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-53295	TPA	Dennis Santos	1998-09-18	—	—	2748 Sage Ct # 382, Tucson, AZ, 85743	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61214	TPA	Lauren Frenklin	—	—	6453919863	—	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
TPA-62364	TPA	Reymond Reed	1997-07-04	—	—	8798 Lincoln Way, Orlando, FL, 32856	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63730	TPA	Sharon Lewis	1982-06-20	—	—	7383 Central Ave, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53276	TPA	Thersea Little	1957-10-27	—	2475402381	3599 Meadow Ln, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-64400	TPA	Chris Porter	1972-09-25	—	—	3330 Washington St, Tempe, AZ, 85222	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63375	TPA	Natalie Z Silva	1982-06-24	—	—	6923 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55707	TPA	Gregory Schultz	1969-02-25	UHC-14832-94	—	5342 Lincoln Way, Las Vegas, NV, 89194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64205	TPA	Logan Marshall	—	UHC-13279-34	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-51873	TPA	Sue Sanchez	1984-01-12	—	—	8249 Desert Sky Blvd, Tampa, FL, 33657	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50021	TPA	Christian Ruiz	1940-09-26	—	—	1131 Union St Apt 26, Columbus, OH, 43273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62686	TPA	Lori Franklin	1982-04-15	—	—	3386 Washington St, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55505	TPA	Lauren Holmes	1992-02-16	—	2107885949	8144 Camelback Rd, Austin, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
TPA-63315	TPA	John Matthews	1957-08-27	—	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-60344	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
TPA-61087	TPA	Christopher Payne	1996-03-28	—	—	5133 Canyon Rd, Houston, TX	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-54937	TPA	Lawrence Ray	1985-09-17	—	—	8789 Sunset Blvd, Miami, FL, 33159	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-55127	TPA	Andrea Espinoza	1995-10-20	—	—	4990 Church St, Eden Prairie, MN, 55312	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62263	TPA	Jason Harris	2004-06-27	—	—	8576 Lake View Rd, San Diego, CA, 92116	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-61842	TPA	Rebecca Stevens	1940-08-09	—	2343656742	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-61009	TPA	Barbara Ruiz	1977-06-24	—	—	695 Willow Ct, Tempe, AZ, 85228	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-64207	TPA	Laura Pierce	2005-04-09	—	7043091944	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
TPA-63352	TPA	Hannah Arnld	1989-06-16	—	3699562370	4860 Desert Sky Blvd, Charlotte, NC	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57153	TPA	Jerry Watkins	1957-07-07	—	—	2207 Washington St Apt 39, Los Angeles, CA, 90098	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-51741	TPA	Kate Dean	1958-12-09	—	5045412694	2022 Canyon Rd, Denver, CO, 80279	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-59521	TPA	Emma Barnes	1960-10-15	—	—	3633 Desert Sky Blvd, Tucson, AZ, 85724	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59801	TPA	Samantha Gibson	1977-09-18	—	—	8088 Washington St, San Diego, CA, 92153	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-62151	TPA	Beverly G Santos	1984-03-21	—	—	7505 Ocean Ave, Fresno, CA, 93736	0.66	Middle initial moved out of first name Name re-cased SSN last four extracted Whitespace trimmed+1 more
TPA-51608	TPA	Samantha Guzman	1969-12-26	—	—	5202 Market St Apt 14, Los Angeles, CA, 90040	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58079	TPA	Bboby E Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62344	TPA	James Q Owens	1966-02-24	—	2275331039	9781 Harbor Blvd, Phoenix, AZ, 85016	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-59935	TPA	Jonathan Garrett	1961-02-22	—	—	5631 Church St, Denver, CO, 80250	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50994	TPA	Walter Washington	—	—	—	8243 Union St, Los Angeles, CA, 90033	0.66	Name re-cased Date of birth unreadable 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-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-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-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-56432	TPA	Joan Gutierrez	2006-05-28	UHC-02943-57	—	3674 Harbor Blvd, Tampa, FL, 33683	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63925	TPA	Sophia R Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61139	TPA	Alexander Fowler	—	—	6175116671	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
TPA-53314	TPA	Jack Hernandez	1955-12-04	—	—	916 Indian School Rd, Columbus, OH	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-51207	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51206	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56144	TPA	Joseph Meyer	—	—	—	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-53735	TPA	Judy Wells	2007-04-08	UHC-19437-72	4138302099	7975 Elm St # 313, Eden Prairie, MN, 55372	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-62596	TPA	David Elliott	1955-05-20	—	—	4394 Main St, Nashville, TN, 37200	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51785	TPA	Nacny Palmer	1975-12-11	—	—	4573 Elm St, Dallas, TX, 75273	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50262	TPA	Henry Y Lane	1940-09-11	—	5697354109	1172 Lincoln Way, Los Angeles, CA, 90068	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-55010	TPA	Jacob Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX, 78705	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

5,750 rows, page 34 of 115Previous Next