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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140609	ENR	Theresa Lewiis	1965-09-20	UHC-86460-92	3692689943	8792 Mesa Dr, Houston, TX, 77001	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110847	ENR	Diane Harper	2004-01-20	UHC-66799-46	9489392456	1196 Mountain View Dr, Columbus, OH, 43239	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138616	ENR	Margaret Banks	2003-12-17	UHC-02221-08	8087806638	6612 Baseline Rd, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138214	ENR	Jacqueline A Gomez	1965-01-25	UHC-52995-60	4366232089	7809 Palm Dr, Plano, TX, 75046	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131017	ENR	Mei F Armstrong	1993-06-21	UHC-83413-64	2377820792	6233 Canyon Rd, Plano, TX, 75071	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129927	ENR	Arthur Bell	1951-01-18	UHC-76121-17	9619444348	6779 Lincoln Way, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109252	ENR	Kathryn V Schhmidt	1954-05-09	UHC-13597-67	5907459375	9323 Spring St, Seattle, WA, 98106	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107551	ENR	Rebcca Burton	1945-09-24	UHC-76564-15	2059014534	4816 Central Ave, Orlando, FL, 32873	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
ENR-104358	ENR	Ruth B Knight	1952-12-16	UHC-11248-09	8445050268	7420 Oak St, Gilbert, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123619	ENR	Ann R Long	1953-05-23	UHC-06317-61	8017191931	2571 Camelback Rd, Houston, TX, 77034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142462	ENR	Ajrun Kennedy	1955-04-24	UHC-46594-12	5762675777	9731 Washington St, Charlotte, NC, 28205	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137640	ENR	Lucia M Ris	1939-04-02	UHC-92720-51	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130236	ENR	Justin G West	1958-04-09	UHC-02398-41	4777201257	9666 Grand Ave, Dallas, TX, 75247	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-122245	ENR	Katherine Sanders	1951-04-03	UHC-48581-74	9868154913	2011 River Rd, Austin, TX, 78728	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136954	ENR	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120692	ENR	Lori Ruiiz	1964-07-08	UHC-65278-08	7319907561	8718 Maple Ave, Las Vegas, NV, 89114	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-107846	ENR	Diego F Lawrence	1973-07-13	UHC-54929-35	4054655253	7690 Park Pl, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107847	ENR	Diego F Lawrence	1973-07-13	UHC-54929-35	4054655253	7690 Park Pl, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117773	ENR	Luis X Gray	2007-11-21	UHC-12522-66	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103145	ENR	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114314	ENR	Diane H Clark	1971-12-12	UHC-44245-58	3389173384	7626 Main St, Tampa, FL, 33659	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125266	ENR	Sofia B Weber	1987-11-14	UHC-90595-76	7655354496	9275 Union St, Sacramento, CA, 95899	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132377	ENR	Scott I Soto	2005-09-04	UHC-92231-93	3664455284	9832 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109470	ENR	Aisha Patel	1993-11-06	UHC-68868-81	9345881712	6912 Main St # 945, Jacksonville, FL, 32218	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126074	ENR	Emma Dean	1989-04-24	UHC-09283-43	9285827900	1260 Ocean Ave, Orlando, FL, 32827	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-118816	ENR	Wayne Kelly	1948-08-22	UHC-47805-90	2108474255	3317 Main St, Glendale, AZ, 85355	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141548	ENR	Samuel Ryan	1967-11-16	UHC-75916-95	8534392817	2090 Mountain View Dr, Tucson, AZ, 85701	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127668	ENR	Juan S Wells	1963-12-02	UHC-62005-75	7514299935	8015 Lake View Rd, Orlando, FL, 32828	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
ENR-126169	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104934	ENR	Ryan Graham	1975-11-27	UHC-96623-89	9649706952	9138 Mountain View Dr, Miami, FL, 33138	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122773	ENR	Kenneth Z Peters	1991-09-06	UHC-72342-94	8464055697	2744 Hillcrest Rd, Houston, TX, 77004	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134607	ENR	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124800	ENR	Jen Martinez	1972-10-26	UHC-89803-35	3965959532	7039 Elm St, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-138026	ENR	Kim Morales	1963-06-09	UHC-52189-91	2013058909	6361 Meadow Ln, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123682	ENR	Betty Y Martinnez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106009	ENR	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124035	ENR	Jacob Vazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139936	ENR	Denise Cunningham	2006-12-13	UHC-93555-02	8505403012	8179 Oak St, Seattle, WA, 98101	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119729	ENR	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	5356 Ridge Rd, Chandler, AZ, 85233	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100280	ENR	Luis C Hoffman	1985-01-04	UHC-60536-53	7668064088	8572 Apache Blvd, Seattle, WA, 98166	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110697	ENR	Shirley H Welch	1944-11-10	UHC-57883-65	5096102614	5380 Washington St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-125668	ENR	Judith N Knight	1982-11-15	UHC-42918-02	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113368	ENR	Matthew Mason	1975-11-09	UHC-38038-76	—	1967 Indian School Rd, Fresno, CA, 93738	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124594	ENR	Sam J Oliver	1968-03-01	UHC-41801-41	—	3743 Church St, Houston, TX, 77089	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-108468	ENR	Sophia H Marquez	1986-09-01	UHC-21684-62	4003906829	6786 Meadow Ln, Fresno, CA, 93755	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108486	ENR	Eric T Long	1956-11-04	UHC-21628-91	6068197313	4296 River Rd, San Antonio, TX, 78273	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130708	ENR	Lauren Coooper	1986-09-13	UHC-35857-72	4182089953	5928 Church St, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126843	ENR	Sandra Jackson	2003-05-16	UHC-07540-32	7869133115	531 Church St, Chandler, AZ, 85266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112240	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

4,296 rows, page 43 of 86Previous Next