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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416496	CLM	Aisha Gibson	1942-12-19	—	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-413608	CLM	Lucia N Castillo	2001-02-21	—	—	769 Hillcrest Rd, Minneapolis, MN, 55443	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-402745	CLM	Yuki Collins	1983-01-13	UHC-91200-07	3597975966	1167 Camelback Rd, Jacksonville, FL, 32248	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426507	CLM	Jordan Walker	1988-02-19	—	2524509237	3465 Union St, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403326	CLM	Helen C Snyder	1982-06-03	—	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+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-405197	CLM	Victoria McCoy	1998-05-22	UHC-62971-33	7018455061	8234 Oak St, Seattle, WA, 98100	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408434	CLM	Ryan Diaz	1991-04-01	—	—	1621 Willow Ct, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418586	CLM	Raymond Powell	1994-09-10	UHC-91897-10	—	9283 Washington St, San Antonio, TX, 78234	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-431956	CLM	Danielle P Cruz	1946-12-22	—	8149598680	8974 River Rd, Seattle, WA, 98176	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-412788	CLM	Vincent Mitchell	—	—	3315801080	9713 Spring St, San Diego, CA, 92152	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-409958	CLM	Alice Armstrong	1999-11-04	—	—	5394 River Rd, Charlotte, NC, 28228	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413980	CLM	Sam Padilla	1955-10-19	—	3052714392	6345 Jefferson Ave, Minneapolis, MN, 55470	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-421578	CLM	Michael Hanson	1983-07-01	UHC-75772-33	—	3342 Sage Ct, Fresno, CA, 93738	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419092	CLM	Vincent Gilbert	2005-03-11	UHC-99716-09	—	5120 Cedar Ln, San Diego, CA, 92158	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416514	CLM	Eugene Crawford	1979-05-03	UHC-32157-94	—	7165 Park Pl, Jacksonville, FL, 32279	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422827	CLM	Sharon T Garza	1952-02-28	UHC-52770-07	—	6046 Oak St # 437, Miami, FL, 33134	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404071	CLM	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416111	CLM	Roger Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408409	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd Apt 18, Los Angeles, CA, 90047	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419904	CLM	Christine Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407317	CLM	Elizabeth Smith	—	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-404730	CLM	Luis Jimenez	1980-12-13	UHC-81143-69	—	4600 Forest Ave, Tampa, FL, 33661	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424114	CLM	Janice Ortega	1989-12-12	UHC-16709-37	2542846424	7739 Canyon Rd, Orlando, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403581	CLM	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St Apt 10, Tucson, AZ, 85710	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403268	CLM	Kenneth Coopar	1999-04-06	UHC-97521-32	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417474	CLM	William Patterson	1974-02-18	UHC-70673-52	—	9035 Sunset Blvd, Miami, FL, 33172	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423003	CLM	Robert Maldonado	1994-03-20	UHC-70978-88	—	8660 Valley View Dr, Orlando, FL, 32850	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417423	CLM	Jimmy Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401423	CLM	Maria Singgh	1983-05-20	UHC-69979-70	5963582387	8998 Jefferson Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413765	CLM	Virginia Park	1957-02-18	UHC-36087-66	9038891474	8609 Canyon Rd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405285	CLM	Daniel Perkins	2003-03-06	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-407376	CLM	Diana Jacobs	2008-11-10	—	8883737288	5990 Mountain View Dr, Orlando, FL, 32818	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400106	CLM	Charles Hall	1983-05-04	UHC-31175-80	5664880620	9101 Sage Ct, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City 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
CLM-407780	CLM	Benjamin Wbb	1967-03-24	UHC-91181-73	—	9584 Hillcrest Rd, San Diego, CA, 92173	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430002	CLM	Christopher LJunk	1967-09-11	UHC-33800-17	9192667058	3042 Sage Ct, Plano, TX, 75014	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414469	CLM	Elizabeth Santiago	2002-01-27	UHC-41576-25	—	8741 Palm Dr, Tempe, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-424079	CLM	Lucia E Padilla	—	—	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-429181	CLM	Megan I Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-401903	CLM	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd # 851, Los Angeles, CA, 90053	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406825	CLM	Grace Kelly	1992-06-04	UHC-21222-79	—	5725 Maple Ave, San Diego, CA, 92122	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428217	CLM	Rebecca C Hamilton	1954-02-23	UHC-26416-03	—	2665 Indian School Rd # 658, Plano, TX, 75019	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414854	CLM	Donald Gonzales	2006-10-09	UHC-12549-84	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 21 of 105Previous Next