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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107955	ENR	Elizabeth N Sanders	1955-07-26	UHC-72782-19	6746130166	7759 Sunset Blvd, Atlanta, GA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-140901	ENR	Yuki Webb	1948-10-21	UHC-25530-28	5104100495	8823 Washington St, Columbus, OH, 43297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126141	ENR	Keitth Salazar	2005-05-19	UHC-87404-77	7452698727	1828 Market St, Denver, CO, 80253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138122	ENR	Stephanie N Ruiz	1960-09-07	UHC-02243-45	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118183	ENR	Ryan Wayne	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125726	ENR	Abby Stewart	1950-11-04	UHC-23233-80	2465601392	3674 Harbor Blvd, Orlando, FL, 32894	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-112302	ENR	Mateo F Padilla	1938-04-21	UHC-63917-46	2684978011	8385 Forest Ave, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105398	ENR	Magaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr Apt 35, Denver, CO, 80260	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104113	ENR	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107299	ENR	Olivia Mason	2005-01-07	UHC-90490-25	7237419526	9078 Sunset Blvd, Tucson, AZ, 85770	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-141197	ENR	Alice Snyder	1981-06-05	UHC-65139-66	5149107994	9272 Palm Dr, Los Angeles, CA, 90003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113894	ENR	Randy Daniels	1945-06-11	UHC-90910-84	3882163376	4653 Highland Ave Apt 27, Austin, TX, 78748	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126433	ENR	Betty M Barens	1961-10-15	UHC-67824-46	5049354840	5988 Ocean Ave, Plano, TX, 75092	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-140064	ENR	Anthony Johnston	2005-11-28	UHC-74682-65	2978502921	713 Mountain View Dr # 110, Fresno, CA, 93719	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111404	ENR	Jerry I Price	1995-10-18	UHC-72503-97	9795004016	7498 Forest Ave Apt 32, San Antonio, TX, 78292	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-141420	ENR	William F Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136674	ENR	Sandra T Jesen	1993-12-28	UHC-72704-42	8775739605	2493 Meadow Ln, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113675	ENR	Paul V Rivera	1949-01-27	UHC-20758-69	3145054679	43 Lake View Rd, Gilbert, AZ, 85275	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140557	ENR	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112329	ENR	Ralph R Simmons	1962-05-14	UHC-34659-40	5336064870	6693 Washington St, San Diego, CA, 92176	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-118697	ENR	Kayla R Nunez	2002-09-15	UHC-82450-62	5919393165	317 Meadow Ln, Atlanta, GA, 30351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106359	ENR	Marcus U Hart	—	UHC-36017-42	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125343	ENR	Albert U Jenkins	1945-10-04	UHC-04855-81	6174537954	8782 Grand Ave, Houston, TX, 77076	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118906	ENR	Brian Lynch	1980-12-15	UHC-40970-34	7929380882	2551 Apache Blvd, Seattle, WA, 98112	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105222	ENR	Danielle Kim	1952-07-11	UHC-79152-15	4304538765	2296 Mountain View Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114546	ENR	Betty Q Bryant	1979-03-10	UHC-90755-54	3388271251	6889 Desert Sky Blvd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123790	ENR	Priya F Alvarado	1981-02-27	UHC-65556-89	5397289726	1111 Ridge Rd, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101751	ENR	Scott Reynolds	1944-05-06	UHC-58037-43	8183340725	9018 Harbor Blvd, Jacksonville, FL, 32281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111144	ENR	Christine B Porter	1989-09-25	UHC-92458-92	2055904854	1062 Apache Blvd, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113283	ENR	Julie H Sims	1980-02-25	UHC-52677-23	5126944707	4819 Valley View Dr, San Antonio, TX, 78220	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100990	ENR	Jennifer X Lawrence	1968-04-21	UHC-70242-30	9616050263	4321 Market St, Houston, TX, 77020	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137874	ENR	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100567	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140240	ENR	Sharon Davis	1996-09-05	UHC-22421-51	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-116764	ENR	Jerry E Porter	1980-01-22	UHC-55265-39	7855462350	8480 Forest Ave, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116948	ENR	Kathryn Tucker	2006-06-26	UHC-29928-51	5537032967	7904 Bayshore Dr, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117378	ENR	Omar Greene	1983-10-05	UHC-20535-09	3059045568	1583 Mountain View Dr, Los Angeles, CA, 90045	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122108	ENR	Terry Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109496	ENR	Sara U Richardson	2002-11-24	UHC-15590-20	5574408247	2997 Pine Dr, San Antonio, TX, 78207	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128908	ENR	Priya Allen	1991-02-12	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130096	ENR	Denise Williams	—	UHC-56251-29	7334825862	7599 Ridge Rd, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-103229	ENR	Wei W Ruiz	1994-04-06	UHC-16978-79	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138720	ENR	Victoria Wilson	1991-09-07	UHC-94894-07	3499299962	6910 Baseline Rd, Jacksonville, FL, 32211	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-138698	ENR	Nancy G Contreras	2003-07-06	UHC-06256-10	5337130635	8051 Highland Ave, Tempe, AZ, 85214	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-115768	ENR	Anna Medina	1972-05-06	UHC-37749-59	8437414462	7443 Desert Sky Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100042	ENR	Omar F Williams	1994-03-17	UHC-48669-35	7577838343	6733 Grand Ave, Miami, FL, 33178	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-131525	ENR	Philip D Guzamn	1996-01-05	UHC-22868-86	7795373319	8571 Main St, Orlando, FL, 32886	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108439	ENR	Alice Spencer	1942-06-18	UHC-10903-66	2532508988	6231 Bayshore Dr, Houston, TX, 77026	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138973	ENR	Laura Torres	1978-04-10	UHC-22561-29	4328771091	5328 Meadow Ln, Austin, TX, 78771	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135422	ENR	John Hanson	1978-09-09	UHC-61409-68	2874576932	9040 Park Pl, Glendale, AZ, 85387	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

28,181 rows, page 118 of 564Previous Next