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-58671	TPA	Sarra F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-430362	CLM	Janet Reed	1958-05-16	—	7635444301	95 Valley View Dr, Tempe, AZ, 85284	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127384	ENR	Jacqueline N Vargas	1983-07-26	UHC-67158-75	2274980011	9060 Mesa Dr, Houston, TX	0.50	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
CLM-428694	CLM	Lucia Rios	1939-04-02	—	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-109220	ENR	Sofia Kim	2007-02-04	UHC-90210-54	5972403708	8467 Elm St, Gilbert, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123756	ENR	Anna Z Hudson	1938-04-27	UHC-12146-86	2702910097	1281 Market St, Tucson, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29452	PRV	Kelly Valdez	2000-08-09	—	—	3063 Indian School Rd, Fresno, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24159	PRV	Gerald Nguyen	1995-06-26	UHC-55379-89	—	7182 Canyon Rd, Chandler, AZ, 85204	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119978	ENR	SJunk	1940-03-22	UHC-56448-49	7826611322	9120 Harbor Blvd, Miami, FL, 33121	0.50	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-55585	TPA	Abigail Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107261	ENR	Kathryn Y Lawsoon	1941-09-02	UHC-96469-23	4396118559	6143 Washington St Apt 3, San Antonio, TX, 78274	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107435	ENR	Eric Fuller	1975-09-21	UHC-24655-87	—	8373 Market St, San Diego, CA, 92190	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-423012	CLM	Hiroshi R Peterson	1968-09-04	UHC-61159-02	—	2708 Oak St, Miami, FL, 33131	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103543	ENR	Marilyn Palmer	—	UHC-43877-85	5445616647	617 Camelback Rd, Las Vegas, NV, 89172	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
CLM-404227	CLM	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136235	ENR	Gary A Ross	1970-06-13	UHC-20327-47	8015340747	6125 Sunset Blvd, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-432156	CLM	Kelly Gutierrez	1990-10-16	—	8907917505	6693 Maple Ave, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-55048	TPA	Carl Montgomery	1963-08-11	UHC-57349-54	—	1278 Lake View Rd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-100666	ENR	Joyce B Knnedy	1941-11-27	UHC-84403-88	—	8996 Canyon Rd, Austin, TX, 78713	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139312	ENR	Arthur A Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr, Columbus, OH	0.50	Two-digit birth year Phone reformatted City re-cased ZIP missing+3 more
ENR-107077	ENR	Maria P Ramos	1948-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20207	PRV	Brandon Carlson	1988-11-07	UHC-05200-44	4738937394	4875 Apache Blvd, Houston, TX, 77012	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60312	TPA	Larry Salazar	1959-01-11	—	—	3354 Park Pl, Gilbert, AZ, 85257	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-130606	ENR	Betty Gray	1982-10-01	UHC-11992-16	2689551181	1627 Mesa Dr, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109996	ENR	Laura I Chen	2005-07-06	UHC-72517-68	5463391224	9250 Valley View Dr, Houston, TX, 77068	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407206	CLM	Shirley Cruz	1978-01-23	UHC-86255-78	—	7175 Ridge Rd, Glendale, AZ, 85355	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129692	ENR	Dennis Collins	2001-07-15	UHC-50198-73	2689359813	4690 Ocean Ave, Dallas, TX, 75280	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63092	TPA	Anna Olson	1977-11-10	—	—	4540 Elm St, Las Vegas, NV, 89181	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-411154	CLM	Joyce N Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418204	CLM	Tommy Barnes	1958-12-14	UHC-50248-95	—	4530 Ridge Rd, Plano, TX, 75041	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-401714	CLM	Andrea Holes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423080	CLM	Scott Sanchez	2004-01-20	UHC-28082-14	8129340977	2598 Ocean Ave, Scottsdale, AZ, 85278	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132191	ENR	Juan Carter	1949-07-13	UHC-46842-58	5979309913	7349 Pine Dr, Charlotte, NC, 28229	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406195	CLM	Fatima Perkins	1992-04-14	—	6414426679	107 Central Ave Apt 40, Jacksonville, FL, 32210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129801	ENR	Joe Z Obrien	1938-06-20	UHC-91026-53	2615953563	832 Oak St, Jacksonville, FL, 32288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138331	ENR	Megan Jordan	—	UHC-30587-33	3388588391	2809 Valley View Dr, Atlanta, GA, 30319	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430241	CLM	Austin Robinson	1955-04-05	—	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425243	CLM	Ferguson Michelle	1945-01-23	UHC-84132-54	—	1578 Harbor Blvd, San Antonio, TX, 78270	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132266	ENR	Marcus Q Brown	1977-03-14	UHC-58114-58	2534390855	3581 Bayshore Dr, Plano, TX, 75045	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-406330	CLM	Victoria Mitchell	1952-10-11	UHC-81119-53	4719495879	5839 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142895	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	—	4825 Valley View Dr, Orlando, FL, 32804	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63203	TPA	Kathryn P Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424232	CLM	Stephanie Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106869	ENR	Dorothy Moreno	1944-06-07	UHC-95806-45	8033658210	4861 Washington St, Gilbert, AZ, 85239	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410205	CLM	Julia Woong	1994-10-19	UHC-71698-20	5553090844	8868 Main St, Seattle, WA, 98108	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117600	ENR	Doris Mendoza	1955-09-11	UHC-31677-40	—	1438 Spring St, Houston, TX, 77023	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23105	PRV	Ruth Ray	1953-06-22	—	—	3090 Harbor Blvd, Las Vegas, NV, 89114	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-430331	CLM	Chukc X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52087	TPA	Mei Jordaan	—	—	4192914781	8617 Desert Sky Blvd, Glendale, AZ, 85333	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-423567	CLM	Ajun V Howell	—	UHC-84566-92	8139412648	—	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Gender normalised+3 more

16,828 rows, page 58 of 337Previous Next