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 “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-422606	CLM	Megan V Carter	1953-09-14	UHC-16129-53	—	2354 Canyon Rd, Tucson, AZ, 85771	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-422172	CLM	Lori Robinson	1955-05-14	UHC-28139-43	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412779	CLM	Joshua Moreno	1994-08-02	UHC-31320-52	—	5782 Market St, Mesa, AZ, 85262	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-54916	TPA	Madison I Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd, Scottsdale, AZ, 85251	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-100785	ENR	Bobby Luna	1977-04-22	UHC-10718-28	4222340620	7122 Grand Ave, San Antonio, TX, 78265	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-429206	CLM	Eric Martin	1956-08-28	UHC-27656-65	9554440435	2962 Jefferson Ave, Miami, FL, 33197	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-127813	ENR	Randy Q Bennett	1985-11-05	UHC-04874-64	7772831495	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408894	CLM	Gerald Munoz	1949-12-16	UHC-69213-94	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-108473	ENR	Laura Ray	1945-08-08	UHC-44783-15	8794298326	5902 Lake View Rd, Tempe, AZ, 85224	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-143029	ENR	Sean Gardner	1975-11-13	UHC-79247-78	4056300697	6474 Main St, Atlanta, GA, 30303	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-109697	ENR	Diana F Freeman	1984-11-23	UHC-80595-45	3899674890	9230 Market St, Charlotte, NC, 28295	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
PRV-23852	PRV	Laura Gonzalez	2003-10-20	UHC-33504-82	8575461907	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-423838	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	6593427028	3793 Park Pl, Minneapolis, MN, 55435	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-421949	CLM	Philip O Tucker	1951-04-02	UHC-10045-77	—	8795 Spring St, Glendale, AZ, 85359	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-127207	ENR	Kayla S Watkins	2001-03-07	UHC-32816-45	5038641126	7448 Willow Ct, Glendale, AZ, 85316	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-61746	TPA	Bradley B Padilla	1961-04-03	UHC-12439-31	—	2055 Mesa Dr, Tempe, AZ, 85206	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-402011	CLM	Natalie Morgan	1993-06-07	UHC-30565-43	2799938126	902 Broadway, Tucson, AZ, 85721	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-135228	ENR	Kathryn J Thompson	1988-02-25	UHC-66658-75	3849909239	9214 Forest Ave, Minneapolis, MN, 55416	0.92	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed
PRV-24309	PRV	Ann Schmidt	1977-05-05	UHC-80695-60	3878760394	9812 Palm Dr, Sacramento, CA, 95888	0.92	Phone reformatted Member ID reformatted Plan code upper-cased Placeholder values cleared
ENR-135446	ENR	Madison Chavez	1972-08-17	UHC-00823-42	—	681 Palm Dr, Austin, TX, 78799	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-416193	CLM	Stven O Brooks	1991-05-11	UHC-72425-74	—	6614 Camelback Rd, Tampa, FL, 33699	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-106527	ENR	Dorothy A Sullivan	1975-07-13	UHC-18967-93	—	1010 Union St, Tucson, AZ, 85755	0.92	Member ID reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-132024	ENR	Diana Collins	1984-02-12	UHC-34707-65	9107168981	5733 Apache Blvd, Tampa, FL, 33698	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
ENR-125261	ENR	Carolyn S Burns	1952-12-14	UHC-56407-32	4914143853	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased
PRV-26859	PRV	Willam Knight	1940-02-10	UHC-41179-03	3535879695	267 Grand Ave, Los Angeles, CA, 90070	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-103590	ENR	Justin Ramos	1962-01-11	UHC-70030-33	4076350873	4154 Valley View Dr, Glendale, AZ, 85327	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-422048	CLM	Carlos Campbell	1961-06-18	UHC-89227-34	—	1159 Bayshore Dr, Austin, TX, 78762	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-413908	CLM	Loi Carter	1978-12-12	UHC-77348-46	5406338501	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-130214	ENR	Mateo Lawson	1952-11-14	UHC-72989-27	—	123 Forest Ave, Jacksonville, FL, 32246	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-23415	PRV	Judy Gibson	1959-07-16	UHC-34364-53	5864063625	8631 Oak St, Gilbert, AZ, 85275	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-135354	ENR	Elizabeth Vasquez	1976-02-27	UHC-93180-18	8629374340	2167 Mountain View Dr, Eden Prairie, MN, 55329	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-406862	CLM	Kimberly Davis	2000-07-21	UHC-50056-18	6603828981	8133 Union St, Glendale, AZ, 85391	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-103333	ENR	Gerald Q Howell	1941-04-08	UHC-70632-75	7184039371	2627 Baseline Rd, Minneapolis, MN, 55423	0.92	Phone reformatted Member ID reformatted City re-cased Email lower-cased
CLM-401542	CLM	Santiiago Ford	1994-12-11	UHC-19531-20	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-431750	CLM	Maria Tran	1982-06-18	UHC-00957-09	6316433919	5726 Park Pl, Phoenix, AZ, 85061	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-409587	CLM	Santiago Cole	1978-07-01	UHC-58427-78	—	6345 Valley View Dr, Phoenix, AZ, 85045	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-104178	ENR	Matthew C Franklin	1925-02-11	UHC-28495-31	6038306833	2463 Indian School Rd, Austin, TX, 78713	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-400372	CLM	Bobby Gilbert	2001-02-27	UHC-67259-66	—	6310 Grand Ave, Dallas, TX, 75253	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-429172	CLM	Teresa O Sism	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-28136	PRV	Willie Bailey	1973-10-24	UHC-45370-87	6732864536	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-418645	CLM	Steven Clark	2006-02-12	UHC-49567-83	—	5715 Jefferson Ave, Glendale, AZ, 85358	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412564	CLM	Ruth Perez	2001-12-01	UHC-61188-33	—	4458 Cedar Ln, San Antonio, TX, 78257	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419383	CLM	Cathernie Hart	1964-09-20	UHC-18151-19	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413636	CLM	Teresa Walsh	1949-10-07	UHC-14924-54	8586571916	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-410902	CLM	Raymond H Duncan	1998-12-22	UHC-54666-50	2735417288	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-125167	ENR	Frances Herrera	1996-10-04	UHC-80215-67	8146185668	2259 Union St, Austin, TX, 78735	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-128688	ENR	Justin Howard	1977-06-18	UHC-53437-72	6199645964	9252 Highland Ave, Minneapolis, MN, 55433	0.92	Phone reformatted Member ID reformatted City re-cased Email lower-cased
ENR-131581	ENR	Luri X Palemr	2008-02-25	UHC-28624-57	6044713237	2112 Union St, Orlando, FL, 32854	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-116544	ENR	Danil Flores	1980-08-09	UHC-20989-27	—	1785 Apache Blvd, Fresno, CA, 93727	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-117971	ENR	Christian Y Burton	1976-03-16	UHC-48813-22	2272176943	3628 Lake View Rd, Miami, FL, 33136	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 141 of 155Previous Next