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-411902	CLM	Robert Bennett	2005-04-06	UHC-32983-28	4747754371	1054 Baseline Rd, Tampa, FL, 33687	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421389	CLM	Theresa Pena	2007-12-11	—	5299378500	3868 Sunset Blvd, Tempe, AZ, 85271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406585	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd Apt 22, Los Angeles, CA, 90020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-419169	CLM	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427040	CLM	Chrristina Lynch	1942-03-08	—	5424481134	8964 Maple Ave, Charlotte, NC, 28230	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419562	CLM	Mary Lewis	1964-12-11	—	9214738912	801 Highland Ave Apt 29, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-404338	CLM	Jeremy Brown	1990-07-05	—	4509950793	2225 Lake View Rd, Atlanta, GA, 30337	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422592	CLM	Karne Palmeer	1970-03-04	—	5954641418	5729 Valley View Dr, Glendale, AZ, 85300	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408713	CLM	Carlos Li	1979-07-08	—	9654796057	8294 Grand Ave, Jacksonville, FL, 32266	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419463	CLM	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406355	CLM	Alexis Robinson	1959-01-05	—	9708331418	8248 Cedar Ln, Minneapolis, MN, 55433	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403441	CLM	Mei Mitchell	1976-02-19	—	6125163897	3051 Camelback Rd, Seattle, WA	0.76	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-420971	CLM	Brittany Hudson	1966-07-21	—	8086786462	1462 Canyon Rd, Minneapolis, MN, 55447	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418772	CLM	Juan Lane	1965-04-02	UHC-46484-18	7112893968	7809 Lake View Rd, Mesa, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416086	CLM	Arjun Harris	1953-10-27	—	5147573995	777 Lake View Rd, Eden Prairie, MN, 55398	0.76	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-426806	CLM	Jessica Williamson	1963-09-19	—	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-403907	CLM	Dorothy Clark	1989-03-13	UHC-97273-05	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409674	CLM	Kevin N Willis	1965-03-08	UHC-37185-19	3349820388	3862 Washington St, Denver, CO	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-406555	CLM	Charles Ramirez	1979-07-08	UHC-36541-43	3624659394	4626 Sage Ct, Sacramento, CA, 95816	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424600	CLM	Philip Maldonado	1995-01-07	—	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420503	CLM	Keith Diaz	1996-11-13	—	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-401168	CLM	Maria Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-420205	CLM	Albert Sandoval	1941-10-21	UHC-70056-48	3167710019	9266 Forest Ave, Tampa, FL, 33615	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427176	CLM	Heather Lawson	1940-09-25	UHC-14515-94	9736265703	5507 Sage Ct, Dallas, TX, 75268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418460	CLM	Jack Y Dunn	2007-02-20	—	4384003779	414 Broadway, Nashville, TN, 37216	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-411851	CLM	Jack Wells	2004-12-07	UHC-87508-90	3852566426	900 Mountain View Dr, Las Vegas, NV, 89143	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425892	CLM	Maria Freeman	2004-03-22	UHC-32653-89	9403892019	8019 Harbor Blvd, Tampa, FL, 33686	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404738	CLM	Edward Carlson	1951-01-08	UHC-13968-97	9484951254	8906 Maple Ave, Tucson, AZ, 85717	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401021	CLM	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-419906	CLM	Lisa Harrison	1982-07-19	UHC-17341-10	8183417523	2224 Ocean Ave, Minneapolis, MN, 55431	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-425267	CLM	Diane S Moore	1940-11-02	UHC-33475-05	4906470638	3407 Desert Sky Blvd, Chandler, AZ, 85296	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-414003	CLM	Nancy Mills	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423455	CLM	Diego Cunningham	1995-01-24	—	8898050217	1083 Camelback Rd, Houston, TX, 77014	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429057	CLM	Thomas Cruz	1998-03-20	UHC-85435-68	6726077454	5054 Main St, Phoenix, AZ, 85085	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424287	CLM	William Salazar	1969-07-12	UHC-91974-52	2259248488	4437 Valley View Dr, Nashville, TN, 37225	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402614	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ, 85796	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-420055	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	2739465214	750 Church St, Chandler, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412243	CLM	Victoria Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407805	CLM	Bradnon R Byant	1995-01-07	UHC-65094-90	4825569518	7968 Central Ave, Tampa, FL, 33648	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417449	CLM	Kathy Morgan	1994-04-23	—	5535307790	5250 Spring St, Fresno, CA, 93754	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430838	CLM	Scott Fowler	1950-02-03	UHC-57615-89	3366539256	2210 River Rd, Jacksonville, FL, 32264	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-403588	CLM	Bradley Wallace	1970-04-28	—	7449822214	2777 Market St, Minneapolis, MN, 55419	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413299	CLM	Brandon Ortega	1961-08-08	—	9533484577	4951 River Rd, Seattle, WA, 98107	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410094	CLM	Emily Nguyen	2005-12-28	—	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428416	CLM	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St, Mesa, AZ, 85237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427445	CLM	Michelle N Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422663	CLM	Carlos Nelson	2007-11-20	UHC-50499-80	5989943025	507 Mesa Dr, Minneapolis, MN, 55401	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420166	CLM	Valentina Nguyen	1947-05-01	UHC-34214-65	2429708424	8410 Sunset Blvd, Columbus, OH, 43270	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408108	CLM	Ralph Lewis	1950-07-23	—	5384860436	8899 Mountain View Dr, Fresno, CA, 93752	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419406	CLM	Mary Torres	1951-03-26	UHC-41975-39	2367824297	5562 Highland Ave, Columbus, OH, 43298	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

11,960 rows, page 94 of 240Previous Next