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-130495	ENR	Matthew K Fernandez	1973-01-23	UHC-58401-45	3693712937	9597 Ridge Rd, Sacramento, CA, 95807	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112863	ENR	Dennis Ray	1965-02-21	UHC-13590-78	8556618303	9600 Baseline Rd, Atlanta, GA, 30360	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113115	ENR	George Murray	1964-10-14	UHC-21404-02	5265528474	2753 Central Ave, Columbus, OH, 43225	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101517	ENR	Mark Gomez	1962-09-20	UHC-29262-82	4849056405	5250 Indian School Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142394	ENR	Paul Lucas	1997-05-19	UHC-42919-02	7045484849	3780 Valley View Dr, Columbus, OH, 43276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102264	ENR	James Herrera	1964-03-16	—	8598833508	7979 Sage Ct, Gilbert, AZ, 85267	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119297	ENR	Elijah Murphy	1978-04-02	UHC-76725-58	—	409 Harbor Blvd, Charlotte, NC, 28228	0.74	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-117642	ENR	Samantha N Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108686	ENR	Denise T King	1989-06-10	UHC-24696-32	9644256435	1882 Forest Ave, Mesa, AZ, 85234	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103264	ENR	Diana A Hernandez	1968-11-02	UHC-77309-19	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131632	ENR	Sean Lawrece	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-126434	ENR	Thomas Holmes	1997-12-19	UHC-36255-33	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
ENR-119192	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	1535 Hillcrest Rd, Seattle, WA, 98113	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112882	ENR	Mei A Johnson	1978-02-23	UHC-36165-09	3637610823	4634 River Rd, Plano, TX, 75089	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113434	ENR	Bobby P Hart	1941-11-19	UHC-50494-13	9763259365	6693 Meadow Ln, Miami, FL, 33104	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106206	ENR	Mary B Austin	1955-10-10	UHC-84483-96	7855301453	9469 Cedar Ln, Miami, FL, 33186	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113545	ENR	Alexander F Jordan	1979-06-22	UHC-41447-04	6527957318	8019 Church St, Charlotte, NC, 28263	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134559	ENR	Bobby O Sandoval	1972-11-17	UHC-92569-34	2237656425	8149 Church St, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-122915	ENR	Christian N Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX, 75209	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109850	ENR	Roy N Palmer	1945-02-26	UHC-28102-09	7777804815	9448 Church St, Austin, TX, 78703	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121586	ENR	Ann U Luna	2007-08-13	UHC-70271-69	9158627196	6600 Hillcrest Rd, Tucson, AZ, 85711	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133705	ENR	Mark A Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd, Seattle, WA, 98171	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137013	ENR	Evelyn U Hunter	1969-05-06	UHC-06839-41	6219477325	1899 Desert Sky Blvd, Minneapolis, MN, 55483	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114295	ENR	Laura Johnson	1981-01-03	UHC-73708-61	2892278574	184 Meadow Ln, San Antonio, TX, 78203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130487	ENR	Ethan Matthews	1974-03-03	UHC-17417-81	6577872834	9531 Willow Ct, Scottsdale, AZ, 85233	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119673	ENR	Andrea V Holmes	1945-11-07	UHC-14059-46	—	4112 Sage Ct, Dallas, TX, 75221	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100044	ENR	Ruth J Price	1978-12-03	UHC-48375-18	3227078943	5458 Canyon Rd, Seattle, WA, 98144	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134099	ENR	Carlos Estrada	1969-05-14	UHC-95033-99	7488000987	4195 Ocean Ave, Denver, CO, 80281	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141810	ENR	Alan G Guzman	1939-12-13	UHC-08812-07	4178895294	6807 Sage Ct, Orlando, FL, 32829	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115576	ENR	Gary Hamilton	1963-04-19	UHC-83880-59	8435023406	148 Ridge Rd, Tempe, AZ, 85288	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121199	ENR	Maria Fernandez	1991-07-03	UHC-06882-83	5779153348	3638 Canyon Rd, Gilbert, AZ, 85280	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125762	ENR	Teressa Wallace	1965-11-07	UHC-19584-98	7375253255	131 Baseline Rd, Tampa, FL, 33684	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132430	ENR	BJunk	1951-09-02	UHC-52134-96	5596133325	—	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+3 more
ENR-136926	ENR	Sharon Black	1984-11-25	UHC-78692-93	3576162237	3564 Palm Dr, Sacramento, CA, 95897	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114188	ENR	William Morris	2000-02-06	UHC-13479-06	—	1727 Canyon Rd, Atlanta, GA, 30364	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121249	ENR	Logan B Richardson	1978-04-19	UHC-37659-40	3182742384	5259 Highland Ave, Fresno, CA, 93783	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133337	ENR	David M Graham	1991-02-17	UHC-30463-08	4372294661	5820 Forest Ave, San Diego, CA, 92138	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116463	ENR	Melissa Gilbert	1999-03-20	UHC-06890-08	7594964891	8750 Palm Dr, Minneapolis, MN, 55498	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-110846	ENR	Barbara H Bishop	1979-04-22	UHC-14889-83	9538847826	4698 Willow Ct, Mesa, AZ, 85207	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100480	ENR	Jason Marquez	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104257	ENR	Adam Alexander	1983-04-20	UHC-65763-27	7374039684	2795 Indian School Rd, Denver, CO, 80274	0.74	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124512	ENR	Shirley W Miller	1971-04-22	UHC-18949-27	2745387623	7511 Pine Dr, Fresno, CA, 93791	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140011	ENR	Virginia Wheeler	1992-07-17	UHC-05470-15	8278888238	5911 Washington St, Miami, FL, 33136	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126987	ENR	Judith H Sanchez	1994-04-11	UHC-34589-55	3222076248	6227 Main St, Charlotte, NC, 28201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132196	ENR	Donna J Black	1968-08-19	UHC-71648-50	9448029616	7639 Maple Ave, Chandler, AZ, 85224	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106902	ENR	Dorothy Ward	1965-08-12	UHC-79814-12	3129790029	2025 Canyon Rd, San Antonio, TX, 78287	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106173	ENR	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134157	ENR	Margaret V Hill	1958-03-03	UHC-72772-41	2075126206	3727 Maple Ave, Nashville, TN, 37222	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141083	ENR	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140158	ENR	Teresa I Nguyen	2006-04-04	UHC-40534-10	9815127715	7070 Pine Dr, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

16,916 rows, page 154 of 339Previous Next