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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134856	ENR	Ralph Q Kelley	1975-09-22	UHC-28952-82	8395879904	1320 Pine Dr, Tempe, AZ, 85273	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-115510	ENR	Rachel J Hunter	1985-06-18	—	2704587905	4290 Park Pl, Seattle, WA, 98176	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431775	CLM	Dorothy P Freeman	1996-01-26	—	5957202061	7184 Market St, Tucson, AZ, 85782	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-419085	CLM	Scott H Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
ENR-102491	ENR	Arthur Z Ford	1951-11-04	UHC-94934-50	7696039290	784 Meadow Ln Apt 18, Tucson, AZ, 85780	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-28067	PRV	Aisha N Martin	1972-02-24	UHC-24039-32	8456994850	6550 Union St, Seattle, WA, 98184	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-429525	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct, Orlando, FL, 32826	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-134103	ENR	Deborah O Webb	1980-01-14	UHC-55665-66	3217469921	3016 River Rd, San Diego, CA, 92103	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129489	ENR	Betty C Johnson	1965-01-02	—	2917665920	3855 Bayshore Dr, Plano, TX, 75090	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403491	CLM	Martha G Day	1986-10-03	—	6868063049	4026 Mesa Dr, Nashville, TN, 37215	0.64	Middle initial moved out of first name Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-402343	CLM	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-411962	CLM	David R Bishup	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+2 more
ENR-119180	ENR	Tony W Moreno	1984-10-27	UHC-98306-16	8075901776	8852 Mountain View Dr, Glendale, AZ, 85305	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-131344	ENR	Isabella I Edwars	1948-09-23	UHC-90465-53	8766377116	2003 Washington St, Tucson, AZ, 85704	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119620	ENR	Jesse P Crawford	1998-01-07	UHC-88981-84	—	8368 Elm St, Mesa, AZ, 85284	0.64	Middle initial moved out of first name Date of birth reformatted Phone missing area code Member ID reformatted+2 more
PRV-21935	PRV	Douglas F Garza	1946-09-15	UHC-82645-48	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110533	ENR	Carol A Chapman	1988-08-20	UHC-63066-66	6169666703	5400 Broadway # 712, San Diego, CA, 92153	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-418501	CLM	Keith N Simpson	2007-11-19	UHC-20710-22	—	6732 Church St, Fresno, CA, 93776	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-427816	CLM	Teresa Z Coleman	2005-06-26	UHC-01517-27	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-131859	ENR	Linda G Scott	1987-10-28	UHC-16616-27	9024578990	1462 Main St, Scottsdale, AZ, 85223	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
PRV-24847	PRV	Bettty B Soto	2008-12-20	—	4995925720	2184 Sage Ct, Jacksonville, FL, 32234	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108027	ENR	Gregory X Hanson	1957-04-03	UHC-91278-40	4199122202	5058 Mesa Dr, Mesa, AZ, 85249	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-126090	ENR	Brian Y Hart	1972-08-20	UHC-91803-27	6385126569	1729 Highland Ave, San Antonio, TX, 78258	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23329	PRV	Jack N Crater	1997-04-23	—	6939400690	9198 Mountain View Dr, Tucson, AZ, 85754	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-131568	ENR	Fatima E Fisher	1971-07-19	UHC-13643-76	—	6660 Spring St, Tucson, AZ, 85733	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-132917	ENR	Austin X Hansen	1989-01-04	UHC-38354-03	4367850509	1402 Sunset Blvd, Houston, TX, 77032	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132918	ENR	Austin X Hansen	1989-01-04	UHC-38354-03	4367850509	1402 Sunset Blvd, Houston, TX, 77032	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117716	ENR	Tyyler E Allen	1971-09-22	UHC-93667-86	6758426337	6556 Apache Blvd, Plano, TX, 75082	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-109584	ENR	Priya L King	2005-04-05	UHC-86564-50	9332262394	2281 River Rd, San Antonio, TX, 78226	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130527	ENR	Stephen W Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139257	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Middle initial moved out of first name Phone missing area code Member ID reformatted City re-cased+1 more
CLM-430900	CLM	Virginia N Harvey	1955-12-22	UHC-76444-88	5374730234	4131 Main St, Columbus, OH, 43284	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115028	ENR	Timoty J Rice	1953-04-19	UHC-18511-80	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127722	ENR	Denns N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63390	TPA	Charrles X Butler	1963-10-19	—	—	7058 Central Ave, Miami, FL, 33187	0.66	Middle initial moved out of first name Name re-cased State name converted to code Whitespace trimmed+1 more
PRV-27825	PRV	Adam T Singh	1948-02-03	—	—	—	0.66	Middle initial moved out of first name Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-26730	PRV	Joe Z Obrien	1938-06-20	—	2615953563	832 Oak St, Jacksonville, FL, 32288	0.66	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+1 more
CLM-416074	CLM	Elijah R Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ, 85024	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-428747	CLM	Peter H Perry	1943-06-26	—	—	5594 Elm St, Orlando, FL, 32836	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110547	ENR	Laura F Dean	1952-12-13	UHC-67307-86	5067583875	7302 Central Ave, Phoenix, AZ, 85088	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
CLM-405523	CLM	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24207	PRV	Anna D Park	1983-12-27	UHC-82241-54	2906267195	68 Broadway, San Diego, CA	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-104229	ENR	Keith E Jimenez	1948-01-27	UHC-46751-64	6916397422	49 Canyon Rd, San Antonio, TX	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-134400	ENR	Elijah Q Rogers	2007-01-14	UHC-47081-50	7415645965	5189 Canyon Rd, Austin, TX, 78747	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134401	ENR	Elijah Q Rogers	2007-01-14	UHC-47081-50	7415645965	5189 Canyon Rd, Austin, TX, 78747	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106693	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-106694	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-402517	CLM	Etthan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21892	PRV	Albert Q Kennedy	1945-12-05	UHC-89191-01	2908392311	—	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more

1,125 rows, page 14 of 23Previous Next