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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125788	ENR	Dylan O Robinson	2007-07-15	UHC-25806-40	5043219582	3396 Maple Ave Apt 14, Orlando, FL, 32819	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-406912	CLM	Priya Barnes	—	—	—	4086 Ocean Ave, Tampa, FL	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-23479	PRV	Julie J Wilson	—	UHC-76381-41	2859476131	9127 Pine Dr # 522, Columbus, OH, 43249	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-102434	ENR	Brandon M Fox	2005-04-28	UHC-96771-85	—	267 Camelback Rd, Plano, TX	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
TPA-63047	TPA	Cheryl Lnua	1999-12-26	—	9438515939	5148 Harbor Blvd, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54561	TPA	Anna Dunn	1979-05-15	—	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422253	CLM	Ruth Ford	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd # 429, Tempe, AZ, 85217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130377	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave, Nashville, TN, 37284	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23044	PRV	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN, 37244	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20138	PRV	Debra W Davis	1986-02-13	—	—	1252 Church St Apt 30, Orlando, FL	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-64284	TPA	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27712	PRV	Carl Sims	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106648	ENR	David Lynch	1973-03-08	UHC-33248-89	3677903060	8297 Forest Ave, Tampa, FL	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-411367	CLM	Jonathan Wheeler	2007-10-20	—	—	8429 Hillcrest Rd # 900, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-116649	ENR	Maria F Perry	1979-04-28	UHC-32511-56	2539748266	6760 Willow Ct, Sacramento, CA, 95885	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-26571	PRV	Ruth W Ford	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd # 189, Tempe, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61933	TPA	Eugene Henderson	1959-02-22	—	2215016506	3030 Ocean Ave Apt 21, Scottsdale, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132607	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	—	5420 Market St, Eden Prairie, MN, 55374	0.48	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-141839	ENR	Patricia Rice	1951-11-26	UHC-18805-90	9116215964	8745 Mesa Dr # 267, Los Angeles, CA, 90086	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22545	PRV	Walter H Fuller	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422595	CLM	Teresa H West	1965-11-01	UHC-07289-33	—	5088 Main St Apt 27, Mesa, AZ, 85245	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410773	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50075	TPA	Richard Kelley	1961-01-10	UHC-55573-18	7543617207	1539 Spring St, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56994	TPA	Diane A Hunter	1963-01-01	—	8983774826	8372 Lake View Rd, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-132023	ENR	Charlotte Matthews	1979-09-26	UHC-91604-76	9234670934	7380 Lincoln Way, Miami, FL, 33180	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-414920	CLM	Don Hamilton	—	UHC-49782-38	3453084119	4473 Canyon Rd, Columbus, OH, 43291	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-405249	CLM	Kathryn T Lawson	1984-08-08	UHC-85546-13	—	6848 Harbor Blvd, Phoenix, AZ, 85001	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59621	TPA	Stephanie Campblel	1952-03-26	—	6653742124	6703 River Rd Apt 29, Denver, CO	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-64268	TPA	Matthews Rachel	1985-04-21	—	7363774936	8619 Lincoln Way, Los Angeles, CA, 90084	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140296	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53990	TPA	Cheryl Stepehns	2008-06-25	—	—	8534 Valley View Dr Apt 5, Austin, TX	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102646	ENR	Randy Booyd	1984-06-23	UHC-69182-33	7288310334	8961 Baseline Rd # 693, Fresno, CA, 93715	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-132380	ENR	Stephanie B Jenkins	1972-11-19	UHC-66957-95	—	3598 Hillcrest Rd, Tempe, AZ, 85273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-415339	CLM	Margaret N Foster	1970-07-13	—	9732494998	7591 Cedar Ln, Minneapolis, MN, 55418	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114444	ENR	Debra Fernandez	1977-09-23	UHC-61165-26	6043178586	3489 Ridge Rd, Jacksonville, FL, 32236	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-120770	ENR	Russell Harrsion	—	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140346	ENR	Eugene F Reyes	1966-05-18	UHC-92197-11	5669062931	9300 Maple Ave, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416948	CLM	Bradley Q Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-22249	PRV	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429228	CLM	Thomas Campbell	1945-08-21	UHC-19472-43	2504766586	1644 Highland Ave, Eden Prairie, MN, 55327	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58973	TPA	Jessica Miller	1952-02-08	—	—	8223 Jefferson Ave, Jacksonville, FL, 32252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22998	PRV	Mason H Chen	1982-09-21	UHC-68233-59	7104003271	9569 Canyon Rd Apt 30, San Antonio, TX, 78240	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
PRV-27940	PRV	Richard L Gonzales	1974-05-08	UHC-13350-17	7223272474	6299 Ocean Ave, Minneapolis, MN	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28727	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28726	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406139	CLM	Jacob Kim	1988-11-28	—	—	3777 Cedar Ln, Los Angeles, CA, 90039	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23318	PRV	Rebecca Garza	—	UHC-40205-49	5495561390	5199 Union St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-23801	PRV	Marilyn Aguilar	1989-02-22	—	4464578877	4665 Baseline Rd, Chandler, AZ, 85235	0.48	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+4 more
TPA-56512	TPA	Pamela K Butler	1995-11-10	—	—	8619 Spring St, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more

71,257 rows, page 46 of 1,426Previous Next