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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20960	PRV	Kevin U Price	1963-08-28	UHC-73391-84	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-23798	PRV	Thomas Washington	1951-03-13	—	5276232503	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22919	PRV	Sophia Richardson	1964-07-02	—	7203237001	2328 Church St, Plano, TX, 75004	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22834	PRV	Willie X Reed	2000-02-02	UHC-69931-09	9466321803	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23182	PRV	Timothy Wang	1971-12-13	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25490	PRV	Kimberly A Morrison	1943-11-19	UHC-34877-54	4459186280	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28372	PRV	Hannaah D Little	1967-01-19	—	6284691390	1136 River Rd, Phoenix, AZ, 85024	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21884	PRV	Mary A Ward	1961-12-07	UHC-18681-66	8258766177	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22907	PRV	Timothy Lucas	1939-02-26	UHC-65767-08	7953580222	6117 Grand Ave, Las Vegas, NV, 89171	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21639	PRV	Brandon Snyder	1968-12-04	UHC-55662-93	5819701183	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23653	PRV	Shirley Coleman	1954-03-14	—	—	6553 Lake View Rd, Austin, TX, 78755	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22317	PRV	Roger Stephens	1991-01-11	UHC-94066-98	9248808854	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28301	PRV	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29160	PRV	Raymond Y Chapman	1974-12-27	UHC-57667-96	2023467133	3099 Maple Ave, Houston, TX, 77002	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
PRV-28549	PRV	Carolyn Morris	1971-09-01	—	4924927674	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23084	PRV	Sofiia Wabb	1956-09-14	UHC-71462-42	—	3993 Highland Ave, Orlando, FL, 32802	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23781	PRV	Deborah O Gordon	1941-05-26	—	3398306272	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29478	PRV	Keith Jensen	2004-11-19	—	2617622851	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21308	PRV	Judith Carroll	1939-03-06	—	2202538358	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21885	PRV	Heather Estrada	1964-12-10	—	9808767200	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27838	PRV	Roy Powell	1979-11-27	—	5032571479	482 Broadway, Plano, TX, 75010	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24593	PRV	Samantha N Harris	1987-07-06	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20975	PRV	Carlos Hanson	1971-09-03	—	4344881217	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20510	PRV	Frank Li	1974-10-04	—	3346189898	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21749	PRV	Joe Luna	1974-05-18	UHC-06718-95	5845000809	7625 River Rd, Columbus, OH, 43216	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23864	PRV	Hannah Nelson	1960-11-08	—	—	8044 Grand Ave, Tucson, AZ, 85723	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21976	PRV	Barbara Hanson	1966-06-11	—	8463762880	6526 Apache Blvd, Dallas, TX, 75243	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22434	PRV	Arjun Richardson	2005-06-21	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20902	PRV	Douglas Tran	1989-11-23	UHC-80256-41	3402778579	3176 Jefferson Ave, San Diego, CA, 92141	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28156	PRV	Logan V Patterson	1962-09-14	UHC-77830-85	—	9384 Lincoln Way, Minneapolis, MN, 55467	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23144	PRV	Dorothy Elliott	1963-04-10	—	6238675387	6036 Highland Ave, Plano, TX, 75048	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24602	PRV	Timothy B Brown	1962-05-07	UHC-81996-24	—	2918 Highland Ave, Charlotte, NC, 28209	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-22935	PRV	Samantha Weber	1989-05-20	—	6716634990	4622 Palm Dr, Sacramento, CA, 95837	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22357	PRV	Nathan Hayes	1951-10-28	UHC-76338-71	9504367991	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22358	PRV	Nathan Hayes	1951-10-28	UHC-76338-71	9504367991	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22771	PRV	Mariana Johnson	1997-03-21	UHC-60276-16	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27386	PRV	Dorothy Mejia	1961-08-27	UHC-13045-75	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26969	PRV	Austin C Kelly	1978-10-18	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28493	PRV	William Carpenter	1948-06-03	UHC-01255-44	9302277992	9388 Market St, Tempe, AZ, 85270	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28229	PRV	Kathlen D Campbell	1977-12-12	—	9142394560	3195 Elm St, Minneapolis, MN, 55409	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21829	PRV	Logan Lucas	1985-09-26	UHC-61131-87	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28318	PRV	Dennis W Sims	1988-04-12	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24951	PRV	Maria Robinson	1983-01-14	—	—	4309 Sage Ct, Austin, TX, 78758	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27768	PRV	Morrison Sandra	2004-08-01	UHC-31250-45	3203309882	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27217	PRV	Theresa K Knight	1975-05-06	UHC-65748-45	2818037645	7122 Mountain View Dr, Tampa, FL, 33697	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27828	PRV	Judith Gant	1968-06-16	—	5394379731	7974 Ridge Rd, Sacramento, CA, 95824	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22148	PRV	Roger Lewis	1956-02-03	—	8614905018	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26836	PRV	Shirley Fields	1946-02-13	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23953	PRV	Diana Weaver	2001-11-18	UHC-47288-85	3627643940	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23251	PRV	Heather Webb	1971-06-17	UHC-98163-77	4213131810	4296 Harbor Blvd, Dallas, TX, 75252	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 105 of 110Previous Next