If you're good at Alteryx, could you please help me?
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Hi all,
I'm quite new to Alteryx and would like to know if someone can help guide me or provide examples to clean this dataset. This data is too hard to me to clean as I'm just a beginner.
I know that I need to combine all of the data from 2014 to 2021 into one. Should I pivot the data and do Vlook up? What should I do? Thank you for your time!
https://tinyurl.com/eeocdataset
Downloads
- Download 2021 EEO-1 Public Use File (PUF)
- Download 2020 EEO-1 Public Use File (PUF)
- Download 2019 EEO-1 Public Use File (PUF)
- Download 2018 EEO-1 Public Use File (PUF)
- Download 2017 EEO-1 Public Use File (PUF)
- Download 2016 EEO-1 Public Use File (PUF)
- Download 2015 EEO-1 Public Use File (PUF)
- Download 2014 EEO-1 Public Use File (PUF)
There are also some labels under page 6-12
- PUF User Guide
Appendix 1 Variable Labels for the PUF Datasets
Column Name Column Label
NATION Label for National Level Geography
REGION Label for Region Level Geography
DIVISION Label for Division Level Geography
STATE Label for State Level Geography
CBSA Label for CBSA Level Geography
COUNTY Label for County Level Geography
NAICS2 Two-Digits Industry Code (Sector)
NAICS2_Name Label for Two-Digits Industry Code
NAICS3 Three-Digits Industry Codes (Subsector)
NAICS3_Name Label for Three-Digits Industry Code
Establishments Count of Establishments
TOTAL10 Race: Aggregate, Sex: Aggregate, Job: Aggregate
WHT10 Race: White, Sex: Aggregate, Job: Aggregate
BLKT10 Race: Black or African American, Sex: Aggregate, Job: Aggregate
HISPT10 Race: Hispanic, Sex: Aggregate, Job: Aggregate
ASIANT10 Race: Asian, Sex: Aggregate, Job: Aggregate
AIANT10 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Aggregate
NHOPIT10 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Aggregate
TOMRT10 Race: Two or more Races, Sex: Aggregate, Job: Aggregate
MT10 Race: Aggregate, Sex: Male, Job: Aggregate
FT10 Race: Aggregate, Sex: Female, Job: Aggregate
TOTAL1 Race: Aggregate, Sex: Aggregate, Job: Senior Off and Managers
TOTAL2 Race: Aggregate, Sex: Aggregate, Job: Professionals
TOTAL3 Race: Aggregate, Sex: Aggregate, Job: Technicians
TOTAL4 Race: Aggregate, Sex: Aggregate, Job: Sales Workers
TOTAL5 Race: Aggregate, Sex: Aggregate, Job: Clericals
TOTAL6 Race: Aggregate, Sex: Aggregate, Job: Craft
TOTAL7 Race: Aggregate, Sex: Aggregate, Job: Operatives
TOTAL8 Race: Aggregate, Sex: Aggregate, Job: Labors
TOTAL9 Race: Aggregate, Sex: Aggregate, Job: Service
TOTAL1_2 Race: Aggregate, Sex: Aggregate, Job: Mid Off and Managers
WHM10 Race: White, Sex: Male, Job: Aggregate
BLKM10 Race: Black or African American, Sex: Male, Job: Aggregate
HISPM10 Race: Hispanic, Sex: Male, Job: Aggregate
ASIANM10 Race: Asian, Sex: Male, Job: Aggregate
AIANM10 Race: American Indian or Alaska Native, Sex: Male, Job: Aggregate
NHOPIM10 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Aggregate
NORC | The Equal Employment Opportunity Commission (EEOC)
7
TOMRM10 Race: Two or more Races, Sex: Male, Job: Aggregate
WHF10 Race: White, Sex: Female, Job: Aggregate
BLKF10 Race: Black or African American, Sex: Female, Job: Aggregate
HISPF10 Race: Hispanic, Sex: Female, Job: Aggregate
ASIANF10 Race: Asian, Sex: Female, Job: Aggregate
AIANF10 Race: American Indian or Alaska Native, Sex: Female, Job: Aggregate
NHOPIF10 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Aggregate
TOMRF10 Race: Two or more Races, Sex: Female, Job: Aggregate
WHT1 Race: White, Sex: Aggregate, Job: Senior Off and Managers
WHT2 Race: White, Sex: Aggregate, Job: Professionals
WHT3 Race: White, Sex: Aggregate, Job: Technicians
WHT4 Race: White, Sex: Aggregate, Job: Sales Workers
WHT5 Race: White, Sex: Aggregate, Job: Clericals
WHT6 Race: White, Sex: Aggregate, Job: Craft
WHT7 Race: White, Sex: Aggregate, Job: Operatives
WHT8 Race: White, Sex: Aggregate, Job: Labors
WHT9 Race: White, Sex: Aggregate, Job: Service
WHT1_2 Race: White, Sex: Aggregate, Job: Mid Off and Managers
BLKT1 Race: Black or African American, Sex: Aggregate, Job: Senior Off and Managers
BLKT2 Race: Black or African American, Sex: Aggregate, Job: Professionals
BLKT3 Race: Black or African American, Sex: Aggregate, Job: Technicians
BLKT4 Race: Black or African American, Sex: Aggregate, Job: Sales Workers
BLKT5 Race: Black or African American, Sex: Aggregate, Job: Clericals
BLKT6 Race: Black or African American, Sex: Aggregate, Job: Craft
BLKT7 Race: Black or African American, Sex: Aggregate, Job: Operatives
BLKT8 Race: Black or African American, Sex: Aggregate, Job: Labors
BLKT9 Race: Black or African American, Sex: Aggregate, Job: Service
BLKT1_2 Race: Black or African American, Sex: Aggregate, Job: Mid Off and Managers
HISPT1 Race: Hispanic, Sex: Aggregate, Job: Senior Off and Managers
HISPT2 Race: Hispanic, Sex: Aggregate, Job: Professionals
HISPT3 Race: Hispanic, Sex: Aggregate, Job: Technicians
HISPT4 Race: Hispanic, Sex: Aggregate, Job: Sales Workers
HISPT5 Race: Hispanic, Sex: Aggregate, Job: Clericals
HISPT6 Race: Hispanic, Sex: Aggregate, Job: Craft
HISPT7 Race: Hispanic, Sex: Aggregate, Job: Operatives
HISPT8 Race: Hispanic, Sex: Aggregate, Job: Labors
HISPT9 Race: Hispanic, Sex: Aggregate, Job: Service
HISPT1_2 Race: Hispanic, Sex: Aggregate, Job: Mid Off and Managers
ASIANT1 Race: Asian, Sex: Aggregate, Job: Senior Off and Managers
ASIANT2 Race: Asian, Sex: Aggregate, Job: Professionals
ASIANT3 Race: Asian, Sex: Aggregate, Job: Technicians
NORC | The Equal Employment Opportunity Commission (EEOC)
8
ASIANT4 Race: Asian, Sex: Aggregate, Job: Sales Workers
ASIANT5 Race: Asian, Sex: Aggregate, Job: Clericals
ASIANT6 Race: Asian, Sex: Aggregate, Job: Craft
ASIANT7 Race: Asian, Sex: Aggregate, Job: Operatives
ASIANT8 Race: Asian, Sex: Aggregate, Job: Labors
ASIANT9 Race: Asian, Sex: Aggregate, Job: Service
ASIANT1_2 Race: Asian, Sex: Aggregate, Job: Mid Off and Managers
AIANT1 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Senior Off and Managers
AIANT2 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Professionals
AIANT3 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Technicians
AIANT4 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Sales Workers
AIANT5 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Clericals
AIANT6 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Craft
AIANT7 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Operatives
AIANT8 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Labors
AIANT9 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Service
AIANT1_2 Race: American Indian or Alaska Native, Sex: Aggregate, Job: Mid Off and Managers
NHOPIT1 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Senior Off and Managers
NHOPIT2 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Professionals
NHOPIT3 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Technicians
NHOPIT4 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Sales Workers
NHOPIT5 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Clericals
NHOPIT6 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Craft
NHOPIT7 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Operatives
NHOPIT8 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Labors
NHOPIT9 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Service
NHOPIT1_2 Race: Native Hawaiian or Other Pacific Islander, Sex: Aggregate, Job: Mid Off and Managers
TOMRT1 Race: Two or more Races, Sex: Aggregate, Job: Senior Off and Managers
TOMRT2 Race: Two or more Races, Sex: Aggregate, Job: Professionals
TOMRT3 Race: Two or more Races, Sex: Aggregate, Job: Technicians
TOMRT4 Race: Two or more Races, Sex: Aggregate, Job: Sales Workers
TOMRT5 Race: Two or more Races, Sex: Aggregate, Job: Clericals
TOMRT6 Race: Two or more Races, Sex: Aggregate, Job: Craft
TOMRT7 Race: Two or more Races, Sex: Aggregate, Job: Operatives
TOMRT8 Race: Two or more Races, Sex: Aggregate, Job: Labors
TOMRT9 Race: Two or more Races, Sex: Aggregate, Job: Service
TOMRT1_2 Race: Two or more Races, Sex: Aggregate, Job: Mid Off and Managers
MT1 Race: Aggregate, Sex: Male, Job: Senior Off and Managers
MT2 Race: Aggregate, Sex: Male, Job: Professionals
MT3 Race: Aggregate, Sex: Male, Job: Technicians
MT4 Race: Aggregate, Sex: Male, Job: Sales Workers
NORC | The Equal Employment Opportunity Commission (EEOC)
9
MT5 Race: Aggregate, Sex: Male, Job: Clericals
MT6 Race: Aggregate, Sex: Male, Job: Craft
MT7 Race: Aggregate, Sex: Male, Job: Operatives
MT8 Race: Aggregate, Sex: Male, Job: Labors
MT9 Race: Aggregate, Sex: Male, Job: Service
MT1_2 Race: Aggregate, Sex: Male, Job: Mid Off and Managers
FT1 Race: Aggregate, Sex: Female, Job: Senior Off and Managers
FT2 Race: Aggregate, Sex: Female, Job: Professionals
FT3 Race: Aggregate, Sex: Female, Job: Technicians
FT4 Race: Aggregate, Sex: Female, Job: Sales Workers
FT5 Race: Aggregate, Sex: Female, Job: Clericals
FT6 Race: Aggregate, Sex: Female, Job: Craft
FT7 Race: Aggregate, Sex: Female, Job: Operatives
FT8 Race: Aggregate, Sex: Female, Job: Labors
FT9 Race: Aggregate, Sex: Female, Job: Service
FT1_2 Race: Aggregate, Sex: Female, Job: Mid Off and Managers
WHM1 Race: White, Sex: Male, Job: Senior Off and Managers
BLKM1 Race: Black or African American, Sex: Male, Job: Senior Off and Managers
HISPM1 Race: Hispanic, Sex: Male, Job: Senior Off and Managers
ASIANM1 Race: Asian, Sex: Male, Job: Senior Off and Managers
AIANM1 Race: American Indian or Alaska Native, Sex: Male, Job: Senior Off and Managers
NHOPIM1 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Senior Off and Managers
TOMRM1 Race: Two or more Races, Sex: Male, Job: Senior Off and Managers
WHF1 Race: White, Sex: Female, Job: Senior Off and Managers
BLKF1 Race: Black or African American, Sex: Female, Job: Senior Off and Managers
HISPF1 Race: Hispanic, Sex: Female, Job: Senior Off and Managers
ASIANF1 Race: Asian, Sex: Female, Job: Senior Off and Managers
AIANF1 Race: American Indian or Alaska Native, Sex: Female, Job: Senior Off and Managers
NHOPIF1 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Senior Off and Managers
TOMRF1 Race: Two or more Races, Sex: Female, Job: Senior Off and Managers
WHM2 Race: White, Sex: Male, Job: Professionals
BLKM2 Race: Black or African American, Sex: Male, Job: Professionals
HISPM2 Race: Hispanic, Sex: Male, Job: Professionals
ASIANM2 Race: Asian, Sex: Male, Job: Professionals
AIANM2 Race: American Indian or Alaska Native, Sex: Male, Job: Professionals
NHOPIM2 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Professionals
TOMRM2 Race: Two or more Races, Sex: Male, Job: Professionals
WHF2 Race: White, Sex: Female, Job: Professionals
BLKF2 Race: Black or African American, Sex: Female, Job: Professionals
HISPF2 Race: Hispanic, Sex: Female, Job: Professionals
ASIANF2 Race: Asian, Sex: Female, Job: Professionals
NORC | The Equal Employment Opportunity Commission (EEOC)
10
AIANF2 Race: American Indian or Alaska Native, Sex: Female, Job: Professionals
NHOPIF2 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Professionals
TOMRF2 Race: Two or more Races, Sex: Female, Job: Professionals
WHM3 Race: White, Sex: Male, Job: Technicians
BLKM3 Race: Black or African American, Sex: Male, Job: Technicians
HISPM3 Race: Hispanic, Sex: Male, Job: Technicians
ASIANM3 Race: Asian, Sex: Male, Job: Technicians
AIANM3 Race: American Indian or Alaska Native, Sex: Male, Job: Technicians
NHOPIM3 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Technicians
TOMRM3 Race: Two or more Races, Sex: Male, Job: Technicians
WHF3 Race: White, Sex: Female, Job: Technicians
BLKF3 Race: Black or African American, Sex: Female, Job: Technicians
HISPF3 Race: Hispanic, Sex: Female, Job: Technicians
ASIANF3 Race: Asian, Sex: Female, Job: Technicians
AIANF3 Race: American Indian or Alaska Native, Sex: Female, Job: Technicians
NHOPIF3 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Technicians
TOMRF3 Race: Two or more Races, Sex: Female, Job: Technicians
WHM4 Race: White, Sex: Male, Job: Sales Workers
BLKM4 Race: Black or African American, Sex: Male, Job: Sales Workers
HISPM4 Race: Hispanic, Sex: Male, Job: Sales Workers
ASIANM4 Race: Asian, Sex: Male, Job: Sales Workers
AIANM4 Race: American Indian or Alaska Native, Sex: Male, Job: Sales Workers
NHOPIM4 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Sales Workers
TOMRM4 Race: Two or more Races, Sex: Male, Job: Sales Workers
WHF4 Race: White, Sex: Female, Job: Sales Workers
BLKF4 Race: Black or African American, Sex: Female, Job: Sales Workers
HISPF4 Race: Hispanic, Sex: Female, Job: Sales Workers
ASIANF4 Race: Asian, Sex: Female, Job: Sales Workers
AIANF4 Race: American Indian or Alaska Native, Sex: Female, Job: Sales Workers
NHOPIF4 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Sales Workers
TOMRF4 Race: Two or more Races, Sex: Female, Job: Sales Workers
WHM5 Race: White, Sex: Male, Job: Clericals
BLKM5 Race: Black or African American, Sex: Male, Job: Clericals
HISPM5 Race: Hispanic, Sex: Male, Job: Clericals
ASIANM5 Race: Asian, Sex: Male, Job: Clericals
AIANM5 Race: American Indian or Alaska Native, Sex: Male, Job: Clericals
NHOPIM5 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Clericals
TOMRM5 Race: Two or more Races, Sex: Male, Job: Clericals
WHF5 Race: White, Sex: Female, Job: Clericals
BLKF5 Race: Black or African American, Sex: Female, Job: Clericals
HISPF5 Race: Hispanic, Sex: Female, Job: Clericals
NORC | The Equal Employment Opportunity Commission (EEOC)
11
ASIANF5 Race: Asian, Sex: Female, Job: Clericals
AIANF5 Race: American Indian or Alaska Native, Sex: Female, Job: Clericals
NHOPIF5 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Clericals
TOMRF5 Race: Two or more Races, Sex: Female, Job: Clericals
WHM6 Race: White, Sex: Male, Job: Craft
BLKM6 Race: Black or African American, Sex: Male, Job: Craft
HISPM6 Race: Hispanic, Sex: Male, Job: Craft
ASIANM6 Race: Asian, Sex: Male, Job: Craft
AIANM6 Race: American Indian or Alaska Native, Sex: Male, Job: Craft
NHOPIM6 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Craft
TOMRM6 Race: Two or more Races, Sex: Male, Job: Craft
WHF6 Race: White, Sex: Female, Job: Craft
BLKF6 Race: Black or African American, Sex: Female, Job: Craft
HISPF6 Race: Hispanic, Sex: Female, Job: Craft
ASIANF6 Race: Asian, Sex: Female, Job: Craft
AIANF6 Race: American Indian or Alaska Native, Sex: Female, Job: Craft
NHOPIF6 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Craft
TOMRF6 Race: Two or more Races, Sex: Female, Job: Craft
WHM7 Race: White, Sex: Male, Job: Operatives
BLKM7 Race: Black or African American, Sex: Male, Job: Operatives
HISPM7 Race: Hispanic, Sex: Male, Job: Operatives
ASIANM7 Race: Asian, Sex: Male, Job: Operatives
AIANM7 Race: American Indian or Alaska Native, Sex: Male, Job: Operatives
NHOPIM7 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Operatives
TOMRM7 Race: Two or more Races, Sex: Male, Job: Operatives
WHF7 Race: White, Sex: Female, Job: Operatives
BLKF7 Race: Black or African American, Sex: Female, Job: Operatives
HISPF7 Race: Hispanic, Sex: Female, Job: Operatives
ASIANF7 Race: Asian, Sex: Female, Job: Operatives
AIANF7 Race: American Indian or Alaska Native, Sex: Female, Job: Operatives
NHOPIF7 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Operatives
TOMRF7 Race: Two or more Races, Sex: Female, Job: Operatives
WHM8 Race: White, Sex: Male, Job: Labors
BLKM8 Race: Black or African American, Sex: Male, Job: Labors
HISPM8 Race: Hispanic, Sex: Male, Job: Labors
ASIANM8 Race: Asian, Sex: Male, Job: Labors
AIANM8 Race: American Indian or Alaska Native, Sex: Male, Job: Labors
NHOPIM8 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Labors
TOMRM8 Race: Two or more Races, Sex: Male, Job: Labors
WHF8 Race: White, Sex: Female, Job: Labors
BLKF8 Race: Black or African American, Sex: Female, Job: Labors
NORC | The Equal Employment Opportunity Commission (EEOC)
12
HISPF8 Race: Hispanic, Sex: Female, Job: Labors
ASIANF8 Race: Asian, Sex: Female, Job: Labors
AIANF8 Race: American Indian or Alaska Native, Sex: Female, Job: Labors
NHOPIF8 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Labors
TOMRF8 Race: Two or more Races, Sex: Female, Job: Labors
WHM9 Race: White, Sex: Male, Job: Service
BLKM9 Race: Black or African American, Sex: Male, Job: Service
HISPM9 Race: Hispanic, Sex: Male, Job: Service
ASIANM9 Race: Asian, Sex: Male, Job: Service
AIANM9 Race: American Indian or Alaska Native, Sex: Male, Job: Service
NHOPIM9 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Service
TOMRM9 Race: Two or more Races, Sex: Male, Job: Service
WHF9 Race: White, Sex: Female, Job: Service
BLKF9 Race: Black or African American, Sex: Female, Job: Service
HISPF9 Race: Hispanic, Sex: Female, Job: Service
ASIANF9 Race: Asian, Sex: Female, Job: Service
AIANF9 Race: American Indian or Alaska Native, Sex: Female, Job: Service
NHOPIF9 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Service
TOMRF9 Race: Two or more Races, Sex: Female, Job: Service
WHM1_2 Race: White, Sex: Male, Job: Mid Off and Managers
BLKM1_2 Race: Black or African American, Sex: Male, Job: Mid Off and Managers
HISPM1_2 Race: Hispanic, Sex: Male, Job: Mid Off and Managers
ASIANM1_2 Race: Asian, Sex: Male, Job: Mid Off and Managers
AIANM1_2 Race: American Indian or Alaska Native, Sex: Male, Job: Mid Off and Managers
NHOPIM1_2 Race: Native Hawaiian or Other Pacific Islander, Sex: Male, Job: Mid Off and Managers
TOMRM1_2 Race: Two or more Races, Sex: Male, Job: Mid Off and Managers
WHF1_2 Race: White, Sex: Female, Job: Mid Off and Managers
BLKF1_2 Race: Black or African American, Sex: Female, Job: Mid Off and Managers
HISPF1_2 Race: Hispanic, Sex: Female, Job: Mid Off and Managers
ASIANF1_2 Race: Asian, Sex: Female, Job: Mid Off and Managers
AIANF1_2 Race: American Indian or Alaska Native, Sex: Female, Job: Mid Off and Managers
NHOPIF1_2 Race: Native Hawaiian or Other Pacific Islander, Sex: Female, Job: Mid Off and Managers
TOMRF1_2 Race: Two or more Races, Sex: Female, Job: Mid Off and Managers
Solved! Go to Solution.
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That's a pretty big ask - let me see what I can do... The downloads for the data are quite slow, so please bear with me.
Alteryx ACE
https://www.linkedin.com/in/calvintangkw/
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Please have a look. I've combined the datasets for you and cleansed the * in numeric values to be 0s, and changed the data type to Double.
Now, what else do you want to do with the data? That part is still a blur to me.
Alteryx ACE
https://www.linkedin.com/in/calvintangkw/
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Hi @caltang What should I do first? Thank you! What do you want me to clarify?
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@caltang I can't open yxdb file. what should I do?
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You are not supposed to open the YXDB files, rather, you should use them as inputs in one folder location so that the workflow exported to you can work. Because the input method used is a Directory Tool, you need to do the following:
- Download all the YXDBs into 1 folder which you can reference.
- Download the YXZP file (Exported workflow), then double click it into Alteryx.
- Click Yes to all and Import accordingly.
- Once imported, the workflow opens in Alteryx - now, hover to the left of the Canvas, and change the input location of the YXDBs to your own local path. Right now, that path is following where I stored the files.
- Once changed, you can run the workflow and do what you want thereafter.
Kindly follow the steps above.
Alteryx ACE
https://www.linkedin.com/in/calvintangkw/
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OK - What do you want to do with the data? What is it that you want to clean? Can you be clearer in your requirements?
Let me know what exactly you want to do with the data - then let me either build it for you or advise you how to build it.
Alteryx ACE
https://www.linkedin.com/in/calvintangkw/
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@caltang how do I add years here and eliminate some of the nulls?
