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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121487	ENR	Valentina Harvey	1979-04-11	UHC-55797-03	2623696114	3650 River Rd, Austin, TX, 78759	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109787	ENR	Christian I Reynolds	1969-04-15	UHC-02582-56	—	836 Bayshore Dr, Plano, TX, 75001	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104736	ENR	Scott W Coleman	1981-11-07	UHC-13133-67	4019502072	5624 Meadow Ln, Glendale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125961	ENR	Hiroshi F Fowler	1947-09-07	UHC-09603-43	2724548137	6663 Ocean Ave, Tempe, AZ, 85201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132081	ENR	Meteo D Sanchez	1996-11-11	UHC-38016-14	4386527009	8758 Camelback Rd, Chandler, AZ, 85262	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119828	ENR	Julia T Garcia	1989-03-14	UHC-18000-24	3863688391	5786 Elm St, Glendale, AZ, 85387	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118754	ENR	Chapman Adam	1985-07-19	UHC-28802-93	5739619826	8709 Sage Ct, Eden Prairie, MN, 55360	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105115	ENR	Aaron N Freeman	2005-04-26	UHC-40711-63	3093288681	2647 Ridge Rd, Glendale, AZ, 85331	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130784	ENR	Terry Wood	1938-04-05	UHC-69297-45	3098066420	9822 Meadow Ln, Gilbert, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132782	ENR	Ashley Cox	1942-04-15	UHC-52514-87	6327020065	7781 Mountain View Dr, Miami, FL, 33180	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110650	ENR	Abigail Bradley	1974-05-23	—	8062646214	3110 Church St, Mesa, AZ, 85210	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-137794	ENR	Chris D Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100932	ENR	Susan N Bennett	1951-07-12	UHC-83289-11	9894362311	8267 Jefferson Ave, Denver, CO, 80203	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100931	ENR	Susan N Bennett	1951-07-12	UHC-83289-11	9894362311	8267 Jefferson Ave, Denver, CO, 80203	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114561	ENR	Marcus L Parker	1984-05-05	UHC-80216-92	—	3673 Meadow Ln, Denver, CO, 80213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120435	ENR	Arjun G Martinez	1938-06-17	UHC-42845-59	5955349977	210 Union St, Minneapolis, MN, 55436	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120434	ENR	Arjun G Martinez	1938-06-17	UHC-42845-59	5955349977	210 Union St, Minneapolis, MN, 55436	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109088	ENR	Diane X Green	1970-03-13	UHC-69198-75	6875571262	8333 Bayshore Dr, Nashville, TN, 37271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102203	ENR	Jose P Williams	1940-05-03	UHC-52685-40	2179123806	8734 Desert Sky Blvd, San Diego, CA, 92139	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138774	ENR	Ronald Sims	1996-12-07	UHC-78196-18	5319659262	7062 Grand Ave, San Diego, CA, 92149	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112259	ENR	Carl W Peterson	1955-02-24	UHC-56366-27	4335390980	1835 Lincoln Way, Houston, TX, 77088	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112258	ENR	Carl W Peterson	1955-02-24	UHC-56366-27	4335390980	1835 Lincoln Way, Houston, TX, 77088	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-137016	ENR	Keith R Fox	1975-03-08	UHC-46336-96	4036227000	7640 Jefferson Ave, Plano, TX, 75059	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126067	ENR	Justin Y Elliott	2007-08-16	UHC-63826-19	6837302596	797 Mountain View Dr, Phoenix, AZ, 85043	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126068	ENR	Justin Y Elliott	2007-08-16	UHC-63826-19	6837302596	797 Mountain View Dr, Phoenix, AZ, 85043	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134259	ENR	Ruth Mendoza	1961-05-11	UHC-36365-03	6194249710	3466 Ocean Ave, Phoenix, AZ, 85069	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114177	ENR	Daniielle R Clark	1984-08-14	UHC-04851-37	6436752151	8705 Palm Dr, Scottsdale, AZ, 85223	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116072	ENR	Karen Y Jackson	1949-11-02	UHC-60598-92	4917423988	1976 Main St, Tempe, AZ, 85225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129106	ENR	Carol I Campbell	1951-02-13	UHC-26225-85	4195754578	6013 Baseline Rd, Gilbert, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-105629	ENR	Andrea T Vazquez	1978-06-12	UHC-22645-45	7957729916	8128 Park Pl, Sacramento, CA, 95825	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124867	ENR	Terry W Kennedy	1978-01-10	UHC-22890-01	8496869856	5008 Ridge Rd, Eden Prairie, MN, 55394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131692	ENR	Barbara V Parker	1957-11-19	UHC-31913-58	3704420740	5518 Sunset Blvd, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-131609	ENR	Joe E Reyes	1982-01-09	UHC-06849-83	7764279864	1612 Church St, Dallas, TX, 75219	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107832	ENR	Mary F Garrett	1997-05-15	UHC-41408-06	3553547487	5195 Maple Ave, Tempe, AZ, 85265	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129742	ENR	Zachary X Olson	1993-09-06	UHC-00455-39	5858741769	592 Jefferson Ave, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113622	ENR	Sophia A Riey	1997-09-13	UHC-71413-86	—	6447 Union St, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-128872	ENR	Christina Morgan	1976-12-17	UHC-02447-79	5094133055	785 Highland Ave, Austin, TX, 78724	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-113147	ENR	Peter Wong	1965-05-19	UHC-38466-49	3798657689	1640 Ocean Ave, Seattle, WA, 98130	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103243	ENR	Samantha L Lucas	2003-12-03	UHC-52950-86	6475037906	8785 Mountain View Dr, Chandler, AZ, 85236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102103	ENR	Scott U Peters	1959-12-04	UHC-54729-14	8049583186	4995 Meadow Ln, Minneapolis, MN, 55428	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136360	ENR	Albert C Delgado	1939-08-14	UHC-47612-02	6594465449	7963 Meadow Ln, Plano, TX, 75095	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122647	ENR	Nathan Hughes	1989-09-13	—	9036262784	9491 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-124519	ENR	Sophia Y Tran	1957-12-07	UHC-25731-70	4529664935	5582 Ocean Ave, Glendale, AZ, 85303	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109346	ENR	Samantha Roberts	1980-10-12	UHC-44286-72	—	4083 Baseline Rd, San Diego, CA, 92160	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121326	ENR	Ana T Ortiz	1942-10-19	UHC-95492-70	4869835473	4649 Bayshore Dr, Glendale, AZ, 85304	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116724	ENR	Aber B Kennedy	1969-02-27	UHC-00983-53	6622072429	1169 Apache Blvd, Los Angeles, CA, 90098	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119399	ENR	Nathan T Watkins	1982-09-26	UHC-78419-09	8563790874	7109 Central Ave, Phoenix, AZ, 85034	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141404	ENR	Alexander Munoz	1971-02-14	—	6323478536	3127 Central Ave, Miami, FL, 33100	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143098	ENR	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124623	ENR	Ana Burton	1972-03-20	UHC-36574-30	4505117293	3854 Spring St, Chandler, AZ, 85266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 133 of 280Previous Next