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
CLM-423764	CLM	Margaret P Stevens	1981-12-12	UHC-74068-29	—	7419 Baseline Rd, Atlanta, GA, 30383	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413713	CLM	Samantha T Diaz	1998-08-23	UHC-92123-72	—	1859 Meadow Ln, Tucson, AZ, 85789	0.68	Phone missing area code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422992	CLM	Brittany Alexander	1988-01-14	UHC-44945-33	—	7028 Lincoln Way, Glendale, AZ, 85361	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-425172	CLM	Brenda Curz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX, 75087	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57755	TPA	Henry Jacobs	1983-09-26	—	3334796139	9810 Palm Dr, Houston, TX, 77083	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-136094	ENR	John H Alvarez	1946-04-19	UHC-74179-09	3626012524	910 Sunset Blvd, Gilbert, AZ, 85216	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-52936	TPA	Virginia Hoffman	1947-09-20	—	—	4417 Spring St, Plano, TX, 75000	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-411532	CLM	Logan Collins	1944-12-21	UHC-11070-99	—	9814 Pine Dr, Las Vegas, NV, 89137	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408925	CLM	Barbara Austin	1954-11-01	UHC-00126-43	—	7031 Market St, Orlando, FL, 32887	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115944	ENR	Kenneth D Riley	1956-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
TPA-53685	TPA	Jcqueline Grant	1978-12-02	—	—	9887 Spring St, Charlotte, NC, 28269	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418927	CLM	Aaron Cox	1973-07-25	—	—	4580 Elm St, Mesa, AZ, 85201	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-112836	ENR	Cynthia Y Ford	1951-09-23	UHC-92645-67	5759134166	2718 Ridge Rd, Los Angeles, CA, 90098	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-110367	ENR	Nicholas Oliver	1954-11-23	UHC-24004-12	3185514214	270 Palm Dr, Austin, TX, 78719	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-116506	ENR	Sean D Freeman	1966-03-08	UHC-70386-67	3606138729	9782 Grand Ave, Seattle, WA, 98171	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
TPA-55482	TPA	Elizabeth Shaw	1951-01-16	—	3456900956	4539 Oak St, Gilbert, AZ, 85281	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412025	CLM	Diego Kennedy	1961-05-03	UHC-16765-65	—	9183 Apache Blvd, Austin, TX, 78783	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57802	TPA	Andrea Patel	2008-04-01	—	—	9262 Hillcrest Rd, Columbus, OH, 43201	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418046	CLM	Joseph Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109916	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	189 Lincoln Way Apt 2, San Antonio, TX, 78214	0.68	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed
CLM-431578	CLM	Pamela Woods	1997-01-27	UHC-24441-51	—	5461 River Rd, Sacramento, CA, 95888	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-138570	ENR	Brandun Davis	1984-01-06	UHC-42245-62	6588525919	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138172	ENR	Yukki Walker	1939-08-08	UHC-92170-03	4015321593	3710 Willow Ct, Scottsdale, AZ, 85202	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-138171	ENR	Yukki Walker	1939-08-08	UHC-92170-03	4015321593	3710 Willow Ct, Scottsdale, AZ, 85202	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-104873	ENR	Amy Alvarado	1976-08-13	UHC-80360-58	6224939984	4689 Spring St, Las Vegas, NV, 89132	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
CLM-432164	CLM	Rachel Holmes	1982-08-28	—	—	9194 Desert Sky Blvd Apt 19, Los Angeles, CA, 90001	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-107372	ENR	Amanda Alvarez	1987-08-08	UHC-52288-81	3183034512	1468 Apache Blvd, Houston, TX, 77004	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-103559	ENR	Gary B Martin	1975-05-19	UHC-24825-66	4747772931	8737 Main St, Denver, CO, 80251	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-121659	ENR	Willie Walker	1978-11-27	UHC-08462-20	—	6371 Meadow Ln, Seattle, WA, 98110	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-109463	ENR	Deborah Jackson	—	UHC-89997-70	—	8786 Jefferson Ave, Las Vegas, NV, 89108	0.68	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed
CLM-414133	CLM	Karen N Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-127132	ENR	Mark U Estrada	1989-09-12	UHC-34804-58	9628403991	3650 Apache Blvd, Eden Prairie, MN, 55394	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-139549	ENR	David Marshall	1965-08-17	UHC-68634-52	7239458311	5382 Canyon Rd, Columbus, OH, 43290	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-128160	ENR	Mratha Griffin	1962-01-22	UHC-27032-07	—	3725 Main St, Mesa, AZ, 85276	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-416207	CLM	Maria Meyer	1957-11-25	UHC-73025-52	—	7272 Mesa Dr, Dallas, TX, 75247	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-416206	CLM	Maria Meyer	1957-11-25	UHC-73025-52	—	7272 Mesa Dr, Dallas, TX, 75247	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-421668	CLM	Danielle G Nichols	1940-03-06	UHC-84780-74	5603924832	4735 Harbor Blvd, Austin, TX, 78770	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-109217	ENR	Sophia P George	1995-08-28	UHC-31507-97	9139925656	7428 Lake View Rd, Eden Prairie, MN, 55312	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-56656	TPA	Grace Jenkins	1998-10-08	—	—	4259 Sage Ct, Tampa, FL, 33608	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-136821	ENR	Arthur Kelley	—	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.68	Date of birth unreadable State code upper-cased ZIP+4 trimmed Whitespace trimmed
TPA-61085	TPA	Sara Hoffman	1944-11-21	UHC-72647-57	—	4871 Forest Ave, Fresno, CA, 93792	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-108224	ENR	Fatima K Nguyen	1965-07-25	UHC-99893-15	2286079747	8557 Camelback Rd, Miami, FL, 33104	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-102124	ENR	Abigail O Perkins	1971-04-28	UHC-99873-07	6343535772	7914 Oak St, Columbus, OH, 43289	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-24565	PRV	Tyler Luna	1977-07-09	—	8569158143	1937 Meadow Ln, Atlanta, GA, 30361	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-54008	TPA	Steven Johnson	—	—	—	5694 Union St, Chandler, AZ, 85244	0.68	Date of birth missing ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-415048	CLM	Danielle A Ramirez	1966-02-11	UHC-72750-13	7599178217	8031 Spring St, Miami, FL, 33107	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-402523	CLM	Dannis Lopez	1962-10-07	UHC-83888-95	—	2194 Church St, Seattle, WA, 98106	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400419	CLM	Amanda Jensen	1965-12-05	UHC-53230-53	—	4743 Park Pl, Columbus, OH, 43220	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413378	CLM	Jesse Richards	1969-03-05	UHC-63467-74	7083178157	1959 Lincoln Way, Las Vegas, NV, 89135	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-63325	TPA	Ronald Thomas	1999-03-07	—	—	700 Grand Ave Apt 11, Los Angeles, CA, 90054	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 123 of 166Previous Next