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-127182	ENR	Bradley Nichols	1972-07-01	UHC-18442-65	3244790028	6869 Spring St, Orlando, FL, 32871	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
ENR-119653	ENR	Willliam K Warren	1983-04-21	UHC-39909-15	3583706118	7504 Ocean Ave, San Diego, CA, 92151	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-143024	ENR	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-132182	ENR	Stephen E Soto	1957-10-24	UHC-38096-98	3472630417	422 Indian School Rd, Austin, TX, 78749	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-107297	ENR	Wlter M Chavez	1969-02-03	UHC-84604-12	8527157445	4549 Market St, Gilbert, AZ, 85204	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-135026	ENR	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd, Chandler, AZ, 85209	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-101921	ENR	Carl McCoy	1959-09-26	UHC-72847-72	9087127881	2179 River Rd, Tucson, AZ, 85762	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-140797	ENR	Madison Johnson	1985-03-26	UHC-26396-77	—	1279 Broadway, Tucson, AZ, 85702	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
ENR-115666	ENR	Jose X Johnson	1982-07-10	—	6836489848	791 Maple Ave, Las Vegas, NV, 89182	0.78	Date of birth reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-122349	ENR	Kenneth Henry	2001-05-17	UHC-27427-73	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-127894	ENR	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-126610	ENR	Thomas Berry	1994-08-14	UHC-80771-70	4312346579	9827 Mountain View Dr, San Antonio, TX, 78274	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-128198	ENR	Logan F Mills	2004-06-12	UHC-21983-89	5779904428	3968 Grand Ave, Sacramento, CA, 95851	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-136005	ENR	Priya Bowman	1985-06-27	UHC-20261-11	7073370279	8188 Willow Ct, Nashville, TN, 37260	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-131046	ENR	Eric U Shaw	1966-12-06	UHC-27235-50	6304179547	8646 Sage Ct, Orlando, FL, 32836	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-136327	ENR	Arthur Harper	1976-02-03	UHC-86466-56	6617585106	165 Broadway, Chandler, AZ, 85261	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-112493	ENR	Omar F Bell	1998-05-17	UHC-60474-16	9268912558	9649 Camelback Rd, Seattle, WA, 98107	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-112774	ENR	Cheryl O Graham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St, Minneapolis, MN, 55411	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-108876	ENR	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-114229	ENR	Megan Alvaarez	1971-03-13	UHC-43589-86	9853997516	2579 Central Ave, Nashville, TN, 37245	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-134700	ENR	Heater X Long	1969-11-19	UHC-23862-12	—	1715 Camelback Rd, San Antonio, TX, 78264	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
ENR-137197	ENR	Yuki Willis	1985-12-25	UHC-15526-71	2988513348	5308 Meadow Ln, Miami, FL, 33177	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-113075	ENR	Elijah G Walsh	1981-12-21	UHC-25295-90	3868088859	5002 River Rd, Nashville, TN, 37227	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-135075	ENR	Kala H Simmons	1984-08-07	—	6064528224	8297 Pine Dr, Orlando, FL, 32858	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136125	ENR	Cynthia B Burke	1950-06-14	UHC-33647-68	9508055680	6222 Camelback Rd, Scottsdale, AZ, 85288	0.78	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-114145	ENR	Helen P Willis	1993-04-11	UHC-95473-88	4287838490	8613 Meadow Ln, Atlanta, GA, 30394	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-131331	ENR	Jerry Dixon	1988-09-18	UHC-66083-03	3669135576	302 Sage Ct, Atlanta, GA, 30397	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-108101	ENR	Hleen S Gray	1978-07-03	UHC-92539-10	—	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-123095	ENR	Donald N Butler	1947-12-10	—	3069750455	172 Baseline Rd, Houston, TX, 77089	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136927	ENR	Wayne Patterson	1957-02-12	UHC-31298-08	3345821210	2865 Mesa Dr, Scottsdale, AZ, 85233	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-122579	ENR	Christyan M Weaver	2005-10-28	UHC-43774-91	3696334816	8503 Broadway, Jacksonville, FL, 32291	0.78	Phone reformatted Address re-cased State name converted to code Email lower-cased+1 more
ENR-123286	ENR	Carol Jones	1946-01-03	UHC-55093-64	6989955837	8250 Lincoln Way, San Antonio, TX, 78292	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-108733	ENR	Donald Castillo	1942-07-26	UHC-10489-73	5183424288	2970 Market St, Phoenix, AZ, 85095	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-141009	ENR	Niocle B Morales	2002-02-15	UHC-15042-40	5277563759	9553 Broadway, Fresno, CA, 93763	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-115428	ENR	Lucia B Hanson	2008-03-06	UHC-46738-43	6912609729	4686 Bayshore Dr, San Diego, CA, 92170	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-111893	ENR	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-141177	ENR	Judith Schultz	1988-05-25	UHC-65762-69	9298402516	3026 Ocean Ave, Seattle, WA, 98177	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-127743	ENR	Jose Stephens	1944-02-06	UHC-97936-55	5727261584	8772 Ridge Rd, Jacksonville, FL, 32246	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-111188	ENR	Mei I Jackson	2020-05-19	UHC-85457-92	4315822065	3669 Market St, Mesa, AZ, 85225	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-106572	ENR	Marcus Q Wad	1951-05-03	UHC-01655-80	8878421034	8789 Park Pl, Plano, TX, 75059	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-112034	ENR	Isabella G Watson	1953-07-05	UHC-46316-63	9158870175	7695 Market St, Nashville, TN, 37245	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136964	ENR	Dylan A Greene	1964-02-10	UHC-06932-65	7795968878	8214 Mesa Dr, Gilbert, AZ, 85269	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-118099	ENR	Aaron Peters	1991-02-20	UHC-98021-03	5902791328	5895 Indian School Rd, Dallas, TX, 75265	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-132982	ENR	Benjamin Martin	1967-09-19	UHC-36994-11	6557441188	6483 Union St, Tempe, AZ, 85253	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-107132	ENR	Sophia Nunez	1963-05-12	UHC-17485-17	4773925452	9531 Cedar Ln, Austin, TX, 78766	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-126770	ENR	Ashlay L Ramos	1994-03-27	UHC-23204-76	9385921902	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased State name converted to code Plan code upper-cased+1 more
ENR-138680	ENR	Natalie Weber	1966-08-06	UHC-23318-25	5154446143	3991 Hillcrest Rd, Fresno, CA, 93768	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-118095	ENR	Jeffrey Walker	1938-10-07	UHC-47408-84	7086277249	9807 Canyon Rd, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-113880	ENR	Stephen E Singh	1957-03-12	UHC-50438-03	—	3712 Grand Ave, Atlanta, GA, 30350	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-128677	ENR	Camila V Wang	1964-02-18	UHC-11506-03	5669260162	1186 Elm St, Sacramento, CA, 95806	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more

4,296 rows, page 75 of 86Previous Next