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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423744	CLM	Jordn Rice	1965-09-13	—	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-115929	ENR	Daniel Hansen	1942-12-22	UHC-80355-44	2868118561	5594 Willow Ct, Tampa, FL, 33655	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-108382	ENR	Sarah Flores	1990-11-24	UHC-21130-56	4568005123	6483 Lincoln Way, Los Angeles, CA, 90058	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
CLM-405386	CLM	Isabella K Andrews	1959-10-19	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414311	CLM	Andrew Dean	1943-03-23	UHC-47206-76	3585817310	5529 Church St, Houston, TX, 77018	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424383	CLM	Richard N Chapman	1999-11-01	—	—	5513 Desert Sky Blvd, Plano, TX, 75012	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-58850	TPA	Andrea Kim	1945-04-05	UHC-46800-07	4242687065	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-133570	ENR	Austin O Lee	2000-05-26	UHC-81303-45	—	5117 Hillcrest Rd, San Antonio, TX, 78200	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-412657	CLM	Justin Rodriguez	1981-01-25	UHC-14976-96	2034768363	5750 Desert Sky Blvd, Dallas, TX, 75286	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-131400	ENR	Marcus M Ramirez	1978-04-23	UHC-97185-04	8822519158	8995 Sage Ct, Mesa, AZ, 85298	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
CLM-430356	CLM	Atnhony Elliott	1979-10-12	UHC-44993-10	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427313	CLM	Brenda Stewart	1958-03-28	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419900	CLM	Kathryn Robinson	1968-05-13	—	—	8157 Ridge Rd, Charlotte, NC, 28201	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
ENR-102016	ENR	Wayne Mitchell	1969-03-13	UHC-39406-06	9322550645	6633 Central Ave, Fresno, CA, 93789	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
CLM-412748	CLM	Austin Simpson	1993-02-27	UHC-42582-05	—	3090 Ocean Ave, Los Angeles, CA, 90093	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-426283	CLM	Nathan Crawford	2002-06-03	UHC-83107-81	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-123244	ENR	Olivia S Gilbert	1944-05-17	UHC-20851-36	3075504591	3145 Willow Ct, Gilbert, AZ, 85229	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-141204	ENR	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	4451 Grand Ave, Eden Prairie, MN, 55344	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-421167	CLM	Ashley Patterson	1989-04-24	UHC-07593-45	—	9026 Lake View Rd, Denver, CO, 80220	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
PRV-29448	PRV	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL, 32254	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-105542	ENR	Evelyn Gomez	1964-11-10	UHC-57767-40	7547276835	9527 Broadway, Orlando, FL, 32876	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
PRV-29543	PRV	Catherine L Bennett	1980-01-12	UHC-58898-70	2587124462	939 Ocean Ave, Austin, TX, 78790	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419554	CLM	Brittany Jensen	2006-05-17	UHC-37798-78	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
TPA-56934	TPA	Carol Phillips	1977-12-05	—	6265882479	8747 Apache Blvd, Plano, TX, 75076	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
CLM-407878	CLM	Richard Pierce	2001-02-08	UHC-33815-88	—	2290 Grand Ave, San Antonio, TX, 78224	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416083	CLM	Lori George	1947-08-05	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423299	CLM	Nathan Turner	1987-05-06	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26745	PRV	Kyle V Butler	1991-11-28	UHC-96998-42	5079532266	1483 Canyon Rd, Charlotte, NC, 28268	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-126614	ENR	Mark Castillo	1985-09-07	UHC-24588-06	4628388480	1800 Central Ave, Orlando, FL, 32856	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
PRV-20630	PRV	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.80	Two-digit birth year City re-cased Email lower-cased Whitespace trimmed
TPA-51788	TPA	Albert I Kim	1989-09-03	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27839	PRV	Theresa Rios	2008-07-20	UHC-59751-66	—	3083 Sage Ct, Houston, TX, 77063	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-134871	ENR	Roger Z Gardner	2006-09-08	UHC-32127-88	5328751699	—	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
PRV-24499	PRV	Sean Meyer	1949-11-03	—	4655735390	158 Mesa Dr, Tucson, AZ, 85781	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-429082	CLM	Lawrence Andrews	1972-09-22	—	—	5488 Spring St, Eden Prairie, MN, 55320	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21760	PRV	Ryan Le	1979-11-28	—	2245858486	9613 Broadway, Seattle, WA, 98100	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58178	TPA	Camila Howell	1993-08-02	—	2122468677	882 Harbor Blvd, Phoenix, AZ, 85036	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-136428	ENR	Emily T Lane	2002-08-21	UHC-37845-55	4249583285	6688 Washington St, Glendale, AZ, 85325	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-59295	TPA	Arthur Parker	1971-03-13	—	9207608700	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27083	PRV	Timothy O Griffin	1977-11-03	UHC-74484-31	6443016484	3387 Hillcrest Rd, Austin, TX, 78761	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-425248	CLM	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50705	TPA	Sandra Boyd	1973-03-18	—	—	1044 Spring St, Tucson, AZ, 85737	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-425504	CLM	Joseph Bradley	2005-11-16	UHC-09212-23	—	7644 Park Pl, Charlotte, NC, 28237	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-58206	TPA	Victoria Q Fowler	1988-03-09	—	—	6435 Washington St, Orlando, FL, 32847	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-106016	ENR	Sandra J Jimenez	1972-03-07	UHC-84347-38	4215174284	5372 Sunset Blvd, Columbus, OH, 43263	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-133223	ENR	Mason Y Chavez	1977-11-05	UHC-05258-48	3813841263	4773 Highland Ave, Eden Prairie, MN, 55366	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-129357	ENR	Joshua Payne	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-423248	CLM	Sophia Lawrencce	1989-05-04	UHC-54923-39	2544280562	2752 Valley View Dr, Charlotte, NC, 28215	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-421056	CLM	Gregory Walker	1959-11-26	UHC-01696-10	4745571305	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403223	CLM	Michael S Campbell	2005-09-05	UHC-94863-84	7468972594	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared

6,661 rows, page 119 of 134Previous Next