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 “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-54368	TPA	Nicole Hayes	1939-04-16	UHC-32516-68	—	695 Apache Blvd Apt 28, Plano, TX, 75090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139067	ENR	Christian Duncan	1986-08-20	UHC-25272-99	4623183349	2753 Mountain View Dr, Los Angeles, CA, 90002	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-424414	CLM	Isabella Adams	1984-04-08	UHC-34881-59	—	5521 Church St, Jacksonville, FL, 32276	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421261	CLM	Dorothy Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408076	CLM	Thomas Espinoza	—	UHC-83698-81	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-52662	TPA	Brian Perkins	1971-11-22	UHC-98944-17	—	2848 Sage Ct, Seattle, WA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-407560	CLM	Brandon Boyd	1988-06-11	UHC-74380-08	—	2563 Union St, Glendale, AZ, 85395	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130893	ENR	Steven Hunt	—	UHC-31698-06	—	2211 Willow Ct, Charlotte, NC, 28208	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-428446	CLM	Michael K Holmes	1999-05-15	—	—	6651 Broadway, Dallas, TX, 75263	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-118203	ENR	William W Thomas	1963-02-12	UHC-69152-82	—	6444 Ridge Rd, Scottsdale, AZ, 85280	0.54	Name re-cased Phone missing area code State name converted to code Gender normalised+1 more
ENR-110415	ENR	Bradley X Robinson	1985-07-17	UHC-47589-10	7894143744	5501 Sunset Blvd, Tampa, FL, 33681	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138197	ENR	Diane Diaz	—	—	—	3673 Ocean Ave, Atlanta, GA, 30336	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120781	ENR	Edwad Santiago	1961-01-24	UHC-06807-55	9312845963	8477 Baseline Rd, Tempe, AZ, 85299	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-115214	ENR	Hannah Andrews	1987-09-21	UHC-15893-43	2962932989	9390 Palm Dr, Sacramento, CA	0.54	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+1 more
ENR-118975	ENR	Phillip L Barnes	2005-01-26	UHC-12496-07	8088462056	2781 Indian School Rd, Denver, CO, 80279	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-430676	CLM	Hiroshi Sims	1972-10-22	UHC-85479-92	—	393 Lincoln Way, Fresno, CA, 93766	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-54449	TPA	Alxis Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.54	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+1 more
TPA-57861	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-113719	ENR	Amy Yang	2002-08-10	UHC-84531-10	4735748930	1529 Market St, Fresno, CA, 93761	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406467	CLM	Elizabeth Fox	2005-12-07	—	—	9575 Ocean Ave, Los Angeles, CA, 90057	0.54	State name converted to code ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-119745	ENR	Bobby Bowman	1956-08-05	UHC-05130-58	2445047058	362 Indian School Rd Apt 32, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
CLM-404469	CLM	Jesse Santos	1981-06-19	UHC-21978-49	—	8431 Palm Dr, Phoenix, AZ, 85086	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53721	TPA	Bryan Palmer	—	UHC-88787-64	—	7401 Lincoln Way, Los Angeles, CA	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
CLM-432107	CLM	John F Cox	—	—	2409656853	9483 Desert Sky Blvd, Houston, TX, 77062	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59253	TPA	Joshua Williamson	1987-07-19	—	—	2202 Apache Blvd, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-408024	CLM	Angela Salazar	—	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428757	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-428758	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-400905	CLM	Adam Walsh	1956-08-01	UHC-75549-63	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
CLM-410152	CLM	Henry I Hunter	—	UHC-15194-32	—	—	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
ENR-112449	ENR	Jerry Anderson	2006-12-25	UHC-02296-66	7557009346	5218 Lake View Rd, San Antonio, TX, 78227	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-117256	ENR	Sara S Espinoza	1997-01-27	UHC-90159-04	7938200340	5773 Central Ave, Los Angeles, CA, 90072	0.56	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised
CLM-429646	CLM	Megan Garrett	1944-02-14	UHC-79469-26	—	3207 Cedar Ln, Los Angeles, CA, 90037	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
PRV-26829	PRV	Alice L Marquez	1997-08-26	—	7535676148	2926 Jefferson Ave # 615, Denver, CO	0.56	Unit split from street ZIP missing Gender normalised Placeholder values cleared
ENR-119476	ENR	Johnny Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd Apt 10, Atlanta, GA, 30391	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
CLM-412075	CLM	Russell Williamson	1947-11-06	UHC-57475-82	—	1151 Maple Ave # 756, Miami, FL, 33120	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-107353	ENR	Vargas A Mark	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
TPA-52048	TPA	Vincent Contreras	1992-05-18	—	—	5174 Forest Ave, Tucson, AZ, 85732	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-135961	ENR	Philip Q Valdez	2002-07-04	UHC-98601-37	6855070551	5651 Ridge Rd, Los Angeles, CA, 90090	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-111695	ENR	Betsy Soto	1942-07-20	UHC-24398-25	—	4815 Valley View Dr, Tampa, FL, 33658	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-117587	ENR	Camila B Snyder	1951-11-11	UHC-68703-09	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.56	Name re-cased Two-digit birth year State name converted to code Gender normalised
TPA-61204	TPA	Bryan Stevens	1978-01-24	—	—	2714 Harbor Blvd, Scottsdale, AZ	0.56	Two-digit birth year ZIP missing Gender normalised Placeholder values cleared
CLM-422545	CLM	Edward Dunn	—	UHC-83791-65	—	4734 Cedar Ln, Los Angeles, CA, 90061	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-407677	CLM	Peter Kelly	—	UHC-28833-25	5439815708	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
CLM-424393	CLM	Joyce Sandoval	1952-02-20	—	—	8989 Spring St, Chandler, AZ, 85224	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-124583	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-107317	ENR	Jacqueline Reynolds	1982-11-20	UHC-88771-87	2869903127	5254 Main St, Las Vegas, NV, 89174	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed
TPA-54436	TPA	Dylan Oliver	1958-01-17	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-113525	ENR	—Junk	1995-08-28	UHC-81219-28	—	7640 Spring St, Scottsdale, AZ, 85290	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
TPA-52783	TPA	Don W Walsh	1951-05-07	—	8584013690	7131 Spring St, Denver, CO, 80243	0.56	Name split from “Last, First”Middle initial moved out of first name Gender normalised Placeholder values cleared

16,828 rows, page 103 of 337Previous Next