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-430170	CLM	Ryan Campbell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404582	CLM	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-410027	CLM	Fatima Simmons	1999-03-09	UHC-08560-99	4598886174	388 Church St, Columbus, OH, 43239	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407103	CLM	Mark Fisher	1991-05-05	UHC-49886-81	5787790779	585 Spring St, Chandler, AZ, 85258	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417503	CLM	Carolyn Luna	1999-11-27	—	4286699356	9464 Maple Ave, San Antonio, TX, 78248	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425904	CLM	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd # 518, Phoenix, AZ, 85070	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-402113	CLM	Albert Craawford	1942-11-20	UHC-09010-78	8372320823	2926 Ocean Ave, Glendale, AZ, 85347	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411861	CLM	Nathan Olson	1993-12-09	—	6933433510	7076 Washington St, Gilbert, AZ, 85286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415156	CLM	Jean Carpenter	1966-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr, Tempe, AZ, 85287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411679	CLM	Carolyn J Fisher	1951-05-24	UHC-83736-19	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-413293	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409262	CLM	Terry E Rivera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404144	CLM	Kathleen K Carpenter	1965-06-13	UHC-24892-68	2586454641	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-408540	CLM	Santiago J Fowler	1946-12-10	UHC-38032-37	2975307721	566 Broadway Apt 8, Las Vegas, NV, 89197	0.74	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
CLM-431466	CLM	Lori Mason	2005-03-16	—	—	6710 Main St, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413979	CLM	Martha Maldonado	1965-02-23	UHC-91916-41	—	4490 Market St, Nashville, TN, 37266	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420789	CLM	Sara Santigao	1996-01-19	UHC-85534-15	2595948101	2345 Valley View Dr, Denver, CO, 80251	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432578	CLM	Melissa Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St, Chandler, AZ, 85284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424563	CLM	Bruce Burke	1979-08-05	—	3947690549	3592 Market St, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426094	CLM	Kayla Schmidt	1973-12-05	—	6105445206	7183 Sunset Blvd, Columbus, OH, 43276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432203	CLM	Helen Jacobs	1998-02-04	UHC-52233-84	7632433077	2811 Desert Sky Blvd, Las Vegas, NV, 89160	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412459	CLM	Amy Williamson	1988-06-15	—	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417365	CLM	Sirley Griffin	2008-09-22	UHC-80810-02	9153713074	3836 Oak St, Denver, CO, 80262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401547	CLM	Michael Clrk	1966-05-02	UHC-15951-28	9724733887	3630 Maple Ave, Denver, CO, 80232	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413445	CLM	Emily Sandes	1943-06-20	UHC-15252-88	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-413275	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	4227 Market St, Miami, FL, 33180	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404897	CLM	Wayne Weaver	1954-08-08	UHC-84816-21	2849344569	8045 Main St, Austin, TX, 78710	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425614	CLM	Bryan V Edwards	1981-02-28	—	9899866288	4716 Park Pl, Tampa, FL, 33600	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405302	CLM	Roger V Jensen	1977-04-21	UHC-86142-77	9604369931	8290 Indian School Rd, Jacksonville, FL, 32293	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400520	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420223	CLM	Maria E Wells	1945-03-19	UHC-02332-78	—	7304 Mountain View Dr, Phoenix, AZ, 85099	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423968	CLM	Jonathan Dominguez	1990-09-08	—	4502350403	2989 Lincoln Way, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-408455	CLM	Mragaret Hunter	2005-01-01	UHC-03826-60	8467827683	2931 Oak St, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415749	CLM	Brian Reed	1964-12-08	UHC-65423-74	7015018114	586 Ocean Ave, Dallas, TX, 75209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431451	CLM	Jordan Brooks	1963-03-19	UHC-55414-72	—	9719 Church St, Plano, TX, 75053	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409507	CLM	Adam Garrett	1986-12-01	UHC-27878-40	8079311482	1351 Ocean Ave, Seattle, WA, 98139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429895	CLM	Ralph T Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St, Miami, FL, 33166	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420695	CLM	Karen Y Perez	1955-07-03	—	4983433474	2263 Palm Dr, Nashville, TN, 37250	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430209	CLM	Alan Gilbert	1965-01-14	UHC-63930-87	—	7071 Union St, Columbus, OH, 43298	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407707	CLM	Marcus Jones	1952-02-04	UHC-16298-63	—	9174 Indian School Rd, Tampa, FL, 33621	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422335	CLM	Lrry Marshall	1971-07-04	UHC-53367-57	—	1466 Grand Ave, Minneapolis, MN, 55410	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411763	CLM	Isabella Montgomery	2007-08-20	UHC-13566-87	4746184857	2219 Union St, Jacksonville, FL, 32263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416527	CLM	Chuck Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ, 85251	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422831	CLM	Timothy U Carpenter	1970-04-07	—	4365542674	8987 Hillcrest Rd, Mesa, AZ, 85217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412541	CLM	Debra Powell	1945-02-07	UHC-90874-75	—	4358 Forest Ave, Tampa, FL, 33622	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429720	CLM	Chuck Reid	1991-01-01	UHC-05817-62	8094845272	4894 Highland Ave, Tucson, AZ, 85761	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425303	CLM	Dot Wgner	1939-09-12	UHC-46359-62	5153165960	9333 Sage Ct, Scottsdale, AZ, 85293	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423360	CLM	Makr Riley	1951-04-23	UHC-38683-19	5008850807	4150 Ridge Rd, Nashville, TN, 37225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429183	CLM	Jennifer Williamson	1973-12-03	—	6977925414	1510 Forest Ave, Seattle, WA, 98147	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419863	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

13,120 rows, page 84 of 263Previous Next