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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63467	TPA	Evelyn F Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-423114	CLM	Jonathan V Santiago	1966-04-23	—	—	3230 Market St, San Diego, CA, 92185	0.50	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
ENR-136586	ENR	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-54301	TPA	Charlotte Greene	—	—	—	9599 Park Pl, San Antonio, TX, 78260	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-415606	CLM	Beverly Garza	1973-04-17	UHC-81899-11	5735185683	1411 Indian School Rd, Scottsdale, AZ, 85273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401216	CLM	Ethan Maldonao	1970-10-25	—	5677378172	2378 Sunset Blvd Apt 39, Phoenix, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121318	ENR	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56364	TPA	Linda N Patterson	—	—	—	9882 Oak St, San Antonio, TX, 78260	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-137601	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-137602	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-20381	PRV	Katherine Carpenter	1949-04-23	UHC-20620-59	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120657	ENR	Charlotte Le	1992-07-09	UHC-00963-84	3487060294	928 Hillcrest Rd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29492	PRV	Bryan Clark	1978-05-19	—	3174122429	705 Camelback Rd Apt 27, Tampa, FL, 33638	0.50	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-131894	ENR	Melissa Harper	1989-08-25	UHC-49551-95	6718921974	3459 River Rd, Las Vegas, NV, 89101	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400042	CLM	Eric James	2006-07-22	—	—	6336 Hillcrest Rd # 398, San Diego, CA, 92145	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28718	PRV	Eveyln Smith	1939-01-01	—	6727020342	7492 Ridge Rd Apt 9, Fresno, CA	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112670	ENR	Judy V Hanson	1999-12-04	UHC-90420-08	4399407484	5974 Ridge Rd, Los Angeles, CA, 90098	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101767	ENR	Edward L Perez	1969-07-23	UHC-70988-21	8369287540	7363 Meadow Ln, Houston, TX, 77093	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20338	PRV	Carolyn Barnes	1978-04-07	—	6933852923	6013 Church St, Las Vegas, NV, 89151	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25492	PRV	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140997	ENR	Amanda L George	1985-07-05	UHC-69524-04	9428066070	742 Oak St, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420737	CLM	Rebecca Henry	—	UHC-09021-94	—	8916 Spring St, Los Angeles, CA, 90017	0.50	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-403352	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	7966453095	8802 Jefferson Ave, Plano, TX, 75017	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431491	CLM	Kimberly Little	1941-09-26	UHC-05525-16	8494375336	5743 Valley View Dr, Las Vegas, NV, 89140	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126193	ENR	Mariana E Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ, 85338	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407268	CLM	Kenneth J Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct # 778, Chandler, AZ, 85228	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-108238	ENR	Vincent Rodriguez	1950-05-23	UHC-00309-05	6636277464	6259 Oak St, Tucson, AZ, 85753	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61059	TPA	Ashley Oliver	1973-04-06	—	—	229 Bayshore Dr, Gilbert, AZ, 85201	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57700	TPA	Nicholas Montgomery	1976-12-24	—	2747217289	8660 Baseline Rd, San Antonio, TX, 78250	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404180	CLM	Ryan Rivera	1974-02-14	UHC-04975-49	—	6236 Desert Sky Blvd Apt 6, Mesa, AZ, 85258	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54697	TPA	Sarah Bowman	1983-04-27	—	—	3180 Apache Blvd, Los Angeles, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-418087	CLM	Margaret Mills	1980-01-24	—	5575713213	2628 Market St, Phoenix, AZ, 85023	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58576	TPA	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd # 643, Tempe, AZ, 85271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-124552	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA, 95810	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129631	ENR	Megan V Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
TPA-56561	TPA	Wei Romero	1986-01-19	—	2228584516	8922 Willow Ct Apt 12, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418232	CLM	Eugene Soto	1991-01-02	UHC-38273-80	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124440	ENR	Lawrence V Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415440	CLM	Jackie Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138721	ENR	Judith I Sanchez	1953-05-23	UHC-37863-85	—	4710 Maple Ave, Jacksonville, FL, 32210	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Street suffix standardised+3 more
ENR-123009	ENR	Bobby T Mendez	1987-11-04	UHC-62846-21	3643893026	5296 Central Ave, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415660	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH, 43233	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-22012	PRV	Denise Ryan	1976-07-02	UHC-47417-64	7302017277	5141 Baseline Rd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107065	ENR	Arjun Bradley	1959-04-16	UHC-26745-33	—	1459 Ocean Ave, Dallas, TX, 75254	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-429614	CLM	Mason Carlson	1946-09-16	UHC-73897-98	—	9434 Willow Ct, Orlando, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62193	TPA	William Cook	2002-03-27	—	—	221 Baseline Rd, Seattle, WA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
CLM-414050	CLM	Omar D Nguyen	1997-06-08	UHC-18431-18	—	5478 Lake View Rd Apt 21, Tampa, FL, 33621	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-119741	ENR	Eugene Moreno	1942-03-06	UHC-59661-81	2469720952	8528 Maple Ave # 368, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22001	PRV	Benjamin B Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419198	CLM	Deborah West	1945-06-11	UHC-15597-12	—	479 Oak St, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more

71,257 rows, page 68 of 1,426Previous Next