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 “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
ENR-136009	ENR	Ahmed N Grant	1988-04-16	UHC-81442-49	2307558400	8056 Sage Ct Apt 20, Nashville, TN, 37279	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100801	ENR	Lerry S Richardson	—	UHC-30947-57	—	8965 Palm Dr, Phoenix, AZ, 85094	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+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-127900	ENR	Janet E Brown	1939-08-23	UHC-78003-20	6197299720	1614 Washington St, Dallas, TX, 75288	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+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-110168	ENR	Ronald Harrison	2004-05-22	UHC-33242-35	6353281212	8077 Maple Ave, Denver, CO, 80267	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125960	ENR	Amber P Bradley	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-107301	ENR	Brian X Martin	1955-12-12	UHC-59137-20	—	8828 Cedar Ln, Seattle, WA, 98113	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-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-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-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-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-105955	ENR	Torres Janet	1984-02-13	UHC-48740-56	5929955683	4107 Bayshore Dr, Phoenix, AZ, 85014	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-123128	ENR	Jesse Walsh	1944-08-24	UHC-06548-56	—	5398 Willow Ct, Seattle, WA, 98151	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-119151	ENR	Jeffrey Morales	1946-12-07	UHC-24187-91	6006902413	6273 Harbor Blvd, Tempe, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-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-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-120095	ENR	Jeremy X Vegga	1977-08-14	UHC-89426-04	—	3125 Sunset Blvd, Denver, CO, 80214	0.62	Street suffix standardised Address re-cased City re-cased Email lower-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-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-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-106405	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	—	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Member ID 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-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-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-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-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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-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-134642	ENR	Weber Amanda	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
ENR-103495	ENR	Amy Watson	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd, San Diego, CA, 92158	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

16,916 rows, page 57 of 339Previous Next