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-407043	CLM	Bryan Bailey	1972-07-16	UHC-99666-81	6259279433	6961 Washington St, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415682	CLM	Michelle King	1974-07-25	—	9128238100	1773 Indian School Rd, Eden Prairie, MN, 55331	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417293	CLM	Debra C Matthews	1973-10-28	—	—	3697 Lake View Rd, Chandler, AZ, 85267	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431790	CLM	Dennis Hart	1980-01-06	UHC-45131-07	2576984525	8743 Maple Ave, Mesa, AZ, 85254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421409	CLM	Hughes Aisha	2000-08-26	—	8806385741	5338 Cedar Ln # 606, Denver, CO, 80284	0.74	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-428731	CLM	Julie Henry	2003-09-22	—	7312680113	4006 Valley View Dr, Atlanta, GA, 30310	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430722	CLM	Diego Weaver	1970-08-19	—	4447441769	6826 Lincoln Way, Jacksonville, FL, 32241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414429	CLM	Justin Snyder	1941-02-25	—	8637442511	6092 Ocean Ave, Scottsdale, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403943	CLM	Heather C Fuller	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432063	CLM	Madison Ramos	1998-07-03	UHC-37683-41	9869849123	5185 Central Ave, Minneapolis, MN, 55409	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-403929	CLM	Danielle T White	1999-07-17	UHC-49036-24	9699190327	5573 Bayshore Dr, Minneapolis, MN, 55470	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420446	CLM	Patrick Boyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr, Mesa, AZ, 85230	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426021	CLM	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA	0.74	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-414937	CLM	Tyyler Gray	2005-10-24	UHC-40253-88	—	3159 Harbor Blvd, Glendale, AZ, 85326	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414619	CLM	Ethan Harvey	2008-03-27	UHC-94617-49	7688342068	8492 Harbor Blvd, Phoenix, AZ, 85098	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419312	CLM	Virgnia Harper	1980-02-07	UHC-83325-61	7886894045	1549 Mountain View Dr, Eden Prairie, MN, 55316	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412156	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	2005 Indian School Rd, Denver, CO, 80240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405346	CLM	Bruce Porter	2005-04-15	—	9752994052	1886 Maple Ave, Tempe, AZ, 85247	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407883	CLM	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	4125 Mesa Dr, Tucson, AZ, 85791	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406471	CLM	Lauren Jordan	1995-07-18	—	—	3684 Ridge Rd, Minneapolis, MN, 55492	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422945	CLM	Stephanie Williamson	1949-05-06	UHC-63783-56	9729341424	4702 Central Ave, Austin, TX, 78722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407243	CLM	Vincent Johnston	1984-09-28	—	8238504562	6977 Market St, Tempe, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402546	CLM	Jennifer Baker	1956-02-01	—	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416894	CLM	Jordan Mendez	1971-06-10	UHC-72598-96	6963667600	7025 Baseline Rd, San Antonio, TX, 78285	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411990	CLM	Nicole Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431120	CLM	Michelle Walker	1970-05-23	UHC-76125-07	4664126436	8094 Desert Sky Blvd, Glendale, AZ, 85341	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415912	CLM	Janice Owens	1954-05-25	UHC-11376-27	8847809200	1736 Harbor Blvd, Jacksonville, FL, 32284	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404949	CLM	Nicole Rice	1995-03-17	—	2789631747	8696 Canyon Rd, Fresno, CA, 93785	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400481	CLM	Jessica F Yaang	1998-10-26	UHC-15571-89	—	6280 Lake View Rd, Los Angeles, CA, 90024	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430718	CLM	Amanda Guerrero	2007-07-09	—	—	3110 Jefferson Ave, Denver, CO, 80208	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426598	CLM	Angella Perez	1964-12-21	UHC-15991-36	2248778546	3715 Mountain View Dr, Seattle, WA, 98147	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417490	CLM	Logan Rodriguez	1954-04-15	—	2494934696	7853 Sage Ct, Houston, TX, 77078	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412014	CLM	Jerry Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422311	CLM	Vincent H Thomas	2004-10-15	—	6456622624	4712 Willow Ct, Nashville, TN, 37264	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426587	CLM	Jacob Jimenez	1983-11-07	—	7103017058	1086 Ocean Ave, Houston, TX, 77041	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405533	CLM	Judith P Riley	1985-11-28	—	8332537016	2484 Valley View Dr, Columbus, OH, 43247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416358	CLM	William Carpenter	1954-02-11	—	9796950747	2934 Apache Blvd, Denver, CO, 80274	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402237	CLM	Mayr C Ward	1948-03-13	UHC-17625-99	3519532774	4346 Indian School Rd, Houston, TX, 77059	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428532	CLM	Gloria E Le	1946-04-05	UHC-07005-78	—	8903 Market St, Sacramento, CA, 95887	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430866	CLM	Dennis Brown	1944-05-22	UHC-22981-87	5062915317	5143 Cedar Ln, Minneapolis, MN, 55447	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419867	CLM	Sntiago V Franklin	1961-12-08	—	5529835724	8471 Cedar Ln, Scottsdale, AZ, 85223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418352	CLM	Bobby Wright	1995-04-03	—	—	8097 Central Ave, Eden Prairie, MN, 55323	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427159	CLM	Harold Murphy	1948-08-24	UHC-22265-13	3436309579	7183 River Rd, Los Angeles, CA, 90004	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-402239	CLM	Marilyn Rojas	1965-11-15	—	8134084128	7257 Lake View Rd, Scottsdale, AZ, 85260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401468	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-401469	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-427454	CLM	Sean Day	1972-08-17	—	2712887437	7625 Baseline Rd, Mesa, AZ, 85225	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419323	CLM	Victoria O Ellis	1988-06-14	—	4129193721	2315 Market St, Las Vegas, NV, 89118	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419216	CLM	Heather Hunt	1943-08-23	—	—	2126 Lake View Rd, Seattle, WA, 98192	0.76	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+2 more

10,559 rows, page 74 of 212Previous Next