Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28886	PRV	Kayla O Williamson	1993-02-05	—	9517136921	5310 Indian School Rd, San Diego, CA, 92184	0.84	State name converted to code Placeholder values cleared
TPA-52917	TPA	Pamela C Lawrence	2001-03-23	—	—	1587 Lincoln Way, Minneapolis, MN, 55461	0.84	State name converted to code Placeholder values cleared
TPA-60810	TPA	Justin G Bowman	1980-11-01	—	—	1535 Washington St, Austin, TX, 78731	0.84	State name converted to code Placeholder values cleared
CLM-416477	CLM	Judith Salazar	1938-02-17	UHC-63958-44	—	3981 Harbor Blvd, Las Vegas, NV, 89197	0.84	State name converted to code Placeholder values cleared
ENR-124039	ENR	Beverly W Moreno	1956-04-28	UHC-40140-87	—	5553 Grand Ave, Glendale, AZ, 85348	0.84	State name converted to code Placeholder values cleared
CLM-424083	CLM	Wei Austin	1994-08-27	—	—	1250 River Rd, Orlando, FL, 32814	0.84	State name converted to code Placeholder values cleared
ENR-108197	ENR	Victoria Z Schmidt	1988-06-12	UHC-00189-24	5377627244	4939 Church St, Gilbert, AZ, 85276	0.84	State name converted to code Placeholder values cleared
TPA-52689	TPA	Debra Collins	1980-11-19	—	—	6116 Market St, Sacramento, CA, 95866	0.84	State name converted to code Placeholder values cleared
CLM-428161	CLM	Shirley Vasquez	1954-09-09	—	—	4637 Mesa Dr, Plano, TX, 75041	0.84	State name converted to code Placeholder values cleared
ENR-141070	ENR	Martha Q Stone	1982-12-15	UHC-14503-67	2614729018	7761 Ridge Rd, Miami, FL, 33153	0.84	Name re-cased State name converted to code
CLM-410713	CLM	Mason P Carter	2006-05-10	UHC-49290-17	—	5364 Elm St, Houston, TX, 77087	0.84	State name converted to code Placeholder values cleared
ENR-137759	ENR	Ahmed I Stephens	2002-05-21	UHC-96212-94	3982448873	7204 Indian School Rd, Miami, FL, 33173	0.84	Phone reformatted State name converted to code
PRV-21518	PRV	Jason Duncan	1996-06-16	UHC-47431-54	—	783 Washington St, Houston, TX, 77091	0.84	Date of birth reformatted State name converted to code
TPA-61638	TPA	Mari Jordan	1979-04-01	UHC-32080-45	—	7536 Central Ave, Atlanta, GA, 30385	0.84	State name converted to code Placeholder values cleared
ENR-127779	ENR	Logan G Carr	1939-04-14	UHC-24445-30	—	1730 Cedar Ln, Las Vegas, NV, 89168	0.84	Date of birth reformatted State name converted to code
CLM-409609	CLM	Bradlye M Brown	2004-06-11	UHC-19081-69	5829602879	4265 Grand Ave, Houston, TX, 77064	0.84	State name converted to code Placeholder values cleared
CLM-427379	CLM	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St, Miami, FL, 33168	0.84	Phone reformatted State name converted to code
CLM-407093	CLM	Joseph Wheeler	1971-03-15	—	7508765534	8613 Canyon Rd, Chandler, AZ, 85228	0.84	State name converted to code Placeholder values cleared
ENR-101365	ENR	Tyler Clark	2006-09-12	UHC-35174-96	7254736113	2446 Indian School Rd, Sacramento, CA, 95895	0.84	State name converted to code Whitespace trimmed
TPA-62262	TPA	Michelle Reed	1990-08-13	—	—	8363 Mesa Dr, Phoenix, AZ, 85052	0.84	State name converted to code Placeholder values cleared
CLM-417874	CLM	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX, 78712	0.84	State name converted to code Placeholder values cleared
ENR-110499	ENR	Gregory M Warren	1964-07-25	UHC-08947-69	9863403180	1904 Highland Ave, Plano, TX, 75062	0.86	State name converted to code
ENR-127353	ENR	Jordan F Rose	1980-10-09	UHC-57654-16	8165713463	4464 Lincoln Way, Gilbert, AZ, 85241	0.86	State name converted to code
PRV-21782	PRV	Alan Tran	1970-06-06	UHC-55420-11	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.86	State name converted to code
ENR-142225	ENR	Jeffrey Bishop	1982-07-25	UHC-69223-22	—	1751 Desert Sky Blvd, Scottsdale, AZ, 85205	0.86	State name converted to code
ENR-119808	ENR	Dennis H Mendoza	1983-03-10	UHC-19611-28	9748507483	2596 Ocean Ave, Phoenix, AZ, 85016	0.86	State name converted to code
ENR-113444	ENR	David Yang	2008-01-27	UHC-06564-81	2063808058	7936 Park Pl, Atlanta, GA, 30313	0.86	State name converted to code
ENR-131856	ENR	Gabriel V James	1997-01-16	UHC-26474-27	9162055902	4213 Main St, Jacksonville, FL, 32274	0.86	State name converted to code
TPA-56698	TPA	Jerry Armstrong	1940-04-10	UHC-40480-51	—	6898 Mountain View Dr, Phoenix, AZ, 85058	0.86	State name converted to code
ENR-105535	ENR	Paamela Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.86	State name converted to code
ENR-114505	ENR	Young E Yuki	1996-07-28	UHC-62181-02	9112513503	3765 Central Ave, Glendale, AZ, 85393	0.86	State name converted to code
ENR-105732	ENR	Alexis L Carlson	1986-10-10	UHC-24466-11	9758568268	8114 Apache Blvd, Eden Prairie, MN, 55394	0.86	State name converted to code
ENR-129205	ENR	Henry K Coleman	1969-01-26	UHC-79227-30	—	5397 Market St, Tucson, AZ, 85779	0.86	State name converted to code
ENR-120794	ENR	Albert Park	1996-01-13	UHC-63880-59	7129588287	3014 Forest Ave, Los Angeles, CA, 90053	0.86	State name converted to code

9,084 rows, page 182 of 182Previous Next