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
PRV-23106	PRV	Diane B Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St Apt 24, Phoenix, AZ, 85000	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-62608	TPA	Mei Olson	1956-09-21	UHC-06921-33	5547738539	6886 Pine Dr # 534, Sacramento, CA, 95863	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-121547	ENR	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd # 902, Tempe, AZ, 85270	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424809	CLM	Ann X Murphy	1939-06-17	UHC-58244-17	7748950284	5847 Park Pl # 513, Eden Prairie, MN, 55381	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-101324	ENR	Logan King	2005-04-02	UHC-76698-04	4549009013	8129 Lake View Rd Apt 4, Glendale, AZ, 85367	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-135419	ENR	Pamela Larson	1972-02-15	UHC-93705-75	6737556806	5652 Broadway # 392, Tampa, FL, 33658	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-104850	ENR	Jessica V Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 232, Atlanta, GA, 30323	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-62167	TPA	Anthony Oliver	1962-09-24	—	—	697 Meadow Ln Apt 9, Phoenix, AZ, 85026	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-418936	CLM	Eugene Fuller	1947-08-22	—	4076674723	738 Market St # 787, Minneapolis, MN, 55473	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-422354	CLM	Marcus Yang	1959-05-24	UHC-58969-79	9326152816	4981 Lake View Rd # 543, Columbus, OH, 43250	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-56147	TPA	Mason Rios	1950-09-14	—	2208220528	8770 Washington St Apt 33, Glendale, AZ, 85340	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
CLM-400780	CLM	Fatima Cook	1975-03-18	UHC-70675-02	7284883863	3264 Lake View Rd # 886, Sacramento, CA, 95812	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
ENR-107769	ENR	Bryan L Rose	2000-06-21	UHC-43770-82	9227729481	4892 Baseline Rd # 432, Nashville, TN, 37235	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-411680	CLM	Patrick Flores	1988-01-24	—	—	253 Lake View Rd Apt 36, Seattle, WA, 98106	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-405798	CLM	Jordan Duncan	1993-06-11	UHC-11088-69	7863190096	4713 Indian School Rd # 925, Houston, TX, 77066	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424098	CLM	Russell L Barens	2003-02-11	—	4717832575	3123 Forest Ave # 817, Seattle, WA, 98160	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-125906	ENR	Christine Morgan	2007-09-01	UHC-43385-83	3988679277	469 Pine Dr Apt 1, Austin, TX, 78759	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-109542	ENR	Bradley Sims	1941-06-23	UHC-61371-87	6972065752	5562 Apache Blvd # 865, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-414889	CLM	David R Ryan	1956-10-15	UHC-48337-47	9323401080	5705 Pine Dr Apt 26, Tempe, AZ, 85247	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-125909	ENR	Bryan F Reid	1949-11-01	UHC-43766-21	7617692106	2210 Grand Ave # 667, Plano, TX, 75069	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-111711	ENR	Bradley I Baker	1997-02-18	UHC-79476-20	2687916853	5704 Broadway # 750, Sacramento, CA, 95852	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-111712	ENR	Bradley I Baker	1997-02-18	UHC-79476-20	2687916853	5704 Broadway # 750, Sacramento, CA, 95852	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
TPA-60819	TPA	Roger S Nguyen	1992-02-06	—	4567329041	4735 Central Ave Apt 19, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-57761	TPA	Charles Wilson	2006-01-02	—	8625941570	3100 Lincoln Way Apt 23, Los Angeles, CA, 90077	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-52599	TPA	Susn Matthews	1960-06-04	—	4099310599	2622 Meadow Ln Apt 22, Austin, TX, 78742	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-420534	CLM	Frances Harris	2008-05-17	UHC-24775-06	—	1203 Church St Apt 36, Tampa, FL, 33691	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-62631	TPA	Meissa Valdez	1958-04-10	UHC-92566-61	—	1948 Lincoln Way # 128, Fresno, CA, 93740	0.78	Member ID reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
PRV-21380	PRV	Natalie L Welch	1981-10-07	UHC-77444-76	6436189753	218 Valley View Dr # 844, Tempe, AZ, 85274	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-418557	CLM	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 33, Scottsdale, AZ, 85207	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-429878	CLM	Keith Rogers	1974-06-19	—	—	4103 Elm St # 699, Tempe, AZ, 85264	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-117848	ENR	Hannah Larson	1947-07-04	UHC-78637-88	7242437417	9558 Maple Ave Apt 30, Gilbert, AZ, 85256	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-121511	ENR	Bradley D Burton	1997-09-28	UHC-86273-40	—	2223 Valley View Dr Apt 4, Tucson, AZ, 85775	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
TPA-56622	TPA	Joseph Dean	1992-07-20	—	2773097253	5930 River Rd # 746, Houston, TX, 77059	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-139388	ENR	Timothy P George	1941-06-24	UHC-62919-01	2412813785	9318 Oak St Apt 9, San Diego, CA, 92161	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-127489	ENR	Terry Spencer	1998-12-13	UHC-19567-35	3258432884	642 Union St # 210, Fresno, CA, 93725	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
CLM-425250	CLM	Ethan S Sims	1969-05-08	—	—	6288 Elm St # 903, Plano, TX, 75005	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
PRV-27819	PRV	Kelly Robinson	1981-07-19	—	9245058985	7506 Cedar Ln Apt 11, Orlando, FL, 32883	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-61574	TPA	Anna Payne	1966-11-27	—	—	3257 Market St # 795, Austin, TX, 78786	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-100763	ENR	Stephanie J Hamilton	1986-01-08	UHC-85850-81	8273998162	6645 Highland Ave Apt 2, Phoenix, AZ, 85085	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
PRV-20406	PRV	Nancy George	1946-06-28	—	3134241295	6342 Forest Ave # 511, Scottsdale, AZ, 85290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-136953	ENR	Brian Luna	1979-03-15	UHC-21049-01	6899739461	8122 Maple Ave # 757, Eden Prairie, MN, 55367	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-400769	CLM	Sara K Phillips	2002-08-13	UHC-60451-51	9719993287	5025 Desert Sky Blvd # 533, Orlando, FL, 32803	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
CLM-414538	CLM	Joyce Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave Apt 20, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-129715	ENR	Brandon Q Owens	1951-01-08	UHC-68213-48	3556542909	162 Highland Ave Apt 27, Chandler, AZ, 85221	0.78	Phone reformatted Member ID reformatted Unit split from street Email lower-cased+1 more
CLM-409282	CLM	Rachel Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd # 867, San Antonio, TX, 78241	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-116046	ENR	Maria B Tran	1969-05-10	UHC-71683-43	4302044410	8644 Broadway # 792, Chandler, AZ, 85246	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-117449	ENR	Lisa Hicks	1984-01-14	UHC-45936-13	7214183191	8771 Apache Blvd Apt 12, Seattle, WA, 98161	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-119647	ENR	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 258, Eden Prairie, MN, 55375	0.78	Phone reformatted Unit split from street Address re-cased State code upper-cased+1 more
ENR-119646	ENR	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 258, Eden Prairie, MN, 55375	0.78	Phone reformatted Unit split from street Address re-cased State code upper-cased+1 more
ENR-102028	ENR	Nicole Maldonado	1960-07-08	UHC-16949-67	—	88 Meadow Ln Apt 31, Tucson, AZ, 85788	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more

6,994 rows, page 120 of 140Previous Next