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
TPA-50052	TPA	Diane A Scott	1964-07-16	—	5066798842	6799 Main St, Los Angeles, CA, 90010	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-53165	TPA	Jason F Ryyan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432209	CLM	Raymond Maldonado	1969-10-23	UHC-59420-59	—	4552 Market St, Columbus, OH, 43285	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-123745	ENR	Dorothy Austin	1949-11-11	UHC-48631-14	4625337469	8657 Oak St, Los Angeles, CA, 90068	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140898	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-140899	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-28542	PRV	Yuki O Maldonado	1980-05-26	—	6806785902	647 Church St, Orlando, FL, 32802	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23194	PRV	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-58974	TPA	David Rogers	1950-12-15	—	6937497399	5317 Washington St, Mesa, AZ, 85218	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400070	CLM	Ambber Wells	1979-06-25	—	2665950799	299 Meadow Ln, Houston, TX, 77014	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407691	CLM	Eugene H Kelly	1976-07-07	UHC-59154-82	—	1751 Valley View Dr, Miami, FL, 33148	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-115527	ENR	Luis H Munoz	1963-10-07	UHC-84496-65	5683113536	8503 Oak St, Atlanta, GA, 30354	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-406860	CLM	Green Luis	1980-09-23	—	8744117899	1792 Mountain View Dr, San Antonio, TX, 78270	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-110939	ENR	Alex R Gutierrez	1968-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431320	CLM	Joe Thomas	2007-03-01	UHC-54570-05	7639533045	8252 Main St, Plano, TX, 75033	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422395	CLM	Joshua Payne	1938-09-03	—	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-410833	CLM	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave # 267, Tampa, FL, 33615	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429941	CLM	Patrick Sanders	2005-09-06	—	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135821	ENR	Jordan J Boyd	1962-06-03	UHC-82021-98	5339654881	5668 Union St Apt 1, Minneapolis, MN, 55466	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-415269	CLM	Jesse Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-409421	CLM	Luis Richards	1969-08-21	UHC-28814-43	—	6338 Indian School Rd, Gilbert, AZ, 85225	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-113826	ENR	Ahmed Z Burke	1958-06-22	UHC-38144-72	3877647745	2720 Spring St Apt 19, Minneapolis, MN, 55435	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113260	ENR	Carolyn Moore	—	UHC-65072-52	2204956098	8841 Jefferson Ave, Nashville, TN, 37223	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-119166	ENR	Ashley Alvarado	1992-05-17	UHC-25866-63	5858307848	5400 Washington St, Atlanta, GA, 30377	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-401340	CLM	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136539	ENR	Lgan Q Tran	1997-05-11	UHC-26362-90	7296500155	4762 Canyon Rd, Plano, TX, 75057	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136039	ENR	Lucia Gonzalez	1978-07-05	UHC-77260-89	7632052821	3897 Bayshore Dr, Sacramento, CA, 95873	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139290	ENR	Daniels Jeremy	—	UHC-69692-81	3699227925	4069 Oak St, Denver, CO, 80219	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108636	ENR	Brenda Riley	1954-12-20	UHC-37821-16	9562203055	2264 Park Pl Apt 19, Scottsdale, AZ, 85275	0.50	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-142960	ENR	William Thomas	1966-01-16	UHC-30395-04	5535949350	6199 Cedar Ln, Seattle, WA, 98173	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410745	CLM	Vega P Joan	1975-02-05	—	7459971291	2744 Market St, Glendale, AZ, 85331	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23075	PRV	Ralph S Fields	1980-02-01	—	5338715128	7885 Washington St, Columbus, OH, 43225	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400495	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400496	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-126423	ENR	Ashley Murray	1984-07-27	UHC-29306-70	4915297452	8578 Harbor Blvd, Orlando, FL, 32891	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-56361	TPA	George M Torres	1964-05-20	UHC-42020-09	9294162649	4804 Market St, Mesa, AZ, 85267	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-126422	ENR	Pirya Y Ramos	1960-03-13	UHC-54011-48	2178346182	814 Apache Blvd, Miami, FL, 33179	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101934	ENR	Robert C Alexander	1959-03-08	UHC-08776-21	—	814 Camelback Rd, Orlando, FL, 32866	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52872	TPA	Carl Pnea	1953-07-21	—	—	6299 Central Ave, Tempe, AZ, 85283	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-402427	CLM	James Chen	1961-02-13	UHC-30142-52	8594009501	2201 River Rd, Tucson, AZ, 85704	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414181	CLM	Mason Russell	—	—	9512185992	3902 Apache Blvd, Miami, FL, 33146	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-26195	PRV	Henry Myeers	1953-05-04	—	2132071418	2969 Cedar Ln, Las Vegas, NV, 89100	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109418	ENR	Henry Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct, Chandler, AZ, 85285	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119719	ENR	George S Hernandez	1955-03-23	UHC-67581-90	2286317709	6868 Ridge Rd # 437, Mesa, AZ, 85297	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-26269	PRV	Diana Lane	1990-09-25	UHC-80512-97	8243077412	3391 Indian School Rd # 279, Mesa, AZ, 85265	0.50	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
CLM-429323	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.50	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+3 more
ENR-140994	ENR	Susan Contreras	1963-04-01	UHC-06057-20	—	7437 Sage Ct, Columbus, OH, 43295	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-139579	ENR	Ethan E Gardner	1961-03-01	—	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410765	CLM	Brittany Fowler	1948-04-11	—	7738311115	4303 Lake View Rd Apt 28, San Antonio, TX, 78274	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128765	ENR	Keith Long	1985-12-28	UHC-61870-19	3656913767	8925 Highland Ave, Jacksonville, FL, 32227	0.50	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+3 more

8,263 rows, page 32 of 166Previous Next