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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112292	ENR	Stephen D McCoy	1972-04-28	UHC-59843-65	2713403520	7456 Harbor Blvd, Glendale, AZ, 85371	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142744	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St, Columbus, OH, 43251	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105442	ENR	Justin M Sandoval	1948-12-05	UHC-34001-08	5837578478	6564 Mesa Dr, Fresno, CA, 93792	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105999	ENR	Donald Torres	1997-12-14	UHC-22457-76	7844289930	8591 Central Ave # 822, San Diego, CA, 92186	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141895	ENR	Omar I Meyer	1997-04-26	UHC-76229-33	4886600187	6245 Market St, Dallas, TX, 75202	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106305	ENR	Justin D Evans	1968-06-01	UHC-25755-07	—	4255 Apache Blvd, Denver, CO, 80200	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103284	ENR	Karen T Johnston	1998-12-24	UHC-95810-35	8999727622	5990 Palm Dr, Miami, FL, 33168	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124130	ENR	Stephen Robertson	1983-07-21	UHC-16280-18	3469499967	9329 Canyon Rd, Charlotte, NC, 28263	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133485	ENR	Aishha U Walace	1971-05-21	UHC-59041-99	5727424896	7738 Highland Ave, Tucson, AZ, 85742	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131676	ENR	Yuki C Ramos	1959-07-13	UHC-80469-73	4827191739	6994 Oak St, Houston, TX, 77057	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137226	ENR	Kevin Jenkins	1992-10-25	UHC-93562-65	7603065110	6415 Ridge Rd, Fresno, CA, 93722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100358	ENR	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr, Denver, CO, 80261	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141261	ENR	Billy G Romero	1952-02-05	UHC-55739-85	7953549660	4647 Sunset Blvd, Gilbert, AZ, 85247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135396	ENR	Julia L Miller	2000-08-25	UHC-18416-24	6243097387	2014 Jefferson Ave, Tempe, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100597	ENR	Charlotte Nichols	1960-03-16	UHC-47740-24	5339827203	5200 Bayshore Dr, Tempe, AZ, 85259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113059	ENR	Amber A Howlel	1967-03-16	UHC-88592-44	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130273	ENR	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr, Eden Prairie, MN, 55394	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110879	ENR	Ethan Torres	1967-05-28	UHC-85992-36	2737448496	5045 Canyon Rd, Glendale, AZ, 85330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101992	ENR	Ethan C Smith	2008-08-23	UHC-62926-64	6178424302	4686 Maple Ave, Eden Prairie, MN, 55387	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137617	ENR	Jordan Sullivan	2001-02-14	UHC-09579-56	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120650	ENR	Karen Lucas	1956-07-02	UHC-43243-09	—	6460 Bayshore Dr, Phoenix, AZ, 85002	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133977	ENR	Bryan I Scott	1951-05-17	UHC-42567-19	6626974982	8868 Hillcrest Rd, Austin, TX, 78736	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111399	ENR	Aaron B Duncan	1958-05-10	UHC-17184-61	9012059601	7780 Grand Ave, Atlanta, GA, 30325	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102842	ENR	Margaret C Taylor	1974-07-02	UHC-97983-87	4485380519	7958 Oak St, Houston, TX, 77046	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104012	ENR	Ethan O Stevens	1961-05-25	UHC-83036-06	8316786023	7486 River Rd, Dallas, TX, 75285	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108488	ENR	Eugene Bryant	1969-11-28	UHC-75291-21	4242525480	4957 Ridge Rd, Nashville, TN, 37285	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139398	ENR	Patrick K Turner	1993-09-18	UHC-04451-06	6895529490	6877 Hillcrest Rd, Nashville, TN, 37270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127503	ENR	Janice Sandoval	2003-12-23	UHC-66768-58	3672848392	8538 Highland Ave, Orlando, FL, 32852	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133608	ENR	Gloria Gilbert	1990-12-28	UHC-67983-70	3428826529	478 Sage Ct, Phoenix, AZ, 85015	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140192	ENR	Jess Smth	1991-08-28	UHC-10378-37	7944874284	25 Lincoln Way, Las Vegas, NV, 89107	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130840	ENR	Cheryl H Butler	1945-11-14	UHC-34460-27	6763001291	6585 Bayshore Dr, Plano, TX, 75038	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101136	ENR	Aaron Payne	1969-11-26	UHC-50453-48	9089543112	9763 Indian School Rd, Glendale, AZ, 85375	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142896	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	7755627925	4825 Valley View Dr, Orlando, FL, 32804	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108436	ENR	Matthew E Kim	2008-04-21	UHC-77690-05	9362711051	4933 Grand Ave, Houston, TX, 77032	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-106051	ENR	Priya O Warrne	1958-06-19	UHC-43262-29	9333868605	7010 Bayshore Dr, Tampa, FL, 33653	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135943	ENR	Kyle Jenkins	1992-11-04	UHC-76646-66	7594541162	664 Apache Blvd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135878	ENR	Lori I Armstrong	1939-08-17	UHC-85173-78	2402251345	319 River Rd, Charlotte, NC, 28225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130685	ENR	Heather G Watkins	1969-07-19	UHC-51360-06	9075322814	1054 Lincoln Way, Mesa, AZ, 85235	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125218	ENR	Nathan Harrison	1967-09-23	UHC-91973-02	5368123885	4637 Indian School Rd, Jacksonville, FL, 32260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119201	ENR	Kayla Thompson	1966-10-13	UHC-32429-71	8255817398	8233 Mesa Dr, Jacksonville, FL, 32263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142372	ENR	Nathan Williamson	1978-06-20	UHC-01647-59	9415719840	3051 Bayshore Dr, Tampa, FL, 33693	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106701	ENR	Justin Wong	1960-01-10	UHC-66794-56	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-127394	ENR	Jean N Espinoza	1942-05-24	UHC-17253-37	4893141789	3118 Jefferson Ave, Jacksonville, FL, 32261	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129515	ENR	Mark Perez	1962-05-13	UHC-51631-22	6119406836	8922 Canyon Rd, Los Angeles, CA, 90089	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131930	ENR	Daniel Den	1952-03-07	UHC-58097-77	7857040886	3301 Palm Dr, Nashville, TN, 37246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138283	ENR	Megan Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118451	ENR	Keith T Hamilton	1946-08-08	UHC-65870-45	—	8584 River Rd, Nashville, TN, 37260	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114961	ENR	Gregory Salazar	1955-03-17	UHC-54013-72	—	5228 Harbor Blvd, Los Angeles, CA, 90079	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115842	ENR	Daniel Gray	1980-12-01	UHC-40750-73	9077702615	8185 Spring St, Tampa, FL, 33657	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136335	ENR	Danielle J Hoffman	—	UHC-71342-86	5836526880	4187 Highland Ave, Los Angeles, CA, 90098	0.74	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more

13,989 rows, page 124 of 280Previous Next