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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410402	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-415784	CLM	Jeff Cruz	1971-02-10	UHC-77455-14	—	452 Elm St, Nashville, TN, 37285	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428104	CLM	William V Hamilton	1950-11-11	UHC-67843-67	2453429974	3320 Meadow Ln, Fresno, CA, 93739	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426863	CLM	Eugene Crawford	1954-05-05	UHC-66706-90	9867989533	6267 Broadway # 435, Scottsdale, AZ, 85277	0.76	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-405862	CLM	James Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421762	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	—	1887 Central Ave, Charlotte, NC, 28209	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431103	CLM	Stephanie F Lopez	1943-10-18	UHC-95228-95	—	1921 Washington St, Gilbert, AZ, 85201	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411845	CLM	Kim Lee	1997-06-28	UHC-22171-88	—	4083 Pine Dr, Sacramento, CA, 95899	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424959	CLM	Jesse J Weaver	1958-11-12	UHC-76848-80	7494927515	4153 Valley View Dr, Fresno, CA, 93784	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406608	CLM	Ralph Torres	1945-09-17	UHC-44307-15	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423713	CLM	Steven Carroll	1948-01-03	UHC-89841-95	—	7881 Highland Ave, Houston, TX, 77080	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425079	CLM	Joseph Day	1968-04-14	UHC-62916-46	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419641	CLM	Andy Wilson	2007-05-24	UHC-56200-26	5893697622	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-413169	CLM	Bryan Silva	1955-11-05	UHC-56626-27	—	612 Church St, San Antonio, TX, 78223	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-406112	CLM	Daniel Thomas	1968-10-19	UHC-78647-56	—	6862 Apache Blvd, Nashville, TN, 37254	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400133	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405138	CLM	Samantha T Robertson	2000-01-20	UHC-20604-49	3308850380	3875 Ocean Ave, Houston, TX, 77045	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-400779	CLM	Sara Johnston	1959-10-28	UHC-62612-57	8925788246	8648 Ocean Ave, Plano, TX, 75092	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428589	CLM	Ana Carr	1981-08-17	UHC-99021-58	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-421506	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+2 more
CLM-418092	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	4104585436	5752 Camelback Rd, Austin, TX, 78731	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-423378	CLM	Emma Garrett	1972-05-20	UHC-15927-63	2863793586	4651 Pine Dr, Plano, TX, 75019	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407786	CLM	Scott Cooper	2008-02-08	UHC-57705-65	—	9015 Church St, Glendale, AZ, 85352	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420831	CLM	Sean Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN, 55483	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-423812	CLM	Jack Y Hoffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419718	CLM	Hiroshi Fowler	1947-09-07	UHC-09603-43	—	—	0.76	Name re-cased Phone missing area code Member ID reformatted Email lower-cased+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-415207	CLM	Dylan Butler	2003-09-07	UHC-22460-47	5095558465	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-411171	CLM	Jonathan Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424044	CLM	Alexander Robertson	1986-05-01	UHC-20832-08	5566865045	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419194	CLM	Nicole Henderson	1995-05-24	UHC-56732-85	—	9832 Oak St, Phoenix, AZ, 85006	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-411124	CLM	Madison Rois	1983-03-13	UHC-86944-52	—	8428 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-403692	CLM	Gary Weber	1981-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422884	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	—	6600 Indian School Rd, Tempe, AZ, 85219	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420878	CLM	Marcus Bryyant	1941-05-11	UHC-86247-06	2606215864	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-411333	CLM	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2291 Church St, Houston, TX, 77039	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426813	CLM	Sara Baker	1979-12-05	UHC-35017-70	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-422331	CLM	Joyce X Mendez	1966-04-10	UHC-41945-99	—	1468 Sage Ct, Phoenix, AZ, 85078	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403032	CLM	David G Hanson	2005-11-08	UHC-84368-97	—	6176 Pine Dr, Jacksonville, FL, 32228	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-403808	CLM	Vincent Espinoza	1980-01-11	UHC-29654-36	—	3999 Church St, Las Vegas, NV, 89101	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-428444	CLM	Michael Holmes	1999-05-15	UHC-66752-04	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-411698	CLM	Jen Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd # 552, Nashville, TN, 37207	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-417937	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	2722200689	2501 Mountain View Dr, Sacramento, CA, 95819	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414409	CLM	Philip Rivera	1993-06-03	UHC-89285-29	7729574457	—	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
CLM-419826	CLM	Cheryl Harper	1996-10-02	UHC-35989-19	—	404 Lincoln Way, San Antonio, TX, 78233	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408758	CLM	Timohy Weber	2001-09-27	UHC-91272-09	8739230347	3400 Park Pl, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-421987	CLM	Kate Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH, 43237	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-420809	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX, 78738	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432816	CLM	Janet Ryan	1975-11-19	UHC-91920-53	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more

2,293 rows, page 25 of 46Previous Next