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-125275	ENR	Arthur L Stewart	2002-12-12	UHC-88148-99	8167913380	5761 Highland Ave, Austin, TX, 78705	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109010	ENR	Donald V Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.64	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
ENR-120941	ENR	Diego Lane	1943-06-06	UHC-36112-57	—	1277 Baseline Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110224	ENR	William W Vasquez	1951-02-18	UHC-71023-24	6076055968	7310 Highland Ave, Minneapolis, MN, 55451	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101411	ENR	Nicole Chapman	1981-08-15	UHC-66699-97	4269950496	7843 Meadow Ln, Jacksonville, FL, 32263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139089	ENR	Denise E Lynch	1965-06-12	UHC-24187-59	8706280498	4354 Sunset Blvd Apt 31, Phoenix, AZ, 85059	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-137086	ENR	Aaron M Le	1974-02-22	UHC-71460-55	4202506352	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132552	ENR	Crlos F Grant	1974-07-13	UHC-23187-98	5607120723	4876 Washington St, Chandler, AZ, 85288	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-120148	ENR	Betty Miller	1987-12-23	UHC-01451-40	4917816264	1474 Union St, Glendale, AZ, 85369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-130687	ENR	Walter Q Hudson	1939-11-17	UHC-10004-82	—	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142335	ENR	Priya Williams	1972-03-23	UHC-70691-50	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111164	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	—	2981 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110078	ENR	Ronald K Clark	1964-05-23	—	5492283971	2752 Willow Ct, Plano, TX, 75050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128952	ENR	Raymond Wong	1994-04-14	UHC-52021-25	8573971127	6869 Union St, Los Angeles, CA, 90038	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136089	ENR	Judith N Guzman	1944-02-20	UHC-84824-01	4878577182	3680 Church St, Glendale, AZ, 85308	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115451	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103371	ENR	Amy I Montgomery	1969-05-19	UHC-01860-44	9546973499	6024 Ridge Rd, Tucson, AZ, 85733	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133635	ENR	Kathy O Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132114	ENR	Denny V Ruiz	1988-12-22	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX, 75268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137505	ENR	Lawrence C Payne	2004-07-14	UHC-92961-16	—	7040 Mesa Dr, San Diego, CA, 92123	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105137	ENR	Wayne Hayes	1955-01-27	UHC-81566-25	—	6294 Highland Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109799	ENR	Olivia Turner	1961-10-26	UHC-63166-79	8959091783	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118860	ENR	Theresa B Mills	2000-03-14	UHC-17982-74	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113296	ENR	Catherine Taylor	1949-01-23	UHC-76777-58	5503384257	4970 Harbor Blvd, Glendale, AZ, 85327	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129662	ENR	Deborah W Willis	1975-02-17	UHC-78282-13	2116727261	2399 Harbor Blvd, Miami, FL, 33157	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123742	ENR	Samantha Olson	1980-08-18	UHC-70649-18	8876555252	23 Desert Sky Blvd, Fresno, CA, 93768	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116816	ENR	Keith Burns	1988-09-16	UHC-28763-39	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109768	ENR	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA, 90039	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130036	ENR	Nicole B Mitchell	2003-03-23	UHC-19620-71	2374136517	8191 Sunset Blvd, Columbus, OH, 43292	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-120568	ENR	Theresa Payne	1978-09-05	UHC-59654-15	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128878	ENR	Mary U Remirez	1986-05-21	UHC-56915-42	8607855942	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124351	ENR	Roger Boyd	2007-11-27	UHC-05609-11	2154216642	5693 Central Ave, Scottsdale, AZ, 85295	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109069	ENR	Rebecca Richardson	1998-09-23	UHC-74913-63	—	5170 Lake View Rd, Eden Prairie, MN, 55316	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111636	ENR	Mary J Burton	2008-01-03	UHC-12996-17	5543013548	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123203	ENR	Arthur Vargas	1966-01-23	UHC-94619-95	4037955218	7710 Elm St, Gilbert, AZ, 85283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124480	ENR	Cynthia Grya	1986-06-08	UHC-12777-98	4514132650	7290 Washington St, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106828	ENR	Ryan T Warren	1981-09-17	UHC-88327-63	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125708	ENR	Jose G Yag	1939-04-03	UHC-63980-93	9695708235	6985 Church St, Tucson, AZ, 85792	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114674	ENR	Cynthia Y Carr	1955-08-15	—	9252421827	5537 Hillcrest Rd, Tampa, FL, 33652	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121442	ENR	Philip Q Bown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131787	ENR	Luis Stewart	1969-01-04	UHC-90674-38	6144851471	867 Camelback Rd, Los Angeles, CA, 90065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136817	ENR	Heather Herrera	1969-08-21	UHC-46295-84	9026868882	9711 Indian School Rd, Charlotte, NC, 28270	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122668	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130716	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130717	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131462	ENR	Paul E Coleman	1959-07-19	UHC-88763-02	9318890926	8700 Union St, Las Vegas, NV, 89179	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126857	ENR	Henry Olson	1960-05-17	UHC-46750-03	2673230960	4258 Mountain View Dr, Tampa, FL, 33693	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101759	ENR	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115175	ENR	Hannah U Maldonado	1975-05-25	UHC-29515-36	4603525406	5758 Park Pl, Las Vegas, NV, 89126	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

4,296 rows, page 51 of 86Previous Next