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

Third-party administrator, 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
TPA-60951	TPA	Andrew Hunt	—	—	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-52623	TPA	Brittany Hall	1964-03-06	UHC-67985-87	—	6962 Desert Sky Blvd, Houston, TX, 77081	0.82	State name converted to code Plan code upper-cased Placeholder values cleared
TPA-64024	TPA	Michelle Le	1978-11-05	—	8044317304	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-52224	TPA	Sean Soto	1956-01-28	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-62704	TPA	Pamela Cooper	1993-04-16	—	5995635429	7204 Indian School Rd, Miami, FL, 33107	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-62145	TPA	Ruth Flores	1999-02-18	—	—	7256 Valley View Dr, Gilbert, AZ, 85292	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-54006	TPA	Olivia Ramos	1998-07-18	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-51490	TPA	Carlos Hanson	1971-09-03	—	—	4864 Indian School Rd, Houston, TX, 77037	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53705	TPA	Ryan Diaz	1991-04-01	—	—	1621 Willow Ct, Columbus, OH, 43295	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56753	TPA	Arjun Hart	1977-06-09	—	—	4075 Lincoln Way, Miami, FL, 33187	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54261	TPA	Linda Matthews	2000-05-27	—	—	5828 Baseline Rd, Tampa, FL, 33693	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-50562	TPA	Christoppher Espinoza	1994-09-18	—	—	5093 Lake View Rd, Eden Prairie, MN, 55378	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54023	TPA	Shirley McDonald	1949-08-25	—	—	3937 Church St, San Diego, CA, 92164	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55170	TPA	Melissa J Jordan	1981-10-21	—	—	1628 Central Ave, Mesa, AZ, 85235	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-53956	TPA	Hiroshi Dunn	1962-03-27	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62119	TPA	Mariana N Rios	1939-03-01	—	4766492981	8891 Pine Dr, Tampa, FL, 33624	0.82	Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
TPA-50735	TPA	Arthur Mason	1975-07-11	—	—	5652 Jefferson Ave # 471, San Antonio, TX, 78266	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51999	TPA	Susan R Perz	1949-07-28	—	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51998	TPA	Susan R Perz	1949-07-28	—	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61865	TPA	Aaron Scott	1982-12-27	—	—	4438 Lincoln Way, Seattle, WA, 98129	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53035	TPA	Samuel Williamson	2003-01-11	—	—	8488 Valley View Dr, Austin, TX, 78798	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53950	TPA	Bardley Bell	1989-10-15	—	—	8241 Meadow Ln, Jacksonville, FL, 32268	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52971	TPA	Bruce Robinson	1945-08-13	—	7333020034	2956 Spring St, Charlotte, NC, 28208	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63113	TPA	Shirley Rojas	1966-01-02	—	—	4695 Indian School Rd, Fresno, CA, 93760	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51657	TPA	Jesse Alvarez	1939-04-07	—	—	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-51988	TPA	Brenda Warren	1960-08-12	—	—	331 Harbor Blvd, Glendale, AZ, 85398	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-52452	TPA	Abigail Fowler	1986-06-21	—	—	4013 Broadway, Charlotte, NC, 28240	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63210	TPA	Shirlay Bowman	2008-11-14	—	—	2368 Spring St, Columbus, OH, 43267	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-60921	TPA	Douglas Santos	1976-05-26	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51345	TPA	Melissa Thompson	1990-08-26	—	—	9669 Valley View Dr, Orlando, FL, 32889	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61540	TPA	Hiroshi Garza	2006-11-05	—	8065786361	3626 Indian School Rd, Plano, TX, 75018	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62807	TPA	Carol O Bryant	1951-09-03	—	—	2505 Meadow Ln, Jacksonville, FL, 32292	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54555	TPA	Steven Scott	1953-04-17	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-62451	TPA	Denise Lynch	1987-10-14	UHC-13077-33	—	4471 Indian School Rd, Miami, FL, 33135	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52046	TPA	Julia Pena	1937-11-13	—	—	8514 Indian School Rd, Phoenix, AZ, 85074	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-59814	TPA	Lawrence Fox	1941-09-28	—	—	4708 Park Pl, Mesa, AZ, 85233	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57471	TPA	Ahmed Singh	1979-01-17	—	—	1917 Grand Ave, Miami, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-54686	TPA	Ahmed Garza	1967-12-09	—	—	9602 Palm Dr, Nashville, TN, 37292	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-59086	TPA	Stephanie Armstrong	1994-01-24	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50083	TPA	George Knight	1976-08-20	—	—	5156 Palm Dr, Gilbert, AZ, 85292	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53452	TPA	Thomas Day	1955-03-09	UHC-43689-23	—	990 Sunset Blvd, Gilbert, AZ, 85268	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61802	TPA	Jremy Yang	1957-01-06	—	—	7540 Valley View Dr, Phoenix, AZ, 85049	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-50231	TPA	Martha A Martinez	1965-11-09	UHC-71585-61	—	4824 Maple Ave, Scottsdale, AZ, 85261	0.82	Member ID reformatted Gender normalised Placeholder values cleared
TPA-58840	TPA	Olivia Campbell	1987-09-15	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51962	TPA	Walter Coleman	1958-02-24	—	—	4297 Canyon Rd, Houston, TX, 77060	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50194	TPA	Sarah Patterson	2000-04-06	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60560	TPA	Densie Stewart	1985-01-04	—	—	5897 Lincoln Way # 251, Seattle, WA, 98148	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57751	TPA	Hart Sandra	1950-09-18	UHC-51984-99	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53406	TPA	Rachel Hart	2008-09-02	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-62927	TPA	Pamela Russell	1939-08-22	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared

14,135 rows, page 202 of 283Previous Next