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

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123740	ENR	Bryan C Ryan	1949-05-02	UHC-95424-62	5319694436	991 Grand Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-102226	ENR	Jeremy Harper	—	UHC-46303-79	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-53625	TPA	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135914	ENR	Andy X Young	1955-04-06	UHC-82178-32	7052620263	2283 Indian School Rd # 441, Gilbert, AZ, 85214	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432528	CLM	Amber Salazar	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave Apt 30, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-121270	ENR	Wayne W Reed	1943-11-23	UHC-90098-34	9298863051	1099 Jefferson Ave, Tucson, AZ, 85792	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51031	TPA	James Chen	1961-02-13	—	—	2201 River Rd, Tucson, AZ, 85704	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405970	CLM	Larry Bowman	1973-10-22	—	—	1972 Valley View Dr, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-416001	CLM	Sharon A Valdez	1983-05-27	UHC-61180-43	—	5645 Highland Ave, Phoenix, AZ, 85000	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
TPA-63792	TPA	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423208	CLM	Willie Munoz	1960-01-08	—	—	1335 Willow Ct, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136070	ENR	Larry W Lee	1996-04-03	UHC-45008-81	5398724420	4170 Central Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-103725	ENR	Diana Evans	1997-04-15	UHC-60636-14	5724836825	5623 River Rd, Phoenix, AZ, 85007	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
CLM-420914	CLM	Richard Franklin	1939-01-20	UHC-17661-38	2167050954	1935 Grand Ave, San Diego, CA, 92116	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404459	CLM	Kelly Baker	2006-08-28	—	—	4218 Sunset Blvd # 126, San Diego, CA, 92180	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402194	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-402193	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
PRV-21755	PRV	Mei White	—	—	3536760790	8916 River Rd, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-142971	ENR	Bradley P Lane	—	UHC-76599-51	6775352307	5048 Hillcrest Rd, Sacramento, CA, 95874	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135830	ENR	Janice Moore	1982-07-13	UHC-20558-92	—	7643 Union St, Houston, TX, 77017	0.64	Name re-cased Two-digit birth year State name converted to code Email lower-cased+2 more
ENR-140844	ENR	Janet Vazquez	1989-12-01	UHC-47351-63	3879183611	2641 Palm Dr, Seattle, WA, 98110	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107388	ENR	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60994	TPA	Omar Ros	1953-05-22	—	—	8413 Canyon Rd, Columbus, OH, 43215	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403378	CLM	Roy W Vazquez	1941-01-06	—	7356233476	6604 Central Ave, Austin, TX, 78757	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423851	CLM	Madison Bennett	1987-08-09	UHC-18742-54	—	8827 Highland Ave, Las Vegas, NV, 89113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-52348	TPA	Sophia Hughs	2006-11-23	—	—	2143 Bayshore Dr, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141651	ENR	Alan L Gilbert	1966-08-18	UHC-57392-18	—	2678 Washington St, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29055	PRV	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118645	ENR	Walter Harper	1987-05-27	UHC-51340-21	3179164520	2360 Union St, Scottsdale, AZ, 85225	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24429	PRV	Dylan Hawkins	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102877	ENR	Andrew Ward	1982-09-22	UHC-07332-28	6063521831	4051 Pine Dr # 921, Plano, TX, 75005	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130292	ENR	Rebecca McDonald	1999-03-21	UHC-79820-75	—	5631 Sage Ct, Scottsdale, AZ, 85275	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117945	ENR	Christine V Martinez	1999-08-16	UHC-53553-34	8928327488	4871 Mountain View Dr, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60651	TPA	John Weber	1984-05-24	—	—	4227 Washington St, Houston, TX, 77026	0.64	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-425443	CLM	Maria F Estrada	1944-03-01	—	—	4694 Baseline Rd, Gilbert, AZ, 85216	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415057	CLM	Raymmond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112111	ENR	Logan Cox	1967-07-18	UHC-60227-35	2967767447	5449 Bayshore Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428995	CLM	Alert Reed	1989-09-14	—	—	1113 Bayshore Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109166	ENR	Yuki Larson	2005-01-18	UHC-96213-84	7354225566	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62510	TPA	Jerry Snyder	2003-07-14	—	—	2995 Ridge Rd, Fresno, CA, 93791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53730	TPA	Mei Jackson	2002-05-19	—	—	3669 Market St, Mesa, AZ, 85225	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63718	TPA	Richard Espinoza	1964-11-08	—	—	2138 Spring St, Sacramento, CA, 95882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420350	CLM	Helen Wright	1968-04-24	—	—	1666 Sunset Blvd, Phoenix, AZ, 85019	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-430151	CLM	Logan F McDonald	1979-12-13	UHC-23240-38	—	900 Sunset Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101034	ENR	Judith A Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd, Las Vegas, NV, 89145	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100735	ENR	Charlotte V Ray	1974-02-20	UHC-25587-51	7648133100	7256 Hillcrest Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53967	TPA	Randy Washington	1956-04-20	—	2258325116	7571 Camelback Rd, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

39,996 rows, page 180 of 800Previous Next