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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59394	TPA	Virginia Clark	1956-11-05	UHC-07844-60	3832297394	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-58678	TPA	Robert E Webb	1999-07-16	—	—	7762 Mountain View Dr, Las Vegas, NV, 89110	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63394	TPA	Cheryl Carroll	1988-05-10	—	—	3772 Elm St, Phoenix, AZ, 85051	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60983	TPA	Nicole Gilbert	1951-01-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55332	TPA	Anggela Evans	1959-02-20	—	—	3391 Union St, Gilbert, AZ, 85232	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52263	TPA	Brian Fernandez	1989-07-08	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53396	TPA	Peter Ortiz	1975-01-03	UHC-24562-31	—	5318 Park Pl, Minneapolis, MN, 55465	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60167	TPA	Bruce Jackson	1956-01-19	UHC-34324-18	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50918	TPA	Cynthia L Gaorge	1997-10-13	—	—	8035 Lincoln Way, Los Angeles, CA, 90033	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58906	TPA	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63208	TPA	Barbara Peters	1951-04-10	—	—	4436 Maple Ave, Tampa, FL, 33650	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61825	TPA	Sophia Mitchell	1964-09-20	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53003	TPA	Debbie Gomez	1947-08-07	—	—	7243 Lincoln Way, Las Vegas, NV, 89129	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-55209	TPA	Willie Black	2001-09-22	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51536	TPA	Jakc Gibson	1939-09-24	UHC-51781-73	—	8712 Apache Blvd, Scottsdale, AZ, 85235	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63355	TPA	Aaron Murphy	1990-05-14	UHC-37198-49	8926196294	8259 Pine Dr, Phoenix, AZ, 85042	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51147	TPA	Kenneth Perkins	1996-07-07	—	9846081911	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64086	TPA	Ethan Gutierrez	1991-09-27	—	—	6400 Pine Dr, Fresno, CA, 93757	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-50387	TPA	Stephen Morales	1961-03-24	—	9183796476	5118 Grand Ave, Los Angeles, CA, 90075	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56213	TPA	Michael Lucas	1965-08-11	UHC-72265-16	—	1524 Highland Ave, Eden Prairie, MN, 55329	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60936	TPA	Amy Menndoza	1961-09-18	—	7684464749	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-60443	TPA	Julie Gomez	1941-06-07	—	7508062634	5130 Bayshore Dr, Gilbert, AZ, 85241	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-54036	TPA	Bradley Lucas	2001-04-05	—	3905803750	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59820	TPA	Dorothy C Richards	1979-02-07	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52106	TPA	Lauren James	1965-04-05	UHC-45123-42	—	9798 Main St, Tucson, AZ, 85732	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52247	TPA	Melissa Rivera	2003-02-25	—	7242488146	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62667	TPA	Richard Riley	1961-07-11	—	—	3721 Mesa Dr, Tucson, AZ, 85728	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57459	TPA	Billy Ruiz	1994-10-09	—	—	4316 Broadway, Los Angeles, CA, 90030	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-60165	TPA	Sandra Banks	2000-12-28	—	—	7841 Park Pl, Tucson, AZ, 85736	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52493	TPA	James Rivera	1959-08-11	—	—	1090 Spring St, Glendale, AZ, 85375	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-59239	TPA	Kimberly Evans	1968-03-04	—	—	4683 Bayshore Dr, Tucson, AZ, 85785	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60382	TPA	Christine Hoffman	2003-05-09	UHC-38010-16	—	5855 Spring St, Phoenix, AZ, 85022	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62420	TPA	James Hunt	1986-06-25	UHC-70668-32	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50423	TPA	Betty Howard	1954-08-28	—	3852793684	7809 Sage Ct, Chandler, AZ, 85237	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-56595	TPA	Cheryl Castro	1905-02-04	—	—	570 Broadway, Phoenix, AZ, 85002	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56596	TPA	Cheryl Castro	1905-02-04	—	—	570 Broadway, Phoenix, AZ, 85002	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58937	TPA	Patricia Garza	1947-06-18	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56351	TPA	Kayla Kelley	1951-11-09	—	5756694771	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63094	TPA	Janice Willis	1943-09-05	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61184	TPA	Pamela Wilson	1970-02-07	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62246	TPA	Noah Brooks	1976-03-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56177	TPA	Chris Stevens	1994-08-02	—	5947959374	167 Hillcrest Rd, Austin, TX, 78749	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52005	TPA	Eugene Tucker	1989-07-13	—	—	9002 Maple Ave, Glendale, AZ, 85380	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62171	TPA	Eric Simmons	2006-06-11	—	—	8187 Mountain View Dr, Fresno, CA, 93743	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63311	TPA	Zachary Black	2008-07-06	UHC-26635-36	7755495429	7325 Oak St, Orlando, FL, 32820	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-64280	TPA	Linda Payne	1993-12-06	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62208	TPA	Jordan Banks	1980-04-06	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58255	TPA	Yukki Hanson	1981-03-04	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59171	TPA	Sandra Carlson	1941-04-05	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53946	TPA	Alan Ortiz	2008-07-18	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 107 of 115Previous Next