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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123331	ENR	Jordan Brooks	1968-03-04	UHC-43996-98	7712252378	6544 Mesa Dr Apt 7, Chandler, AZ, 85215	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119495	ENR	Harold Austin	1948-05-28	UHC-64449-34	3285076821	7230 Jefferson Ave # 760, Gilbert, AZ, 85279	0.36	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-101135	ENR	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	1793 Indian School Rd, Nashville, TN, 37289	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127696	ENR	Vyncent Hart	1984-08-22	UHC-78571-03	—	8656 Grand Ave, Fresno, CA, 93745	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131750	ENR	Lisa Torres	1961-12-18	UHC-00221-40	9602836369	5711 Union St Apt 19, Glendale, AZ, 85394	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-113767	ENR	Nathan M Hall	1939-08-26	—	3466115388	7748 Bayshore Dr Apt 6, Austin, TX, 78735	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107614	ENR	Walter Mejia	1953-04-24	UHC-68970-84	—	2777 Indian School Rd Apt 31, Houston, TX, 77013	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-131135	ENR	Alexis U Edwards	2003-05-11	UHC-06470-32	4305840820	2299 Cedar Ln, Atlanta, GA, 30320	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114274	ENR	Jose Howell	1973-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120241	ENR	Vicoria V Hudson	1944-08-14	UHC-73175-59	7542834198	6187 Central Ave, Denver, CO, 80215	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-109829	ENR	Camila A Sandoval	1972-06-25	UHC-86804-48	6153861685	7717 Ocean Ave, Jacksonville, FL, 32220	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105487	ENR	Carolyn P Jones	1954-07-13	UHC-87815-76	2528268781	7025 Mountain View Dr, Tucson, AZ, 85724	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135990	ENR	Ryan Q Taylor	1961-07-10	UHC-02340-68	—	1616 Indian School Rd, Phoenix, AZ, 85047	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone missing area code+4 more
ENR-143022	ENR	Tyler S Anderson	2002-09-16	UHC-60331-66	7837696329	7392 Main St, Sacramento, CA, 95838	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103624	ENR	Victoia T Weber	1939-05-02	UHC-47186-94	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124058	ENR	Hiroshi R Chen	—	UHC-44955-99	—	7171 Jefferson Ave, San Diego, CA, 92180	0.36	Date of birth missing Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-103246	ENR	Anna K Harris	1959-01-20	UHC-92449-15	6842441378	942 Park Pl, Seattle, WA, 98116	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129776	ENR	Williaam D Hudson	1995-08-11	UHC-43451-15	6414798894	5967 Church St # 326, Tempe, AZ	0.36	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-133955	ENR	Diego W Turner	1988-02-28	UHC-92924-96	9767302887	8225 Union St, Tampa, FL, 33644	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104036	ENR	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St Apt 6, Chandler, AZ, 85257	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100904	ENR	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	8047 Forest Ave, Plano, TX, 75059	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140454	ENR	Megan Miller	1991-03-22	UHC-23582-70	9812261741	4638 Highland Ave Apt 37, Denver, CO, 80293	0.36	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-116585	ENR	Patrick Welch	1952-01-17	UHC-32323-36	3712519067	8468 Indian School Rd # 230, Tampa, FL	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-138397	ENR	Dennis Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139632	ENR	Paul Carpenter	1986-02-12	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102937	ENR	Timothy Bryant	1965-02-15	UHC-19534-28	9235242946	4738 Park Pl, Phoenix, AZ	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136364	ENR	Susan X Graham	1966-04-08	UHC-42834-64	—	9569 Hillcrest Rd, Phoenix, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-115851	ENR	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	6638 Park Pl, Tempe, AZ, 85247	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100545	ENR	Shirley R Watson	1997-06-09	UHC-54640-63	7332586650	7724 Canyon Rd, Minneapolis, MN, 55499	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-118273	ENR	Carlos Ford	—	UHC-87691-23	9445580344	728 Washington St, Austin, TX, 78750	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-126554	ENR	Alan M Murphy	1973-05-09	UHC-35889-80	—	526 Central Ave, Tucson, AZ, 85793	0.36	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-102463	ENR	Evelyn K Johnston	1940-12-09	UHC-38642-51	—	5408 Willow Ct, Plano, TX	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-118620	ENR	Yuki Carroll	1984-02-14	UHC-32478-05	—	1033 Sunset Blvd, Los Angeles, CA, 90090	0.36	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-103626	ENR	Elizabeth K Porter	1971-02-24	UHC-31356-88	4268497332	4206 Indian School Rd, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139992	ENR	Lisa L Jorrdan	1958-04-04	UHC-12576-48	8123174196	4816 Union St, Houston, TX, 77075	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115162	ENR	Jose Barnes	1979-07-16	UHC-53140-13	—	7290 Cedar Ln, Austin, TX, 78722	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-105564	ENR	Ashley Y Santiago	1950-11-03	UHC-34372-01	3056972614	6602 Elm St Apt 30, Minneapolis, MN, 55456	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122332	ENR	Mark A Contreras	1994-06-05	UHC-18319-57	3653359957	4270 Ocean Ave # 399, Plano, TX, 75036	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122333	ENR	Mark A Contreras	1994-06-05	UHC-18319-57	3653359957	4270 Ocean Ave # 399, Plano, TX, 75036	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135968	ENR	Jerry U Thompson	2002-05-17	UHC-11477-88	6748256938	8227 Mesa Dr, Atlanta, GA	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-116521	ENR	Jacquline U Meyer	1995-06-18	UHC-76777-57	7344980646	3708 Indian School Rd Apt 36, Orlando, FL	0.36	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-104444	ENR	Douglas H Ruiz	1997-09-11	UHC-49143-85	6872030382	4282 Meadow Ln, Tempe, AZ, 85246	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134538	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	8498 Baseline Rd # 408, Eden Prairie, MN, 55389	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-134126	ENR	Jannice A Schulltz	2000-05-05	UHC-65755-45	—	3150 Lake View Rd Apt 37, Orlando, FL, 32875	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-124788	ENR	Henry Scott	1959-07-01	UHC-86924-33	4746499389	6046 Baseline Rd, Denver, CO, 80268	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137513	ENR	Jose Hunter	1993-05-13	UHC-19929-37	5366985071	829 Maple Ave, Atlanta, GA, 30388	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-138332	ENR	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ	0.36	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-108159	ENR	Danielle McCoy	1989-01-25	UHC-02509-48	5513960722	3451 Cedar Ln, Glendale, AZ, 85304	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-112731	ENR	Tyler T Ross	1944-10-20	UHC-70749-10	7556866220	6628 Desert Sky Blvd, Eden Prairie, MN, 55378	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130949	ENR	Andrew U Nunez	1959-08-24	UHC-64434-62	2167408191	9834 Elm St, Austin, TX, 78793	0.36	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+4 more

26,564 rows, page 8 of 532Previous Next