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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64103	TPA	Frances Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50258	TPA	Anthony Nunez	1991-07-06	—	—	6925 Lake View Rd, Chandler, AZ, 85205	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62260	TPA	Camila Parker	1957-05-01	—	—	4559 Bayshore Dr Apt 13, Chandler, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54773	TPA	Danielle Reid	1999-03-23	—	5329108310	1276 Baseline Rd, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60678	TPA	Julie Arnold	1981-09-06	—	—	9290 Oak St, Tempe, AZ, 85261	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57097	TPA	Amanda I Hayes	1991-04-02	—	4415156189	5103 River Rd, Denver, CO, 80204	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-58530	TPA	Ortega Raymond	—	—	—	6056 Valley View Dr, Chandler, AZ, 85263	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-53971	TPA	Carlos Nguyen	1985-03-23	UHC-33573-55	—	4442 Desert Sky Blvd Apt 30, San Antonio, TX, 78285	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51732	TPA	Brenda Ramos	1979-01-12	—	—	4632 Spring St, Tampa, FL, 33659	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-54890	TPA	Camila Jones	2007-03-06	—	—	4149 Bayshore Dr, Tampa, FL, 33633	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58823	TPA	Steen Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-63430	TPA	Omar V Fisher	1995-03-19	—	—	8386 Ocean Ave, Las Vegas, NV	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56464	TPA	Susan Carr	2005-06-19	—	—	8577 Spring St # 747, Charlotte, NC, 28263	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63098	TPA	Amber Delgado	1972-11-06	—	—	1854 Union St, Seattle, WA, 98150	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59076	TPA	Nicholas V Campbell	2004-08-21	—	—	5205 Elm St, Scottsdale, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53590	TPA	Austin Tucker	2003-03-02	—	8785571233	6741 Cedar Ln, Tampa, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-59062	TPA	Carlos S Schmidt	1942-01-28	—	6087291157	886 Ridge Rd Apt 3, Atlanta, GA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55323	TPA	Grace Sandoval	—	—	—	9578 Camelback Rd, Columbus, OH, 43245	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64319	TPA	Douglas Lukas	1944-09-12	—	7837058963	2791 Forest Ave, Las Vegas, NV, 89177	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-59511	TPA	Victoria Barnes	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52691	TPA	Hanneh Green	1981-12-16	—	—	9332 Camelback Rd, Dallas, TX, 75293	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59038	TPA	Linda B McDonald	1980-04-09	—	—	6056 Highland Ave, Atlanta, GA, 30385	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62756	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62755	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55633	TPA	Brian Burke	1995-01-24	—	—	6480 Valley View Dr, Austin, TX, 78776	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61318	TPA	Larry Grant	1947-01-22	UHC-85640-98	—	5685 Washington St, Austin, TX, 78785	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58826	TPA	Gloria Torres	1991-11-21	—	—	156 Sunset Blvd # 548, Charlotte, NC, 28268	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58087	TPA	Melissa Peters	1963-11-08	—	3029277697	1103 Forest Ave # 117, Eden Prairie, MN, 55386	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50922	TPA	Ashley Turner	1982-08-20	UHC-15343-73	—	7867 Elm St, Atlanta, GA, 30390	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62754	TPA	Stephen Schmidt	1939-11-16	—	—	8679 Grand Ave # 319, Tampa, FL, 33668	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52029	TPA	Alexander Allen	1972-06-07	—	—	6316 Spring St, Tucson, AZ, 85713	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-57846	TPA	Wei Shaw	1947-06-24	—	—	5446 Market St, Plano, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59596	TPA	Katherine Wilson	1991-03-22	—	—	9140 Union St, Nashville, TN, 37272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51804	TPA	Chritsina Austin	1968-05-12	—	—	1879 Forest Ave Apt 39, Orlando, FL, 32880	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61706	TPA	Thomas Sims	1971-03-19	—	—	4750 Grand Ave Apt 26, Orlando, FL, 32898	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54471	TPA	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-60442	TPA	Jacqueline Daniels	2000-10-28	—	—	5622 Valley View Dr, Miami, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50069	TPA	Ruth Ferguson	1945-10-09	—	—	9177 Jefferson Ave, Mesa, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-52511	TPA	Eugene Contreras	1987-08-05	UHC-38123-34	—	2194 Valley View Dr, Gilbert, AZ, 85222	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63485	TPA	Wei Jordan	1988-12-16	—	—	5392 Union St, Nashville, TN, 37240	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54713	TPA	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56746	TPA	George Dominguez	2001-04-12	—	—	974 Sage Ct, Seattle, WA, 98194	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50644	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50645	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-63317	TPA	John Matthhews	1957-08-27	—	—	5065 Indian School Rd Apt 25, Plano, TX, 75029	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57659	TPA	Ruth Meyer	1986-12-01	—	8385854963	2426 Forest Ave, Charlotte, NC	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-56044	TPA	Aizha Bradley	1973-12-24	—	—	6799 Spring St, Fresno, CA, 93750	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59688	TPA	Alexander Turner	1965-08-27	—	—	429 Pine Dr # 222, Sacramento, CA, 95897	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58668	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58667	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more

7,854 rows, page 25 of 158Previous Next