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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113900	ENR	Heather G Pricce	1957-11-07	UHC-36993-92	9748887320	7101 Palm Dr, Dallas, TX, 75220	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118998	ENR	Patricia L Garza	1949-02-25	UHC-24445-51	5262428703	3187 Jefferson Ave, Seattle, WA, 98187	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138612	ENR	Debra O Obrien	1971-06-16	UHC-31731-46	6933298041	3034 Park Pl, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139314	ENR	Terry Henderson	1940-10-05	UHC-17287-55	4433182087	4042 Desert Sky Blvd, Los Angeles, CA, 90091	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103709	ENR	Catherine Z Cook	1990-06-20	UHC-04400-74	6793246419	9282 Church St, Atlanta, GA, 30369	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131926	ENR	Grace Payne	1973-11-25	UHC-34652-72	5048748926	4276 Desert Sky Blvd, San Antonio, TX, 78287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113348	ENR	QJunk	1994-11-06	UHC-15235-11	6353217120	4333 Spring St, Atlanta, GA, 30351	0.76	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+2 more
ENR-134218	ENR	James Bishop	1953-11-23	UHC-85304-86	8999219614	7154 Lake View Rd, Orlando, FL, 32851	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140508	ENR	Sophia Kennedy	1974-02-17	UHC-66172-51	4258701258	7941 Cedar Ln, Los Angeles, CA, 90068	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135655	ENR	Olivia Maldonado	1958-04-09	UHC-41359-99	8287953425	7572 Desert Sky Blvd, Miami, FL, 33160	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137005	ENR	Jacqueline M Jacckson	1952-07-07	UHC-10320-15	6553373931	593 Sunset Blvd, Jacksonville, FL, 32219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135746	ENR	Kyle Myers	1982-10-21	UHC-86503-69	8117354532	2974 Ridge Rd, Mesa, AZ, 85211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113653	ENR	Ryan S Lee	1954-03-19	UHC-00591-94	8004929199	3536 Market St, Phoenix, AZ, 85003	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-130582	ENR	Matthew Bradley	1974-06-22	UHC-67838-83	4776024405	8537 Baseline Rd, Glendale, AZ, 85300	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142658	ENR	Laura Torres	1972-04-11	UHC-50103-28	—	3253 Willow Ct, Columbus, OH, 43286	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132832	ENR	Hiroshi J Carter	1967-11-03	UHC-65778-19	3579257462	5104 Ocean Ave, Denver, CO, 80296	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132759	ENR	Kyle Miller	1972-10-17	UHC-06290-50	2157418181	436 Union St, Minneapolis, MN, 55458	0.76	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-130250	ENR	Gloria Dominguez	1971-02-23	UHC-01497-69	4503073675	4740 Palm Dr, Columbus, OH, 43235	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116498	ENR	Noah Riley	1991-07-13	UHC-66572-58	3923017100	5978 Mountain View Dr, Plano, TX, 75073	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-107332	ENR	Roy Franklin	1957-05-03	UHC-13459-98	3447196658	2596 Park Pl, Phoenix, AZ, 85035	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114663	ENR	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118644	ENR	Sharon T Reyes	2000-02-24	UHC-21583-90	3753305640	632 Valley View Dr, Columbus, OH, 43234	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133153	ENR	Evelyn Adams	2004-01-19	UHC-78739-98	3709987297	9199 Broadway, Orlando, FL, 32869	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-135565	ENR	Nathan Cunningham	—	UHC-50761-20	—	3407 Sunset Blvd, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+2 more
ENR-129416	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129417	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105029	ENR	Hiroshi Dominguez	1942-06-23	UHC-02224-53	8594602517	9789 Central Ave, Orlando, FL, 32850	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119344	ENR	Alexander C Washington	1959-07-09	UHC-78887-44	2614249268	5736 River Rd, San Antonio, TX, 78247	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115301	ENR	Carol U Wong	1976-07-24	UHC-50949-09	2832181416	5803 Ridge Rd, Seattle, WA, 98132	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118571	ENR	Stephen Evans	1941-07-16	UHC-92118-02	5667832046	539 Indian School Rd, Houston, TX, 77016	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139229	ENR	Melissa O Soto	1979-06-25	UHC-47899-58	2323469411	4356 Jefferson Ave, Fresno, CA, 93723	0.76	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-101110	ENR	Gary T Miller	1942-11-20	UHC-48716-78	4508897399	6849 Apache Blvd, Minneapolis, MN, 55490	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125150	ENR	Danielle D King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.76	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
ENR-116525	ENR	Jordan N Burton	1994-05-09	UHC-01579-36	2104226562	9072 Forest Ave Apt 8, Las Vegas, NV, 89101	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-127650	ENR	Murphy Jordan	1986-12-16	UHC-04857-22	9374587240	621 Indian School Rd, Gilbert, AZ, 85230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125298	ENR	Sophia Wallace	1969-07-06	UHC-32491-14	7528944759	80 Forest Ave, Chandler, AZ, 85243	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132766	ENR	Aaron Lopez	2003-04-10	UHC-79349-76	2832008018	2613 Palm Dr, Fresno, CA, 93785	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126909	ENR	Wei X Avlarez	1986-10-15	UHC-99336-96	8643300786	5127 Elm St, Houston, TX, 77039	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135646	ENR	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd, Las Vegas, NV, 89154	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136075	ENR	Julia Rivera	1971-04-24	UHC-90037-16	7552429720	6720 Harbor Blvd, Tucson, AZ, 85702	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121564	ENR	Nancy Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-133986	ENR	Joan R Brooks	1997-11-12	UHC-46104-07	8687378189	7367 River Rd, Fresno, CA, 93733	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-104082	ENR	Margaret S James	1943-09-04	UHC-23284-60	—	831 Grand Ave, Tempe, AZ, 85240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114705	ENR	Russell Burton	1952-02-17	UHC-01623-59	9828603412	3838 Oak St, Scottsdale, AZ, 85244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117824	ENR	Hananh C Day	1991-08-23	UHC-89666-89	2932364050	914 Indian School Rd, Minneapolis, MN, 55469	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137097	ENR	Rebecca Luna	1949-06-01	UHC-65111-39	6804066795	1388 Church St, Jacksonville, FL, 32290	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134168	ENR	Evelyn Alvarado	1979-10-24	UHC-61170-74	3065217185	6542 Mesa Dr, San Antonio, TX, 78232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106477	ENR	Catherine Z Foster	1998-10-10	UHC-39548-62	6687093722	6272 River Rd, Miami, FL, 33115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127194	ENR	Joseph P Mejia	1959-09-14	UHC-85282-74	3973207463	3699 Highland Ave, Orlando, FL, 32854	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-107732	ENR	Anna Gonzlez	1985-04-25	UHC-97937-83	6662206891	425 Elm St, Denver, CO, 80241	0.76	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more

8,423 rows, page 96 of 169Previous Next