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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416257	CLM	Philip Marshall	1941-02-24	UHC-91665-33	7685352956	3565 Broadway, Tucson, AZ, 85734	0.76	Phone reformatted Member ID reformatted Address re-cased City re-cased+2 more
CLM-401383	CLM	Diana Stephens	1983-08-17	UHC-94285-82	5686410072	6739 Elm St, Tempe, AZ, 85228	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410393	CLM	Lucia M Simpson	2000-07-06	UHC-91128-71	3045690763	7597 Ocean Ave, Atlanta, GA, 30376	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418367	CLM	Philip Larson	1953-11-19	UHC-32280-28	4609465524	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-406212	CLM	Angela Nichols	—	UHC-66882-67	—	4796 Washington St, Sacramento, CA, 95863	0.76	Date of birth reformatted Date of birth unreadable Member ID reformatted City re-cased+2 more
CLM-418311	CLM	Rebecca R Young	1958-07-26	UHC-29880-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-431563	CLM	Beverly T Geogre	1939-04-15	UHC-34719-91	—	9835 Palm Dr, Plano, TX, 75088	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425733	CLM	Amber O Jordan	1985-02-17	UHC-29175-45	9313022259	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-416113	CLM	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-403513	CLM	Ronald Alvarado	1971-07-17	UHC-24064-83	5806000138	431 Lake View Rd, Mesa, AZ, 85294	0.76	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-420191	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-427927	CLM	Kevin T Guerrero	1956-03-23	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA, 93783	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
CLM-428536	CLM	Victoria Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ, 85292	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425240	CLM	Isabella Garrett	1940-11-15	UHC-46454-70	9362653325	571 Camelback Rd, Plano, TX, 75096	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420247	CLM	Alexis Pierce	1993-07-12	UHC-68771-50	4446007236	4047 Spring St, Miami, FL, 33173	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403182	CLM	Tim Arold	1943-09-15	UHC-84821-07	—	3789 Desert Sky Blvd, Orlando, FL, 32882	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-404270	CLM	Benjamin Romero	1978-11-02	UHC-88365-92	—	4858 Mountain View Dr, Houston, TX, 77089	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424903	CLM	Susan T Lane	1960-03-01	UHC-73756-54	—	2400 Hillcrest Rd, San Diego, CA, 92144	0.76	Name re-cased Member ID reformatted Gender normalised Plan code upper-cased+2 more
CLM-431709	CLM	Arjun Miller	1987-05-08	UHC-81052-83	—	2069 Washington St, Gilbert, AZ, 85222	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-423383	CLM	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423382	CLM	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423763	CLM	Alexander J Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-432433	CLM	Yuki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-414566	CLM	Arthur Murphy	1974-07-03	UHC-00948-82	—	5312 Sage Ct, Los Angeles, CA, 90083	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401336	CLM	Mateo Weaver	1952-04-01	UHC-06209-31	—	8866 Ocean Ave, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-416042	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404971	CLM	Catherine N Petarson	1975-01-12	UHC-39833-21	—	277 Main St, Miami, FL, 33121	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404993	CLM	Julie Alvarez	1972-11-17	UHC-05660-66	3706155951	5145 River Rd, San Antonio, TX, 78217	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416201	CLM	Betty T Green	1957-02-08	UHC-32468-84	6344023599	7997 Lake View Rd, Jacksonville, FL, 32235	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418942	CLM	Emma O Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427687	CLM	Lisa Ryan	1966-02-22	UHC-00454-84	8385383270	7544 Jefferson Ave Apt 10, Tempe, AZ, 85279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-416135	CLM	Emma Park	1952-09-22	UHC-67936-93	—	2157 Ridge Rd, Fresno, CA, 93791	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-423318	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423317	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414453	CLM	Fuller Steven	1977-02-14	UHC-48850-17	7715063579	9564 Mountain View Dr, Chandler, AZ, 85292	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417754	CLM	Heather Pierce	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN, 55455	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-423078	CLM	Roger Powell	1993-07-07	UHC-24883-81	—	7669 Lincoln Way, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-410687	CLM	Ahmed Garza	1967-12-09	UHC-17595-44	—	2353 Highland Ave, Jacksonville, FL, 32227	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426212	CLM	Julie Jensen	1970-04-14	UHC-39503-67	4955907765	5625 Baseline Rd, Los Angeles, CA, 90060	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417465	CLM	Christopher Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-416091	CLM	Charlotte I Gordon	1942-12-11	UHC-38994-50	—	4904 Ocean Ave, Seattle, WA, 98124	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427304	CLM	Tyler Cole	1999-01-20	UHC-88625-13	5227848131	2050 Indian School Rd, Minneapolis, MN, 55486	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400909	CLM	Terry L Gibson	2000-04-08	UHC-48195-05	2212555050	5213 Spring St, Seattle, WA, 98159	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-407280	CLM	Steven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL	0.76	Phone reformatted Member ID reformatted City re-cased ZIP missing+2 more
CLM-401796	CLM	Grace James	1987-11-21	UHC-29142-83	—	6385 River Rd, Las Vegas, NV, 89188	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-416481	CLM	Arthur Guzman	1951-01-13	UHC-72382-09	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413664	CLM	Josh T Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-429031	CLM	Arthur Welch	1989-04-13	UHC-72478-18	9844151897	6151 River Rd, Phoenix, AZ, 85099	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406718	CLM	Katherine Contreras	2008-08-11	UHC-56653-97	4277970103	5484 Mountain View Dr, San Diego, CA, 92100	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

2,293 rows, page 22 of 46Previous Next