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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52163	TPA	Dot Sullivan	1975-07-13	—	—	1010 Union St Apt 8, Tucson, AZ, 85755	0.08	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+6 more
TPA-53089	TPA	Janet Z Fuller	1948-11-25	—	—	1869 Palm Dr, Tempe, AZ	0.12	Name split from “Last, First”Middle initial moved out of first name SSN last four extracted Street suffix standardised+4 more
TPA-57407	TPA	Michelle P Reed	1962-08-23	UHC-33270-80	—	8956 Central Ave, San Diego, CA, 92173	0.22	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+5 more
TPA-63890	TPA	Shirley Jenkins	1973-05-17	—	9095921322	7004 Washington St Apt 11, Nashville, TN, 37207	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
TPA-51272	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-51271	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-52817	TPA	Jack Contreras	1981-12-13	—	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.22	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-51700	TPA	Margaret Kelley	1961-12-02	—	—	6289 Jefferson Ave # 671, Las Vegas, NV, 89138	0.22	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+5 more
TPA-62821	TPA	Denise Tran	1994-09-08	—	8364470391	7545 Spring St, San Antonio, TX, 78264	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-53157	TPA	Billy Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd # 914, Seattle, WA, 98179	0.24	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-61532	TPA	Stpehen Warren	1955-06-13	—	—	5076 Apache Blvd, Scottsdale, AZ, 85267	0.24	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60833	TPA	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr # 836, Austin, TX	0.24	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
TPA-59703	TPA	Isabella Kelly	1959-02-25	UHC-28896-64	—	2733 Sunset Blvd, Dallas, TX, 75215	0.26	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+3 more
TPA-62136	TPA	Jacob C Estrada	—	—	—	2004 Park Pl, Plano, TX, 75000	0.26	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-53222	TPA	Harrison Willie	2004-02-21	—	3058660067	8401 Indian School Rd, Mesa, AZ	0.26	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58916	TPA	Sarah Adams	—	—	—	2699 Canyon Rd Apt 9, Fresno, CA, 93784	0.26	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
TPA-56290	TPA	Brittany Romero	1960-07-06	—	3003642246	1712 Ridge Rd Apt 28, Dallas, TX, 75267	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+7 more
TPA-52838	TPA	Carolyn Carter	1950-11-24	UHC-48342-14	—	3394 Park Pl, Tampa, FL, 33632	0.32	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
TPA-55953	TPA	Kenneth Contreras	1987-05-02	—	2785005180	9101 Ridge Rd # 840, Atlanta, GA	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-56143	TPA	Nancy Murray	1976-09-03	—	—	2773 Maple Ave, Scottsdale, AZ, 85243	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-61872	TPA	Stephanie Cunninham	1953-03-16	—	4024676799	5452 Lincoln Way # 983, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-50477	TPA	Hiroshi Hernandez	—	—	7585566828	1528 Central Ave, Chandler, AZ, 85298	0.34	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
TPA-62335	TPA	Nicholas Jackson	1987-08-03	—	5773694218	1109 Maple Ave # 558, Chandler, AZ, 85260	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-56487	TPA	Keith Santos	1994-12-12	—	9236565752	153 Ridge Rd, Chandler, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59438	TPA	Ronald Guerrero	1953-09-22	—	8149949320	8347 Market St # 779, Scottsdale, AZ, 85262	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-63234	TPA	Jessica Scott	1971-03-12	—	2247301960	2188 Hillcrest Rd, Gilbert, AZ, 85274	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-64253	TPA	David Myers	1999-02-24	UHC-12504-38	5834592995	6706 Maple Ave, Glendale, AZ, 85371	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-56047	TPA	Melissa Yang	1968-05-01	—	—	6901 Hillcrest Rd, Plano, TX, 75036	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
TPA-51717	TPA	Philip F Price	1999-11-07	—	5548342963	1953 Hillcrest Rd, Gilbert, AZ, 85296	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60914	TPA	Bradley R Watkins	2008-04-01	—	5773987294	4441 Valley View Dr, Atlanta, GA	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63562	TPA	Alexander Le	2005-11-18	UHC-62633-54	9329506105	5252 Lake View Rd, Plano, TX, 75032	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53784	TPA	Ethan Rodriguez	1938-05-11	—	5217837170	980 Sage Ct, Los Angeles, CA	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-56460	TPA	Albert Brooks	1974-06-08	—	5042098908	883 Ocean Ave # 815, San Antonio, TX, 78221	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-62189	TPA	Christian Kennedy	1989-04-16	—	3328882491	7388 Canyon Rd, San Diego, CA	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-61150	TPA	Amy Fisher	1975-05-19	—	—	653 Washington St, Chandler, AZ, 85259	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-52786	TPA	Kathryn Lawson	1959-08-08	—	—	6646 Canyon Rd, Orlando, FL, 32893	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-53454	TPA	Ahmed Vega	1991-05-16	—	—	1975 Jefferson Ave # 484, San Diego, CA, 92114	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-62826	TPA	Christine Gutierrez	1964-11-17	—	6734972389	7675 Pine Dr, Seattle, WA, 98144	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-59410	TPA	Santiago Green	1998-04-02	—	8138824526	5914 Main St, San Antonio, TX, 78262	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54026	TPA	Samuel R Hernandez	1980-10-22	—	—	6839 Jefferson Ave, Orlando, FL, 32889	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-54689	TPA	Lori N Webb	1990-07-01	UHC-69037-61	—	2854 Maple Ave Apt 38, Miami, FL, 33172	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-51413	TPA	Jesse Morrison	1941-12-22	—	—	1714 Bayshore Dr, Charlotte, NC, 28236	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-53905	TPA	Melissa Hall	1949-09-23	—	—	3608 Maple Ave, Miami, FL	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-57391	TPA	Julie Nunez	1944-02-08	—	3252738996	4354 Camelback Rd, Nashville, TN, 37287	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60289	TPA	Jacob Cruz	1964-06-27	—	9732991035	9286 Desert Sky Blvd, Denver, CO	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-63759	TPA	Paul Castillo	1988-01-11	—	7354933532	5161 Mountain View Dr, Tucson, AZ, 85794	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57213	TPA	Cynthia Brooks	1971-07-03	—	4827556163	9713 Park Pl # 934, Minneapolis, MN, 55410	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-60805	TPA	Angela Henry	1969-08-26	—	—	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53943	TPA	Ashley Hansen	2005-06-15	—	—	9567 Apache Blvd, Tempe, AZ, 85260	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-55387	TPA	Adam Gordon	2008-07-18	—	—	2367 Meadow Ln, Glendale, AZ, 85331	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more

1,488 rows, page 1 of 30Previous Next