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-116261	ENR	Marcus I Hall	1969-12-13	UHC-13563-26	7726439222	3635 Valley View Dr, Gilbert, AZ	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140914	ENR	Don Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St # 770, San Antonio, TX, 78291	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-112816	ENR	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-103910	ENR	Carl X Simmons	1942-12-11	UHC-88435-70	9624244078	6421 Apache Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141651	ENR	Alan L Gilbert	1966-08-18	UHC-57392-18	—	2678 Washington St, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128377	ENR	Janice Fox	1953-01-27	UHC-33647-05	4982815092	3828 Meadow Ln, Nashville, TN, 37207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117233	ENR	Frank Howard	1971-07-01	UHC-33748-51	2546683803	5872 Jefferson Ave, Nashville, TN, 37253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103723	ENR	Gloria F Flores	1949-06-18	UHC-00099-58	7023135329	—	0.64	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-129008	ENR	Mary Z Brown	1948-09-27	UHC-11560-96	6869193294	4845 Main St, Nashville, TN, 37258	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125231	ENR	Eugene Bell	1960-02-08	UHC-07032-53	—	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132636	ENR	Alice V Butler	1948-01-25	UHC-00725-73	8553256161	7764 Main St, Austin, TX	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-117280	ENR	Joe D Burns	1999-02-22	UHC-36384-52	4819426737	4862 Central Ave, Jacksonville, FL, 32251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142209	ENR	Maria B Contreras	1945-09-27	UHC-69501-56	6624191135	2171 Indian School Rd, Los Angeles, CA, 90046	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100886	ENR	Shirley Woods	1959-10-18	UHC-25499-05	—	9434 Washington St, Eden Prairie, MN, 55379	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112105	ENR	Gabriel N Cook	1961-01-25	—	2376619043	8160 Bayshore Dr, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102781	ENR	Arthur P Reynolds	1984-05-13	UHC-92206-60	4596068217	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117873	ENR	Dainel F Hamilotn	1965-06-09	UHC-34827-73	8657354992	7726 Park Pl # 466, Nashville, TN, 37200	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-105536	ENR	Pamlea M Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107636	ENR	Scott Y Murphy	1972-02-20	UHC-06778-81	9566586171	6185 Church St Apt 34, Tampa, FL, 33694	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114619	ENR	Cynthia Hutner	1967-08-19	—	9432967454	668 Hillcrest Rd, Fresno, CA, 93702	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119200	ENR	Hughes W Mason	1955-10-13	UHC-36216-08	9342397167	2697 Meadow Ln, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101796	ENR	Emily X Peterson	1969-11-16	UHC-84259-62	9005400983	5650 Mesa Dr, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117170	ENR	Mary F Robinson	2006-01-16	UHC-73204-84	—	7941 Valley View Dr, Mesa, AZ, 85244	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-133398	ENR	Zachary G Wheeler	1961-08-14	UHC-84998-85	2358842559	9288 Spring St, Los Angeles, CA, 90064	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120575	ENR	Lori V Hunt	—	UHC-01871-59	—	6594 Maple Ave, Atlanta, GA, 30365	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-136651	ENR	Laura N Wagner	1965-11-27	UHC-30017-27	—	7724 Lincoln Way # 851, Charlotte, NC, 28246	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
ENR-125111	ENR	David W Yang	1991-09-02	UHC-99596-65	8532747627	1276 Baseline Rd, Atlanta, GA, 30337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127741	ENR	Richard Lawrence	1950-10-16	UHC-94560-14	—	6026 Church St, Gilbert, AZ, 85225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142561	ENR	Hannah X Dominguez	1942-05-23	—	9067238081	733 Ocean Ave, Las Vegas, NV, 89146	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119929	ENR	Mei Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131673	ENR	Kelly V Mendez	1964-01-17	UHC-91623-04	2845520296	7328 Union St, Eden Prairie, MN, 55374	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129603	ENR	Heathar Y Brown	1970-10-02	UHC-40975-16	6553733784	2111 Baseline Rd, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123707	ENR	Suzan R Evans	1989-02-23	UHC-67945-19	3474039176	3773 Park Pl, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116843	ENR	Teresa G Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136121	ENR	Marilyn Y George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118120	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118121	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107142	ENR	Willie Chapman	1967-09-13	UHC-27344-36	9775441123	1477 Mountain View Dr, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123031	ENR	Charlotte Gomez	1991-04-22	UHC-77224-36	6303645424	2616 Harbor Blvd, Los Angeles, CA, 90095	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134361	ENR	Hannah Martinez	1944-05-13	UHC-52664-14	—	6560 Lincoln Way, San Diego, CA, 92159	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-132135	ENR	Roy T Vargas	1967-08-07	UHC-26736-82	9003522427	2645 Baseline Rd, Dallas, TX, 75265	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125917	ENR	Abigail P Armstrong	2006-10-06	UHC-16262-32	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-127195	ENR	Elijah X Myeer	1947-05-17	UHC-42044-02	3788768518	7941 Central Ave, Tampa, FL, 33692	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102643	ENR	Donald L Sims	—	UHC-69817-94	4709170666	2419 Washington St, Tempe, AZ, 85294	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123460	ENR	Christian W Webb	1994-05-09	UHC-47362-27	4789084066	3877 Willow Ct, Denver, CO, 80274	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-132596	ENR	Willie C Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102053	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102052	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125914	ENR	Isabella Li	1948-04-28	UHC-87212-80	9009209380	5783 Lake View Rd # 669, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110430	ENR	Richard Allen	1992-07-27	UHC-25408-30	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more

16,916 rows, page 86 of 339Previous Next