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-51301	TPA	Arjun Kim	1946-10-17	UHC-00642-57	6795814676	8237 Meadow Ln, Nashville, TN, 37291	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52835	TPA	Kenneth Roberts	1977-01-07	UHC-87369-79	6313018862	2936 Hillcrest Rd, Chandler, AZ, 85268	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52761	TPA	Timothy Berry	1976-03-12	UHC-17139-84	—	422 Meadow Ln, Minneapolis, MN, 55414	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63540	TPA	Sharon Davis	1995-09-05	—	—	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53902	TPA	Brandon Jacobs	1955-08-05	—	—	9500 Grand Ave, Orlando, FL, 32825	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51359	TPA	Ralph Clark	1960-06-27	—	—	6348 Indian School Rd, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-64213	TPA	Alexis Hicks	1950-12-06	—	—	7538 Market St Apt 33, Seattle, WA, 98165	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57689	TPA	Lawrence Russell	1981-02-16	—	—	7206 Valley View Dr, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63893	TPA	Isabella Sims	1954-11-28	UHC-25234-77	2386406617	6026 Baseline Rd, Dallas, TX, 75260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59921	TPA	Jerry V Howard	1964-11-01	—	7605309171	7324 Meadow Ln, Los Angeles, CA, 90066	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51547	TPA	Marilyn Hayes	1971-05-03	—	—	9800 Grand Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-57382	TPA	Aisha Bailey	1993-03-09	—	—	2687 Camelback Rd, Tampa, FL, 33615	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59812	TPA	Heather Cox	1957-09-25	—	—	613 Ridge Rd, Los Angeles, CA, 90008	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57235	TPA	Kenneth Montgomery	1985-06-02	—	—	476 Harbor Blvd, Tucson, AZ, 85704	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62168	TPA	Willie Valdez	1988-02-17	—	—	5816 Washington St, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-51913	TPA	Alexis Edawrds	1976-03-25	—	—	561 Indian School Rd, San Antonio, TX, 78201	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55489	TPA	Alexis Watkins	1946-10-08	UHC-25813-01	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51914	TPA	Gregory Nichols	1965-12-14	—	7366872442	6469 Central Ave, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-58917	TPA	Sarah Adams	2006-06-09	—	—	2699 Canyon Rd, Fresno, CA, 93784	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-60644	TPA	Joe Reyes	1982-01-09	—	—	1612 Church St, Dallas, TX, 75219	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61268	TPA	Nancy Vega	2000-02-12	UHC-73844-71	6715120415	3291 Mesa Dr, Glendale, AZ, 85321	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55674	TPA	Amber E Reyes	1997-03-24	—	—	6206 Ridge Rd, Minneapolis, MN, 55411	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59763	TPA	Jacob Wallace	1969-05-04	—	8632623231	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63166	TPA	Yukki Ruiz	1972-03-21	—	—	6056 Ridge Rd, Nashville, TN, 37257	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50677	TPA	Sam Mejia	2003-07-13	—	—	3601 Canyon Rd # 573, Sacramento, CA, 95847	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59687	TPA	Christina Morgan	1976-12-17	—	—	5685 Cedar Ln, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52821	TPA	Stephanie X Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC, 28231	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58263	TPA	Martha Warren	1954-11-19	—	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58264	TPA	Martha Warren	1954-11-19	—	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63353	TPA	Stephen Armstrong	1947-08-05	—	—	6996 Spring St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-59265	TPA	Jeremy O Barnes	1995-11-25	—	6485252563	8573 Ocean Ave # 464, Chandler, AZ, 85261	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59339	TPA	Nathan Nelson	1980-02-19	UHC-05465-76	—	2023 Park Pl, Tampa, FL, 33608	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52811	TPA	Glorria Elliott	1962-09-06	—	—	9566 Hillcrest Rd, Houston, TX, 77008	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53610	TPA	Isabella Fernandez	—	—	—	4521 Jefferson Ave, Orlando, FL, 32843	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-54333	TPA	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58397	TPA	Theresa Thompson	1998-04-21	—	3065372127	7858 Palm Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53074	TPA	Charles Bryant	1995-10-01	—	—	8292 Hillcrest Rd # 683, Las Vegas, NV, 89106	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63041	TPA	Patricia Wilson	1962-09-25	—	—	7558 Mesa Dr, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-55553	TPA	Mark Cllark	1939-01-17	—	3398161429	5557 Meadow Ln, Sacramento, CA, 95837	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-52364	TPA	Kathleen Torres	1993-09-19	—	—	6571 Desert Sky Blvd, Scottsdale, AZ, 85200	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55002	TPA	Daina Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd # 662, Glendale, AZ, 85350	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
TPA-57483	TPA	Jacob Smith	1974-05-08	—	—	4760 Canyon Rd, Atlanta, GA, 30361	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57366	TPA	Sandra Vega	1949-12-23	UHC-13934-86	4785925746	2681 Lake View Rd, Glendale, AZ, 85370	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60445	TPA	Fatima Gardner	1950-06-01	—	2346900062	7090 Ocean Ave, Glendale, AZ, 85318	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51407	TPA	Ruth Hill	1985-12-12	—	3805349906	557 Jefferson Ave # 720, Plano, TX, 75028	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54595	TPA	Marilyn Hill	1991-04-08	—	—	8995 Desert Sky Blvd, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-59206	TPA	Jason Murray	1983-04-12	—	—	532 Baseline Rd, Los Angeles, CA, 90080	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60821	TPA	Clark Elijah	1945-08-06	—	—	1361 Desert Sky Blvd, Eden Prairie, MN, 55362	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-56740	TPA	Jacqueline McCoy	1939-11-01	—	9819756254	4927 Church St, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61807	TPA	Jason Wang	1984-12-16	—	—	7758 Lincoln Way # 350, Mesa, AZ, 85288	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

14,135 rows, page 82 of 283Previous Next