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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135314	ENR	Lisa Tucker	1998-07-05	UHC-66492-90	8345648110	4136 Palm Dr, Tucson, AZ, 85722	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-112699	ENR	Olivia Payne	1994-02-22	UHC-05453-47	3548422595	7289 Highland Ave, Eden Prairie, MN, 55391	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-124326	ENR	Alna Hunt	1941-11-17	UHC-94748-44	7418436421	2719 Lincoln Way, Plano, TX, 75087	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-113512	ENR	Martha S Price	1938-04-19	UHC-69123-31	8369054353	9418 Broadway, Glendale, AZ, 85367	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-137402	ENR	Philip Duncan	1950-09-07	UHC-10517-31	2305463727	2326 Broadway, Phoenix, AZ, 85024	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-118039	ENR	Jack Q Greene	1940-07-18	UHC-46172-29	7664118050	7982 Mesa Dr, Eden Prairie, MN, 55370	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-133505	ENR	Tim Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ, 85252	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-125814	ENR	Valentina Santiago	1992-10-02	UHC-48471-74	6613568837	5323 Broadway, Las Vegas, NV, 89175	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-104172	ENR	Nancy N Brooks	2002-03-20	UHC-38244-67	8553099739	4433 Ocean Ave, San Diego, CA, 92148	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-142529	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL, 33629	0.78	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-119628	ENR	Shiirley Hamilton	1975-01-21	UHC-16649-30	2144207111	6312 Palm Dr, Dallas, TX, 75295	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-107816	ENR	Frances Anderson	1976-02-05	UHC-49348-09	3248346442	7806 Market St, Dallas, TX, 75260	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-119518	ENR	Raymond C Chen	1983-06-10	UHC-81169-12	4628434943	992 Main St, Jacksonville, FL, 32215	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-102671	ENR	Charlotte V Moore	2002-02-05	UHC-23929-63	8357656917	3631 Market St, Minneapolis, MN, 55475	0.78	City re-cased State name converted to code Email lower-cased Plan code upper-cased+1 more
ENR-135447	ENR	Kelly L Luna	1968-06-03	UHC-78201-10	—	6508 Central Ave, Austin, TX, 78719	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-113907	ENR	Paul Bailey	1947-01-06	UHC-74026-83	3434219269	2994 Pine Dr, Las Vegas, NV, 89146	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-105017	ENR	Meagn C Johnson	1991-05-07	UHC-91940-94	3026149254	9288 Hillcrest Rd, Eden Prairie, MN, 55357	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-117304	ENR	Nathan Fernandez	1993-03-22	—	5919923960	5278 River Rd, Jacksonville, FL, 32247	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-117958	ENR	Arthur Richards	1984-05-11	UHC-97857-60	5297368430	4040 Baseline Rd, Los Angeles, CA, 90045	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-130844	ENR	Megan Perez	1947-11-27	UHC-05661-59	5009324267	8597 Valley View Dr, Orlando, FL, 32834	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-130843	ENR	Megan Perez	1947-11-27	UHC-05661-59	5009324267	8597 Valley View Dr, Orlando, FL, 32834	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-142831	ENR	Jordan Riverra	1972-02-16	UHC-42809-73	2118980110	9207 Park Pl, Fresno, CA, 93752	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-131139	ENR	Russell Ruiz	1964-09-19	UHC-17627-93	6376710786	5602 Mountain View Dr, Houston, TX, 77083	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-110589	ENR	Alan N Daniels	2007-02-25	UHC-21977-49	—	7300 Elm St, Los Angeles, CA, 90042	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-128454	ENR	Susan Mason	1954-06-27	UHC-43398-29	—	685 Cedar Ln, Miami, FL, 33124	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-140413	ENR	Bradley Chen	1983-05-06	UHC-87280-46	6629860241	697 Union St, Columbus, OH, 43265	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-133525	ENR	William N Phillips	1952-12-19	UHC-39529-34	7817348393	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-124683	ENR	Jaince Holmes	1961-11-07	UHC-79640-77	3246797955	8847 Mesa Dr, Tucson, AZ, 85762	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-106776	ENR	Richard Hudson	1974-01-08	UHC-12186-67	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-115047	ENR	Arthur N George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.78	Date of birth reformatted Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-132725	ENR	Bryan Holmes	2010-07-09	UHC-32802-07	6852048159	4649 Broadway, Seattle, WA, 98139	0.78	Name re-cased Phone reformatted Member ID reformatted Address re-cased+1 more
ENR-124899	ENR	Gabriel J Wong	1950-02-27	UHC-32961-30	—	3548 Harbor Blvd, Tampa, FL, 33636	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-113602	ENR	Ryan Howard	1982-12-13	UHC-83733-33	—	6856 Oak St, Jacksonville, FL, 32262	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-116532	ENR	Gregory X Perez	1972-05-25	UHC-27476-32	7954659941	7630 Broadway, Tucson, AZ, 85735	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-124054	ENR	Timothy Wagner	1985-04-05	UHC-18612-73	—	9724 Bayshore Dr, Columbus, OH, 43283	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-134611	ENR	Brittany P Wood	1969-01-26	UHC-73503-38	6194216309	3399 Cedar Ln, Charlotte, NC, 28277	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-115257	ENR	Brandon P Wheeler	1981-12-18	UHC-40767-81	9004463621	3670 Sunset Blvd, Los Angeles, CA, 90072	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-128410	ENR	Samuel W Armstrong	1974-01-24	UHC-40072-28	2257753657	2575 Willow Ct, Eden Prairie, MN, 55335	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-101885	ENR	Gabrel C Delgado	1990-08-22	UHC-88074-91	2045886921	3811 River Rd, Plano, TX, 75027	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-128224	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.80	Phone reformatted Member ID reformatted City re-cased State name converted to code
ENR-125907	ENR	Chris Morgan	2007-09-01	UHC-43385-83	—	469 Pine Dr, Austin, TX, 78759	0.80	Date of birth reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-105251	ENR	Sandra Scott	1962-04-20	UHC-95286-62	4676828569	3181 Lake View Rd, Tempe, AZ, 85294	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-110410	ENR	Vincent Q Nichols	2007-07-12	UHC-71780-87	7806040647	2588 Highland Ave, Los Angeles, CA, 90026	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-122017	ENR	Joshua W Shaw	1977-03-20	UHC-83625-46	9137897645	6188 Hillcrest Rd, Dallas, TX, 75228	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-139215	ENR	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.80	Phone reformatted City re-cased State name converted to code Email lower-cased
ENR-111301	ENR	Dennis Ramirez	1942-03-12	UHC-56990-49	2167681774	8022 Baseline Rd, Las Vegas, NV, 89122	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-131783	ENR	Hiroshi O Phillips	1988-06-09	UHC-74919-73	3133688048	7472 Palm Dr, Austin, TX, 78710	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-123764	ENR	Ana E Morgan	1970-12-11	UHC-89767-67	9302634432	8899 Broadway, Scottsdale, AZ, 85296	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-113978	ENR	Kathleen Z Williams	1965-01-10	UHC-38380-64	6003212002	5247 Broadway, Phoenix, AZ, 85059	0.80	Phone reformatted Address re-cased State name converted to code Placeholder values cleared
ENR-136231	ENR	Logan Brooks	1952-04-19	UHC-63454-26	2603003266	3578 Forest Ave, Eden Prairie, MN, 55389	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed

4,296 rows, page 76 of 86Previous Next