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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122007	ENR	Jeffrey Z Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119508	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102756	ENR	Sphia Pna	1952-07-16	UHC-35707-30	2364343588	2122 Main St, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100692	ENR	Andrea Phillips	1943-10-13	UHC-08772-87	8242972651	1722 Hillcrest Rd, Austin, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102923	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127428	ENR	Marilyn L Guerrero	1961-03-04	UHC-39266-24	4427188502	5766 Market St, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101349	ENR	Mateo Mendoza	1960-04-22	UHC-72923-14	9196595706	4100 Main St, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117161	ENR	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120833	ENR	William Scott	1938-04-20	UHC-86572-89	9329670138	2049 River Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137269	ENR	Emma X Lewis	1972-04-19	UHC-60704-58	2295430951	1188 Ridge Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-108062	ENR	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126223	ENR	Judy Willis	1997-06-11	UHC-66735-76	8972562951	7572 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118020	ENR	Michelle M Schultz	1957-06-07	UHC-25246-36	8605355818	8375 Forest Ave # 397, Tempe, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-112986	ENR	Scott Morris	1976-05-10	UHC-27113-70	5626868750	7172 Central Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103818	ENR	Linda A Garrtet	1947-03-01	UHC-52045-15	3724993067	6243 Mesa Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128086	ENR	Natalie Morgan	1984-06-10	UHC-37332-82	8957775802	597 Washington St, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-115704	ENR	George Greene	1990-02-21	UHC-36748-48	7068879465	4955 Palm Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132494	ENR	Dorohy Armstrong	1997-02-04	UHC-63392-55	2203887138	5801 Mesa Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111543	ENR	Ethan O Ramos	2005-04-01	UHC-96236-46	4943074464	7771 Spring St, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-117133	ENR	Jeremy L Dean	1952-12-02	UHC-08912-03	6474030656	6029 Central Ave, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141038	ENR	Brittany Butler	1963-12-09	UHC-89843-42	5762223048	1572 Jefferson Ave, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139521	ENR	Saarah Ruse	1953-04-13	UHC-73535-83	7587631917	2108 Indian School Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130110	ENR	Julia E Schmidt	1983-02-09	UHC-72599-06	8256988057	3498 Valley View Dr, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124733	ENR	Anna Hawkins	1960-01-26	UHC-90995-47	3525018254	3186 Indian School Rd, Orlando, FL	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116858	ENR	Janice P Washington	2003-02-12	UHC-80769-32	9623048284	3122 Desert Sky Blvd, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117892	ENR	Daniel E Myers	2000-04-01	UHC-98359-04	5156094310	3748 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112623	ENR	Mason M Kelley	—	UHC-29311-14	7348242923	7144 Bayshore Dr, Miami, FL	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP missing+2 more
ENR-102648	ENR	Jack N Sanchez	1979-09-16	UHC-62801-89	6739817625	5240 Union St, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127702	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-139577	ENR	Jordan I Jensen	1980-09-05	UHC-53741-93	4968684132	8538 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-140423	ENR	Brian Ramos	1973-06-28	UHC-95187-14	9383646303	835 Baseline Rd, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100275	ENR	Yuki P Fuller	2003-01-01	UHC-56196-75	2093282988	656 Ridge Rd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104742	ENR	Philip V Nichols	1995-02-20	UHC-60512-53	2287262876	9885 Cedar Ln, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124640	ENR	Heather Armstrong	1984-05-11	UHC-08049-74	8507564381	3274 Pine Dr, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102286	ENR	Cynthia B Fowler	1956-09-13	UHC-63359-82	7218720079	1339 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122194	ENR	Sophia I Luna	1969-06-01	UHC-98285-99	3389612157	4119 River Rd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139012	ENR	Natalie D Harris	1981-07-10	UHC-37941-06	4595267107	6116 Forest Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-134979	ENR	Carlos P Sttewart	1988-03-11	UHC-30099-24	3576768254	1899 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112005	ENR	Keith Q Marquez	1955-10-10	UHC-58160-46	6979744639	7217 Spring St, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137769	ENR	Ralph S Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121602	ENR	Patricia Le	1962-10-07	UHC-67782-25	4914532104	2990 Pine Dr, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126949	ENR	Carl Garrett	1974-10-04	UHC-17347-36	3737993357	3468 Meadow Ln, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138071	ENR	Martha N Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-125413	ENR	Katherine M Lucas	1966-07-23	UHC-29115-96	4368401595	6724 Market St, Austin, TX	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-121654	ENR	Sean O Luna	1981-03-13	UHC-69476-74	4424844759	8073 Ocean Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109445	ENR	Bruce Wagner	1982-02-16	UHC-90026-30	4659720442	7740 Palm Dr, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

3,340 rows, page 33 of 67Previous Next