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-423252	CLM	Peter Patterson	1938-02-12	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412585	CLM	Richard Simmons	1979-11-13	UHC-95902-92	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408522	CLM	Julia Castro	1940-09-04	UHC-69783-77	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413986	CLM	Kimberly Jones	1968-08-16	—	—	6153 Central Ave, Columbus, OH, 43271	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423339	CLM	Sarah Guzman	1994-09-06	UHC-96855-51	5934413709	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422543	CLM	Jonathan Sanchez	2003-11-10	UHC-05896-07	—	—	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Placeholder values cleared
CLM-414102	CLM	Amanda U Shaw	1966-03-05	UHC-91321-72	—	7331 Washington St, Columbus, OH, 43256	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414038	CLM	Tim E Gordon	1978-07-23	UHC-55444-69	8606029744	3979 Bayshore Dr, Jacksonville, FL, 32288	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416104	CLM	Edward Arnold	1957-12-22	UHC-58764-26	5154182111	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414719	CLM	Cheryl Carter	1991-03-18	UHC-70973-36	3707054907	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400236	CLM	Angela E Espinoza	1979-07-09	—	2506932916	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418191	CLM	Jacqueline Adnrews	2000-03-06	—	—	2173 Oak St, Atlanta, GA, 30333	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402820	CLM	Danielle Perry	1981-01-25	—	—	372 Church St, Denver, CO, 80253	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414425	CLM	Patricia Garza	1949-02-25	UHC-24445-51	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-414424	CLM	Patricia Garza	1949-02-25	UHC-24445-51	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-401430	CLM	Willie Mendoza	1987-03-03	—	5063586026	23 Meadow Ln, Tempe, AZ, 85261	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403707	CLM	Andrea Riley	1963-04-24	—	9609861300	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408218	CLM	Carolyn White	1982-10-07	UHC-04834-17	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-415999	CLM	Larry I Mendoza	1972-11-08	UHC-94891-67	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418758	CLM	Bobby Berry	1941-04-01	UHC-07304-71	3845984149	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-401981	CLM	Lucia B Vargas	1975-11-13	UHC-57841-42	5897625824	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409586	CLM	Keith Schultz	1939-09-09	—	5294372974	9249 Sage Ct, Denver, CO, 80219	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-413112	CLM	Carol G Fowler	1995-04-09	UHC-12538-47	2275168933	7684 Lincoln Way, Sacramento, CA, 95821	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403505	CLM	Lisa Grifin	1942-09-27	UHC-64792-99	7933022674	1629 Church St, Jacksonville, FL, 32293	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-417739	CLM	Jacob Ferguson	1950-01-07	UHC-83068-74	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430228	CLM	Sofia W Cox	1940-12-01	UHC-15827-26	—	3326 Apache Blvd, Orlando, FL, 32877	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-418521	CLM	Michellle N Carroll	1980-12-26	UHC-10245-69	8852819163	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408517	CLM	Larry Spencer	1961-04-01	UHC-08518-76	6719597345	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403727	CLM	Charles Bryant	1941-02-14	UHC-49268-46	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400488	CLM	Evelyn Nguyen	1967-08-18	UHC-91671-60	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416567	CLM	Stephanie Lane	1941-06-10	UHC-25162-84	4474942332	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402108	CLM	Eric Evans	1979-11-17	UHC-19665-16	5366599517	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-414562	CLM	Andrea Freeman	2006-08-15	UHC-42153-42	3934220811	8297 Sage Ct, Atlanta, GA, 30356	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414533	CLM	Patricia Wang	1950-08-14	—	9345370419	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425757	CLM	Lisa Singh	1998-06-03	UHC-77375-17	6137742114	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417532	CLM	Jeffrey Singh	2008-10-28	—	9054588942	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412275	CLM	Catherine Simpson	1979-08-26	UHC-22875-45	5538124807	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430577	CLM	Arthr Rbertson	1989-05-18	—	—	1090 River Rd, Glendale, AZ, 85315	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403942	CLM	Sandra Salazar	2007-03-05	UHC-10794-72	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431156	CLM	Helen Munoz	1999-08-23	—	6505700591	7417 Forest Ave, San Diego, CA, 92146	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426604	CLM	Barbara B Moreno	1968-07-17	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-431274	CLM	Kayla Little	1968-05-24	UHC-49586-56	2497633643	401 Broadway, Charlotte, NC, 28298	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402967	CLM	John Young	1955-02-28	UHC-87848-29	6735201642	4204 Ridge Rd, Columbus, OH, 43204	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-408825	CLM	Charlotte Alexander	1997-04-13	—	—	8547 Mountain View Dr, Nashville, TN, 37287	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-419955	CLM	Josh Jenkins	1989-04-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430339	CLM	Samuel Gray	1970-08-06	UHC-28025-58	2142236265	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411875	CLM	Tehresa Cruz	1962-06-06	UHC-36360-26	8077973392	8152 Camelback Rd, Jacksonville, FL, 32280	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418478	CLM	Theresa D Gray	1968-05-05	UHC-34684-20	2664817570	1814 Sage Ct, Houston, TX, 77018	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417249	CLM	Martha Foster	1963-04-15	UHC-91764-99	2094991159	539 Church St, Nashville, TN, 37292	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430759	CLM	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed

10,559 rows, page 166 of 212Previous Next