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-132987	ENR	Joan O Mills	1970-09-16	UHC-14255-29	5383176581	9345 Elm St, Tampa, FL, 33679	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-110879	ENR	Ethan Torres	1967-05-28	UHC-85992-36	2737448496	5045 Canyon Rd, Glendale, AZ, 85330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101992	ENR	Ethan C Smith	2008-08-23	UHC-62926-64	6178424302	4686 Maple Ave, Eden Prairie, MN, 55387	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137617	ENR	Jordan Sullivan	2001-02-14	UHC-09579-56	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120650	ENR	Karen Lucas	1956-07-02	UHC-43243-09	—	6460 Bayshore Dr, Phoenix, AZ, 85002	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129535	ENR	Edward Q Dunn	1966-12-19	UHC-83791-65	6384123788	4734 Cedar Ln, Los Angeles, CA, 90061	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111399	ENR	Aaron B Duncan	1958-05-10	UHC-17184-61	9012059601	7780 Grand Ave, Atlanta, GA, 30325	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102842	ENR	Margaret C Taylor	1974-07-02	UHC-97983-87	4485380519	7958 Oak St, Houston, TX, 77046	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104012	ENR	Ethan O Stevens	1961-05-25	UHC-83036-06	8316786023	7486 River Rd, Dallas, TX, 75285	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108488	ENR	Eugene Bryant	1969-11-28	UHC-75291-21	4242525480	4957 Ridge Rd, Nashville, TN, 37285	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127503	ENR	Janice Sandoval	2003-12-23	UHC-66768-58	3672848392	8538 Highland Ave, Orlando, FL, 32852	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119756	ENR	Josh U Bowman	1972-02-10	UHC-78350-48	5648005827	6523 Jefferson Ave, Charlotte, NC, 28261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133662	ENR	Luis W Dominguez	1955-05-24	UHC-85052-29	3937968725	42 Washington St, Los Angeles, CA, 90034	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130840	ENR	Cheryl H Butler	1945-11-14	UHC-34460-27	6763001291	6585 Bayshore Dr, Plano, TX, 75038	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101136	ENR	Aaron Payne	1969-11-26	UHC-50453-48	9089543112	9763 Indian School Rd, Glendale, AZ, 85375	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127877	ENR	Susan Z Ellis	2007-01-09	UHC-65143-38	8923009983	1896 Indian School Rd, Seattle, WA, 98134	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141246	ENR	Peter Roberts	2009-09-12	UHC-81497-96	6742520210	1031 Grand Ave, Plano, TX, 75042	0.74	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-108436	ENR	Matthew E Kim	2008-04-21	UHC-77690-05	9362711051	4933 Grand Ave, Houston, TX, 77032	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-135878	ENR	Lori I Armstrong	1939-08-17	UHC-85173-78	2402251345	319 River Rd, Charlotte, NC, 28225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114260	ENR	Brenda D Rojas	1985-06-14	UHC-14306-22	5556592334	1484 Grand Ave, Chandler, AZ, 85228	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102970	ENR	Noah Z Cox	1963-08-03	UHC-36111-12	2144891117	1809 Grand Ave, Los Angeles, CA, 90070	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119201	ENR	Kayla Thompson	1966-10-13	UHC-32429-71	8255817398	8233 Mesa Dr, Jacksonville, FL, 32263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137560	ENR	Hiroshi Tucker	1991-09-26	UHC-97146-79	7358520018	1742 Washington St, Atlanta, GA, 30300	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106701	ENR	Justin Wong	1960-01-10	UHC-66794-56	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-135379	ENR	Christine Hunter	1957-07-13	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118451	ENR	Keith T Hamilton	1946-08-08	UHC-65870-45	—	8584 River Rd, Nashville, TN, 37260	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114961	ENR	Gregory Salazar	1955-03-17	UHC-54013-72	—	5228 Harbor Blvd, Los Angeles, CA, 90079	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114566	ENR	Mari S Hernandez	2002-11-03	UHC-97681-70	—	9486 Maple Ave, Scottsdale, AZ, 85200	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-115842	ENR	Daniel Gray	1980-12-01	UHC-40750-73	9077702615	8185 Spring St, Tampa, FL, 33657	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138008	ENR	Donald Q Santiago	1962-11-04	UHC-92432-89	9396279118	7104 Lake View Rd, Gilbert, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101258	ENR	Joseph P Lucas	1997-08-08	UHC-25670-12	2542346012	6558 Maple Ave, Phoenix, AZ, 85001	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103553	ENR	Kathleen U Madina	1942-08-15	UHC-06034-54	8202887015	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-114753	ENR	Melissa Z Marshall	1955-05-16	UHC-17224-35	8203373837	2349 Harbor Blvd, Gilbert, AZ, 85222	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108211	ENR	Sophia Lynch	1967-10-21	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133426	ENR	Nancy Daniels	1976-11-12	UHC-96138-11	6496387234	8662 Cedar Ln, Orlando, FL, 32823	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123519	ENR	Priya Y Yang	1980-04-17	UHC-59396-46	7162066868	2391 Forest Ave, Columbus, OH, 43253	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132639	ENR	William V Barnes	1979-08-02	UHC-67358-01	7974293706	4881 Main St, Gilbert, AZ, 85234	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113708	ENR	Carol N Butler	1954-08-10	UHC-22113-82	6072984387	3295 Pine Dr, Columbus, OH, 43256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114521	ENR	Barbara R Espinoza	2001-10-25	UHC-95188-55	3637567177	4396 Valley View Dr, Tempe, AZ, 85224	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110111	ENR	Cheryl V Gray	1946-03-05	UHC-73034-83	2326056604	9582 Jefferson Ave, Houston, TX, 77022	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101870	ENR	Melissa D Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116056	ENR	Christina V Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr, Plano, TX, 75013	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133469	ENR	Billy Q Richards	1945-09-14	UHC-02139-91	2894482980	2322 Hillcrest Rd, Minneapolis, MN, 55404	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-133193	ENR	Brian P Simmons	1977-01-14	UHC-33364-58	6004904287	6100 Canyon Rd, Miami, FL, 33116	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100725	ENR	Kevin Z Robinson	1952-10-21	UHC-96843-54	3483275342	1442 Harbor Blvd, Gilbert, AZ, 85298	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135772	ENR	Noah Allen	1972-12-03	UHC-53927-83	3433981602	8632 Mountain View Dr, Seattle, WA, 98156	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102507	ENR	Abby F Schultz	1953-12-18	UHC-83069-97	3069347118	5760 Highland Ave, Eden Prairie, MN, 55358	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114955	ENR	Henry Murray	1946-02-20	UHC-84477-27	3549874866	3057 Forest Ave, Columbus, OH, 43262	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-126686	ENR	Ashley L Lawson	1942-07-23	UHC-23259-90	—	5048 Canyon Rd, Fresno, CA, 93734	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137445	ENR	Megan A Carter	1980-10-13	UHC-66312-14	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more

16,916 rows, page 150 of 339Previous Next