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-125228	ENR	Douglas Lynch	1983-02-10	UHC-36045-91	6092888751	365 Maple Ave, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109661	ENR	Jeremy Nichols	1977-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124478	ENR	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103865	ENR	Patricia Y Schultz	1946-04-18	UHC-50932-99	6462059255	4426 Park Pl, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123336	ENR	Ryan Morrison	1997-06-28	UHC-42344-63	6144678272	8872 Sage Ct, Atlanta, GA, 30321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26583	PRV	Peer Payne	1994-06-07	—	2385128845	4592 Maple Ave, Atlanta, GA, 30378	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-143040	ENR	Ryan Stephens	1975-11-12	UHC-85421-18	9047854086	4576 Pine Dr, Phoenix, AZ, 85048	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120982	ENR	Gary Hudson	1964-04-24	UHC-84393-87	2688594049	8843 Indian School Rd, Charlotte, NC, 28224	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24444	PRV	Jannet Hernandez	1956-04-08	UHC-93819-19	9423625956	5958 Meadow Ln, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427735	CLM	Beverly Padilla	1940-02-20	UHC-77581-82	—	5745 Grand Ave, Las Vegas, NV, 89191	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-104167	ENR	Ana Hamilton	1991-01-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402530	CLM	Jerry Johnson	1966-05-03	UHC-03123-70	5653390096	5614 Palm Dr, San Diego, CA, 92125	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-29022	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21229	PRV	Daniel O Duncan	1938-07-21	—	7425243732	6999 Canyon Rd, Houston, TX, 77066	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61298	TPA	Lauren Ray	1956-01-12	—	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416675	CLM	Dbera Wilson	1992-06-22	UHC-67369-44	—	5727 River Rd, Glendale, AZ, 85358	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124396	ENR	Kimberly Oliver	1982-03-16	UHC-72085-52	4516913561	753 Main St, Sacramento, CA, 95890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28018	PRV	Matthew Padilla	1988-06-22	UHC-76766-77	7206064212	4283 Valley View Dr, San Diego, CA, 92134	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426368	CLM	Christian M Wilson	1960-12-20	—	4208286334	4665 Elm St, Las Vegas, NV, 89166	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102498	ENR	Jonathan Carpenter	1954-10-11	UHC-03451-44	6283875477	5852 River Rd, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62512	TPA	Peter Shaw	1945-03-03	—	—	4193 Baseline Rd, Charlotte, NC, 28297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431797	CLM	Catherine Carroll	1972-09-27	—	4293087050	1286 Broadway, Chandler, AZ, 85236	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-140225	ENR	Cynthia Z Stone	1942-04-06	UHC-70398-69	2654255337	3601 Canyon Rd, Fresno, CA, 93754	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115635	ENR	Ana O Roberts	2005-04-15	UHC-47420-21	7192319687	8898 Sage Ct, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126971	ENR	Kenneth R Hunter	1975-08-15	UHC-91822-44	4912965898	6735 Broadway, Miami, FL, 33130	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-119849	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119848	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426158	CLM	Roy Watson	1981-02-16	—	5969610633	7291 Hillcrest Rd, Glendale, AZ, 85303	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108452	ENR	Angela F King	1998-07-19	UHC-52357-03	8092970983	5763 River Rd, Eden Prairie, MN, 55354	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109427	ENR	Luis G Grant	1973-08-25	UHC-16519-27	7987857678	192 Forest Ave, Eden Prairie, MN, 55358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125397	ENR	Stephen W Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-131325	ENR	Diego Y Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127435	ENR	Ana Gordon	1985-02-13	UHC-69387-46	7134699142	4498 Washington St, Columbus, OH, 43210	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-423277	CLM	Maria Clark	1949-12-07	—	6947598833	8006 Apache Blvd, Columbus, OH, 43289	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130198	ENR	Brenda Fisher	2003-09-15	UHC-76248-86	6777054262	2415 Main St, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130468	ENR	Amy F Pierce	2008-06-28	UHC-06000-21	5972062017	2385 Ocean Ave, Eden Prairie, MN, 55371	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53245	TPA	Santiago Morales	2004-08-22	—	—	8916 Meadow Ln, Orlando, FL, 32851	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134570	ENR	Andrea Elliott	1976-07-09	UHC-77603-42	7937286264	5558 Baseline Rd, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421291	CLM	Helen Guerrero	1991-08-23	UHC-70876-54	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425141	CLM	Piya Taylor	1960-10-18	—	9334440369	2303 Hillcrest Rd, Atlanta, GA, 30347	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111177	ENR	Eric Castro	1968-04-02	UHC-08239-66	9256593838	5160 Main St, Seattle, WA, 98197	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122406	ENR	Frank D Knight	1986-12-16	UHC-31257-06	9645119229	4119 Mesa Dr, Gilbert, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135694	ENR	Joe H Rose	1951-06-22	UHC-91305-46	9475084966	9445 Hillcrest Rd, Plano, TX, 75063	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414492	CLM	Jeremy Payne	1938-08-06	UHC-63081-90	7118102959	5765 Indian School Rd, San Antonio, TX, 78268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137120	ENR	Zachary I Banks	1983-07-03	UHC-61243-13	9259075168	2526 Union St, Orlando, FL, 32802	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132512	ENR	Sarah Mitchell	1992-09-26	UHC-43687-13	6082161448	8532 Oak St, Eden Prairie, MN, 55386	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123112	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-428634	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140678	ENR	Brittany A Vasquez	1940-03-06	UHC-56356-57	8967514110	2528 Lake View Rd, Chandler, AZ, 85266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51368	TPA	Natalie James	1972-03-18	—	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,263 rows, page 68 of 166Previous Next