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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141658	ENR	Diana Evans	1948-08-14	UHC-32287-68	5387545627	1560 Harbor Blvd, Denver, CO, 80203	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-424278	CLM	Jordan Rios	2000-12-20	UHC-05278-37	—	4186 Market St, Phoenix, AZ, 85009	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419405	CLM	Cheryl Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-55747	TPA	Arthur Sinngh	—	UHC-71237-80	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
ENR-119009	ENR	Wei Washington	1938-12-18	UHC-27182-89	2287229709	1983 Central Ave, Jacksonville, FL, 32221	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-133626	ENR	Natalie Oliver	1968-02-22	UHC-50017-11	5908905992	3398 Lake View Rd, Denver, CO, 80274	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-422768	CLM	Joe Obrine	1938-06-20	UHC-91026-53	—	832 Oak St, Jacksonville, FL, 32288	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424580	CLM	Austin Bell	1993-05-10	UHC-37864-18	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-419226	CLM	Maria Moore	1962-11-15	UHC-93684-85	5386593462	7527 Canyon Rd, Minneapolis, MN, 55472	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142728	ENR	Paul P Kelly	1989-01-13	UHC-35201-48	5617252242	7184 Apache Blvd, Seattle, WA, 98118	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404777	CLM	Maria Ray	1984-02-16	UHC-02464-83	—	6515 Market St, Glendale, AZ, 85309	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23735	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	5304689264	9382 Bayshore Dr, Phoenix, AZ, 85038	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-27930	PRV	Catherine Wheeler	1952-10-07	UHC-48380-89	8033194021	3516 Harbor Blvd, Tampa, FL, 33696	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139113	ENR	Kelly T Rivera	1941-09-27	UHC-23051-08	—	7314 Baseline Rd, Phoenix, AZ, 85041	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-116502	ENR	Karen Wagner	1995-02-07	UHC-77548-67	5572330096	3199 Market St, Nashville, TN, 37213	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-112859	ENR	Paul B Walker	1959-08-20	UHC-44152-41	3093991169	6157 Meadow Ln, Nashville, TN, 37216	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115796	ENR	Jason G Webb	2003-03-03	UHC-63348-73	8732769099	7904 Maple Ave, Houston, TX, 77000	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+1 more
CLM-431024	CLM	Diego Berry	1949-04-06	UHC-56283-01	—	4290 Jefferson Ave, Austin, TX, 78741	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23747	PRV	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	4070 Union St, Jacksonville, FL, 32256	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-119753	ENR	Linda Porter	1964-02-27	UHC-19421-30	9083964665	3017 Valley View Dr, Dallas, TX, 75281	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-110129	ENR	Thomas Castillo	1999-11-27	UHC-59369-24	—	1583 Forest Ave, Eden Prairie, MN, 55340	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407546	CLM	Abigail Kelley	1987-10-27	UHC-49343-30	—	3540 Harbor Blvd, Seattle, WA, 98172	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-21472	PRV	Alan Rios	2002-11-20	UHC-32796-59	3025516496	9075 Desert Sky Blvd, Minneapolis, MN, 55480	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-404990	CLM	Linda James	1949-08-16	UHC-74269-33	6336183500	1598 Park Pl, Fresno, CA, 93784	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130483	ENR	Sara K Roberts	1950-08-19	UHC-52367-88	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400171	CLM	Aaron O Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ, 85284	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421794	CLM	Isabella Santos	1985-12-02	UHC-21801-43	8149226535	7088 Market St, Tempe, AZ, 85211	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120075	ENR	Carlos Henderson	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX, 75093	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-138109	ENR	Hiroshi S Lucas	1994-04-17	UHC-20184-86	8309749707	7347 Church St, Los Angeles, CA, 90072	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-110187	ENR	Kayla Wheeler	1938-11-09	UHC-62250-44	5673888538	5670 Valley View Dr, Las Vegas, NV	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-426131	CLM	Prriya Lopez	1944-05-10	UHC-42912-95	—	1884 Palm Dr, Orlando, FL, 32865	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137754	ENR	Diego B Willis	1945-11-19	UHC-55353-42	2887902287	7121 Elm St Apt 3, Tucson, AZ, 85707	0.78	Phone reformatted Member ID reformatted Unit split from street Email lower-cased+1 more
ENR-111563	ENR	Alan U Knight	1981-05-03	UHC-51953-77	5239797003	2290 Ridge Rd Apt 6, San Diego, CA, 92168	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-107766	ENR	Jennifer B Le	1989-11-07	UHC-60356-12	8518413815	8849 Elm St, Columbus, OH	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-420149	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420150	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-427909	CLM	Daniel Robertson	1973-08-25	UHC-23818-80	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-136792	ENR	Eugeene S Reyes	1996-11-22	UHC-32191-16	5347005510	4332 Apache Blvd, Columbus, OH, 43231	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409276	CLM	Michelle Johnston	1942-12-25	UHC-85823-47	—	5869 Oak St, Chandler, AZ, 85232	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128950	ENR	Christopher M Walsh	1990-12-20	UHC-70588-76	5954087714	6003 Palm Dr Apt 25, Sacramento, CA, 95874	0.78	Member ID reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-121244	ENR	Raymond U Dixon	1967-09-10	UHC-48483-58	7249326417	803 Apache Blvd # 566, Gilbert, AZ, 85243	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-136125	ENR	Cynthia B Burke	1950-06-14	UHC-33647-68	9508055680	6222 Camelback Rd, Scottsdale, AZ, 85288	0.78	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
PRV-27161	PRV	Frank Mendoza	1981-10-06	UHC-46190-14	—	9694 Oak St, Charlotte, NC, 28225	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104917	ENR	Walter Luna	1983-12-04	UHC-28452-62	5946404747	97 Highland Ave, Minneapolis, MN, 55496	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135653	ENR	Randy D Owens	2005-12-13	UHC-66110-46	9163843627	5875 Church St, Fresno, CA, 93795	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418037	CLM	Brandon Q Gilert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-20460	PRV	Gerald Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX, 75264	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114145	ENR	Helen P Willis	1993-04-11	UHC-95473-88	4287838490	8613 Meadow Ln, Atlanta, GA, 30394	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-101052	ENR	Pal Butler	1948-02-25	UHC-50854-38	8823140630	8642 Forest Ave, San Antonio, TX, 78207	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-134724	ENR	Karen Rodriguez	1984-06-12	UHC-78012-31	7917115471	1976 Desert Sky Blvd, Denver, CO, 80217	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more

7,723 rows, page 102 of 155Previous Next