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
ENR-113791	ENR	James C Burke	1984-04-13	UHC-15512-71	4768982074	2643 Park Pl, Dallas, TX, 75285	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-122216	ENR	Bobby H Gutierrez	1954-09-11	UHC-90316-10	5775860113	4638 Broadway, Gilbert, AZ, 85238	0.92	Name re-cased Phone reformatted Member ID reformatted Address re-cased
CLM-416016	CLM	Diego Wood	1958-10-04	UHC-65356-80	7774691978	3988 Grand Ave, Austin, TX, 78722	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-421255	CLM	Brian B Cook	1997-03-07	UHC-33766-77	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-114941	ENR	Rebecca J Armstrong	1938-03-22	UHC-19886-09	3043019958	5018 River Rd, Jacksonville, FL, 32262	0.92	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased
CLM-418599	CLM	Henry Daniels	1945-03-11	UHC-26249-22	5764216657	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-118788	ENR	Virginia G Delgado	1938-11-13	UHC-51047-62	4016879568	3315 River Rd, Glendale, AZ, 85367	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-135553	ENR	Virginia Castro	1970-07-11	UHC-34083-25	3066967882	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-109476	ENR	Frank O Sancez	1941-11-17	UHC-19954-35	8233939383	5089 Sunset Blvd, Las Vegas, NV, 89115	0.92	Name re-cased Member ID reformatted Email lower-cased Whitespace trimmed
CLM-417128	CLM	Michelle Weaver	1993-07-07	UHC-67341-32	4706753897	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
TPA-53210	TPA	Bryan Bradley	1941-10-26	UHC-11645-27	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417962	CLM	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-22938	PRV	Aaron Cruz	2008-01-18	UHC-89556-76	5962960753	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428091	CLM	Raymond V Cox	1974-09-09	UHC-58166-35	2312399496	748 Union St, Tucson, AZ, 85754	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-408103	CLM	Jean Woods	1968-08-23	UHC-85580-03	7498143792	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-408104	CLM	Jean Woods	1968-08-23	UHC-85580-03	7498143792	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431105	CLM	Sandra Richardson	2008-03-12	UHC-00981-78	—	3793 Canyon Rd, Scottsdale, AZ, 85254	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-127622	ENR	Santiago E Patterson	1978-05-19	UHC-98029-22	7479540450	6551 Mesa Dr, Charlotte, NC, 28248	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-132342	ENR	Diego R Lopez	1963-01-22	UHC-67857-35	6654866438	866 Palm Dr, Minneapolis, MN, 55429	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
ENR-116246	ENR	Albert Adams	1993-05-20	UHC-96208-75	3296668359	3174 Willow Ct, San Diego, CA, 92146	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-118829	ENR	Timothy P Hunt	1987-12-17	UHC-84563-77	2393138431	9387 Sunset Blvd, Tucson, AZ, 85769	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-138038	ENR	Frank F Scott	1988-11-22	UHC-44570-96	9323558609	2437 Highland Ave, Dallas, TX, 75249	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-121705	ENR	Matt F Li	1954-11-22	UHC-56603-65	9898066435	5524 Indian School Rd, Tucson, AZ, 85797	0.92	Member ID reformatted City re-cased Email lower-cased Whitespace trimmed
CLM-408522	CLM	Julia Castro	1940-09-04	UHC-69783-77	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-422543	CLM	Jonathan Sanchez	2003-11-10	UHC-05896-07	—	—	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Placeholder values cleared
ENR-142226	ENR	Willie R Hayes	1938-07-10	UHC-36054-81	—	3982 Desert Sky Blvd, Scottsdale, AZ, 85214	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
CLM-414425	CLM	Patricia Garza	1949-02-25	UHC-24445-51	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-414424	CLM	Patricia Garza	1949-02-25	UHC-24445-51	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-107808	ENR	Jack B Banks	1975-01-24	UHC-12920-96	4452136454	6426 Cedar Ln, Sacramento, CA, 95871	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-113573	ENR	Lawrence Hicks	1954-03-16	UHC-52129-95	6608903294	1518 Canyon Rd, Eden Prairie, MN, 55323	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-107714	ENR	Benjamin W Brown	1951-08-19	UHC-16254-06	8848062463	9444 Union St, Mesa, AZ, 85284	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased
ENR-137283	ENR	Dennis Morales	1978-12-26	UHC-52523-09	6646466107	9796 Highland Ave, Dallas, TX, 75261	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
ENR-121510	ENR	Bradley D Burton	1996-09-28	UHC-86273-40	3613039971	2223 Valley View Dr, Tucson, AZ, 85775	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-420970	CLM	Doothy Ross	1994-12-28	UHC-86526-56	3168797479	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427792	CLM	Alice Austin	1992-08-28	UHC-95346-51	—	8627 Harbor Blvd, Phoenix, AZ, 85003	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-409734	CLM	Denise A Clark	1980-09-13	UHC-40992-88	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-133703	ENR	Lnida Butler	1985-12-20	UHC-41974-42	7433734203	735 Apache Blvd, Atlanta, GA, 30368	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-402108	CLM	Eric Evans	1979-11-17	UHC-19665-16	5366599517	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-125007	ENR	Hill Abigail	1972-10-10	UHC-09488-21	4914166976	8313 Camelback Rd, Gilbert, AZ, 85260	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-425983	CLM	Donna Ramirez	1978-07-06	UHC-71663-58	3333590613	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-132415	ENR	Karen Perez	1993-01-22	UHC-71408-38	4585260815	5839 Broadway, Tucson, AZ, 85776	0.92	Name re-cased Phone reformatted Member ID reformatted Address re-cased
CLM-424641	CLM	Helen G Welch	1953-04-03	UHC-00293-49	8955709808	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411049	CLM	Yuki Young	1996-07-28	UHC-62181-02	9112513503	3765 Central Ave, Glendale, AZ, 85393	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-128893	ENR	Christian Y Garrett	1956-04-21	UHC-16481-13	3628741346	3870 Canyon Rd, Jacksonville, FL, 32283	0.92	Date of birth reformatted Member ID reformatted Email lower-cased Plan code upper-cased
CLM-400598	CLM	Daniel U Cox	1941-11-23	UHC-76175-44	—	7426 River Rd, Dallas, TX, 75215	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407163	CLM	Ryan M Duncan	2002-11-20	UHC-30657-74	—	8674 Willow Ct, Plano, TX, 75024	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
ENR-136515	ENR	Dylan Y Cole	2004-07-01	UHC-93588-47	2582930050	6513 Cedar Ln, Phoenix, AZ, 85086	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-105012	ENR	Ethan Murray	1990-12-01	UHC-41636-07	6377227988	601 Jefferson Ave, Sacramento, CA, 95824	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427734	CLM	Beverly K Padilla	1940-02-20	UHC-77581-82	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-420812	CLM	Lauuren H Johnson	1955-02-23	UHC-97366-63	—	8349 Harbor Blvd, Minneapolis, MN, 55440	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 136 of 155Previous Next