.log.1_0-0-0
new file mode 100644
index 000000000..7058f97b7
Binary files /dev/null and b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.files-0000-0_00000000000000010.log.1_0-0-0 differ
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.files-0000-0_00000000000000010.log.2_0-87-178 b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.files-0000-0_00000000000000010.log.2_0-87-178
new file mode 100644
index 000000000..e24e4d487
Binary files /dev/null and b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.files-0000-0_00000000000000010.log.2_0-87-178 differ
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.hoodie_partition_metadata b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.hoodie_partition_metadata
new file mode 100644
index 000000000..995a07c41
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/.hoodie_partition_metadata
@@ -0,0 +1,4 @@
+#partition metadata
+#Sun Nov 05 17:21:37 GMT 2023
+commitTime=00000000000000010
+partitionDepth=1
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/files-0000-0_0-73-165_00000000000000010.hfile b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/files-0000-0_0-73-165_00000000000000010.hfile
new file mode 100644
index 000000000..6b082296d
Binary files /dev/null and b/demo-s3/data/db/hudi_dimCustomer/.hoodie/metadata/files/files-0000-0_0-73-165_00000000000000010.hfile differ
diff --git a/demo-s3/data/db/hudi_dimCustomer/.hoodie_partition_metadata b/demo-s3/data/db/hudi_dimCustomer/.hoodie_partition_metadata
new file mode 100644
index 000000000..781cf427b
--- /dev/null
+++ b/demo-s3/data/db/hudi_dimCustomer/.hoodie_partition_metadata
@@ -0,0 +1,4 @@
+#partition metadata
+#Sun Nov 05 17:21:38 GMT 2023
+commitTime=20231105172136406
+partitionDepth=0
diff --git a/demo-s3/data/db/hudi_dimCustomer/b1ee44c7-255b-47bf-b788-1e7017790326-0_0-80-172_20231105172136406.parquet b/demo-s3/data/db/hudi_dimCustomer/b1ee44c7-255b-47bf-b788-1e7017790326-0_0-80-172_20231105172136406.parquet
new file mode 100644
index 000000000..8b8162345
Binary files /dev/null and b/demo-s3/data/db/hudi_dimCustomer/b1ee44c7-255b-47bf-b788-1e7017790326-0_0-80-172_20231105172136406.parquet differ
diff --git a/demo-s3/docker-compose.yaml b/demo-s3/docker-compose.yaml
new file mode 100644
index 000000000..789d0410d
--- /dev/null
+++ b/demo-s3/docker-compose.yaml
@@ -0,0 +1,152 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+version: "3.9"
+services:
+ trino:
+ container_name: trino
+ hostname: trino
+ ports:
+ - '8080:8080'
+ image: 'trinodb/trino:418'
+ volumes:
+ - ./trino/catalog:/etc/trino/catalog
+ - ./data:/home/data
+ - ./trino/config/log.properties:/etc/trino/log.properties
+
+ presto:
+ container_name: presto
+ hostname: presto
+ ports:
+ - '8082:8082'
+ image: 'prestodb/presto:0.283'
+ volumes:
+ - ./presto/catalog:/opt/presto-server/etc/catalog
+ - ./presto/config.properties:/opt/presto-server/etc/config.properties
+ - ./presto/jvm.config:/opt/presto-server/etc/jvm.config
+ - ./presto/node.properties:/opt/presto-server/etc/node.properties
+ - ./data:/home/data
+
+ metastore_db:
+ image: postgres:11
+ hostname: metastore_db
+ environment:
+ POSTGRES_USER: hive
+ POSTGRES_PASSWORD: hive
+ POSTGRES_DB: metastore
+
+ hive-metastore:
+ hostname: hive-metastore
+ image: 'starburstdata/hive:3.1.3-e.10'
+ ports:
+ - '9083:9083' # Metastore Thrift
+ environment:
+ HIVE_METASTORE_DRIVER: org.postgresql.Driver
+ HIVE_METASTORE_JDBC_URL: jdbc:postgresql://metastore_db:5432/metastore
+ HIVE_METASTORE_USER: hive
+ HIVE_METASTORE_PASSWORD: hive
+ HIVE_METASTORE_WAREHOUSE_DIR: s3a://warehouse/
+ S3_ENDPOINT: http://minio:9000
+ S3_ACCESS_KEY: admin
+ S3_SECRET_KEY: password
+ S3_PATH_STYLE_ACCESS: "true"
+ REGION: ""
+ GOOGLE_CLOUD_KEY_FILE_PATH: ""
+ AZURE_ADL_CLIENT_ID: ""
+ AZURE_ADL_CREDENTIAL: ""
+ AZURE_ADL_REFRESH_URL: ""
+ AZURE_ABFS_STORAGE_ACCOUNT: ""
+ AZURE_ABFS_ACCESS_KEY: ""
+ AZURE_WASB_STORAGE_ACCOUNT: ""
+ AZURE_ABFS_OAUTH: ""
+ AZURE_ABFS_OAUTH_TOKEN_PROVIDER: ""
+ AZURE_ABFS_OAUTH_CLIENT_ID: ""
+ AZURE_ABFS_OAUTH_SECRET: ""
+ AZURE_ABFS_OAUTH_ENDPOINT: ""
+ AZURE_WASB_ACCESS_KEY: ""
+ HIVE_METASTORE_USERS_IN_ADMIN_ROLE: "admin"
+ depends_on:
+ - metastore_db
+ healthcheck:
+ test: bash -c "exec 6<> /dev/tcp/localhost/9083"
+
+ jupyter:
+ container_name: jupyter
+ hostname: jupyter
+ image: 'almondsh/almond:latest'
+ ports:
+ - '8888:8888'
+ volumes:
+ - ./notebook:/home/jovyan/work
+ - ./jars:/home/jars
+ - ./data:/home/data
+
+ spark:
+ container_name: spark
+ hostname: spark
+ image: 'atwong/openjdk-11-spark-3.4-hive-2.3.10-hadoop-2.10.2:0.1.1'
+ depends_on:
+ hive-metastore:
+ condition: service_healthy
+ minio:
+ condition: service_started
+ volumes:
+ - ./jars:/opt/xtable/jars
+ - ./spark/conf/spark-defaults.conf:/spark/conf/spark-defaults.conf:ro
+ - ./spark/conf/core-site.xml:/spark/conf/core-site.xml:ro
+ - ./spark/conf/core-site.xml:/hadoop/etc/hadoop/core-site.xml:ro
+ - ./spark/conf/hudi-defaults.conf:/etc/hudi/conf/hudi-defaults.conf:ro
+ - ./spark/jars:/root/.ivy2/jars
+ - ./spark/cache:/root/.ivy2/cache
+ entrypoint: >
+ /bin/sh -c "
+ tail -f /dev/null;
+ "
+
+ minio:
+ image: minio/minio
+ environment:
+ - MINIO_ROOT_USER=admin
+ - MINIO_ROOT_PASSWORD=password
+ - MINIO_DOMAIN=minio
+ networks:
+ default:
+ aliases:
+ - warehouse.minio
+ ports:
+ - 9001:9001
+ - 9000:9000
+ command: ["server", "/data", "--console-address", ":9001"]
+ mc:
+ depends_on:
+ - minio
+ image: minio/mc
+ environment:
+ - AWS_ACCESS_KEY_ID=admin
+ - AWS_SECRET_ACCESS_KEY=password
+ - AWS_REGION=us-east-1
+ entrypoint: >
+ /bin/sh -c "
+ until (/usr/bin/mc config host add minio http://minio:9000 admin password) do echo '...waiting...' && sleep 1; done;
+ /usr/bin/mc rm -r --force minio/warehouse;
+ /usr/bin/mc mb minio/warehouse;
+ /usr/bin/mc policy set public minio/warehouse;
+ tail -f /dev/null
+ "
+
+networks:
+ default:
+ name: lakehouse
diff --git a/demo-s3/docker-image/openjdk-11-spark-3.4-hive-2.3.10-hadoop-2.10.2/Dockerfile b/demo-s3/docker-image/openjdk-11-spark-3.4-hive-2.3.10-hadoop-2.10.2/Dockerfile
new file mode 100644
index 000000000..9bb793800
--- /dev/null
+++ b/demo-s3/docker-image/openjdk-11-spark-3.4-hive-2.3.10-hadoop-2.10.2/Dockerfile
@@ -0,0 +1,67 @@
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+ARG ARCH
+FROM eclipse-temurin:11-jre-focal
+
+ARG SPARK_VERSION=3.4.3
+ARG HADOOP_VERSION=3
+ARG HUDI_VERSION=0.14.1
+ARG SCALA_VERSION=2.12
+
+ARG SPARK_ARTIFACT="spark-${SPARK_VERSION}-bin-hadoop${HADOOP_VERSION}"
+
+ENV SPARK_HOME=/spark
+ENV HADOOP_HOME=/hadoop
+ENV HIVE_HOME=/hive
+
+RUN set -ex; \
+ apt-get update; \
+ apt-get install -y python3 python3-pip git vim; \
+ rm -rf /var/lib/apt/lists/*
+
+RUN set -xeu; \
+ wget -nv "https://archive.apache.org/dist/spark/spark-${SPARK_VERSION}/${SPARK_ARTIFACT}.tgz"; \
+ tar -xf ${SPARK_ARTIFACT}.tgz; \
+ rm ${SPARK_ARTIFACT}.tgz; \
+ ln -sn /${SPARK_ARTIFACT} ${SPARK_HOME}
+
+RUN set -xeu; \
+ wget -nv "https://archive.apache.org/dist/hive/hive-2.3.10/apache-hive-2.3.10-bin.tar.gz"; \
+ tar -xf apache-hive-2.3.10-bin.tar.gz; \
+ rm apache-hive-2.3.10-bin.tar.gz; \
+ ln -sn /apache-hive-2.3.10-bin /hive
+
+RUN set -xeu; \
+ wget -nv "https://dlcdn.apache.org/hadoop/common/hadoop-2.10.2/hadoop-2.10.2.tar.gz"; \
+ tar -xf hadoop-2.10.2.tar.gz; \
+ rm hadoop-2.10.2.tar.gz; \
+ ln -sn /hadoop-2.10.2 /hadoop
+
+WORKDIR ${SPARK_HOME}/bin
+
+# Create Hive user to match Hive container
+RUN adduser hive
+
+ENV PATH="${SPARK_HOME}/bin:${PATH}"
+
+RUN cd /opt && git clone https://github.com/apache/hudi.git
+RUN /spark/bin/pyspark --packages com.amazonaws:aws-java-sdk-s3:1.12.661,org.apache.hadoop:hadoop-aws:3.3.1
+
+EXPOSE 10213
+
+CMD spark-submit \
+ --master "local[*]" \
+ --class org.apache.spark.sql.hive.thriftserver.HiveThriftServer2 \
+ --name "Thrift JDBC/ODBC Server" \
+ --conf spark.hive.server2.thrift.port=10213 \
+ spark-internal
diff --git a/demo-s3/jars/core-site.xml b/demo-s3/jars/core-site.xml
new file mode 100644
index 000000000..73477ffdb
--- /dev/null
+++ b/demo-s3/jars/core-site.xml
@@ -0,0 +1,56 @@
+
+
+
+
+
+ fs.defaultFS
+ s3a://minio:9000
+
+
+
+
+
+ fs.s3a.connection.ssl.enabled
+ false
+
+
+
+ fs.s3a.endpoint
+ http://minio:9000
+
+
+
+ fs.s3a.access.key
+ admin
+
+
+
+ fs.s3a.secret.key
+ password
+
+
+
+ fs.s3a.path.style.access
+ true
+
+
+
+ fs.s3a.impl
+ org.apache.hadoop.fs.s3a.S3AFileSystem
+
+
diff --git a/demo-s3/jars/xtable_delta.yaml b/demo-s3/jars/xtable_delta.yaml
new file mode 100644
index 000000000..a9a2b8bb2
--- /dev/null
+++ b/demo-s3/jars/xtable_delta.yaml
@@ -0,0 +1,25 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+sourceFormat: DELTA
+targetFormats:
+ - HUDI
+ - ICEBERG
+datasets:
+ -
+ tableBasePath: s3a://warehouse/people
+ tableName: people
+ partitionSpec: city:VALUE
diff --git a/demo-s3/jars/xtable_hudi.yaml b/demo-s3/jars/xtable_hudi.yaml
new file mode 100644
index 000000000..ffd294b24
--- /dev/null
+++ b/demo-s3/jars/xtable_hudi.yaml
@@ -0,0 +1,25 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+sourceFormat: HUDI
+targetFormats:
+ - DELTA
+ - ICEBERG
+datasets:
+ -
+ tableBasePath: s3a://warehouse/people
+ tableName: people
+ partitionSpec: city:VALUE
diff --git a/demo-s3/jars/xtable_iceberg.yaml b/demo-s3/jars/xtable_iceberg.yaml
new file mode 100644
index 000000000..5ec8f17ab
--- /dev/null
+++ b/demo-s3/jars/xtable_iceberg.yaml
@@ -0,0 +1,25 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+sourceFormat: ICEBERG
+targetFormats:
+ - HUDI
+ - DELTA
+datasets:
+ -
+ tableBasePath: s3a://warehouse/iceberg_db/taxis
+ tableName: taxis
+ partitionSpec: vendor_id:VALUE
diff --git a/demo-s3/lakeview/delta.yaml b/demo-s3/lakeview/delta.yaml
new file mode 100644
index 000000000..602fef98f
--- /dev/null
+++ b/demo-s3/lakeview/delta.yaml
@@ -0,0 +1,30 @@
+version: V1
+
+onehouseClientConfig:
+ # can be obtained from the Onehouse console
+ projectId: c3eb3868-6979-41cd-9018-952d29a43337
+ apiKey: asU2Pb3XaNAc4JwkkWpNUQ==
+ apiSecret: IBaLVxloIzU36heBooOBsPp5MhD6ijjyIk88zvH2ggs=
+ userId: x2gblCN8xNSurvCsqDaGJ84zy913
+
+fileSystemConfiguration:
+ # Provide either s3Config or gcsConfig
+ s3Config:
+ region: us-east-1
+ accessKey: admin
+ accessSecret: password
+ endpoint: http://minio:9000
+
+metadataExtractorConfig:
+ jobRunMode: ONCE
+ pathExclusionPatterns:
+ parserConfig:
+ - lake: delta
+ databases:
+ - name: people
+ basePaths: ["s3://warehouse/people"]
+ - lake: iceberg
+ databases:
+ - name: taxis
+ basePaths: ["s3://warehouse/iceberg_db/taxis"]
+ # Add additional lakes and databases as needed
diff --git a/demo-s3/notebook/demo.ipynb b/demo-s3/notebook/demo.ipynb
new file mode 100644
index 000000000..e877a7a9b
--- /dev/null
+++ b/demo-s3/notebook/demo.ipynb
@@ -0,0 +1,367 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "29a0a252-5a8a-4986-af24-1e2af6dfa081",
+ "metadata": {},
+ "source": [
+ "# Pre-Demo Setup"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5f02fa4f-ca2b-49da-b2e1-9361bf001633",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "import $ivy.`org.apache.logging.log4j:log4j-api:2.17.2`\n",
+ "import $ivy.`org.apache.logging.log4j:log4j-core:2.17.2`\n",
+ "import $ivy.`org.apache.spark::spark-sql:3.2.3`\n",
+ "import $ivy.`org.apache.spark:spark-hive_2.12:3.2.3`\n",
+ "import org.apache.spark.sql._\n",
+ "import org.apache.log4j.{Level, Logger}\n",
+ "Logger.getLogger(\"org\").setLevel(Level.ERROR)\n",
+ "import $ivy.`org.apache.hudi:hudi-spark3.2-bundle_2.12:0.14.0`\n",
+ "import $ivy.`org.apache.hudi:hudi-java-client:0.14.0`\n",
+ "import $ivy.`io.delta:delta-core_2.12:2.0.2`\n",
+ "import $cp.`/home/jars/xtable-core-0.1.0-SNAPSHOT.jar`\n",
+ "import $cp.`/home/jars/xtable-api-0.1.0-SNAPSHOT.jar`\n",
+ "import $cp.`/home/jars/hudi-utils-0.1.0-SNAPSHOT.jar`\n",
+ "import $ivy.`org.apache.iceberg:iceberg-hive-runtime:1.3.1`\n",
+ "import $ivy.`io.trino:trino-jdbc:431`\n",
+ "import java.util._\n",
+ "import org.apache.xtable.conversion._\n",
+ "import org.apache.xtable.model.sync._\n",
+ "import org.apache.xtable.model.storage._\n",
+ "import org.apache.xtable.hudi._\n",
+ "import org.apache.xtable.iceberg._"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "271c95f8-bf4f-418c-8961-4ad778ebd2e3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "val hudiTableName = \"hudi_dimCustomer\"\n",
+ "val hudiBasePath = \"file:/home/data/db/hudi_dimCustomer\"\n",
+ "val writerSchema = \"{\\\"type\\\":\\\"record\\\",\\\"name\\\":\\\"Sample\\\",\\\"fields\\\":[{\\\"name\\\":\\\"_c0\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"CustomerKey\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"GeographyKey\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"FirstName\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"LastName\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"BirthDate\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"MaritalStatus\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"Gender\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"YearlyIncome\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"TotalChildren\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"NumberChildrenAtHome\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"Education\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"Occupation\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"HouseOwnerFlag\\\",\\\"type\\\":\\\"string\\\"},{\\\"name\\\":\\\"NumberCarsOwned\\\",\\\"type\\\":\\\"string\\\"}]}\"\n",
+ "val hudiWriteOptions = new HashMap[String, String]()\n",
+ "hudiWriteOptions.put(\"hoodie.table.name\", hudiTableName)\n",
+ "hudiWriteOptions.put(\"hoodie.datasource.write.recordkey.field\", \"CustomerKey\")\n",
+ "hudiWriteOptions.put(\"hoodie.datasource.write.partitionpath.field\", \"\")\n",
+ "hudiWriteOptions.put(\"hoodie.datasource.write.precombine.field\", \"_c0\")\n",
+ "hudiWriteOptions.put(\"hoodie.datasource.write.operation\", \"insert\")\n",
+ "hudiWriteOptions.put(\"hoodie.write.schema\", writerSchema)\n",
+ "hudiWriteOptions.put(\"hoodie.populate.meta.fields\", \"false\")\n",
+ "hudiWriteOptions.put(\"hoodie.parquet.small.file.limit\", \"1\")\n",
+ "\n",
+ "val deltaTableName = \"delta_dimGeography\"\n",
+ "val deltaBasePath = \"file:/home/data/db/delta_dimGeography\"\n",
+ "\n",
+ "val spark = org.apache.spark.sql.SparkSession.builder()\n",
+ " .appName(\"demo\")\n",
+ " .config(\"spark.serializer\", \"org.apache.spark.serializer.KryoSerializer\")\n",
+ " .config(\"spark.sql.catalog.spark_catalog\", \"org.apache.spark.sql.hudi.catalog.HoodieCatalog\")\n",
+ " .config(\"spark.sql.extensions\", \"org.apache.spark.sql.hudi.HoodieSparkSessionExtension\")\n",
+ " .config(\"spark.kryo.registrator\", \"org.apache.spark.HoodieSparkKryoRegistrar\")\n",
+ " .master(\"local\")\n",
+ " .getOrCreate()\n",
+ "spark.sparkContext.setLogLevel(\"ERROR\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "620912ec-ac97-456e-9e6f-11559a729c7a",
+ "metadata": {},
+ "source": [
+ "## What happens in a XTable Sync?"
+ ]
+ },
+ {
+ "attachments": {
+ "2af13f55-97a1-415f-a354-bdf065dbf3af.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "id": "dd09e5d0-f71f-4000-89fe-b62fda7236da",
+ "metadata": {},
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6c419654-b5ac-4176-9f5d-57dc9ec07833",
+ "metadata": {},
+ "source": [
+ "# Demo\n",
+ "We start out our demo with 2 datasets. One in Hudi (hudi_dimCustomer) and one in Delta Lake (delta_dimGeography). There is a team that is using tools that only support Iceberg so we'll start by using XTable to expose the Hudi table as an Iceberg table synced with our Hive Metastore that is connected to a locally running Trino container."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "47bc88b6-da16-440b-a578-be8f8e8881ca",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "val namespace = \"demo\" // requires that this db is already created in your HMS, in Trino you can run `create schema hive.demo`\n",
+ "val namespaceArray = Array(namespace)\n",
+ "val catalogOptions = new HashMap[String, String]();\n",
+ "catalogOptions.put(\"uri\", \"thrift://hive-metastore:9083\");\n",
+ "val icebergCatalogConfig = IcebergCatalogConfig.builder()\n",
+ " .catalogImpl(\"org.apache.iceberg.hive.HiveCatalog\")\n",
+ " .catalogName(\"iceberg\")\n",
+ " .catalogOptions(catalogOptions)\n",
+ " .build();\n",
+ "val perTableConfig = PerTableConfigImpl.builder()\n",
+ " .tableName(hudiTableName)\n",
+ " .namespace(namespaceArray)\n",
+ " .targetTableFormats(Arrays.asList(TableFormat.ICEBERG))\n",
+ " .tableBasePath(hudiBasePath)\n",
+ " .icebergCatalogConfig(icebergCatalogConfig)\n",
+ " .syncMode(SyncMode.INCREMENTAL)\n",
+ " .build()\n",
+ "val hudiConversionSourceProvider = new HudiConversionSourceProvider()\n",
+ "hudiConversionSourceProvider.init(spark.sparkContext.hadoopConfiguration, Collections.emptyMap())\n",
+ "val conversionController = new ConversionController(spark.sparkContext.hadoopConfiguration)\n",
+ "conversionController.sync(perTableConfig, hudiConversionSourceProvider)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "84cedc4d-92a0-4647-bf96-342584fedf01",
+ "metadata": {},
+ "source": [
+ "## Incremental Updates\n",
+ "XTable tracks metadata in the target table format that tracks what was last synced. This allows us to only sync commits that have happened since the last commit. \n",
+ "We'll insert more records into the Hudi table to create a new commit. The file(s) added will then be synced to existing Iceberg metadata along with any updates to the table schema."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "131a24b9-ebc2-4bb0-b483-659c122e789e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "val hudiCsvSourcePart2 = spark\n",
+ " .read\n",
+ " .format(\"csv\")\n",
+ " .option(\"header\", \"true\")\n",
+ " .load(\"/home/data/DimCustomer_round2.csv\")\n",
+ "hudiCsvSourcePart2\n",
+ " .write\n",
+ " .format(\"hudi\")\n",
+ " .options(hudiWriteOptions)\n",
+ " .mode(\"append\")\n",
+ " .save(hudiBasePath)\n",
+ "conversionController.sync(perTableConfig, hudiConversionSourceProvider)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "91080f9d-bbc7-443e-a525-d302b5392307",
+ "metadata": {},
+ "source": [
+ "## New Possibilities\n",
+ "There's a missing row in hudi_dimCustomer and our team wants to use Trino to quickly add it. Only one problem, Trino does not support writes for Hudi tables. Luckily our table is also an Iceberg table!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b8619558-ae97-49d5-9ff9-342c6669e577",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import java.sql._\n",
+ "val url = \"jdbc:trino://trino:8080/iceberg/\" + namespace + \"?user=admin\"\n",
+ "val connection = DriverManager.getConnection(url)\n",
+ "val statement = connection.createStatement()\n",
+ "statement.executeUpdate(\"INSERT INTO hudi_dimCustomer(_c0,CustomerKey,GeographyKey,FirstName,LastName,BirthDate,MaritalStatus,Gender,YearlyIncome,TotalChildren,NumberChildrenAtHome,Education,Occupation,HouseOwnerFlag,NumberCarsOwned) \" +\n",
+ " \"VALUES ('18869','19146','735','Reginald','Not Provided','2020-07-04','S','M','1000000000.0','0.0','0.0','Puppy Obedience School','Branch Manager','1.0','2.0')\")\n",
+ "statement.close()\n",
+ "connection.close()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4e0be730-c74f-4599-841e-6a174697cd22",
+ "metadata": {},
+ "source": [
+ "## Hudi, Delta, Iceberg can all serve as sources!\n",
+ "The table is now updated with the missing rows but another team is demanding that everything be in Delta Lake format. Let's sync with Iceberg as the source for fun! We'll also demand the delta_dimGeography team exposes that table as Hudi because we're petty."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ba2a9f94-7326-4aab-be98-f7166a710e57",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "val icebergConversionSourceProvider = new IcebergConversionSourceProvider()\n",
+ "icebergConversionSourceProvider.init(spark.sparkContext.hadoopConfiguration, Collections.emptyMap())\n",
+ "val icebergSourcePerTableConfig = PerTableConfigImpl.builder()\n",
+ " .tableName(hudiTableName)\n",
+ " .namespace(namespaceArray)\n",
+ " .targetTableFormats(Arrays.asList(TableFormat.DELTA))\n",
+ " .tableBasePath(hudiBasePath)\n",
+ " .icebergCatalogConfig(icebergCatalogConfig)\n",
+ " .syncMode(SyncMode.INCREMENTAL)\n",
+ " .build()\n",
+ "conversionController.sync(icebergSourcePerTableConfig, icebergConversionSourceProvider)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8452b9e8-1c05-4acb-80a8-fe1dc17eabc1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "// read table as Delta that was originally written as Hudi, updated as Iceberg\n",
+ "spark.read.format(\"delta\").load(hudiBasePath).filter(\"_c0 = '18869'\").select(\"CustomerKey\", \"GeographyKey\", \"FirstName\").show(1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "31ec3fba-27fb-48a9-9df2-c2b62248c5a9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "// Sync from a Delta Lake table to Hudi\n",
+ "import org.apache.xtable.delta._\n",
+ "val deltaConversionSourceProvider = new DeltaConversionSourceProvider()\n",
+ "deltaConversionSourceProvider.init(spark.sparkContext.hadoopConfiguration, Collections.emptyMap())\n",
+ "val deltaSourcePerTableConfig = PerTableConfigImpl.builder()\n",
+ " .tableName(deltaTableName)\n",
+ " .targetTableFormats(Arrays.asList(TableFormat.HUDI))\n",
+ " .tableBasePath(deltaBasePath)\n",
+ " .syncMode(SyncMode.INCREMENTAL)\n",
+ " .build()\n",
+ "conversionController.sync(deltaSourcePerTableConfig, deltaConversionSourceProvider)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1270a150-ca9e-4f02-a8ef-bba3263c74eb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "// read original Delta table as Hudi\n",
+ "spark.read.format(\"hudi\").option(\"hoodie.metadata.enable\", \"true\").load(deltaBasePath).show(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "58dac7d0-4eed-4301-9814-f233bf1363c6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "// Join the two datasets as Delta tables\n",
+ "spark.sql(\"CREATE OR REPLACE TABLE hudi_dimCustomer USING DELTA LOCATION '/home/data/db/hudi_dimCustomer'\")\n",
+ "spark.sql(\"CREATE OR REPLACE TABLE delta_dimGeography USING DELTA LOCATION '/home/data/db/delta_dimGeography'\")\n",
+ "spark.sql(\"SELECT * FROM hudi_dimCustomer INNER JOIN delta_dimGeography ON hudi_dimCustomer.GeographyKey = delta_dimGeography.GeographyKey\")\n",
+ " .select(\"FirstName\", \"LastName\", \"CityName\").show(10)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7a621585-6f82-4ede-be75-51c484f7d187",
+ "metadata": {},
+ "source": [
+ "## Querying from Presto\n",
+ "\n",
+ "In the same organization, there is another team who are only authorized to use Presto. They access `presto-cli` for running their analytics workloads. And they want the ability to query all three formats at the same time; and they also would like the ability to modify the table (run `INSERT` & `DELETE` SQL statements). So we'll have to leave tables in Iceberg format which supports writes from Presto. The good thing is, its just a simple translation now using XTable."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1ab285f3-3e4e-4c49-888c-c7f288a491a9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "// translate the Delta Lake table to Iceberg\n",
+ "val perTableConfig = PerTableConfigImpl.builder()\n",
+ " .tableName(deltaTableName)\n",
+ " .namespace(namespaceArray)\n",
+ " .targetTableFormats(Arrays.asList(TableFormat.ICEBERG))\n",
+ " .tableBasePath(deltaBasePath)\n",
+ " .icebergCatalogConfig(icebergCatalogConfig)\n",
+ " .syncMode(SyncMode.INCREMENTAL)\n",
+ " .build()\n",
+ "val deltaConversionSourceProvider = new DeltaConversionSourceProvider()\n",
+ "deltaConversionSourceProvider.init(spark.sparkContext.hadoopConfiguration, Collections.emptyMap())\n",
+ "val conversionController = new ConversionController(spark.sparkContext.hadoopConfiguration)\n",
+ "conversionController.sync(perTableConfig, deltaConversionSourceProvider)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "600ea9ac-ebfc-4e0a-9e06-427e1e9afedd",
+ "metadata": {},
+ "source": [
+ "### presto-cli\n",
+ "\n",
+ "You can start the `presto-cli` session from your terminal using\n",
+ "\n",
+ "`docker exec -it presto presto-cli --server localhost:8082`\n",
+ "\n",
+ "From the SQL session: you can run \n",
+ "1. `SELECT * FROM iceberg.demo.hudi_dimcustomer LIMIT 5;`,\n",
+ "2. `SELECT * FROM iceberg.demo.delta_dimgeography LIMIT 5;` and\n",
+ "3. `INSERT INTO iceberg.demo.delta_dimgeography (geographykey, geographytype, continentname, cityname, stateprovincename, regioncountryname) VALUES ('953', 'City', 'Asia', 'Chennai', 'Tamil Nadu', 'India');` etc.\n"
+ ]
+ },
+ {
+ "attachments": {
+ "858ffdfb-a437-43a3-b54f-28a6cf071a1c.png": {
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"
+ }
+ },
+ "cell_type": "markdown",
+ "id": "f25f230b-7ff2-4231-add4-4fe1906080ed",
+ "metadata": {},
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "dec0e4ef-12da-413c-8bf2-2c859351b1c8",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Scala 2.12",
+ "language": "scala",
+ "name": "scala212"
+ },
+ "language_info": {
+ "codemirror_mode": "text/x-scala",
+ "file_extension": ".sc",
+ "mimetype": "text/x-scala",
+ "name": "scala",
+ "nbconvert_exporter": "script",
+ "version": "2.12.18"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/demo-s3/presto/catalog/delta.properties b/demo-s3/presto/catalog/delta.properties
new file mode 100644
index 000000000..acb97b3a5
--- /dev/null
+++ b/demo-s3/presto/catalog/delta.properties
@@ -0,0 +1,21 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=delta
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.metastore-cache-ttl=0s
+hive.metastore-refresh-interval=5s
+hive.metastore-timeout=10s
diff --git a/demo-s3/presto/catalog/hive.properties b/demo-s3/presto/catalog/hive.properties
new file mode 100644
index 000000000..7d8674e31
--- /dev/null
+++ b/demo-s3/presto/catalog/hive.properties
@@ -0,0 +1,21 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=hive-hadoop2
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.metastore-cache-ttl=0s
+hive.metastore-refresh-interval=5s
+hive.metastore-timeout=10s
diff --git a/demo-s3/presto/catalog/hudi.properties b/demo-s3/presto/catalog/hudi.properties
new file mode 100644
index 000000000..47a0838d9
--- /dev/null
+++ b/demo-s3/presto/catalog/hudi.properties
@@ -0,0 +1,21 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=hudi
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.metastore-cache-ttl=0s
+hive.metastore-refresh-interval=5s
+hive.metastore-timeout=10s
diff --git a/demo-s3/presto/catalog/iceberg.properties b/demo-s3/presto/catalog/iceberg.properties
new file mode 100644
index 000000000..c65d905e3
--- /dev/null
+++ b/demo-s3/presto/catalog/iceberg.properties
@@ -0,0 +1,22 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=iceberg
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.metastore-cache-ttl=0s
+hive.metastore-refresh-interval=5s
+hive.metastore-timeout=10s
+iceberg.catalog.type=hive
diff --git a/demo-s3/presto/config.properties b/demo-s3/presto/config.properties
new file mode 100644
index 000000000..4d4653cb6
--- /dev/null
+++ b/demo-s3/presto/config.properties
@@ -0,0 +1,23 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+coordinator=true
+node-scheduler.include-coordinator=true
+http-server.http.port=8082
+query.max-memory=5GB
+query.max-memory-per-node=1GB
+discovery-server.enabled=true
+discovery.uri=http://localhost:8082
diff --git a/demo-s3/presto/jvm.config b/demo-s3/presto/jvm.config
new file mode 100644
index 000000000..3431130f8
--- /dev/null
+++ b/demo-s3/presto/jvm.config
@@ -0,0 +1,25 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+-server
+-Xmx16G
+-XX:+UseG1GC
+-XX:G1HeapRegionSize=32M
+-XX:+UseGCOverheadLimit
+-XX:+ExplicitGCInvokesConcurrent
+-XX:+HeapDumpOnOutOfMemoryError
+-XX:+ExitOnOutOfMemoryError
+-Djdk.attach.allowAttachSelf=true
diff --git a/demo-s3/presto/node.properties b/demo-s3/presto/node.properties
new file mode 100644
index 000000000..0df88d3c6
--- /dev/null
+++ b/demo-s3/presto/node.properties
@@ -0,0 +1,41 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+node.environment=docker
+node.id=ffffffff-ffff-ffff-ffff-ffffffffffff
+node.data-dir=/var/presto/data
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
+node.id=presto
diff --git a/demo-s3/spark/conf/core-site.xml b/demo-s3/spark/conf/core-site.xml
new file mode 100644
index 000000000..d6a64a735
--- /dev/null
+++ b/demo-s3/spark/conf/core-site.xml
@@ -0,0 +1,56 @@
+
+
+
+
+
+ fs.defaultFS
+ s3a://warehouse
+
+
+
+
+
+ fs.s3a.connection.ssl.enabled
+ false
+
+
+
+ fs.s3a.endpoint
+ http://minio:9000
+
+
+
+ fs.s3a.access.key
+ admin
+
+
+
+ fs.s3a.secret.key
+ password
+
+
+
+ fs.s3a.path.style.access
+ true
+
+
+
+ fs.s3a.impl
+ org.apache.hadoop.fs.s3a.S3AFileSystem
+
+
diff --git a/demo-s3/spark/conf/hudi-defaults.conf b/demo-s3/spark/conf/hudi-defaults.conf
new file mode 100644
index 000000000..175dbaf23
--- /dev/null
+++ b/demo-s3/spark/conf/hudi-defaults.conf
@@ -0,0 +1,26 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+# Default system properties included when running Hudi jobs.
+# This is useful for setting default environmental settings.
+
+# Example:
+# hoodie.datasource.hive_sync.jdbcurl jdbc:hive2://localhost:10000
+# hoodie.datasource.hive_sync.use_jdbc true
+# hoodie.datasource.hive_sync.support_timestamp false
+# hoodie.index.type BLOOM
+# hoodie.metadata.enable false
diff --git a/demo-s3/spark/conf/spark-defaults.conf b/demo-s3/spark/conf/spark-defaults.conf
new file mode 100644
index 000000000..7ff0661b2
--- /dev/null
+++ b/demo-s3/spark/conf/spark-defaults.conf
@@ -0,0 +1,39 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+#
+spark.sql.catalogImplementation=hive
+spark.sql.hive.thriftServer.singleSession=false
+
+#spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension
+#spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog
+#spark.serializer=org.apache.spark.serializer.KryoSerializer
+
+spark.hive.metastore.uris=thrift://hive-metastore:9083
+spark.hive.metastore.schema.verification=false
+
+#spark.hadoop.fs.s3.impl=org.apache.hadoop.fs.s3a.S3AFileSystem
+spark.hadoop.fs.s3a.impl=org.apache.hadoop.fs.s3a.S3AFileSystem
+spark.hadoop.fs.s3a.endpoint=http://minio:9000
+spark.hadoop.fs.s3a.path.style.access=true
+spark.hadoop.fs.s3a.access.key=admin
+spark.hadoop.fs.s3a.secret.key=password
+spark.hadoop.fs.s3a.connection.ssl.enabled=false
+spark.hadoop.fs.s3a.attempts.maximum=1
+spark.hadoop.fs.s3a.connection.establish.timeout=5000
+spark.hadoop.fs.s3a.connection.timeout=10000
+
+spark.ui.port=4041
diff --git a/demo-s3/start_demo.sh b/demo-s3/start_demo.sh
new file mode 100755
index 000000000..4cb9bc1c7
--- /dev/null
+++ b/demo-s3/start_demo.sh
@@ -0,0 +1,31 @@
+#!/bin/bash
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+## Create the require jars for the demo and copy them into a directory we'll mount in our notebook container
+
+CURRENT_DIR="$( cd "$(dirname "$0")" ; pwd -P )"
+XTABLE_HOME="$( cd "$(dirname "$CURRENT_DIR")" ; pwd -P )"
+cd $XTABLE_HOME
+
+mvn install -am -pl xtable-core -DskipTests -T 2
+mkdir -p demo-s3/jars
+cp xtable-hudi-support/xtable-hudi-support-utils/target/xtable-hudi-support-utils-0.1.0-SNAPSHOT.jar demo-s3/jars
+cp xtable-api/target/xtable-api-0.1.0-SNAPSHOT.jar demo-s3/jars
+cp xtable-core/target/xtable-core-0.1.0-SNAPSHOT.jar demo-s3/jars
+
+cd demo-s3
+docker-compose up
diff --git a/demo-s3/trino/catalog/delta.properties b/demo-s3/trino/catalog/delta.properties
new file mode 100644
index 000000000..868b3cbcb
--- /dev/null
+++ b/demo-s3/trino/catalog/delta.properties
@@ -0,0 +1,26 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=delta_lake
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.metastore-cache-ttl=0s
+hive.metastore-refresh-interval=5s
+hive.metastore-timeout=10s
+delta.enable-non-concurrent-writes=true
+delta.security=ALLOW_ALL
+hive.s3.aws-access-key=admin
+hive.s3.aws-secret-key=password
+hive.s3.endpoint=http://minio:9000
diff --git a/demo-s3/trino/catalog/hive.properties b/demo-s3/trino/catalog/hive.properties
new file mode 100644
index 000000000..bfab86bc2
--- /dev/null
+++ b/demo-s3/trino/catalog/hive.properties
@@ -0,0 +1,21 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=hive
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.metastore-cache-ttl=0s
+hive.metastore-refresh-interval=5s
+hive.metastore-timeout=10s
\ No newline at end of file
diff --git a/demo-s3/trino/catalog/hudi.properties b/demo-s3/trino/catalog/hudi.properties
new file mode 100644
index 000000000..ba5bd1d80
--- /dev/null
+++ b/demo-s3/trino/catalog/hudi.properties
@@ -0,0 +1,36 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=hudi
+# HMS
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.s3.aws-access-key=admin
+hive.s3.aws-secret-key=password
+hive.s3.path-style-access=true
+hive.s3.region=us-west-2
+hive.s3.endpoint=http://minio:9000
+
+# AWS
+#hive.s3.aws-access-key=ASIAYPIZTOQEGQBUTZHX
+#hive.s3.aws-secret-key=PvqITSZXMFNV8QL2Vshr+Lz7oxZcvBcFH5wJYJdB
+#hive.s3.path-style-access=true
+#hive.s3.region=us-west-2
+#hive.metastore=glue
+#hive.metastore.glue.region=us-west-2
+#hive.metastore.glue.aws-access-key=ASIAYPIZTOQEGQBUTZHX
+#hive.metastore.glue.aws-secret-key=PvqITSZXMFNV8QL2Vshr+Lz7oxZcvBcFH5wJYJdB
+# AWS Glue Catalog ID is the AWS account ID
+#hive.metastore.glue.catalogid=582558643208
diff --git a/demo-s3/trino/catalog/iceberg.properties b/demo-s3/trino/catalog/iceberg.properties
new file mode 100644
index 000000000..af537f111
--- /dev/null
+++ b/demo-s3/trino/catalog/iceberg.properties
@@ -0,0 +1,25 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+connector.name=iceberg
+hive.metastore.uri=thrift://hive-metastore:9083
+hive.metastore-cache-ttl=0s
+hive.metastore-refresh-interval=5s
+hive.metastore-timeout=10s
+iceberg.catalog.type=hive_metastore
+hive.s3.aws-access-key=admin
+hive.s3.aws-secret-key=password
+hive.s3.endpoint=http://minio:9000
diff --git a/demo-s3/trino/config/log.properties b/demo-s3/trino/config/log.properties
new file mode 100644
index 000000000..9b0788d5a
--- /dev/null
+++ b/demo-s3/trino/config/log.properties
@@ -0,0 +1,2 @@
+# Enable verbose logging from Trino
+io.trino=DEBUG
diff --git a/pom.xml b/pom.xml
index ce7749e1b..65545549a 100644
--- a/pom.xml
+++ b/pom.xml
@@ -700,6 +700,9 @@
**/*.jpg
**/*.ipynb
**/demo/data/**
+ **/demo-s3/data/**
+ **/demo-s3/spark/cache/**
+ **/demo-s3/spark/jars/**
**/website/**
**/*NOTICE*
**/*LICENSE*