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-51710	TPA	Laura Hunt	1976-05-20	UHC-71086-48	—	8673 River Rd, Atlanta, GA, 30339	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429305	CLM	Kimberly H Boyd	1994-11-10	UHC-72399-15	—	5470 Central Ave, Fresno, CA, 93751	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-115088	ENR	Alice Simpson	2004-09-19	UHC-94887-78	2587246838	2454 Spring St, Sacramento, CA, 95825	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-107194	ENR	Steven Weber	1994-06-16	UHC-54394-70	5059510649	4073 Main St, Mesa, AZ, 85228	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-106779	ENR	Tyler Mason	1957-09-23	UHC-62457-80	5399177975	7919 Hillcrest Rd, Tampa, FL, 33617	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-117946	ENR	Alan S Bennett	1986-09-11	UHC-10761-18	6326601015	2470 Lake View Rd, Charlotte, NC, 28209	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
PRV-29112	PRV	Brian Montgomery	1997-04-14	UHC-99370-99	2522811562	1387 Hillcrest Rd, Miami, FL, 33116	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-406016	CLM	Deborah Riley	2002-05-03	—	—	6318 Palm Dr, Glendale, AZ, 85338	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116600	ENR	Stephen J Hoffman	2007-05-08	UHC-34421-69	9586336505	4134 Harbor Blvd, Denver, CO, 80299	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60533	TPA	Lori Yang	1974-08-09	—	7174754465	5415 Forest Ave, Dallas, TX, 75273	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411222	CLM	Carlos Spencer	1952-05-26	UHC-03040-35	—	1250 Sage Ct, Minneapolis, MN, 55429	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424910	CLM	Russell Dunn	2005-11-05	—	—	206 Harbor Blvd, Fresno, CA, 93751	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-26757	PRV	Rachel Daniels	1951-07-18	—	2017855360	6715 Cedar Ln, Glendale, AZ, 85312	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-416459	CLM	Jonathan H Mason	1958-03-06	UHC-16686-90	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-62676	TPA	Adam P Hicks	1979-05-03	—	—	5348 Mountain View Dr, Denver, CO, 80282	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-417326	CLM	Dennis U Carroll	1943-02-20	—	—	7211 Broadway, Glendale, AZ, 85375	0.80	Date of birth reformatted Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-101699	ENR	Robert K Wilson	1960-02-19	UHC-17370-86	3523828856	8227 Mesa Dr, Eden Prairie, MN, 55387	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-125499	ENR	Sharon A James	1946-12-03	UHC-01854-89	9676944233	6122 Maple Ave, Las Vegas, NV, 89152	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-132910	ENR	Evelyn N Rice	1967-10-20	UHC-62137-52	7614620886	456 Palm Dr, San Antonio, TX, 78293	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased
PRV-25857	PRV	Joshua Walker	1948-12-24	—	7144119642	1765 Lincoln Way, Orlando, FL, 32806	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-124370	ENR	Ralph C Montgomery	1968-03-03	UHC-77781-56	4713220386	8841 Central Ave, Jacksonville, FL, 32223	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-406142	CLM	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX, 75215	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-141489	ENR	Bardley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-139432	ENR	Jeremy Bishop	2004-07-13	UHC-11611-56	4168569335	540 Palm Dr, San Diego, CA, 92123	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52098	TPA	Larry Reid	1955-09-02	UHC-25768-96	5346119525	6846 Main St, Charlotte, NC, 28259	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-112231	ENR	Johnston B Scott	1991-06-01	UHC-09585-03	—	8261 Pine Dr, San Diego, CA, 92181	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-112230	ENR	Johnston B Scott	1991-06-01	UHC-09585-03	—	8261 Pine Dr, San Diego, CA, 92181	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-61369	TPA	Judith Banks	1949-01-10	—	9692258400	3720 Main St, Orlando, FL, 32890	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403956	CLM	Eric Myers	1978-08-04	—	—	4858 Washington St, Glendale, AZ, 85394	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-414010	CLM	Gloria Sanchez	1977-08-26	UHC-28712-93	4554409378	3874 Church St, Columbus, OH, 43288	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420548	CLM	Tyler Meyer	1949-04-04	—	—	1349 Lincoln Way, Jacksonville, FL, 32297	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431583	CLM	Aaron Morris	1945-05-07	UHC-45541-40	—	6297 Lake View Rd, Scottsdale, AZ, 85276	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53034	TPA	Priya Barnes	2006-09-24	—	—	7208 Indian School Rd, Austin, TX, 78709	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-140970	ENR	Ethan Thomas	1966-10-01	UHC-24848-40	3512488884	9516 Sunset Blvd, Denver, CO, 80233	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-113615	ENR	Jack N Johnston	1941-03-21	UHC-39054-41	4273439445	217 Ridge Rd, Austin, TX, 78720	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104489	ENR	Mason Yang	1979-11-19	UHC-23214-93	5309965779	5607 Broadway, Seattle, WA, 98186	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426956	CLM	Nicholas Diaz	2004-04-09	UHC-37468-77	—	9304 Elm St, Seattle, WA, 98139	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-105227	ENR	Donna K Palmer	1975-06-23	UHC-21096-27	2644245344	7728 Market St, Eden Prairie, MN, 55393	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
CLM-404665	CLM	Shirley Gomez	1997-05-20	UHC-68219-95	—	4826 Bayshore Dr, Glendale, AZ, 85383	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-118119	ENR	Paul Mills	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX, 75043	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-430573	CLM	Ruth Sanchez	1996-05-14	—	—	2653 Elm St, Columbus, OH, 43298	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-418180	CLM	Gregory Perez	1948-09-26	UHC-88894-40	—	3026 Valley View Dr, Charlotte, NC, 28285	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-132233	ENR	Jeryr M Lawrence	1950-12-23	UHC-09319-18	2566847581	1879 Lincoln Way, Houston, TX, 77085	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-137184	ENR	Ryan I Burton	2006-01-14	UHC-43386-61	2689264480	578 Maple Ave, Mesa, AZ, 85278	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-106998	ENR	Paul Garrett	1978-05-03	UHC-81589-32	—	6797 Camelback Rd, Minneapolis, MN, 55436	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased
ENR-100865	ENR	Willie Walsh	1959-01-26	UHC-12852-84	2414327954	4995 Broadway, Los Angeles, CA, 90095	0.80	Phone reformatted Address re-cased ZIP+4 trimmed Email lower-cased
CLM-412412	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25794	PRV	Victoria Howard	1961-09-20	UHC-87606-64	5888107099	9758 Oak St, San Diego, CA, 92142	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-122612	ENR	Willie F Franklin	1939-09-09	UHC-97091-61	9066248834	460 Baseline Rd, Houston, TX, 77049	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-142660	ENR	Kevin I Johnston	1956-06-01	UHC-81285-76	3885379182	8262 Maple Ave, Fresno, CA, 93752	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased

8,263 rows, page 146 of 166Previous Next