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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126859	ENR	Janice Brery	1944-07-19	UHC-42017-54	9445800027	7319 Oak St, Miami, FL, 33179	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129052	ENR	Billy R Collins	1941-06-06	UHC-88822-54	3167831430	1834 Mountain View Dr Apt 38, Austin, TX, 78762	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140628	ENR	Terry Q Sanders	2003-04-28	UHC-93284-25	5429340417	3515 Ridge Rd, Miami, FL, 33152	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106105	ENR	Philip O Carpenter	1952-03-23	UHC-95540-90	7835940628	3207 Oak St, Tucson, AZ, 85777	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119779	ENR	Sue H Ortega	1994-06-13	UHC-23079-17	6839264413	2222 Camelback Rd, Scottsdale, AZ, 85260	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-109273	ENR	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115042	ENR	Joan V Flores	—	UHC-12786-17	9176037194	3225 River Rd, Miami, FL, 33182	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-105206	ENR	Virginia G Cook	2007-06-17	UHC-55267-90	3443404000	9174 Forest Ave, Plano, TX, 75020	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-132981	ENR	Matthews P Jose	1956-05-12	UHC-29708-26	—	2912 Hillcrest Rd, Nashville, TN, 37210	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-130363	ENR	Ana Nunez	2003-12-07	UHC-27580-31	—	183 Main St, Orlando, FL, 32840	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-122008	ENR	Elijah Smith	1976-05-04	UHC-23137-21	7994291390	1889 Apache Blvd, Plano, TX, 75085	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-104849	ENR	William Patterson	1967-10-21	UHC-98995-42	5604859942	4238 Church St Apt 35, Los Angeles, CA, 90042	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-110891	ENR	Kayla Chen	1967-01-25	UHC-95675-57	2378351439	8289 Main St, Nashville, TN, 37244	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-103260	ENR	Matthew S Larson	1970-02-14	UHC-85218-52	7563970201	7614 Forest Ave, Denver, CO, 80238	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-115067	ENR	Marcus Armstrong	1950-08-07	UHC-75536-35	—	1828 Market St, Sacramento, CA, 95852	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-111095	ENR	Wayne C Ward	1966-08-17	UHC-76295-26	6754164628	503 Ridge Rd, San Antonio, TX, 78276	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+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-110344	ENR	Ronald Espinoza	1981-09-20	UHC-88715-46	3695381020	763 Oak St, Atlanta, GA, 30355	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124985	ENR	Logan Luna	1942-09-06	UHC-90592-70	8793092186	8848 Cedar Ln, Scottsdale, AZ, 85297	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127486	ENR	Michelle Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave, Chandler, AZ, 85278	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City 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-120332	ENR	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124280	ENR	Bruce S Dunn	1962-11-25	UHC-09543-24	6733786713	805 Grand Ave, Gilbert, AZ, 85235	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-140244	ENR	George T Hughes	1957-09-12	UHC-74485-63	5837205436	2144 Hillcrest Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120036	ENR	Christian Matthews	1958-03-21	UHC-88453-81	2869841686	3458 Market St, Sacramento, CA, 95812	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121379	ENR	Kathy C Richards	1974-12-08	UHC-29224-92	9369082945	2156 Park Pl, Tempe, AZ, 85236	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141165	ENR	Beth N Duncan	1977-10-24	UHC-69532-26	8268116452	328 Hillcrest Rd, Glendale, AZ, 85342	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-129920	ENR	Ruth K Aguilar	1995-07-04	UHC-73106-42	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126659	ENR	Elijah A Williams	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ, 85030	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135138	ENR	Julia K Jordan	1945-03-04	UHC-17224-84	7884751551	4458 Oak St, Atlanta, GA, 30374	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-112298	ENR	Olivia Torres	1958-08-07	UHC-12295-59	9627423924	9723 Baseline Rd, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113740	ENR	Zachary Y Greeen	1979-02-02	UHC-03711-37	3508287855	2413 Elm St, Tampa, FL, 33655	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-137883	ENR	Alexander Reid	1976-07-20	UHC-22695-59	7307724789	5107 Lake View Rd, Plano, TX, 75027	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123838	ENR	Valentina Bod	1962-12-01	UHC-23158-01	6799164375	3476 Central Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141482	ENR	Mary V Hudson	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-120517	ENR	—Junk	1983-01-01	UHC-09349-62	8757253436	4879 Jefferson Ave, Tucson, AZ, 85717	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132869	ENR	Andrea McCoy	1976-08-14	UHC-43360-40	6629293194	4191 Forest Ave, Minneapolis, MN, 55403	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112286	ENR	Joan S Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.64	Phone reformatted Street suffix standardised Address re-cased City 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-132006	ENR	Jordan O Henderson	2008-10-28	UHC-78680-14	8735620138	9092 Spring St, San Antonio, TX, 78221	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116210	ENR	Brcue X Delgado	1955-02-10	UHC-33760-87	7707014702	6913 Willow Ct, Seattle, WA, 98169	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126053	ENR	Margaret I Gutierrez	1990-06-05	UHC-61468-65	7263586525	6810 Ridge Rd, Fresno, CA, 93792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114877	ENR	Bruce Reed	1948-03-22	UHC-40972-69	8216695080	8324 Apache Blvd Apt 37, Chandler, AZ, 85201	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

8,423 rows, page 49 of 169Previous Next