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

All sources, 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
ENR-137835	ENR	Camila B Torres	1939-02-23	UHC-74623-75	8842136430	4911 Cedar Ln, Scottsdale, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29453	PRV	Mary Day	1985-11-24	—	4732976946	4022 Church St, Houston, TX, 77096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124408	ENR	Beverly Z Carpenter	1983-06-13	UHC-54880-54	3409960421	5989 Willow Ct, San Diego, CA, 92170	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411271	CLM	Stephanie Hayes	1982-06-25	—	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name split from “Last, First”Date of birth 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
CLM-412989	CLM	Jeremy Castillo	1981-09-28	—	—	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414392	CLM	Gregory Cruz	2004-09-18	—	6396616977	8123 Hillcrest Rd, Denver, CO, 80241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139308	ENR	Raymond P Wood	1988-01-25	UHC-06749-57	3584464354	2432 Camelback Rd, Miami, FL, 33143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427737	CLM	Lucia Huughes	1939-07-22	UHC-07805-06	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City 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
CLM-400978	CLM	Camila Rogers	2004-02-15	—	8248373567	811 Hillcrest Rd, Miami, FL, 33103	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
CLM-412218	CLM	Noah Walch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420892	CLM	Benjamin Collins	2004-03-16	—	7277170303	1636 Apache Blvd, Tucson, AZ, 85757	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430055	CLM	Priay T Fuller	1952-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110550	ENR	Chris X Chen	1943-01-02	UHC-61903-40	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102683	ENR	Russell H Gardner	1955-12-20	UHC-65262-67	9848457002	4353 Jefferson Ave, Tempe, AZ, 85277	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117636	ENR	Richard Dixon	1962-02-08	UHC-03392-31	8553669790	8238 Valley View Dr, Denver, CO, 80239	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-425258	CLM	Mariana Campbbell	2008-05-15	UHC-28563-63	7312895058	2470 Palm Dr, Minneapolis, MN, 55400	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114337	ENR	Betty Holmes	1947-02-20	UHC-36733-86	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+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
CLM-408769	CLM	Shaw Vincent	1984-04-27	UHC-60140-35	7722673629	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-110504	ENR	Juan Weaver	1948-10-15	UHC-49719-35	3295026983	9101 Harbor Blvd, Houston, TX, 77021	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108616	ENR	Lori Y Weber	1995-02-02	UHC-09665-51	2816623520	432 Ridge Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Phone 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
ENR-132743	ENR	Ronald K Thomas	1962-03-05	UHC-27173-66	3967019209	703 Union St, Phoenix, AZ, 85071	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
ENR-101014	ENR	Stephen V Spencer	1972-06-27	UHC-01478-55	—	334 Spring St, Austin, TX, 78785	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23227	PRV	Mark Green	1981-09-10	—	4616697548	1449 Maple Ave, Los Angeles, CA, 90008	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117078	ENR	Gabriel L Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St, Scottsdale, AZ, 85282	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139939	ENR	Jecqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425826	CLM	Ahmed Barnes	1943-05-04	—	—	1236 Spring St, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427968	CLM	Ben Z Cunninghm	1961-09-18	—	—	5415 Mountain View Dr, Chandler, AZ, 85246	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-422937	CLM	Kathryn U Cooper	1979-09-21	UHC-84332-55	—	2370 Ridge Rd, Mesa, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20760	PRV	Julia Nguyen	1941-11-07	—	8612466417	4434 Washington St, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406050	CLM	John Delgado	1990-07-14	UHC-78053-81	6478350126	9808 Market St, Sacramento, CA, 95873	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110248	ENR	Lisa J Berry	1993-11-04	UHC-31792-15	9032765988	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-429022	CLM	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408762	CLM	Jeff Ortiz	1986-10-08	UHC-55126-77	6715436453	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-117199	ENR	Jason B Wang	1942-07-04	UHC-43783-35	5354319408	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-104965	ENR	Amanda Q Schmidt	2006-01-02	UHC-91911-04	3508456051	5109 Willow Ct, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+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
ENR-101638	ENR	Luccia K Peters	1980-09-08	UHC-14402-39	7962402987	8664 Market St, Atlanta, GA, 30375	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
PRV-28867	PRV	Jesse Floras	2008-11-16	UHC-66809-51	7519891705	7763 Hillcrest Rd, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124648	ENR	Amanda McCoy	2002-05-06	UHC-05467-15	—	9338 Jefferson Ave, Chandler, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426521	CLM	Kelly Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400705	CLM	Brian Mitchell	1995-06-11	—	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21697	PRV	Samuel Wylson	2003-04-10	UHC-53403-90	6858413242	4811 Broadway, Sacramento, CA, 95865	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more

9,980 rows, page 90 of 200Previous Next