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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417324	CLM	Emily Bryant	2003-02-21	UHC-96529-14	—	6820 Broadway, Mesa, AZ, 85277	0.82	City re-cased State name converted to code Whitespace trimmed
CLM-400754	CLM	Camila Munoz	1992-07-04	—	—	9042 Canyon Rd, Tampa, FL, 33697	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-125023	ENR	Samuel D Menedz	1970-01-25	UHC-25957-14	5734478028	8622 Sunset Blvd, Phoenix, AZ, 85014	0.82	Name re-cased State name converted to code Email lower-cased
TPA-51538	TPA	Megan Davis	1994-06-27	—	—	5918 Union St, Nashville, TN, 37208	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414265	CLM	Carlos Lucas	1965-04-04	UHC-26021-69	—	7146 Market St, Chandler, AZ, 85280	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
ENR-123491	ENR	Sean N Hicks	1971-01-22	UHC-17934-68	2386124135	7299 Baseline Rd, Atlanta, GA, 30397	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-140662	ENR	Daniel Oliver	1951-10-17	UHC-84619-89	5885867122	2913 Spring St, Phoenix, AZ, 85090	0.82	Phone reformatted City re-cased State name converted to code
TPA-55499	TPA	Kimberly Santiago	1984-11-27	UHC-16774-11	7462057795	3655 Mountain View Dr, Denver, CO, 80211	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-121989	ENR	Terry Bell	1994-02-26	UHC-55981-77	—	4754 Bayshore Dr, Columbus, OH, 43292	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-111895	ENR	Grace Maldonado	1979-06-18	UHC-80617-85	4392760798	5716 Ridge Rd, Tucson, AZ, 85708	0.82	Phone reformatted City re-cased State name converted to code
PRV-25402	PRV	Eugene Gordon	2000-06-13	UHC-51400-98	3958359187	3363 Forest Ave, Las Vegas, NV, 89134	0.82	Phone reformatted State name converted to code Plan code upper-cased
CLM-411469	CLM	Eric Butler	1965-07-03	UHC-18784-76	—	8200 Maple Ave, San Antonio, TX, 78217	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-100874	ENR	Douglas L Russell	1972-05-10	UHC-97092-57	—	2814 Washington St, Denver, CO, 80237	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-103749	ENR	Hiroshi B Bowman	1966-01-23	UHC-43711-15	8324153669	5364 Market St, Mesa, AZ, 85286	0.82	Phone reformatted State name converted to code Placeholder values cleared
TPA-58932	TPA	Maria N George	1948-01-05	—	—	8471 Cedar Ln, Glendale, AZ, 85386	0.82	State name converted to code Email lower-cased Placeholder values cleared
ENR-119813	ENR	Jeremy P Burns	1979-07-05	UHC-81252-35	5468233950	7411 Grand Ave, Tampa, FL, 33641	0.82	Phone reformatted State name converted to code Whitespace trimmed
TPA-59073	TPA	Stephanie Washiington	1945-01-03	—	—	1804 Mountain View Dr, Dallas, TX, 75230	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410284	CLM	Kenneth Coleman	1949-02-20	UHC-07479-77	4217988956	7743 River Rd, Los Angeles, CA, 90010	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-101663	ENR	Joe Reid	1960-07-03	UHC-26803-21	7926307434	8020 Sunset Blvd, Seattle, WA, 98118	0.82	Phone reformatted State name converted to code Whitespace trimmed
PRV-25946	PRV	Dot Weaver	1941-10-26	—	3279370475	916 Jefferson Ave, Seattle, WA, 98185	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-415336	CLM	Laura Rogers	1941-06-08	UHC-88922-66	—	2821 River Rd, Tempe, AZ, 85203	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-108546	ENR	Jesse U Pierce	1960-02-11	UHC-50645-43	4439093185	8153 Broadway, Las Vegas, NV, 89190	0.84	Phone reformatted State name converted to code
PRV-29479	PRV	Martha Williamson	1995-08-06	—	5406969099	364 Broadway, Plano, TX, 75094	0.84	State name converted to code Placeholder values cleared
ENR-129263	ENR	William K Hernandez	2001-09-12	UHC-46931-84	5142381081	7899 Cedar Ln, Dallas, TX, 75231	0.84	State name converted to code Whitespace trimmed
CLM-414271	CLM	Christian X Kennedy	1938-09-22	UHC-25677-82	—	4685 River Rd, Charlotte, NC, 28269	0.84	State name converted to code Placeholder values cleared
CLM-409291	CLM	Benjamin Moreno	2000-08-10	—	—	1642 Maple Ave, Austin, TX, 78737	0.84	State name converted to code Placeholder values cleared
ENR-102568	ENR	Charles Alvarado	1982-06-16	UHC-02972-27	9086343767	2654 Cedar Ln, Minneapolis, MN, 55448	0.84	State name converted to code Whitespace trimmed
CLM-418170	CLM	Gerald C Henderson	1955-08-11	—	—	7915 Forest Ave, Gilbert, AZ, 85218	0.84	State name converted to code Placeholder values cleared
ENR-109375	ENR	Beverly Bennett	1977-03-21	UHC-04971-47	—	8135 Mountain View Dr, Nashville, TN, 37243	0.84	Date of birth reformatted State name converted to code
CLM-424409	CLM	Hawkins Mariana	1972-08-08	UHC-75319-54	—	4059 Jefferson Ave, Glendale, AZ, 85337	0.84	State name converted to code Placeholder values cleared
ENR-116688	ENR	Sara Wheeler	1989-11-13	UHC-12163-61	6665486492	5897 Baseline Rd, Los Angeles, CA, 90028	0.84	Phone reformatted State name converted to code
ENR-116761	ENR	Wayne Bell	1972-01-26	UHC-89231-52	8789631639	8916 Main St, Houston, TX, 77089	0.84	State name converted to code Whitespace trimmed
TPA-56258	TPA	Alice Walsh	1996-07-06	—	8233860657	7143 Elm St, Atlanta, GA, 30389	0.84	State name converted to code Placeholder values cleared
TPA-60934	TPA	Daniel Green	1995-11-06	—	—	4827 Lake View Rd, Orlando, FL, 32838	0.84	State name converted to code Whitespace trimmed
ENR-112606	ENR	Jessica Bennett	1991-05-02	UHC-98542-11	—	5439 Camelback Rd, Denver, CO, 80206	0.84	Date of birth reformatted State name converted to code
TPA-54488	TPA	Justin Ruiz	1975-08-01	—	—	4997 Lake View Rd, Tempe, AZ, 85219	0.84	State name converted to code Placeholder values cleared
ENR-125581	ENR	Jason Sanchez	1996-05-28	UHC-27534-79	6178482450	4586 Union St, Dallas, TX, 75221	0.84	Phone reformatted State name converted to code
ENR-141611	ENR	Nathan W Gomez	1963-01-06	UHC-24011-85	—	7774 Broadway, Charlotte, NC, 28237	0.84	State name converted to code Placeholder values cleared
TPA-52313	TPA	Aaron Woods	1962-08-18	—	—	8586 River Rd, Glendale, AZ, 85397	0.84	State name converted to code Placeholder values cleared
CLM-411088	CLM	Lori Z Hawkins	1990-02-28	UHC-55156-14	—	590 Meadow Ln, Tempe, AZ, 85211	0.84	State name converted to code Placeholder values cleared
ENR-121323	ENR	Gloria G Miller	1988-09-11	UHC-04119-68	3153675577	7263 Cedar Ln, Columbus, OH, 43288	0.84	State name converted to code Whitespace trimmed
PRV-22242	PRV	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.84	State name converted to code Placeholder values cleared
ENR-138484	ENR	Mariana Gomez	1944-08-09	UHC-22781-46	2292872321	4512 Meadow Ln, Jacksonville, FL, 32242	0.84	Date of birth reformatted State name converted to code
CLM-404169	CLM	Richard Matthews	1958-07-27	UHC-04859-74	—	276 Ridge Rd, Orlando, FL, 32857	0.84	State name converted to code Placeholder values cleared
CLM-404168	CLM	Richard Matthews	1958-07-27	UHC-04859-74	—	276 Ridge Rd, Orlando, FL, 32857	0.84	State name converted to code Placeholder values cleared
CLM-425205	CLM	Paul Portr	1941-07-27	UHC-28456-84	—	3884 Spring St, Fresno, CA, 93719	0.84	State name converted to code Placeholder values cleared
CLM-416537	CLM	Valentina Aguilar	1942-05-19	UHC-88614-93	2386095322	4653 River Rd, Glendale, AZ, 85376	0.84	Phone reformatted State name converted to code
ENR-121636	ENR	Donna F Burton	1941-04-09	UHC-76175-26	5646181356	4192 Forest Ave, Tucson, AZ, 85793	0.84	Phone reformatted State name converted to code
ENR-123807	ENR	Lawrence O Roberts	1982-07-10	UHC-89575-55	2407025915	8451 Jefferson Ave, Nashville, TN, 37239	0.84	State name converted to code Whitespace trimmed
ENR-121150	ENR	Jordan V Lee	1969-03-03	UHC-83908-16	4404044747	3342 Grand Ave, Los Angeles, CA, 90009	0.84	Phone reformatted State name converted to code

9,084 rows, page 179 of 182Previous Next