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-26026	PRV	Wayne Y Brown	1980-08-27	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24178	PRV	Paul D Collins	1958-04-25	—	—	2464 Central Ave, San Diego, CA, 92124	0.94	Date of birth reformatted City re-cased Whitespace trimmed
PRV-23782	PRV	Hannah Simmons	1981-12-04	UHC-61478-12	5957911275	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29360	PRV	Kevin Mitchell	1962-07-27	—	3749794017	661 Valley View Dr, Dallas, TX, 75223	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-20570	PRV	Amy Dunn	1978-04-25	UHC-33934-78	9489513000	—	0.94	Phone reformatted Whitespace trimmed 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-25311	PRV	Jonathan Wang	1997-08-12	—	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22592	PRV	Aisha Z Hernandez	1983-11-18	—	3947131223	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27611	PRV	Donna F Reed	1985-11-09	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26629	PRV	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	6090 Camelback Rd, Glendale, AZ, 85308	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20695	PRV	Sandra Woods	1950-04-09	—	7283494818	2795 Broadway, Denver, CO, 80232	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25143	PRV	Sean F Price	1952-05-18	—	6433590619	469 Apache Blvd, Chandler, AZ, 85296	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26018	PRV	Daniel Q Soo	1985-08-17	UHC-72153-33	5748152457	1606 Broadway, Seattle, WA, 98175	0.94	Address re-cased Whitespace trimmed 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-21409	PRV	Jessica Murray	2001-05-24	—	5016580692	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21781	PRV	Amber Valdez	1954-09-28	—	7809788208	7773 Highland Ave, Miami, FL, 33103	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20872	PRV	Ruth Black	1962-11-09	UHC-63053-46	—	3100 Washington St, Plano, TX, 75023	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25664	PRV	Reyes Braadley	1949-11-12	UHC-33181-94	—	—	0.94	Email lower-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-26771	PRV	Steve McDonald	2000-11-28	—	3519482263	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25395	PRV	Judith G Cunningham	1986-06-05	—	7135194974	244 Broadway, Sacramento, CA, 95828	0.94	Phone reformatted 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-20209	PRV	Melissa H Espinoza	1953-11-24	—	—	7482 Mesa Dr, Glendale, AZ, 85307	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-26587	PRV	Omar Myers	1982-12-01	UHC-34991-32	3668509803	7679 Maple Ave, Orlando, FL, 32865	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28536	PRV	Lawrence Andrews	1972-09-22	—	4253777826	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23030	PRV	Patrick Gutierrez	1972-12-13	UHC-95777-12	—	8668 Mesa Dr, Los Angeles, CA, 90012	0.94	City re-cased Whitespace trimmed 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-24186	PRV	Douglas Mendez	1959-08-10	—	3438859555	630 Apache Blvd, Plano, TX, 75015	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21570	PRV	Digo Bradley	1981-06-15	—	9405948889	—	0.94	Name re-cased Whitespace trimmed 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-24112	PRV	Nancy E Richardson	1989-05-28	UHC-36357-39	6637138851	7539 Canyon Rd, San Antonio, TX, 78216	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-21227	PRV	Ana Banks	1968-01-12	—	5547536159	5264 Elm St, Minneapolis, MN, 55474	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-26773	PRV	Jeffrey Dixon	1990-09-22	UHC-96821-69	8606849054	9173 Grand Ave, Miami, FL, 33106	0.94	Phone reformatted 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-23863	PRV	Priya Rogers	1973-04-22	—	5958218044	8021 Ocean Ave, Fresno, CA, 93719	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24894	PRV	Ethan Ramos	1942-05-17	UHC-43094-43	5246724027	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26486	PRV	George I Schultz	2002-11-11	—	2096549594	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21628	PRV	Madison E Simmons	1970-06-11	—	6113802927	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27560	PRV	Kenneth Delgado	1956-05-01	UHC-48532-68	8342968675	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22579	PRV	Evelyn Nguyen	2006-09-24	UHC-71046-85	7148466990	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24056	PRV	Olivia J Hunt	2002-12-18	UHC-49329-86	2317836571	1027 Oak St, Mesa, AZ, 85241	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28118	PRV	Sofia Ortega	1997-10-07	—	—	5180 Sage Ct, Eden Prairie, MN, 55390	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28117	PRV	Sofia Ortega	1997-10-07	—	—	5180 Sage Ct, Eden Prairie, MN, 55390	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22479	PRV	Logan Cox	1948-02-15	UHC-10803-30	—	8242 Valley View Dr, Atlanta, GA, 30314	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29373	PRV	Carl G Rios	2007-05-20	UHC-20090-95	—	180 Meadow Ln, Tucson, AZ, 85762	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-22307	PRV	Keith Wallace	1977-03-02	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29364	PRV	Bobby Ortiz	1946-10-03	UHC-60754-75	—	4494 Indian School Rd, Miami, FL, 33150	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23817	PRV	Bryan R Silva	1955-11-05	—	—	612 Church St, San Antonio, TX, 78223	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 102 of 110Previous Next