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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57899	TPA	Thomas Hamilton	1948-05-17	—	—	3945 Market St, Glendale, AZ, 85374	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57820	TPA	Mariana Ryan	1956-05-09	—	7873258829	2596 Valley View Dr, Plano, TX, 75082	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51325	TPA	Richard Andrews	1990-08-18	—	—	5035 Pine Dr, Glendale, AZ, 85337	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56776	TPA	Jesse Schultz	1973-12-12	—	—	1059 Sage Ct, San Antonio, TX, 78274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59867	TPA	Danielle Lawrence	1983-10-12	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
TPA-62728	TPA	Dylan Lynch	1999-03-16	—	—	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54467	TPA	Gloria Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56657	TPA	Charles Hill	1993-12-10	UHC-05062-59	2589162313	7232 Grand Ave, Denver, CO, 80239	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63828	TPA	Wayne Wallace	1997-06-12	—	—	919 Ridge Rd, Las Vegas, NV, 89125	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56301	TPA	Adam Chapman	1985-07-19	—	—	8709 Sage Ct, Eden Prairie, MN, 55360	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61539	TPA	Russell Maldonado	1947-12-10	—	2859137369	6230 River Rd, Eden Prairie, MN, 55330	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56788	TPA	Jack Barnas	1979-04-24	—	—	3185 Washington St, Las Vegas, NV, 89125	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-53745	TPA	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-64424	TPA	Ralph Fisher	1941-07-02	—	—	9548 Harbor Blvd, Miami, FL, 33126	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63129	TPA	Shirley Cunningham	1973-12-10	—	—	3784 Central Ave, Seattle, WA, 98167	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61197	TPA	Edwards Aaron	1998-02-07	UHC-34450-15	—	6545 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54547	TPA	Judy Mtthews	1986-08-25	—	—	3336 Mountain View Dr, San Diego, CA, 92198	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-59462	TPA	Mariana Nguyen	1945-08-06	—	—	9516 Ocean Ave, Chandler, AZ, 85250	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61123	TPA	Sofiia Guerrero	1958-11-24	—	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52062	TPA	Ashley Black	1941-07-20	—	—	4377 Camelback Rd, Eden Prairie, MN, 55386	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61158	TPA	Ahmed Hoffman	1979-12-22	—	3979756989	1307 Pine Dr, Dallas, TX, 75200	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54972	TPA	Samuel Turner	1966-07-12	—	—	7369 Valley View Dr, Minneapolis, MN, 55442	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60900	TPA	Diane P Morales	1958-05-02	—	—	6994 Jefferson Ave, Seattle, WA, 98122	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-53122	TPA	Albert Castillo	1989-12-26	—	5575663500	205 Church St, San Antonio, TX, 78228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59954	TPA	Betty Cox	1944-01-01	—	—	3527 Central Ave, Jacksonville, FL, 32275	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-51467	TPA	Benajmin Stewart	1945-06-25	—	3314713960	2391 Willow Ct, Tempe, AZ, 85270	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
TPA-57793	TPA	Brittany Romero	1966-01-05	—	—	1928 Maple Ave, Austin, TX, 78709	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51384	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55169	TPA	Melissa Stephens	2004-04-03	—	—	2913 Sunset Blvd, Jacksonville, FL, 32280	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-53446	TPA	Wayne Johnston	1957-08-18	—	—	4906 Central Ave, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56574	TPA	Jeremy Fernandeez	1942-06-17	—	4697208333	842 Church St, Charlotte, NC, 28265	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-56005	TPA	Ann Rogers	2003-02-18	—	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-54670	TPA	Julie Spencer	2005-02-08	—	5165850640	1749 Main St, Sacramento, CA, 95897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50296	TPA	David Medina	2006-04-26	—	—	1177 Sage Ct, Dallas, TX, 75271	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53161	TPA	Gloria Rogers	1984-03-18	UHC-45329-47	4333501480	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51815	TPA	Jeffrey Allen	1962-11-20	—	—	1697 Main St, Charlotte, NC, 28217	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55197	TPA	Zachary Z Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58447	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58817	TPA	Nicholas Sanchez	1985-04-16	—	2054960238	3184 Canyon Rd, San Antonio, TX, 78264	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-57357	TPA	Kelly Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-58154	TPA	Jonathan Phillips	1973-02-12	—	9225484648	984 Union St, Tempe, AZ, 85206	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50401	TPA	Ralph Kim	1948-04-13	—	—	6508 Church St, Sacramento, CA, 95893	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52600	TPA	Emily Perez	1997-04-28	—	4075598766	74 Jefferson Ave, Columbus, OH, 43244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-50664	TPA	Ralph F Gonzalez	1994-03-16	—	7308811916	7003 Jefferson Ave, Las Vegas, NV, 89189	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51974	TPA	Lawrence Ferguson	1995-02-09	—	—	8245 Canyon Rd, Dallas, TX, 75289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51814	TPA	Harold Berry	1971-02-16	—	—	8670 River Rd, Sacramento, CA, 95829	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53965	TPA	Ashley Williams	1985-01-03	—	—	9230 Central Ave, Orlando, FL, 32894	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-61723	TPA	Susan Harris	1979-02-09	UHC-09269-29	—	7073 Willow Ct # 317, Scottsdale, AZ, 85247	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more

2,435 rows, page 22 of 49Previous Next