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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121912	ENR	Kathryn Y Perkins	1951-10-26	UHC-15775-34	3214850266	8788 Highland Ave, Charlotte, NC	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115085	ENR	Victoria O Cooper	1960-10-11	UHC-00539-49	3323998149	6043 Forest Ave, Charlotte, NC	0.48	Name re-cased SSN last four extracted City re-cased State name converted to code+4 more
ENR-103126	ENR	Lori King	1957-04-06	UHC-92761-58	3412408898	3025 Lake View Rd, Jacksonville, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114497	ENR	Roger Nunez	1974-03-26	UHC-36065-06	8719846154	7888 Market St, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123382	ENR	Brandon Harper	1987-08-21	UHC-68742-37	2909477843	6786 Willow Ct, Gilbert, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119733	ENR	Brenda P Martin	1947-08-27	UHC-38052-66	3287057641	1423 Forest Ave, Charlotte, NC	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113463	ENR	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129229	ENR	Jacob O Herrera	1943-08-15	—	9255373957	3774 Palm Dr, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116879	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122069	ENR	Peter Gray	1985-08-23	UHC-33256-68	4647764297	876 Spring St Apt 31, Los Angeles, CA	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-104033	ENR	Gerald C Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117362	ENR	Diana A Cooper	1952-09-12	UHC-80204-72	7916680548	9763 Hillcrest Rd, Las Vegas, NV	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123698	ENR	Paul M Robertson	—	UHC-98133-86	7868963192	1361 Maple Ave, Jacksonville, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-119006	ENR	Justin Snyder	1941-02-25	UHC-15556-78	8637442511	6092 Ocean Ave, Scottsdale, AZ	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123665	ENR	Jennifer F West	1962-05-28	UHC-32000-97	—	9635 Camelback Rd, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107604	ENR	Matthew Ryan	1972-02-10	UHC-87039-03	8419439485	2434 Willow Ct, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120227	ENR	Alice Patterson	—	UHC-05568-65	3976284792	9575 Washington St, Chandler, AZ	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-102963	ENR	Diego Carter	1966-08-09	UHC-45682-26	9796565703	1203 Mountain View Dr, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102066	ENR	Ronald R Howard	2000-04-14	UHC-79531-36	2446930748	4968 Valley View Dr, Jacksonville, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141580	ENR	Christian P Lee	1989-05-03	UHC-56820-66	6987080386	3985 Canyon Rd, Atlanta, GA	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137937	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr Apt 8, Denver, CO	0.48	Phone reformatted Member ID reformatted Unit split from street City re-cased+4 more
ENR-115903	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	—	2817 Apache Blvd, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-122212	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	—	7086 Cedar Ln, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108171	ENR	Jerry V Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115491	ENR	Albert N Guzman	1968-01-08	UHC-34549-49	4009229853	2821 Highland Ave, Glendale, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103410	ENR	Danieelle Mendez	1958-05-25	UHC-12593-59	5943795180	9769 Palm Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107555	ENR	Nathan D Yang	1987-01-17	UHC-14113-01	4376206718	7782 Oak St, Minneapolis, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133550	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133549	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111527	ENR	Carolyn Bryant	1990-06-16	UHC-09342-45	7735473261	9240 Park Pl Apt 17, San Diego, CA	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-100365	ENR	Angela Bryant	1938-04-06	UHC-22165-57	6315043114	9768 Spring St, Mesa, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted State name converted to code+4 more
ENR-121719	ENR	Russell C Cunningham	1965-09-03	UHC-36791-67	9266008714	4129 Valley View Dr, Miami, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128134	ENR	Frances O Rojas	1985-05-01	UHC-82208-39	7203371205	270 Willow Ct, Orlando, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135749	ENR	Randy T Burton	1938-03-02	UHC-32006-03	3015630417	8838 Market St, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107241	ENR	Rachel Wheeler	1968-04-06	UHC-03328-76	7983935087	3159 River Rd Apt 32, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-140327	ENR	Amanda Riley	1944-02-03	UHC-25526-24	9844242836	3827 Ocean Ave, Plano, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103082	ENR	Santiago L Green	—	UHC-37513-76	8392941285	7039 Church St, Los Angeles, CA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-106399	ENR	Sofai R Phillips	1978-12-26	UHC-88188-92	7139869065	6707 Camelback Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-112267	ENR	Jason K Gordon	1952-06-05	UHC-52450-28	2277306812	8596 Desert Sky Blvd, Plano, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129855	ENR	Megan K Johnston	1999-09-12	UHC-38617-08	4864921881	6312 Ridge Rd, San Diego, CA	0.48	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-129174	ENR	Lucia C Wood	1946-04-20	UHC-62547-59	3236700149	2088 Indian School Rd, Los Angeles, CA	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-127481	ENR	Noah J Mendez	1984-04-12	UHC-58028-49	2799312140	7772 Ridge Rd, Glendale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-105568	ENR	Matthew Carroll	1999-01-17	UHC-31003-23	4908055318	223 Market St, San Diego, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120651	ENR	Karen Lucas	1956-07-02	UHC-43243-09	5065661046	6460 Bayshore Dr Apt 23, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-121709	ENR	Beverly Mendoza	2008-09-20	UHC-46120-86	4572721300	9052 Desert Sky Blvd, Tampa, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122588	ENR	Luis Nelson	1972-10-11	UHC-24502-41	—	7817 Sage Ct, Las Vegas, NV	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114465	ENR	Daniel Spencer	1988-07-25	UHC-34290-39	5803814153	738 Grand Ave, Tucson, AZ	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-104273	ENR	Ashhley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136554	ENR	Bradley McDonald	2006-02-04	UHC-28129-65	6422931965	5167 Main St Apt 30, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132257	ENR	Christina H Hawkins	1975-10-25	UHC-77082-73	2014856966	2144 Cedar Ln, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

3,340 rows, page 11 of 67Previous Next