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-57201	TPA	Valentina Peters	1959-03-02	UHC-88193-84	9455041028	9631 Harbor Blvd, Las Vegas, NV, 89122	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-58010	TPA	Walter Guzman	1980-07-20	UHC-84623-41	—	9478 Washington St, Tucson, AZ, 85787	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53073	TPA	Bruce Espinoza	1965-04-10	—	—	2762 Park Pl, Charlotte, NC, 28237	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53072	TPA	Bruce Espinoza	1965-04-10	—	—	2762 Park Pl, Charlotte, NC, 28237	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53420	TPA	Frank Anderson	1941-10-02	—	—	3969 Apache Blvd, Tucson, AZ, 85784	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63586	TPA	Brandon Edwards	1948-04-23	—	—	3531 Church St, Sacramento, CA, 95850	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57242	TPA	Emma Patel	1976-10-05	—	—	5189 River Rd, Charlotte, NC, 28284	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61226	TPA	Larry Mendoza	1992-09-08	—	9434462190	2548 Willow Ct, Orlando, FL, 32809	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51661	TPA	Robert Wells	1957-10-10	—	—	3675 Mountain View Dr, San Antonio, TX, 78234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61784	TPA	Paul Coleman	1939-09-22	—	—	8638 Main St, Miami, FL, 33170	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62386	TPA	Karen Clark	1956-01-28	UHC-04799-83	—	7273 Mesa Dr, Orlando, FL, 32814	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53860	TPA	Nancy Simpson	1956-04-01	UHC-55422-71	2059585506	5617 Jefferson Ave, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57760	TPA	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct, Orlando, FL, 32895	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54072	TPA	Arjun Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-53356	TPA	Juan R Cestro	2000-08-25	—	—	7584 Mountain View Dr, Charlotte, NC, 28219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58882	TPA	Jose Griffin	1973-12-16	—	—	6349 Broadway, Eden Prairie, MN, 55370	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
TPA-55543	TPA	Sandra Nelson	1965-05-01	—	3526148150	699 Desert Sky Blvd, Fresno, CA, 93771	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51169	TPA	Janet Alvarado	1977-01-01	—	—	4558 Cedar Ln, Nashville, TN, 37284	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-60626	TPA	Juan X West	2006-12-22	—	—	8647 Highland Ave, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53577	TPA	Sofia I Porter	2002-07-04	—	—	1396 Apache Blvd, Austin, TX, 78708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53930	TPA	Joe Wells	2005-12-07	—	—	4949 Spring St, Eden Prairie, MN, 55300	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53652	TPA	Joyce Munoz	1970-02-05	—	—	97 Grand Ave, Minneapolis, MN, 55466	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51764	TPA	Austin Rodriguez	1995-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54400	TPA	Marcus Tucker	1964-12-03	—	—	2769 Sage Ct, San Antonio, TX, 78264	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60034	TPA	George Chapman	1951-09-05	—	—	788 Elm St, Tempe, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55532	TPA	Ryan Martin	2008-09-08	—	—	678 Palm Dr, Miami, FL, 33187	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60003	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55888	TPA	Eric M Jenkins	2004-02-27	—	—	8967 Pine Dr, Nashville, TN, 37247	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60565	TPA	Jose Burtun	1950-11-05	—	6878842118	2697 Central Ave, Sacramento, CA, 95870	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56428	TPA	Charlotte Morgan	1993-02-17	—	—	8620 River Rd, Charlotte, NC, 28208	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52755	TPA	Nicole Snyder	1950-01-09	—	4369018841	1353 Elm St, Columbus, OH, 43206	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56524	TPA	John Henry	1944-01-19	—	—	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57607	TPA	Lawrence Alexander	1942-01-01	—	2714507162	3342 Camelback Rd, Fresno, CA, 93764	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51805	TPA	Sofia Carr	2004-07-11	—	6935724805	6550 Main St, Sacramento, CA, 95865	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-58689	TPA	Tommy I Marquez	1972-05-15	—	—	473 Ocean Ave, Jacksonville, FL, 32285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56399	TPA	Arthur Gray	1972-11-04	UHC-65090-47	2637232270	2418 Desert Sky Blvd, Nashville, TN, 37259	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55708	TPA	Lucia Clark	1974-07-01	—	—	8782 Highland Ave, Charlotte, NC, 28288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54569	TPA	Brain Allen	1978-07-14	UHC-23222-19	—	5898 Washington St, Glendale, AZ, 85348	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52845	TPA	Laura Ryan	1993-01-22	—	3507482025	9430 Sunset Blvd, Charlotte, NC, 28259	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53540	TPA	Angela Salazar	1979-06-05	—	—	5809 Mountain View Dr, Minneapolis, MN, 55406	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53932	TPA	Jason King	1996-04-09	—	8849268391	5932 Central Ave, Sacramento, CA, 95865	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
TPA-52517	TPA	Elizabeth B Williamson	1965-10-08	—	7927588074	2551 Sunset Blvd, San Antonio, TX, 78293	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55534	TPA	KathleenJunk	2001-01-26	—	4949725027	7643 Highland Ave, Miami, FL, 33193	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
TPA-59724	TPA	Joan Edwards	1956-07-06	—	—	4205 Union St, Dallas, TX, 75293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54500	TPA	Rachel Santos	1994-01-24	UHC-46766-18	8706992372	7609 Union St, Dallas, TX, 75290	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51042	TPA	Beverly Miller	1938-01-27	—	—	7645 Central Ave, San Diego, CA, 92180	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61191	TPA	Ralph Mitchell	1977-03-05	—	3027178580	9772 Camelback Rd, Tempe, AZ, 85239	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55022	TPA	Yuki O Hill	1993-11-25	—	8699208607	8400 Mountain View Dr, Atlanta, GA, 30389	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63813	TPA	Kimberly Hill	1945-12-18	—	—	6792 Ocean Ave, Mesa, AZ, 85234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51857	TPA	Bruce Nihols	1943-10-11	—	—	7296 Indian School Rd, San Antonio, TX, 78234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

5,750 rows, page 43 of 115Previous Next