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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409575	CLM	Heather T Welch	1979-04-06	—	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409576	CLM	Heather T Welch	1979-04-06	—	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404795	CLM	Omar Schmidt	1974-03-12	UHC-75827-81	8194778558	7797 Highland Ave, Los Angeles, CA, 90059	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403092	CLM	Kimberly Tran	1951-09-18	UHC-62232-76	5437793939	6364 Bayshore Dr, Eden Prairie, MN, 55385	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406148	CLM	Sammantha Crawford	1985-10-16	UHC-02931-55	7934725694	4309 Main St, Tampa, FL, 33607	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407037	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	2400 Willow Ct, Austin, TX, 78722	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423210	CLM	Elijah Wells	2007-01-01	—	9778639396	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423211	CLM	Elijah Wells	2007-01-01	—	9778639396	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412074	CLM	Russell Williamson	1947-11-06	UHC-57475-82	8947451321	1151 Maple Ave, Miami, FL, 33120	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427545	CLM	Joe Hicks	1963-10-13	—	2715876951	3667 Meadow Ln # 746, Phoenix, AZ, 85003	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-426367	CLM	Mei Obrien	1973-10-21	—	6175642385	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-402569	CLM	Andrew Cox	1987-11-22	—	8562628295	830 Sunset Blvd, Miami, FL, 33189	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407474	CLM	Brenda S Stephens	1965-07-27	UHC-83061-21	5736872252	3910 Forest Ave, Phoenix, AZ, 85033	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403768	CLM	Amber Nichols	1993-03-03	—	4625093460	1003 Sage Ct, Scottsdale, AZ, 85225	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406196	CLM	Janice Gonzales	1999-04-13	UHC-30169-72	4705552894	3592 Ridge Rd, Mesa, AZ, 85257	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426005	CLM	Kathryn U Chapman	1987-02-21	UHC-54287-24	9245754070	1071 Cedar Ln, Denver, CO, 80267	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403362	CLM	Donald Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr # 737, Plano, TX, 75073	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
CLM-432820	CLM	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-413354	CLM	Bruce Murray	1994-10-11	—	2893072986	2873 Highland Ave, Minneapolis, MN, 55438	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428816	CLM	Betty P Stephens	2007-12-15	—	8869139445	2735 Lincoln Way, Atlanta, GA, 30337	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413086	CLM	Charlotte Payyne	1980-02-28	UHC-82916-23	6657127737	421 Main St, Tampa, FL, 33669	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-409721	CLM	Jonathan Patel	1961-12-21	UHC-08496-08	2478348380	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431917	CLM	Ethan F Gutierrez	1991-09-27	UHC-50365-76	2586764838	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-425743	CLM	Yuki Perez	1986-01-19	UHC-27080-83	6265875624	5798 Elm St, Sacramento, CA, 95846	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428020	CLM	Raymond Stevens	1945-09-18	UHC-78535-14	8275860246	4183 Ocean Ave, Eden Prairie, MN, 55313	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427449	CLM	Jerry Thompson	2002-05-17	UHC-11477-88	6748256938	8227 Mesa Dr, Atlanta, GA, 30338	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410603	CLM	Janet Carroll	1979-12-09	—	3865808267	2629 Sage Ct, Denver, CO, 80226	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406349	CLM	Joe Bishop	—	UHC-31239-05	2115342399	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-427374	CLM	Laura Simpson	—	UHC-59203-29	8532744790	7788 Sunset Blvd, Chandler, AZ, 85271	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-402831	CLM	Pamella Fields	1988-04-12	UHC-48299-93	6055971383	9331 Spring St, Charlotte, NC, 28237	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421430	CLM	Robert Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-413551	CLM	Rachel X Richardson	1991-01-22	—	3307611178	2199 Hillcrest Rd, Denver, CO, 80255	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424419	CLM	Juan Alvarez	1941-05-12	UHC-58454-53	5743676081	7595 Meadow Ln, Nashville, TN, 37224	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416462	CLM	Joseph Kennedy	1963-03-12	—	4767095652	2255 Oak St, Tucson, AZ, 85766	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415796	CLM	Joseph Barnes	1982-05-06	UHC-09374-54	5693977598	9650 Camelback Rd, Chandler, AZ, 85257	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-432177	CLM	Keith Rice	1991-07-18	UHC-84777-32	5092057851	1580 Lake View Rd, Tampa, FL, 33675	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417978	CLM	Jordan Mitchell	1971-03-02	UHC-68540-72	3592031988	9358 Jefferson Ave, Denver, CO, 80204	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430629	CLM	Barbara Stevens	1977-08-17	—	2502990466	720 Main St Apt 37, Las Vegas, NV, 89150	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
CLM-407381	CLM	Henry Chen	1969-10-15	UHC-74859-43	4922819213	7153 Indian School Rd, Houston, TX, 77027	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420327	CLM	Kyle Smith	1984-10-21	—	6009582377	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432162	CLM	Lnda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414194	CLM	Angela Gray	2007-12-16	—	3803346793	2292 Jefferson Ave, Miami, FL, 33121	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402497	CLM	Evelyn P Fysher	2005-10-08	UHC-52353-84	8765327319	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402838	CLM	Gerald Li	1954-12-24	UHC-76640-91	7913213625	2913 Apache Blvd, Gilbert, AZ, 85201	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421344	CLM	Camila G Jackson	1961-05-15	—	3078514175	9839 Lincoln Way, Chandler, AZ, 85221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425908	CLM	Sarah Santos	1995-02-15	—	7609531414	2924 Market St, Scottsdale, AZ, 85223	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412372	CLM	Mateo Obrien	1969-03-09	UHC-64674-51	2659976777	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-420221	CLM	Ruth Pierce	2002-09-13	—	9432526053	640 Pine Dr, Nashville, TN, 37252	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419011	CLM	Jack Mills	1971-05-18	UHC-22367-74	9017854312	9097 Pine Dr, Dallas, TX, 75276	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421482	CLM	Jeff H Sims	1957-04-14	—	7754102803	5971 Mesa Dr, Atlanta, GA, 30352	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more

11,960 rows, page 140 of 240Previous Next