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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109477	ENR	Bobby W Garrett	1963-04-16	UHC-52614-08	7056980880	6221 Canyon Rd, Mesa, AZ, 85219	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104065	ENR	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-124174	ENR	Philip Larson	1953-11-19	UHC-32280-28	4609465524	5533 Market St, Tucson, AZ, 85703	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108709	ENR	RJunk	2002-05-24	UHC-45296-24	8658298611	3205 Union St, Tucson, AZ, 85789	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106080	ENR	Karen M Campbell	1967-07-12	UHC-50459-14	3704473086	3013 Market St, San Antonio, TX, 78271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113241	ENR	Karen E Murphy	1960-01-28	UHC-64792-24	3754695202	8224 Willow Ct, Seattle, WA, 98116	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133708	ENR	Isabella Vasquez	2002-12-07	UHC-33559-05	4809850659	6491 Washington St Apt 19, Tempe, AZ, 85245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118436	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	9605 Cedar Ln, Austin, TX, 78745	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-108512	ENR	Keith G Lewis	1961-10-07	UHC-47050-31	2325599778	4875 Market St Apt 22, Scottsdale, AZ, 85214	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127376	ENR	Elizabeth I Wallace	1976-06-08	UHC-00524-84	8558049065	6933 Oak St, Houston, TX, 77028	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114727	ENR	Sharon E Meyer	—	UHC-78085-87	9742487576	3676 Maple Ave, Los Angeles, CA	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-104791	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave, Sacramento, CA, 95851	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-105238	ENR	Diana J Russell	1999-01-05	UHC-52397-34	8807150014	3778 Apache Blvd, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108656	ENR	Jose O Roberts	1942-07-12	UHC-90725-16	9253512221	1301 Elm St # 711, Jacksonville, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127592	ENR	Maggie Dean	2000-06-07	UHC-39451-79	5149611106	2873 Maple Ave Apt 39, Tampa, FL, 33674	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-117163	ENR	Catherine L Peters	1960-04-22	UHC-57239-93	6722681200	387 Park Pl, Tucson, AZ, 85776	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116194	ENR	Salazar Logan	2007-03-09	UHC-81920-75	8544500931	4954 Union St, Charlotte, NC, 28266	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142081	ENR	Wayne Li	1960-01-10	UHC-00692-94	6184614168	7279 Mountain View Dr, Jacksonville, FL, 32265	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124382	ENR	Ahmed P Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St # 922, Scottsdale, AZ, 85299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103274	ENR	Don Alvarado	1955-01-02	UHC-30276-20	6067577430	8594 Central Ave, Austin, TX, 78769	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115209	ENR	Gary King	1974-08-05	UHC-19513-90	4534671857	6406 Camelback Rd Apt 27, Columbus, OH, 43211	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117432	ENR	Jonathan I Pierce	—	UHC-45594-56	2747158996	4558 Ocean Ave, Chandler, AZ, 85237	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125041	ENR	Hannah I Hoffman	1968-04-15	UHC-34504-21	2814544116	4655 Oak St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122812	ENR	Roger V Howard	1945-02-23	UHC-89900-25	8835059944	3622 Sage Ct, Austin, TX, 78770	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120476	ENR	Jerry Dunn	1939-06-05	UHC-68186-75	4936428640	658 Washington St, Columbus, OH, 43295	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136493	ENR	Arthur N Santos	1994-07-02	UHC-64643-18	7043428300	9820 Market St, Fresno, CA, 93776	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-126388	ENR	Elizabeth O Graham	1997-12-27	UHC-13821-54	7038848580	342 River Rd, Plano, TX, 75035	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100538	ENR	David T Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-133408	ENR	Logan M Reed	1959-07-22	UHC-34426-64	2422757897	8131 Highland Ave, Sacramento, CA, 95824	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114352	ENR	Boyd N Carl	1942-12-18	UHC-08601-36	3642228670	8407 Washington St, Mesa, AZ, 85269	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101844	ENR	Sophia W Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-133452	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	9187258361	4155 Lincoln Way, Tampa, FL, 33620	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137090	ENR	Cheryl Yang	2003-02-03	UHC-63563-16	7472906448	3370 Bayshore Dr # 978, Jacksonville, FL, 32235	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117855	ENR	Laura Mason	1979-10-02	UHC-27169-90	5362474745	259 Central Ave, Los Angeles, CA, 90044	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110079	ENR	Patricia G Aguilar	1953-02-23	UHC-00064-32	9224534467	5789 River Rd, Nashville, TN, 37202	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-122693	ENR	Sean Nguyen	2004-05-04	UHC-10988-10	8329901689	6219 Cedar Ln, Atlanta, GA, 30382	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120232	ENR	Carolyn Fisher	1959-11-11	UHC-40205-99	3017146499	1539 Apache Blvd, Tucson, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101266	ENR	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	8585 Maple Ave, Columbus, OH, 43263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110578	ENR	Rachel O Romero	1978-10-03	UHC-05946-53	6038443945	3385 Hillcrest Rd # 858, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-113407	ENR	Alice C Lane	1961-02-10	UHC-89889-41	4222646336	1232 Mesa Dr # 773, Nashville, TN, 37288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111298	ENR	Carol M Espinoza	1980-12-21	UHC-76825-64	4456053508	6265 Palm Dr, Tempe, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114714	ENR	Dylan Vasquez	2005-08-04	UHC-72211-21	6477801228	6703 Oak St, Atlanta, GA, 30360	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111949	ENR	Jacob W Fowler	1940-06-26	UHC-65588-27	4427117583	2147 Valley View Dr, Miami, FL, 33140	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139419	ENR	Patricia E Foster	1974-04-19	UHC-51732-04	7083802843	2238 Spring St, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110959	ENR	Melissa U Parker	—	UHC-58335-25	4232137268	5230 Cedar Ln # 756, Sacramento, CA, 95833	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106576	ENR	Samuel Cruz	1982-01-09	UHC-58921-61	8487267946	9457 Church St, Scottsdale, AZ, 85233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109455	ENR	Mason Mitchell	1981-09-23	UHC-11047-22	8366297454	8653 Union St Apt 14, Minneapolis, MN, 55497	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110150	ENR	Steven Y Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St # 622, Sacramento, CA, 95845	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

28,181 rows, page 35 of 564Previous Next