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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27263	PRV	Christina H Hawkins	1975-10-25	—	2014856966	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27953	PRV	Joshua Herrera	1954-10-01	UHC-29222-37	7236077992	8343 Washington St, Columbus, OH, 43249	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27764	PRV	Sam Palmer	2000-08-01	UHC-81616-47	6529075080	7508 Cedar Ln, Chandler, AZ, 85208	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-20949	PRV	Gerald V Robertson	1997-03-28	UHC-86460-12	7969302546	7199 Camelback Rd, San Diego, CA, 92127	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28978	PRV	Olivia Hawkins	1955-07-12	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-28158	PRV	Harper Michelle	1952-04-17	UHC-59426-45	8208969482	3693 Union St, Plano, TX, 75080	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23748	PRV	Jennifer E Watson	2004-05-07	—	8907140389	9725 Harbor Blvd, Tucson, AZ, 85783	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20645	PRV	Katherine Bowman	1957-01-08	—	7706308355	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28208	PRV	Elijah Padilla	2006-09-07	UHC-90343-90	4285014942	5747 Willow Ct, Glendale, AZ, 85381	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20727	PRV	Camila Woods	1994-01-23	UHC-11477-78	5385908180	1429 Lincoln Way, Jacksonville, FL, 32284	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26990	PRV	Doris Barnes	1980-03-13	—	—	9519 Washington St, Denver, CO, 80204	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22027	PRV	Laura Kelly	1956-02-22	UHC-41118-16	5728815057	9767 Broadway, Minneapolis, MN, 55477	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20869	PRV	Kathleen Gibson	2007-07-19	—	3352473029	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24028	PRV	Wayne Ryan	1988-04-16	—	6204195305	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25776	PRV	Sofia Matthews	1948-02-23	—	7109726382	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21304	PRV	Grace Gardner	1961-12-10	UHC-54937-30	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27602	PRV	Ahmed Nichols	1966-12-09	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27833	PRV	Jaanet A Jimenez	1962-03-12	UHC-69017-81	—	4320 Ocean Ave, Las Vegas, NV, 89175	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-20256	PRV	Sarah Garrett	1983-06-22	UHC-10408-31	2517175277	9114 Indian School Rd, San Diego, CA, 92186	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27030	PRV	Bradley Daniels	1938-07-26	UHC-73036-62	5104665254	9430 Lincoln Way, Los Angeles, CA, 90046	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22759	PRV	George Lawson	1998-11-03	UHC-33442-55	3777743624	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24623	PRV	Dylan Hudson	2005-07-01	UHC-06408-75	4528069089	3085 Camelback Rd, Fresno, CA, 93777	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27611	PRV	Donna F Reed	1985-11-09	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27552	PRV	Sandra Porter	1958-05-14	UHC-53724-87	6816106461	1215 Ocean Ave, Los Angeles, CA, 90014	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23109	PRV	Joe Gilbert	1955-07-08	—	7267466952	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25050	PRV	Jeffrey N Smith	1979-05-28	UHC-31864-23	2968655721	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24425	PRV	Denise J Richardson	2002-10-07	—	5933811522	6090 Spring St, Chandler, AZ, 85253	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20711	PRV	Ed H Espinoza	1949-08-10	—	—	2750 Valley View Dr, San Antonio, TX, 78297	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28262	PRV	Marilyn Kelly	1971-06-28	—	9675299588	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26771	PRV	Steve McDonald	2000-11-28	—	3519482263	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26670	PRV	Patrick Castro	2008-08-26	—	6542298143	1268 Washington St, Fresno, CA, 93735	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23512	PRV	Fatima Robertson	1941-11-02	UHC-98227-66	8048705194	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20155	PRV	Catherine S Gomez	1944-12-26	—	9323689026	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29138	PRV	Tyler Wallace	1992-09-05	UHC-31842-98	3919207989	1949 Pine Dr, Orlando, FL, 32859	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28224	PRV	Sharon Day	1962-01-26	UHC-43990-46	4094488805	4771 Indian School Rd, Charlotte, NC, 28232	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26711	PRV	Zachary Olosn	1993-09-06	UHC-00455-39	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
PRV-21570	PRV	Digo Bradley	1981-06-15	—	9405948889	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22802	PRV	Aisha Stephens	1996-04-17	UHC-23263-89	7065044094	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27577	PRV	Terry King	1952-12-21	UHC-36331-36	6837858953	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27124	PRV	Teresa Murphy	1967-10-09	UHC-72939-67	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-28713	PRV	Omar Gonzalez	1968-04-12	—	5024267981	7931 Forest Ave, Plano, TX, 75052	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22642	PRV	Emily Scott	1987-08-19	UHC-19898-07	9332972501	5675 Oak St, Tampa, FL, 33610	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22894	PRV	Beverly Crawford	2006-09-16	UHC-83624-96	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23515	PRV	Bryan Flores	1970-04-28	UHC-43147-53	8464518193	8493 Market St, San Antonio, TX, 78273	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24453	PRV	Wei Carr	1977-01-10	—	2125299826	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25129	PRV	Alexis Walker	1962-07-15	—	3715679556	2604 Highland Ave, Phoenix, AZ, 85013	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26486	PRV	George I Schultz	2002-11-11	—	2096549594	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20689	PRV	Alex Munoz	1998-07-01	UHC-78751-46	4576389669	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-22842	PRV	Dennis Q Ray	1965-02-21	—	8556618303	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-23935	PRV	Luis Gray	2007-11-21	UHC-12522-66	—	8034 Park Pl, Fresno, CA, 93719	0.94	Name re-cased Date of birth reformatted Placeholder values cleared

3,816 rows, page 71 of 77Previous Next