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-107229	ENR	Lnda Stevens	1949-05-21	UHC-29670-57	6933022129	5554 Forest Ave, Dallas, TX, 75220	0.52	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-117421	ENR	Albert B Little	1974-06-23	UHC-32994-61	2734147633	2310 Oak St # 666, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-108949	ENR	Paul Fisher	1950-05-11	UHC-57034-71	2883514995	1977 Mountain View Dr Apt 2, Eden Prairie, MN, 55361	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
ENR-111805	ENR	Elizabeth Clark	1991-06-26	UHC-08079-45	—	878 Pine Dr, San Diego, CA	0.52	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
ENR-114206	ENR	William M Herrera	—	UHC-27008-72	—	1009 Church St, Minneapolis, MN, 55447	0.52	Name re-cased Date of birth unreadable Phone missing area code State name converted to code+2 more
ENR-120601	ENR	Camila Austin	1969-04-17	UHC-85544-97	8183465862	8623 River Rd, Las Vegas, NV, 89135	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140552	ENR	Roger Chavez	1971-05-02	UHC-06007-39	5388543540	6965 Broadway, Miami, FL, 33159	0.52	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+2 more
ENR-134138	ENR	Marcus B Singh	1941-05-20	UHC-84028-93	8177857832	8266 Bayshore Dr, Tampa, FL, 33665	0.52	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-140262	ENR	Cheryl Banks	1985-09-01	UHC-00187-29	6327010937	9272 Grand Ave, Dallas, TX, 75274	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-133440	ENR	Luis Y Moore	2008-09-11	UHC-48649-21	9679336671	9374 Ridge Rd, Houston, TX, 77083	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129833	ENR	Anthony Rogers	1975-09-08	UHC-27408-94	—	7260 Grand Ave, Phoenix, AZ, 85030	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-130795	ENR	Philip B Sipmson	1940-08-26	UHC-19865-64	3945525330	9221 Market St, Minneapolis, MN, 55493	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115922	ENR	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	4448 Sage Ct, Houston, TX, 77031	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139983	ENR	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL, 33115	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-115373	ENR	Susan Ward	1959-08-18	UHC-02824-24	—	8521 Highland Ave, Nashville, TN, 37228	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126394	ENR	Joyce Watson	1938-11-17	UHC-18256-92	4017122581	3969 Lincoln Way, Jacksonville, FL, 32297	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-112193	ENR	Shirley McDonnald	1949-08-25	UHC-84446-46	2966707470	3937 Church St Apt 26, San Diego, CA, 92164	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121796	ENR	Philip Perez	1975-01-14	UHC-11905-66	—	8397 Sage Ct, Phoenix, AZ, 85084	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-105268	ENR	Martha Bell	1965-09-21	UHC-05322-98	5259835256	1624 Palm Dr, Mesa, AZ, 85222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142692	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 37, Fresno, CA, 93790	0.52	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-105755	ENR	Marilyn Willis	1997-06-15	UHC-30752-12	8272927043	8924 Grand Ave, Atlanta, GA, 30334	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126982	ENR	Valentina Hawkins	1977-12-04	UHC-08903-57	3956797659	9768 Willow Ct Apt 36, Orlando, FL, 32857	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107630	ENR	Shirley O Fields	—	UHC-49935-07	4045465834	829 Cedar Ln # 447, Glendale, AZ, 85342	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-121674	ENR	Aan C Scott	1949-04-18	UHC-37761-03	6664792125	7774 Forest Ave, Chandler, AZ, 85282	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-141744	ENR	Jlie M Schultz	1939-07-02	UHC-27359-58	2414707208	415 Pine Dr, Austin, TX, 78739	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-103276	ENR	Amanda K McDonald	1959-05-10	UHC-18011-89	6644390605	2036 Indian School Rd Apt 28, Seattle, WA, 98106	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123006	ENR	Alice Harper	1979-06-01	UHC-67117-89	—	6995 Meadow Ln, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133252	ENR	Jerry G Sanchez	1988-09-27	UHC-29270-33	3656995693	322 Meadow Ln, Denver, CO, 80240	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135325	ENR	Carolyn Williamson	1948-01-27	UHC-33058-22	6276877752	1659 Hillcrest Rd, Eden Prairie, MN, 55313	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142459	ENR	Roy Hudson	—	UHC-66699-30	5978638873	6067 Mountain View Dr, Scottsdale, AZ, 85232	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125392	ENR	Melissa C McDnoald	—	UHC-49869-26	4619327306	8927 Washington St, Charlotte, NC, 28213	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-100936	ENR	Abigail H Simmons	1953-06-10	UHC-39038-39	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130008	ENR	Barbara P Collins	2004-05-17	UHC-85662-20	9139945612	647 Market St, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116432	ENR	Laura Watkins	1995-07-08	UHC-10917-24	2267314736	8758 River Rd Apt 32, Las Vegas, NV, 89135	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-112504	ENR	Sharon P Mendez	1974-04-01	UHC-87920-25	2186748802	6167 Ocean Ave, Phoenix, AZ, 85080	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121324	ENR	Gerald H Murphy	1940-12-23	UHC-39938-73	9487220126	6591 River Rd, Tampa, FL	0.52	Two-digit birth year Phone reformatted State name converted to code ZIP missing+2 more
ENR-109617	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	6143723454	1628 Camelback Rd, Denver, CO, 80238	0.52	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
ENR-113494	ENR	Amanda West	1999-10-16	UHC-07852-51	5685507100	2723 Lincoln Way, Tempe, AZ, 85263	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102981	ENR	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126251	ENR	Charles K Baker	1979-05-09	UHC-20459-98	7306289105	784 Park Pl, Tucson, AZ, 85705	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108164	ENR	Ruth George	1964-10-19	UHC-96926-03	9055008756	2934 Sunset Blvd, Chandler, AZ, 85209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136908	ENR	Mei L Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138064	ENR	Raymond W Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX, 78747	0.52	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112884	ENR	Mason Wood	2006-11-17	UHC-07180-72	3712343111	9111 Cedar Ln, San Diego, CA, 92134	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117346	ENR	Ann X Fields	1946-01-03	—	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126229	ENR	John Mendez	1971-06-11	UHC-77811-84	3965957617	4815 Pine Dr Apt 25, Chandler, AZ, 85280	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105436	ENR	Priya U Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.52	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+2 more
ENR-102723	ENR	Helen Muray	1952-12-22	UHC-97100-19	4794401429	432 River Rd, Los Angeles, CA, 90051	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115081	ENR	Arjun N Cooper	1997-01-20	UHC-97990-01	9102106468	3243 Ocean Ave, Fresno, CA, 93794	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

4,296 rows, page 24 of 86Previous Next