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-415150	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431822	CLM	Jesisca Henderson	1995-05-23	—	6377970541	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-400840	CLM	Joan Lee	1953-12-07	UHC-09101-25	4428955182	7927 Market St, Plano, TX, 75051	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427038	CLM	Russell Cook	1997-02-18	UHC-15449-74	—	3704 Oak St, San Antonio, TX, 78263	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-417745	CLM	Ruth O Crawford	1964-12-23	—	—	4074 Palm Dr, Chandler, AZ, 85262	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-422711	CLM	Jonathan Alexander	2001-11-14	UHC-58577-16	7912151699	1803 Willow Ct, Las Vegas, NV, 89134	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400649	CLM	Omar L Gomez	1970-11-07	UHC-29920-70	3043399435	1315 Hillcrest Rd, Orlando, FL, 32887	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-422970	CLM	Carol Pierce	1957-02-09	—	8215122517	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408852	CLM	Alex Kennedy	1979-10-05	UHC-14141-31	6597433287	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408586	CLM	Dennis Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ, 85287	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416691	CLM	Brian Morales	1956-07-09	UHC-33115-57	9572511042	2056 Lincoln Way, Columbus, OH, 43288	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-408250	CLM	Mateo Clark	2006-01-06	UHC-38810-30	8574659904	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417186	CLM	Julia Jackson	2004-09-26	—	9474176512	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405678	CLM	Cheryl Lane	1976-02-23	UHC-82490-30	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403893	CLM	Betty Y Willis	2006-05-12	UHC-26725-43	9413319643	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425530	CLM	Judy Hawkins	1997-01-20	UHC-29542-31	8818646037	5530 Hillcrest Rd, Las Vegas, NV, 89187	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417027	CLM	Gerald Hamilton	1986-10-02	UHC-33520-63	4428469240	6006 Spring St, San Antonio, TX, 78237	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429908	CLM	Babara Carroll	1966-01-23	—	5239637570	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410821	CLM	Teresa Hudson	1994-02-16	—	3378304076	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408717	CLM	Yuki Miller	1954-04-26	UHC-08162-95	6075205023	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422437	CLM	Kayla Carroll	2000-10-24	UHC-38077-37	6455614059	8138 Canyon Rd, Tempe, AZ, 85298	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-419940	CLM	Gloria S Lee	1988-09-05	—	5609335158	2438 Sunset Blvd, Los Angeles, CA, 90068	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412816	CLM	Ralph Campbell	1989-10-10	UHC-69425-15	5816600304	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414463	CLM	Linda Davis	1986-12-25	UHC-55392-40	5733761695	134 Harbor Blvd, Chandler, AZ, 85238	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431139	CLM	Karen Holmes	1997-05-28	UHC-14729-90	9308401468	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416970	CLM	Ana Woods	1999-12-10	—	—	9524 Broadway, Las Vegas, NV, 89124	0.90	Date of birth reformatted Address re-cased City re-cased Whitespace trimmed+1 more
CLM-421735	CLM	Luis Singh	1964-03-23	—	5733563977	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429968	CLM	Arjun Jackson	1966-10-16	—	8917010579	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422239	CLM	Ruth Olson	1960-10-19	—	6944136596	8833 Sage Ct, Seattle, WA, 98120	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-414082	CLM	Jimmy Price	1977-12-26	—	2988142676	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406407	CLM	Joyce Vega	2003-11-25	UHC-52734-38	9609020251	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418253	CLM	Billy T Ryan	1941-06-01	UHC-08302-55	5717744679	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417066	CLM	Ruth Martin	1995-04-11	UHC-14182-10	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415948	CLM	Ethan Morris	2006-06-12	UHC-85851-68	5887038705	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423255	CLM	Isabella Perez	1981-06-24	UHC-78595-08	8019872500	3412 Apache Blvd, Charlotte, NC, 28282	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420124	CLM	Julia Rice	1993-04-10	UHC-46090-42	2637214551	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420123	CLM	Julia Rice	1993-04-10	UHC-46090-42	2637214551	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413038	CLM	Jesica Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd, Sacramento, CA, 95866	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-430508	CLM	Roger Wallace	2006-10-20	UHC-81010-87	4674144459	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414287	CLM	Emily Schultz	1965-04-05	UHC-94615-23	8202760943	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409993	CLM	Gary Guttierrez	2008-08-03	—	7415787953	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409810	CLM	Tommy Walsh	1959-02-19	UHC-48786-09	8986629979	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401386	CLM	Jean M Bennett	1988-07-22	UHC-16157-76	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413733	CLM	Sara Franklin	1955-09-04	UHC-76769-82	3205679250	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413732	CLM	Sara Franklin	1955-09-04	UHC-76769-82	3205679250	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415878	CLM	Harold Tran	1979-04-05	UHC-22901-61	4353993296	9620 Broadway, Chandler, AZ, 85240	0.90	Date of birth reformatted Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-401307	CLM	Lisa Soto	1954-12-01	—	9312285367	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407837	CLM	Ahmed Vega	1991-05-16	UHC-71140-57	3914332193	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405187	CLM	Yuki H Hunt	1957-05-23	UHC-13167-79	7316717973	1761 Baseline Rd, Tucson, AZ, 85774	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-431638	CLM	Melissa Weber	1986-07-11	—	—	6764 Grand Ave, Nashville, TN, 37262	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more

10,559 rows, page 154 of 212Previous Next