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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425799	CLM	Jordan Williamson	2007-06-02	UHC-39394-42	5307968577	8677 Union St Apt 28, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-403963	CLM	Michael F Reynolds	1966-01-18	UHC-84802-78	—	9598 Mesa Dr Apt 31, Plano, TX, 75013	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-123637	ENR	Camila P Ryan	1986-10-28	UHC-46828-66	5473255537	6745 Meadow Ln Apt 38, Minneapolis, MN, 55425	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-129009	ENR	Russell P Nnuez	1987-06-15	UHC-92246-28	2273469995	9308 River Rd # 227, Jacksonville, FL, 32287	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-24911	PRV	Christine Stewart	1946-01-03	—	6954879216	412 Palm Dr Apt 12, Austin, TX, 78728	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-58240	TPA	Billy Weaver	1953-05-24	—	6538022577	1760 Pine Dr Apt 32, Sacramento, CA, 95874	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-110754	ENR	Marcus Willis	1984-04-11	UHC-03562-26	9074495972	6871 Park Pl Apt 12, Plano, TX, 75027	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-403510	CLM	Danielle Bradley	1946-04-12	—	—	3413 Broadway # 991, Tampa, FL, 33627	0.80	Date of birth reformatted Unit split from street Address re-cased Placeholder values cleared
TPA-57046	TPA	Serah Singh	1940-12-15	—	4785488691	220 Broadway Apt 20, Jacksonville, FL, 32214	0.80	Name re-cased Unit split from street Address re-cased Placeholder values cleared
ENR-141889	ENR	Ethan Goron	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way Apt 21, Dallas, TX, 75288	0.80	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed
CLM-414878	CLM	Carolyn Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr # 572, Tucson, AZ, 85732	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-127465	ENR	Alan K Mendez	1938-01-22	UHC-14071-46	4829762079	3283 Willow Ct Apt 7, Tucson, AZ, 85768	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-138606	ENR	Lucia Greene	1952-04-08	UHC-67461-24	—	7328 Sage Ct # 692, Atlanta, GA, 30374	0.80	Name re-cased Member ID reformatted Unit split from street Plan code upper-cased
TPA-53068	TPA	Donna Padilla	1951-10-28	—	—	6322 Bayshore Dr Apt 9, Sacramento, CA, 95875	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
ENR-139446	ENR	Adam I Garcia	2003-04-05	UHC-66689-15	8073838905	6052 Cedar Ln # 573, San Diego, CA, 92182	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
CLM-417948	CLM	Judy B Hart	2006-05-28	—	8769378652	2376 Meadow Ln Apt 7, Scottsdale, AZ, 85263	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-108896	ENR	Gloria C Vasquez	1970-07-18	UHC-13633-38	7394263633	7394 Meadow Ln # 747, San Antonio, TX, 78203	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-109210	ENR	Joseph K Peters	1973-09-07	UHC-30404-02	2112295769	6481 Broadway Apt 24, Nashville, TN, 37274	0.80	Name re-cased Unit split from street City re-cased Email lower-cased
ENR-137628	ENR	Vinecnt Owens	1940-03-06	UHC-82525-96	3325679622	7679 Church St # 745, Jacksonville, FL, 32222	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-125252	ENR	Anthony X Young	1973-09-11	UHC-05720-74	8932675206	1997 Grand Ave Apt 13, Sacramento, CA, 95876	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-20086	PRV	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St # 940, Fresno, CA, 93783	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26467	PRV	Beverly Z Vasquez	1980-01-13	—	2784063649	3211 Meadow Ln Apt 35, Denver, CO, 80216	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-126710	ENR	Carolyn E Rice	1941-09-08	UHC-84651-95	8025423973	2300 Market St # 962, Scottsdale, AZ, 85298	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
PRV-26455	PRV	Ethan Jackson	1954-04-10	—	5583013069	801 Main St Apt 28, San Antonio, TX, 78269	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20778	PRV	Thompson Robert	1976-07-17	UHC-19770-53	—	6258 Camelback Rd # 108, Houston, TX, 77022	0.80	Name re-cased Date of birth reformatted Unit split from street Email lower-cased
TPA-53970	TPA	Adam Mejia	1987-08-25	—	7518455511	7973 Baseline Rd # 462, Scottsdale, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-128621	ENR	Natalie Taylor	1990-05-01	UHC-81929-18	4462800579	3265 Main St Apt 31, Atlanta, GA, 30372	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased
CLM-418040	CLM	Valentnia Martinez	2003-01-05	UHC-82598-56	9819103430	8936 Palm Dr Apt 13, Miami, FL, 33113	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417516	CLM	Denise Oliver	1970-05-03	—	3693422245	7593 Washington St Apt 11, Columbus, OH, 43298	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-22082	PRV	Charlotte K Coleman	1994-05-05	—	7035761622	4598 Baseline Rd # 227, Nashville, TN, 37221	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-133917	ENR	Betsy L Jordan	1979-02-15	UHC-64254-45	2812616714	7409 Apache Blvd # 439, Las Vegas, NV, 89180	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased
ENR-132464	ENR	Catherine K Luna	1986-09-14	UHC-54238-50	3645031567	4991 Forest Ave Apt 4, Jacksonville, FL, 32297	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111337	ENR	Wayne V Ferguson	1969-06-12	UHC-81497-60	7397781136	8019 Broadway Apt 28, Mesa, AZ, 85235	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-119988	ENR	Lisa D Shaw	1989-08-06	UHC-91238-33	7452588793	3486 Elm St Apt 6, San Diego, CA, 92141	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
ENR-134710	ENR	Michael B Schmidt	2004-10-28	UHC-23738-80	5799566239	7258 Harbor Blvd # 156, Dallas, TX, 75268	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
ENR-139198	ENR	Ralph Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St # 815, Miami, FL, 33166	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-101475	ENR	Logan B Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln Apt 36, Houston, TX, 77006	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
ENR-120809	ENR	Sharon Herrera	1966-02-01	UHC-47949-97	4384279687	8230 Market St # 227, Jacksonville, FL, 32291	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-426776	CLM	Bradley Weber	1991-06-17	UHC-33663-44	—	6986 Pine Dr Apt 7, Miami, FL, 33102	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24457	PRV	Aaron Evans	1944-06-16	—	6935365422	2320 Central Ave # 426, Austin, TX, 78753	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50880	TPA	Alexander Carlson	1940-06-07	—	—	5227 Ridge Rd Apt 19, Fresno, CA, 93742	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-100742	ENR	Camila Muoz	2001-02-08	UHC-45689-80	4463192923	9324 Cedar Ln # 506, Seattle, WA, 98134	0.80	Name re-cased Unit split from street State code upper-cased Whitespace trimmed
ENR-118932	ENR	Sam F Hall	1969-07-09	UHC-98058-91	7723416986	2021 Spring St # 138, Fresno, CA, 93792	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
ENR-131264	ENR	Jack K Mendeez	1994-11-26	UHC-42456-07	3384711511	4621 Meadow Ln Apt 31, Columbus, OH, 43213	0.80	Name re-cased Unit split from street Email lower-cased Whitespace trimmed
CLM-411203	CLM	Alexander Evans	1988-09-01	UHC-04922-49	5646217131	1779 Valley View Dr Apt 39, Scottsdale, AZ, 85206	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-109108	ENR	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr # 406, Atlanta, GA, 30335	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-408756	CLM	Timothy Long	1946-08-28	UHC-23521-87	—	518 Pine Dr # 585, Minneapolis, MN, 55474	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-411240	CLM	Kathleen West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 477, Glendale, AZ, 85339	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-130471	ENR	Juan R Graham	1954-01-27	UHC-74875-35	8209215158	2411 Ridge Rd Apt 24, Plano, TX, 75066	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
CLM-402975	CLM	Philip Le	1983-04-22	—	7534863035	3707 Union St Apt 9, Jacksonville, FL, 32202	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared

6,994 rows, page 128 of 140Previous Next