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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418926	CLM	Aaron Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111083	ENR	Sara M Porter	1963-06-07	UHC-06963-91	—	9594 Baseline Rd, Eden Prairie, MN, 55330	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420178	CLM	Donald B Vazquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd # 240, Miami, FL, 33155	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-116085	ENR	Frannces Y Mendez	1969-07-06	UHC-23857-56	3998187185	1557 Indian School Rd, Phoenix, AZ, 85086	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142276	ENR	Doris Q Obrien	1973-11-11	UHC-18952-16	7817896098	8287 Grand Ave, Fresno, CA, 93705	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-425468	CLM	Robert O Bradley	1991-11-22	UHC-05439-11	5582033873	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-407024	CLM	Yuki Larson	2005-01-18	—	—	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-431228	CLM	Jeremy Garrett	1946-10-22	—	6188790007	1633 Indian School Rd, Gilbert, AZ, 85240	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138644	ENR	Anna M Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-52834	TPA	Cathreine W Nguyen	1998-09-22	—	9423799253	4832 Main St, San Antonio, TX, 78265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402533	CLM	Andrea S Cook	1969-03-28	—	6877379373	8650 Maple Ave, Scottsdale, AZ, 85298	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423647	CLM	Benjamin Gonzalez	1993-02-25	UHC-36161-18	4857347801	5139 Broadway, Atlanta, GA	0.64	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
ENR-116471	ENR	Kyle Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28636	PRV	Megan Elliott	1999-03-18	UHC-54964-91	—	2593 Harbor Blvd, Orlando, FL, 32822	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
ENR-117921	ENR	Julia K Graham	1947-05-12	UHC-16313-77	8007937540	352 Willow Ct, Tucson, AZ, 85748	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-107563	ENR	Kathleen Taylor	2004-01-06	UHC-38509-24	—	7201 Union St, Gilbert, AZ, 85273	0.64	Name re-cased Two-digit birth year City re-cased ZIP+4 trimmed+2 more
TPA-54727	TPA	Olivia Q Hall	1965-02-10	UHC-36984-14	—	7950 Park Pl, Mesa, AZ, 85242	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429974	CLM	Helen Ellis	1965-08-01	UHC-88505-77	—	7967 Church St, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424271	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118851	ENR	Jlie Marshall	2006-09-02	UHC-19095-82	6132429319	9072 Pine Dr, Dallas, TX, 75264	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60327	TPA	Thomas Ana	1983-07-19	UHC-79194-93	3284916761	8738 Camelback Rd, Scottsdale, AZ, 85228	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131103	ENR	Joe Snyder	1994-11-27	UHC-75238-83	6253145044	2758 Broadway, Orlando, FL, 32880	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-101056	ENR	James Thompson	1979-07-14	UHC-57559-48	—	5754 Bayshore Dr, Minneapolis, MN, 55499	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-400569	CLM	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23274	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-115742	ENR	Sophia Vasquez	1947-12-15	UHC-21463-60	7814559096	5478 Canyon Rd, Tucson, AZ, 85761	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111704	ENR	Ashley R Tucker	1971-10-22	UHC-02406-38	7717957678	3190 Sunset Blvd, Chandler, AZ, 85295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121309	ENR	Lucia Ortiz	1995-10-09	UHC-96991-92	7549886991	1590 Lake View Rd, San Diego, CA, 92160	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428086	CLM	Arthur Kelley	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133872	ENR	Adam Wilson	1938-07-21	UHC-40383-09	—	6489 Mountain View Dr, Tempe, AZ, 85266	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29416	PRV	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429820	CLM	Mateo Chen	1996-08-28	—	—	2874 Ocean Ave, Charlotte, NC, 28257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426840	CLM	Gary Hlmes	1991-05-26	UHC-63810-47	—	8860 Lincoln Way, Orlando, FL, 32833	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-59693	TPA	Parker Gerld	1953-07-26	UHC-73850-59	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63201	TPA	Elijah Weaver	1999-02-26	—	—	8717 Main St, Atlanta, GA, 30388	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-409849	CLM	Madison C Washington	1976-11-19	UHC-75175-92	—	8244 Hillcrest Rd, Glendale, AZ, 85391	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-130596	ENR	Carolyn J Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St, Plano, TX, 75008	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430635	CLM	Frances Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd # 492, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-104035	ENR	Doris H Weber	1959-08-24	UHC-86325-71	6684793511	851 Mountain View Dr, Chandler, AZ, 85236	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409290	CLM	Moreno V Benjamin	2000-08-10	UHC-43144-61	4897766530	9459 Highland Ave, Glendale, AZ, 85364	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401814	CLM	Theresa Fowler	1979-04-14	UHC-19141-31	3996298696	6465 Broadway Apt 2, Las Vegas, NV, 89188	0.64	Two-digit birth year Phone reformatted Unit split from street Address re-cased+2 more
ENR-111906	ENR	Sara M Coleman	1946-10-25	UHC-14505-51	9453607445	5395 Hillcrest Rd, Tempe, AZ, 85256	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408068	CLM	Mary Hunter	1948-03-07	—	7572556514	9548 Palm Dr, Plano, TX, 75001	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118334	ENR	Abby L Snyder	1997-08-23	UHC-18440-04	3759885338	2215 Mesa Dr, Atlanta, GA, 30302	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56187	TPA	Keith Rios	1962-08-24	—	8047526055	1341 Cedar Ln, Glendale, AZ, 85343	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-121837	ENR	Ronald Mejia	2006-03-14	UHC-87089-23	8055248988	7266 Union St, Minneapolis, MN, 55464	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-422731	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422732	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

6,661 rows, page 60 of 134Previous Next