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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140108	ENR	Evelyn Santiago	1990-11-28	—	2074599198	238 Lake View Rd, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-141429	ENR	Rebecca Payne	1939-03-10	UHC-73170-37	6297749005	1740 Union St, Nashville, TN, 37257	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-103450	ENR	Madison Jones	1997-09-09	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.74	Name re-cased Date of birth reformatted City re-cased Email lower-cased+3 more
ENR-113805	ENR	Walter Moreno	1948-02-08	UHC-57962-48	2207894625	968 Park Pl, Charlotte, NC, 28220	0.74	Name re-cased Member ID reformatted City re-cased Email lower-cased+3 more
ENR-122671	ENR	Madison V Weber	1972-03-07	UHC-85127-96	2629504308	1549 Broadway, Glendale, AZ, 85363	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-135396	ENR	Julia L Miller	2000-08-25	UHC-18416-24	6243097387	2014 Jefferson Ave, Tempe, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106701	ENR	Justin Wong	1960-01-10	UHC-66794-56	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103553	ENR	Kathleen U Madina	1942-08-15	UHC-06034-54	8202887015	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-114955	ENR	Henry Murray	1946-02-20	UHC-84477-27	3549874866	3057 Forest Ave, Columbus, OH, 43262	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-137445	ENR	Megan A Carter	1980-10-13	UHC-66312-14	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104093	ENR	Diana Tran	1972-04-06	UHC-97796-42	4294840474	8732 Broadway, Tucson, AZ, 85728	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109458	ENR	Grace U Patterson	1983-05-26	UHC-32210-74	4177646397	3189 Maple Ave, Austin, TX, 78706	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-115655	ENR	Deborah Z Marshall	2003-04-02	UHC-30718-59	6989848841	7085 Broadway, Dallas, TX, 75206	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-104166	ENR	Ana Hamilton	1990-11-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+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-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-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-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-111993	ENR	Theresa U Cunningham	2004-01-18	UHC-57506-28	9613903662	8763 Washington St, Tempe, AZ, 85277	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-127640	ENR	Ruth Wheeler	1972-10-02	UHC-22832-36	5974299157	1019 Valley View Dr, Las Vegas, NV, 89114	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110789	ENR	Cunningham T Doris	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-132250	ENR	Teresa Johnson	1944-11-06	UHC-93030-14	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-111009	ENR	Stephen Reyes	1960-07-03	—	6667724835	3796 Oak St, Scottsdale, AZ, 85243	0.74	Name re-cased Phone reformatted City re-cased Email lower-cased+3 more
ENR-102925	ENR	Olivia Grant	1994-07-23	UHC-50903-76	7594719061	631 Camelback Rd, Charlotte, NC, 28253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-134017	ENR	Donna Q Ramirez	1978-07-06	UHC-71663-58	3333590613	7362 Valley View Dr, Nashville, TN, 37254	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-141026	ENR	Jordan R Burns	1953-09-10	UHC-92287-05	9337782106	5530 Lake View Rd, Fresno, CA, 93709	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120250	ENR	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-125151	ENR	Danielle D King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.76	Name re-cased Phone reformatted Address re-cased City re-cased+2 more
ENR-106038	ENR	Scott D Richardson	1980-05-06	UHC-85342-87	9834541600	5331 Highland Ave, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-132855	ENR	Charlie Reynolds	1986-08-01	UHC-62726-06	2343492650	7293 Bayshore Dr, Jacksonville, FL, 32270	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-114900	ENR	Sean K Moore	1955-11-21	UHC-28439-67	7555128204	3487 Pine Dr, Scottsdale, AZ, 85291	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-133022	ENR	Don S Reid	1944-07-01	UHC-92124-07	9357649967	—	0.76	Date of birth reformatted Email lower-cased Gender normalised Plan code upper-cased+2 more
ENR-111946	ENR	Virginia Porter	2005-02-24	UHC-89599-46	8404658889	4176 Spring St, Fresno, CA, 93717	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112624	ENR	Mary Z Gibson	1980-06-11	UHC-16299-45	2223200158	1461 Canyon Rd, Scottsdale, AZ, 85212	0.76	Name re-cased Member ID reformatted City re-cased State code upper-cased+2 more
ENR-104990	ENR	Kim Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-131909	ENR	Mariana Y Haawkins	1972-08-08	UHC-75319-54	7016268070	4059 Jefferson Ave, Glendale, AZ, 85337	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-134435	ENR	Christina I Schmidt	1954-10-13	UHC-05466-06	8705755451	2225 Highland Ave, Gilbert, AZ, 85253	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-120143	ENR	Zachary I Armstrong	1981-07-23	UHC-82590-28	5928168777	3933 Market St, Miami, FL, 33141	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-105753	ENR	William Howard	1965-01-06	UHC-75421-08	6615280200	759 Indian School Rd, Sacramento, CA, 95824	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-129940	ENR	Jean U Boyd	1986-07-09	UHC-11424-61	8223767575	3545 Oak St, Las Vegas, NV, 89160	0.76	Phone reformatted Member ID reformatted City re-cased Email lower-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-135879	ENR	Juaan Y Hughes	1994-10-24	UHC-86709-92	3206404193	9070 Bayshore Dr, Minneapolis, MN, 55486	0.76	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-124015	ENR	Jonathan George	1973-05-09	UHC-90734-76	2557071892	9653 Elm St, Charlotte, NC, 28278	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-107128	ENR	Linda Pena	1943-11-16	UHC-95877-97	4545565707	6796 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-128579	ENR	Diego C Robertson	1998-01-12	UHC-11231-23	8518085815	4317 Desert Sky Blvd, Eden Prairie, MN, 55320	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-121231	ENR	Tommy K Pena	1943-11-05	UHC-04105-91	8003025021	4370 Lincoln Way, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-101424	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-140859	ENR	Janice Carr	1938-10-26	UHC-20307-50	7669065071	7647 Park Pl, Tempe, AZ, 85268	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-110994	ENR	James F Gordon	1946-12-05	UHC-90387-42	2035365136	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117117	ENR	Dylan Hicks	1950-10-04	UHC-73266-51	7495887876	4675 Willow Ct, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

7,326 rows, page 119 of 147Previous Next