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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118906	ENR	Brian Lynch	1980-12-15	UHC-40970-34	7929380882	2551 Apache Blvd, Seattle, WA, 98112	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123790	ENR	Priya F Alvarado	1981-02-27	UHC-65556-89	5397289726	1111 Ridge Rd, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113283	ENR	Julie H Sims	1980-02-25	UHC-52677-23	5126944707	4819 Valley View Dr, San Antonio, TX, 78220	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117378	ENR	Omar Greene	1983-10-05	UHC-20535-09	3059045568	1583 Mountain View Dr, Los Angeles, CA, 90045	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118154	ENR	Patricia T Patel	1958-07-09	UHC-33252-46	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-108439	ENR	Alice Spencer	1942-06-18	UHC-10903-66	2532508988	6231 Bayshore Dr, Houston, TX, 77026	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135422	ENR	John Hanson	1978-09-09	UHC-61409-68	2874576932	9040 Park Pl, Glendale, AZ, 85387	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117312	ENR	Adam Barnas	1965-05-27	UHC-10639-98	8068925862	2819 Central Ave, San Antonio, TX, 78212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102576	ENR	Patricia W Knight	2007-09-18	UHC-45826-06	7767906650	3958 River Rd, Chandler, AZ, 85217	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127367	ENR	Logan I Ruiz	2006-12-13	UHC-90013-58	4733805948	7672 Main St, Eden Prairie, MN, 55339	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127329	ENR	Pamela Brown	2003-11-10	UHC-00296-23	6977895461	6660 Maple Ave, Orlando, FL, 32806	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121291	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121201	ENR	Jack I Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.62	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-137892	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH, 43279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132988	ENR	Chheryl F Mejia	1962-12-05	UHC-16412-41	—	3470 Sage Ct, Dallas, TX, 75236	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126041	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr, Minneapolis, MN, 55427	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136756	ENR	Ben Q Simmons	1971-06-14	UHC-86087-23	6653691551	8450 Camelback Rd, Gilbert, AZ, 85224	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108147	ENR	Luis Murphy	1965-07-18	UHC-24205-01	9488942399	2011 Grand Ave, Jacksonville, FL, 32261	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134885	ENR	Patricia S Owens	1950-08-04	UHC-87048-14	6174440320	3078 Ocean Ave, Nashville, TN, 37201	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131596	ENR	Jose Bennett	1960-02-25	UHC-02988-17	4747736249	2543 Highland Ave, Tucson, AZ, 85738	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101267	ENR	Barbara G Fernandez	1968-01-04	UHC-76507-85	8202102452	8766 Oak St, Chandler, AZ	0.62	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+3 more
ENR-115541	ENR	Roger T Castillo	1982-10-01	UHC-76530-02	4923914992	9224 River Rd, Seattle, WA, 98170	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101521	ENR	Jean R Sims	1975-09-27	UHC-38336-47	5675210132	2734 Mountain View Dr, Sacramento, CA, 95876	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133370	ENR	Philip C Garrtet	2001-11-16	UHC-05207-16	3137169825	3577 Main St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-130769	ENR	Martha Q Brown	1990-10-09	UHC-75930-16	—	6434 Oak St, Las Vegas, NV, 89131	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137257	ENR	Heather Castillo	1970-03-18	UHC-37392-76	3729536856	6411 Main St, Scottsdale, AZ, 85255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104501	ENR	Michelle H Bell	1944-10-13	UHC-80322-26	8428471736	2012 Valley View Dr, Tampa, FL, 33625	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101981	ENR	Christine Snyder	1989-08-27	UHC-44691-78	5494319437	4544 Park Pl, Minneapolis, MN, 55485	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113955	ENR	Bnejamin G Tran	1956-10-03	UHC-71519-79	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130069	ENR	Wright V Kathleen	2005-08-02	UHC-77297-29	6606187441	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114715	ENR	Brian Reynolds	1959-05-10	UHC-65257-02	3275346123	3126 Grand Ave, Miami, FL, 33132	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140233	ENR	Shirley Z Maldonado	2004-06-13	UHC-32226-51	—	7306 Mesa Dr, Tampa, FL, 33666	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130123	ENR	Hiroshi R Peterson	1968-09-04	UHC-61159-02	4675183509	2708 Oak St, Miami, FL, 33131	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108901	ENR	Larry S Gibson	1958-12-28	—	9375549069	7539 Cedar Ln, Dallas, TX, 75298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117260	ENR	Christina V Carter	1943-10-03	UHC-20494-29	5076300680	6427 Pine Dr, Scottsdale, AZ, 85266	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122490	ENR	Arujn Ramos	1999-09-18	UHC-10915-71	9077918224	5493 Apache Blvd, Dallas, TX, 75280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139750	ENR	Ryan T Hansen	1974-02-25	UHC-08451-93	4616908946	871 Meadow Ln, San Antonio, TX, 78250	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131748	ENR	Valentina R Nguyen	1945-02-04	UHC-57623-18	3192308770	8963 Ridge Rd, Houston, TX, 77067	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138543	ENR	Andrew Brown	1975-10-17	UHC-87271-63	6199336966	7476 Apache Blvd, San Diego, CA, 92144	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124261	ENR	Carlos J Singh	1970-03-06	UHC-46865-24	7497157066	6180 Park Pl, Phoenix, AZ, 85085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108705	ENR	Harrison Elizabeth	1965-09-25	UHC-17943-36	4235550063	1400 Lake View Rd, Austin, TX, 78788	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118627	ENR	Benjamin G Smith	1981-08-28	UHC-44653-98	4526151935	8827 Apache Blvd, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125320	ENR	Daniel C Shaw	1959-08-15	UHC-67570-57	3584590787	9881 Pine Dr, Scottsdale, AZ, 85259	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105239	ENR	Alexis Johnson	1972-06-12	UHC-94986-32	5215843430	8738 Ridge Rd, Eden Prairie, MN, 55398	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107387	ENR	Jeremy Gibson	1985-04-20	UHC-48164-51	4723551739	6980 Valley View Dr, Nashville, TN, 37205	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119034	ENR	Linda Davis	1986-12-25	UHC-55392-40	5733761695	134 Harbor Blvd, Chandler, AZ, 85238	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127365	ENR	Andrew Banks	1954-05-18	UHC-11509-58	5955148449	7387 Main St, Chandler, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105073	ENR	Nancy Q Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118705	ENR	Timothhy N Rice	1994-11-24	UHC-92138-91	6822990225	8880 Forest Ave, Las Vegas, NV, 89193	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more

4,309 rows, page 39 of 87Previous Next