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-138087	ENR	Christian Harrison	1953-11-13	UHC-45256-12	3646673207	6147 Forest Ave, Denver, CO, 80207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138088	ENR	Christian Harrison	1953-11-13	UHC-45256-12	3646673207	6147 Forest Ave, Denver, CO, 80207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109291	ENR	Vincent Garza	2001-10-18	UHC-71824-31	—	9084 Jefferson Ave, Phoenix, AZ, 85084	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101649	ENR	Charlotte Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-122802	ENR	Sohia Welch	1938-01-03	UHC-69836-33	2509296099	6348 Jefferson Ave, Orlando, FL, 32819	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-123292	ENR	Kenneth Alexander	1959-01-03	UHC-95426-68	9097449768	4261 Ocean Ave, Charlotte, NC, 28260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113762	ENR	Sean Z Bishop	1972-02-13	UHC-26339-90	3277683915	1837 Grand Ave, Los Angeles, CA, 90082	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119143	ENR	Joe Vargas	1938-09-05	UHC-54724-10	6732096347	1455 Willow Ct, Minneapolis, MN, 55426	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108408	ENR	Stephen Turner	1984-04-16	UHC-09124-02	8955412142	3780 Grand Ave, San Diego, CA, 92138	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113626	ENR	Walter S Moreno	1992-12-06	—	—	7959 Canyon Rd, Sacramento, CA, 95880	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117852	ENR	Anna Andrews	1989-02-22	UHC-31996-08	2612892494	5660 Meadow Ln, Gilbert, AZ, 85235	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107596	ENR	Lauren Little	1958-04-28	UHC-01899-22	—	8143 Pine Dr, Seattle, WA, 98151	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135427	ENR	Teresa F Ray	1980-12-25	UHC-84087-65	4658762541	214 Lincoln Way, Phoenix, AZ, 85092	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128001	ENR	Alice Li	1983-08-02	UHC-40408-56	6509329421	3208 Jefferson Ave, Los Angeles, CA, 90077	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118385	ENR	Santiago G Bailey	1969-06-19	UHC-23185-43	7038029913	3418 Bayshore Dr, Chandler, AZ, 85224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136314	ENR	Patricia Q Graham	2001-03-05	UHC-41523-87	7137390844	9486 Pine Dr, Los Angeles, CA, 90017	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102630	ENR	Christina F Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107818	ENR	Mariana Johnston	1987-10-24	UHC-83372-08	3408438075	7549 River Rd, Phoenix, AZ, 85060	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129285	ENR	Marrgaret Black	1989-04-01	UHC-80087-49	4244240490	2392 Spring St, Dallas, TX, 75262	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107524	ENR	Rachel Cox	1940-06-11	UHC-35312-57	7099821150	1808 Oak St, Seattle, WA, 98193	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130922	ENR	Ryan P Hill	1997-08-08	UHC-00515-59	8083423056	2145 Ocean Ave, Scottsdale, AZ, 85259	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120343	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120344	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-134952	ENR	Joseph S Flores	1958-02-10	UHC-70640-04	2515019194	5047 Sage Ct, Phoenix, AZ, 85044	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116151	ENR	Jerry J Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132566	ENR	Noah I Yang	1944-11-23	UHC-46307-49	2468735326	7976 Central Ave, Charlotte, NC, 28286	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-142348	ENR	Brandon Santiago	1970-11-04	UHC-64971-04	4058639114	9606 Spring St, Phoenix, AZ, 85076	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-143037	ENR	Steven Marquaz	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105129	ENR	Diego L Pena	1993-08-12	UHC-86712-48	5868388473	43 Washington St, Atlanta, GA, 30375	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125626	ENR	Diego V Ramirez	1975-02-21	UHC-57245-41	3237590591	5394 Grand Ave, Jacksonville, FL, 32247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116799	ENR	Katherine R Grant	1989-03-16	UHC-46664-54	—	7120 Park Pl, Chandler, AZ, 85243	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126535	ENR	Hiroshi Johnson	1952-12-14	UHC-05965-18	5337183772	5623 River Rd, Jacksonville, FL, 32217	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116209	ENR	John Z Armstrong	2003-06-27	UHC-87686-30	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138098	ENR	Frank M Sanchez	1993-06-22	UHC-65332-50	3205769379	3489 Ridge Rd, Miami, FL	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-112496	ENR	Justin Russell	1972-06-26	UHC-18051-11	5302051450	2618 Church St, Nashville, TN, 37221	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127482	ENR	Willie Park	1944-02-21	UHC-43463-73	2909473765	3730 Elm St, Denver, CO, 80249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113208	ENR	Brian Long	1988-12-27	UHC-16257-94	4894288164	6960 Spring St, Nashville, TN, 37207	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106754	ENR	Judy R Richards	1994-07-14	UHC-38931-25	5257463240	9255 Ridge Rd, Los Angeles, CA, 90000	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140046	ENR	Robert X Jordan	1972-11-19	UHC-91338-54	5639928018	913 Hillcrest Rd, Chandler, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-100519	ENR	Mary B Willis	1956-06-18	UHC-92577-39	2426780770	8319 Main St, Mesa, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112246	ENR	Dennis N Foster	1979-11-27	UHC-42225-66	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-141156	ENR	Jaocb C Guerrero	1973-09-21	UHC-60565-53	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128446	ENR	Jesse Rios	1950-07-02	UHC-38231-18	8004062529	8321 Apache Blvd, Miami, FL, 33193	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121999	ENR	Danyelle J Garza	1978-11-07	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122410	ENR	John Wong	1971-01-25	UHC-53102-06	9226904492	1306 Elm St, Scottsdale, AZ, 85211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135588	ENR	Jeffrey Reid	1999-03-15	UHC-36073-68	6156930640	1420 Lake View Rd, Austin, TX, 78700	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131396	ENR	Justin C Russell	1989-12-01	UHC-81090-18	6223910893	9784 River Rd Apt 11, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-115949	ENR	Marilyn H Li	1994-02-24	UHC-96717-17	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109055	ENR	Anna Evans	2005-01-06	UHC-91885-75	4887751985	7407 Valley View Dr, Nashville, TN, 37275	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140711	ENR	Billy P Jenkins	1938-09-02	UHC-06309-81	—	9103 Lincoln Way, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

8,423 rows, page 83 of 169Previous Next