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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133325	ENR	Austni Lucas	1946-01-03	UHC-48528-99	9576645396	6727 Church St, Mesa, AZ	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-410181	CLM	Sandra Tucker	1962-06-06	—	7495152251	4843 Grand Ave Apt 34, San Diego, CA, 92176	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-403010	CLM	Dennis Nguyen	2000-08-27	UHC-55252-88	9455656377	2025 Willow Ct, Nashville, TN, 37224	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-125317	ENR	David N Schultz	2002-11-23	UHC-36109-07	4714707157	3708 Baseline Rd, San Antonio, TX, 78257	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53709	TPA	Carol Myers	1977-12-17	UHC-11827-96	4998895708	6335 Church St, Seattle, WA, 98126	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113921	ENR	Brittany Dean	1956-10-08	UHC-88757-02	8323029322	579 Ridge Rd, Denver, CO, 80204	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-131465	ENR	Charles G Perry	1953-09-03	UHC-24528-85	8819610904	3200 Mesa Dr, Glendale, AZ, 85307	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-55992	TPA	Elijah Y Castillo	1939-10-27	—	7807303324	2196 Elm St, Chandler, AZ	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23298	PRV	Terry Arnold	1952-02-27	—	—	5298 Elm St, Sacramento, CA, 95877	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-429334	CLM	Barbara Kennedy	1967-03-23	UHC-82530-02	5426164266	4915 Elm St, Tampa, FL	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130446	ENR	Richard Hansen	1959-10-08	UHC-25477-10	3505892402	1452 Cedar Ln # 851, Nashville, TN, 37215	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-110645	ENR	Randy Wood	1981-05-19	UHC-10379-19	7357520739	4592 Desert Sky Blvd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-61274	TPA	Cheryl Perez	1990-04-03	—	—	260 Lake View Rd, San Diego, CA, 92101	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-423417	CLM	Emily Snyder	1990-07-08	—	—	5701 Hillcrest Rd, Seattle, WA, 98150	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-104513	ENR	Nancy V Santiago	1977-01-19	UHC-01581-34	8404222900	7831 Market St # 701, Las Vegas, NV, 89116	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-430644	CLM	Rebecca Gardner	1948-03-04	UHC-93513-53	4163847386	9408 Union St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-415715	CLM	Charlotte Lopez	1943-04-20	UHC-02280-02	6534522422	1647 Spring St, Tempe, AZ, 85236	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-103805	ENR	Tony B Gilbert	1968-05-02	UHC-97232-04	8368966269	6768 Church St, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-55889	TPA	Charles Bradley	1988-08-19	—	4743025278	1556 Willow Ct, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-422653	CLM	Lori Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28257	PRV	Grace Phillips	1971-09-14	—	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-138995	ENR	Barbara A Rodriguez	1954-04-20	UHC-58424-93	7292017508	8259 Sage Ct, Phoenix, AZ, 85014	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116199	ENR	Mdaison Padilla	1963-07-01	UHC-08831-32	5458405782	409 Bayshore Dr, Fresno, CA, 93733	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26022	PRV	Catherine Gonzales	1976-10-27	—	9054132211	8551 Lake View Rd Apt 28, Los Angeles, CA, 90032	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-139175	ENR	Keith Adams	1965-02-05	—	3974342422	1984 Church St, San Antonio, TX, 78298	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25440	PRV	Bobby Wright	1995-04-03	—	4846556424	8097 Central Ave, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105949	ENR	Kathryn Perez	1986-11-13	UHC-05255-47	4134831790	1011 Indian School Rd # 420, Seattle, WA, 98117	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-414522	CLM	Mateo Perez	—	—	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-416927	CLM	Jeremy L Reed	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr # 754, Nashville, TN, 37237	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-27104	PRV	Ann E Grant	2000-11-02	UHC-64263-73	6185009961	3438 Hillcrest Rd, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132705	ENR	Austin Benett	1948-10-24	UHC-98289-93	2318273358	7038 Mesa Dr, Gilbert, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141414	ENR	Michelle I Austin	1983-10-27	UHC-36989-92	3093520686	2830 Jefferson Ave # 392, Mesa, AZ, 85244	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-141106	ENR	Ana T Rodriguez	1950-02-13	UHC-52673-18	3977060063	7984 Palm Dr, San Diego, CA, 92126	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101420	ENR	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd # 682, Sacramento, CA, 95827	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-133292	ENR	Ahmed G Li	—	UHC-22067-18	8592720573	754 Elm St, Seattle, WA, 98104	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-125901	ENR	Denise Byd	1943-06-25	UHC-49446-36	8582052390	3478 Bayshore Dr Apt 6, Tampa, FL, 33645	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-406778	CLM	Alexander L Hunt	2003-02-22	UHC-71385-53	5186728875	2344 Church St, Miami, FL, 33166	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142680	ENR	Evelyn Frnaklin	1956-10-02	UHC-47615-63	7313852638	5532 Cedar Ln, Mesa, AZ, 85268	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133125	ENR	Gerald R Russell	1951-07-01	UHC-95632-60	9252030479	6855 Maple Ave, Tucson, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102821	ENR	Bryan Warren	1974-02-14	UHC-40178-96	7282132622	8514 Desert Sky Blvd, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114365	ENR	Jacqueline B Cox	1978-10-27	UHC-39035-76	5398218201	521 Union St, Scottsdale, AZ, 85277	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431909	CLM	Zachary Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25257	PRV	Debra Andesron	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+4 more
TPA-60680	TPA	Rebecca Myers	1985-12-02	—	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133964	ENR	Carol H Day	1965-09-01	UHC-08350-05	7899428724	4642 Lake View Rd # 217, Sacramento, CA, 95856	0.48	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-57060	TPA	Camila W Walsh	1960-01-13	—	7716885768	2775 Harbor Blvd, Tempe, AZ, 85215	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-55854	TPA	Carolyn Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132970	ENR	Michele J Tucker	1939-07-22	UHC-99041-10	—	5313 Broadway # 171, Gilbert, AZ, 85269	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
TPA-62445	TPA	Santiago Adams	1981-12-07	—	—	9625 Camelback Rd, Jacksonville, FL, 32274	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104454	ENR	Jessica G Brns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

16,828 rows, page 30 of 337Previous Next