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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426807	CLM	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424702	CLM	Diane Morales	1958-05-02	—	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417773	CLM	Kathleen Gardner	1997-09-05	—	4307957627	3869 Jefferson Ave, Chandler, AZ, 85227	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421319	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421320	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431571	CLM	Katherine Greene	1968-09-02	UHC-18898-91	4286334759	2684 Union St, Jacksonville, FL, 32254	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410583	CLM	Terry Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-424662	CLM	Henry Jackson	1964-04-28	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407920	CLM	Long Abby	1996-01-22	UHC-33129-37	8615155310	4841 Oak St, Scottsdale, AZ, 85234	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414960	CLM	Willie Vega	1966-02-26	UHC-62858-70	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422528	CLM	Daniel Morales	2006-06-28	UHC-50469-96	5027746983	5695 Willow Ct, Fresno, CA, 93739	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428160	CLM	Grace Phillips	1971-09-14	UHC-93122-46	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401178	CLM	Mark Gomez	1962-09-20	—	4849056405	5250 Indian School Rd, Eden Prairie, MN, 55378	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424443	CLM	Ralph A Riz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400012	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400011	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412536	CLM	Charlotte F Brynt	2002-04-24	UHC-22651-59	—	1933 Grand Ave, Dallas, TX, 75255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404675	CLM	Sophia Hill	1960-12-15	—	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422724	CLM	Catherine Watkins	1940-09-07	—	—	2262 Canyon Rd, Gilbert, AZ, 85221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427514	CLM	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	1992 Mountain View Dr, Charlotte, NC, 28288	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403002	CLM	Gary B Barnes	1955-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405471	CLM	Raplh G Kim	1997-02-20	UHC-75355-51	—	4191 Valley View Dr, Scottsdale, AZ, 85290	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-401118	CLM	Patricia Hamilton	1979-09-02	UHC-61712-73	—	2061 Pine Dr, Nashville, TN, 37286	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431885	CLM	Russell Harris	1995-03-11	UHC-43669-93	—	6007 Bayshore Dr, Columbus, OH, 43286	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429904	CLM	Janice Prk	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403475	CLM	Pierce Kathryn	1939-02-21	—	5335257449	9528 Washington St, Tampa, FL, 33628	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401011	CLM	Justin Weber	1948-06-28	UHC-21843-63	8607039790	9726 Palm Dr, Miami, FL, 33131	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409707	CLM	Joshua Smith	1948-04-04	UHC-43885-01	—	7868 Bayshore Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404663	CLM	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427229	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	7796140733	3474 Palm Dr, Tempe, AZ, 85282	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-403371	CLM	Julia Dean	1959-11-20	—	4984146658	6505 Highland Ave, Jacksonville, FL, 32273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424345	CLM	Heather Vazquez	1956-05-14	—	6876094958	1445 Central Ave, Glendale, AZ, 85399	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430989	CLM	Dennis Kelley	2006-05-23	—	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430902	CLM	Jean Scott	2008-07-28	UHC-21473-47	8243501357	8015 River Rd, Minneapolis, MN, 55419	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405814	CLM	Jordan Munoz	1960-08-21	UHC-64719-86	—	5593 Market St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406110	CLM	Adam Contreras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418192	CLM	Brandon Reid	1968-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409211	CLM	Jeffrey P Clark	1962-10-22	—	—	353 Elm St, Sacramento, CA, 95821	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415692	CLM	Bryan K Scott	1969-06-16	UHC-62566-01	2898924315	7540 Jefferson Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400752	CLM	Julie Larson	1947-06-08	UHC-11789-96	—	8499 Meadow Ln, Columbus, OH, 43219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404988	CLM	Christina Kennedy	1985-08-03	UHC-24928-35	2128347188	1803 Central Ave, Tucson, AZ, 85706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431204	CLM	Bradley Jones	1962-03-17	—	7475721260	6499 Bayshore Dr, Houston, TX, 77064	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408651	CLM	Katherine Williamson	1999-08-27	—	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410189	CLM	Gloria M Fisher	1976-08-13	UHC-34739-06	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410617	CLM	Ronald Sanders	1978-08-24	—	4994778591	7520 Church St, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420618	CLM	Nathan Tran	2003-06-21	—	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-418201	CLM	Deborah W Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424120	CLM	Judy Watkins	1973-04-08	UHC-12017-24	—	5633 Market St, Columbus, OH, 43270	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416213	CLM	Timothy Fereman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425653	CLM	Frank Anderson	1985-02-13	—	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

3,226 rows, page 21 of 65Previous Next