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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138008	ENR	Donald Q Santiago	1962-11-04	UHC-92432-89	9396279118	7104 Lake View Rd, Gilbert, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106285	ENR	Barbara Aguilar	1982-01-10	UHC-00204-81	5246885921	628 Sunset Blvd, Atlanta, GA, 30300	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-105991	ENR	Katherine Q Wang	1986-01-14	UHC-68477-97	3719856284	7805 Harbor Blvd, Gilbert, AZ, 85217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141218	ENR	Nicholas K Lawson	1948-07-21	UHC-59884-20	3693317859	3333 Union St, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114753	ENR	Melissa Z Marshall	1955-05-16	UHC-17224-35	8203373837	2349 Harbor Blvd, Gilbert, AZ, 85222	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133426	ENR	Nancy Daniels	1976-11-12	UHC-96138-11	6496387234	8662 Cedar Ln, Orlando, FL, 32823	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123519	ENR	Priya Y Yang	1980-04-17	UHC-59396-46	7162066868	2391 Forest Ave, Columbus, OH, 43253	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122866	ENR	John C Lawson	1996-10-01	UHC-08611-29	7484724345	2862 River Rd, Gilbert, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101870	ENR	Melissa D Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116056	ENR	Christina V Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr, Plano, TX, 75013	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133193	ENR	Brian P Simmons	1977-01-14	UHC-33364-58	6004904287	6100 Canyon Rd, Miami, FL, 33116	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135772	ENR	Noah Allen	1972-12-03	UHC-53927-83	3433981602	8632 Mountain View Dr, Seattle, WA, 98156	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-128935	ENR	Lucia N Richards	1945-05-08	—	6055907315	6167 Ridge Rd, Sacramento, CA, 95884	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105411	ENR	Tim Armstrong	2004-03-19	UHC-94717-18	3165825812	5094 Willow Ct, Eden Prairie, MN, 55306	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-120127	ENR	Katherine Reynolds	1943-04-06	UHC-99813-94	2264451946	9140 Elm St, Seattle, WA, 98115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107663	ENR	Paul E Patel	1944-05-19	UHC-58061-85	—	3976 Park Pl, Tampa, FL, 33646	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100463	ENR	Susan Myers	1986-07-03	UHC-25021-80	8749666263	2325 Harbor Blvd, San Antonio, TX, 78218	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118072	ENR	Martha Henderson	2000-08-23	UHC-36844-45	6579638520	6304 Union St, Mesa, AZ, 85280	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104839	ENR	Charles Bryant	1941-02-14	UHC-49268-46	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135002	ENR	Natalie U Carr	1988-08-25	UHC-66048-27	2159817483	8838 Pine Dr, Fresno, CA, 93774	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117108	ENR	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd, Sacramento, CA, 95866	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114431	ENR	Ralph M Sanchez	1964-04-07	UHC-99572-29	4734907828	8962 Palm Dr, Dallas, TX, 75257	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119251	ENR	Mark Johnston	1965-11-10	UHC-67775-91	3645912585	37 Park Pl, Columbus, OH, 43206	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-120102	ENR	Ralph M Pna	1993-05-10	UHC-16904-99	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133358	ENR	Harold J Lucas	1950-05-13	UHC-90764-36	—	9808 Park Pl, Tempe, AZ, 85287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120465	ENR	Wei U Webb	1947-02-24	UHC-46456-93	2717054061	5637 Apache Blvd, Eden Prairie, MN, 55375	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105578	ENR	Denise Patel	1993-02-15	UHC-83561-59	9464824612	5609 Camelback Rd, Tampa, FL, 33635	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139041	ENR	Bradley Romero	1955-02-12	UHC-69707-82	3308148498	2559 Lake View Rd, Jacksonville, FL, 32282	0.74	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-125101	ENR	Peter R Parker	1958-10-22	UHC-44964-27	8508508062	9397 Ridge Rd, Eden Prairie, MN, 55315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125102	ENR	Peter R Parker	1958-10-22	UHC-44964-27	8508508062	9397 Ridge Rd, Eden Prairie, MN, 55315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111589	ENR	Emma Z Davis	2006-03-14	UHC-54291-61	—	2197 Grand Ave, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114334	ENR	Jesse D Warren	2008-11-17	UHC-51170-46	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103858	ENR	Hannah Young	2001-02-22	UHC-12727-47	3338285049	3496 Cedar Ln, Minneapolis, MN, 55481	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114680	ENR	William Smith	1973-03-21	UHC-64534-68	3424152888	9336 Hillcrest Rd, Houston, TX, 77030	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130322	ENR	Kenneth James	1941-08-01	UHC-79845-73	9755603423	2485 Baseline Rd, Gilbert, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114918	ENR	Heather Carr	1962-11-20	UHC-85036-04	8508041045	3873 Mesa Dr, Scottsdale, AZ, 85220	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-121014	ENR	Ethan Morris	2006-06-12	UHC-85851-68	5887038705	265 Broadway, Dallas, TX	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-118657	ENR	Anna S Kennedy	1955-01-20	UHC-69077-72	7262828993	7360 River Rd, Charlotte, NC, 28273	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103920	ENR	Ray E Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120196	ENR	Ray Y Hansen	1966-09-17	UHC-90769-21	5426814621	4381 Palm Dr, San Diego, CA, 92114	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103008	ENR	Jesse West	1984-05-23	UHC-97270-70	8635111474	5622 Highland Ave, Scottsdale, AZ, 85271	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138772	ENR	Olivia E Gutierraz	1971-06-02	UHC-58273-14	3309738213	2108 Ocean Ave, Denver, CO, 80237	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102933	ENR	Anna G Young	1988-03-28	UHC-69231-03	2089919527	4366 Sage Ct, Columbus, OH, 43226	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-131112	ENR	Ralph L Burke	2005-05-16	UHC-43756-46	2927301204	4678 Sunset Blvd, Eden Prairie, MN, 55375	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105680	ENR	James H Shaw	1976-12-17	—	7213517372	168 Mesa Dr, Charlotte, NC, 28223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135212	ENR	Brittany Collins	2006-12-17	UHC-30480-05	8444243217	4470 Lake View Rd, Chandler, AZ, 85286	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 125 of 280Previous Next