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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52231	TPA	Valentina Alvarado	1953-06-20	—	—	—	0.84	Phone missing area code Placeholder values cleared
TPA-63030	TPA	Christina Garcia	1969-02-11	—	4336748812	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-59721	TPA	Pamela Lucas	1970-12-01	—	—	—	0.84	SSN last four extracted Placeholder values cleared
TPA-51448	TPA	Rob Mathews	2003-08-17	—	—	7243 Ocean Ave, Charlotte, NC, 28231	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-53301	TPA	Alice Yang	1997-02-18	—	2207826753	3250 Forest Ave, Sacramento, CA, 95866	0.84	State name converted to code Placeholder values cleared
TPA-61543	TPA	Aelx Daniels	1957-08-17	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-56704	TPA	Martha P Ferguson	1990-08-18	—	—	6568 Broadway, San Antonio, TX, 78288	0.84	Name split from “Last, First”Placeholder values cleared
TPA-54695	TPA	Aaron Reid	1996-12-22	UHC-63780-47	7123040949	9152 Jefferson Ave, Mesa, AZ, 85276	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-58143	TPA	Joshua Warren	1949-05-13	—	—	497 Baseline Rd, Orlando, FL, 32831	0.84	Gender normalised Placeholder values cleared
TPA-50895	TPA	Eric Evans	1979-11-17	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-50896	TPA	Eric Evans	1979-11-17	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-51638	TPA	Stephanie O Gilbert	1958-12-07	—	—	—	0.84	Two-digit birth year Placeholder values cleared
TPA-52126	TPA	Michael Chappman	1938-11-13	—	—	5220 Church St, Atlanta, GA, 30325	0.84	Gender normalised Placeholder values cleared
TPA-52917	TPA	Pamela C Lawrence	2001-03-23	—	—	1587 Lincoln Way, Minneapolis, MN, 55461	0.84	State name converted to code Placeholder values cleared
TPA-60810	TPA	Justin G Bowman	1980-11-01	—	—	1535 Washington St, Austin, TX, 78731	0.84	State name converted to code Placeholder values cleared
TPA-55405	TPA	Jeremy Alvarado	1991-12-01	—	5136052825	8217 Spring St, Austin, TX	0.84	ZIP missing Placeholder values cleared
TPA-56626	TPA	Cynthia Sandars	1982-11-05	—	—	3725 Central Ave, Tempe, AZ, 85213	0.84	Gender normalised Placeholder values cleared
TPA-58584	TPA	Joe Bishop	1966-10-26	UHC-58513-77	—	4106 Elm St, Tempe, AZ, 85216	0.84	Name split from “Last, First”Placeholder values cleared
TPA-53593	TPA	Virginia Hanzon	1953-08-12	UHC-89231-07	—	2261 Willow Ct, Jacksonville, FL	0.84	ZIP missing Placeholder values cleared
TPA-61273	TPA	Evelyn Nelson	1958-05-23	—	2282187599	9742 Park Pl, Tempe, AZ, 85242	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-55490	TPA	Alexis Watkins	1946-10-08	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-64321	TPA	Debra Stone	1962-03-19	—	—	57 Mesa Dr, Eden Prairie, MN, 55335	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-61421	TPA	Lori Arnold	1961-02-13	—	—	—	0.84	Two-digit birth year Placeholder values cleared
TPA-52689	TPA	Debra Collins	1980-11-19	—	—	6116 Market St, Sacramento, CA, 95866	0.84	State name converted to code Placeholder values cleared
TPA-55995	TPA	Santiago H Fox	1950-11-04	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-50193	TPA	Margaret Chavez	1951-03-19	—	—	5663 Spring St, Minneapolis, MN, 55457	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-61546	TPA	Ryan Gibson	2000-03-01	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-63682	TPA	Julie Fernandez	1943-02-14	UHC-12499-80	—	—	0.84	Two-digit birth year Placeholder values cleared
TPA-56190	TPA	Doris A Li	1999-01-07	UHC-88009-26	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-56715	TPA	Hiroshi Bkaer	—	—	—	—	0.84	Date of birth unreadable Placeholder values cleared
TPA-52199	TPA	Isabella B Lawrence	1943-05-05	—	2977052794	2092 Indian School Rd, Minneapolis, MN, 55462	0.84	Gender normalised Placeholder values cleared
TPA-59111	TPA	Jonathan Marquez	1953-08-07	—	—	—	0.84	Two-digit birth year Placeholder values cleared
TPA-52601	TPA	Evelyn Chavez	1955-01-09	—	—	6106 Maple Ave, Nashville, TN	0.84	ZIP missing Placeholder values cleared
TPA-51953	TPA	Alan Soto	—	—	7157709265	—	0.84	Date of birth unreadable Placeholder values cleared
TPA-50846	TPA	Charlotte Alexander	2001-07-07	—	—	903 Meadow Ln, Houston, TX, 77049	0.84	Gender normalised Placeholder values cleared
TPA-55390	TPA	Diego Carroll	1953-07-05	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57068	TPA	Michelle Taylor	2003-11-02	—	—	9367 Park Pl, Tucson, AZ, 85790	0.84	Gender normalised Placeholder values cleared
TPA-51945	TPA	Daniel Carroll	2008-09-22	—	—	4534 Highland Ave, Charlotte, NC, 28286	0.84	Two-digit birth year Placeholder values cleared
TPA-61638	TPA	Mari Jordan	1979-04-01	UHC-32080-45	—	7536 Central Ave, Atlanta, GA, 30385	0.84	State name converted to code Placeholder values cleared
TPA-50152	TPA	Grace B Soto	1946-03-03	—	—	4634 Forest Ave, Orlando, FL, 32819	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62262	TPA	Michelle Reed	1990-08-13	—	—	8363 Mesa Dr, Phoenix, AZ, 85052	0.84	State name converted to code Placeholder values cleared
TPA-64073	TPA	Mariana Little	1943-09-05	—	5145791028	4453 Market St, Chandler, AZ	0.84	ZIP missing Placeholder values cleared
TPA-60754	TPA	Dorothy Harvey	2002-08-24	UHC-41546-10	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-60300	TPA	Michelle Cuok	1991-03-23	—	4353602887	7428 Church St, Mesa, AZ, 85202	0.86	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
TPA-50832	TPA	Jean Contreras	1943-05-24	—	6796195090	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-54020	TPA	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-52410	TPA	Roger Porter	1992-03-10	UHC-61167-62	3457276244	5095 Ridge Rd, Chandler, AZ, 85256	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-52970	TPA	Kimberly Salazar	1972-04-19	—	6567188969	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-55292	TPA	Lisa O Walker	1961-01-24	—	4962548510	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51480	TPA	Vicky Hughes	1949-09-21	UHC-95800-59	—	267 Willow Ct, Minneapolis, MN, 55444	0.88	Date of birth reformatted City re-cased State code upper-cased Email lower-cased+2 more

14,135 rows, page 216 of 283Previous Next