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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133917	ENR	Betsy L Jordan	1979-02-15	UHC-64254-45	2812616714	7409 Apache Blvd # 439, Las Vegas, NV, 89180	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased
ENR-132464	ENR	Catherine K Luna	1986-09-14	UHC-54238-50	3645031567	4991 Forest Ave Apt 4, Jacksonville, FL, 32297	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111337	ENR	Wayne V Ferguson	1969-06-12	UHC-81497-60	7397781136	8019 Broadway Apt 28, Mesa, AZ, 85235	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-119988	ENR	Lisa D Shaw	1989-08-06	UHC-91238-33	7452588793	3486 Elm St Apt 6, San Diego, CA, 92141	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
ENR-134710	ENR	Michael B Schmidt	2004-10-28	UHC-23738-80	5799566239	7258 Harbor Blvd # 156, Dallas, TX, 75268	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
ENR-139198	ENR	Ralph Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St # 815, Miami, FL, 33166	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-101475	ENR	Logan B Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln Apt 36, Houston, TX, 77006	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
ENR-120809	ENR	Sharon Herrera	1966-02-01	UHC-47949-97	4384279687	8230 Market St # 227, Jacksonville, FL, 32291	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-100742	ENR	Camila Muoz	2001-02-08	UHC-45689-80	4463192923	9324 Cedar Ln # 506, Seattle, WA, 98134	0.80	Name re-cased Unit split from street State code upper-cased Whitespace trimmed
ENR-118932	ENR	Sam F Hall	1969-07-09	UHC-98058-91	7723416986	2021 Spring St # 138, Fresno, CA, 93792	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
ENR-131264	ENR	Jack K Mendeez	1994-11-26	UHC-42456-07	3384711511	4621 Meadow Ln Apt 31, Columbus, OH, 43213	0.80	Name re-cased Unit split from street Email lower-cased Whitespace trimmed
ENR-109108	ENR	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr # 406, Atlanta, GA, 30335	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-130471	ENR	Juan R Graham	1954-01-27	UHC-74875-35	8209215158	2411 Ridge Rd Apt 24, Plano, TX, 75066	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
ENR-102009	ENR	Ruth H Lopez	1979-04-26	UHC-12394-78	5202067943	1056 Ocean Ave # 794, Dallas, TX, 75255	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-130585	ENR	Deborah I Johnson	1966-12-22	UHC-21336-38	3603121060	1475 Ridge Rd Apt 7, Phoenix, AZ, 85079	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-131981	ENR	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct # 425, Dallas, TX, 75272	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
ENR-140986	ENR	Betty D Stevens	1970-06-23	UHC-37763-62	3338990718	9098 Desert Sky Blvd Apt 22, Nashville, TN, 37258	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-125857	ENR	Mason J Coleman	1945-03-06	UHC-85729-88	—	8309 Harbor Blvd # 554, Nashville, TN, 37266	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-124561	ENR	Gary Brown	1950-01-24	UHC-63458-01	4588476731	5247 Jefferson Ave # 952, Tucson, AZ, 85789	0.80	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased
ENR-105786	ENR	Alexis Edwards	1976-03-25	UHC-56268-01	2863973708	561 Indian School Rd Apt 29, San Antonio, TX, 78201	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-100240	ENR	Amy G Davis	1954-01-25	UHC-51358-12	8135433571	6945 Grand Ave Apt 7, San Diego, CA, 92132	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
ENR-132804	ENR	Charlotte D Hunter	1980-03-17	UHC-78791-32	6694587562	7332 Park Pl # 734, Plano, TX, 75075	0.80	Name re-cased Phone reformatted Member ID reformatted Unit split from street
ENR-143073	ENR	Charles M Gordon	1943-09-21	UHC-54101-17	—	2811 Desert Sky Blvd # 641, Sacramento, CA, 95830	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-135176	ENR	Rebecca Rodriguez	1964-11-20	UHC-98034-10	6947712326	9840 Ridge Rd # 887, Plano, TX, 75077	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-126731	ENR	Isabella Garza	1975-04-25	UHC-80809-16	7746165671	1755 Mesa Dr # 733, San Antonio, TX, 78281	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
ENR-113248	ENR	Samuel N Holmes	1960-02-12	UHC-57779-10	7489567212	378 Willow Ct Apt 14, Eden Prairie, MN, 55322	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
ENR-142691	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 19, Fresno, CA, 93790	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-137143	ENR	Scott Welch	1981-07-13	UHC-80197-78	3428648102	5665 Elm St Apt 21, Denver, CO, 80220	0.80	Member ID reformatted Unit split from street City re-cased Placeholder values cleared
ENR-134324	ENR	Evelyn W Ortega	1989-08-23	UHC-60381-37	2319301873	8689 Grand Ave # 653, San Antonio, TX, 78281	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-134325	ENR	Evelyn W Ortega	1989-08-23	UHC-60381-37	2319301873	8689 Grand Ave # 653, San Antonio, TX, 78281	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-140504	ENR	Ronald Wheeler	2001-02-14	UHC-40273-72	2594435268	1587 Park Pl Apt 17, Plano, TX, 75076	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-124069	ENR	Maraina N James	1986-07-14	UHC-06414-35	—	5211 Maple Ave Apt 40, Austin, TX, 78786	0.80	Date of birth reformatted Unit split from street State code upper-cased Placeholder values cleared
ENR-140377	ENR	Jesse M Bryant	1948-07-25	UHC-24474-58	5714282738	9551 Sunset Blvd Apt 34, Los Angeles, CA, 90089	0.80	Date of birth reformatted Unit split from street Email lower-cased Whitespace trimmed
ENR-123228	ENR	Jason L Austin	1986-11-16	UHC-01733-48	4133484121	5495 Union St # 295, Seattle, WA, 98100	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-103870	ENR	Carl Morgan	1992-08-12	UHC-90910-90	2293914072	459 Indian School Rd # 951, Los Angeles, CA, 90048	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
ENR-106959	ENR	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave Apt 13, Plano, TX, 75094	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street
ENR-121038	ENR	Patrick J Gardner	2000-08-12	UHC-61113-46	—	3583 Canyon Rd # 200, Dallas, TX, 75290	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142322	ENR	Aisha Gardner	1969-09-06	UHC-26182-08	8297864618	8538 Hillcrest Rd # 796, Sacramento, CA, 95884	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
ENR-122284	ENR	Karen W Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd # 671, Atlanta, GA, 30324	0.80	Name re-cased Unit split from street State code upper-cased Whitespace trimmed
ENR-116399	ENR	Austin R Grant	1998-01-03	UHC-48590-16	2462057098	4761 River Rd Apt 2, Houston, TX, 77049	0.80	Member ID reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-138818	ENR	Nancy Harrison	1980-08-04	—	3896091109	1411 Ocean Ave # 844, Columbus, OH, 43227	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-115671	ENR	Randy Webb	1957-12-03	—	7596643441	2472 Spring St # 532, Houston, TX, 77011	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127239	ENR	Barb D Adams	1965-10-03	UHC-39914-52	5533683724	7342 Broadway Apt 27, Jacksonville, FL, 32229	0.80	Phone reformatted Unit split from street Address re-cased Email lower-cased
ENR-142891	ENR	Frances Meyer	1984-11-08	UHC-73465-35	3305826542	4342 Main St # 935, Phoenix, AZ, 85091	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-125837	ENR	Lauren L Jenkins	1993-01-23	UHC-90622-75	4202581056	6021 Mountain View Dr Apt 9, Austin, TX, 78732	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
ENR-137725	ENR	Gabriel W Sanders	2006-05-23	UHC-13138-62	9645939670	1842 Broadway # 779, Jacksonville, FL, 32249	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-138264	ENR	Melissa G Vega	1973-10-25	UHC-29326-02	6497958231	5150 Park Pl Apt 1, Tempe, AZ, 85295	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-140406	ENR	Dick A Rodriguez	1946-12-14	UHC-95527-04	3606438265	9317 Bayshore Dr Apt 31, Chandler, AZ, 85233	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-121641	ENR	Camila Watson	1959-05-04	UHC-51706-13	5075784880	1393 Willow Ct Apt 12, Sacramento, CA, 95823	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-133831	ENR	Bruce O Bradley	1980-12-26	UHC-46814-65	9732473253	691 Broadway Apt 35, Plano, TX, 75022	0.80	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed

3,345 rows, page 62 of 67Previous Next