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-57978	TPA	Sharon Ortiz	—	—	—	8541 Main St, Miami, FL, 33150	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-60944	TPA	Liz Nunez	2008-08-01	—	4068718195	5625 Washington St, Sacramento, CA, 95832	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53661	TPA	Brandon Johnston	1993-03-05	—	—	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61606	TPA	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd Apt 23, Glendale, AZ, 85327	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-62831	TPA	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-61852	TPA	Jacob Harris	1938-07-16	—	5079545295	3560 Indian School Rd, Tempe, AZ, 85226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58100	TPA	Joe Florse	1994-08-08	—	—	6068 Sunset Blvd, Charlotte, NC, 28283	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53872	TPA	Vincent Riz	1997-09-22	—	—	2484 Central Ave, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-64305	TPA	Teresa A Roberts	1955-11-12	—	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59808	TPA	Ryn Reed	1955-01-18	—	—	7022 Elm St, Charlotte, NC, 28289	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51069	TPA	Wei W Ruiz	1994-04-06	—	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53524	TPA	Christine X Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60062	TPA	William Reyes	1940-08-06	—	2314369033	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50839	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52820	TPA	Stephanie Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64154	TPA	Jonathan Bisohp	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60720	TPA	Diane D Dominguez	1946-08-06	—	—	9605 Union St, Sacramento, CA, 95862	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54132	TPA	Bradley Fernandez	1946-08-11	—	—	660 Maple Ave, San Antonio, TX, 78285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50794	TPA	Taresa C Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59640	TPA	Kenneth Ryan	1991-07-24	—	—	2520 Sunset Blvd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61329	TPA	Zachary Dixon	1989-11-18	UHC-53939-56	—	6095 Sage Ct, Chandler, AZ	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61345	TPA	Patrick Hernandez	2008-01-12	—	—	1688 Willow Ct, Columbus, OH, 43279	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54001	TPA	Bryan Ortiz	1965-07-06	—	—	3376 Market St, Chandler, AZ, 85230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55893	TPA	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58216	TPA	Carl Lucas	1946-09-27	—	8847640819	8483 Sage Ct, Austin, TX, 78748	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-62117	TPA	Jerry Luna	1979-11-14	—	—	9438 Sunset Blvd, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55054	TPA	Christina Maldonado	1957-06-20	—	—	8246 Valley View Dr, Eden Prairie, MN, 55379	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50781	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-59768	TPA	Richard Schultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56697	TPA	Lucia Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61542	TPA	George Daniels	1951-09-11	—	6029438891	8278 Central Ave Apt 26, Las Vegas, NV, 89187	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-55923	TPA	Mark Gutierrez	1973-08-10	—	2768867944	9527 Mesa Dr, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56523	TPA	Cyntia Jensen	1959-05-28	—	2685969803	454 Apache Blvd, Columbus, OH, 43277	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
TPA-52642	TPA	Lori Stevens	1966-06-13	—	—	8079 Sunset Blvd, Las Vegas, NV, 89113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55289	TPA	Karen Obrien	1951-02-28	—	—	9506 Highland Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52922	TPA	Harold Vega	1946-06-06	—	6169594956	9470 Highland Ave, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57511	TPA	Billy Reed	1946-05-19	UHC-86512-71	2147150120	6977 Apache Blvd # 530, San Diego, CA, 92183	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57256	TPA	Alex Prekins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53400	TPA	Hunt Laura	1988-07-01	—	—	8070 Market St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52814	TPA	Marcus Munoz	1971-08-23	—	7308965219	1896 Baseline Rd # 320, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-62894	TPA	Isabella Fox	1977-01-22	—	4159551595	9600 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64117	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-52300	TPA	Keith Hernandez	1998-11-21	—	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53988	TPA	Nancy Rios	1945-11-03	—	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58900	TPA	Maria E Wells	1946-03-19	—	7306534530	7304 Mountain View Dr, Phoenix, AZ, 85099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50740	TPA	Dylan Kim	2007-06-24	UHC-93308-26	—	7800 Elm St, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59146	TPA	Jacob Jensen	1942-01-19	UHC-74692-41	—	5608 Meadow Ln, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55607	TPA	Luis Nelson	2007-06-21	—	—	5017 Sunset Blvd, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52142	TPA	Gerald Cox	1971-10-05	—	—	5111 Canyon Rd, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

5,750 rows, page 15 of 115Previous Next