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
ENR-121924	ENR	Brian Morales	1956-07-09	UHC-33115-57	9572511042	2056 Lincoln Way, Columbus, OH, 43288	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-106810	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413161	CLM	Samuel Lynch	1981-12-12	UHC-18157-27	7306344799	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416187	CLM	Gabriel A Hayes	1988-05-07	UHC-38572-50	5726152702	6987 Maple Ave, Minneapolis, MN, 55421	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412376	CLM	Mei W Lee	1996-04-03	—	7883654205	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-126527	ENR	Jose X Dean	2007-07-09	UHC-55923-79	5033489285	6550 Lincoln Way, Seattle, WA, 98168	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-139966	ENR	Andrew S Vega	1962-12-13	UHC-45507-37	3397085029	5060 Church St, Phoenix, AZ, 85052	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
CLM-425572	CLM	Janet Tucker	1972-06-26	UHC-36190-80	8512605489	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25680	PRV	Judith Li	1976-04-07	UHC-83073-66	2707659891	3151 Ridge Rd, Eden Prairie, MN, 55355	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-128431	ENR	Donald Lawson	1970-10-23	UHC-72187-47	6865535177	4184 Elm St, Gilbert, AZ, 85271	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
ENR-111547	ENR	Joshua K Estrada	2006-05-19	UHC-87588-36	—	474 Washington St, San Diego, CA, 92126	0.80	Two-digit birth year City re-cased Email lower-cased Placeholder values cleared
PRV-26209	PRV	Katherine Adams	1942-07-08	—	6486388366	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61133	TPA	Billy Peterson	1983-03-22	UHC-37115-86	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415371	CLM	Michelle Gutierrez	1979-03-25	—	—	7289 Lincoln Way, Jacksonville, FL, 32273	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-407071	CLM	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-132943	ENR	Gary Carpenter	1950-07-22	UHC-66833-11	7587773404	4629 Highland Ave, Gilbert, AZ, 85217	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416009	CLM	Aaron Hoffman	2008-10-12	—	—	9350 Market St, Tucson, AZ, 85758	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-413192	CLM	Frank Salazar	1988-09-10	UHC-98170-43	5212129491	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-140365	ENR	Jason Mejia	1996-10-19	UHC-94749-48	5869352046	211 Market St, Seattle, WA, 98168	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
PRV-21139	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21138	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-58614	TPA	Logan Schmidt	1940-05-01	—	2422240261	1699 Desert Sky Blvd, Mesa, AZ, 85237	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401436	CLM	Sharon K Hall	1974-12-27	—	2765653804	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-129467	ENR	Tyler M Mason	1961-07-24	UHC-65746-05	7276199688	4287 Union St, San Diego, CA, 92134	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-428482	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	5193 Lincoln Way, Los Angeles, CA, 90080	0.80	Two-digit birth year City re-cased State code upper-cased Placeholder values cleared
CLM-431290	CLM	Roy Ortiz	1995-04-07	—	7566682215	6507 Bayshore Dr, Austin, TX, 78737	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422337	CLM	Larry Marshal	1971-07-04	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-137905	ENR	Jenniifer Rice	1960-08-11	UHC-97823-79	8837954816	4784 Park Pl, Denver, CO, 80256	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
PRV-21609	PRV	Timothy T Soto	2005-11-09	—	3706730342	5441 Sunset Blvd, Phoenix, AZ, 85068	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21445	PRV	Samuel K Cruz	1982-01-09	—	8487267946	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28107	PRV	Alexis Bennett	1968-06-04	UHC-65598-14	9674333853	8577 Broadway, Sacramento, CA, 95882	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412999	CLM	Jean B Graham	1961-08-15	UHC-91965-70	2056761681	1653 Ridge Rd, Tampa, FL, 33658	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-117067	ENR	Bryan C Soto	1986-10-28	UHC-66405-44	—	1605 Lincoln Way, San Antonio, TX, 78221	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-59564	TPA	Ahmed Lynch	1988-04-21	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-133750	ENR	Gary Kelly	1969-12-25	UHC-44852-79	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-128730	ENR	Ryan Meyer	1988-09-15	UHC-90886-08	2287602967	7415 Ocean Ave, Atlanta, GA, 30301	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-133015	ENR	Carol Y Weber	1988-09-28	UHC-25986-60	5617471574	21 Indian School Rd, Columbus, OH, 43229	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118955	ENR	Joshua I Young	1976-07-01	UHC-12060-06	2962464303	228 Meadow Ln, Houston, TX, 77055	0.80	Two-digit birth year Phone reformatted City re-cased Email lower-cased
ENR-117758	ENR	Jesse Pierce	1947-07-27	UHC-13009-43	9144228848	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-134934	ENR	Jesse P Moreno	1941-07-17	UHC-10876-97	7536730803	2244 Harbor Blvd, San Diego, CA, 92172	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-130834	ENR	Albert Lynch	1960-04-25	UHC-64593-13	3438871475	1108 Maple Ave, Seattle, WA, 98143	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
PRV-26579	PRV	Maria Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-413435	CLM	Andrew Bell	1964-08-20	UHC-15391-25	2772428230	5494 Union St, San Antonio, TX, 78287	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-126928	ENR	Janet Mendoza	1998-11-26	UHC-13188-27	4483651439	5780 Mountain View Dr, San Diego, CA, 92101	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
TPA-53365	TPA	Andrea Rivera	1976-05-09	—	3879539187	7221 Valley View Dr, Denver, CO, 80259	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
PRV-26550	PRV	Wei Smith	1975-11-07	—	2963320783	5845 Camelback Rd, Nashville, TN, 37226	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401761	CLM	Bradley Gilbet	2001-03-25	UHC-44925-24	3855037959	5498 Church St, Jacksonville, FL, 32209	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413938	CLM	Albert Marshall	1991-07-04	UHC-01330-32	2196705939	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51548	TPA	Judith Mitchell	1989-05-03	—	3678072816	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-109955	ENR	Ashley Brooks	1991-03-10	UHC-93298-79	7187793598	1256 Canyon Rd, Phoenix, AZ, 85069	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed

6,661 rows, page 116 of 134Previous Next