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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51768	TPA	Ana Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62665	TPA	Margaret Bradey	1966-09-13	—	—	2445 Spring St, Glendale, AZ, 85314	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52800	TPA	Virginia Graham	1943-12-05	—	—	4639 Palm Dr, San Diego, CA, 92193	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58007	TPA	Megan C Crawford	1938-07-24	—	—	6340 Union St, Seattle, WA, 98117	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58213	TPA	Jessica Adams	1961-07-22	—	—	1007 Oak St, Columbus, OH, 43251	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50728	TPA	Brian K Snyder	1969-11-19	—	—	6722 Grand Ave, Chandler, AZ, 85212	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59580	TPA	Abigail Allen	1999-01-07	UHC-78813-14	—	2171 Oak St, Tampa, FL, 33683	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63119	TPA	Sharon Burke	2001-12-20	—	3514196066	655 Harbor Blvd, Glendale, AZ, 85344	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50463	TPA	Kelly Larson	1965-12-05	—	—	3092 Washington St, Chandler, AZ, 85221	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60881	TPA	Sofia H Phillips	2008-02-28	—	—	9700 Lake View Rd, Los Angeles, CA, 90073	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51412	TPA	Keith E Jimenez	1948-01-27	—	—	49 Canyon Rd, San Antonio, TX, 78225	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58630	TPA	Lisa Diaz	2007-11-27	—	—	8963 Maple Ave, Houston, TX, 77092	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55946	TPA	Cynthia Martin	1956-04-18	—	—	1627 Cedar Ln, Gilbert, AZ, 85298	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57438	TPA	Brenda Ortiz	1973-05-20	UHC-96228-35	—	4107 Palm Dr, Fresno, CA, 93701	0.82	Date of birth reformatted Street suffix standardised Address re-cased
TPA-64426	TPA	Madison Hunt	1993-05-07	—	—	2547 Mesa Dr, Tucson, AZ, 85736	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64425	TPA	Madison Hunt	1993-05-07	—	—	2547 Mesa Dr, Tucson, AZ, 85736	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52172	TPA	Randy Bell	1971-03-18	—	—	6325 Meadow Ln, San Diego, CA, 92190	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-50526	TPA	Jhon Powell	1942-04-22	UHC-16950-26	—	2053 Canyon Rd, Los Angeles, CA, 90049	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63737	TPA	Elijah Owens	1953-05-21	—	—	8030 Cedar Ln, Mesa, AZ, 85278	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61147	TPA	Sophia Hunt	1997-11-18	—	—	5141 Valley View Dr, Phoenix, AZ, 85027	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50202	TPA	John Contreras	1974-04-23	—	—	5777 Bayshore Dr, Denver, CO, 80279	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54460	TPA	Chuck Rice	1953-09-09	—	—	8697 Main St, Jacksonville, FL, 32245	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57683	TPA	Evelyn Jensen	2005-05-28	UHC-72278-72	—	9886 Sage Ct, Phoenix, AZ, 85052	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61528	TPA	Evelyn Alvarado	1979-10-24	—	—	6542 Mesa Dr, San Antonio, TX, 78232	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-50934	TPA	Gary Munoz	1965-10-25	—	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61418	TPA	Bobby Graham	1946-06-21	UHC-35937-07	—	7881 Palm Dr, Nashville, TN, 37272	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63735	TPA	Diana V Dixon	1999-02-21	—	—	6630 Washington St, San Antonio, TX, 78246	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55351	TPA	Joshua Jensen	2002-08-16	—	8132217562	5857 Cedar Ln, Dallas, TX, 75252	0.82	Street suffix standardised Address re-cased Whitespace trimmed
TPA-55146	TPA	Ann Williamson	1963-04-10	—	—	402 Elm St, Miami, FL, 33107	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55145	TPA	Ann Williamson	1963-04-10	—	—	402 Elm St, Miami, FL, 33107	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50145	TPA	Amber Berry	1946-10-13	—	—	7840 Hillcrest Rd, Minneapolis, MN, 55475	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56995	TPA	Jesse Keley	1954-06-03	—	—	6169 Camelback Rd, San Antonio, TX, 78217	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56608	TPA	Sofia Rice	1966-12-03	—	—	7745 Meadow Ln, Charlotte, NC, 28250	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57758	TPA	Mason Espinoza	1941-11-26	—	—	9727 Canyon Rd, Scottsdale, AZ, 85256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59040	TPA	Cal Rivera	1980-12-03	—	—	5451 Grand Ave, Eden Prairie, MN, 55370	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51980	TPA	Lisa Silva	2002-04-16	—	—	6174 Willow Ct, Columbus, OH, 43235	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58484	TPA	Ralph Gilbert	1953-12-01	UHC-18514-94	2439531036	2350 Highland Ave, Houston, TX, 77057	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50504	TPA	Shirley Griffin	1997-10-19	—	6389941304	6768 Main St, Tucson, AZ, 85760	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62709	TPA	Priya L Phillips	1984-06-03	—	—	1868 Hillcrest Rd, Miami, FL, 33156	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53660	TPA	Gary West	1998-01-17	—	—	6358 Ocean Ave, Columbus, OH, 43278	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52187	TPA	Raymond Greene	1961-03-25	—	—	3175 Sage Ct, Los Angeles, CA, 90059	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58467	TPA	Angela Murray	2004-11-25	—	—	53 Elm St, Nashville, TN, 37215	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52434	TPA	Kelly I Stevens	1958-08-25	—	—	8166 Ocean Ave, Houston, TX, 77006	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52091	TPA	Robert Gray	2002-09-01	—	—	3886 Mesa Dr, San Diego, CA, 92165	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60731	TPA	Julie Alexander	1995-01-22	—	—	6091 Highland Ave, Miami, FL, 33103	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54054	TPA	Matthew Romero	1972-07-08	—	—	138 Market St, Tempe, AZ, 85226	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54912	TPA	Brian Reynolds	1959-05-10	—	—	3126 Grand Ave, Miami, FL, 33132	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56907	TPA	Omar Lawrence	1940-02-24	—	—	3227 Spring St, San Antonio, TX, 78226	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64108	TPA	Cheryl Gibson	2006-02-01	—	—	6384 Sunset Blvd, Sacramento, CA, 95819	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50909	TPA	Thomas Morales	1965-01-26	UHC-74441-71	7658409003	5241 Jefferson Ave, Denver, CO, 80274	0.82	Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 152 of 156Previous Next