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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426932	CLM	Brittany Moore	2007-05-24	—	—	2956 Sunset Blvd, Tampa, FL, 33651	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-412308	CLM	Angela T Richardson	1947-10-24	UHC-54092-76	—	7082 Oak St, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415342	CLM	Soia Wislon	2004-06-18	UHC-06608-41	—	3482 River Rd, San Diego, CA, 92138	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430601	CLM	Randy Coko	1977-02-14	—	—	185 Highland Ave, Chandler, AZ, 85201	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404712	CLM	Mery Austin	1955-10-10	—	—	9469 Cedar Ln, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-412545	CLM	Shirley C Ryan	1986-10-27	—	—	4300 Grand Ave, Tempe, AZ, 85243	0.54	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP+4 trimmed+1 more
CLM-402720	CLM	Stephen Harvey	2002-05-23	—	—	3008 Mountain View Dr # 740, Fresno, CA, 93794	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-401889	CLM	Valentina Obrien	1965-06-13	UHC-50153-59	—	5035 Oak St, Los Angeles, CA, 90086	0.54	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-419339	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave, Miami, FL, 33180	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-409682	CLM	James Ashley	1998-05-07	UHC-24324-49	—	4947 Baseline Rd, Tucson, AZ, 85794	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400677	CLM	Ctherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.54	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-412791	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-412790	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-414938	CLM	Tyler D Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413772	CLM	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd, Mesa, AZ, 85215	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430154	CLM	Diane Carter	1974-06-22	UHC-52209-86	—	663 Main St, San Diego, CA, 92173	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-407815	CLM	Dinae Mendez	1937-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411280	CLM	Bruce Morgan	—	UHC-19389-24	3497162438	5416 Camelback Rd, Gilbert, AZ, 85252	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411170	CLM	Russell Andrews	1989-04-11	UHC-37663-59	—	2725 Pine Dr, Chandler, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-402711	CLM	Kayla Gardner	1963-11-25	—	9552960036	7259 Sunset Blvd, Phoenix, AZ, 85005	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
CLM-402117	CLM	Mary Pena	2004-08-06	—	—	1649 Indian School Rd, Houston, TX, 77017	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413505	CLM	Julie B Parker	1969-01-20	—	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-428979	CLM	Daniel K Garcia	1979-10-23	UHC-19096-65	8058044584	7751 Union St, Seattle, WA, 98152	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412977	CLM	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	1207 Lincoln Way, Charlotte, NC, 28244	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423088	CLM	Emily O Fox	1945-09-08	—	7092720143	121 Church St, Phoenix, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427425	CLM	Bradley Elliott	1981-03-20	—	—	8883 Mesa Dr, Tucson, AZ, 85737	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425711	CLM	Ronald D Morales	1948-01-28	—	—	2228 Church St, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405133	CLM	Richhard Silva	2000-07-04	—	—	1302 Meadow Ln Apt 23, San Diego, CA, 92143	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-410846	CLM	Laura Powell	1969-05-21	—	—	3187 Harbor Blvd Apt 27, Eden Prairie, MN	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416897	CLM	Carl Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd # 229, Phoenix, AZ, 85018	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431726	CLM	Ahmed Sims	1972-07-07	UHC-36382-81	—	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431190	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	9227 Cedar Ln # 376, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
CLM-428409	CLM	Nancy Rojas	2007-10-03	UHC-59612-31	8799502293	309 Ocean Ave, Austin, TX, 78700	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419493	CLM	Brittany Turnre	1962-11-15	UHC-11003-49	—	2023 Pine Dr, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-405452	CLM	Austin Simmons	1962-02-28	UHC-19960-78	6445305003	1678 Palm Dr, Scottsdale, AZ, 85249	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413741	CLM	Christian Y Burton	1976-03-16	UHC-48813-22	—	3628 Lake View Rd, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-427703	CLM	Jacqueline Mitchell	1984-06-10	—	—	7226 Broadway, Denver, CO, 80223	0.54	Name split from “Last, First”Two-digit birth year Address re-cased Gender normalised+1 more
CLM-400268	CLM	Donald Ruiz	1956-07-18	UHC-28641-21	—	7520 Cedar Ln Apt 1, Tempe, AZ, 85246	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415415	CLM	Carolyn Jordan	1952-10-12	—	—	3878 Market St, Charlotte, NC, 28245	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415798	CLM	Joe Diaz	2001-03-25	—	—	3111 Maple Ave, Glendale, AZ	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-406596	CLM	Hiroshi Lewis	1954-09-13	—	—	3962 Main St, Scottsdale, AZ	0.54	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-406093	CLM	Amber Valdez	1954-09-28	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-423053	CLM	Dennis G Ward	—	—	—	9793 Harbor Blvd, Plano, TX, 75067	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411493	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ, 85279	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402008	CLM	Arthur M Grant	1960-10-23	UHC-68341-63	6057398363	3750 Sunset Blvd, Nashville, TN, 37221	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401561	CLM	Jessica Elllis	1963-07-27	—	8886321549	2220 Central Ave, Fresno, CA, 93781	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407074	CLM	Angela Sanders	1975-04-10	—	—	2301 Grand Ave, Jacksonville, FL, 32217	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400608	CLM	Kenneth Dunn	1950-03-15	—	—	345 Harbor Blvd # 650, Atlanta, GA, 30390	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419188	CLM	Zachary Payne	1948-03-24	UHC-70686-74	—	4827 Baseline Rd, Eden Prairie, MN, 55398	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407888	CLM	Rebecca F Hughes	1982-04-18	UHC-55608-51	—	6044 Palm Dr, San Diego, CA, 92170	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more

30,862 rows, page 56 of 618Previous Next