In [57]:

    

# Configure the necessary Spark environment
import os
os.environ['SPARK_HOME'] = '/opt/spark/'

# And Python path
import sys
sys.path.insert(0, '/opt/spark/python')
sys.path.insert(0, os.path.join('/opt/spark/', 'python/lib/py4j-0.8.2.1-src.zip'))

# connect to spark
from pyspark import SparkContext, SparkConf
# sc is an existing SparkContext.
from pyspark.sql import SQLContext, Row

# Detect the PySpark URL
CLUSTER_URL = 'spark://alton1:7077'
#CLUSTER_URL = 'local'


    

In [59]:

    

# disconnect if already connected
sc.stop()

# connect to spark with 3.5GB of ram per node
sconf = SparkConf()
conf = (SparkConf().setMaster(CLUSTER_URL)
    .setAppName("ipython-2.5g")
    .set("spark.executor.memory", "2500m"))
sc = SparkContext(conf=conf)

sqlContext = SQLContext(sc)


    

In [47]:

    

# Load a text file and convert each line to a Row.
lines = sc.textFile("hdfs://alton1:9000/appreciation/raw-data/fact_recognition.csv")


    

In [30]:

    

parts = lines.map(lambda l: l.split(","))
people = parts.map(lambda p: Row(key=int(p[0]), 
                                 nomination_nominee_id=int(p[1]),
                                 eproduct_recipient_id=p[2],
                                 user_transaction_id=p[3],
                                 reward_code_id=p[4],
                                 customer_sold_to_party_nbr=p[5],
                                 program_key=p[6],
                                 PROGRAM_NAME=p[7],
                                 al_award_level_key=p[8],
                                 al_AWARD_LEVEL_NAME=p[9],
                                 rl_award_level_key=p[10],
                                 rl_award_level_name=p[11],
                                 RECOGNITION_STATUS_KEY=p[12],
                                 RECOGNITION_STATUS_NAME=p[13],
                                 issued_date_key=p[14],
                                 CANCELLED_DATE_KEY=p[15],
                                 declined_date_key=p[16],
                                 recognition_date_key=p[17],
                                 final_approval_date_key=p[18],
                                 giver_user_key=p[19],
                                 RECEIVER_USER_KEY=p[20],
                                 PROXY_GIVER_USER_KEY=p[21],
                                 GBU_BUSINESS_UNIT_ID=p[22],
                                 GBU_BUSINESS_UNIT_NAME=p[23],
                                 GBU_PARENT_BUSINESS_UNIT_ID=p[24],
                                 RBU_BUSINESS_UNIT_ID=p[25],
                                 RBU_BUSINESS_UNIT_NAME=p[26],
                                 RBU_PARENT_BUSINESS_UNIT_ID=p[27],
                                 PBU_BUSINESS_UNIT_ID=p[28],
                                 PBU_BUSINESS_UNIT_NAME=p[29],
                                 PBU_PARENT_BUSINESS_UNIT_ID=p[30],
                                 days_to_approve=p[31],
                                 points_value=p[32],
                                 GA_ACTIVITY_ID=p[33],
                                 GA_ACTIVITY_DESCR=p[34],
                                 ra_activity_id=p[35],
                                 ra_activity_descr=p[36]
                                 )
                   )

# Infer the schema, and register the DataFrame as a table.
schemaPeople = sqlContext.inferSchema(people)
schemaPeople.registerTempTable("recognition")


    

In [31]:

    

# how many recognitions do we have?
sqlContext.sql("SELECT count(*) FROM recognition").collect()


    

    
Out[31]:





[Row(c0=39718092)]

In [32]:

    

# what are the top programs?
PROGRAM_NAMES = sqlContext.sql("SELECT count(*), PROGRAM_NAME name FROM recognition group by PROGRAM_NAME")


    

In [35]:

    

PROGRAM_NAMES.collect()


    

    
Out[35]:





[Row(c0=6698, name=u'"Hands on Excellence"'),
 Row(c0=719850, name=u'"Celebrate Excellence"'),
 Row(c0=42256, name=u'"Recognize Results"'),
 Row(c0=14134, name=u'"Shine"'),
 Row(c0=428, name=u'"Sales Rewards/Non-SIP"'),
 Row(c0=138, name=u'"Claritas Sales Rewards"'),
 Row(c0=4456, name=u'"On The Spot"'),
 Row(c0=6, name=u'"Wright"'),
 Row(c0=20, name=u'"Alireza Mahmoodshahi Innovation Award"'),
 Row(c0=4, name=u'"Hollister"'),
 Row(c0=24990, name=u'"Recognition"'),
 Row(c0=12386, name=u'"Small Spot"'),
 Row(c0=78926, name=u'"Excellence In Action"'),
 Row(c0=2562, name=u'"Gerdau Performance in Sales"'),
 Row(c0=26050, name=u'"Send an eCard or eButton"'),
 Row(c0=316242, name=u'"Spot Awards"'),
 Row(c0=19706, name=u'"Praising Effort"'),
 Row(c0=7210, name=u'"See Raise Win"'),
 Row(c0=88214, name=u'"WOW Sales"'),
 Row(c0=214, name=u'"Bravo"'),
 Row(c0=28, name=u'"INDIA Reward Results"'),
 Row(c0=11392, name=u'"ACE Award"'),
 Row(c0=38, name=u'"eThanks!"'),
 Row(c0=416, name=u'"Points"'),
 Row(c0=27420, name=u'"Spark Awards"'),
 Row(c0=464640, name=u'"Hi5"'),
 Row(c0=2528, name=u'"Manager\'s ALLstar"'),
 Row(c0=300940, name=u'"My Wellness"'),
 Row(c0=22, name=u'"CIS or CIM Nominations"'),
 Row(c0=129788, name=u'"eThanks"'),
 Row(c0=246, name=u'"Glorious Codes"'),
 Row(c0=24, name=u'"Second Access Codes"'),
 Row(c0=4, name=u'"Chaiman\'s Test"'),
 Row(c0=876, name=u'"Legendary Acts"'),
 Row(c0=982384, name=u'"Milestone Celebration"'),
 Row(c0=260, name=u'"President\'s Awards ? GBG"'),
 Row(c0=1648, name=u'"UxL"'),
 Row(c0=1478, name=u'"CFO Pinnacle Award"'),
 Row(c0=1866, name=u'"Total Rewards"'),
 Row(c0=1082, name=u'"Enduring Value"'),
 Row(c0=4, name=u'"GABM (Do Not Use)"'),
 Row(c0=32, name=u'"Client Compliments Test"'),
 Row(c0=69176, name=u'"STAR"'),
 Row(c0=36766, name=u'"Bravo!"'),
 Row(c0=59706, name=u'"US Nominee - H.E.A.R.T. & eThanks"'),
 Row(c0=120034, name=u'"Thanks-A-Lotto"'),
 Row(c0=58108, name=u'"Above N Beyond"'),
 Row(c0=36452, name=u'"ACE Awards"'),
 Row(c0=3526, name=u'"3 Diamond"'),
 Row(c0=3778, name=u'"Diamond Keepsake"'),
 Row(c0=8408, name=u'"Difference Maker"'),
 Row(c0=298, name=u'"President\'s Awards ? CCSG"'),
 Row(c0=1812, name=u'"Inner Circle Award"'),
 Row(c0=164, name=u'"Notice Efforts"'),
 Row(c0=738, name=u'"Celebrating Loyalty"'),
 Row(c0=413422, name=u'"Recognize Great Work"'),
 Row(c0=938, name=u'"President\'s Awards- CPS"'),
 Row(c0=212, name=u'"October Test 1"'),
 Row(c0=5028, name=u'"appreciateYOU"'),
 Row(c0=373596, name=u'"Above and Beyond"'),
 Row(c0=4086, name=u'"Voice of Success"'),
 Row(c0=126, name=u'"Demo Reward Results"'),
 Row(c0=382414, name=u'"Everyday Appreciation"'),
 Row(c0=346, name=u'"Division Function Stock Awards"'),
 Row(c0=954, name=u'"President\'s Awards - GMS"'),
 Row(c0=53332, name=u'"eStar Cards & Recognition"'),
 Row(c0=7418, name=u'"SHINE Awards"'),
 Row(c0=2710, name=u'"Monthly ACE Team Award"'),
 Row(c0=4042, name=u'"Appreciation Station"'),
 Row(c0=19832, name=u'"Reward Results "'),
 Row(c0=73824, name=u'"Notice Effort-Reward Results"'),
 Row(c0=2439346, name=u'"Unknown"'),
 Row(c0=147470, name=u'"STAR (Special Thanks and Recognition)"'),
 Row(c0=9667726, name=u'"Praise Effort"'),
 Row(c0=20, name=u'"Homer Awards"'),
 Row(c0=2622, name=u'"WOW Performance"'),
 Row(c0=3212, name=u'"Attendance Awards"'),
 Row(c0=422, name=u'"Living the Ventura Edge"'),
 Row(c0=4298, name=u'"P42 Congratulations"'),
 Row(c0=839912, name=u'"Points Program"'),
 Row(c0=6094, name=u'"Our Great Work Administrator"'),
 Row(c0=19654, name=u'"Awesome Job"'),
 Row(c0=828, name=u'"Great work"'),
 Row(c0=19658, name=u'"Together We Lead and Learn"'),
 Row(c0=198, name=u'"Channel Awards"'),
 Row(c0=6, name=u'"President\'s Awards - CCSG"'),
 Row(c0=355154, name=u'"Rewards of Excellence"'),
 Row(c0=1408, name=u'"Encore"'),
 Row(c0=4048, name=u'"Miraca Values Player"'),
 Row(c0=11408, name=u'"Thanks And Recognition"'),
 Row(c0=5572, name=u'"Peer Power"'),
 Row(c0=24616, name=u'"Driving Success"'),
 Row(c0=29396, name=u'"Well with US"'),
 Row(c0=26498, name=u'"E MAX"'),
 Row(c0=19010, name=u'"Pinnacle"'),
 Row(c0=368, name=u'"Engineering Achievement Awards"'),
 Row(c0=78798, name=u'"Safety Excellence"'),
 Row(c0=106672, name=u'"Reward Great Work"'),
 Row(c0=298810, name=u'"Recognizing Great Work"'),
 Row(c0=150, name=u'"Access Code Program"'),
 Row(c0=1502, name=u'"Celebrations"'),
 Row(c0=1522776, name=u'"Notice Effort"'),
 Row(c0=4285552, name=u'"Appreciate Effort"'),
 Row(c0=394, name=u'"GABM CMO Award"'),
 Row(c0=46, name=u'"Performance Awards"'),
 Row(c0=6534, name=u'"BRAVO"'),
 Row(c0=152082, name=u'"grady recognition"'),
 Row(c0=65704, name=u'"RPS Rewards"'),
 Row(c0=10106, name=u'"Recognize Someone"'),
 Row(c0=23868, name=u'"Impact Awards"'),
 Row(c0=78, name=u'"Appreciation Station DO NOT USE"'),
 Row(c0=36, name=u'"Great Work2"'),
 Row(c0=25864, name=u'"Celebrate Loyalty"'),
 Row(c0=15160, name=u'"Spotlight On Success"'),
 Row(c0=16, name=u'"Lely Test Program"'),
 Row(c0=33738, name=u'"RewardYou"'),
 Row(c0=2560, name=u'"Cheers4Peers"'),
 Row(c0=370, name=u'"Submit CIS Nomination"'),
 Row(c0=43208, name=u'"Aspire Higher Appreciation "'),
 Row(c0=26492, name=u'"Volunteer Rewards"'),
 Row(c0=24, name=u'"Access Codes"'),
 Row(c0=12, name=u'"Award of Excellence"'),
 Row(c0=710, name=u'"CEO New Hire and 6 Month Award"'),
 Row(c0=28, name=u'"Campus Recruiting"'),
 Row(c0=1000, name=u'"Way to Go"'),
 Row(c0=54, name=u'"Points Program "'),
 Row(c0=24, name=u'"Points Campus Recruiting "'),
 Row(c0=408, name=u'"President\'s Awards - GNS & GNB"'),
 Row(c0=5064, name=u'"August Test"'),
 Row(c0=16, name=u'"Spotlight on Excellence Access Code"'),
 Row(c0=6370, name=u'"All the Best"'),
 Row(c0=1590, name=u'"Customer Star Awards"'),
 Row(c0=36, name=u'"Access-Code"'),
 Row(c0=54378, name=u'"You Make the Difference"'),
 Row(c0=58, name=u'"On The Spot Access Code program with 40c"'),
 Row(c0=522, name=u'"Hall of Fame"'),
 Row(c0=108346, name=u'"Celebrate Great Work"'),
 Row(c0=758, name=u'"Outstanding Achievement"'),
 Row(c0=50, name=u'"President\'s Awards - GBG"'),
 Row(c0=72, name=u'"RB Data Cleanup"'),
 Row(c0=606, name=u'"Enduring Partnerships"'),
 Row(c0=8712, name=u'"Moments of Excellence"'),
 Row(c0=17174, name=u'"Appreciation Central"'),
 Row(c0=478016, name=u'"Appreciate"'),
 Row(c0=36058, name=u'"Recognition Share Award"'),
 Row(c0=61024, name=u'"Heart and Soul"'),
 Row(c0=22544, name=u'"Rewarding Results"'),
 Row(c0=1322, name=u'"SIR-PAS Awards"'),
 Row(c0=6600, name=u'"eCards & eButtons"'),
 Row(c0=738, name=u'"Recognize & Appreciate"'),
 Row(c0=43392, name=u'"Reward Results Points"'),
 Row(c0=1696, name=u'"RIM Excellence Award"'),
 Row(c0=19252, name=u'"Thank a Banker"'),
 Row(c0=17724, name=u'"Above & Beyond"'),
 Row(c0=346, name=u'"Appreciation"'),
 Row(c0=3548, name=u'"INFAstar"'),
 Row(c0=25866, name=u'"Honour The Best"'),
 Row(c0=254, name=u'"Chairman\'s Awards"'),
 Row(c0=188756, name=u'"Applause"'),
 Row(c0=96, name=u'"Great Work "'),
 Row(c0=7846, name=u'"SuperQualstar"'),
 Row(c0=6074, name=u'"I-LIFT"'),
 Row(c0=17728, name=u'"Quality Awards"'),
 Row(c0=12616, name=u'"On the Spot"'),
 Row(c0=36600, name=u'"RB Deposit"'),
 Row(c0=13384, name=u'"Ignite the Exceptional"'),
 Row(c0=14946, name=u'"eXceed"'),
 Row(c0=55374, name=u'"The Spirit Of Flowserve"'),
 Row(c0=5110, name=u'"Shout Out"'),
 Row(c0=14, name=u'"President\'s Awards - S&BT"'),
 Row(c0=10246, name=u'"Recognize Excellence"'),
 Row(c0=11350, name=u'"Special Honors"'),
 Row(c0=20, name=u'"H.E.A.R.T"'),
 Row(c0=252492, name=u'"Our Great Work"'),
 Row(c0=385226, name=u'"Healthy Points"'),
 Row(c0=7438, name=u'"Recognize Effort"'),
 Row(c0=49264, name=u'"Performance"'),
 Row(c0=5468, name=u'"Canadian Photography Achievement Program"'),
 Row(c0=158, name=u'"Excellence in Action"'),
 Row(c0=2720, name=u'"President\'s Awards - GNICS"'),
 Row(c0=423932, name=u'"Qualstar"'),
 Row(c0=162, name=u'"Our Way"'),
 Row(c0=242, name=u'"Great Work Access Code"'),
 Row(c0=1868, name=u'"Champions for Children"'),
 Row(c0=2030, name=u'"Send E-Thank You Card"'),
 Row(c0=1240, name=u'"Enterprise Growth Pinnacle Award"'),
 Row(c0=2, name=u'"Reward Rewards"'),
 Row(c0=1046, name=u'"HR Pinnacle Award"'),
 Row(c0=30900, name=u'"Safety"'),
 Row(c0=114, name=u'"Recognizing Courageous Integrity"'),
 Row(c0=101370, name=u'"Moments of Thanks"'),
 Row(c0=71410, name=u'"Elite Officer Membership Club"'),
 Row(c0=38624, name=u'"Celebrate Milestones"'),
 Row(c0=1252, name=u'"Contact Center Points"'),
 Row(c0=448220, name=u'"FIS is You"'),
 Row(c0=2, name=u'"CEO Awards"'),
 Row(c0=441578, name=u'"Appreciate Great Work"'),
 Row(c0=144, name=u'"Test Program"'),
 Row(c0=3976, name=u'"Non-US Nominee - H.E.A.R.T. & eThanks"'),
 Row(c0=3930, name=u'" Ideas"'),
 Row(c0=4710, name=u'"Voice of Support"'),
 Row(c0=16656, name=u'"Prod Program"'),
 Row(c0=652, name=u'"Testing Budget & ERM Reports"'),
 Row(c0=7428, name=u'"Special Thanks"'),
 Row(c0=132, name=u'"President\'s Awards- DPD"'),
 Row(c0=450, name=u'"President\'s Awards - OPEN"'),
 Row(c0=266, name=u'"Point Awards"'),
 Row(c0=4696, name=u'"Exceptional Performance"'),
 Row(c0=13990, name=u'"Recognise Milestones"'),
 Row(c0=142, name=u'"Experts in Action"'),
 Row(c0=44934, name=u'"Recognize Achievements"'),
 Row(c0=502, name=u'"President\'s Awards- India Business"'),
 Row(c0=4, name=u'"Program Ashley Badger"'),
 Row(c0=31014, name=u'"Recognizing Excellence"'),
 Row(c0=42, name=u'"Kaye Test"'),
 Row(c0=18630, name=u'"Client Compliments"'),
 Row(c0=86, name=u'"Bravo Points!"'),
 Row(c0=10, name=u'"You Rocked It!"'),
 Row(c0=838, name=u'"Ovation"'),
 Row(c0=63926, name=u'"Aspire Higher Appreciation"'),
 Row(c0=2290, name=u'"SuperStar"'),
 Row(c0=1686, name=u'"CIS or Employee of the QTR"'),
 Row(c0=4, name=u'"Test Program "'),
 Row(c0=71358, name=u'"Say Thanks"'),
 Row(c0=532, name=u'"FIS is You Test"'),
 Row(c0=570, name=u'"President\'s Award"'),
 Row(c0=5960, name=u'"Get STARted"'),
 Row(c0=27340, name=u'"Safety First"'),
 Row(c0=1210, name=u'"BRAVO Finalist"'),
 Row(c0=60, name=u'"RewardYou Test"'),
 Row(c0=2146, name=u'"The Palm Awards"'),
 Row(c0=6120, name=u'"Praise Work"'),
 Row(c0=38998, name=u'"W2G"'),
 Row(c0=148808, name=u'"appreciate great work"'),
 Row(c0=10438, name=u'"Health Matters "'),
 Row(c0=496, name=u'"Ring of Honor"'),
 Row(c0=6066, name=u'"Career Achievement"'),
 Row(c0=312, name=u'"Stellar Work"'),
 Row(c0=10202, name=u'"Safe Actions For Everyone"'),
 Row(c0=170, name=u'"Manager of the Year Award"'),
 Row(c0=628, name=u'"Above and Beyond "'),
 Row(c0=88, name=u'"Employee Recognition Program"'),
 Row(c0=35976, name=u'"#applause"'),
 Row(c0=91520, name=u'"Cape Safety Program"'),
 Row(c0=14, name=u'"Celebrating Milestones"'),
 Row(c0=6100, name=u'"Top Achiever Cash Awards"'),
 Row(c0=1310, name=u'"Celebrate Your Career Milestone"'),
 Row(c0=294068, name=u'"WeAppreciate"'),
 Row(c0=9573810, name=u'"Reward Results"'),
 Row(c0=240, name=u'"Recognising You"'),
 Row(c0=196116, name=u'"Great Work"'),
 Row(c0=32676, name=u'"The NorthBay Way"')]

In [37]:

    

# recognition status
RECOGNITION_STATUS = sqlContext.sql("SELECT RECOGNITION_STATUS_NAME name, count(*) FROM recognition group by RECOGNITION_STATUS_NAME")


    

In [38]:

    

RECOGNITION_STATUS.collect()


    

    
Out[38]:





[Row(name=u'0', c1=16),
 Row(name=u'1', c1=2),
 Row(name=u'4', c1=586),
 Row(name=u'5', c1=64),
 Row(name=u'"EXPIRED"', c1=47722),
 Row(name=u'"SAVED"', c1=1364),
 Row(name=u'"SCHEDULED"', c1=24804),
 Row(name=u'"DEPOSITED"', c1=13048180),
 Row(name=u'"Unknown"', c1=912612),
 Row(name=u'000 Cash Award"', c1=426),
 Row(name=u'"CANCELLED"', c1=6024),
 Row(name=u'"RECEIVED"', c1=19418628),
 Row(name=u'000 Blue Awards"', c1=15728),
 Row(name=u'"COMPLETED"', c1=295654),
 Row(name=u'14', c1=4),
 Row(name=u'15', c1=58),
 Row(name=u'"ISSUED"', c1=5326226),
 Row(name=u'"DECLINED"', c1=245516),
 Row(name=u'500 Points"', c1=1122),
 Row(name=u'29', c1=84),
 Row(name=u'000 Points"', c1=3512),
 Row(name=u'000"', c1=84),
 Row(name=u'500 points"', c1=110),
 Row(name=u'"PENDING"', c1=357846),
 Row(name=u'000 points"', c1=14),
 Row(name=u'30', c1=11706)]

In [76]:

    

# Load a text file and convert each line to a Row.
lines = sc.textFile("hdfs://alton1:9000/appreciation/raw-data/dim_user.csv").cache()


    

In [111]:

    

# print any row that doesn't have enough commas
counts = lines.map(lambda l: (len(l.split(',')), l)).cache()
# remove those rows from the users table
print counts.keys().min()
print counts.keys().max()


print counts.first()


    

    




8
13
(12, u'146,72371,"TERMINATED",20100518,,"terminated","0001305356",,6379,"Y",20141114,90001231                                  ')

In [102]:

    

# remove the ones that are too short!
print counts.count()
counts.keys().filter(lambda x: x < 12).count()


    

    




40086928






    
Out[102]:





4276

In [113]:

    

counts.filter(lambda x: x[0] < 12).take(20)


    

    
Out[113]:





[(11,
  u'19897894,2363413,"ACTIVE",20121118,,"manager and above - consulting (m1)","0001444278",2364096,70455,"Y",20130          '),
 (11,
  u'19897903,2363461,"ACTIVE",20111006,,"manager and above - consulting (m1)","0001444278",2364383,70720,"N",20140          '),
 (11,
  u'19897904,2363461,"ACTIVE",20111006,,"manager and above - consulting (m1)","0001444278",3506187,70720,"N",20141          '),
 (11,
  u'19897905,2363461,"ACTIVE",20111006,,"manager and above - consulting (m1)","0001444278",2363684,70720,"N",20141          '),
 (11,
  u'19897882,2363413,"ACTIVE",20121118,,"manager and above - consulting (m1)","0001444278",2364291,70723,"N",20110          '),
 (11,
  u'19897959,2363461,"ACTIVE",20111006,,"manager and above - consulting (m1)","0001444278",2363523,70720,"Y",20141          '),
 (11,
  u'19897980,2363519,"TERMINATED",20111222,,"manager and above - consulting","0001444278",2363840,70455,"N",201305          '),
 (11,
  u'19897983,2363540,"ACTIVE",20111103,,"manager and above - consulting (m1)","0001444278",2364220,70723,"N",20111          '),
 (11,
  u'19897985,2363540,"ACTIVE",20111103,,"manager and above - consulting (m1)","0001444278",2364220,70723,"N",20120          '),
 (11,
  u'19898414,2364272,"ACTIVE",20120224,,"manager and above - consulting (m1)","0001444278",2363348,70734,"Y",20140          '),
 (11,
  u'19898427,2364364,"ACTIVE",20110906,,"manager and above - consulting (m1)","0001444278",2364035,70733,"N",20110          '),
 (11,
  u'19898428,2364364,"ACTIVE",20110906,,"manager and above - consulting (m1)","0001444278",2364403,70733,"N",20111          '),
 (11,
  u'19898429,2364364,"ACTIVE",20110906,,"manager and above - consulting (m1)","0001444278",2364035,70733,"N",20111          '),
 (11,
  u'19898588,2364437,"ACTIVE",20120110,,"manager and above - consulting (m1)","0001444278",2364035,70733,"N",20140          '),
 (11,
  u'19898589,2364437,"ACTIVE",20120110,,"manager and above - consulting (m1)","0001444278",2363796,70455,"N",20140          '),
 (11,
  u'19898590,2364437,"ACTIVE",20120110,,"manager and above - consulting (m1)","0001444278",2363948,70455,"N",20140          '),
 (11,
  u'19898591,2364437,"ACTIVE",20120110,,"manager and above - consulting (m1)","0001444278",2363787,70455,"Y",20140          '),
 (11,
  u'19898296,2364142,"TERMINATED",20111102,,"manager and above - consulting","0001444278",2363601,70720,"N",201404          '),
 (11,
  u'19898494,2364364,"ACTIVE",20110906,,"manager and above - consulting (m1)","0001444278",2363785,70734,"N",20130          '),
 (11,
  u'19898495,2364364,"TERMINATED",20110906,,"manager and above - consulting (m1)","0001444278",2363785,70734,"N",2          ')]

In [115]:

    

# remove broken records
lines = counts.filter(lambda x: x[0] >= 12).values()
parts = lines.map(lambda l: l.split(","))

# new count of records
lines.count()


    

    
Out[115]:





40082652

In [117]:

    

#counts.uncache()


    

In [118]:

    

users = parts.map(lambda p: Row( system_user_id=p[1],
                                 employment_status=p[2],
                                 account_claimed_dt=p[3],
                                 user_security_role=p[5],
                                 business_unit_id=p[8],
                                 current_yn=p[9]))


# Infer the schema, and register the DataFrame as a table.
schemaPeople = sqlContext.inferSchema(users)
schemaPeople.registerTempTable("users")


    

In [119]:

    

# how many users do we have?
sqlContext.sql("SELECT count(*) FROM users").collect()


    

    
Out[119]:





[Row(c0=40082652)]

In [120]:

    

sqlContext.sql("SELECT employment_status, count(*) FROM users group by employment_status").collect()


    

    
Out[120]:





[Row(employment_status=u'"TERMINATED"', c1=8199530),
 Row(employment_status=u'"Terminated"', c1=96),
 Row(employment_status=u'"ACTIVE"', c1=31722934),
 Row(employment_status=u'"INACTIVE"', c1=160092)]

In [122]:

    

sqlContext.sql("SELECT user_security_role, count(*) FROM users group by user_security_role").collect()


    

    
Out[122]:





[Row(user_security_role=u'"l37735"', c1=10),
 Row(user_security_role=u'"l9552"', c1=16),
 Row(user_security_role=u'"n16282"', c1=58),
 Row(user_security_role=u'"l14352"', c1=12),
 Row(user_security_role=u'"n15715"', c1=4),
 Row(user_security_role=u'"21-13340-2331"', c1=6),
 Row(user_security_role=u'"y10306"', c1=34),
 Row(user_security_role=u'"l14514"', c1=18),
 Row(user_security_role=u'"34-54019-5134"', c1=4),
 Row(user_security_role=u'"33-33137-2651"', c1=2),
 Row(user_security_role=u'"33-33121-5297"', c1=2),
 Row(user_security_role=u'"nuclear technical spec iii"', c1=24),
 Row(user_security_role=u'"34-54195-3027"', c1=2),
 Row(user_security_role=u'"l5042"', c1=52),
 Row(user_security_role=u'"739"', c1=14),
 Row(user_security_role=u'"4e"', c1=1886),
 Row(user_security_role=u'"22-11440-2016"', c1=6),
 Row(user_security_role=u'"y32636"', c1=4),
 Row(user_security_role=u'"l12075"', c1=62),
 Row(user_security_role=u'"028-21201 lead cycle counter"', c1=2),
 Row(user_security_role=u'"5141"', c1=70),
 Row(user_security_role=u'"l25495"', c1=8),
 Row(user_security_role=u'"003-01302 bulk picker/rover"', c1=20),
 Row(user_security_role=u'"y14203"', c1=6),
 Row(user_security_role=u'"621"', c1=50),
 Row(user_security_role=u'"y_t40usa"', c1=6168),
 Row(user_security_role=u'"hr_n"', c1=3370),
 Row(user_security_role=u'"n33535"', c1=364),
 Row(user_security_role=u'"24-17015-1862"', c1=2),
 Row(user_security_role=u'"l14190"', c1=42),
 Row(user_security_role=u'"5310site manager"', c1=194),
 Row(user_security_role=u'"chairman', c1=8),
 Row(user_security_role=u'"pl0030"', c1=6990),
 Row(user_security_role=u'"n26407"', c1=938),
 Row(user_security_role=u'"n21295"', c1=18),
 Row(user_security_role=u'"app002"', c1=4),
 Row(user_security_role=u'"y26075"', c1=4),
 Row(user_security_role=u'"34-54563-1660"', c1=4),
 Row(user_security_role=u'"project controls analyst lead"', c1=12),
 Row(user_security_role=u'"y648"', c1=102),
 Row(user_security_role=u'"property accountant"', c1=20),
 Row(user_security_role=u'"mnt037"', c1=32),
 Row(user_security_role=u'"1695"', c1=26),
 Row(user_security_role=u'"n17335"', c1=542),
 Row(user_security_role=u'"ncus39"', c1=146),
 Row(user_security_role=u'"n12385"', c1=86),
 Row(user_security_role=u'"34-47015-2032"', c1=2),
 Row(user_security_role=u'"sys engr 2"', c1=92),
 Row(user_security_role=u'"126"', c1=30),
 Row(user_security_role=u'"n14211"', c1=76),
 Row(user_security_role=u'"22-14010-5391"', c1=4),
 Row(user_security_role=u'"488"', c1=20),
 Row(user_security_role=u'"l9463"', c1=58),
 Row(user_security_role=u'"n_m30hrusa"', c1=82),
 Row(user_security_role=u'"n30935"', c1=82),
 Row(user_security_role=u'"003-02115 bulk picker/rover"', c1=34),
 Row(user_security_role=u'"n479"', c1=66),
 Row(user_security_role=u'"n22097"', c1=230),
 Row(user_security_role=u'"l32245"', c1=50),
 Row(user_security_role=u'"canmgrsales"', c1=1272),
 Row(user_security_role=u'"business area admin"', c1=4),
 Row(user_security_role=u'"y40610"', c1=8),
 Row(user_security_role=u'"assistant community manager"', c1=374),
 Row(user_security_role=u'"pt03le"', c1=6),
 Row(user_security_role=u'"y25095"', c1=8),
 Row(user_security_role=u'"dedication lab specialist"', c1=4),
 Row(user_security_role=u'"n11729"', c1=10),
 Row(user_security_role=u'"n32555"', c1=12),
 Row(user_security_role=u'"24-13315-2388"', c1=2),
 Row(user_security_role=u'"l12599"', c1=32),
 Row(user_security_role=u'"y_p35"', c1=252),
 Row(user_security_role=u'"y38677"', c1=8),
 Row(user_security_role=u'"n34175"', c1=46),
 Row(user_security_role=u'"l32858"', c1=8),
 Row(user_security_role=u'"8896director general admin"', c1=14),
 Row(user_security_role=u'"22-13222-2433"', c1=24),
 Row(user_security_role=u'"director of operational excell"', c1=4),
 Row(user_security_role=u'"y17076"', c1=4),
 Row(user_security_role=u'"80"', c1=530),
 Row(user_security_role=u'"n2206"', c1=98),
 Row(user_security_role=u'"cpt007"', c1=4),
 Row(user_security_role=u'"financial analyst i"', c1=6),
 Row(user_security_role=u'"ap clerk ii"', c1=14),
 Row(user_security_role=u'"y41295"', c1=4),
 Row(user_security_role=u'"cntrctadmmgr"', c1=2),
 Row(user_security_role=u'"l1100"', c1=22),
 Row(user_security_role=u'"y23475"', c1=6),
 Row(user_security_role=u'"21-11112-8036"', c1=20),
 Row(user_security_role=u'"21-13700-6026"', c1=2),
 Row(user_security_role=u'"089-17101 lead cigarette/tobac"', c1=4),
 Row(user_security_role=u'"ypusc6"', c1=40),
 Row(user_security_role=u'"us73pdr"', c1=56),
 Row(user_security_role=u'"y12170"', c1=2),
 Row(user_security_role=u'"pla0007"', c1=1094),
 Row(user_security_role=u'"y14114"', c1=2),
 Row(user_security_role=u'"principal contracts agent"', c1=4),
 Row(user_security_role=u'"l41317"', c1=4),
 Row(user_security_role=u'"super user"', c1=14),
 Row(user_security_role=u'"n39576"', c1=54),
 Row(user_security_role=u'"y16185"', c1=90),
 Row(user_security_role=u'"y15456"', c1=6),
 Row(user_security_role=u'"n5050"', c1=142),
 Row(user_security_role=u'"l22895"', c1=14),
 Row(user_security_role=u'"1650"', c1=20),
 Row(user_security_role=u'"n8949"', c1=16),
 Row(user_security_role=u'"project leader"', c1=42),
 Row(user_security_role=u'"n12458"', c1=28),
 Row(user_security_role=u'"us01aair"', c1=234),
 Row(user_security_role=u'"financial system analyst staff"', c1=4),
 Row(user_security_role=u'"hrr008"', c1=4),
 Row(user_security_role=u'"n32717"', c1=336),
 Row(user_security_role=u'"fleet ops support manager"', c1=6),
 Row(user_security_role=u'"00rr"', c1=70),
 Row(user_security_role=u'"l20662"', c1=14),
 Row(user_security_role=u'"site project lead"', c1=166),
 Row(user_security_role=u'"n14735"', c1=112),
 Row(user_security_role=u'"n523"', c1=502),
 Row(user_security_role=u'"10-17153-5362"', c1=4),
 Row(user_security_role=u'"l18935"', c1=156),
 Row(user_security_role=u'"l14425"', c1=6),
 Row(user_security_role=u'"23-15060-3004"', c1=4),
 Row(user_security_role=u'"5052"', c1=8),
 Row(user_security_role=u'"22-13444-3120"', c1=2),
 Row(user_security_role=u'"cs"', c1=26),
 Row(user_security_role=u'"1155"', c1=6),
 Row(user_security_role=u'"24-13330-2422"', c1=4),
 Row(user_security_role=u'"l14174"', c1=20),
 Row(user_security_role=u'"l37557"', c1=8),
 Row(user_security_role=u'"064-06304 data process/compute"', c1=2),
 Row(user_security_role=u'"y21315"', c1=12),
 Row(user_security_role=u'"2119"', c1=12),
 Row(user_security_role=u'"un phar cashier"', c1=660),
 Row(user_security_role=u'"2i"', c1=366),
 Row(user_security_role=u'"0337"', c1=6),
 Row(user_security_role=u'"n20883"', c1=24),
 Row(user_security_role=u'"l37395"', c1=24),
 Row(user_security_role=u'"l490"', c1=10),
 Row(user_security_role=u'"n5079"', c1=52),
 Row(user_security_role=u'"l22355"', c1=62),
 Row(user_security_role=u'"281"', c1=20),
 Row(user_security_role=u'"associate general counsel"', c1=6),
 Row(user_security_role=u'"pl02le"', c1=22),
 Row(user_security_role=u'"22-13700-5124"', c1=28),
 Row(user_security_role=u'"22-11425-3003"', c1=2),
 Row(user_security_role=u'"us87nas"', c1=8),
 Row(user_security_role=u'"rgn033"', c1=4),
 Row(user_security_role=u'"n_r50usa"', c1=17062),
 Row(user_security_role=u'"professional other"', c1=2),
 Row(user_security_role=u'"n434"', c1=6),
 Row(user_security_role=u'"10-17132-1795"', c1=8),
 Row(user_security_role=u'"605"', c1=68),
 Row(user_security_role=u'"21-11124-8036"', c1=6),
 Row(user_security_role=u'"vpp016"', c1=2),
 Row(user_security_role=u'"professional nas"', c1=2),
 Row(user_security_role=u'"y8769"', c1=4),
 Row(user_security_role=u'"22-13455-1664"', c1=4),
 Row(user_security_role=u'"npmy12"', c1=4),
 Row(user_security_role=u'"y12081"', c1=2),
 Row(user_security_role=u'"34-54036-3023"', c1=4),
 Row(user_security_role=u'"y1-n/u rx u-grad intern yr 1"', c1=2),
 Row(user_security_role=u'"npca07"', c1=4),
 Row(user_security_role=u'"npus29"', c1=46),
 Row(user_security_role=u'"52-13440-3007"', c1=6),
 Row(user_security_role=u'"n37416"', c1=198),
 Row(user_security_role=u'"l27756"', c1=20),
 Row(user_security_role=u'"10-17205-5006"', c1=4),
 Row(user_security_role=u'"5620"', c1=4),
 Row(user_security_role=u'"21-15229-8016"', c1=4),
 Row(user_security_role=u'"n29235"', c1=12),
 Row(user_security_role=u'"y32296"', c1=6),
 Row(user_security_role=u'"n32628"', c1=50),
 Row(user_security_role=u'"director of information systems"', c1=4),
 Row(user_security_role=u'"us78wwr"', c1=14),
 Row(user_security_role=u'"088-18201 lead data process/co"', c1=4),
 Row(user_security_role=u'"2001"', c1=10),
 Row(user_security_role=u'"1679"', c1=40),
 Row(user_security_role=u'"y26716"', c1=30),
 Row(user_security_role=u'"l12392"', c1=32),
 Row(user_security_role=u'"fr13le"', c1=214),
 Row(user_security_role=u'"fremontmgr"', c1=292),
 Row(user_security_role=u'"yptw05"', c1=10),
 Row(user_security_role=u'"10-17006-1801"', c1=4),
 Row(user_security_role=u'"us12vrf"', c1=6),
 Row(user_security_role=u'"y20875"', c1=6),
 Row(user_security_role=u'"pl0014"', c1=31522),
 Row(user_security_role=u'"23-11307-2141"', c1=2),
 Row(user_security_role=u'"34-71133-2391"', c1=2),
 Row(user_security_role=u'"facilities foreman"', c1=44),
 Row(user_security_role=u'"vp or higher_tic_y"', c1=4),
 Row(user_security_role=u'"l17955"', c1=2),
 Row(user_security_role=u'"ee+"', c1=21328),
 Row(user_security_role=u'"l1373"', c1=90),
 Row(user_security_role=u'"n26635"', c1=92),
 Row(user_security_role=u'"34-54410-5134"', c1=10),
 Row(user_security_role=u'"n28417"', c1=12),
 Row(user_security_role=u'"n40891"', c1=8),
 Row(user_security_role=u'"22-15010-8061"', c1=6),
 Row(user_security_role=u'"100131"', c1=40),
 Row(user_security_role=u'"developer"', c1=2),
 Row(user_security_role=u'"n9706"', c1=350),
 Row(user_security_role=u'"097-training manager"', c1=22),
 Row(user_security_role=u'"l16975"', c1=14),
 Row(user_security_role=u'"n28868"', c1=6),
 Row(user_security_role=u'"y15935"', c1=14),
 Row(user_security_role=u'"10-17136-3264"', c1=4),
 Row(user_security_role=u'"n14106"', c1=34),
 Row(user_security_role=u'"maintenance mgr - mfin"', c1=22),
 Row(user_security_role=u'"10-17136-8052"', c1=2),
 Row(user_security_role=u'"y33755"', c1=12),
 Row(user_security_role=u'"vp or abovevs5.2"', c1=4),
 Row(user_security_role=u'"43-n/u n-e ast mgr"', c1=1484),
 Row(user_security_role=u'"crp029"', c1=2),
 Row(user_security_role=u'"y9453"', c1=82),
 Row(user_security_role=u'"pt78le"', c1=6),
 Row(user_security_role=u'"y26465"', c1=14),
 Row(user_security_role=u'"n40602"', c1=60),
 Row(user_security_role=u'"21-11410-1418"', c1=4),
 Row(user_security_role=u'"22-13455-2628"', c1=2),
 Row(user_security_role=u'"10-17169-2700"', c1=4),
 Row(user_security_role=u'"l28558"', c1=4),
 Row(user_security_role=u'"l21375"', c1=42),
 Row(user_security_role=u'"22-15200-5366"', c1=4),
 Row(user_security_role=u'"l32229"', c1=12),
 Row(user_security_role=u'"managing director"', c1=8),
 Row(user_security_role=u'"y20335"', c1=10),
 Row(user_security_role=u'"516"', c1=24),
 Row(user_security_role=u'"22-11412-2098"', c1=4),
 Row(user_security_role=u'"niusc8"', c1=4),
 Row(user_security_role=u'"colleague25"', c1=10),
 Row(user_security_role=u'"6378"', c1=18),
 Row(user_security_role=u'"tec"', c1=148),
 Row(user_security_role=u'"c10"', c1=6),
 Row(user_security_role=u'"npnl06"', c1=2),
 Row(user_security_role=u'"l563"', c1=50),
 Row(user_security_role=u'"10-17114-2667"', c1=6),
 Row(user_security_role=u'"28-11410-8009"', c1=2),
 Row(user_security_role=u'"063-18103 clerical"', c1=2),
 Row(user_security_role=u'"l26776"', c1=20),
 Row(user_security_role=u'"bcc projspec"', c1=4),
 Row(user_security_role=u'"l4992"', c1=22),
 Row(user_security_role=u'"33-33102-5352"', c1=4),
 Row(user_security_role=u'"10-17133-3162"', c1=2),
 Row(user_security_role=u'"22-17030-5268"', c1=4),
 Row(user_security_role=u'"m20hrusa"', c1=6),
 Row(user_security_role=u'"n28255"', c1=454),
 Row(user_security_role=u'"prp051"', c1=12),
 Row(user_security_role=u'"l14409"', c1=12),
 Row(user_security_role=u'"pct007"', c1=6),
 Row(user_security_role=u'"34-71145-2391"', c1=6),
 Row(user_security_role=u'"nuclear security officer', c1=602),
 Row(user_security_role=u'"23-13305-2328"', c1=8),
 Row(user_security_role=u'"24-15010-1765"', c1=4),
 Row(user_security_role=u'"n16221"', c1=254),
 Row(user_security_role=u'"l15995"', c1=290),
 Row(user_security_role=u'"22-13000-8049"', c1=88),
 Row(user_security_role=u'"l29855"', c1=14),
 Row(user_security_role=u'"css ii"', c1=122),
 Row(user_security_role=u'"l1"', c1=60),
 Row(user_security_role=u'"glcvs5.1"', c1=154),
 Row(user_security_role=u'"33-33145-2652"', c1=2),
 Row(user_security_role=u'"265"', c1=8),
 Row(user_security_role=u'"pl77le"', c1=14),
 Row(user_security_role=u'"l14202"', c1=40),
 Row(user_security_role=u'"l11647"', c1=100),
 Row(user_security_role=u'"coordinator iii"', c1=14),
 Row(user_security_role=u'"business development analyst"', c1=8),
 Row(user_security_role=u'"922"', c1=20),
 Row(user_security_role=u'"y14342"', c1=2),
 Row(user_security_role=u'"n8726"', c1=782),
 Row(user_security_role=u'"y28158"', c1=20),
 Row(user_security_role=u'"34-71182-2391"', c1=4),
 Row(user_security_role=u'"n9455"', c1=56),
 Row(user_security_role=u'"fr88le"', c1=4),
 Row(user_security_role=u'"0816"', c1=6),
 Row(user_security_role=u'"n27275"', c1=10),
 Row(user_security_role=u'"28-13305-2423"', c1=4),
 Row(user_security_role=u'"n37238"', c1=34),
 Row(user_security_role=u'"ncus60"', c1=8),
 Row(user_security_role=u'"100042"', c1=20),
 Row(user_security_role=u'"l34417"', c1=8),
 Row(user_security_role=u'"ncusc5"', c1=4),
 Row(user_security_role=u'"ca12rhcc"', c1=54),
 Row(user_security_role=u'"n12073"', c1=104),
 Row(user_security_role=u'"n913"', c1=12),
 Row(user_security_role=u'"mechanic-nuclear"', c1=198),
 Row(user_security_role=u'"hr rep ii"', c1=2),
 Row(user_security_role=u'"rgn017"', c1=4),
 Row(user_security_role=u'"0041"', c1=22222),
 Row(user_security_role=u'"npusd1"', c1=8),
 Row(user_security_role=u'"n32288"', c1=320),
 Row(user_security_role=u'"34-54563-3248"', c1=14),
 Row(user_security_role=u'"y14298"', c1=4),
 Row(user_security_role=u'"y26420"', c1=4),
 Row(user_security_role=u'"y32775"', c1=16),
 Row(user_security_role=u'"y_t80usa"', c1=3370),
 Row(user_security_role=u'"y36177"', c1=8),
 Row(user_security_role=u'"760"', c1=90),
 Row(user_security_role=u'"dis tran mgr"', c1=6),
 Row(user_security_role=u'"34-85272-2310"', c1=2),
 Row(user_security_role=u'"22-15210-2383"', c1=4),
 Row(user_security_role=u'"5442"', c1=6),
 Row(user_security_role=u'"063-06109 clerical-c"', c1=2),
 Row(user_security_role=u'"y14180"', c1=10),
 Row(user_security_role=u'"n/u phar tech"', c1=4186),
 Row(user_security_role=u'"y16575"', c1=6),
 Row(user_security_role=u'"n37482"', c1=8),
 Row(user_security_role=u'"l547"', c1=282),
 Row(user_security_role=u'"y29455"', c1=22),
 Row(user_security_role=u'"100115"', c1=20),
 Row(user_security_role=u'"assc2"', c1=202),
 Row(user_security_role=u'"21-11210-2099"', c1=8),
 Row(user_security_role=u'"l14069"', c1=16),
 Row(user_security_role=u'"n26457"', c1=6),
 Row(user_security_role=u'"n14379"', c1=282),
 Row(user_security_role=u'"y12471"', c1=28),
 Row(user_security_role=u'"l17075"', c1=48),
 Row(user_security_role=u'"n32856"', c1=34),
 Row(user_security_role=u'"regulatory affairs vp"', c1=6),
 Row(user_security_role=u'"21-13500-3069"', c1=18),
 Row(user_security_role=u'"div dir hr"', c1=2),
 Row(user_security_role=u'"administrative asst sr (west)"', c1=2),
 Row(user_security_role=u'"21-13500-1449"', c1=8),
 Row(user_security_role=u'"n7746"', c1=100),
 Row(user_security_role=u'"1500"', c1=56),
 Row(user_security_role=u'"0001a"', c1=1180),
 Row(user_security_role=u'"proj ctrls report&admin supr"', c1=4),
 Row(user_security_role=u'"22-11440-3001"', c1=46),
 Row(user_security_role=u'"ncus89"', c1=28),
 Row(user_security_role=u'"n20660"', c1=154),
 Row(user_security_role=u'"non-accr training instructor"', c1=34),
 Row(user_security_role=u'"338"', c1=10),
 Row(user_security_role=u'"n12597"', c1=54),
 Row(user_security_role=u'"33-33106-5288"', c1=20),
 Row(user_security_role=u'"176"', c1=28),
 Row(user_security_role=u'"34-79521-2391"', c1=2),
 Row(user_security_role=u'"y13975"', c1=24),
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 Row(user_security_role=u'"21-15200-5366"', c1=16),
 Row(user_security_role=u'"10-17100-1004"', c1=4),
 Row(user_security_role=u'"l1451"', c1=28),
 Row(user_security_role=u'"n34075"', c1=46),
 Row(user_security_role=u'"y8307"', c1=16),
 Row(user_security_role=u'"rgn022"', c1=4),
 Row(user_security_role=u'"service technician"', c1=358),
 Row(user_security_role=u'"2559"', c1=8),
 Row(user_security_role=u'"au77rau"', c1=36),
 Row(user_security_role=u'"y9109"', c1=4),
 Row(user_security_role=u'"2190"', c1=2),
 Row(user_security_role=u'"fr12le"', c1=146),
 Row(user_security_role=u'"5638"', c1=10),
 Row(user_security_role=u'"34-73271-2391"', c1=2),
 Row(user_security_role=u'"52-17000-5381"', c1=2),
 Row(user_security_role=u'"n31475"', c1=74),
 Row(user_security_role=u'"nz11rnz"', c1=4),
 Row(user_security_role=u'"299"', c1=446),
 Row(user_security_role=u'"entry"', c1=11484),
 Row(user_security_role=u'"ypca12"', c1=2),
 Row(user_security_role=u'"l37295"', c1=12),
 Row(user_security_role=u'"22-11240-2099"', c1=12),
 Row(user_security_role=u'"n4907"', c1=22),
 Row(user_security_role=u'"field executive vp', c1=2),
 Row(user_security_role=u'"21-11390-2212"', c1=2),
 Row(user_security_role=u'"001-01301 loader/shipper"', c1=18),
 Row(user_security_role=u'"employee - nc"', c1=20900),
 Row(user_security_role=u'"first-line manager"', c1=3520),
 Row(user_security_role=u'"21-13205-2479"', c1=6),
 Row(user_security_role=u'"volunteer"', c1=16),
 Row(user_security_role=u'"5204concierge"', c1=272),
 Row(user_security_role=u'"21-13324-5164"', c1=4),
 Row(user_security_role=u'"n40880"', c1=40),
 Row(user_security_role=u'"l32218"', c1=8),
 Row(user_security_role=u'"33-33124-2203"', c1=4),
 Row(user_security_role=u'"34-77077-2391"', c1=2),
 Row(user_security_role=u'"y26454"', c1=14),
 Row(user_security_role=u'"23-13315-2327"', c1=8),
 Row(user_security_role=u'"100076"', c1=8),
 Row(user_security_role=u'"l40075"', c1=4),
 Row(user_security_role=u'"l17855"', c1=2),
 Row(user_security_role=u'"paralegal exempt"', c1=4),
 Row(user_security_role=u'"22-11237-2011"', c1=6),
 Row(user_security_role=u'"l5872"', c1=18),
 Row(user_security_role=u'"21-13000-8049"', c1=60),
 Row(user_security_role=u'"l8707"', c1=40),
 Row(user_security_role=u'"0_cat 3"', c1=36),
 Row(user_security_role=u'"100120"', c1=12),
 Row(user_security_role=u'"n23456"', c1=4),
 Row(user_security_role=u'"l12454"', c1=52),
 Row(user_security_role=u'"n15275"', c1=46),
 Row(user_security_role=u'"appr elecn-nu"', c1=82),
 Row(user_security_role=u'"n26462"', c1=14),
 Row(user_security_role=u'"10-17136-3091"', c1=8),
 Row(user_security_role=u'"n28857"', c1=54),
 Row(user_security_role=u'"181"', c1=30),
 Row(user_security_role=u'"n947"', c1=1916),
 Row(user_security_role=u'"34-54025-5134"', c1=2),
 Row(user_security_role=u'"n37316"', c1=8),
 Row(user_security_role=u'"34-72029-2032"', c1=2),
 Row(user_security_role=u'"mx02lmx"', c1=4),
 Row(user_security_role=u'"0075"', c1=6),
 Row(user_security_role=u'"28-15050-7004"', c1=2),
 Row(user_security_role=u'"pl01le"', c1=4),
 Row(user_security_role=u'"1461"', c1=10),
 Row(user_security_role=u'"100-18104 lead clerical"', c1=2),
 Row(user_security_role=u'"n19858"', c1=42),
 Row(user_security_role=u'"22-15010-8079"', c1=8),
 Row(user_security_role=u'"4540"', c1=428),
 Row(user_security_role=u'"n407"', c1=26),
 Row(user_security_role=u'"y14331"', c1=8),
 Row(user_security_role=u'"n30495"', c1=100),
 Row(user_security_role=u'"l40599"', c1=16),
 Row(user_security_role=u'"n28155"', c1=38),
 Row(user_security_role=u'"y15060"', c1=8),
 Row(user_security_role=u'"91-un hrly ovrnght 24 hr pharm"', c1=36),
 Row(user_security_role=u'"52-11110-3274"', c1=14),
 Row(user_security_role=u'"hr spec"', c1=2),
 Row(user_security_role=u'"22-13354-2328"', c1=6),
 Row(user_security_role=u'"254"', c1=98),
 Row(user_security_role=u'"n14501"', c1=6),
 Row(user_security_role=u'"gatekeeper"', c1=2),
 Row(user_security_role=u'"100031"', c1=24),
 Row(user_security_role=u'"n32277"', c1=50),
 Row(user_security_role=u'"21-11440-3001"', c1=24),
 Row(user_security_role=u'"operator 1"', c1=6),
 Row(user_security_role=u'"28-15010-2329"', c1=4),
 Row(user_security_role=u'"rgn006"', c1=8),
 Row(user_security_role=u'"nfus65"', c1=3192),
 Row(user_security_role=u'"034-non cnvybl ii"', c1=26),
 Row(user_security_role=u'"n_m30"', c1=1368),
 Row(user_security_role=u'"22-14003-2694"', c1=2),
 Row(user_security_role=u'"l14309"', c1=12),
 Row(user_security_role=u'"un wellness ambassador"', c1=174),
 Row(user_security_role=u'"y1441"', c1=28),
 Row(user_security_role=u'"6885area vice president"', c1=138),
 Row(user_security_role=u'"ncusb4"', c1=14),
 Row(user_security_role=u'"y15835"', c1=18),
 Row(user_security_role=u'"n902"', c1=68),
 Row(user_security_role=u'"l10907"', c1=164),
 Row(user_security_role=u'"34-41208-2032"', c1=2),
 Row(user_security_role=u'"n1370"', c1=6),
 Row(user_security_role=u'"a0022"', c1=60234),
 Row(user_security_role=u'"23-13442-3003"', c1=4),
 Row(user_security_role=u'"10-17190-8008"', c1=2),
 Row(user_security_role=u'"l12365"', c1=34),
 Row(user_security_role=u'"ycusa6"', c1=4),
 Row(user_security_role=u'"nyyny"', c1=270),
 Row(user_security_role=u'"l34695"', c1=28),
 Row(user_security_role=u'"n24915"', c1=20),
 Row(user_security_role=u'"vp or abovevs4.2"', c1=178),
 Row(user_security_role=u'"n12675"', c1=32),
 Row(user_security_role=u'"lead environmental spec"', c1=6),
 Row(user_security_role=u'"34-71036-2391"', c1=2),
 Row(user_security_role=u'"ypnl11"', c1=34),
 Row(user_security_role=u'"n38118"', c1=38),
 Row(user_security_role=u'"y1397"', c1=108),
 Row(user_security_role=u'"n/u hrly pharmacist"', c1=464),
 Row(user_security_role=u'"080-rx forklift/equipment"', c1=2),
 Row(user_security_role=u'"911"', c1=222),
 Row(user_security_role=u'"0030"', c1=25588),
 Row(user_security_role=u'"sr director', c1=16),
 Row(user_security_role=u'"1534"', c1=4),
 Row(user_security_role=u'"us72kw"', c1=18),
 Row(user_security_role=u'"pt77le"', c1=8),
 Row(user_security_role=u'"2425"', c1=8),
 Row(user_security_role=u'"n26535"', c1=240),
 Row(user_security_role=u'"34-54030-3023"', c1=12),
 Row(user_security_role=u'"22-17015-5398"', c1=2),
 Row(user_security_role=u'"0805"', c1=6),
 Row(user_security_role=u'"34-54062-5134"', c1=6),
 Row(user_security_role=u'"nuclear planning specialist sr"', c1=244),
 Row(user_security_role=u'"executive vice president"', c1=40),
 Row(user_security_role=u'"sec"', c1=522),
 Row(user_security_role=u'"n14295"', c1=350),
 Row(user_security_role=u'"l8951"', c1=14),
 Row(user_security_role=u'"nfus20"', c1=38),
 Row(user_security_role=u'"npus84"', c1=18),
 Row(user_security_role=u'"z3-un rx u-grad intrn yr 3"', c1=16),
 Row(user_security_role=u'"34-54017-3023"', c1=10),
 Row(user_security_role=u'"n14368"', c1=210),
 Row(user_security_role=u'"n12586"', c1=76),
 Row(user_security_role=u'"34-42521-2032"', c1=4),
 Row(user_security_role=u'"165"', c1=20),
 Row(user_security_role=u'"ypus18"', c1=4),
 Row(user_security_role=u'"pst-cdl iii"', c1=94),
 Row(user_security_role=u'"l32535"', c1=22),
 Row(user_security_role=u'"n10966"', c1=188),
 Row(user_security_role=u'"n813"', c1=1774),
 Row(user_security_role=u'"d50usa"', c1=12),
 Row(user_security_role=u'"l24516"', c1=14),
 Row(user_security_role=u'"21-11430-2011"', c1=4),
 Row(user_security_role=u'"ep manager (dev)"', c1=4),
 Row(user_security_role=u'"34-54198-3212"', c1=2),
 Row(user_security_role=u'"n38975"', c1=32),
 Row(user_security_role=u'"ypmy01"', c1=2),
 Row(user_security_role=u'"33-33200-1526"', c1=4),
 Row(user_security_role=u'"y_v10usa"', c1=3526),
 Row(user_security_role=u'"n_t40usa"', c1=534),
 Row(user_security_role=u'"21-11238-2042"', c1=78),
 Row(user_security_role=u'"n12630"', c1=26),
 Row(user_security_role=u'"l15895"', c1=208),
 Row(user_security_role=u'"10-17153-5319"', c1=2),
 Row(user_security_role=u'"003-20302 bulk picker/rover"', c1=4),
 Row(user_security_role=u'"general"', c1=2),
 Row(user_security_role=u'"n21496"', c1=62),
 Row(user_security_role=u'"22-15070-6001"', c1=8),
 Row(user_security_role=u'"l14058"', c1=34),
 Row(user_security_role=u'"778"', c1=132),
 Row(user_security_role=u'"8"', c1=1194),
 Row(user_security_role=u'"glcvs4.1"', c1=14),
 Row(user_security_role=u'"22-15090-8023"', c1=50),
 Row(user_security_role=u'"n15259"', c1=406),
 Row(user_security_role=u'"n32232"', c1=44),
 Row(user_security_role=u'"8d"', c1=132),
 Row(user_security_role=u'"n26446"', c1=768),
 Row(user_security_role=u'"n15097"', c1=30),
 Row(user_security_role=u'"senior system architech"', c1=2),
 Row(user_security_role=u'"nuclear ops trg mgr (temp)"', c1=4),
 Row(user_security_role=u'"n14412"', c1=30),
 Row(user_security_role=u'"fr87le"', c1=24),
 Row(user_security_role=u'"34-54566-5134"', c1=8),
 Row(user_security_role=u'"l987"', c1=6),
 Row(user_security_role=u'"10-17216-2352"', c1=8),
 Row(user_security_role=u'"administrative assistant"', c1=82),
 Row(user_security_role=u'"gm/rsm/director"', c1=280),
 Row(user_security_role=u'"5504"', c1=6),
 Row(user_security_role=u'"l11547"', c1=170),
 Row(user_security_role=u'"npjp15"', c1=4),
 Row(user_security_role=u'"822"', c1=4),
 Row(user_security_role=u'"ypth01"', c1=4),
 Row(user_security_role=u'"y29895"', c1=54),
 Row(user_security_role=u'"33-33552-2640"', c1=2),
 Row(user_security_role=u'"lead"', c1=1546),
 Row(user_security_role=u'"l2237"', c1=104),
 Row(user_security_role=u'"y26438"', c1=60),
 Row(user_security_role=u'"l12438"', c1=20),
 Row(user_security_role=u'"l14391"', c1=62),
 Row(user_security_role=u'"2174"', c1=6),
 Row(user_security_role=u'"n23935"', c1=478),
 Row(user_security_role=u'"us84corp"', c1=8),
 Row(user_security_role=u'"4000"', c1=30),
 Row(user_security_role=u'"n10426"', c1=2),
 Row(user_security_role=u'"y2154"', c1=60),
 Row(user_security_role=u'"y1425"', c1=4),
 Row(user_security_role=u'"n37995"', c1=16),
 Row(user_security_role=u'"nuclear ops plant instr', c1=60),
 Row(user_security_role=u'"l21259"', c1=2),
 Row(user_security_role=u'"y14153"', c1=10),
 Row(user_security_role=u'"y12533"', c1=32),
 Row(user_security_role=u'"n26401"', c1=230),
 Row(user_security_role=u'"10-17169-1531"', c1=4),
 Row(user_security_role=u'"238"', c1=1110),
 Row(user_security_role=u'"n14323"', c1=276),
 Row(user_security_role=u'"21-11415-5100"', c1=2),
 Row(user_security_role=u'"10-17221-1745"', c1=2),
 Row(user_security_role=u'"34-76192-2391"', c1=2),
 Row(user_security_role=u'"n14161"', c1=76),
 Row(user_security_role=u'"21-11115-2209"', c1=4),
 Row(user_security_role=u'"n38435"', c1=150),
 Row(user_security_role=u'"gm 5"', c1=26),
 Row(user_security_role=u'"031-21201 lead inventory contr"', c1=2),
 Row(user_security_role=u'"l898"', c1=14),
 Row(user_security_role=u'"21-13315-3172"', c1=2),
 Row(user_security_role=u'"y480"', c1=4),
 Row(user_security_role=u'"mnt031"', c1=16),
 Row(user_security_role=u'"npbe06"', c1=8),
 Row(user_security_role=u'"10-17147-2161"', c1=6),
 Row(user_security_role=u'"100015"', c1=120),
 Row(user_security_role=u'"ncus33"', c1=104),
 Row(user_security_role=u'"22-17015-1862"', c1=4),
 Row(user_security_role=u'"it mgr', c1=2),
 Row(user_security_role=u'"de03hpc"', c1=62),
 Row(user_security_role=u'"employee_cgic"', c1=40),
 Row(user_security_role=u'"21-11000-8015"', c1=2),
 Row(user_security_role=u'"120"', c1=26),
 Row(user_security_role=u'"n12541"', c1=34),
 Row(user_security_role=u'"npusa4"', c1=4),
 Row(user_security_role=u'"y8446"', c1=10),
 Row(user_security_role=u'"y20219"', c1=50),
 Row(user_security_role=u'"y37536"', c1=2),
 Row(user_security_role=u'"a0006"', c1=30308),
 Row(user_security_role=u'"y_f10"', c1=4),
 Row(user_security_role=u'"22-11410-8008"', c1=10),
 Row(user_security_role=u'"fleet engineering director"', c1=4),
 Row(user_security_role=u'"n22955"', c1=8),
 Row(user_security_role=u'"50-19510-8015"', c1=2),
 Row(user_security_role=u'"21-11115-2542"', c1=2),
 Row(user_security_role=u'"fleet ld instr technologist"', c1=6),
 Row(user_security_role=u'"34-72589-2391"', c1=6),
 Row(user_security_role=u'"na"', c1=2034),
 Row(user_security_role=u'"21-13324-2386"', c1=4),
 Row(user_security_role=u'"n27581"', c1=2),
 Row(user_security_role=u'"733"', c1=328),
 Row(user_security_role=u'"n21118"', c1=144),
 Row(user_security_role=u'"n25015"', c1=12),
 Row(user_security_role=u'"22-13352-5077"', c1=12),
 Row(user_security_role=u'"y32630"', c1=16),
 Row(user_security_role=u'"0014"', c1=55674),
 Row(user_security_role=u'"n9428"', c1=196),
 Row(user_security_role=u'"n37544"', c1=26),
 Row(user_security_role=u'"n2245"', c1=140),
 Row(user_security_role=u'"n14279"', c1=144),
 Row(user_security_role=u'"21-17020-5108"', c1=4),
 Row(user_security_role=u'"y27735"', c1=44),
 Row(user_security_role=u'"ho employee"', c1=610),
 Row(user_security_role=u'"y12371"', c1=20),
 Row(user_security_role=u'"n32756"', c1=264),
 Row(user_security_role=u'"l8773"', c1=60),
 Row(user_security_role=u'"10-17108-1877"', c1=2),
 Row(user_security_role=u'"us03nac"', c1=258),
 Row(user_security_role=u'"21-15070-8111"', c1=8),
 Row(user_security_role=u'"y15495"', c1=16),
 Row(user_security_role=u'"us11rhc"', c1=36),
 Row(user_security_role=u'"22-11410-2211"', c1=2),
 Row(user_security_role=u'"fleet mgr"', c1=2),
 Row(user_security_role=u'"52-11000-1857"', c1=2),
 Row(user_security_role=u'"middle manager"', c1=408),
 Row(user_security_role=u'"l12593"', c1=8),
 Row(user_security_role=u'"us95nac"', c1=20),
 Row(user_security_role=u'"n39075"', c1=394),
 Row(user_security_role=u'"pla0001"', c1=526),
 Row(user_security_role=u'"n33558"', c1=2),
 Row(user_security_role=u'"n14234"', c1=84),
 Row(user_security_role=u'"149"', c1=22),
 Row(user_security_role=u'"34-41016-2032"', c1=2),
 Row(user_security_role=u'"68-n/u cashier/clerk"', c1=14900),
 Row(user_security_role=u'"hrr002"', c1=4),
 Row(user_security_role=u'"10-17205-2039"', c1=38),
 Row(user_security_role=u'"n_d50"', c1=14),
 Row(user_security_role=u'"y5071"', c1=6),
 Row(user_security_role=u'"n15576"', c1=108),
 Row(user_security_role=u'"n40235"', c1=8),
 Row(user_security_role=u'"1 - executive staff"', c1=294),
 Row(user_security_role=u'"l37596"', c1=8),
 Row(user_security_role=u'"2653"', c1=20),
 Row(user_security_role=u'"21-15060-3004"', c1=10),
 Row(user_security_role=u'"33-33513-2005"', c1=2),
 Row(user_security_role=u'"22-11410-1682"', c1=2),
 Row(user_security_role=u'"npus68"', c1=22),
 Row(user_security_role=u'"l28235"', c1=100),
 Row(user_security_role=u'"trn002"', c1=16),
 Row(user_security_role=u'"33-33257-2640"', c1=2),
 Row(user_security_role=u'"n21975"', c1=232),
 Row(user_security_role=u'"n12452"', c1=64),
 Row(user_security_role=u'"22-13222-5100"', c1=4),
 Row(user_security_role=u'"33-33100-1273"', c1=4),
 Row(user_security_role=u'"l26615"', c1=6),
 Row(user_security_role=u'"n27816"', c1=108),
 Row(user_security_role=u'"accounting manager"', c1=26),
 Row(user_security_role=u'"y9086"', c1=2),
 Row(user_security_role=u'"22-14013-2643"', c1=12),
 Row(user_security_role=u'"y_t80"', c1=528),
 ...]

In [123]:

    

sqlContext.sql("SELECT current_yn, count(*) FROM users group by current_yn").collect()


    

    
Out[123]:





[Row(current_yn=u'167207', c1=4406),
 Row(current_yn=u'249963', c1=2),
 Row(current_yn=u'243338', c1=54),
 Row(current_yn=u'249350', c1=2),
 Row(current_yn=u'243339', c1=6),
 Row(current_yn=u'264660', c1=90),
 Row(current_yn=u'250467', c1=2),
 Row(current_yn=u'167208', c1=650),
 Row(current_yn=u'251359', c1=2),
 Row(current_yn=u'167209', c1=1276),
 Row(current_yn=u'252583', c1=4),
 Row(current_yn=u'250963', c1=2),
 Row(current_yn=u'244726', c1=2),
 Row(current_yn=u'248623', c1=2),
 Row(current_yn=u'249191', c1=2),
 Row(current_yn=u'264662', c1=16),
 Row(current_yn=u'248462', c1=4),
 Row(current_yn=u'251198', c1=2),
 Row(current_yn=u'264663', c1=4),
 Row(current_yn=u'249192', c1=2),
 Row(current_yn=u'264664', c1=8),
 Row(current_yn=u'249194', c1=2),
 Row(current_yn=u'251697', c1=2),
 Row(current_yn=u'252588', c1=10),
 Row(current_yn=u'248015', c1=2),
 Row(current_yn=u'250194', c1=2),
 Row(current_yn=u'252138', c1=2),
 Row(current_yn=u'243228', c1=4),
 Row(current_yn=u'243229', c1=4),
 Row(current_yn=u'167270', c1=1936),
 Row(current_yn=u'250240', c1=2),
 Row(current_yn=u'251583', c1=2),
 Row(current_yn=u'167271', c1=6),
 Row(current_yn=u'248352', c1=24),
 Row(current_yn=u'250404', c1=2),
 Row(current_yn=u'252024', c1=2),
 Row(current_yn=u'248353', c1=2),
 Row(current_yn=u'247626', c1=2),
 Row(current_yn=u'250244', c1=4),
 Row(current_yn=u'251631', c1=2),
 Row(current_yn=u'249247', c1=2),
 Row(current_yn=u'286930', c1=2),
 Row(current_yn=u'247510', c1=2),
 Row(current_yn=u'248519', c1=2),
 Row(current_yn=u'248690', c1=2),
 Row(current_yn=u'247511', c1=2),
 Row(current_yn=u'250247', c1=2),
 Row(current_yn=u'243290', c1=6),
 Row(current_yn=u'252362', c1=6),
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 Row(current_yn=u'250232', c1=4),
 Row(current_yn=u'243394', c1=22),
 Row(current_yn=u'244780', c1=52),
 Row(current_yn=u'167263', c1=1192),
 Row(current_yn=u'252466', c1=2),
 Row(current_yn=u'243395', c1=14),
 Row(current_yn=u'243396', c1=8),
 Row(current_yn=u'167265', c1=1368),
 Row(current_yn=u'248508', c1=12),
 Row(current_yn=u'167266', c1=1256),
 Row(current_yn=u'244783', c1=26),
 Row(current_yn=u'243397', c1=6),
 Row(current_yn=u'250570', c1=4),
 Row(current_yn=u'248681', c1=2),
 Row(current_yn=u'243398', c1=8),
 Row(current_yn=u'167267', c1=1430),
 Row(current_yn=u'250237', c1=2),
 Row(current_yn=u'167268', c1=2530),
 Row(current_yn=u'244785', c1=30),
 Row(current_yn=u'243399', c1=6),
 Row(current_yn=u'243282', c1=4),
 Row(current_yn=u'287491', c1=2),
 Row(current_yn=u'250734', c1=2),
 Row(current_yn=u'244786', c1=28),
 Row(current_yn=u'167269', c1=1146),
 Row(current_yn=u'248232', c1=2),
 Row(current_yn=u'248188', c1=2),
 Row(current_yn=u'249079', c1=8),
 Row(current_yn=u'250572', c1=2),
 Row(current_yn=u'243283', c1=6),
 Row(current_yn=u'244787', c1=38),
 Row(current_yn=u'243284', c1=14),
 Row(current_yn=u'252400', c1=4),
 Row(current_yn=u'252356', c1=2),
 Row(current_yn=u'252240', c1=26),
 Row(current_yn=u'243330', c1=26),
 Row(current_yn=u'248075', c1=4),
 Row(current_yn=u'243287', c1=18),
 Row(current_yn=u'243331', c1=8),
 Row(current_yn=u'243332', c1=10),
 Row(current_yn=u'243288', c1=14),
 Row(current_yn=u'248734', c1=4),
 Row(current_yn=u'247681', c1=2),
 Row(current_yn=u'243333', c1=4),
 Row(current_yn=u'252082', c1=4),
 Row(current_yn=u'250624', c1=2),
 Row(current_yn=u'243334', c1=20),
 Row(current_yn=u'167203', c1=4436),
 Row(current_yn=u'167204', c1=70),
 Row(current_yn=u'249961', c1=2),
 Row(current_yn=u'167205', c1=1564),
 Row(current_yn=u'251355', c1=2),
 Row(current_yn=u'243336', c1=2),
 Row(current_yn=u'250627', c1=2),
 Row(current_yn=u'243337', c1=48),
 Row(current_yn=u'167206', c1=4392)]