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

Third-party administrator, 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
TPA-50199	TPA	Theresa Cooper	1980-01-11	UHC-54625-21	—	2097 Central Ave, Los Angeles, CA, 90040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56187	TPA	Keith Rios	1962-08-24	—	8047526055	1341 Cedar Ln, Glendale, AZ, 85343	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
TPA-51728	TPA	Charlotte Williams	1995-11-16	—	2986492916	8125 Canyon Rd, Austin, TX, 78765	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59095	TPA	Santiago Park	1941-08-20	—	7307465276	8358 River Rd, San Antonio, TX, 78278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62356	TPA	Diego Brown	1968-06-21	—	7019631220	8182 Lake View Rd, Seattle, WA, 98147	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53908	TPA	Christina Gonzalse	1963-11-26	—	6326063316	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59676	TPA	Sofia Lawrence	2001-04-24	UHC-25799-28	—	3103 Apache Blvd, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57074	TPA	Bryan Evans	1939-07-09	UHC-00245-28	—	6067 Indian School Rd, Glendale, AZ, 85376	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56227	TPA	Jesse Sandoval	1962-10-14	UHC-22226-32	8762674493	2084 Jefferson Ave, Jacksonville, FL, 32286	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61022	TPA	Brandon V Clark	1990-07-05	—	—	2821 Apache Blvd, Plano, TX, 75002	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-56503	TPA	Michael Simmons	2001-03-10	—	7728629963	4812 Canyon Rd, Las Vegas, NV, 89194	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56574	TPA	Jeremy Fernandeez	1942-06-17	—	4697208333	842 Church St, Charlotte, NC, 28265	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-55913	TPA	Alan Sanchez	1966-11-25	—	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52739	TPA	Donna G Mitcell	1947-08-01	UHC-84277-54	—	1369 Canyon Rd, Gilbert, AZ, 85290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60684	TPA	Mariana Hart	1940-09-21	—	5906139619	4802 Union St, Gilbert, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51324	TPA	Jacqueline Herrera	1969-10-14	—	—	8269 Palm Dr, San Diego, CA, 92141	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-52096	TPA	Alice G Perry	1943-04-24	UHC-53984-35	2096714901	9138 Harbor Blvd, Denver, CO, 80219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-56163	TPA	Luis Waler	1980-06-17	—	6705491322	9567 Canyon Rd, Seattle, WA, 98155	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52017	TPA	Larry Barnes	1983-06-16	—	3404635782	7235 Washington St, Las Vegas, NV, 89182	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52207	TPA	Anna Martin	1966-05-02	UHC-56138-06	—	766 Park Pl, Chandler, AZ, 85261	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61692	TPA	Rebecca Dixon	1938-04-13	—	—	8865 Maple Ave, Eden Prairie, MN, 55387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63471	TPA	Omar Espinoza	2006-08-05	—	—	9085 Baseline Rd, Chandler, AZ, 85253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59594	TPA	Martha Morgan	1992-06-22	—	—	9387 Elm St, Denver, CO, 80249	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50137	TPA	Philip N Le	1980-02-05	—	4016238117	6056 Union St, San Diego, CA, 92112	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-58715	TPA	Olivia Fuller	2000-11-15	UHC-49543-71	5937264366	3435 Ridge Rd, Plano, TX, 75079	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57680	TPA	Jeremy Austin	1956-05-06	—	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63832	TPA	Jack Jordan	1967-12-26	—	8123620354	7965 Washington St, Houston, TX, 77007	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62446	TPA	Gerald Garza	1945-04-09	—	—	3829 Main St, Denver, CO, 80234	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-58465	TPA	Simpson Tyler	1958-12-13	—	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58621	TPA	Rcahel Wagner	1967-02-28	—	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51438	TPA	Matthew Howell	1973-06-12	UHC-16485-71	—	8776 Maple Ave, Chandler, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53135	TPA	Brandon Yang	2002-08-16	—	5734770055	6100 Main St, Nashville, TN, 37233	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50046	TPA	William Dean	1981-02-05	—	2206901779	8983 Spring St, Austin, TX, 78789	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54960	TPA	Christopher T Reed	1952-11-16	—	—	1263 Desert Sky Blvd, Tampa, FL, 33642	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58200	TPA	Charles Armstrong	1998-09-13	—	—	1851 Maple Ave, Seattle, WA, 98184	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55312	TPA	Jerry Woods	1940-11-09	UHC-42920-25	—	3444 Bayshore Dr, San Diego, CA, 92145	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58806	TPA	Emma Gardner	1951-08-19	—	7499549025	6009 Maple Ave, Miami, FL, 33192	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-51819	TPA	William N Garrett	1993-12-01	UHC-62739-05	6318431022	5433 Oak St, San Antonio, TX, 78260	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-59529	TPA	Marc Bell	1956-07-02	—	5635597414	4720 Park Pl, Dallas, TX, 75237	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52406	TPA	Gabriel Lawson	1967-09-01	—	2582376228	2751 Union St, Eden Prairie, MN, 55301	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61948	TPA	Angela Ellis	1999-03-03	—	—	9680 Hillcrest Rd, Phoenix, AZ, 85054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58478	TPA	Jeffrey Lane	1941-09-24	—	—	3740 Mesa Dr, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58051	TPA	Abigali Lawrence	1988-07-20	UHC-25880-45	4909450445	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-58758	TPA	Susan J Rogers	1959-01-02	—	—	393 Park Pl, Miami, FL, 33132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54358	TPA	Herny Espinoza	1959-07-26	—	3546701432	1745 Church St, Austin, TX, 78795	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-57883	TPA	Andrea Hanson	1971-11-09	—	—	8510 Camelback Rd, Plano, TX, 75012	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62012	TPA	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
TPA-56123	TPA	Mateo Berry	1954-09-13	—	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63601	TPA	Jose Owens	1982-09-22	UHC-76682-96	—	2057 Indian School Rd, Seattle, WA, 98191	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57804	TPA	Jennifer Fisher	1960-11-02	UHC-08664-81	—	4602 Spring St, Dallas, TX, 75286	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more

1,488 rows, page 13 of 30Previous Next