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-414113	CLM	Walter Hunt	1953-06-14	UHC-10496-18	9716995800	1006 Sage Ct, Phoenix, AZ, 85052	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427178	CLM	Steven D Vargas	2003-11-24	—	—	1102 Bayshore Dr, Minneapolis, MN, 55428	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419820	CLM	Nichols Bowman	1993-08-02	—	2658917861	8094 Main St, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431506	CLM	Edward Ryan	1992-04-10	UHC-83967-47	7876292718	5825 Bayshore Dr, Jacksonville, FL, 32253	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411429	CLM	Jeremy Holmes	1969-11-21	—	—	818 Central Ave, San Diego, CA, 92195	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403638	CLM	Nicole Wood	2002-05-07	—	5276237566	3460 Sage Ct, San Antonio, TX, 78286	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402787	CLM	Luis Wallace	1939-02-04	—	—	6713 Main St, Columbus, OH, 43232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403102	CLM	Brandon Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428811	CLM	Dylan Lynch	1999-03-16	—	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417631	CLM	Walter Gray	1982-03-01	—	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414717	CLM	Brandon Fernandez	1986-09-06	—	7099875160	4574 Canyon Rd, Seattle, WA	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-415548	CLM	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St, Austin, TX, 78728	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
CLM-429979	CLM	David Rogers	1959-11-20	UHC-96860-46	6533380593	9118 Mountain View Dr, Orlando, FL, 32811	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400477	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413323	CLM	Eugene Webb	1998-04-24	—	3103051170	6304 Grand Ave, Tampa, FL, 33686	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-411155	CLM	Joyce Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-409287	CLM	Juan Hoffman	2000-10-05	—	—	2964 Desert Sky Blvd, Denver, CO, 80240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416945	CLM	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409280	CLM	Gloria Dominguez	1951-06-11	—	3779975546	426 Willow Ct, Glendale, AZ, 85320	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429397	CLM	Allice Lynch	1989-07-03	UHC-35217-75	8942512439	6986 Baseline Rd, Mesa, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418771	CLM	Juan Lene	1965-04-02	UHC-46484-18	7112893968	7809 Lake View Rd, Mesa, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428417	CLM	Tyler Washington	1941-08-11	UHC-77864-45	—	4828 Harbor Blvd, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-429337	CLM	Laura Berry	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400706	CLM	Kyle Nelson	1949-09-04	UHC-49038-08	—	9867 Ridge Rd, Columbus, OH, 43227	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419497	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-405279	CLM	Sophia Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405613	CLM	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416385	CLM	Lara Perez	1961-02-26	—	6774685000	4678 Bayshore Dr, Dallas, TX, 75288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407159	CLM	Dylan Stewart	1969-11-13	UHC-17496-87	—	1139 Willow Ct, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425090	CLM	Christopher Hall	1951-02-21	UHC-25937-42	—	1703 Spring St, Eden Prairie, MN, 55302	0.76	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
CLM-407007	CLM	Emily Silva	1976-12-22	UHC-43687-71	—	4265 Union St, Los Angeles, CA, 90067	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423523	CLM	Ahmed Castro	1993-12-17	—	7727389026	9824 Oak St, Minneapolis, MN, 55444	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428389	CLM	Frank Fernandez	2001-10-12	—	—	6733 Pine Dr, Nashville, TN, 37279	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430322	CLM	Amber McDonald	1956-01-06	—	7746687557	3030 Spring St, Tucson, AZ, 85763	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406228	CLM	Nicholas Armstrong	1947-12-11	UHC-83109-91	2583355901	9735 Canyon Rd, Columbus, OH, 43289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409626	CLM	Ann Kelley	1967-01-18	UHC-38082-71	—	2306 Union St, Scottsdale, AZ, 85236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426464	CLM	Suusan Bradley	1983-04-27	UHC-85039-25	—	7748 Forest Ave, Scottsdale, AZ, 85241	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407298	CLM	Ann N Washington	1963-12-28	UHC-77404-59	4203024821	5383 Mountain View Dr, Gilbert, AZ, 85282	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409632	CLM	Madison Butler	2008-01-28	UHC-99173-26	6657307530	9668 Bayshore Dr, San Antonio, TX, 78240	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423231	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403861	CLM	Lauren Taylor	1953-08-26	—	—	232 Ocean Ave, Las Vegas, NV, 89119	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432095	CLM	Deborah Murray	1968-11-04	UHC-16104-34	—	1166 Park Pl, Las Vegas, NV, 89199	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408485	CLM	Ralph Johnston	1983-01-27	—	—	1083 Sage Ct, Minneapolis, MN, 55490	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425689	CLM	Gloria Gilbert	1990-12-28	—	—	478 Sage Ct, Phoenix, AZ, 85015	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-409931	CLM	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-411864	CLM	Naalie Garza	1984-06-04	UHC-86293-53	—	6728 Elm St, Austin, TX, 78794	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409203	CLM	Mariana J Clark	1963-08-20	UHC-09124-57	4778060019	3422 Mesa Dr, Tempe, AZ, 85251	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412678	CLM	Lucia Dunn	1997-02-28	—	2592768878	3213 Grand Ave, Tempe, AZ, 85277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418519	CLM	Mrk Lynch	1997-12-19	UHC-56090-39	—	5482 Main St, Orlando, FL, 32838	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429360	CLM	Peggy Knight	1952-08-24	UHC-23298-02	6384374725	3058 Willow Ct, Tucson, AZ, 85787	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 81 of 212Previous Next