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

Enrollment, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129405	ENR	Stephen Dominguez	1997-02-23	UHC-14104-16	5108078448	2598 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-122078	ENR	Lori Cruz	1989-04-25	UHC-87156-17	9102112334	6582 Sage Ct, Eden Prairie, MN, 55387	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-123106	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-123107	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-117591	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121613	ENR	Mary Alvarado	1938-10-26	UHC-45054-41	2634016797	7921 Mesa Dr Apt 23, Columbus, OH, 43220	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-132672	ENR	Lucia D Butler	1979-05-26	UHC-92207-77	7975432632	6114 Grand Ave, Miami, FL, 33134	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141375	ENR	Kyle N Gonzalez	1939-12-07	UHC-63081-75	8606172136	7257 Highland Ave, Las Vegas, NV, 89149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116550	ENR	Angela S Medina	2002-01-11	UHC-15519-91	6363529545	7100 Main St, Tampa, FL, 33627	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-126006	ENR	Mark Fields	2003-02-14	UHC-10940-32	—	3478 Sage Ct, Tucson, AZ, 85703	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131490	ENR	Lauren K Riley	2006-09-23	UHC-90836-20	5128344269	7060 Spring St, San Diego, CA, 92197	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140176	ENR	Valentina U Myers	1970-10-13	UHC-89048-81	4149779909	7798 Central Ave, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112688	ENR	Mariana Y Sanchez	1946-01-14	UHC-13522-61	8197343540	4672 Mountain View Dr, Charlotte, NC, 28284	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130077	ENR	Anna I Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121548	ENR	John L Anderson	1967-04-13	UHC-74807-02	5188578800	9872 Ocean Ave # 161, Phoenix, AZ, 85087	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-114338	ENR	Fatima Harper	1984-05-05	UHC-04017-02	9849307003	8679 Meadow Ln, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132195	ENR	Donna J Black	1968-08-19	UHC-71648-50	9448029616	7639 Maple Ave, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101251	ENR	Justin Shew	1971-02-13	UHC-36800-97	7232522359	9091 Baseline Rd, Eden Prairie, MN, 55301	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127368	ENR	George J Foster	1972-01-04	UHC-93150-43	6028437312	1130 Mesa Dr, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129992	ENR	Ethan Rice	1949-09-05	UHC-54339-21	9416825349	3615 Maple Ave, Mesa, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137383	ENR	Abgail Hanson	1989-08-08	UHC-48519-93	8327799402	9129 Canyon Rd, Fresno, CA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-116218	ENR	Juan Harris	1965-11-17	UHC-78189-72	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-128994	ENR	Beverly R Vega	1973-12-09	UHC-03703-82	8205195728	1150 Pine Dr, Glendale, AZ, 85350	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119698	ENR	Eugene N Reid	2007-10-28	UHC-52106-91	6964103273	4379 Sunset Blvd, Miami, FL, 33128	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-111614	ENR	Betty H Marqez	1981-09-01	UHC-53331-51	6003625515	4089 Sage Ct, Tampa, FL, 33688	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-111819	ENR	Michael M Patel	1960-12-08	UHC-44001-21	6857130246	4190 Forest Ave, Tempe, AZ, 85260	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-125024	ENR	Araon C Vasquez	1952-03-26	UHC-00462-69	3452336081	9311 Pine Dr, Phoenix, AZ, 85051	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-136883	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142766	ENR	Melissa R Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-118356	ENR	Johnny L Henry	1946-08-11	UHC-87860-22	7789280600	1677 Meadow Ln, Charlotte, NC, 28211	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113817	ENR	Charles I Perry	1988-07-26	UHC-25157-93	2026368819	8840 Hillcrest Rd, Glendale, AZ, 85313	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103328	ENR	Michelle N Medina	2006-03-15	UHC-20779-23	4713390533	2223 Spring St, Austin, TX, 78785	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
ENR-112039	ENR	Donald W Williamon	1972-09-21	UHC-85616-98	2744258674	1094 Jefferson Ave, San Antonio, TX, 78238	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-130688	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137314	ENR	Virginia Maldonado	1970-11-25	UHC-65188-99	6377741635	2323 Lincoln Way # 370, Eden Prairie, MN, 55388	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-124070	ENR	Sophia X Vega	2001-08-26	UHC-47773-39	5663784589	2161 Sage Ct, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100634	ENR	Megan Q Porter	1973-10-21	UHC-66937-90	2627702901	8071 Maple Ave, Tucson, AZ, 85797	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107925	ENR	Rachel O Carroll	1956-11-10	UHC-07257-67	9554036284	6558 Union St, Miami, FL, 33163	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-132823	ENR	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127366	ENR	Ralph Andrews	1946-09-20	UHC-36948-36	6505855461	4672 River Rd, Miami, FL, 33109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117630	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124487	ENR	Nicholas A Chapman	1942-02-14	UHC-21609-61	—	9582 Sage Ct, Phoenix, AZ, 85080	0.64	Name re-cased State name converted to code Email lower-cased Gender normalised+2 more
ENR-120539	ENR	Eric U Martinz	2002-09-12	—	6302163021	5589 Forest Ave, Fresno, CA, 93710	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108476	ENR	Paul Herrera	1994-10-15	UHC-49772-88	8872767298	2380 Broadway, Seattle, WA	0.64	Date of birth reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-138092	ENR	Powell Y Theresa	1989-01-21	UHC-35121-61	5392517226	852 Lincoln Way, Nashville, TN, 37278	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104131	ENR	Douglas S Tran	1989-11-23	UHC-80256-41	3402778579	3176 Jefferson Ave, San Diego, CA, 92141	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107690	ENR	Jimmy Ortega	1981-08-09	UHC-82229-70	3514890878	3696 Willow Ct, Fresno, CA, 93728	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102829	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

7,326 rows, page 84 of 147Previous Next