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 “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-120151	ENR	Ryan L White	1997-06-15	UHC-97161-39	5548943833	1067 Oak St, Austin, TX, 78761	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-138688	ENR	Mary Henry	—	UHC-01663-34	9417262912	7201 Washington St, Fresno, CA, 93742	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-139723	ENR	Mei Reid	1977-09-04	UHC-17477-15	7824678194	7400 Meadow Ln, Eden Prairie, MN, 55382	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-116646	ENR	Richard S Schultz	1986-05-11	UHC-71363-50	8635795338	6810 Church St, Mesa, AZ, 85239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-104765	ENR	Daniel Moreno	1998-12-25	UHC-23626-94	6303292198	5133 Broadway, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
CLM-432453	CLM	Douglas Lucas	1944-09-12	—	—	2791 Forest Ave, Las Vegas, NV, 89177	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432454	CLM	Douglas Lucas	1944-09-12	—	—	2791 Forest Ave, Las Vegas, NV, 89177	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-58052	TPA	Sara Y Grant	1987-01-24	—	—	5202 Cedar Ln, Plano, TX, 75050	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-103230	ENR	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-137821	ENR	Samantha H Bell	1970-12-02	—	6409890536	5505 Church St # 994, Tampa, FL, 33695	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57538	TPA	Russell Matthews	—	—	9684397875	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-409285	CLM	Sandra Fox	1971-01-19	—	2352875157	8751 Washington St, Las Vegas, NV	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400480	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-111567	ENR	Dylan Bailey	1960-05-07	UHC-82883-31	7243237361	4044 Sunset Blvd, Los Angeles, CA, 90003	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59989	TPA	Mateo Ray	2006-10-13	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-402009	CLM	Julia Banks	1999-05-12	—	—	2452 Canyon Rd, Fresno, CA, 93763	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421395	CLM	Paul Harriis	1943-10-08	UHC-51958-95	—	881 Forest Ave, Tucson, AZ, 85785	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432277	CLM	Teresa Lawrence	1946-08-03	—	7009155535	191 Main St, Tucson, AZ, 85710	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28188	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28189	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62393	TPA	Black Evelyn	1953-10-02	—	—	8411 Union St, Columbus, OH, 43228	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-26409	PRV	Maria Diaz	1985-09-16	—	6726332025	1719 Spring St, Miami, FL, 33159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-118831	ENR	Deborah A Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way, Orlando, FL, 32843	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-103571	ENR	Steven A Bell	1987-01-22	UHC-72953-34	3185914211	1075 Palm Dr, Charlotte, NC, 28299	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
CLM-420913	CLM	Richard Franklin	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-53761	TPA	Joshua O Sanchez	1998-09-25	—	3944902554	7066 Lincoln Way, Dallas, TX, 75282	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-400526	CLM	George I Nichols	1992-08-10	UHC-59529-24	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421374	CLM	Frances R Grant	1979-03-19	—	—	7335 Broadway, Los Angeles, CA, 90033	0.68	Name split from “Last, First”Middle initial moved out of first name State code upper-cased Placeholder values cleared
TPA-54873	TPA	Maria Kelly	1970-02-25	—	—	478 Spring St, Minneapolis, MN, 55456	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-410318	CLM	Angela Moreno	1984-07-14	—	9135859151	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-427332	CLM	Camila Phillips	1977-11-17	UHC-26863-57	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-141073	ENR	John Reyes	1977-05-18	UHC-60362-37	8355237269	1849 Union St, Miami, FL, 33196	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-53311	TPA	Bruce Sanchez	1966-12-13	—	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-115447	ENR	Jeffrey N Wagner	1981-04-19	UHC-02624-89	7676570707	8796 River Rd, Nashville, TN, 37299	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed
ENR-141100	ENR	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27966	PRV	Priya Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ, 85027	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-57849	TPA	Roger Nelson	1989-06-14	—	—	1103 Desert Sky Blvd, Tucson, AZ, 85733	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-138611	ENR	Carl Perry	1950-03-05	UHC-98328-67	7996256221	9077 Spring St, Miami, FL, 33195	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-106240	ENR	Olivia Clark	1975-04-28	UHC-23263-97	9652917613	3673 Oak St, Orlando, FL, 32812	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-410521	CLM	Mariana Porter	1999-10-22	UHC-32514-31	—	8211 Grand Ave, Chandler, AZ, 85261	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-29581	PRV	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-128932	ENR	Alexander Evans	1947-07-02	UHC-86087-84	8467082148	5675 Lake View Rd, Sacramento, CA, 95843	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
TPA-55442	TPA	Harold Rogers	2005-10-15	—	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412315	CLM	Catherine Henderson	1986-01-17	UHC-95700-75	7679563869	4276 Church St, Miami, FL, 33140	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-102260	ENR	Roger P Wagner	2002-02-22	UHC-09506-68	8269287966	1507 Central Ave, Minneapolis, MN, 55458	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-54111	TPA	Mariana Jimenez	1965-07-21	—	—	4008 Church St, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-401839	CLM	Hiroshi I Reynolds	1965-06-21	—	3935296025	2054 Sunset Blvd, Sacramento, CA, 95897	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-59317	TPA	Jeremy Nguyen	1990-03-26	—	—	5719 Jefferson Ave, Atlanta, GA, 30308	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-128281	ENR	Diana K Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St, Scottsdale, AZ, 85244	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421779	CLM	Rachel U Anderson	1940-09-13	—	6015173508	8708 Union St, Las Vegas, NV, 89130	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared

9,980 rows, page 141 of 200Previous Next