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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425012	CLM	Aisha Medina	1999-02-06	—	—	7802 Ocean Ave # 205, San Antonio, TX, 78270	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119227	ENR	Larry M Franklin	1955-01-19	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 22, Atlanta, GA, 30311	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-60773	TPA	Angela Wells	1985-07-25	—	—	2563 Pine Dr Apt 6, Fresno, CA, 93715	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101600	ENR	Walter Garza	2008-06-23	UHC-07202-12	—	5014 Ocean Ave, Charlotte, NC, 28269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106029	ENR	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-420777	CLM	Carol Turner	1968-07-17	UHC-07012-53	—	6068 Main St, Mesa, AZ, 85230	0.52	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
TPA-64196	TPA	Roger Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28217	PRV	Ashley D Cook	1970-12-27	UHC-87838-91	—	857 Palm Dr, Tampa, FL, 33628	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142110	ENR	Sandra Hudson	1987-04-08	UHC-87344-62	—	4344 Desert Sky Blvd, Seattle, WA, 98100	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-101643	ENR	Vincent X Tran	1987-09-12	UHC-31092-94	4966542599	9163 Central Ave, Tucson, AZ, 85726	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135029	ENR	Charles Robinsson	—	UHC-14595-20	—	3748 Ocean Ave, Tempe, AZ, 85277	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-432103	CLM	Kimberly Carlson	—	UHC-99272-77	—	8110 Highland Ave # 212, Mesa, AZ, 85214	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
CLM-402226	CLM	Alice Singh	1983-02-16	—	—	4384 Main St, San Antonio, TX	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108377	ENR	Moreno F William	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-21589	PRV	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ, 85034	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431768	CLM	Hiroshi B Day	1998-11-02	—	—	9870 Apache Blvd Apt 30, Mesa, AZ, 85278	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418121	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St Apt 14, Fresno, CA, 93709	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139011	ENR	Patrick I Santiago	1951-07-19	UHC-87991-71	—	1176 Willow Ct, Fresno, CA, 93798	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
CLM-415125	CLM	Harrison M Adm	2008-10-07	UHC-57645-54	—	2956 Sage Ct, Minneapolis, MN	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year ZIP missing+2 more
CLM-419334	CLM	Gregory F James	1971-03-22	—	—	8867 Hillcrest Rd # 519, Charlotte, NC, 28249	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420170	CLM	Maria G Armstrong	1965-02-02	UHC-58502-70	—	6800 Maple Ave, Tampa, FL, 33677	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-137966	ENR	Hannah Rojas	1963-01-04	UHC-56751-85	9775529134	1371 Lake View Rd, Nashville, TN	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416312	CLM	Kathleen Johnston	1964-01-05	—	6596069361	1204 Highland Ave, Los Angeles, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107157	ENR	Bradley N Alvarado	—	UHC-60977-15	8558861572	9460 Apache Blvd, Orlando, FL, 32800	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-429791	CLM	Ashley Coleman	1950-09-15	—	—	4299 Washington St, Los Angeles, CA, 90057	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-100218	ENR	Austin I Wong	1960-08-26	UHC-42508-72	5719434647	2723 Grand Ave Apt 35, Houston, TX, 77024	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114206	ENR	William M Herrera	—	UHC-27008-72	—	1009 Church St, Minneapolis, MN, 55447	0.52	Name re-cased Date of birth unreadable Phone missing area code State name converted to code+2 more
ENR-113174	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave Apt 1, Denver, CO, 80222	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-134138	ENR	Marcus B Singh	1941-05-20	UHC-84028-93	8177857832	8266 Bayshore Dr, Tampa, FL, 33665	0.52	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-414661	CLM	Susan Carr	2005-06-19	UHC-11023-15	—	5207 Pine Dr, Las Vegas, NV, 89177	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-57144	TPA	Jacob Jensen	1944-06-02	—	—	3352 Mountain View Dr, Las Vegas, NV	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60777	TPA	Angela Wheeler	1952-02-15	—	—	1829 Grand Ave, Jacksonville, FL, 32266	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60915	TPA	Billy Lawrence	1942-02-09	UHC-31776-14	—	187 Cedar Ln, Seattle, WA, 98191	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53457	TPA	Kevin Chapman	1967-09-13	—	—	3206 Meadow Ln, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130795	ENR	Philip B Sipmson	1940-08-26	UHC-19865-64	3945525330	9221 Market St, Minneapolis, MN, 55493	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123242	ENR	Diana S Bailey	1999-10-21	UHC-96404-93	—	3860 Spring St, Miami, FL	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115922	ENR	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	4448 Sage Ct, Houston, TX, 77031	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409698	CLM	Eugene Coleman	1986-01-20	UHC-30788-02	—	9066 Ocean Ave, Austin, TX, 78748	0.52	Name re-cased SSN last four extracted State name converted to code Gender normalised+2 more
ENR-115373	ENR	Susan Ward	1959-08-18	UHC-02824-24	—	8521 Highland Ave, Nashville, TN, 37228	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130349	ENR	Keith Griffin	1979-04-15	UHC-52969-88	5088426049	9173 Lake View Rd Apt 2, Tucson, AZ, 85795	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-59103	TPA	Ashley W Walker	1952-12-07	—	—	524 Indian School Rd, Atlanta, GA, 30310	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137334	ENR	Kylle Peters	—	UHC-90273-30	9627644449	6379 Willow Ct, Orlando, FL	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-401823	CLM	Cynthia Nelson	—	—	—	4108 Forest Ave Apt 7, Orlando, FL, 32858	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-126756	ENR	Helen D Wright	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd # 162, Phoenix, AZ	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-409295	CLM	Stephenie Hamilton	1963-09-04	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-105755	ENR	Marilyn Willis	1997-06-15	UHC-30752-12	8272927043	8924 Grand Ave, Atlanta, GA, 30334	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432702	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126982	ENR	Valentina Hawkins	1977-12-04	UHC-08903-57	3956797659	9768 Willow Ct Apt 36, Orlando, FL, 32857	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405184	CLM	Austin Watson	1998-06-16	UHC-30177-94	—	7865 Highland Ave, Minneapolis, MN, 55425	0.52	Name re-cased Two-digit birth year State name converted to code Gender normalised+2 more
TPA-62763	TPA	Alexander Reid	—	UHC-22695-59	—	5107 Lake View Rd # 452, Plano, TX, 75027	0.52	Name re-cased Date of birth unreadable Unit split from street Gender normalised+2 more

39,996 rows, page 58 of 800Previous Next