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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405145	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-405144	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-64037	TPA	Logan Lnch	1967-08-25	—	—	6009 Palm Dr, Fresno, CA, 93755	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63287	TPA	Nathan Campbell	1985-11-19	UHC-33373-43	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123411	ENR	Donald E Burns	1976-06-18	UHC-07422-52	5682396235	887 Mesa Dr Apt 27, Fresno, CA, 93780	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-52092	TPA	Bradley Schmidt	1954-04-16	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-131085	ENR	Isabella D Cen	1952-04-22	UHC-16836-61	2087295520	577 Willow Ct, Tempe, AZ, 85260	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127675	ENR	Lori W Johnston	1998-12-05	UHC-64408-29	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422409	CLM	Isabella Lopez	1960-01-05	UHC-82562-05	—	3478 Bayshore Dr, Seattle, WA, 98194	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110081	ENR	Peter Kelly	1981-07-09	UHC-28833-25	5439815708	8295 Mountain View Dr, Las Vegas, NV, 89106	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-127485	ENR	Michelle R Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave Apt 21, Chandler, AZ, 85278	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-417727	CLM	Logan Yang	1967-09-12	—	—	219 Lincoln Way # 494, San Antonio, TX, 78217	0.54	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-113090	ENR	Jason Cole	2007-07-06	UHC-46743-18	6412113722	1897 Washington St # 701, Phoenix, AZ, 85006	0.54	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+1 more
PRV-28370	PRV	Nicole K Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ, 85299	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-414646	CLM	Wlliam Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-120212	ENR	John Clark	1944-10-26	UHC-32961-20	3784046841	1606 Desert Sky Blvd, Plano, TX, 75037	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
CLM-400440	CLM	Juen Castro	1979-08-01	—	—	3550 Sunset Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410770	CLM	Abigail C Johnston	2002-06-09	—	—	5319 Meadow Ln, Dallas, TX, 75235	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25101	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25100	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58371	TPA	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave, Seattle, WA, 98197	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-136872	ENR	Ryan Richards	1978-06-09	UHC-25214-36	3646159985	4533 Mesa Dr # 596, Los Angeles, CA, 90039	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-53929	TPA	Cheryl Dunn	1987-12-14	—	—	6313 Highland Ave, Eden Prairie, MN, 55363	0.54	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+1 more
ENR-136293	ENR	Billy A Washington	1996-02-02	UHC-77163-13	—	1371 Desert Sky Blvd, Glendale, AZ, 85336	0.54	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-427532	CLM	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd # 324, Dallas, TX, 75216	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-108652	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108653	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402456	CLM	Philip Marshall	1939-03-28	UHC-88317-89	—	7863 Washington St, Phoenix, AZ, 85083	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-132441	ENR	Jeremy V McDonald	1940-06-12	UHC-67446-94	—	5567 Willow Ct, Fresno, CA, 93729	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-138597	ENR	Austin Rogers	1986-07-06	UHC-96104-23	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-429511	CLM	Jula Lucas	1981-07-20	—	—	504 Sunset Blvd, Minneapolis, MN, 55447	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-54545	TPA	Frank S Garrett	1984-11-11	—	—	9229 Sunset Blvd, Tampa, FL, 33618	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102147	ENR	Nathan M Armstrong	1942-02-06	UHC-15778-11	—	5140 Highland Ave, Orlando, FL	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-106456	ENR	Linda N Murray	1957-10-15	UHC-87160-20	4236600658	9085 Washington St Apt 28, Mesa, AZ, 85250	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-424035	CLM	John Moreno	1973-04-20	UHC-62742-88	—	6704 Apache Blvd, Sacramento, CA, 95860	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126190	ENR	Mary X Williams	1960-06-08	UHC-91552-92	4679682584	975 Mesa Dr, Denver, CO, 80254	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411492	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-414217	CLM	Helen Graham	1985-11-14	—	9308134417	7493 Park Pl, Miami, FL, 33137	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136903	ENR	Steven Z Banks	1996-02-04	UHC-07451-51	3894330654	3470 Bayshore Dr, Eden Prairie, MN, 55348	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-431186	CLM	Evelyn Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL	0.54	Two-digit birth year City re-cased ZIP missing Gender normalised+1 more
CLM-409273	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-409272	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-138415	ENR	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-133116	ENR	Arthur P Carter	1953-09-20	UHC-46569-38	5048582651	7582 Washington St, Chandler, AZ, 85272	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400694	CLM	Wlson Elizabeth	1957-02-10	UHC-61515-34	—	3145 Desert Sky Blvd, Phoenix, AZ, 85002	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-141637	ENR	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.54	Two-digit birth year SSN last four extracted City re-cased Gender normalised+1 more
PRV-24013	PRV	Paul Millls	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX	0.54	Two-digit birth year Phone reformatted ZIP missing Gender normalised+1 more
ENR-135524	ENR	James S Banks	1999-03-22	UHC-39366-98	8353343174	2151 Ocean Ave Apt 1, Nashville, TN, 37280	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more

6,661 rows, page 39 of 134Previous Next