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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420718	CLM	Matthew Smith	1972-11-15	UHC-99615-97	—	9483 Apache Blvd, San Diego, CA, 92190	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-102755	ENR	Ana T Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.70	Two-digit birth year Gender normalised Whitespace trimmed
ENR-100279	ENR	Ann N Flores	1978-10-19	UHC-43456-24	—	5599 Broadway, Nashville, TN, 37234	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-59252	TPA	Bruce Lawson	1951-01-03	—	—	4529 Church St # 236, Los Angeles, CA, 90063	0.70	Two-digit birth year Unit split from street Placeholder values cleared
TPA-57983	TPA	Kayla Perez	1964-12-11	UHC-80886-56	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-401353	CLM	Julia Ortega	1975-07-12	UHC-75167-48	—	—	0.70	Two-digit birth year SSN last four extracted Placeholder values cleared
ENR-132403	ENR	Ann X Murphy	1939-06-17	UHC-58244-17	—	5847 Park Pl # 549, Eden Prairie, MN, 55381	0.70	Name re-cased Two-digit birth year Unit split from street
ENR-108882	ENR	Elizabeth Q Wilson	1968-08-26	UHC-87328-16	5207546570	7193 Harbor Blvd, Austin, TX, 78790	0.70	Two-digit birth year Phone reformatted State name converted to code
CLM-418991	CLM	Kelly N Gonzales	1965-12-21	UHC-01397-49	—	4772 Forest Ave, Plano, TX, 75014	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-418990	CLM	Kelly N Gonzales	1965-12-21	UHC-01397-49	—	4772 Forest Ave, Plano, TX, 75014	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-425231	CLM	Bradley Cole	1966-12-02	UHC-02912-63	3476095712	802 Canyon Rd, Scottsdale, AZ, 85213	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-123850	ENR	Lori Willis	2008-09-22	UHC-64947-31	2573781870	1029 Pine Dr, Columbus, OH, 43249	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-107324	ENR	Sofia G Sims	1955-06-06	UHC-52577-70	—	1384 Lincoln Way, Houston, TX, 77064	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-425113	CLM	Gray Lawrence	2008-10-13	UHC-31573-55	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-417314	CLM	Jason Wheeler	1954-08-10	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-116940	ENR	Marcus V Gibson	2006-06-28	UHC-21771-30	4885464662	8845 Market St, Seattle, WA, 98105	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-122046	ENR	Fatima I Bryant	2001-06-19	UHC-81628-53	3768483094	5830 Willow Ct, Fresno, CA, 93700	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-124251	ENR	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-110364	ENR	Judy R Mills	1940-08-26	UHC-25520-89	3664549843	1260 Mountain View Dr, Dallas, TX, 75211	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-119579	ENR	Brenda Wood	1976-07-03	UHC-45323-67	—	47 Maple Ave, Glendale, AZ, 85320	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-130881	ENR	Sophia J Russell	1970-04-28	UHC-29048-90	9594629207	2789 Lincoln Way, Orlando, FL, 32891	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-405882	CLM	—Junk	1981-01-01	UHC-84724-16	—	—	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
ENR-100658	ENR	Hiroshi Ortega	1979-11-11	UHC-36461-06	7748608302	188 Elm St, Austin, TX, 78799	0.70	Two-digit birth year Gender normalised Whitespace trimmed
ENR-108701	ENR	Joyce P Perry	1972-09-08	UHC-51288-35	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
ENR-107411	ENR	Kathryn Williamson	1943-10-27	UHC-31158-46	9874339162	6937 Church St, Miami, FL, 33184	0.70	Two-digit birth year Street suffix standardised Address re-cased
TPA-59365	TPA	Lawrence Shaw	1968-10-26	—	—	1839 Ridge Rd, Columbus, OH, 43205	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-400022	CLM	Don R Cole	2002-06-28	UHC-90325-35	—	2476 Broadway, Columbus, OH, 43240	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-126047	ENR	Jacqueline H Edwards	1958-06-03	UHC-33846-54	—	9136 Lincoln Way, Tampa, FL, 33618	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-410135	CLM	Andy Little	1972-07-06	UHC-11547-97	—	7344 Oak St, Chandler, AZ, 85276	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-413336	CLM	—Junk	1945-01-25	UHC-69613-43	—	—	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
ENR-134777	ENR	Albert Delgado	1977-11-16	UHC-28781-56	2699420467	6306 Sage Ct, Las Vegas, NV, 89115	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-142824	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-132076	ENR	Bradley Q Banes	1986-01-18	UHC-02728-80	6305500274	1932 Spring St, Glendale, AZ, 85338	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-402617	CLM	Keith X Wells	1951-03-11	UHC-14936-06	2749000423	9270 Camelback Rd, San Antonio, TX, 78287	0.70	Two-digit birth year Gender normalised Whitespace trimmed
TPA-55578	TPA	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
CLM-417748	CLM	JoseJunk	1979-05-02	UHC-23800-23	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
CLM-420037	CLM	Mark Lewis	1995-06-14	UHC-34718-55	—	1859 Indian School Rd, Austin, TX, 78766	0.70	Two-digit birth year Street suffix standardised Address re-cased
CLM-401373	CLM	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	—	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-104051	ENR	Paul G Patel	1942-05-08	UHC-83011-39	6984708982	3504 Harbor Blvd # 364, Gilbert, AZ, 85236	0.70	Two-digit birth year Phone reformatted Unit split from street
TPA-56922	TPA	Walter T Davis	1950-11-05	—	—	5197 Cedar Ln, Las Vegas, NV, 89109	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-400122	CLM	Sofia Lawson	1963-09-07	UHC-68415-31	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-117469	ENR	Kevin I Tompson	1948-01-11	UHC-76614-91	3994531456	2487 Maple Ave, Charlotte, NC	0.70	Two-digit birth year ZIP missing Whitespace trimmed
ENR-115730	ENR	Janet Sulllivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-110670	ENR	Carlos Thomas	1983-01-24	UHC-38646-89	7752654413	1777 Highland Ave, Houston, TX, 77034	0.70	Two-digit birth year Street suffix standardised Address re-cased
CLM-409037	CLM	Donna Schmidt	1983-02-23	UHC-88832-04	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-123660	ENR	David R Georgge	1942-09-14	UHC-44586-58	6026929839	8582 Baseline Rd, Columbus, OH, 43269	0.70	Two-digit birth year Phone reformatted Gender normalised
TPA-55783	TPA	Zachary Morales	1995-08-08	—	—	9060 Washington St, Tampa, FL	0.70	Two-digit birth year ZIP missing Placeholder values cleared
CLM-412023	CLM	Randy C Sims	1983-10-01	—	—	7983 Church St, Atlanta, GA	0.70	Two-digit birth year ZIP missing Placeholder values cleared
ENR-124859	ENR	Hannah Perry	2004-05-25	UHC-95487-66	2898020506	1863 Palm Dr # 481, Eden Prairie, MN, 55374	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-106972	ENR	Joseph Kennedy	1946-06-09	UHC-44031-72	—	522 Valley View Dr, Fresno, CA, 93708	0.70	Two-digit birth year Gender normalised Placeholder values cleared

6,661 rows, page 101 of 134Previous Next