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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125985	ENR	Christina W Lewis	1955-08-23	UHC-10969-44	5348596742	8303 Indian School Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139830	ENR	Tomas Robinson	1986-01-11	UHC-59732-27	3229527203	8098 Sunset Blvd, Miami, FL, 33169	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-109408	ENR	Henry E Miller	1963-04-22	UHC-82425-52	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-142832	ENR	Sandra C Simpson	1957-03-28	UHC-38213-65	7935757379	6764 Apache Blvd, San Antonio, TX, 78226	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114241	ENR	Alexis W Freeman	1939-02-06	UHC-84619-94	7013294433	199 Bayshore Dr, Charlotte, NC, 28290	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102876	ENR	Roger I Kennedy	2008-08-26	UHC-64119-90	8468393656	3119 Desert Sky Blvd, Tampa, FL, 33615	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134426	ENR	Alan O Greene	1944-11-23	UHC-55208-95	5397331749	9748 Oak St, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104484	ENR	Baker F Roy	1990-07-17	UHC-57070-14	2556490367	3701 Washington St, Tampa, FL, 33607	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-116259	ENR	Janice T Hanson	1966-12-14	UHC-80875-48	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125879	ENR	Jack Byrant	1943-03-28	UHC-24204-39	3223282768	5800 Willow Ct, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142316	ENR	George U Sims	1980-09-19	UHC-72547-69	5022844476	6943 Lincoln Way, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131486	ENR	Aaron Holmes	1996-05-19	UHC-77158-63	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
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-134677	ENR	Scott Garcia	1938-10-27	UHC-93685-32	—	5651 Market St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth 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-137194	ENR	Denise D Dominguez	1972-05-01	UHC-13081-73	8045114895	2833 Palm Dr, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth 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-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-115160	ENR	Kimberly T Berry	1983-04-14	UHC-52540-52	6779848631	8813 Apache Blvd, Mesa, AZ, 85226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128388	ENR	Justin Maldonado	1979-10-04	UHC-51965-78	8946478089	199 Washington St, Miami, FL	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126660	ENR	Elijah A Willaims	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101432	ENR	Sandoval P Willie	2000-02-15	UHC-46612-21	—	5599 River Rd, Fresno, CA, 93749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-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-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-106241	ENR	Amanda P Ward	1970-02-23	UHC-44504-28	3816714921	177 Park Pl, Columbus, OH, 43278	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+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-133401	ENR	Kevin Warren	1988-06-20	UHC-45262-71	5955916148	1936 Indian School Rd, Columbus, OH, 43268	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-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-100537	ENR	Jesse W Moreno	1984-12-15	UHC-81082-27	9195504794	3578 Jefferson Ave, Dallas, TX, 75211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-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-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-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-138323	ENR	Kenneth McDonald	2002-12-23	UHC-23880-38	2342356337	1501 River Rd # 192, Tampa, FL, 33610	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-120942	ENR	Virginia Bennett	2007-07-09	UHC-85901-18	3779212384	3368 Lincoln Way, San Antonio, TX, 78246	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129532	ENR	Ralph A Mendoza	1977-11-03	UHC-00344-49	7793092735	1456 Palm Dr, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142968	ENR	Linda Bishop	1943-05-16	UHC-76949-11	4547007895	1478 Maple Ave, Jacksonville, FL, 32238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 47 of 280Previous Next