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

All sources, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400297	CLM	Douglas George	1985-12-18	UHC-91044-29	—	9884 River Rd, Tempe, AZ, 85217	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58987	TPA	Noah Cook	1982-04-09	—	6506429202	496 Market St, Tempe, AZ, 85263	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135603	ENR	Grace Davis	2000-05-18	UHC-22284-67	6634670721	436 Spring St, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58407	TPA	Eugene Fields	1946-04-17	—	2327990491	8134 Valley View Dr, Columbus, OH, 43232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-401095	CLM	Daniel Bailey	1967-02-12	—	—	6151 Desert Sky Blvd, Mesa, AZ, 85276	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131029	ENR	Yukki Elliott	1992-02-18	UHC-02081-19	5678289868	4413 Church St, Chandler, AZ, 85273	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-23264	PRV	Debra Hill	1947-12-10	—	3066553236	3871 Bayshore Dr, Phoenix, AZ, 85041	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104502	ENR	Timothy Hamilton	1952-01-26	UHC-90711-45	8204608804	6114 Church St, Eden Prairie, MN, 55359	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110970	ENR	Alexander I Shaw	1938-03-04	UHC-11225-39	4905439961	5813 Market St, Orlando, FL	0.52	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-100846	ENR	Justin Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX, 78238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118078	ENR	Joshua O Lawson	1965-11-09	—	5304886448	7160 Apache Blvd, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427464	CLM	Jacqueline Bennett	—	UHC-63718-39	—	5967 Washington St, Tempe, AZ, 85271	0.52	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-137572	ENR	Christopher Young	1993-07-09	UHC-27607-79	—	1866 Church St, Chandler, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
TPA-62226	TPA	Russell Young	1950-05-14	—	—	6989 Mountain View Dr, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59506	TPA	Arjun G Morris	1999-02-21	—	—	3815 Cedar Ln, Scottsdale, AZ, 85290	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111851	ENR	Juan Carroll	1960-11-20	UHC-88791-78	2164361800	6460 Church St # 925, San Antonio, TX	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114075	ENR	Ethna Jacobs	1943-12-05	UHC-87152-41	7244354459	8666 Mountain View Dr, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121198	ENR	George C Sanchez	1970-05-24	UHC-75107-90	2257196452	1944 Park Pl Apt 15, Seattle, WA	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-121170	ENR	Donald OJunk	1999-01-19	UHC-13344-80	4376913779	5902 Broadway # 844, Eden Prairie, MN, 55322	0.52	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-111645	ENR	Marilyn A Contreras	1977-05-23	UHC-19912-89	3829576440	1227 Highland Ave, San Antonio, TX, 78265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-139045	ENR	Don Hudson	1964-02-07	UHC-48273-26	—	6118 Lake View Rd, Minneapolis, MN, 55444	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432796	CLM	Stephen C Murray	1962-05-26	UHC-92761-01	8113848702	4148 Main St, Seattle, WA, 98101	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106091	ENR	Scott Q Singh	1941-06-19	UHC-63799-34	4334896845	2352 Oak St Apt 18, Nashville, TN, 37205	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-416222	CLM	Donna Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-415975	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	—	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+2 more
ENR-102391	ENR	Carolyn Jimenez	1943-02-17	UHC-13964-61	4418228348	7201 Meadow Ln # 227, Houston, TX, 77054	0.52	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-134956	ENR	Hannah Ortiz	1957-10-10	UHC-87191-37	4432852812	6790 Harbor Blvd, San Diego, CA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105853	ENR	Joshua Crawford	2001-05-16	UHC-10821-88	7139517989	1998 Sage Ct, Chandler, AZ, 85201	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-139284	ENR	Michelle F Harvye	1950-05-22	UHC-63801-84	6442661684	2326 Oak St, San Antonio, TX, 78200	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112663	ENR	Teresa Vazquez	2005-01-09	UHC-14612-71	9114296370	1235 Elm St, San Diego, CA, 92177	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123550	ENR	George Silva	1972-09-06	UHC-43784-68	4807252921	9064 Camelback Rd, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104750	ENR	Camila Montgomery	2007-10-20	UHC-03721-09	5112459395	8901 Pine Dr, Minneapolis, MN, 55432	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405793	CLM	Walter Mejia	1953-04-24	—	—	2777 Indian School Rd, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27527	PRV	Charlotte V Nichols	1970-05-19	UHC-53965-50	8148244059	3495 Market St # 722, Columbus, OH	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-134974	ENR	Cynthia Stephns	1957-04-06	UHC-44022-07	2173893906	8209 Bayshore Dr, Atlanta, GA, 30364	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62912	TPA	David Mason	1997-04-19	—	4716776072	8973 Cedar Ln, Seattle, WA, 98181	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139240	ENR	Sophia Riley	1981-12-20	UHC-88399-89	4563981142	6152 Washington St, San Diego, CA, 92173	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53094	TPA	Santiago Lewis	1973-11-02	—	—	1083 Sage Ct, Fresno, CA, 93776	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140694	ENR	Michelle Phillips	1946-10-01	UHC-44626-22	5899044752	4100 Lake View Rd Apt 37, Miami, FL, 33148	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-425423	CLM	Barbara S Park	1982-05-01	UHC-16638-84	3326972621	4177 Pine Dr, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432475	CLM	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126326	ENR	Aisha Salazar	1967-12-18	UHC-25890-60	8404335234	9703 Willow Ct, Las Vegas, NV, 89193	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56485	TPA	Tyler Jones	1946-04-21	—	—	4500 Indian School Rd, Phoenix, AZ, 85069	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102678	ENR	Natalie W Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103484	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 18, Atlanta, GA	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132100	ENR	Brandon M Rose	1976-05-22	UHC-85159-64	2436368592	1264 Valley View Dr, Tucson, AZ, 85764	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-425297	CLM	Roger Le	1987-12-14	UHC-84334-48	—	9800 Cedar Ln, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403375	CLM	Emma Castillo	—	UHC-27180-71	—	382 Highland Ave, San Diego, CA, 92131	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-107039	ENR	Sandra A Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 51 of 648Previous Next