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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430512	CLM	Ruth Schutz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403397	CLM	Jeremy Munoz	—	UHC-92193-29	9218602035	1606 Church St, Eden Prairie, MN, 55314	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-412070	CLM	Kevin Mejia	—	—	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-415017	CLM	Arthur Harvey	1976-03-14	UHC-78370-21	9046983922	5334 Elm St # 811, Seattle, WA, 98104	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-427586	CLM	Carl Gardner	2004-02-12	UHC-45737-62	6933180651	3562 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411515	CLM	Carl McCoy	2008-07-20	—	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415972	CLM	Peter Padilla	1985-05-25	—	7584433280	3373 Mountain View Dr, Phoenix, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401163	CLM	Sara Guzman	1958-06-21	—	8154087009	3218 Hillcrest Rd, Eden Prairie, MN, 55354	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410870	CLM	Gerald I Bennett	—	—	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-419307	CLM	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St Apt 9, Mesa, AZ, 85216	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-431333	CLM	Rebecca Stewart	1941-09-21	UHC-12215-27	5966087482	378 Willow Ct, Plano, TX, 75059	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425633	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St Apt 36, Dallas, TX, 75243	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409043	CLM	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-409279	CLM	Jason Franklin	2003-03-23	UHC-91114-24	8025247804	9488 Forest Ave, Tucson, AZ, 85788	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405375	CLM	Sara M Ray	1970-06-23	—	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422737	CLM	Terry A Turner	1971-11-01	UHC-21752-21	2737798336	1967 Valley View Dr, Houston, TX	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408132	CLM	Andrea Coleman	1998-03-17	UHC-21993-89	5059686150	7471 Washington St, Tempe, AZ, 85232	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414041	CLM	Daviid Hernandez	1987-06-28	UHC-79977-02	6913086821	1326 Washington St, Denver, CO, 80226	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421012	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400383	CLM	Ethan Burton	1962-07-06	UHC-46365-98	7365372560	1411 Desert Sky Blvd, Phoenix, AZ, 85065	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406298	CLM	Sarah Scott	1944-05-16	UHC-34036-57	4464659395	9320 Maple Ave, Orlando, FL	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411752	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411751	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-425818	CLM	Christine Wagner	1989-02-28	—	7466806351	8466 Jefferson Ave, Tucson, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411037	CLM	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413581	CLM	Stephen Hansen	1985-08-18	UHC-90531-96	5194457155	3118 Sunset Blvd, Nashville, TN	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-402892	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	5889732840	1559 Willow Ct, Fresno, CA, 93701	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-406181	CLM	Arjun Wang	1953-11-17	—	3453024263	8871 Lincoln Way, Las Vegas, NV, 89161	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418649	CLM	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr Apt 6, Sacramento, CA, 95874	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-414633	CLM	Kelly Kim	1957-09-20	—	9427566630	7517 Main St, Seattle, WA, 98168	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416424	CLM	Melissa Anderson	—	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-417823	CLM	Larry Lynhc	1992-07-16	—	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-421026	CLM	Shirley F Graham	2005-11-13	UHC-24244-75	4215322700	9296 Maple Ave, Sacramento, CA, 95851	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421400	CLM	Jeffrey Park	1938-06-15	—	7903638100	5894 Pine Dr, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432488	CLM	Dylan Hansen	2005-12-04	UHC-66853-55	4332691893	2016 River Rd Apt 4, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418711	CLM	Janice West	1946-05-25	—	7406652820	207 Meadow Ln, Chandler, AZ, 85257	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419912	CLM	Linda Wagner	1994-05-17	UHC-79792-87	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414680	CLM	Edward Phillips	1997-07-02	UHC-73690-84	8833564037	4980 Sunset Blvd Apt 8, Columbus, OH, 43216	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-418123	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St, Fresno, CA, 93709	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418024	CLM	Yuki Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-409460	CLM	Christian X Rojas	2002-10-10	—	7739920381	2152 Oak St, Phoenix, AZ, 85074	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-413332	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421486	CLM	John Fox	1942-08-28	UHC-40679-15	7197997533	9468 Palm Dr, Dallas, TX, 75204	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432040	CLM	Brittany Shaw	—	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402628	CLM	Ruth Vargas	2001-04-09	UHC-73294-75	8469270847	7794 Union St, Glendale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401008	CLM	Jese Carr	1978-10-15	—	8819116704	6123 Willow Ct, Gilbert, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414422	CLM	Banks Nicole	1996-12-26	UHC-03903-87	5514045899	2517 Mountain View Dr, Mesa, AZ, 85200	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411331	CLM	Dylan F Dean	—	UHC-33903-05	3722813844	—	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-400529	CLM	Dorothy Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402418	CLM	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave Apt 22, Plano, TX, 75008	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more

11,960 rows, page 10 of 240Previous Next