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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127979	ENR	Eugene T Spencer	1980-09-06	UHC-72821-85	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103320	ENR	Bryan B Estrada	1939-02-12	UHC-28517-49	4176645671	2929 Valley View Dr, Columbus, OH, 43238	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109683	ENR	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-119277	ENR	Denise B Sanchez	1994-11-02	UHC-02390-99	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114059	ENR	Diana Reynolds	1970-07-19	UHC-32272-44	9379063652	6536 Lake View Rd, Fresno, CA, 93700	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126980	ENR	Keith Diaz	1996-11-13	UHC-14729-92	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104118	ENR	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142759	ENR	Andrea Kelly	1999-08-23	UHC-83502-01	7415790386	3451 Valley View Dr, San Antonio, TX, 78230	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102427	ENR	Patricia G Wood	1957-06-24	UHC-51254-08	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120683	ENR	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113706	ENR	Catherine Y Bennett	1945-01-20	UHC-61792-31	4918452836	9312 Indian School Rd, Orlando, FL, 32854	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123898	ENR	John W Thoams	1960-05-14	UHC-00769-29	5769066203	8931 Baseline Rd, Scottsdale, AZ, 85282	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106832	ENR	Barbara G Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr, Jacksonville, FL, 32235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112589	ENR	Brandon Jacobs	1962-07-15	UHC-72775-55	7329392553	6182 Lincoln Way, Houston, TX, 77019	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107753	ENR	Patricia Hanson	2006-01-25	UHC-26195-41	4478472521	142 Mesa Dr, Seattle, WA, 98179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136779	ENR	Susan Braadley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123529	ENR	Elizabeth O Wells	1985-09-11	UHC-74329-89	4477961760	8340 Baseline Rd, Dallas, TX, 75282	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131218	ENR	Heather Fuller	1938-09-04	UHC-97671-82	9303423348	5849 Mesa Dr, Minneapolis, MN, 55478	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122283	ENR	Olivia J Padilla	2001-03-03	UHC-79554-60	5407022348	847 Market St, Tempe, AZ, 85266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138196	ENR	Barndon Santos	1965-05-10	UHC-60608-39	7203435308	1113 Broadway, Houston, TX, 77091	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-112896	ENR	Virginia X Fox	1962-11-23	UHC-87518-06	8415476810	5562 Grand Ave, Miami, FL, 33143	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108962	ENR	Nancy H Spencer	2009-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112077	ENR	Cheryl M Riley	1984-03-14	UHC-78761-15	4796605566	1550 Spring St, Eden Prairie, MN, 55385	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111081	ENR	Anthony E Henderson	1989-01-09	UHC-92935-47	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120463	ENR	Jaon W Riios	2008-12-12	UHC-15718-04	2185854793	3062 Grand Ave, Chandler, AZ, 85216	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129720	ENR	Heather P Cook	1973-01-10	UHC-56657-20	2199415062	6040 Mountain View Dr, Tampa, FL, 33672	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109425	ENR	Frank L Cartar	1989-09-19	UHC-96878-77	6873963969	8971 Market St, Tempe, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121505	ENR	Deborah K Jamse	1944-12-13	UHC-46277-47	5233074985	335 Indian School Rd, Tempe, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125379	ENR	Crhistina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104728	ENR	Emily V Le	1997-12-09	UHC-71304-15	9219277847	7478 Oak St, Minneapolis, MN, 55479	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135734	ENR	Ahmed D Carter	1994-10-16	UHC-42546-68	5245089289	5512 Sunset Blvd, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113754	ENR	Cheryl Collins	1992-04-14	UHC-48515-83	4783251355	7644 Washington St, Phoenix, AZ, 85021	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107495	ENR	Michael Owens	1940-08-19	UHC-07421-16	4108483787	3292 Valley View Dr, Austin, TX, 78773	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120992	ENR	Billy M Fuller	1961-03-05	UHC-50232-64	2473987039	4442 Ocean Ave, Eden Prairie, MN, 55326	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-117431	ENR	Gabriel Garcia	1949-10-24	UHC-95145-59	3817068853	6830 Jefferson Ave, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114309	ENR	Teresa R Payne	1959-09-23	UHC-81632-20	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.62	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-122536	ENR	Jordan J Carr	1977-09-07	UHC-85213-42	2726532454	9856 Highland Ave, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-119568	ENR	Doris N Laswon	1997-10-27	UHC-56459-08	5672968175	7664 Cedar Ln, San Antonio, TX, 78262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122388	ENR	Cooer Joan	1991-01-05	UHC-11316-57	2995173552	2610 Sage Ct, Jacksonville, FL, 32272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112252	ENR	Pat O Webb	1991-07-23	UHC-74916-65	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110986	ENR	Justin Q Wright	1963-11-15	UHC-25235-54	—	4940 Elm St, Plano, TX, 75057	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135802	ENR	Fatima F Freeman	1986-09-04	UHC-38123-26	5438216398	6623 Church St, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124926	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-108685	ENR	Jean Young	1984-04-15	UHC-65180-97	—	9692 Canyon Rd, Dallas, TX, 75221	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125879	ENR	Jack Byrant	1943-03-28	UHC-24204-39	3223282768	5800 Willow Ct, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142871	ENR	Carol X Montgomery	1940-02-12	UHC-00036-56	5968147229	7758 Desert Sky Blvd, Tampa, FL, 33697	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117648	ENR	Barbara C Edwards	1951-10-01	UHC-91524-18	8699664205	4467 Ocean Ave, Seattle, WA, 98174	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140751	ENR	Pamela Webb	1959-08-09	UHC-44862-76	5886398018	6001 Church St, Austin, TX, 78760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139927	ENR	David Vezquez	1991-07-20	UHC-60007-82	6243644386	5431 Mesa Dr, Atlanta, GA, 30391	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127265	ENR	Sara Carpenter	1950-10-24	UHC-95596-44	4195231041	5046 Mesa Dr, Columbus, OH, 43252	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

4,309 rows, page 35 of 87Previous Next