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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127668	ENR	Juan S Wells	1963-12-02	UHC-62005-75	7514299935	8015 Lake View Rd, Orlando, FL, 32828	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
TPA-53066	TPA	Amanda Simmons	1964-04-10	—	—	9164 Camelback Rd, Mesa, AZ, 85207	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126169	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426092	CLM	Kayla Schmidt	1973-12-05	—	—	7183 Sunset Blvd, Columbus, OH, 43276	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55849	TPA	Brian Ford	1998-09-28	—	—	3178 Harbor Blvd, Houston, TX, 77071	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-418601	CLM	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104934	ENR	Ryan Graham	1975-11-27	UHC-96623-89	9649706952	9138 Mountain View Dr, Miami, FL, 33138	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122773	ENR	Kenneth Z Peters	1991-09-06	UHC-72342-94	8464055697	2744 Hillcrest Rd, Houston, TX, 77004	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428664	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428663	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429816	CLM	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134607	ENR	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124800	ENR	Jen Martinez	1972-10-26	UHC-89803-35	3965959532	7039 Elm St, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
TPA-60320	TPA	Justin Shaw	1942-04-02	—	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138026	ENR	Kim Morales	1963-06-09	UHC-52189-91	2013058909	6361 Meadow Ln, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63416	TPA	Bobby Jones	1990-10-25	—	—	8156 Lake View Rd, Austin, TX, 78778	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-123682	ENR	Betty Y Martinnez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63066	TPA	Olivia Gutierrez	1971-06-02	—	—	2108 Ocean Ave, Denver, CO, 80237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429662	CLM	Shirley Rojas	1966-01-02	UHC-61087-91	7065069754	4695 Indian School Rd, Fresno, CA, 93760	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429663	CLM	Shirley Rojas	1966-01-02	UHC-61087-91	7065069754	4695 Indian School Rd, Fresno, CA, 93760	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106009	ENR	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124035	ENR	Jacob Vazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411069	CLM	Beverly S Ryan	1961-02-18	UHC-70614-01	4977288681	7221 Apache Blvd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139936	ENR	Denise Cunningham	2006-12-13	UHC-93555-02	8505403012	8179 Oak St, Seattle, WA, 98101	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119729	ENR	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	5356 Ridge Rd, Chandler, AZ, 85233	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414539	CLM	Boobby L Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-54246	TPA	Zachary Hill	1958-01-15	—	2539570730	7404 Market St, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100280	ENR	Luis C Hoffman	1985-01-04	UHC-60536-53	7668064088	8572 Apache Blvd, Seattle, WA, 98166	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402760	CLM	James Ortiz	1965-01-02	—	—	78 Willow Ct, Houston, TX, 77043	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428846	CLM	Kelly Contreras	2004-02-22	UHC-37940-69	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110697	ENR	Shirley H Welch	1944-11-10	UHC-57883-65	5096102614	5380 Washington St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-431249	CLM	William Oliver	1951-01-11	UHC-98569-65	2492906803	9799 Pine Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429107	CLM	John Wood	1997-05-03	—	5745986144	2081 Spring St, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28532	PRV	Fatima X Duncan	2001-09-26	—	5236513541	2074 Cedar Ln, Los Angeles, CA, 90070	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125668	ENR	Judith N Knight	1982-11-15	UHC-42918-02	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25583	PRV	Alice Jackson	1968-01-20	UHC-04889-09	4414694338	3218 Elm St, Denver, CO, 80247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403466	CLM	Arthur Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-427010	CLM	Joe Dean	2007-12-13	—	5898412283	1160 Desert Sky Blvd, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113368	ENR	Matthew Mason	1975-11-09	UHC-38038-76	—	1967 Indian School Rd, Fresno, CA, 93738	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22801	PRV	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-124594	ENR	Sam J Oliver	1968-03-01	UHC-41801-41	—	3743 Church St, Houston, TX, 77089	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53332	TPA	Willie Robinson	1992-04-01	—	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403611	CLM	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108468	ENR	Sophia H Marquez	1986-09-01	UHC-21684-62	4003906829	6786 Meadow Ln, Fresno, CA, 93755	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408258	CLM	Walteer Weber	1988-01-16	—	—	3286 Hillcrest Rd, Dallas, TX, 75290	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108486	ENR	Eric T Long	1956-11-04	UHC-21628-91	6068197313	4296 River Rd, San Antonio, TX, 78273	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20844	PRV	Carol Snyder	1966-06-27	—	—	6212 Baseline Rd, Las Vegas, NV, 89100	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130708	ENR	Lauren Coooper	1986-09-13	UHC-35857-72	4182089953	5928 Church St, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402880	CLM	Diego A Valdez	1962-04-06	—	5768453658	315 Palm Dr, Tucson, AZ, 85799	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 89 of 182Previous Next