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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133221	ENR	Janet A Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased ZIP missing Whitespace trimmed+1 more
ENR-136110	ENR	Donald Z Mendez	1997-11-14	UHC-19775-85	—	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Email lower-cased+1 more
ENR-142369	ENR	Martha Luna	1981-06-14	UHC-48008-27	8744182831	2310 Grand Ave, San Diego, CA, 92144	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-135533	ENR	Pamela Little	1944-02-19	UHC-32755-61	2077861357	8997 Forest Ave, Tucson, AZ, 85797	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116526	ENR	Anthony Harrison	1983-09-08	UHC-10947-62	3208394348	5047 Canyon Rd, Las Vegas, NV, 89172	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-119353	ENR	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN, 55354	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-129145	ENR	Fank Sandoval	1994-04-17	UHC-63599-07	7973478832	8968 Canyon Rd, Minneapolis, MN, 55465	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104022	ENR	Andrea Fuller	2005-03-01	UHC-87746-30	3177411713	8857 Camelback Rd, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109281	ENR	Grace Sullivan	1982-10-04	UHC-95473-15	7382553474	9464 Grand Ave, Minneapolis, MN, 55488	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-105501	ENR	Phiilp Bell	1989-06-25	UHC-78034-52	8403121915	2564 Palm Dr # 240, Fresno, CA, 93722	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-114092	ENR	Valentina R James	1958-11-14	UHC-20196-87	4406538484	384 Market St, Mesa, AZ, 85296	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-114091	ENR	Valentina R James	1958-11-14	UHC-20196-87	4406538484	384 Market St, Mesa, AZ, 85296	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-135248	ENR	Brandon Carter	2005-03-20	UHC-57023-24	8194536129	6856 Sage Ct, San Antonio, TX, 78233	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104044	ENR	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-104248	ENR	Jordan Jenkins	1964-07-24	UHC-50659-48	4787216624	1038 Park Pl # 424, Atlanta, GA, 30302	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-105640	ENR	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105639	ENR	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105431	ENR	Paul Crawford	1973-04-11	UHC-49265-38	5445585990	6341 Grand Ave, Tampa, FL, 33672	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100257	ENR	Harris Y Lori	1998-03-20	UHC-92874-30	3394389721	7790 Washington St, Fresno, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119907	ENR	Adam MJunk	2008-10-07	UHC-57645-54	2343159020	2956 Sage Ct, Minneapolis, MN, 55474	0.66	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-125055	ENR	Maria Castillo	1952-04-26	UHC-23081-93	2489942114	9239 Elm St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-125054	ENR	Maria Castillo	1952-04-26	UHC-23081-93	2489942114	9239 Elm St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-111358	ENR	Betty X Lane	1954-10-14	UHC-10795-17	3292310052	8950 Ridge Rd, Gilbert, AZ, 85275	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-129860	ENR	Juan N Maldonado	1983-09-16	UHC-34179-24	4179019329	2110 Forest Ave, Gilbert, AZ, 85233	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142815	ENR	Carolyn Wright	—	UHC-94808-34	—	242 Park Pl # 951, Orlando, FL, 32850	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
ENR-105670	ENR	Shirley C Harvey	1973-03-10	UHC-26587-58	—	1619 Union St, Nashville, TN, 37264	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-101736	ENR	Deborah A Stephens	1998-04-13	UHC-02721-84	8697199417	2776 Mesa Dr, Chandler, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101735	ENR	Deborah A Stephens	1998-04-13	UHC-02721-84	8697199417	2776 Mesa Dr, Chandler, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113772	ENR	Austin A Herrera	2002-09-12	UHC-67378-94	8336976854	3503 Oak St, San Diego, CA, 92162	0.66	Name re-cased SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-129022	ENR	Ashley Ortega	1953-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-124545	ENR	Gary A Tucker	2000-06-04	UHC-38611-50	4186964420	5434 Desert Sky Blvd Apt 32, Orlando, FL, 32853	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-114044	ENR	Sarah Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-115659	ENR	Donald O Lynch	1999-02-27	UHC-41325-80	—	2835 Lake View Rd, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
ENR-128217	ENR	Donald Stewart	2000-07-06	UHC-62097-19	2256334194	5415 Highland Ave, Minneapolis, MN, 55498	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-108526	ENR	Luis Reed	1944-04-24	UHC-97310-50	2423077489	3980 Meadow Ln, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125524	ENR	Hannah F Howard	1994-06-26	UHC-12380-97	7817903045	7908 Maple Ave, Minneapolis, MN, 55495	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-117327	ENR	Marcus Z Butler	1982-06-16	UHC-16283-93	4528775947	7360 Canyon Rd, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-126341	ENR	Susan Miller	1966-12-03	UHC-82953-35	2823308055	4202 Elm St # 618, Orlando, FL, 32834	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-130389	ENR	Jackie X Daiz	1955-12-28	UHC-15009-91	4543731494	5150 Central Ave, San Antonio, TX	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-114107	ENR	Joan P Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 13, Glendale, AZ, 85331	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138478	ENR	Linda Burns	1945-04-05	UHC-14067-04	—	8097 Church St, Miami, FL, 33117	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137204	ENR	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116164	ENR	Austin Nelson	1976-04-26	UHC-17625-45	—	2549 Cedar Ln, Columbus, OH, 43243	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-132354	ENR	Denise Woods	1954-12-11	UHC-11661-57	—	7491 Hillcrest Rd, Columbus, OH, 43248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139131	ENR	Kayla P Nunez	1981-07-13	UHC-79079-84	8618185116	2408 Ridge Rd, Orlando, FL, 32896	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102063	ENR	Arjun Brown	1998-12-18	UHC-10496-36	5637054767	1914 Union St, Plano, TX, 75036	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-124588	ENR	Aisha Snyder	1967-03-11	UHC-55261-40	—	7756 Hillcrest Rd, Atlanta, GA, 30333	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-101058	ENR	Alice K Knight	1958-06-21	UHC-58125-21	—	6465 Pine Dr, Orlando, FL, 32859	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-132994	ENR	Mariana Cooper	1973-01-21	UHC-47049-46	4398327261	3039 Lake View Rd, Atlanta, GA, 30302	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106279	ENR	Luis U Park	1950-09-14	UHC-72273-24	5568203856	759 Forest Ave, Houston, TX, 77078	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

17,310 rows, page 115 of 347Previous Next