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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129601	ENR	Mateo Hunter	1996-02-07	UHC-25062-14	2322488301	836 Broadway, Los Angeles, CA, 90001	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-53278	TPA	Barbara M Estrada	1942-09-28	UHC-62835-15	4444749446	5846 Highland Ave, Glendale, AZ, 85303	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-112056	ENR	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141246	ENR	Peter Roberts	2009-09-12	UHC-81497-96	6742520210	1031 Grand Ave, Plano, TX, 75042	0.74	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
CLM-422619	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-105411	ENR	Tim Armstrong	2004-03-19	UHC-94717-18	3165825812	5094 Willow Ct, Eden Prairie, MN, 55306	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-29251	PRV	Ashley Castillo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.74	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-119251	ENR	Mark Johnston	1965-11-10	UHC-67775-91	3645912585	37 Park Pl, Columbus, OH, 43206	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-28574	PRV	John Moore	1996-04-11	—	4072061847	3523 Market St, Sacramento, CA, 95863	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132736	ENR	Barbara T Fox	1959-06-27	UHC-10850-41	3976114044	572 Canyon Rd, Gilbert, AZ, 85241	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-140469	ENR	Jacqueline L Dean	1986-03-02	UHC-08305-88	6272726910	346 Apache Blvd, San Diego, CA, 92107	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-421014	CLM	Adam Williamson	1977-03-03	UHC-12020-33	5512808766	2283 Valley View Dr, Miami, FL, 33143	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-403207	CLM	Betty Allen	1956-09-12	—	9659635693	8596 Broadway, Tempe, AZ, 85248	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
PRV-21406	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21405	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-400221	CLM	Sarah Sanders	1961-05-12	UHC-10031-33	2274580840	9257 Willow Ct, Phoenix, AZ, 85097	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-62132	TPA	Jack Danies	1952-12-08	—	6764784172	6951 Church St, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-427944	CLM	Nicholas Garcia	1964-11-11	—	5799195898	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-23834	PRV	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-107037	ENR	Sandra Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140515	ENR	Jerry Banks	1945-09-20	UHC-69891-94	6254404110	249 Oak St, Columbus, OH, 43202	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-134897	ENR	Diane R McDonald	1964-07-20	UHC-59434-66	9562693668	1970 Grand Ave, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-100803	ENR	Russell J Carlson	1972-11-07	UHC-54250-93	2932613023	1405 Valley View Dr, Orlando, FL, 32863	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24594	PRV	George Owens	1938-04-26	—	6016586517	491 Union St, Glendale, AZ, 85322	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-54072	TPA	Arjun Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-426806	CLM	Jessica Williamson	1963-09-19	—	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-22537	PRV	Jack O Hudson	1999-01-25	—	7907161482	9203 Broadway, Miami, FL, 33199	0.76	Phone reformatted Address re-cased City re-cased State code upper-cased+2 more
ENR-131130	ENR	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-110650	ENR	Abigail Bradley	1974-05-23	—	8062646214	3110 Church St, Mesa, AZ, 85210	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-113622	ENR	Sophia A Riey	1997-09-13	UHC-71413-86	—	6447 Union St, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-124885	ENR	Dennis Hrt	1968-12-28	UHC-24963-87	2114345679	3788 Forest Ave, Tampa, FL, 33634	0.76	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-412143	CLM	Roy Mills	1949-09-10	UHC-24316-20	5212529707	1396 Union St, Sacramento, CA, 95803	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-105120	ENR	Ryan K Harvey	1963-03-19	UHC-57985-21	3785115349	3813 Elm St, Fresno, CA, 93774	0.76	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-410681	CLM	Steven G Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
TPA-61715	TPA	Bryan Pena	1961-08-26	UHC-12094-45	4859801555	6885 Market St, Houston, TX, 77041	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-105741	ENR	Carl A Hoffman	1941-12-11	—	9012172683	9270 Palm Dr, Columbus, OH, 43259	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-57052	TPA	Bruce Steves	2003-02-23	UHC-19250-74	8658387604	4915 Broadway, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-62851	TPA	Stephanie Ruiz	1960-09-07	—	—	7665 Mesa Dr, Los Angeles, CA, 90093	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-115526	ENR	Robert V Lawson	1955-05-05	UHC-28291-68	—	4505 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-134232	ENR	Kelly E Hudson	1972-08-17	UHC-39251-23	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-102536	ENR	David I Davis	1939-12-06	UHC-96149-83	3983167721	9365 Elm St, Denver, CO, 80273	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-128129	ENR	Paul A Cruz	1993-04-08	UHC-90990-14	5718721444	9141 Ridge Rd, San Antonio, TX, 78236	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112654	ENR	Dylan Jordan	1949-05-05	UHC-41667-88	7278806401	7294 Harbor Blvd, Sacramento, CA, 95880	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
TPA-61202	TPA	Eric Li	1942-04-03	—	2816377947	3044 Park Pl, Denver, CO, 80212	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-55943	TPA	Bill Fowler	1940-08-11	—	6689393287	9182 Bayshore Dr, San Diego, CA, 92186	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-141171	ENR	Doris D Tucker	1951-04-18	UHC-44970-38	7453368473	8068 Broadway, Miami, FL, 33128	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-137536	ENR	Mark A Young	1967-05-20	UHC-00268-39	—	1847 Spring St, Chandler, AZ, 85272	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-26262	PRV	Lawrence Shaw	1968-10-26	—	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-418236	CLM	Ruth Dunn	1939-07-12	UHC-54120-52	4703459151	8764 Sage Ct, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-22630	PRV	Juan Powell	1975-01-22	—	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more

8,263 rows, page 135 of 166Previous Next