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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101969	ENR	Andrea Payne	1980-11-17	UHC-53890-52	3597406326	6213 Ridge Rd, Columbus, OH, 43283	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111609	ENR	Nancy Simpson	1956-04-01	UHC-55422-71	2059585506	5617 Jefferson Ave, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104626	ENR	Natalie Martinez	1951-10-28	UHC-91807-65	5249912847	8827 Hillcrest Rd, Los Angeles, CA, 90025	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-126969	ENR	Brittany Rgoers	1995-05-09	UHC-13376-44	7523320016	7219 Sunset Blvd, Dallas, TX, 75296	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-131954	ENR	Ralph A Ruiz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115437	ENR	Sandra S Wallace	1954-01-12	UHC-68071-83	9202190072	4945 Willow Ct, Atlanta, GA, 30334	0.76	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+2 more
ENR-138154	ENR	Anna P Murphy	1944-01-18	UHC-77898-36	3474330116	5294 Desert Sky Blvd, Gilbert, AZ, 85203	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109848	ENR	Jack P Sanchez	1998-04-02	UHC-31828-64	6027213425	252 Mountain View Dr, Austin, TX, 78728	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102195	ENR	Abigail Coleman	1951-01-12	UHC-35149-69	6177974325	6206 Ridge Rd, Denver, CO, 80291	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122752	ENR	Justin Lawrenec	2007-10-26	UHC-82602-94	8267780999	5154 Market St, Glendale, AZ, 85313	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114873	ENR	Mary V Ferguson	—	—	9188065515	1945 Meadow Ln, Seattle, WA, 98197	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-102701	ENR	Mary Pena	2004-08-06	UHC-66088-38	6383348034	1649 Indian School Rd, Houston, TX, 77017	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116177	ENR	Lawrence J Watson	1995-10-04	UHC-48583-08	—	9551 Camelback Rd, Minneapolis, MN, 55483	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-109726	ENR	Rachel O Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122499	ENR	Aaron Willis	1956-08-01	—	7356491243	7533 Cedar Ln, Charlotte, NC, 28215	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132576	ENR	Frances W Thompson	1992-11-10	UHC-79092-60	4757492320	6833 Sunset Blvd, Plano, TX, 75031	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114191	ENR	Joshua A Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St, Denver, CO, 80285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113750	ENR	Alberrt R Henderson	1965-09-27	UHC-38085-42	5014874205	4759 Main St, Eden Prairie, MN, 55322	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110208	ENR	Susan Jimenez	2003-04-07	UHC-96912-58	4129062436	3298 Mountain View Dr, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-139534	ENR	Linda K Watson	2005-10-21	UHC-57475-22	3808961733	3703 Park Pl, Minneapolis, MN, 55493	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117092	ENR	George Q McCoy	1994-09-25	UHC-11735-64	5212488321	8944 Cedar Ln, Orlando, FL, 32896	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141311	ENR	Larry Hunt	2006-04-09	UHC-16807-44	5292811209	7696 Desert Sky Blvd, San Antonio, TX, 78273	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139560	ENR	Isablla Crawford	1950-05-23	UHC-64929-99	4734618525	2664 River Rd, Eden Prairie, MN, 55301	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109303	ENR	Gerald Kennedy	1977-03-10	UHC-54614-81	3858060050	6525 Camelback Rd, Orlando, FL, 32885	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128191	ENR	Deborah Santiago	1961-05-25	UHC-35269-37	6512333945	8215 Washington St, Chandler, AZ, 85273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106028	ENR	Sean F Cooper	1942-01-19	UHC-34093-64	2357972755	8680 Mesa Dr, San Antonio, TX, 78233	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113471	ENR	Edward E Wright	1961-02-17	UHC-28582-36	6949782467	9502 Ocean Ave, Minneapolis, MN, 55494	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120025	ENR	Janet Ferguson	1995-11-02	UHC-23654-46	7042083543	8247 Bayshore Dr, Tucson, AZ, 85718	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105164	ENR	Noeh K Jackson	1989-03-24	UHC-32507-07	7162163994	5598 Bayshore Dr, Jacksonville, FL, 32277	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138719	ENR	Cheryl M Luna	1999-12-26	UHC-57983-78	9438515939	5148 Harbor Blvd, Atlanta, GA, 30367	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108327	ENR	Patricia J McDonald	1999-05-06	UHC-83176-81	5529164187	8188 Bayshore Dr, San Diego, CA, 92102	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116542	ENR	Lori Q Vargas	1997-12-18	UHC-17687-76	9589706145	7352 River Rd, Houston, TX, 77015	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129506	ENR	Michael U Soot	1968-03-23	UHC-17977-66	9892691701	3465 Oak St, Mesa, AZ, 85235	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115235	ENR	Shirley Jensen	1957-03-15	UHC-92914-52	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129743	ENR	Walter D King	1938-09-06	UHC-43989-60	3892717655	407 Valley View Dr, Columbus, OH, 43234	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101987	ENR	Ann N Oliiver	1960-10-10	UHC-78603-21	2893493304	5703 Park Pl, Charlotte, NC, 28247	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-101988	ENR	Ann N Oliiver	1960-10-10	UHC-78603-21	2893493304	5703 Park Pl, Charlotte, NC, 28247	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120383	ENR	Brian S Cunningham	2003-12-01	UHC-70418-31	8759961578	3596 Desert Sky Blvd, Miami, FL, 33115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138183	ENR	Charlotte Sandoval	1966-09-28	UHC-46215-36	3118574377	4322 Spring St, Gilbert, AZ, 85277	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132254	ENR	Kevin Morales	2005-06-13	UHC-41017-23	9069539933	8345 Park Pl, Sacramento, CA, 95808	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104043	ENR	Arjun McDonald	1941-08-26	UHC-38130-42	9256705968	2118 Meadow Ln, Orlando, FL, 32868	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-129794	ENR	Lucia O Washington	1972-06-19	UHC-13607-07	4562862266	3201 Main St, Tampa, FL, 33603	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120230	ENR	Priya Berry	1958-07-07	—	—	6745 Elm St, Chandler, AZ, 85274	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109921	ENR	Jeremy Munoz	1994-06-22	UHC-03662-51	—	3842 Park Pl, Eden Prairie, MN, 55321	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-116949	ENR	Dorothy Z Rios	2002-08-04	UHC-82541-55	6424655647	4551 Maple Ave, Seattle, WA, 98185	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108399	ENR	Brandon Cooper	1971-02-17	—	7869512901	647 Jefferson Ave, Orlando, FL, 32818	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101912	ENR	Ahmed R Grant	1946-05-15	UHC-33822-70	6802750928	3106 Pine Dr, Chandler, AZ	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-136990	ENR	Lawrence B Ryan	2001-09-23	UHC-31520-38	5247056622	1159 Bayshore Dr, Dallas, TX, 75291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126697	ENR	Emily V Obrien	2005-09-21	UHC-85211-39	4117437239	1760 Baseline Rd, Scottsdale, AZ, 85285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138239	ENR	Carolyn K Fuller	1996-12-10	UHC-10166-76	9234852955	5749 Mountain View Dr, Austin, TX, 78736	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more

8,423 rows, page 103 of 169Previous Next