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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127905	ENR	Shirley L Morris	1985-03-17	UHC-89888-33	2182862611	7543 Canyon Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
ENR-102616	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St, Dallas, TX, 75296	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141845	ENR	Wayne V Dean	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108625	ENR	Eugene G Cox	1983-02-14	UHC-38773-39	9205851897	28 Spring St Apt 20, Miami, FL, 33105	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109541	ENR	Lisa J Bryant	1997-02-06	UHC-10875-81	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103912	ENR	Santiago U Montgomery	1957-05-16	UHC-14592-19	5512532287	6139 Sunset Blvd, Plano, TX, 75047	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120971	ENR	Olivya D Hunter	1948-05-23	UHC-36158-75	2374301747	785 Cedar Ln Apt 40, Seattle, WA, 98166	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114866	ENR	Maria Y Sngh	1987-02-18	UHC-25269-47	4212876631	3060 Lincoln Way, Austin, TX, 78790	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119356	ENR	Carol Bishop	1992-06-15	UHC-23853-93	2999235884	8981 Church St, Columbus, OH, 43232	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135516	ENR	Anna P Ortiz	1950-04-27	UHC-17770-72	4955288843	7138 Forest Ave, Jacksonville, FL, 32293	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142871	ENR	Carol X Montgomery	1940-02-12	UHC-00036-56	5968147229	7758 Desert Sky Blvd, Tampa, FL, 33697	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118171	ENR	Alexis F Peterson	1971-06-13	UHC-41655-03	2862788240	3155 Camelback Rd, Austin, TX, 78766	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-112485	ENR	Margaret L Stone	1979-11-12	UHC-82032-35	5038517790	5524 Pine Dr, Plano, TX, 75014	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120255	ENR	Walter Aguilar	2001-02-15	UHC-45116-92	9019774333	2327 Ridge Rd, Dallas, TX, 75247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111975	ENR	Willie Stephens	1957-11-02	UHC-37196-32	6005121032	9514 Maple Ave, Mesa, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-107683	ENR	Randy Reid	1953-07-28	UHC-70283-31	4143437462	8551 Washington St, Las Vegas, NV, 89101	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127921	ENR	Rebecca Park	1981-01-12	UHC-63041-07	5574085092	119 Market St, Fresno, CA, 93758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111261	ENR	Anna Mason	1996-04-17	UHC-83078-50	2546820406	5640 Harbor Blvd, Tucson, AZ, 85781	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124340	ENR	Bruce R Sanchez	1958-03-21	UHC-55488-72	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109186	ENR	Roy M Burke	1983-06-10	UHC-62696-46	9533327951	3888 Oak St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112707	ENR	Bishop Kathleen	1956-12-25	UHC-56849-46	4532993828	9143 Grand Ave, San Antonio, TX, 78206	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131733	ENR	Charles P Murray	1952-01-15	UHC-35400-66	6703295030	8544 Apache Blvd, Nashville, TN, 37208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133441	ENR	Diego Kennedy	—	UHC-03807-20	4146203493	6394 Central Ave, Los Angeles, CA, 90071	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103429	ENR	Natalie Payne	1987-09-12	UHC-22342-22	6493787170	2230 Palm Dr, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130408	ENR	Joseph F Rice	1940-03-25	UHC-28149-34	2445973218	2675 Ocean Ave, Austin, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128679	ENR	Andrew K Tucker	1980-06-07	UHC-92091-72	8538245953	336 Indian School Rd, Sacramento, CA, 95842	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-131386	ENR	Willie G Schmidt	2001-04-01	UHC-48367-52	6686292085	7045 Desert Sky Blvd, Jacksonville, FL, 32210	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117648	ENR	Barbara C Edwards	1951-10-01	UHC-91524-18	8699664205	4467 Ocean Ave, Seattle, WA, 98174	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110306	ENR	Christopher I Santos	1995-05-06	UHC-66123-93	3859521845	609 Spring St, Eden Prairie, MN, 55332	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102445	ENR	Frances Ray	1988-10-13	UHC-36209-53	2533795889	2798 Mesa Dr Apt 34, Charlotte, NC, 28263	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107547	ENR	Anna Meyer	1938-09-23	UHC-27108-48	7529064013	1046 Palm Dr, Houston, TX, 77007	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117446	ENR	Eric S Barnes	1982-03-02	UHC-25921-67	7614412740	927 Palm Dr # 906, Charlotte, NC, 28260	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127443	ENR	Paul D Benett	1970-06-17	UHC-74898-50	9694094238	479 Camelback Rd, Austin, TX, 78772	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132123	ENR	Russell T George	2005-01-25	UHC-35845-96	5175327379	613 Apache Blvd, Charlotte, NC	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-111601	ENR	Lindda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123163	ENR	Lucai Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124937	ENR	Judith G Burns	1978-04-16	UHC-74937-93	2458534053	8847 Pine Dr, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-110999	ENR	Brandon Johnston	1994-03-05	UHC-18239-79	8106611108	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130414	ENR	Denise T Vargas	1949-10-23	UHC-01600-93	6146730135	4158 Central Ave, Nashville, TN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105710	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121998	ENR	Omar Hicks	1993-06-28	UHC-71644-16	9682023886	1129 Indian School Rd, Glendale, AZ, 85347	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109386	ENR	Helen N Kelley	1996-05-12	UHC-08411-81	7704623558	9444 Valley View Dr, Columbus, OH, 43248	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137815	ENR	Sharon F Martin	1946-05-10	UHC-49913-33	9199233370	2983 Forest Ave, Seattle, WA, 98144	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109130	ENR	Dennis Stephens	1971-12-20	UHC-47797-27	2939222173	1079 Indian School Rd, Glendale, AZ, 85337	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115711	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126114	ENR	Daniel R Ellliott	1944-03-10	UHC-52792-25	8264030069	8182 Washington St, San Diego, CA, 92172	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-125889	ENR	Samuel N Fields	1973-02-01	UHC-70900-77	6908229153	2094 Desert Sky Blvd, Fresno, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140751	ENR	Pamela Webb	1959-08-09	UHC-44862-76	5886398018	6001 Church St, Austin, TX, 78760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116040	ENR	Reynolds Christian	1969-06-13	UHC-89526-48	8917377096	1150 Meadow Ln, Plano, TX, 75080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102640	ENR	Doris Owens	1976-10-07	UHC-50196-22	4906184510	3552 Highland Ave, Minneapolis, MN, 55408	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 94 of 564Previous Next