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-140248	ENR	Bryan Wallace	—	UHC-43200-36	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141676	ENR	Brenda Gilbert	1964-04-10	UHC-88402-76	7834110707	5169 Spring St Apt 6, Nashville, TN, 37209	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109539	ENR	Jacqueline Ward	2005-10-19	UHC-85118-85	4097503030	523 Lake View Rd, Tucson, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103963	ENR	Juan A Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142716	ENR	George Coleman	—	UHC-22944-32	2869210112	7711 Valley View Dr, Sacramento, CA, 95896	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133769	ENR	Diego Snyder	—	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107311	ENR	Gabriel P Salazar	1943-02-04	UHC-97571-17	2378144343	4562 Union St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109977	ENR	Christina I Perez	1944-11-01	—	9453053626	4757 Ridge Rd Apt 5, Glendale, AZ, 85331	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115846	ENR	Deborah Z Little	1946-06-28	—	3958958773	2259 Jefferson Ave # 907, Charlotte, NC, 28225	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113971	ENR	Evelyn V Coleman	—	UHC-59991-62	7553933108	5757 Main St, Tampa, FL, 33672	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-134290	ENR	Jeremy K Martin	1940-04-16	—	3054013311	2692 Canyon Rd, Los Angeles, CA, 90023	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-136959	ENR	Samuel Warren	2003-06-02	UHC-67401-51	—	4561 Pine Dr, Mesa, AZ, 85246	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122200	ENR	Carol Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114594	ENR	Carl S Chhen	1997-08-15	UHC-16221-28	—	8246 Canyon Rd, Charlotte, NC, 28269	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-138790	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St Apt 15, Tucson, AZ, 85776	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136440	ENR	Mark Lopez	—	UHC-01657-31	2959574362	810 Mesa Dr, Sacramento, CA, 95812	0.50	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112009	ENR	Jose Espinoza	—	UHC-99113-02	7514200056	8225 Market St # 129, Seattle, WA, 98129	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-130782	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH	0.50	Name re-cased City re-cased State name converted to code ZIP missing+3 more
ENR-133308	ENR	Megan Ortiz	1961-08-20	UHC-20744-18	4095860385	9249 Desert Sky Blvd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128725	ENR	Kimberly M James	2002-07-23	UHC-59619-33	2689789008	1599 Hillcrest Rd, Seattle, WA, 98161	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120879	ENR	Debra Young	1945-02-12	UHC-20229-05	5642681355	8723 Park Pl, Houston, TX, 77050	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120530	ENR	Barbara C Fisher	1938-06-16	UHC-18628-86	5728819269	4226 Church St, Orlando, FL, 32822	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122540	ENR	Ashlye Fields	1986-05-25	UHC-74750-45	7522424898	6344 Forest Ave, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120659	ENR	Kayla Kim	1993-05-19	UHC-11035-62	3094746433	9631 Church St # 591, Los Angeles, CA, 90092	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130458	ENR	VJunk	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-125130	ENR	Sam Johnstton	1951-06-13	UHC-73743-62	9364229242	3367 Desert Sky Blvd, Seattle, WA, 98113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103117	ENR	Kevin R Wright	1974-10-25	UHC-22698-63	9197348135	4413 Canyon Rd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107625	ENR	JuliaJunk	1999-01-04	—	9039003988	9310 Washington St Apt 23, Houston, TX, 77028	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113853	ENR	Thomas D Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121138	ENR	Linda Robinson	2002-05-22	UHC-09691-48	—	6595 Union St, Nashville, TN, 37283	0.50	Name re-cased Phone missing area code Member ID reformatted State name converted to code+3 more
ENR-106152	ENR	Adam L Freeman	1954-12-10	UHC-15081-88	8559862182	2392 Oak St, San Antonio, TX, 78223	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122768	ENR	Wayne J Matthews	1953-07-06	UHC-13783-22	6537451332	8347 Market St # 903, Scottsdale, AZ, 85295	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117193	ENR	Sarah Tucker	1943-09-21	UHC-46506-60	—	8369 Mountain View Dr, Sacramento, CA, 95819	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126955	ENR	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl # 181, Las Vegas, NV, 89113	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123439	ENR	Jim J Santiago	1946-12-26	UHC-83965-28	8983719168	1506 Mountain View Dr, Glendale, AZ, 85361	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-103766	ENR	Bettty I Edwards	1968-05-11	UHC-46319-99	4423840908	7053 Main St, Seattle, WA, 98147	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124799	ENR	Cheryl U Hudson	—	UHC-35698-66	6883864303	3694 Market St, Miami, FL, 33164	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-138308	ENR	Betty Ray	1991-11-01	UHC-11103-39	—	9637 Cedar Ln, Orlando, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-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-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-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-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-122548	ENR	Lawrence U Grant	1966-01-19	UHC-64977-89	3008060546	3509 Sunset Blvd, Tempe, AZ, 85269	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+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-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-106215	ENR	Harold B Ortega	1974-01-26	UHC-31718-01	5055759303	9698 Ridge Rd, San Diego, CA, 92118	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City 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-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

16,916 rows, page 21 of 339Previous Next