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-110173	ENR	Vincent Coook	2008-04-20	UHC-88788-90	7632934940	8602 Highland Ave, Eden Prairie, MN, 55363	0.80	Phone reformatted City re-cased State name converted to code Email lower-cased
ENR-110741	ENR	Christian N Taylor	1940-05-07	UHC-16429-28	6009992787	5386 Valley View Dr, Dallas, TX, 75264	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-113155	ENR	Maria J Taylor	1957-07-12	UHC-26628-66	7803090713	9663 Jefferson Ave, Tampa, FL, 33636	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-121400	ENR	Rachel J Perkins	1979-10-24	UHC-17278-72	5195095736	9847 Spring St, Atlanta, GA, 30310	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-106338	ENR	Philip Cruz	1950-04-13	UHC-16685-19	8113338351	7326 Broadway, Atlanta, GA, 30313	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-107232	ENR	Vncent Fuller	1970-02-22	UHC-51108-12	—	9805 Baseline Rd, Las Vegas, NV, 89184	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-121507	ENR	Dorothy O Collins	1941-07-13	UHC-60675-74	2279382681	976 Palm Dr, Chandler, AZ, 85217	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-131796	ENR	Justin R Hernandez	2006-07-28	UHC-60945-90	5376571445	9353 Willow Ct, Charlotte, NC, 28271	0.80	Phone reformatted State name converted to code Email lower-cased Plan code upper-cased
ENR-119328	ENR	Carlos McDunald	1967-01-15	—	9483984209	2060 Desert Sky Blvd, Tempe, AZ, 85203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-122003	ENR	Omar E Thompson	1960-06-03	UHC-24165-49	4862228757	2925 Bayshore Dr, Chandler, AZ, 85290	0.80	City re-cased State name converted to code Email lower-cased Whitespace trimmed
ENR-112501	ENR	Adam Cunningham	1993-04-11	UHC-92181-19	2124010773	7672 Sunset Blvd, Tampa, FL, 33638	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-131313	ENR	Marcus I Myers	1949-12-23	UHC-16071-16	4597453607	2919 Harbor Blvd, Scottsdale, AZ, 85218	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-110952	ENR	Alyce Mejia	1971-03-07	UHC-85205-05	2619044980	3801 Canyon Rd, Columbus, OH, 43252	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-119905	ENR	Timothy Brooks	1978-03-15	UHC-96249-54	6567818224	9727 Maple Ave, Tempe, AZ, 85257	0.80	Date of birth reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-124311	ENR	Brittany Z Rios	1946-01-13	UHC-10619-92	—	5474 Hillcrest Rd, Dallas, TX, 75229	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-103697	ENR	Wayne S McDonald	1994-06-22	UHC-83978-28	5844825714	7309 Baseline Rd, Eden Prairie, MN, 55300	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-111730	ENR	Willie Q Grahem	2001-04-23	UHC-19939-09	4168641075	7899 Willow Ct, Minneapolis, MN, 55468	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-119029	ENR	Debra V Cooper	1979-01-02	UHC-16892-64	7013666961	6428 Valley View Dr, Austin, TX, 78764	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-136212	ENR	Robert Z Bryant	2007-01-01	UHC-52468-82	5793627603	9445 Harbor Blvd, Plano, TX, 75074	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-135947	ENR	Mariana N Rios	1939-03-01	UHC-50725-95	4766492981	8891 Pine Dr, Tampa, FL, 33624	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-121205	ENR	Carl E Schmidt	1963-05-09	UHC-97348-98	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-100662	ENR	Jack Parker	1973-10-15	UHC-24946-49	3235477955	2958 Harbor Blvd, Denver, CO, 80215	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-108511	ENR	Zachary Q Vega	1949-05-07	—	—	9888 Park Pl, Sacramento, CA, 95847	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-100953	ENR	Jacob Obrien	1953-12-07	UHC-35819-35	8974392985	6666 Mountain View Dr, Dallas, TX, 75200	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
ENR-100657	ENR	Wei R Wang	1991-03-02	UHC-96690-22	5649451243	2845 Lincoln Way, Phoenix, AZ, 85073	0.80	Phone reformatted State name converted to code Plan code upper-cased Placeholder values cleared
ENR-104122	ENR	Yuki A Herrera	2004-09-05	UHC-21353-27	2209178255	1268 Palm Dr, Minneapolis, MN, 55469	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-141805	ENR	Julie Evans	1978-10-16	UHC-51135-08	—	847 Sage Ct, Tucson, AZ, 85791	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-111655	ENR	Zachary Murray	1993-03-26	UHC-37659-03	—	3142 Mesa Dr, Mesa, AZ, 85286	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-123190	ENR	Raymond Reyes	1972-11-14	UHC-12708-34	4285472035	5870 Lincoln Way, Denver, CO, 80290	0.80	Date of birth reformatted Member ID reformatted City re-cased State name converted to code
ENR-116211	ENR	Anna Fields	2002-09-25	UHC-54466-35	8406807203	8361 Main St, Houston, TX, 77038	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-101753	ENR	Mari W Mendez	1940-06-16	—	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-138522	ENR	Angela Estrada	1999-03-05	UHC-45990-91	8085122748	5971 Camelback Rd, San Diego, CA, 92156	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-135231	ENR	Jimmy Holmes	1944-04-26	UHC-51529-10	7929870504	9737 Camelback Rd, Tampa, FL, 33688	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-135232	ENR	Jimmy Holmes	1944-04-26	UHC-51529-10	7929870504	9737 Camelback Rd, Tampa, FL, 33688	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-139820	ENR	Jeffrey E Miller	2004-07-18	UHC-33912-09	4306541115	466 Ocean Ave, Mesa, AZ, 85245	0.80	Phone reformatted Member ID reformatted City re-cased State name converted to code
ENR-109536	ENR	Lopez Q Adam	1969-12-08	UHC-12761-70	8645994886	684 Oak St, Columbus, OH, 43238	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-102358	ENR	Natalie W Harrison	1962-12-17	UHC-82848-19	5344398162	3976 Broadway, Las Vegas, NV, 89161	0.80	Name re-cased Address re-cased State name converted to code Placeholder values cleared
ENR-135501	ENR	Diego F Mitchell	1953-04-15	UHC-40873-35	2296800330	6096 Willow Ct, Seattle, WA, 98179	0.80	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed
ENR-106334	ENR	Laura Washington	1981-12-06	UHC-58390-27	7643736276	2126 Mesa Dr, Las Vegas, NV, 89127	0.80	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed
ENR-128980	ENR	Kelly Welch	1949-07-22	UHC-86290-81	—	3905 Valley View Dr, Austin, TX, 78756	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
ENR-121684	ENR	Roy Watson	1990-06-04	UHC-83152-41	5238271614	9508 Park Pl, Scottsdale, AZ, 85285	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
ENR-115415	ENR	Elizabeth Grant	1992-06-01	UHC-04739-79	6785805174	3021 Apache Blvd, Eden Prairie, MN, 55386	0.80	Name re-cased Date of birth reformatted City re-cased State name converted to code
ENR-139126	ENR	Cynthia Bowman	1939-03-23	UHC-47047-03	4404507473	9189 Elm St, Charlotte, NC, 28263	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-117296	ENR	Alice Fisher	1970-09-28	UHC-66476-36	9418507322	8729 Park Pl, Houston, TX, 77078	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-122185	ENR	Hiroshi W Gomez	1959-01-19	UHC-36681-84	8386919664	1741 Ridge Rd, San Antonio, TX, 78203	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-111939	ENR	Emily W Murray	1963-08-23	UHC-02083-82	9015664820	7357 Mesa Dr, Austin, TX, 78760	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-122205	ENR	Adam Y Jimenez	1987-02-17	UHC-06052-68	5072707810	263 Lincoln Way, Orlando, FL, 32830	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-113085	ENR	Lisa Porter	1961-07-05	UHC-43480-38	5394275875	5821 Bayshore Dr, Seattle, WA, 98178	0.80	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased
ENR-133250	ENR	Kelly Ross	1945-11-25	UHC-13220-97	5655189190	4065 Palm Dr, San Antonio, TX, 78223	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-139857	ENR	Bradley Z Duncan	1981-05-03	UHC-07915-53	3585047916	9484 Lake View Rd, Phoenix, AZ, 85010	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared

4,296 rows, page 79 of 86Previous Next