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
ENR-134744	ENR	Kathleen M Miller	1944-10-03	UHC-61179-15	6466973331	6044 Sage Ct Apt 14, Sacramento, CA, 95834	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123129	ENR	Barbara Roberts	1972-10-05	UHC-93612-27	—	9857 Oak St Apt 25, Denver, CO, 80215	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115741	ENR	Sophia S Vasquez	1947-12-15	UHC-21463-60	—	5478 Canyon Rd Apt 20, Tucson, AZ, 85761	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142067	ENR	Timothy Nguyne	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl Apt 28, Charlotte, NC, 28213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23712	PRV	Harold Fernandez	1981-07-02	UHC-45011-98	8222250190	6390 Lake View Rd Apt 24, Sacramento, CA, 95808	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432684	CLM	Peter Wang	1989-06-01	UHC-50056-32	2403355409	5320 Lake View Rd Apt 12, Columbus, OH, 43273	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102713	ENR	Isabella CJunk	2002-03-04	UHC-51969-60	5953278160	5677 Sunset Blvd Apt 38, Los Angeles, CA, 90082	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-103585	ENR	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln Apt 9, Denver, CO, 80294	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-428815	CLM	Betty Stephens	2006-12-15	UHC-08557-91	8869139445	6241 Lincoln Way Apt 40, Eden Prairie, MN, 55345	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54363	TPA	Charlotte Gordon	1983-07-13	—	—	4034 Mountain View Dr Apt 36, Orlando, FL, 32879	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-136032	ENR	Matthew H Burns	1976-12-19	UHC-41296-63	9458261763	6941 Pine Dr # 520, Tucson, AZ, 85753	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
TPA-56401	TPA	Jesse H Collins	1987-04-01	—	—	7476 Grand Ave # 511, Columbus, OH, 43212	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135416	ENR	Samantha Z Burke	2000-08-27	UHC-94001-94	7822754763	8709 Lincoln Way # 146, Minneapolis, MN, 55404	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-25815	PRV	Eugene Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 24, Gilbert, AZ, 85277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422224	CLM	William Mroales	1997-12-01	—	9632818563	342 Grand Ave # 276, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61897	TPA	Mason Fuller	2007-01-11	—	8222418222	6548 Washington St # 485, Austin, TX, 78700	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103376	ENR	Bryan Yang	1961-08-06	UHC-24123-48	3359830323	8243 Market St Apt 9, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-143091	ENR	Jacob V Murray	1995-11-28	UHC-20446-37	2334764546	1235 Highland Ave # 328, Tucson, AZ, 85747	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-106744	ENR	Robert K Boyd	2003-05-28	UHC-91770-26	5149606448	9733 Highland Ave # 625, Miami, FL, 33168	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417500	CLM	Dennis Parker	1972-05-03	UHC-00717-49	5053450910	3033 Washington St Apt 33, Mesa, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114100	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln # 439, Orlando, FL, 32813	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-55550	TPA	Austin Dean	1970-06-23	—	—	4643 Church St # 208, San Diego, CA, 92176	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
ENR-114793	ENR	Santiago Mejia	1961-06-28	UHC-22049-75	3144804021	1907 Highland Ave # 446, Miami, FL, 33186	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139933	ENR	Frank Powell	1990-09-11	UHC-17295-02	2645365520	8797 Camelback Rd # 514, Columbus, OH, 43231	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-410833	CLM	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave # 267, Tampa, FL, 33615	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64288	TPA	Ana Mendoza	1983-03-07	—	—	2702 Lake View Rd Apt 35, Atlanta, GA, 30307	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135821	ENR	Jordan J Boyd	1962-06-03	UHC-82021-98	5339654881	5668 Union St Apt 1, Minneapolis, MN, 55466	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-123804	ENR	Lawson R Kathleen	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr Apt 10, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58737	TPA	Brian Hart	1972-08-20	—	6385126569	1729 Highland Ave Apt 26, San Antonio, TX, 78258	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113826	ENR	Ahmed Z Burke	1958-06-22	UHC-38144-72	3877647745	2720 Spring St Apt 19, Minneapolis, MN, 55435	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403110	CLM	Andrea Fuller	2005-03-01	—	3177411713	8857 Camelback Rd # 513, Tucson, AZ, 85737	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123558	ENR	Amanad Fisher	1970-08-21	UHC-11517-28	2534443613	5090 Willow Ct # 652, Phoenix, AZ, 85007	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100158	ENR	Bobby Hoffman	1987-01-23	UHC-04901-77	9108465800	3548 Camelback Rd Apt 34, Denver, CO, 80290	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-108636	ENR	Brenda Riley	1954-12-20	UHC-37821-16	9562203055	2264 Park Pl Apt 19, Scottsdale, AZ, 85275	0.50	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-112923	ENR	Kimberly H Hernandez	—	UHC-45537-91	7288066834	1697 Desert Sky Blvd Apt 3, Chandler, AZ, 85254	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-412861	CLM	Marc Burke	2008-04-17	UHC-79080-92	—	4628 River Rd Apt 26, San Antonio, TX, 78278	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-112547	ENR	Becky P Ferguson	1939-04-11	UHC-58326-17	2436302509	429 Harbor Blvd # 785, Tampa, FL, 33658	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108855	ENR	Ahmed M Hudson	2000-03-10	UHC-80428-70	9817944266	4171 Valley View Dr Apt 33, Sacramento, CA, 95809	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-115276	ENR	Billy Grant	1958-09-19	UHC-16300-53	7687321105	3323 Mountain View Dr # 467, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102243	ENR	Andrea Holmes	1965-05-05	UHC-52048-24	—	1113 River Rd Apt 37, Atlanta, GA, 30336	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-106474	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd # 887, San Diego, CA, 92187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422422	CLM	Thomas U Baker	1955-02-04	—	—	9431 Desert Sky Blvd Apt 39, Eden Prairie, MN, 55392	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117058	ENR	Harold Gonzales	1980-06-19	UHC-74823-63	2725768115	6248 Camelback Rd # 635, Tucson, AZ, 85713	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119719	ENR	George S Hernandez	1955-03-23	UHC-67581-90	2286317709	6868 Ridge Rd # 437, Mesa, AZ, 85297	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-26269	PRV	Diana Lane	1990-09-25	UHC-80512-97	8243077412	3391 Indian School Rd # 279, Mesa, AZ, 85265	0.50	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
TPA-54093	TPA	Ahmed T Le	2003-06-10	—	2529296783	8017 Indian School Rd Apt 26, Tucson, AZ, 85742	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more

6,994 rows, page 33 of 140Previous Next