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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419989	CLM	Julia Mason	1972-01-02	—	—	2791 Elm St, Plano, TX, 75038	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-120890	ENR	Yuki Hughes	2004-12-26	UHC-05636-40	5298838737	4661 Market St, Columbus, OH, 43207	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113650	ENR	Samuel X Wislon	1965-03-08	UHC-34455-89	4118906679	866 Forest Ave, Tempe, AZ, 85290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139356	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54471	TPA	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-113561	ENR	Jesse Herrera	—	UHC-64854-83	5576593124	2531 Grand Ave, Miami, FL, 33186	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120944	ENR	Paul L Henry	1950-12-23	UHC-44952-30	7779024897	6812 Elm St, Austin, TX, 78756	0.54	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
CLM-413936	CLM	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-104553	ENR	Chrristian V Munoz	1992-02-12	UHC-66109-89	—	1973 Cedar Ln, Sacramento, CA, 95894	0.54	Two-digit birth year SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432141	CLM	Katherine Harrison	1970-04-13	—	—	2321 Apache Blvd, Nashville, TN, 37212	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-121499	ENR	William F Simmons	1940-08-12	UHC-29547-53	—	3201 Apache Blvd, Nashville, TN, 37224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142656	ENR	Jereym Q Walsh	—	UHC-83689-77	—	2882 Lincoln Way, Orlando, FL, 32856	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115640	ENR	Jesse H Martin	1958-10-04	UHC-46287-43	3535740530	2119 Pine Dr, Las Vegas, NV, 89193	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111244	ENR	Susan Z Sims	1958-07-18	UHC-18790-43	6922762134	2297 Elm St, Austin, TX, 78742	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-50644	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50645	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-57227	TPA	Gregory Campbell	2003-06-18	—	6878780418	6371 Mountain View Dr, Austin, TX, 78791	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403095	CLM	Ann Adams	1964-03-09	UHC-49487-89	—	4774 Broadway, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Member ID reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-432615	CLM	Dorothy Fernandez	1958-06-18	UHC-11988-64	—	4640 Pine Dr, San Diego, CA, 92181	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-63317	TPA	John Matthhews	1957-08-27	—	—	5065 Indian School Rd Apt 25, Plano, TX, 75029	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430897	CLM	Martha Tran	1979-12-14	UHC-27532-54	—	9876 Broadway, Seattle, WA, 98147	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-25242	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
PRV-25241	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
CLM-404097	CLM	Alex Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-129819	ENR	Ana Park	1994-01-06	UHC-18093-43	5572907074	6822 Highland Ave, Scottsdale, AZ, 85231	0.54	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-108329	ENR	Virginia G Carter	—	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-121057	ENR	Teresa Reyes	1999-06-10	UHC-34995-40	3176348127	1268 Hillcrest Rd, Las Vegas, NV, 89101	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415342	CLM	Soia Wislon	2004-06-18	UHC-06608-41	—	3482 River Rd, San Diego, CA, 92138	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430601	CLM	Randy Coko	1977-02-14	—	—	185 Highland Ave, Chandler, AZ, 85201	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412545	CLM	Shirley C Ryan	1986-10-27	—	—	4300 Grand Ave, Tempe, AZ, 85243	0.54	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP+4 trimmed+1 more
CLM-401889	CLM	Valentina Obrien	1965-06-13	UHC-50153-59	—	5035 Oak St, Los Angeles, CA, 90086	0.54	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-119558	ENR	Kenneth Fernandez	1973-10-01	UHC-00016-47	9124894432	4810 Ridge Rd # 491, Mesa, AZ, 85286	0.54	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-54112	TPA	Bryan Owens	1952-11-02	—	—	9413 Ocean Ave, Minneapolis, MN, 55485	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54153	TPA	Daniel Lynch	2001-05-17	—	—	2820 Valley View Dr, Mesa, AZ, 85224	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-400677	CLM	Ctherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.54	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-52255	TPA	Elijah X Flores	1966-09-10	—	—	7879 Market St, Los Angeles, CA, 90040	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114455	ENR	Nancy J Day	—	UHC-45854-21	2124888570	7061 Jefferson Ave, Columbus, OH, 43295	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414938	CLM	Tyler D Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430154	CLM	Diane Carter	1974-06-22	UHC-52209-86	—	663 Main St, San Diego, CA, 92173	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-407815	CLM	Dinae Mendez	1937-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142465	ENR	Amy M Powell	1969-10-25	UHC-60786-06	7775388336	4435 Apache Blvd, Houston, TX, 77020	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402117	CLM	Mary Pena	2004-08-06	—	—	1649 Indian School Rd, Houston, TX, 77017	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61591	TPA	Thomas Andrson	1943-05-21	—	6514995572	1774 Willow Ct, Seattle, WA, 98110	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57290	TPA	Debra Wagner	1967-06-21	—	—	4557 Canyon Rd, San Antonio, TX, 78240	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-60251	TPA	Nathan Turner	1987-05-06	—	—	528 Market St, Gilbert, AZ, 85275	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116584	ENR	Austin Dean	1970-06-23	UHC-56519-58	8362932408	4643 Church St, San Diego, CA, 92176	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130963	ENR	Brenda Q Allen	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd, Atlanta, GA, 30345	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-110869	ENR	Jerry Oliver	1986-02-24	UHC-41721-67	3703964093	3207 Bayshore Dr, Fresno, CA, 93713	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108771	ENR	Sarrah G Jams	1984-12-20	UHC-76376-81	3792469344	3221 Spring St, Atlanta, GA, 30381	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,263 rows, page 52 of 166Previous Next