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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108296	ENR	Nancy N Bishop	1989-02-21	UHC-38129-07	4047914035	1959 Ocean Ave, Orlando, FL, 32821	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-120265	ENR	Maggie Cooper	1987-08-27	UHC-09187-36	9794996030	2564 Lake View Rd, Phoenix, AZ, 85003	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-127032	ENR	Omar Lopez	1969-11-17	UHC-67709-81	8007005328	7192 Maple Ave, Columbus, OH, 43285	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-127033	ENR	Omar Lopez	1969-11-17	UHC-67709-81	8007005328	7192 Maple Ave, Columbus, OH, 43285	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-103917	ENR	Elizabeth Allen	1941-02-01	UHC-45019-87	9292695739	6838 Washington St, Miami, FL, 33105	0.90	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed+1 more
ENR-111407	ENR	Jim Ramirez	2000-11-27	UHC-84711-77	7298398022	6848 Valley View Dr, Chandler, AZ, 85290	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-131547	ENR	Noah Willis	1989-12-23	UHC-78154-98	6124975569	526 Sage Ct, Sacramento, CA, 95846	0.90	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed+1 more
ENR-107170	ENR	Jake U McDonald	1938-03-26	UHC-99272-28	7167501791	2266 Washington St, Nashville, TN, 37213	0.90	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-113191	ENR	Priya McDonald	2007-08-25	UHC-04817-13	7127730023	5470 Market St, Tucson, AZ, 85708	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-130491	ENR	Carol C Reed	1996-08-27	UHC-69430-37	6412893087	8397 River Rd, Charlotte, NC, 28205	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-102173	ENR	Emma Q Cole	1979-10-18	UHC-27598-23	7923069816	8778 Pine Dr, Denver, CO, 80250	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-120203	ENR	Margaret Burke	1993-12-13	UHC-14555-90	8608464900	2687 Canyon Rd, Nashville, TN, 37222	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-100007	ENR	Evelyn Watkins	1994-09-17	UHC-98409-62	3213493348	6607 Broadway, Chandler, AZ, 85248	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-141170	ENR	Daniel A Fowler	1974-12-04	UHC-99397-30	3517585193	9441 Broadway, Atlanta, GA, 30300	0.90	Phone reformatted Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-136886	ENR	Barbara Howell	1968-03-16	UHC-00518-51	3899438546	6495 Mountain View Dr, Los Angeles, CA, 90062	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-117211	ENR	Kenneth S Perkins	2003-07-24	UHC-16787-95	—	4677 Valley View Dr, Scottsdale, AZ, 85266	0.90	Name re-cased State code upper-cased Email lower-cased Whitespace trimmed+1 more
ENR-134596	ENR	Albert Q Dominguez	1962-10-24	UHC-79602-45	2636157292	299 Bayshore Dr, Houston, TX, 77007	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-118237	ENR	Dors A Singh	1950-09-25	UHC-06680-50	4216081762	7706 Sage Ct, Las Vegas, NV, 89120	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-137026	ENR	Dorothy Ortega	1971-07-07	UHC-76525-44	5639145188	3937 Cedar Ln, Chandler, AZ, 85261	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-129523	ENR	Sanders N Samantha	2005-09-08	UHC-81981-41	4678415451	6486 Elm St, Sacramento, CA, 95873	0.90	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed+1 more
ENR-116501	ENR	Karen E Wagner	1995-02-07	UHC-77548-67	5572330096	3199 Market St, Nashville, TN, 37213	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-112127	ENR	Steven Hunter	2008-08-07	UHC-69181-75	6282254818	8557 Valley View Dr, Charlotte, NC, 28270	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-113962	ENR	Albert Delgado	1952-04-25	UHC-21429-15	—	1506 Broadway, San Diego, CA, 92115	0.90	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-117714	ENR	Joyce Z Hanson	1949-10-10	UHC-20821-83	7099852727	7845 Jefferson Ave, Mesa, AZ, 85227	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
ENR-106751	ENR	Raymond H Schmidt	1954-07-01	UHC-32279-47	6626210257	8835 Valley View Dr, Jacksonville, FL, 32261	0.90	Name re-cased City re-cased State code upper-cased Email lower-cased+1 more
ENR-134891	ENR	Maria Patterson	1976-09-05	UHC-64057-21	2058420832	6781 Market St, Sacramento, CA, 95831	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-110048	ENR	Megan O Russell	2006-10-08	UHC-57102-62	3189850012	4368 Central Ave, Nashville, TN, 37274	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-101770	ENR	Sara F Fields	2003-10-23	UHC-73824-44	7026014059	5605 Broadway, Miami, FL, 33115	0.90	Date of birth reformatted Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-110297	ENR	Rojas O Christopher	1949-11-02	UHC-25497-48	3394045641	3036 Spring St, Denver, CO, 80242	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-128993	ENR	Kayla X Lewis	1978-06-27	UHC-29423-32	7166857720	8719 Ocean Ave, Gilbert, AZ, 85269	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-141465	ENR	Sean D Cunningham	1948-09-07	UHC-84508-19	9739336958	6245 Jefferson Ave, Houston, TX, 77057	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-100428	ENR	Lauren S Davis	1996-11-20	UHC-98479-36	—	4206 Baseline Rd, Scottsdale, AZ, 85264	0.90	Name re-cased Date of birth reformatted City re-cased State code upper-cased+1 more
ENR-101670	ENR	Geore Medina	1973-04-16	UHC-11140-35	3594854403	8947 Spring St, Minneapolis, MN, 55478	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-102653	ENR	Benjamin W Mitchell	1976-12-10	UHC-40333-59	9168751240	7287 Desert Sky Blvd, San Diego, CA, 92144	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-124989	ENR	Helen G Mendez	1949-07-10	UHC-76991-24	5279763713	8923 River Rd, Chandler, AZ, 85242	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-116906	ENR	Bobby Powell	1965-12-22	UHC-79003-10	6014179192	5887 Ocean Ave, Phoenix, AZ, 85091	0.90	Phone reformatted Member ID reformatted State code upper-cased Email lower-cased+1 more
ENR-111872	ENR	Brian Arnold	1997-01-20	UHC-34190-55	6864275908	192 Broadway, Scottsdale, AZ, 85272	0.90	Name re-cased Phone reformatted Address re-cased State code upper-cased+1 more
ENR-133093	ENR	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.90	Phone reformatted State code upper-cased Email lower-cased Plan code upper-cased+1 more
ENR-128164	ENR	Roger J Patterson	1985-04-25	UHC-93623-42	—	6366 Washington St, Atlanta, GA, 30326	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
ENR-135330	ENR	Randy Munoz	2003-09-18	UHC-21023-01	3436893410	7660 Central Ave, Sacramento, CA, 95872	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-130064	ENR	Melissa Owens	1972-03-18	UHC-20322-63	7324086024	7251 Sunset Blvd, San Antonio, TX, 78222	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-132595	ENR	Willie C Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-113056	ENR	Charlotte Guzman	1979-01-05	UHC-44024-14	4195880323	4687 Palm Dr, Scottsdale, AZ, 85273	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-140685	ENR	Philip Day	1959-06-01	UHC-67344-68	8455978616	5260 Lincoln Way, Eden Prairie, MN, 55374	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-123301	ENR	Rebecca Salazer	1960-03-16	UHC-42362-52	4012798296	1717 Palm Dr, Minneapolis, MN, 55451	0.90	Name re-cased Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-123032	ENR	Logan K Rodriguez	1954-04-15	UHC-67574-82	2494934696	7853 Sage Ct, Houston, TX, 77078	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-137300	ENR	Cheryl R Armstrong	1967-04-06	UHC-23457-56	7249073323	1762 Lake View Rd, San Diego, CA, 92136	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-129835	ENR	Sharon T Sims	1954-10-15	UHC-25011-43	8278218280	6678 Canyon Rd, Atlanta, GA, 30349	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-137663	ENR	Joseph Porter	1962-01-24	UHC-83654-49	6319606677	1548 Meadow Ln, Glendale, AZ, 85325	0.90	Name re-cased Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-124584	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	2878929436	7212 Oak St, Miami, FL, 33171	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more

1,918 rows, page 33 of 39Previous Next