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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407221	CLM	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409718	CLM	Aisha Baker	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd Apt 16, Charlotte, NC, 28210	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421588	CLM	Patty Ellis	1976-10-19	—	—	8285 Church St, Fresno, CA, 93756	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426390	CLM	Debra Sullivan	2002-06-28	UHC-69005-94	8518981416	9094 Union St # 225, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407915	CLM	Gabriel Y Castro	1938-06-04	—	—	7898 Union St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409984	CLM	Stephen McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415809	CLM	Fatima Moreno	1957-07-16	—	7582291647	7442 Oak St, Denver, CO, 80254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420399	CLM	Justin Z Murphy	1997-05-10	—	—	6689 Ridge Rd, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427017	CLM	Richard F James	1974-11-02	—	6854676221	3898 Highland Ave, Houston, TX, 77095	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420621	CLM	Nathan Tran	2003-06-21	UHC-26240-33	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418578	CLM	Keith Hicks	1951-08-22	—	—	6882 Oak St # 524, Eden Prairie, MN, 55316	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-425596	CLM	Aisha Wallace	1971-05-21	—	5727424896	7738 Highland Ave, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428413	CLM	Bradley William	1938-04-02	—	—	766 Spring St, Tempe, AZ, 85227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423808	CLM	Christine E Cunningham	2002-02-17	UHC-89978-63	—	5620 Canyon Rd, Chandler, AZ, 85224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413943	CLM	William Tran	1974-06-12	UHC-33437-18	4553916789	2839 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401129	CLM	Gabriel Lane	1997-11-04	UHC-54367-09	5345232506	8839 Lincoln Way, Columbus, OH, 43268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409933	CLM	Jeffrey Collins	1963-05-16	—	—	3872 Mountain View Dr, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-406822	CLM	Cheryl Rivera	1963-09-14	UHC-26252-84	9893350789	7489 Apache Blvd, Phoenix, AZ, 85039	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403628	CLM	Jacob Brown	1984-09-17	UHC-55032-13	—	2479 Camelback Rd, Dallas, TX, 75297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416996	CLM	Abby H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd Apt 37, Tempe, AZ, 85256	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-421314	CLM	Emma Hayes	1947-11-22	UHC-08659-93	—	7363 Cedar Ln # 368, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431536	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431537	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406746	CLM	Patricia Mendez	2004-07-01	UHC-77558-15	—	7575 Union St, Minneapolis, MN, 55404	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410951	CLM	Joseph Estrada	1977-05-26	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414637	CLM	Evelyn V Hawkins	—	—	—	5677 Harbor Blvd, Charlotte, NC, 28280	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-425147	CLM	Diane Wells	1941-11-24	UHC-04452-60	6145750929	3200 Highland Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425889	CLM	Randy B Edwwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427974	CLM	Christopher Obrien	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427471	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406413	CLM	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431297	CLM	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420702	CLM	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421832	CLM	Larry Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429148	CLM	Bobby Ramos	1984-08-24	UHC-85174-89	—	963 Washington St, Atlanta, GA, 30331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428386	CLM	Eric Simons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423846	CLM	Anna Wong	1955-01-13	—	6014153615	3418 Indian School Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432755	CLM	Jess Sandoval	1991-04-26	UHC-21043-30	9668644534	8440 Hillcrest Rd, Minneapolis, MN, 55491	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-412783	CLM	Christina M Herrera	1954-09-19	UHC-81624-09	—	6995 Pine Dr, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423675	CLM	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424261	CLM	Lawrence Carpenter	1948-04-25	UHC-02642-89	6622215798	132 Valley View Dr # 304, Columbus, OH, 43281	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-427201	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421644	CLM	Santiago T Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428372	CLM	Timmothy J Guzman	1956-04-14	UHC-86387-31	—	1038 Mesa Dr, Seattle, WA, 98168	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424472	CLM	Gerald Olson	2002-01-08	UHC-86329-56	3104644629	5297 Pine Dr, Jacksonville, FL, 32246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428982	CLM	Anna J Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430400	CLM	Kenneth R Nguyen	1982-03-28	UHC-63340-98	—	1478 Ridge Rd, Eden Prairie, MN, 55361	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429654	CLM	Dylan Gomez	1963-08-12	UHC-44561-38	6332886287	5409 Union St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420595	CLM	Evelyn Morrison	1986-09-13	—	—	1846 Maple Ave, Tampa, FL, 33635	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425446	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St, Dallas, TX, 75228	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

10,559 rows, page 35 of 212Previous Next