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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56989	TPA	Nathan Estrada	1946-10-02	UHC-05405-17	5078249746	5744 Washington St, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100590	ENR	Anna P West	1992-12-07	UHC-73605-83	2044924905	4679 Harbor Blvd, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123591	ENR	Christopher Marshall	1959-08-27	UHC-31218-31	2403555494	6291 Harbor Blvd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414255	CLM	Brittany Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142126	ENR	Catherine O Allen	1954-03-19	UHC-76664-88	2056882186	9190 Harbor Blvd, San Antonio, TX, 78235	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414363	CLM	Barbara Oliver	1976-07-15	UHC-71536-77	4512666444	2343 Sunset Blvd, Austin, TX, 78778	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106991	ENR	Laura Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119948	ENR	Carol I Ramirez	1944-09-23	UHC-43837-44	6134610915	1707 Maple Ave, Minneapolis, MN, 55464	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121694	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106893	ENR	Emma G Willis	1954-08-24	UHC-58209-41	3946726890	5090 Forest Ave, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24464	PRV	Edward Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-420807	CLM	Jordan Rose	1980-10-09	—	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121543	ENR	Eric Schmidt	1945-11-23	UHC-94650-89	7504715846	3720 Pine Dr, Miami, FL, 33118	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130927	ENR	Virginia Burton	1994-09-10	UHC-53335-75	2067410784	210 River Rd, Dallas, TX, 75267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21724	PRV	Dorothy Wagner	1953-08-05	—	2424975538	4345 Market St, Columbus, OH, 43207	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137636	ENR	Emma X Wang	1967-05-28	UHC-33419-22	4106228015	5672 Sunset Blvd, Miami, FL, 33165	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23093	PRV	Charlotte Ruiz	1955-09-20	UHC-93692-65	8838923998	6948 Broadway Apt 19, Scottsdale, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-24459	PRV	Anthony U Hayes	1946-09-03	UHC-47136-42	9296420529	1648 Baseline Rd, Houston, TX, 77003	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-103720	ENR	Ana Y Richards	1963-12-12	UHC-66328-47	4843864788	7057 Meadow Ln, Minneapolis, MN, 55425	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405056	CLM	Ashley Morrison	1987-09-22	UHC-68018-38	6515929829	5044 Maple Ave, Phoenix, AZ, 85056	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24318	PRV	Mary Young	1996-07-16	—	5496646553	4728 Market St, San Antonio, TX, 78237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414756	CLM	Sandra Simmons	1967-02-27	—	—	469 Elm St, Seattle, WA, 98181	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101970	ENR	Karen Harrison	1982-01-07	UHC-95685-99	2615664410	4512 Harbor Blvd, Mesa, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426953	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59572	TPA	Betty Jimenez	1979-11-25	—	—	5854 Lake View Rd, Atlanta, GA, 30378	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58806	TPA	Emma Gardner	1951-08-19	—	7499549025	6009 Maple Ave, Miami, FL, 33192	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-56250	TPA	Eric Freeman	1961-04-07	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431964	CLM	Frances E Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115787	ENR	Nicole U Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130274	ENR	Christina G Mills	1988-03-10	UHC-90641-03	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117008	ENR	Nicholas V Fller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-408701	CLM	Jacqueline Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112678	ENR	Virginia T Rice	1942-12-26	UHC-60262-09	—	6678 Lincoln Way, Fresno, CA, 93726	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401774	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138517	ENR	Jeremy W Dunn	1988-07-21	UHC-55421-50	—	8291 Maple Ave, Houston, TX, 77080	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20692	PRV	Peter Vazquez	2002-04-11	UHC-44962-11	8228597955	8624 Cedar Ln, Tempe, AZ, 85219	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-51894	TPA	Santiago Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-115055	ENR	Benjamin W Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-110402	ENR	Jeremy Nunez	1971-02-26	UHC-54560-44	7642382750	8260 Lincoln Way, Nashville, TN, 37271	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-130579	ENR	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63986	TPA	Alice Sullivan	1994-08-01	—	5434893307	9252 Jefferson Ave, Gilbert, AZ, 85275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109771	ENR	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63096	TPA	Walter Nelson	1983-03-25	—	—	3472 Cedar Ln, Jacksonville, FL, 32264	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-415392	CLM	Mariana Valdeez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424394	CLM	Mariana Stewart	1984-05-09	UHC-55215-31	—	4958 Indian School Rd, Houston, TX, 77056	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114859	ENR	Jerry Fox	1977-06-23	UHC-41328-08	6738808182	9700 Camelback Rd, Mesa, AZ, 85245	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103796	ENR	Tyler E Lewis	1939-12-16	UHC-32237-45	3989958377	9100 Cedar Ln, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-28054	PRV	Christopher Tucker	1938-10-15	—	2714892637	6081 Mountain View Dr, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-62273	TPA	Wei Little	1973-07-25	UHC-16840-90	—	3110 Jefferson Ave, Phoenix, AZ, 85084	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404751	CLM	Nicole Bowman	1978-12-16	—	—	3795 Lincoln Way, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 92 of 166Previous Next