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
ENR-104052	ENR	Aisha A Dixon	1945-08-08	UHC-81067-89	5978343199	593 Harbor Blvd, Nashville, TN, 37245	0.84	Date of birth reformatted ZIP+4 trimmed
ENR-137029	ENR	Richard H Jackson	2004-02-11	UHC-03936-31	5157791955	4069 Washington St, Houston, TX, 77010	0.84	Phone reformatted ZIP+4 trimmed
ENR-140087	ENR	Pamela D Phillips	1981-08-15	UHC-56127-45	5484308049	9186 Willow Ct, Denver, CO, 80292	0.84	Phone reformatted ZIP+4 trimmed
ENR-121434	ENR	Santiago Jeensen	1992-05-26	UHC-40660-07	—	8713 Meadow Ln, Seattle, WA, 98137	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-116185	ENR	Caterine E Kim	1984-09-28	UHC-20559-64	8458418887	3360 Church St, Mesa, AZ, 85213	0.84	Phone reformatted ZIP+4 trimmed
ENR-134793	ENR	Joseph Spencer	1986-06-21	UHC-96572-28	6159214378	8039 Central Ave, Orlando, FL, 32892	0.84	Phone reformatted ZIP+4 trimmed
CLM-421302	CLM	Amy Hamilton	1957-11-14	—	—	6489 River Rd, Gilbert, AZ, 85229	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-111664	ENR	Christian Ray	1947-08-20	UHC-82209-54	7582319477	5974 Grand Ave, Tampa, FL, 33646	0.84	Date of birth reformatted ZIP+4 trimmed
CLM-427644	CLM	Luis Wang	1957-08-16	—	—	2970 Jefferson Ave, Phoenix, AZ, 85014	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-110519	ENR	Keith L Gordon	1964-04-19	UHC-57784-50	9039316384	6363 Mesa Dr, Scottsdale, AZ, 85249	0.84	Phone reformatted ZIP+4 trimmed
CLM-407022	CLM	David Heenry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-407021	CLM	David Heenry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-426528	CLM	Kimberly U Banks	1973-08-14	UHC-47323-56	—	1608 Pine Dr, Miami, FL, 33145	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-138277	ENR	Ashley J Hall	1959-07-24	UHC-37221-22	3874342858	4977 Maple Ave, Los Angeles, CA, 90038	0.84	Member ID reformatted ZIP+4 trimmed
ENR-134040	ENR	Victoria Z Butler	1989-04-13	UHC-17039-24	7564421294	2895 Union St, Dallas, TX, 75286	0.84	Phone reformatted ZIP+4 trimmed
TPA-61073	TPA	Jacob Green	1976-06-19	—	—	1279 Sunset Blvd, Los Angeles, CA, 90003	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-55283	TPA	Julie Bowman	2000-07-07	—	8705186046	23 Desert Sky Blvd, Houston, TX, 77066	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-110783	ENR	Robert E Maldonado	1977-05-22	UHC-89048-29	—	7388 Palm Dr, Orlando, FL, 32844	0.84	Name re-cased ZIP+4 trimmed
PRV-22839	PRV	George Banks	1987-07-19	UHC-71568-86	2085759809	8067 Washington St, Columbus, OH, 43209	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-426279	CLM	Donald Morales	1965-12-15	—	—	9049 Ridge Rd, Atlanta, GA, 30395	0.84	ZIP+4 trimmed Whitespace trimmed
TPA-50954	TPA	Susan S Evaans	1960-06-17	—	—	7457 Baseline Rd, Scottsdale, AZ, 85219	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-125769	ENR	Rachel O Wagner	1967-02-28	UHC-69511-69	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.84	Phone reformatted ZIP+4 trimmed
ENR-137723	ENR	Betty P Cunningham	1997-06-13	UHC-80120-38	3014006672	5483 Sunset Blvd, Phoenix, AZ, 85017	0.84	Phone reformatted ZIP+4 trimmed
TPA-52674	TPA	Donald Luna	1955-01-09	—	—	8713 Main St, Scottsdale, AZ, 85205	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-403006	CLM	Carl Ryan	2005-06-25	UHC-07924-72	—	7766 Camelback Rd, Scottsdale, AZ, 85273	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-63389	TPA	Cheryl Maldonado	1999-06-02	UHC-31630-48	—	2734 Hillcrest Rd, Jacksonville, FL, 32216	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-103744	ENR	Janice Anderson	1981-10-10	UHC-06664-40	7292220567	8439 Indian School Rd, Atlanta, GA, 30360	0.84	Phone reformatted ZIP+4 trimmed
ENR-123791	ENR	Denise V Ortega	1956-02-19	UHC-05763-13	5476584625	9540 Broadway, Dallas, TX, 75244	0.84	Phone reformatted ZIP+4 trimmed
TPA-61940	TPA	Christina Lynch	1942-03-08	—	—	8964 Maple Ave, Charlotte, NC, 28230	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-101230	ENR	Priya F Chen	1999-03-03	UHC-87411-86	7486117223	6678 Ridge Rd, Nashville, TN, 37262	0.84	City re-cased ZIP+4 trimmed
ENR-126038	ENR	Jerry Pierce	1985-02-16	UHC-08294-56	3076835680	3505 Harbor Blvd, Dallas, TX, 75258	0.84	Phone reformatted ZIP+4 trimmed
ENR-137453	ENR	Randy Hart	1996-06-15	UHC-98135-99	9493356901	2732 Desert Sky Blvd, Tucson, AZ, 85723	0.84	Name re-cased ZIP+4 trimmed
TPA-59026	TPA	Diego Jimenez	2005-03-07	—	—	6107 Palm Dr, Houston, TX, 77097	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-128232	ENR	Jesse Morrisno	2006-09-28	UHC-21310-06	3914560239	3971 Baseline Rd, Sacramento, CA, 95864	0.84	Phone reformatted ZIP+4 trimmed
ENR-101883	ENR	Brradley U Edwards	2004-12-06	UHC-73227-09	—	6517 Sage Ct, Seattle, WA, 98185	0.84	ZIP+4 trimmed Whitespace trimmed
CLM-415584	CLM	Ralph Knight	1949-10-18	UHC-81725-26	—	5725 Pine Dr, San Diego, CA, 92142	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-415583	CLM	Ralph Knight	1949-10-18	UHC-81725-26	—	5725 Pine Dr, San Diego, CA, 92142	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-51448	TPA	Rob Mathews	2003-08-17	—	—	7243 Ocean Ave, Charlotte, NC, 28231	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-137288	ENR	Kathleen J Myers	1952-10-16	UHC-02616-44	—	1268 Main St, Houston, TX, 77079	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-54695	TPA	Aaron Reid	1996-12-22	UHC-63780-47	7123040949	9152 Jefferson Ave, Mesa, AZ, 85276	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-101035	ENR	Adam Anderson	1956-04-18	UHC-78727-50	7045711048	2882 Grand Ave, Austin, TX, 78727	0.84	ZIP+4 trimmed Whitespace trimmed
PRV-28559	PRV	Kathy Le	1987-06-08	—	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-109254	ENR	Bryan G Carter	1973-11-26	UHC-77574-52	3859541310	2538 Valley View Dr, Austin, TX, 78720	0.84	Phone reformatted ZIP+4 trimmed
ENR-128138	ENR	Santiago J Jimenez	2003-09-04	UHC-41873-93	4152765322	4928 Palm Dr, Columbus, OH, 43272	0.84	Phone reformatted ZIP+4 trimmed
ENR-102452	ENR	Kimberly Evans	1969-02-23	UHC-88674-09	9383622532	8652 Hillcrest Rd, Columbus, OH, 43288	0.84	City re-cased ZIP+4 trimmed
CLM-405976	CLM	Ahmed Gibson	2001-11-13	UHC-08757-66	3242184962	1726 Valley View Dr, San Antonio, TX, 78217	0.84	Name re-cased ZIP+4 trimmed
ENR-111428	ENR	Mariaan Z Morrison	1960-07-23	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ, 85261	0.84	Phone reformatted ZIP+4 trimmed
ENR-127560	ENR	Ronald S Williamson	1983-02-23	UHC-04062-47	3809220573	3583 Broadway, Nashville, TN, 37278	0.84	Phone reformatted ZIP+4 trimmed
TPA-61273	TPA	Evelyn Nelson	1958-05-23	—	2282187599	9742 Park Pl, Tempe, AZ, 85242	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-64321	TPA	Debra Stone	1962-03-19	—	—	57 Mesa Dr, Eden Prairie, MN, 55335	0.84	ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 165 of 166Previous Next