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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59027	TPA	Martha Salazar	1982-06-10	—	—	1310 Forest Ave, Orlando, FL, 32859	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-407588	CLM	Charlie H Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-111144	ENR	Christine B Porter	1989-09-25	UHC-92458-92	2055904854	1062 Apache Blvd, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-431579	CLM	Richard Miller	1966-07-22	UHC-60998-16	3298377603	1979 Hillcrest Rd, Miami, FL, 33154	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125019	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-125020	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+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
ENR-100990	ENR	Jennifer X Lawrence	1968-04-21	UHC-70242-30	9616050263	4321 Market St, Houston, TX, 77020	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137874	ENR	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21948	PRV	Terry Kelly	1981-02-01	UHC-39031-08	—	2627 Highland Ave, Phoenix, AZ, 85077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432781	CLM	Brien Vazquez	1956-09-26	UHC-89900-10	3542605010	6606 Oak St, Austin, TX, 78766	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50532	TPA	Steven Lewis	1941-11-08	—	9614692590	5518 Harbor Blvd, Fresno, CA	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
CLM-426148	CLM	Aaron D Baker	2002-01-13	UHC-67046-98	8577507295	3501 Indian School Rd, Gilbert, AZ, 85251	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-402622	CLM	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave, Minneapolis, MN, 55458	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104715	ENR	Yuki N McDonald	—	UHC-33344-40	—	8386 Spring St, Sacramento, CA, 95893	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-400560	CLM	Mateo Espinoza	1979-03-21	—	—	2755 Central Ave, Austin, TX, 78798	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140240	ENR	Sharon Davis	1996-09-05	UHC-22421-51	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-116764	ENR	Jerry E Porter	1980-01-22	UHC-55265-39	7855462350	8480 Forest Ave, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116948	ENR	Kathryn Tucker	2006-06-26	UHC-29928-51	5537032967	7904 Bayshore Dr, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58377	TPA	Amanda Campbell	1968-08-28	—	—	5649 Camelback Rd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51935	TPA	Benjamin Bowman	1992-05-21	—	—	8468 Willow Ct, Columbus, OH, 43269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20336	PRV	Samuel C Mejia	1960-06-12	—	8023123063	3111 Mesa Dr, Seattle, WA, 98180	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26062	PRV	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd # 876, Orlando, FL, 32826	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122108	ENR	Terry Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422101	CLM	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX, 75215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128908	ENR	Priya Allen	1991-02-12	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130096	ENR	Denise Williams	—	UHC-56251-29	7334825862	7599 Ridge Rd, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-54016	TPA	Frances Simpsno	2006-12-03	—	3447894435	4657 Forest Ave Apt 35, Plano, TX, 75084	0.62	Name re-cased Phone reformatted Unit split from street State code upper-cased+3 more
ENR-103229	ENR	Wei W Ruiz	1994-04-06	UHC-16978-79	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132679	ENR	Jeremy Gilbert	1977-02-25	—	8279693160	9363 Valley View Dr, Columbus, OH, 43275	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27788	PRV	Bryan Gibson	1951-10-22	—	8646557342	7359 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138720	ENR	Victoria Wilson	1991-09-07	UHC-94894-07	3499299962	6910 Baseline Rd, Jacksonville, FL, 32211	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-55337	TPA	Benjamin Shaw	1993-05-24	—	6359194924	2003 Central Ave, Jacksonville, FL, 32216	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138698	ENR	Nancy G Contreras	2003-07-06	UHC-06256-10	5337130635	8051 Highland Ave, Tempe, AZ, 85214	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-115768	ENR	Anna Medina	1972-05-06	UHC-37749-59	8437414462	7443 Desert Sky Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102913	ENR	Mason T Schultz	1998-04-10	UHC-99478-24	—	9216 River Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-52893	TPA	Walter Matthews	1978-05-04	—	2606754924	6009 Spring St, San Antonio, TX, 78215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100042	ENR	Omar F Williams	1994-03-17	UHC-48669-35	7577838343	6733 Grand Ave, Miami, FL, 33178	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-131525	ENR	Philip D Guzamn	1996-01-05	UHC-22868-86	7795373319	8571 Main St, Orlando, FL, 32886	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-112049	ENR	Larry Pena	1946-06-18	UHC-03846-84	—	4953 Grand Ave, Jacksonville, FL, 32286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-52509	TPA	Olivia U Chavez	1973-01-15	—	—	5964 Meadow Ln, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103980	ENR	Thomas Y Wang	1962-11-04	UHC-85499-42	7647701898	6672 Park Pl, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133447	ENR	Kayal Scott	1980-04-22	UHC-83248-67	6783988211	2383 Elm St Apt 13, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-123507	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23397	PRV	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-415541	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415542	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

39,996 rows, page 150 of 800Previous Next