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-124886	ENR	Joseph Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400604	CLM	Gabriel Brown	—	UHC-97090-92	5596275687	7279 Meadow Ln, Sacramento, CA	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-403642	CLM	Emily V Le	1997-12-09	UHC-71304-15	9219277847	9284 Meadow Ln, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405212	CLM	Katherine Lucas	2000-07-16	—	8872470565	9123 Bayshore Dr, Plano, TX, 75047	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115621	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	—	1480 Main St, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-407859	CLM	Ronald B Espinoza	1981-09-20	—	3695381020	763 Oak St, Atlanta, GA, 30355	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430397	CLM	Keith G Crawford	1975-06-10	UHC-72967-12	—	239 Grand Ave, Fresno, CA, 93703	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-26224	PRV	Michelle Powell	1966-11-26	—	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424715	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424714	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-410911	CLM	Russell Gutierrez	1963-10-20	—	6777497359	3087 Apache Blvd, Mesa, AZ, 85252	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427060	CLM	Amanda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408733	CLM	Brenda Jimenez	1946-09-24	UHC-35314-08	—	3317 Mountain View Dr # 635, Atlanta, GA	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417893	CLM	Justin P Tran	1941-03-07	—	4994592312	3195 Market St, Mesa, AZ, 85232	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106552	ENR	Janice V Tran	1977-08-21	UHC-34246-57	7909389444	5132 Jefferson Ave, San Antonio, TX, 78239	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56412	TPA	Patricia M Wang	—	—	—	8628 Maple Ave, Plano, TX, 75036	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth unreadable Street suffix standardised+3 more
CLM-432773	CLM	Steve Marquez	2002-01-24	—	8772854623	1142 Hillcrest Rd Apt 25, Sacramento, CA, 95864	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109600	ENR	Patricya M Rivera	1967-02-21	UHC-78624-58	4578657635	9792 Ridge Rd, Gilbert, AZ, 85229	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20834	PRV	Gloria Knight	1987-09-01	UHC-56784-27	5006471272	4703 Lake View Rd, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419974	CLM	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL, 33157	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406800	CLM	Teresa Hunt	1976-08-13	—	—	6343 Lake View Rd, Chandler, AZ	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-110207	ENR	Farnk B Anderson	1941-10-02	UHC-34079-95	7088392899	3969 Apache Blvd, Tucson, AZ, 85784	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402079	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-402080	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-418227	CLM	Terry Medina	1965-02-08	UHC-89474-97	5184330047	9633 Sage Ct Apt 4, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139456	ENR	Betty Anderson	1953-07-18	UHC-04639-90	3706853205	1802 Palm Dr, Charlotte, NC, 28285	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125399	ENR	Vincent C Dixon	1985-07-10	UHC-85495-07	2163164367	7753 Pine Dr, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114553	ENR	William W Nelson	1990-03-10	UHC-80705-35	6682891329	2497 Central Ave, Dallas, TX, 75213	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113221	ENR	Marilyn Russell	1985-11-07	UHC-30013-20	—	879 Main St, Plano, TX, 75055	0.38	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-103801	ENR	Wei M Gardner	2002-11-12	UHC-60146-17	8488640320	9666 Canyon Rd, Mesa, AZ, 85212	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425448	CLM	Luis Garza	1999-10-08	—	—	6467 Pine Dr, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60623	TPA	Ann E Grant	2000-11-02	—	—	3438 Hillcrest Rd, Los Angeles, CA, 90038	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Street suffix standardised+3 more
TPA-63951	TPA	Saarh Cook	2000-11-01	—	—	103 Grand Ave, Dallas, TX, 75219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-134467	ENR	Marcus X Herrera	—	UHC-70801-84	4805717653	9213 Cedar Ln, Denver, CO	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-62155	TPA	Linda L Smith	1960-12-14	—	—	6026 Indian School Rd, Tampa, FL	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-54426	TPA	Eugene T Wallace	1967-02-06	—	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-113140	ENR	Linda B Reid	1978-11-23	UHC-35716-54	4862339430	6383 Market St, Tempe, AZ, 85242	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114058	ENR	Harold U Nelson	1971-09-18	UHC-43965-26	3195965425	918 Elm St # 112, Austin, TX, 78796	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142324	ENR	Joseph O Davis	2006-06-06	UHC-17649-21	2759515820	8059 Grand Ave, Scottsdale, AZ, 85220	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117412	ENR	Walter F Bwoman	—	UHC-19722-01	5174906631	137 River Rd, Phoenix, AZ, 85037	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103528	ENR	Emily Roberts	2006-06-27	UHC-37593-70	—	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-101413	ENR	Brenda Weber	1997-05-22	UHC-07263-31	8328517824	5937 Desert Sky Blvd, Miami, FL	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-409866	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd Apt 35, Charlotte, NC, 28223	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413769	CLM	Beth Contreras	—	UHC-92452-26	—	5635 Sunset Blvd, Fresno, CA, 93719	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-428210	CLM	Beverrly Gonzalez	—	—	—	6102 Camelback Rd # 289, Seattle, WA, 98122	0.38	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-428321	CLM	Cheryl Reynolds	—	UHC-05597-29	—	2655 Market St, Minneapolis, MN, 55482	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-140072	ENR	Janice J Carter	1957-03-13	UHC-63333-08	7903691938	6522 Church St, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-57958	TPA	Maria Stephens	1962-09-24	—	—	6297 Washington St, Plano, TX, 75044	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115478	ENR	Pena R Douglas	1965-08-05	UHC-46619-09	—	9100 Bayshore Dr Apt 30, Eden Prairie, MN, 55379	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-25041	PRV	Charles O Porter	2004-04-09	UHC-37973-20	6176355619	9313 Forest Ave, Sacramento, CA, 95829	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more

9,980 rows, page 10 of 200Previous Next