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-425917	CLM	Lisa Payne	1977-09-12	UHC-24880-90	9568563305	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405068	CLM	Alan M Aguuilar	1941-11-05	UHC-72077-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425368	CLM	Aaron Edwards	1998-02-07	—	—	6545 Pine Dr, Nashville, TN, 37254	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403718	CLM	Mattehw Snyder	2004-11-13	—	—	7898 Sage Ct, Miami, FL, 33143	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420439	CLM	Noah Cook	1982-04-09	UHC-47414-31	—	496 Market St, Tempe, AZ, 85263	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413745	CLM	Marcus Burke	1950-03-16	—	—	6174 Cedar Ln, Tucson, AZ, 85767	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418122	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St, Fresno, CA, 93709	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-402669	CLM	Gary M Ryan	1948-02-13	UHC-57701-74	—	5326 Indian School Rd, Tucson, AZ, 85721	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426440	CLM	Ryan Santos	1943-02-27	—	—	6112 Sunset Blvd, Glendale, AZ, 85366	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-425433	CLM	Diego Carr	1967-11-21	UHC-28046-62	3638781836	8252 Sunset Blvd, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-417822	CLM	Aisha B Nguyen	1985-06-09	—	—	6265 Elm St, Chandler, AZ	0.78	Name re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-401051	CLM	Rebecca Kennedy	1945-09-11	—	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407688	CLM	Natalie Burton	1968-05-28	UHC-11073-50	—	523 Main St, Tucson, AZ, 85769	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422638	CLM	Patricia Green	1963-04-09	—	2755881880	4819 Highland Ave, Chandler, AZ, 85219	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430418	CLM	Denise Cunningham	2006-12-13	—	—	8179 Oak St, Seattle, WA, 98101	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421892	CLM	Ahmed E Brown	1970-10-23	UHC-52476-14	9655288893	5733 Broadway, Atlanta, GA, 30300	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-426620	CLM	Jeremy Welch	1964-12-19	UHC-21687-55	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-417451	CLM	Kenneth Mason	1962-08-27	UHC-03925-28	2707546714	8342 Washington St, Charlotte, NC, 28233	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409387	CLM	Zachary Perkins	2004-04-25	—	—	9138 Grand Ave, Tucson, AZ, 85730	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410119	CLM	Mei Fizher	2004-09-05	UHC-50798-14	5663907234	4419 Highland Ave, Nashville, TN, 37253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412280	CLM	Justin Padilla	1991-01-05	UHC-89279-40	8173599085	822 Highland Ave, Jacksonville, FL, 32282	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400601	CLM	Lisa Fernandez	1994-08-02	—	—	6537 Lake View Rd, Nashville, TN, 37219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429268	CLM	Kyle A Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-406704	CLM	Laura X Murray	1945-05-02	—	—	5256 Cedar Ln, Austin, TX, 78723	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427493	CLM	Maria Henderson	2001-11-21	—	—	2611 Canyon Rd, Glendale, AZ, 85384	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423374	CLM	Amber Lawrence	1978-04-18	UHC-53728-11	—	1461 Bayshore Dr, Fresno, CA, 93794	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-412595	CLM	Natalie Nelson	1944-03-01	UHC-35218-06	—	402 Ridge Rd, Plano, TX, 75056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426069	CLM	Alexander Marquez	1978-08-01	UHC-84217-49	—	8121 Park Pl, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-406418	CLM	Heather Singh	1948-01-09	—	—	6811 Elm St, Plano, TX, 75098	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422675	CLM	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-432382	CLM	Kelly King	—	—	8112433331	2448 Broadway, Nashville, TN, 37233	0.78	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+1 more
CLM-427882	CLM	Bnejamin Brown	1989-10-03	UHC-30055-77	—	3447 Sage Ct, Denver, CO, 80241	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424485	CLM	Jackson Elijah	1991-08-23	UHC-62956-68	6808879251	2903 Lake View Rd, Fresno, CA, 93786	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409133	CLM	Don T Tayllor	2000-01-13	—	7222985698	1401 Hillcrest Rd, Miami, FL, 33106	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-401771	CLM	Gabriel X Walker	1976-02-08	—	—	5984 Mesa Dr, Nashville, TN, 37205	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417833	CLM	Diego Howard	2001-08-15	—	—	1130 Market St, Chandler, AZ, 85275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426310	CLM	Olivia Bailey	1953-08-06	—	—	1333 Forest Ave, Tampa, FL, 33692	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403536	CLM	Joyce Wang	1980-08-14	—	3296635105	2091 Pine Dr, Tucson, AZ, 85787	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417406	CLM	Jeremy Palmer	1947-11-07	UHC-42860-23	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425466	CLM	Mariana Patel	1956-02-11	UHC-03136-39	—	2743 Apache Blvd, Gilbert, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422234	CLM	Marilyn T West	1980-07-28	—	—	4394 Apache Blvd, Glendale, AZ, 85329	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421329	CLM	Rebecca Mitchell	1963-12-03	—	6237979279	8905 Canyon Rd, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-402767	CLM	Judith Ramirez	1964-11-02	UHC-78656-78	—	1023 Canyon Rd, Mesa, AZ, 85283	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413297	CLM	Gary Miller	1993-04-20	UHC-58590-92	2112920633	4974 Union St, Miami, FL, 33144	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424023	CLM	Pamela Sanders	1960-06-11	UHC-46575-31	—	5409 Washington St, Nashville, TN, 37230	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401255	CLM	Brandon O Adams	1957-09-08	—	—	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-418139	CLM	Daniel Carter	1973-11-14	—	—	5605 Market St, Jacksonville, FL, 32278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400086	CLM	Bruce Mejia	1970-08-18	UHC-01522-17	—	3879 Highland Ave, Phoenix, AZ, 85066	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417554	CLM	Mei L James	1951-10-22	UHC-58231-15	2762007389	911 Oak St, Orlando, FL, 32883	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413237	CLM	Ahmad Bailey	1948-03-24	—	—	4850 Apache Blvd, Austin, TX, 78725	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

13,120 rows, page 145 of 263Previous Next