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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140512	ENR	Peter E Ortega	1964-09-18	UHC-22118-94	7198514707	8810 Meadow Ln, Eden Prairie, MN, 55380	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102632	ENR	Randy D Barnes	2000-03-03	UHC-19730-93	—	429 Union St, Houston, TX, 77094	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114607	ENR	Carl P Thompson	1958-01-03	UHC-24596-43	4972423111	683 Spring St, Orlando, FL, 32803	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126438	ENR	Jacqueline Chen	1958-01-23	UHC-83800-38	6346649211	6127 Market St, Jacksonville, FL, 32217	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100956	ENR	Stephen Mrphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN, 37202	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132973	ENR	Bruce Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108757	ENR	Linda Richardson	1948-09-07	UHC-26607-58	6175671627	8758 Pine Dr, Orlando, FL, 32883	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124491	ENR	Alexannder Q Ray	1986-05-02	UHC-84597-48	5994177794	8891 Lincoln Way, Denver, CO, 80277	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121866	ENR	Roy L Price	1981-03-25	UHC-50198-86	6354591976	9852 Grand Ave, Houston, TX, 77076	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119690	ENR	Obrien P Wei	1995-04-14	UHC-10895-13	4725068553	6735 Central Ave, Austin, TX, 78744	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120067	ENR	Dennis H Bailey	1962-09-08	UHC-66574-58	5855393602	8646 Lake View Rd, Atlanta, GA, 30342	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111366	ENR	Kyle T Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102069	ENR	Brenda Carpenter	1956-11-07	UHC-35786-55	5297747295	7772 Elm St, San Antonio, TX, 78240	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115222	ENR	Elijah L Matthews	1953-03-16	UHC-77956-45	4108434974	8477 Pine Dr, Sacramento, CA, 95859	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112813	ENR	Thomas Kniht	1978-07-28	UHC-83731-45	—	6318 Mountain View Dr, Las Vegas, NV, 89122	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112812	ENR	Thomas Kniht	1978-07-28	UHC-83731-45	—	6318 Mountain View Dr, Las Vegas, NV, 89122	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130409	ENR	Harold P Sullivan	1955-11-14	UHC-24775-61	5059220639	1223 Sunset Blvd, Phoenix, AZ, 85034	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131398	ENR	Joan Duncan	1993-05-04	UHC-84887-28	8332606249	1439 Park Pl, Houston, TX, 77074	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100905	ENR	Melissa Palmer	1949-04-01	UHC-75388-97	2829691073	1984 Washington St, Tampa, FL, 33614	0.74	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+3 more
ENR-121857	ENR	Juan K Hall	1959-03-09	UHC-00284-66	4862670502	172 Washington St, Plano, TX, 75051	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123098	ENR	Zachary M Jenkins	1993-05-23	UHC-94606-11	4698708876	3919 Bayshore Dr, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135441	ENR	Bruce P Castro	2004-08-09	UHC-77062-42	5125950631	3158 River Rd, Fresno, CA, 93731	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106307	ENR	Thomas D Matthews	1986-10-08	UHC-26458-46	7183952497	5233 Camelback Rd, Nashville, TN, 37299	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124593	ENR	Noah N Franklin	1995-04-02	UHC-97712-18	6548000037	2280 Ocean Ave, Fresno, CA, 93710	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126455	ENR	Maria G Carr	1975-01-13	UHC-29916-28	4375047952	9203 Cedar Ln, Orlando, FL, 32835	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125486	ENR	Kimberly Rojas	1960-10-26	UHC-76532-99	2509481927	7233 Jefferson Ave, Chandler, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135790	ENR	Samuel F Weaver	1995-11-10	UHC-59511-37	—	7528 Central Ave, Mesa, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139348	ENR	Jason I Weber	1946-08-05	UHC-31032-99	7283690757	8292 Market St, Plano, TX, 75027	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137160	ENR	Michelle G Harrison	2000-04-28	UHC-04552-01	7899307291	2767 Indian School Rd, Jacksonville, FL, 32204	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120346	ENR	Randy K Soto	1969-03-03	UHC-79800-96	7264909914	368 Ridge Rd, Tucson, AZ, 85782	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113101	ENR	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122149	ENR	David U Chapman	1956-09-28	UHC-21154-82	6808289950	7079 Willow Ct, Jacksonville, FL, 32213	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115821	ENR	Jessica V Carpenter	1953-06-08	UHC-87434-60	—	6742 Spring St, Mesa, AZ, 85254	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112784	ENR	Sofia Dean	1988-09-15	UHC-65371-02	—	4411 Market St, Atlanta, GA, 30385	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126760	ENR	Jesse Phillips	1987-07-09	UHC-17172-85	2186839901	2747 Baseline Rd, Fresno, CA, 93720	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101474	ENR	Logan B Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln, Houston, TX, 77006	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136944	ENR	Jerry J Edwards	1958-03-13	UHC-16590-26	—	1159 Cedar Ln # 235, Orlando, FL, 32815	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-106418	ENR	Marilyn J Holmes	1969-06-20	UHC-45953-24	2928047037	174 Cedar Ln, Plano, TX, 75062	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116603	ENR	Thomas Wheeler	2007-05-28	UHC-26608-56	4217500706	1681 Highland Ave, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108271	ENR	Emily Cruz	2006-02-24	UHC-88304-23	7376475456	9514 Spring St, Mesa, AZ, 85245	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-112157	ENR	Megan K Meer	1945-04-12	UHC-75159-75	7098695661	4769 Park Pl, Atlanta, GA, 30330	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106740	ENR	Martha Jones	1984-08-03	UHC-13088-20	7917926535	4291 Market St, San Diego, CA, 92187	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103329	ENR	Omar A Jenkins	1959-02-18	UHC-84841-49	3305338264	6657 Cedar Ln, Jacksonville, FL, 32229	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136599	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	7392227653	1942 Meadow Ln, Chandler, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136600	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	7392227653	1942 Meadow Ln, Chandler, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120557	ENR	Philiip Y Ward	1982-01-18	UHC-04779-18	2739795001	2868 Desert Sky Blvd, Fresno, CA, 93749	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130774	ENR	Ema X Thomas	1970-03-16	UHC-83839-38	4802768039	1953 River Rd, Charlotte, NC, 28289	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102569	ENR	Charles Y Alvarado	1982-06-16	UHC-02972-27	9086343767	2654 Cedar Ln, Minneapolis, MN, 55448	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142263	ENR	Christopher B Jacobs	1992-05-18	UHC-75100-85	4729840307	432 Washington St, Eden Prairie, MN, 55359	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106332	ENR	Jonathan Z Arnold	1989-04-27	UHC-16896-95	—	3204 Mountain View Dr, Austin, TX, 78792	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more

16,916 rows, page 153 of 339Previous Next