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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406218	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415463	CLM	Joyce Garza	1994-10-27	—	7889027235	5922 Sunset Blvd, Las Vegas, NV, 89106	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416747	CLM	Larry Mills	2001-03-08	—	9069551650	8275 Pine Dr, Charlotte, NC, 28255	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-429079	CLM	Joyce Baker	1946-03-28	UHC-28092-57	6037111101	9688 Mesa Dr, San Antonio, TX, 78286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409659	CLM	Alexander L Wells	1963-06-07	—	2883575441	6815 Harbor Blvd, Sacramento, CA, 95852	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428493	CLM	Arthur Wong	1975-07-15	—	—	3902 Church St, Austin, TX, 78701	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416576	CLM	Omar Castro	1938-12-18	UHC-52606-73	—	6204 Forest Ave, Gilbert, AZ, 85286	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412067	CLM	Rth Dunn	2002-12-22	—	2749477649	1310 Apache Blvd, Tampa, FL, 33623	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422163	CLM	Gloria Obrien	1970-10-23	—	—	6641 Highland Ave, Gilbert, AZ, 85293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417840	CLM	Laura Roberts	1989-04-07	UHC-05757-97	4774413709	7869 Ridge Rd, Tempe, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419378	CLM	Albert Ellis	—	—	—	—	0.76	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+2 more
CLM-405157	CLM	Alexis Fox	2007-04-26	—	—	7627 Indian School Rd, Gilbert, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429741	CLM	Natalie Harris	1981-07-10	UHC-37941-06	—	6116 Forest Ave, Plano, TX, 75042	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409183	CLM	Richard Mendez	1960-12-03	UHC-15987-92	—	2643 Desert Sky Blvd, Gilbert, AZ, 85235	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-409636	CLM	Debra W Campbell	1941-04-21	UHC-20616-86	2323883425	2817 Ridge Rd, Las Vegas, NV, 89175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409637	CLM	Debra W Campbell	1941-04-21	UHC-20616-86	2323883425	2817 Ridge Rd, Las Vegas, NV, 89175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406063	CLM	Sara Burton	1938-03-28	UHC-95297-67	—	2589 Canyon Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406062	CLM	Sara Burton	1938-03-28	UHC-95297-67	—	2589 Canyon Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410494	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416698	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429289	CLM	Virginia Y Wong	1971-03-07	—	6714357218	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-402774	CLM	Timothy Varggas	1956-09-02	UHC-91471-01	7125048752	3414 Elm St, Fresno, CA, 93770	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-401278	CLM	Albert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416150	CLM	Rebecca King	1966-03-28	—	—	4953 Cedar Ln, Seattle, WA, 98110	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423734	CLM	Luis Alexander	1951-04-27	UHC-27605-62	—	2773 Hillcrest Rd, Las Vegas, NV, 89178	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400077	CLM	Helen Reed	1981-06-15	—	3117283708	3587 Desert Sky Blvd, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-409079	CLM	Robert Tran	1978-03-12	UHC-15067-68	4897366986	6155 Spring St, Plano, TX, 75008	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426652	CLM	Joseph Flores	1958-02-10	UHC-70640-04	2515019194	5047 Sage Ct, Phoenix, AZ, 85044	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411360	CLM	Julie Vazquez	1978-08-16	—	2178168733	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-424463	CLM	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct, Dallas, TX, 75272	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405022	CLM	Willie Cole	1958-09-21	UHC-94020-81	—	1476 Sunset Blvd, Nashville, TN, 37296	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406031	CLM	Gerald V Santos	1975-06-28	UHC-52170-31	—	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404951	CLM	Tucker Logan	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431727	CLM	Dorothy J Weber	1990-10-19	UHC-56220-45	—	318 Canyon Rd, Denver, CO, 80285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408572	CLM	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-404684	CLM	Meissa Sims	1938-07-23	UHC-12676-11	4869135113	7919 Apache Blvd, Fresno, CA, 93712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428449	CLM	Camila A Oriz	1975-03-25	—	—	2942 Lake View Rd, Columbus, OH, 43224	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423148	CLM	Shirley Fiels	1946-02-13	—	—	2237 Baseline Rd, Seattle, WA, 98196	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421724	CLM	Janice Walsh	1970-01-22	—	7387418338	6840 Cedar Ln, Atlanta, GA, 30339	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413785	CLM	Evelyn Parker	1954-02-02	—	4559466082	2784 Sunset Blvd, Gilbert, AZ, 85292	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401392	CLM	Thomas L Hanson	1961-12-03	UHC-43892-40	—	226 Elm St, Dallas, TX, 75212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425296	CLM	Ralph Green	1994-02-21	UHC-95379-38	—	831 Ridge Rd, Mesa, AZ, 85260	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411674	CLM	Guzman Grace	1982-12-19	—	7566431855	3690 Central Ave, San Diego, CA, 92192	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428263	CLM	Jason Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-400281	CLM	Madison Harris	1945-01-13	—	7516568559	1520 Ocean Ave, Austin, TX, 78754	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407000	CLM	Megan P Williams	1939-04-10	—	—	8738 Washington St, Phoenix, AZ, 85049	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420091	CLM	David Peterson	1982-03-16	UHC-64170-21	3687919880	6452 Highland Ave, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-422921	CLM	Marcus Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408413	CLM	Anthony Turner	1979-02-18	UHC-98830-46	—	7536 Ocean Ave, Houston, TX, 77098	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423508	CLM	Taylor Tyler	1957-10-27	UHC-30471-03	—	4037 Indian School Rd, Las Vegas, NV, 89163	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 105 of 263Previous Next