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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122656	ENR	Laura Cox	1997-05-22	UHC-81407-92	8783946263	3151 Highland Ave, Miami, FL, 33102	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-105524	ENR	Jean Gonzales	1989-11-19	UHC-38360-46	5892822104	6660 Lake View Rd, Sacramento, CA, 95853	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-115140	ENR	Judith R Castillo	1984-08-12	UHC-17837-26	4316528624	5562 Pine Dr, Tucson, AZ, 85793	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-111639	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln, Mesa, AZ, 85238	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101000	ENR	Aisha Q Auilar	1978-01-06	UHC-50504-70	5908319425	1025 Ridge Rd, Tucson, AZ, 85752	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-122231	ENR	Liz Gordon	1967-02-14	UHC-31740-79	3406277333	4061 Camelback Rd, Miami, FL, 33161	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-126772	ENR	Kayla Pnea	1969-01-04	UHC-82931-02	3687610808	6436 Ridge Rd, Atlanta, GA, 30308	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-112973	ENR	Christina Flores	1983-05-23	UHC-54244-79	3995315855	7652 Maple Ave, Orlando, FL, 32821	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-105288	ENR	Robert A Wang	1951-08-03	UHC-24041-45	2386650626	167 Harbor Blvd, Sacramento, CA, 95888	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-102770	ENR	Kathryn Stone	1968-08-16	UHC-92523-76	2576336260	428 Central Ave, Eden Prairie, MN, 55304	0.78	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-105642	ENR	Randy Q Snyder	1989-06-16	UHC-66632-26	4318186468	398 Broadway, San Antonio, TX, 78213	0.78	Date of birth reformatted Phone reformatted Address re-cased ZIP+4 trimmed+1 more
ENR-141291	ENR	Anna E Weaver	1965-12-26	—	6639282869	400 Forest Ave, Scottsdale, AZ, 85221	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-124410	ENR	Ryan L Hernandez	1959-01-19	UHC-51810-13	5727094583	6988 Sage Ct, Charlotte, NC, 28205	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-127483	ENR	Joe A Perry	1966-05-21	UHC-65321-03	6253494639	867 Highland Ave, Plano, TX, 75094	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-122929	ENR	Aaron Johnston	1960-02-27	UHC-55586-83	3288759486	7211 Maple Ave, Los Angeles, CA, 90066	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-123977	ENR	Edward C Peterson	1965-05-18	UHC-86064-90	—	1428 Maple Ave, Orlando, FL, 32889	0.78	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-120931	ENR	Alan Mills	1998-02-18	UHC-85719-06	3477457703	6345 Church St, Eden Prairie, MN, 55347	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113442	ENR	Sarah V Hansen	1991-12-08	UHC-41536-07	5992233279	8339 Bayshore Dr, Minneapolis, MN, 55496	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-116165	ENR	Susan D Hansen	1942-07-02	UHC-62992-80	4889442037	8129 Palm Dr, Los Angeles, CA, 90010	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127487	ENR	Nicole Duncan	1948-03-09	UHC-80698-18	3536522952	4596 Maple Ave, Tampa, FL, 33600	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-135925	ENR	Nicholas B Park	1963-11-01	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-108118	ENR	Dennis Davis	1995-02-16	UHC-45986-39	9446833114	1031 Jefferson Ave, Tucson, AZ, 85745	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-142094	ENR	Shirley V Boyd	1972-08-14	UHC-95505-65	6134102978	3550 Ridge Rd, Houston, TX, 77024	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-139150	ENR	Jerry M Ortiz	1976-03-06	UHC-80208-01	4273450681	1705 Market St, Tempe, AZ, 85214	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-120029	ENR	Albert Q Johnston	1949-07-04	UHC-27021-77	3854252227	8226 Canyon Rd, Jacksonville, FL, 32292	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-116813	ENR	Christina Larson	1990-12-21	UHC-21863-98	5029381430	3967 Sage Ct, Nashville, TN, 37276	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-129548	ENR	Diego T Richards	1963-02-06	UHC-38262-45	2263570196	2956 Mountain View Dr, Columbus, OH, 43265	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-128580	ENR	Aisha N Hernanedz	2005-10-20	UHC-71084-37	5007762542	4692 Jefferson Ave, San Diego, CA, 92139	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-122036	ENR	Denis J Murphy	1953-03-18	UHC-70080-26	4807278523	9734 Bayshore Dr, Charlotte, NC, 28277	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-102684	ENR	Jordan Burton	1954-08-28	UHC-73034-90	9786668728	8433 Washington St, Tempe, AZ, 85288	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-115088	ENR	Alice Simpson	2004-09-19	UHC-94887-78	2587246838	2454 Spring St, Sacramento, CA, 95825	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-107194	ENR	Steven Weber	1994-06-16	UHC-54394-70	5059510649	4073 Main St, Mesa, AZ, 85228	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-106779	ENR	Tyler Mason	1957-09-23	UHC-62457-80	5399177975	7919 Hillcrest Rd, Tampa, FL, 33617	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-117946	ENR	Alan S Bennett	1986-09-11	UHC-10761-18	6326601015	2470 Lake View Rd, Charlotte, NC, 28209	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-116600	ENR	Stephen J Hoffman	2007-05-08	UHC-34421-69	9586336505	4134 Harbor Blvd, Denver, CO, 80299	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-101699	ENR	Robert K Wilson	1960-02-19	UHC-17370-86	3523828856	8227 Mesa Dr, Eden Prairie, MN, 55387	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-125499	ENR	Sharon A James	1946-12-03	UHC-01854-89	9676944233	6122 Maple Ave, Las Vegas, NV, 89152	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-132910	ENR	Evelyn N Rice	1967-10-20	UHC-62137-52	7614620886	456 Palm Dr, San Antonio, TX, 78293	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-124370	ENR	Ralph C Montgomery	1968-03-03	UHC-77781-56	4713220386	8841 Central Ave, Jacksonville, FL, 32223	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-141489	ENR	Bardley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-139432	ENR	Jeremy Bishop	2004-07-13	UHC-11611-56	4168569335	540 Palm Dr, San Diego, CA, 92123	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-112231	ENR	Johnston B Scott	1991-06-01	UHC-09585-03	—	8261 Pine Dr, San Diego, CA, 92181	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-112230	ENR	Johnston B Scott	1991-06-01	UHC-09585-03	—	8261 Pine Dr, San Diego, CA, 92181	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-140970	ENR	Ethan Thomas	1966-10-01	UHC-24848-40	3512488884	9516 Sunset Blvd, Denver, CO, 80233	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-113615	ENR	Jack N Johnston	1941-03-21	UHC-39054-41	4273439445	217 Ridge Rd, Austin, TX, 78720	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104489	ENR	Mason Yang	1979-11-19	UHC-23214-93	5309965779	5607 Broadway, Seattle, WA, 98186	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-105227	ENR	Donna K Palmer	1975-06-23	UHC-21096-27	2644245344	7728 Market St, Eden Prairie, MN, 55393	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-118119	ENR	Paul Mills	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX, 75043	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-132233	ENR	Jeryr M Lawrence	1950-12-23	UHC-09319-18	2566847581	1879 Lincoln Way, Houston, TX, 77085	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-137184	ENR	Ryan I Burton	2006-01-14	UHC-43386-61	2689264480	578 Maple Ave, Mesa, AZ, 85278	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed

3,951 rows, page 70 of 80Previous Next