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

Third-party administrator, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57349	TPA	Kimberly Payne	1942-04-07	—	—	4517 Bayshore Dr, Jacksonville, FL, 32253	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57073	TPA	Evelyn Elliott	1949-01-12	—	—	5279 Pine Dr, Houston, TX, 77046	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50854	TPA	Beverly Ramos	1944-03-10	—	9183627716	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50603	TPA	Edward Perez	1969-07-23	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58994	TPA	Jennifer Watkins	1993-04-21	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-64146	TPA	Kevin Hughes	1944-07-02	—	—	7328 Bayshore Dr, Glendale, AZ, 85319	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54620	TPA	Janet Wood	1942-01-24	—	—	230 Ocean Ave, Phoenix, AZ, 85070	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-56744	TPA	Sfoia Y Wilson	2004-06-18	—	—	3482 River Rd, San Diego, CA, 92138	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59563	TPA	Charlotte Hayes	1991-01-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-64467	TPA	Janet Ryan	1975-11-19	—	—	1232 Desert Sky Blvd, San Antonio, TX, 78221	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59461	TPA	Alice D Silva	1958-02-20	UHC-48217-20	—	3033 Valley View Dr, Tampa, FL, 33625	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-61466	TPA	Donald S Peters	1960-07-18	UHC-55654-50	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52766	TPA	Sophia Z Lynch	1967-10-21	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53447	TPA	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-61651	TPA	Hannah Nguyen	1939-07-28	UHC-93448-83	9458314352	8600 Lincoln Way, Los Angeles, CA, 90071	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-62327	TPA	Larson Keith	1994-01-19	UHC-83530-31	—	6408 Lincoln Way, Los Angeles, CA, 90046	0.82	Member ID reformatted Gender normalised Placeholder values cleared
TPA-60273	TPA	Nicholas Bradley	2006-03-27	—	—	4519 Palm Dr, Eden Prairie, MN, 55331	0.84	Gender normalised Placeholder values cleared
TPA-63634	TPA	Christopher Ross	1990-02-16	UHC-51132-99	—	5213 Spring St, Seattle, WA, 98152	0.84	Gender normalised Placeholder values cleared
TPA-51314	TPA	Valentina Banks	1954-05-17	—	—	7203 Palm Dr, Atlanta, GA, 30397	0.84	Gender normalised Placeholder values cleared
TPA-59710	TPA	Samantha W Kelly	1991-11-24	—	—	602 Meadow Ln, Eden Prairie, MN, 55327	0.84	Gender normalised Placeholder values cleared
TPA-57389	TPA	Adam Li	1945-01-18	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-53899	TPA	Paul Stevens	1973-01-21	—	—	9296 Harbor Blvd, Plano, TX, 75098	0.84	Gender normalised Placeholder values cleared
TPA-63258	TPA	Billy Adams	2006-06-17	UHC-87978-84	—	—	0.84	Gender normalised Placeholder values cleared
TPA-55916	TPA	Helen Luna	1977-05-07	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-58326	TPA	Melissa Moreno	1988-04-02	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-58674	TPA	Lisa I Varges	1939-02-28	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-50359	TPA	Billy Thomas	1961-12-16	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-59077	TPA	Niccholas Campbell	2004-08-21	—	—	5205 Elm St, Scottsdale, AZ, 85202	0.84	Gender normalised Placeholder values cleared
TPA-58047	TPA	Terry Medina	1965-02-08	—	5184330047	—	0.84	Gender normalised Placeholder values cleared
TPA-58802	TPA	Jessica Jimenez	1945-03-14	—	—	2654 Lake View Rd, Plano, TX, 75003	0.84	Gender normalised Placeholder values cleared
TPA-59859	TPA	Jerry Morrison	2001-04-26	—	5767986753	—	0.84	Gender normalised Placeholder values cleared
TPA-56371	TPA	Vincent Holmes	1948-03-13	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-57714	TPA	Raymond Fox	2000-10-21	—	—	7089 Mesa Dr, Eden Prairie, MN, 55306	0.84	Gender normalised Placeholder values cleared
TPA-64275	TPA	James K Kim	1968-09-24	UHC-64142-84	—	—	0.84	Gender normalised Placeholder values cleared
TPA-57927	TPA	Joseph U Romero	1989-01-14	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-57896	TPA	Charlie Mitchell	2008-12-26	UHC-47452-54	—	9763 Hillcrest Rd, Mesa, AZ, 85209	0.84	Gender normalised Placeholder values cleared
TPA-60869	TPA	Austin Bell	1953-01-18	—	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.84	Gender normalised Placeholder values cleared
TPA-63898	TPA	Megan Graham	1982-03-09	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-58676	TPA	Maarcus Phillips	1947-07-07	UHC-71760-25	—	1165 Indian School Rd, Denver, CO, 80293	0.84	Gender normalised Placeholder values cleared
TPA-50188	TPA	Harold Cole	1946-09-26	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-50938	TPA	Kimberly Q Morris	1946-08-16	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-56108	TPA	Henry C Reynolds	1964-10-26	UHC-48672-91	4992484591	3404 Central Ave, Fresno, CA, 93797	0.84	Phone reformatted Gender normalised
TPA-53928	TPA	Robert Herrera	2005-01-17	UHC-62324-31	8089175910	1636 Washington St, Jacksonville, FL, 32255	0.84	Gender normalised Placeholder values cleared
TPA-54664	TPA	Roger Chapman	1962-09-24	—	—	694 Meadow Ln, Seattle, WA, 98148	0.84	Gender normalised Placeholder values cleared
TPA-55123	TPA	Amanda Allen	1954-10-20	—	—	4736 Lake View Rd, San Diego, CA, 92196	0.84	Gender normalised Whitespace trimmed
TPA-64134	TPA	Richard Mitchell	2001-10-28	—	—	3670 Main St, Tucson, AZ, 85769	0.84	Gender normalised Placeholder values cleared
TPA-62952	TPA	Rahel Reynolds	1966-07-05	—	—	9197 Cedar Ln, Atlanta, GA, 30369	0.84	Gender normalised Placeholder values cleared
TPA-58514	TPA	Vincent Dixon	1985-07-10	—	2163164367	7753 Pine Dr, Seattle, WA, 98140	0.84	Phone reformatted Gender normalised
TPA-54898	TPA	Paul H Payne	1993-10-13	UHC-88254-20	—	—	0.84	Gender normalised Placeholder values cleared
TPA-58788	TPA	Ruth F Stone	1994-03-21	—	—	8778 Sunset Blvd, Nashville, TN, 37266	0.84	Gender normalised Placeholder values cleared

2,435 rows, page 48 of 49Previous Next