Versions Compared

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

...

Code Block
themeMidnight
languagetext
titleTitleBreakdownForSchoolsIn2010.pig
-- load up the base User Defined Function library (piggybank) and get a handle on the REPLACE function
register /user/hue/shared/pig/udfs/piggybank.jar;
define REPLACE org.apache.pig.piggybank.evaluation.string.REPLACE();
 
-- load the salary file and declare its structure
inputFile = LOAD '/user/hue/vzSeminar/openGeorgia/salaryTravelReport-SMALL.csv'
 using org.apache.pig.piggybank.storage.CSVExcelStorage()
 as (name:chararray, title:chararray, salary:chararray, travel:chararray, orgType:chararray, org:chararray, year:int);

-- loop thru the input data to clean up the number fields a bit
cleanedUpNumbers = foreach inputFile GENERATE
 name as name, title as title,
 (float)REPLACE(salary, ',','') as salary,  -- take out the commas and cast to a float
 (float)REPLACE(travel, ',','') as travel,  -- take out the commas and cast to a float
 orgType as orgType, org as org, year as year;
 
-- trim down to just Local Boards of Education
onlySchoolBoards = filter cleanedUpNumbers by orgType == 'LBOE';
 
-- further trim it down to just be for the year in question
onlySchoolBoardsFor2010 = filter onlySchoolBoards by year == 2010;
 
-- bucket them up by the job title
byTitle = GROUP onlySchoolBoardsFor2010 BY title;
 
-- loop through the titles and for each one...
salaryBreakdown = FOREACH byTitle GENERATE
 group as title, -- we grouped on this above
 COUNT(onlySchoolBoardsFor2010), -- how many people with this title
 MIN(onlySchoolBoardsFor2010.salary), -- determine the min
 MAX(onlySchoolBoardsFor2010.salary), -- determine the max
 AVG(onlySchoolBoardsFor2010.salary); -- determine the avg 
 
-- guarantee the order on the way out
sortedSalaryBreakdown = ORDER salaryBreakdown by title;

dump sortedSalaryBreakdown;
-- save results back to HDFS
--STORE sortedSalaryBreakdown into '/user/hue/vzSeminar/openGeorgia/titleBreakdownForSchoolsIn2010.txt';

Sample output.  UPDATE IT WITH FULL DATA VALUES!!

Code Block
languagetext
(ADAPTED PHYS ED TEACHER,35,19384.24,96320.194,24349.45,64689.09,43712.0302734375)
(ADULT EDUCATION DIRECTOR/COORD,193,1033.60,99918.006,74164.01,37078.07238769531)
(ADULT EDUCATION TEACHER,639,101203002.790,9987.29)
(AFTER-SCHOOL PROGRAM WORKER,2,624.04,78493.98)
(ALTERNATIVE SCHOOL DIRECTOR,2,111199.80,127149.1252424.72,16903.59646267361)
(ASSISTANT PRINCIPAL,43638,1000086243.96,99928.92)
(ATHLETICS DIRECTOR,1,12278925,100989.04,12278977926.046794819079)
(ATTENDANCE WORKER,121,103007742.0409,9573.33)
(AUDIOLOGIST,9,102240.46,81184.247742.09,7742.08984375)
(AUDITOR,1,1183317.92,5021483317.0892,8381183317.88921875)
(BOOKKEEPER,11811,10650.44,93.3833484.04,26734.2587890625)
(BUS DRIVER,49,1321767.68,1012550915.3481,993520278.17801754075655)
(BUSINESS SERV SECRETARY/CLERK,26,224789.99,100072080.000,98926443.99907658503605)
(CENTRAL SUPPORT CLERK,41,23392.33,23392.33,7478523392.12330078125)
(CONSTRUCTION MANAGER,1,833890.67,10102533890.9967,8089933890.57671875)
(CROSSING GUARD,13,100528.09,10745384.3909,9403670.854876755934497)
(CROSSROADS,17,30390.72,77269.82)
(CROSSROADS ALT SCHOOL TEACHER,16,37425.80,71386.92)
(CUSTODIAL PERSONNEL,1393,10099.11,9915.36CUSTODIAL PERSONNEL,132,3803.52,46626.88,26624.915542140152)
(DEPUTY/ASSOC/ASSISTANT SUPT,2,108993.76,161051.34,135022.55078125)
(DIAGNOSTICIAN,4,59711.15,69417.72,65523.5888671875)
(DIRECTOR OF CURRICULUM/INSTR,6,31162.52,188324.23,98002.13346354167)