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

Provider network, 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
PRV-21908	PRV	Cheryl Campell	1989-09-23	—	6574791634	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25716	PRV	Robert Pena	1996-09-07	UHC-83450-57	6343820671	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
PRV-26915	PRV	Joseph Kim	1952-01-04	UHC-77559-61	—	1052 Jefferson Ave, San Antonio, TX, 78256	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-22016	PRV	Nancy H Spencer	2008-09-06	UHC-62462-17	6803761098	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-28271	PRV	Jesse Baker	1985-01-05	—	3199329132	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
PRV-24663	PRV	Larry L Morales	2002-09-18	—	6217476977	1782 Ridge Rd, Sacramento, CA, 95853	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-29380	PRV	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-21701	PRV	Terry James	1977-02-05	—	8332920171	7796 Camelback Rd, Mesa, AZ, 85273	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-28930	PRV	Anthony Johnston	2005-11-28	UHC-74682-65	2978502921	713 Mountain View Dr, Fresno, CA, 93719	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-21422	PRV	Arjun P Morrison	1981-02-02	UHC-53363-37	3414964629	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-25029	PRV	Ana Woods	1999-12-10	—	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25028	PRV	Ana Woods	1999-12-10	—	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-23472	PRV	Douglas Obrien	1966-08-26	UHC-37735-01	2259087231	6471 Church St, Chandler, AZ, 85231	0.82	Name split from “Last, First”Name re-cased Placeholder values cleared
PRV-27347	PRV	Samantha R Gonzales	2008-03-06	UHC-82018-07	5262306122	1965 Meadow Ln, San Diego, CA, 92159	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-21617	PRV	Sofia Sims	1955-06-06	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-29084	PRV	Gary Q Daniesl	2007-01-19	UHC-24336-40	4364137189	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-25539	PRV	Tyler Parker	2008-07-24	—	8367210922	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-28928	PRV	Janet Garrett	1995-11-27	—	4366904995	6771 Broadway, Miami, FL, 33154	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24975	PRV	Isabella Elliott	1942-04-03	—	9478300276	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-28926	PRV	Robert Jordan	1972-11-19	UHC-91338-54	—	913 Hillcrest Rd, Chandler, AZ, 85295	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
PRV-20477	PRV	Helen Guerrero	1982-11-01	—	4187174453	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-23014	PRV	Martha O Chapman	1938-04-06	—	—	1455 Mountain View Dr, Tempe, AZ, 85218	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
PRV-21879	PRV	Jean Petars	1980-07-14	—	4444915682	5944 Apache Blvd, Miami, FL, 33119	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-21990	PRV	Gary Harvey	1955-02-26	UHC-53525-01	7039308215	3688 River Rd, Gilbert, AZ, 85222	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-23141	PRV	Edward Powell	1968-08-27	UHC-15445-60	7008664825	1518 Indian School Rd, Tucson, AZ, 85731	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-28601	PRV	Valentina Singh	1955-11-26	UHC-67875-96	—	4496 Union St, Dallas, TX, 75295	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24166	PRV	Fatia Pena	1940-12-03	—	—	8502 Broadway, Orlando, FL, 32889	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-22103	PRV	Mateo Kelly	1947-07-10	—	4894443862	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-21824	PRV	Harold I Fisher	1962-04-25	—	8633139086	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-26428	PRV	Hiroshi X Flores	1966-10-20	UHC-41870-78	—	9389 Valley View Dr, Mesa, AZ, 85268	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-23400	PRV	Gary V Espinoza	1948-04-18	UHC-84150-57	9606425868	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-26734	PRV	Joseph Walsh	1997-05-25	UHC-54154-91	2296377020	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-28424	PRV	Jordan L Sullivan	2001-02-14	—	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-23542	PRV	Thomas Richards	1945-02-21	UHC-76708-28	9742960653	4221 Oak St, Las Vegas, NV, 89129	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-22776	PRV	Timothy S Santus	1980-07-26	—	9562094053	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24489	PRV	Betty Walsh	1988-09-04	—	—	3850 Maple Ave, Sacramento, CA, 95804	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-29541	PRV	Carolyn C Arnold	1961-01-28	—	9093511403	5629 Broadway, Dallas, TX, 75254	0.82	Name split from “Last, First”Address re-cased Placeholder values cleared
PRV-27689	PRV	Kayla Schmidt	1973-12-05	—	6105445206	7183 Sunset Blvd, Columbus, OH, 43276	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-28073	PRV	Mariana Owens	1998-06-24	—	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-23699	PRV	Brtitany Hernandez	1972-01-22	UHC-97157-40	9603471351	8092 Washington St, Miami, FL, 33152	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
PRV-24416	PRV	Mei S Harvey	1985-04-19	UHC-52374-70	9858983921	7910 Cedar Ln, Houston, TX, 77043	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-26767	PRV	Rendy Stewart	1955-03-05	UHC-05456-20	2529828935	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-20309	PRV	Gary Sullivan	1965-11-03	—	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-26037	PRV	Ann Gilbert	1953-06-03	UHC-82848-70	8313202868	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-20565	PRV	Camila F Gutierrez	1981-01-01	—	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-29135	PRV	Josh Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.84	Name split from “Last, First”Placeholder values cleared
PRV-24749	PRV	Alexaner Johnston	2006-02-24	—	—	3793 Lake View Rd, Gilbert, AZ, 85247	0.84	Name split from “Last, First”Placeholder values cleared
PRV-25596	PRV	Jemes Martin	1966-02-17	—	—	5807 Lincoln Way, Tampa, FL, 33651	0.84	Name split from “Last, First”Placeholder values cleared
PRV-29387	PRV	Jesse Coleman	1983-02-04	—	3459386945	—	0.84	Name split from “Last, First”Placeholder values cleared
PRV-23394	PRV	Carl Watson	1947-06-09	UHC-46114-22	6356141072	4297 Palm Dr, Miami, FL, 33100	0.84	Name split from “Last, First”Placeholder values cleared

957 rows, page 19 of 20Previous Next