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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134602	ENR	Christopher Webb	1995-06-12	UHC-78210-61	7616165937	1132 Lincoln Way, Gilbert, AZ, 85236	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-121071	ENR	Alexander Johnston	2006-02-24	UHC-07559-28	8028515682	3793 Lake View Rd, Gilbert, AZ, 85247	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-408404	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	4338874914	7037 Forest Ave, Fresno, CA, 93745	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51603	TPA	Janice Ramirez	1973-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN	0.78	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-122877	ENR	Rachel N Evans	1992-12-22	UHC-24623-53	—	6573 Grand Ave, Eden Prairie, MN, 55380	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-23669	PRV	Abigail Alexander	1940-03-04	UHC-74593-20	—	6190 Indian School Rd, Atlanta, GA, 30392	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27106	PRV	Gerald Ellis	1997-07-28	UHC-40481-26	—	3286 Washington St, Phoenix, AZ, 85033	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28358	PRV	Matthew P Rodriguez	1955-09-11	—	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-130544	ENR	Teresa G Park	1963-11-24	UHC-72389-20	—	6714 Highland Ave, Fresno, CA, 93739	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-55748	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-142269	ENR	Sofia A Rios	1987-09-09	UHC-14209-03	—	2584 Church St, Fresno, CA, 93706	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50893	TPA	Laura Rojas	1991-05-21	—	7336243992	2057 Union St, Seattle, WA, 98127	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-106760	ENR	Carlos I Richardson	1953-10-16	UHC-10198-33	5325405981	7392 Highland Ave, Las Vegas, NV, 89121	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-131286	ENR	Daniel Patel	1969-08-22	UHC-04245-37	5896137961	4679 Bayshore Dr, Chandler, AZ, 85267	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108919	ENR	Maria G Sanders	1986-12-25	UHC-61145-08	8147836511	6348 Oak St, Nashville, TN, 37213	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-411136	CLM	Vincent Larson	1988-05-15	UHC-73026-62	—	2120 Church St, Dallas, TX, 75240	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-420928	CLM	Theresa G Parker	1993-08-02	—	—	3084 Willow Ct, Plano, TX, 75087	0.78	City re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29509	PRV	Michael Z Baker	1986-06-09	UHC-59475-73	6973352647	9543 Ocean Ave, Tempe, AZ, 85202	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-122020	ENR	Bryan U Stevens	1997-05-16	UHC-77358-20	6423989218	287 Lincoln Way, Eden Prairie, MN, 55367	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-100789	ENR	Gayr J Pirce	1946-12-25	UHC-75471-11	4218066659	4343 Market St, Seattle, WA, 98127	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-139116	ENR	Brandon Valdez	1941-03-13	UHC-15383-35	7915389560	6227 Apache Blvd, Denver, CO, 80241	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424452	CLM	Noah Garza	2008-06-07	—	5816758587	3042 Market St, Plano, TX, 75014	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-57782	TPA	Mateo B Wallace	1980-05-21	—	—	8602 Harbor Blvd, Denver, CO, 80228	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-112266	ENR	Jason Gordun	1952-06-05	UHC-52450-28	2277306812	8596 Desert Sky Blvd, Plano, TX, 75052	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108531	ENR	Cynthia Price	1941-10-01	UHC-76329-93	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-106272	ENR	Lucia Jenkins	1994-12-04	UHC-65576-36	—	1182 Main St, Glendale, AZ, 85317	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-412474	CLM	Cheryl Pierce	1939-01-25	UHC-79286-56	2996266409	7454 Union St, Charlotte, NC, 28247	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
TPA-58791	TPA	Raymond Ortiz	1965-04-04	—	—	9314 Hillcrest Rd, Fresno, CA, 93776	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-409021	CLM	Mei Mejia	1987-08-02	UHC-42573-98	6409461791	1454 Mesa Dr, Fresno, CA, 93722	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50698	TPA	Gloria X Chapman	1945-07-20	—	—	9217 Elm St, Phoenix, AZ, 85055	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-21615	PRV	Mason Gomez	1962-04-19	—	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-407783	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
CLM-406418	CLM	Heather Singh	1948-01-09	—	—	6811 Elm St, Plano, TX, 75098	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409133	CLM	Don T Tayllor	2000-01-13	—	7222985698	1401 Hillcrest Rd, Miami, FL, 33106	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-116389	ENR	Joey I Ward	1957-04-24	UHC-28293-97	5134061525	6443 Bayshore Dr # 137, Glendale, AZ, 85367	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-112208	ENR	Jean X Butler	1998-12-11	UHC-71890-62	—	4831 Apache Blvd, Los Angeles, CA, 90095	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-130384	ENR	Mark DJunk	1950-01-25	UHC-83933-09	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.78	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-102277	ENR	Kyle K Schultz	1975-10-02	UHC-27338-25	9048262493	8865 Baseline Rd, Tempe, AZ, 85225	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-417892	CLM	Justin Tran	1941-03-07	—	—	3195 Market St, Mesa, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-127856	ENR	Gloria N Fuller	2001-09-16	UHC-18531-90	7196890905	5722 Grand Ave, Los Angeles, CA, 90004	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-133442	ENR	Janet Franklin	1990-11-14	UHC-81219-75	5357201273	2388 Ocean Ave, Phoenix, AZ, 85039	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-409893	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC	0.78	Name re-cased City re-cased State code upper-cased ZIP missing+1 more
TPA-59367	TPA	Jerry O McDonald	1969-01-06	—	—	9110 Jefferson Ave, San Diego, CA, 92160	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-432395	CLM	Hiroshi Russell	1965-01-28	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
PRV-24503	PRV	Hiroshi Baker	1982-11-19	UHC-72853-63	—	4990 Harbor Blvd, Orlando, FL, 32847	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28869	PRV	Deborah Gordon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-114939	ENR	Jeffrey J Hawkins	2004-01-09	UHC-53749-90	7926244151	8662 Camelback Rd, San Diego, CA, 92137	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424282	CLM	Katherine Cox	2008-07-13	—	—	4094 Washington St, Denver, CO, 80226	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-138455	ENR	Arjun C Barnes	1964-01-07	UHC-43268-27	3218550159	3919 Park Pl, Jacksonville, FL, 32288	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429495	CLM	Cheyrl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd, Eden Prairie, MN, 55390	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

4,010 rows, page 57 of 81Previous Next