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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103583	ENR	Beverly T Santos	1946-10-27	UHC-54601-52	5796048510	3976 Baseline Rd, Sacramento, CA, 95811	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120631	ENR	Chris Valdez	1942-10-24	UHC-97505-59	4996053513	220 Pine Dr, Seattle, WA, 98107	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-127037	ENR	Natalie Daniels	1951-11-28	UHC-39276-13	4798345221	5167 Ridge Rd, San Antonio, TX, 78271	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-127038	ENR	Natalie Daniels	1951-11-28	UHC-39276-13	4798345221	5167 Ridge Rd, San Antonio, TX, 78271	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-141989	ENR	Theresa J Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141469	ENR	Deborah Barnes	1978-07-21	UHC-58944-23	6976447256	1318 Cedar Ln # 646, Dallas, TX, 75228	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102816	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-134688	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-100817	ENR	Danny Welch	2003-10-02	UHC-49645-12	7715285780	143 Ocean Ave, Mesa, AZ, 85239	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104470	ENR	Janice Little	1980-06-04	UHC-10517-84	2215710456	1594 Indian School Rd, Las Vegas, NV, 89199	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127678	ENR	Brenda M Ray	1980-05-09	UHC-99155-76	2572142905	9660 Elm St, Mesa, AZ, 85232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-136633	ENR	JamesJunk	1966-02-24	UHC-52508-51	—	9781 Harbor Blvd, Phoenix, AZ	0.52	Name re-cased State name converted to code ZIP missing Whitespace trimmed+2 more
ENR-109824	ENR	Juan J Wong	1992-03-15	UHC-16504-57	7986465537	5751 Union St, Los Angeles, CA, 90043	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139050	ENR	Arthur Watkins	1939-08-05	UHC-78749-93	—	8530 Canyon Rd, Gilbert, AZ, 85272	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123998	ENR	Tyler A Oliver	1951-05-20	UHC-51920-31	—	7954 Market St, Seattle, WA, 98173	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135489	ENR	Marcus Ford	1972-01-02	UHC-07354-04	7046364739	4043 Washington St, Eden Prairie, MN, 55344	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102705	ENR	Raymond Scott	1988-07-05	UHC-74464-51	2233122221	7866 Lincoln Way Apt 16, Denver, CO, 80228	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121504	ENR	Valentina G Cunningham	1969-08-28	UHC-01564-71	4835649196	2965 Baseline Rd, Chandler, AZ, 85244	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109847	ENR	Judy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101642	ENR	Bobby L Willis	1977-09-23	UHC-83718-05	6207256619	5788 Camelback Rd, Eden Prairie, MN, 55312	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107715	ENR	Benjamin W Brown	1951-08-19	UHC-16254-06	8848062463	9444 Union St, Mesa, AZ, 85284	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126172	ENR	Ana TJunk	1940-12-03	UHC-78398-32	4823253706	7129 Washington St, Orlando, FL, 32830	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132080	ENR	Judy X Walker	1964-12-08	UHC-62518-63	6175755014	1921 Grand Ave, Fresno, CA, 93728	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121827	ENR	Beverly D Wodos	—	UHC-61084-84	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111833	ENR	Joan F Jacobs	1985-03-01	UHC-79278-16	—	4384 Cedar Ln, Miami, FL, 33133	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139288	ENR	Chrristian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117546	ENR	Logan Y Gonzales	1986-07-13	UHC-19729-25	—	6025 River Rd, Orlando, FL, 32899	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119543	ENR	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107102	ENR	Virginia N Smith	2001-07-22	UHC-62024-73	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115166	ENR	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135484	ENR	Beverly Andrews	1967-12-18	UHC-52608-79	5166347246	2649 Canyon Rd Apt 13, Nashville, TN, 37299	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116372	ENR	Mateo Garza	1977-06-20	UHC-27538-35	7227471049	6866 Central Ave, Atlanta, GA, 30352	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138761	ENR	Melissa Y Delgado	2007-07-28	UHC-61902-21	4735065461	5380 Apache Blvd, Fresno, CA, 93769	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111392	ENR	Emma I Kennedy	2004-08-12	UHC-01628-56	8555773381	3560 Hillcrest Rd, Scottsdale, AZ, 85204	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127459	ENR	Jeremy Clark	1978-02-18	UHC-95821-87	7239183787	6975 Ridge Rd, Houston, TX, 77014	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127232	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113603	ENR	Abigail Y Martinez	1967-03-08	UHC-84886-97	7512522900	2815 River Rd, Mesa, AZ, 85212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125870	ENR	Stephanie Ross	1990-12-11	UHC-04168-70	3362998489	1376 Ridge Rd, Jacksonville, FL, 32239	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119507	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ, 85765	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114341	ENR	Diane Lawson	1992-01-09	UHC-62696-54	5178300677	9198 Mesa Dr, Chandler, AZ, 85296	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114824	ENR	Omar V Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St # 135, Eden Prairie, MN	0.52	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-124996	ENR	Thomas Salazar	1993-07-25	UHC-08590-37	6516619342	7441 Valley View Dr, Austin, TX, 78755	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100928	ENR	Charlotte Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119193	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142963	ENR	Adam M Delgado	1971-09-05	UHC-51736-88	8003563708	3565 Grand Ave, Houston, TX, 77003	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108034	ENR	Judith H Rivara	1954-09-08	UHC-82345-54	7208860022	7771 Lake View Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130950	ENR	Bobby Luna	1980-04-14	UHC-58068-44	9664425131	6309 Jefferson Ave, Miami, FL, 33162	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-118853	ENR	Angela E Woods	1977-08-26	UHC-24555-87	7374163663	3702 Central Ave, Los Angeles, CA, 90047	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129055	ENR	Harold E Casillo	1949-05-28	UHC-59339-91	—	1101 Church St, Dallas, TX, 75244	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more

4,296 rows, page 28 of 86Previous Next