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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131853	ENR	Helen E Patel	1998-06-19	UHC-28883-81	7446562319	2454 Apache Blvd, Scottsdale, AZ, 85291	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-118358	ENR	Doris A Li	1999-01-07	UHC-88009-26	4665883054	5308 Indian School Rd, Atlanta, GA, 30334	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-120639	ENR	Megan X Reyes	2004-09-04	UHC-23869-03	8309063807	1973 Ocean Ave, Seattle, WA, 98178	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-120542	ENR	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-136985	ENR	Jesse W Padilla	1944-01-13	UHC-93997-85	—	2649 Canyon Rd, Orlando, FL, 32890	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-132375	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-132374	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-134856	ENR	Ralph Q Kelley	1975-09-22	UHC-28952-82	8395879904	1320 Pine Dr, Tempe, AZ, 85273	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-115510	ENR	Rachel J Hunter	1985-06-18	—	2704587905	4290 Park Pl, Seattle, WA, 98176	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102491	ENR	Arthur Z Ford	1951-11-04	UHC-94934-50	7696039290	784 Meadow Ln Apt 18, Tucson, AZ, 85780	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-134103	ENR	Deborah O Webb	1980-01-14	UHC-55665-66	3217469921	3016 River Rd, San Diego, CA, 92103	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129489	ENR	Betty C Johnson	1965-01-02	—	2917665920	3855 Bayshore Dr, Plano, TX, 75090	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119180	ENR	Tony W Moreno	1984-10-27	UHC-98306-16	8075901776	8852 Mountain View Dr, Glendale, AZ, 85305	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-131344	ENR	Isabella I Edwars	1948-09-23	UHC-90465-53	8766377116	2003 Washington St, Tucson, AZ, 85704	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119620	ENR	Jesse P Crawford	1998-01-07	UHC-88981-84	—	8368 Elm St, Mesa, AZ, 85284	0.64	Middle initial moved out of first name Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-110533	ENR	Carol A Chapman	1988-08-20	UHC-63066-66	6169666703	5400 Broadway # 712, San Diego, CA, 92153	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-131859	ENR	Linda G Scott	1987-10-28	UHC-16616-27	9024578990	1462 Main St, Scottsdale, AZ, 85223	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-108027	ENR	Gregory X Hanson	1957-04-03	UHC-91278-40	4199122202	5058 Mesa Dr, Mesa, AZ, 85249	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-126090	ENR	Brian Y Hart	1972-08-20	UHC-91803-27	6385126569	1729 Highland Ave, San Antonio, TX, 78258	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-131568	ENR	Fatima E Fisher	1971-07-19	UHC-13643-76	—	6660 Spring St, Tucson, AZ, 85733	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-132917	ENR	Austin X Hansen	1989-01-04	UHC-38354-03	4367850509	1402 Sunset Blvd, Houston, TX, 77032	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132918	ENR	Austin X Hansen	1989-01-04	UHC-38354-03	4367850509	1402 Sunset Blvd, Houston, TX, 77032	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117716	ENR	Tyyler E Allen	1971-09-22	UHC-93667-86	6758426337	6556 Apache Blvd, Plano, TX, 75082	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-109584	ENR	Priya L King	2005-04-05	UHC-86564-50	9332262394	2281 River Rd, San Antonio, TX, 78226	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130527	ENR	Stephen W Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139257	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Middle initial moved out of first name Phone missing area code Member ID reformatted City re-cased+1 more
ENR-115028	ENR	Timoty J Rice	1953-04-19	UHC-18511-80	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127722	ENR	Denns N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110547	ENR	Laura F Dean	1952-12-13	UHC-67307-86	5067583875	7302 Central Ave, Phoenix, AZ, 85088	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-104229	ENR	Keith E Jimenez	1948-01-27	UHC-46751-64	6916397422	49 Canyon Rd, San Antonio, TX	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-134400	ENR	Elijah Q Rogers	2007-01-14	UHC-47081-50	7415645965	5189 Canyon Rd, Austin, TX, 78747	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134401	ENR	Elijah Q Rogers	2007-01-14	UHC-47081-50	7415645965	5189 Canyon Rd, Austin, TX, 78747	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106693	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-106694	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-128188	ENR	Heen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Email lower-cased+1 more
ENR-121332	ENR	Gabriel Z Burton	1953-08-28	UHC-90561-32	7157973059	9724 Bayshore Dr, Jacksonville, FL, 32253	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113225	ENR	Christina G Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.66	Middle initial moved out of first name Date of birth reformatted City re-cased State name converted to code+1 more
ENR-127044	ENR	Mary E Price	—	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.66	Middle initial moved out of first name Name re-cased Date of birth unreadable Whitespace trimmed+1 more
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-143013	ENR	Jessica E Sandoval	1991-04-26	UHC-21043-30	—	5220 Highland Ave, Columbus, OH, 43210	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Email lower-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-133988	ENR	Juan U Welch	1983-02-06	UHC-00642-34	2728162704	1834 Forest Ave, Los Angeles, CA, 90047	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113243	ENR	Virginia D Cruuz	1950-06-15	UHC-48332-68	—	1146 Baseline Rd, Plano, TX, 75001	0.66	Middle initial moved out of first name Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-136371	ENR	Don T Howard	1993-03-21	UHC-66385-91	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-121122	ENR	Eugene X Bailey	1968-02-11	UHC-60178-10	—	5402 Church St, Tempe, AZ, 85252	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-125547	ENR	Barbara L Medina	1986-07-03	UHC-96837-25	9296114552	4638 Elm St, Seattle, WA, 98164	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134366	ENR	Russell J Holmes	1969-07-10	UHC-68851-64	4113858348	6297 Sage Ct # 452, Atlanta, GA, 30312	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-138588	ENR	Dylan R Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100691	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more

756 rows, page 10 of 16Previous Next