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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127646	ENR	Samuel B Bennett	1946-07-10	UHC-99610-72	3557702800	4248 Lincoln Way, Fresno, CA, 93754	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-107742	ENR	Madyson Gay	1978-01-25	UHC-81442-53	2839797952	6503 Maple Ave, San Antonio, TX, 78238	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431943	CLM	Madison Wilson	1946-10-13	UHC-30657-32	4765947630	1800 Lake View Rd, Atlanta, GA, 30366	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-424542	CLM	Noah Dixon	1968-05-24	UHC-37800-54	—	5291 Camelback Rd, Atlanta, GA, 30396	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-133288	ENR	Sarah Bailey	1971-09-27	UHC-07917-53	7457121533	5551 Washington St, Dallas, TX, 75228	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-431713	CLM	Harold Alvarado	1974-10-05	UHC-97987-12	—	2637 Church St, San Antonio, TX, 78216	0.78	Name split from “Last, First”Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-408948	CLM	Seean Stephens	1961-12-23	UHC-73604-61	9708002977	8270 Desert Sky Blvd, Mesa, AZ, 85282	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-111512	ENR	Samuel S Watkins	1979-04-28	UHC-70023-86	5415224612	1983 Highland Ave, Sacramento, CA, 95867	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-132523	ENR	Aishha D Moore	1996-11-07	UHC-61480-16	7848269253	7689 Apache Blvd, Las Vegas, NV, 89140	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-406027	CLM	Douglas Sandoval	2006-06-15	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
ENR-129677	ENR	Lori V Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-406411	CLM	Angela Marquez	1950-05-12	UHC-98892-42	7614825835	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117598	ENR	Bobby Milller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
PRV-24766	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24765	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431477	CLM	Richard Clark	1972-10-03	UHC-54936-57	—	569 Forest Ave, Atlanta, GA, 30377	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-57300	TPA	Logan Bailey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-108826	ENR	Christian Morrison	1969-06-28	UHC-39410-53	5332752929	7318 Mesa Dr, Tempe, AZ, 85234	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57519	TPA	Lawrence Greene	1988-01-10	—	2909195527	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-137567	ENR	Ethan Chavez	1951-07-01	—	—	2576 Central Ave, Tempe, AZ, 85272	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-133338	ENR	Nathan R Clark	1941-01-15	UHC-81651-12	2929846918	387 Jefferson Ave, Chandler, AZ, 85217	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402858	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402859	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117144	ENR	Maria Owens	1962-11-07	UHC-11319-80	9284739575	951 Pine Dr, Orlando, FL, 32842	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-26127	PRV	Cynthia Hill	2006-08-21	UHC-85055-61	2036047667	3680 Indian School Rd, Tucson, AZ, 85754	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57586	TPA	Hannh Lucas	1986-12-09	UHC-54951-70	7145655361	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-52457	TPA	Melissa Alexander	2002-05-27	—	2609990922	6643 Broadway, Scottsdale, AZ, 85233	0.78	Name split from “Last, First”Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-104574	ENR	Danelle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL, 33627	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-131907	ENR	Adam Contreras	1964-09-08	UHC-57383-50	8906699925	5403 Broadway, Tampa, FL, 33659	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-413042	CLM	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr, Austin, TX, 78762	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-139940	ENR	James Watkins	1968-03-23	UHC-33571-64	8895793837	5967 Willow Ct, Eden Prairie, MN, 55329	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-140416	ENR	Kennedy Keith	1992-06-12	UHC-27597-78	8783427240	2080 Mountain View Dr, Tempe, AZ, 85252	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-400847	CLM	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-131330	ENR	Nicholas D Martin	1999-10-26	UHC-37556-62	3462622258	8440 Broadway, Tucson, AZ, 85783	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-420442	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420443	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-423516	CLM	Brandon Williamson	1938-07-03	UHC-93009-32	—	3598 Grand Ave, Seattle, WA, 98109	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-61673	TPA	Kevin Rios	1985-03-20	—	2482016127	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24927	PRV	Ronald Mejia	2006-03-14	—	8055248988	7266 Union St, Minneapolis, MN, 55464	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-137534	ENR	Dylan Jensen	1967-11-24	UHC-19747-59	5937192670	9643 Mountain View Dr, Glendale, AZ, 85311	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-412890	CLM	Andrea Harvey	1975-10-09	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-422780	CLM	Kimberly Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-127215	ENR	Carolyn M Wheeler	1975-07-12	UHC-66472-11	5166132235	4004 Lincoln Way, Dallas, TX, 75263	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-105375	ENR	Emily X Jenkins	2001-03-17	UHC-79681-97	8436494979	7216 Canyon Rd, Austin, TX, 78700	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
CLM-428505	CLM	Sam Pierce	2004-03-28	UHC-33483-59	—	4847 Valley View Dr, Houston, TX, 77001	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400918	CLM	Carl Y Cruz	1948-04-12	UHC-48607-37	—	8758 Spring St, Charlotte, NC, 28252	0.78	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+1 more
TPA-50385	TPA	Crl Obrien	1976-10-12	—	—	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Whitespace trimmed+1 more
TPA-57249	TPA	Billy Jackson	1951-06-13	—	8286326178	9686 Hillcrest Rd, Jacksonville, FL, 32258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-415865	CLM	Scott Cox	1940-09-18	UHC-67372-25	7692414322	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-52227	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more

9,980 rows, page 161 of 200Previous Next