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

All sources, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118985	ENR	Kenneth Y Holmes	1945-05-17	UHC-49321-66	9282680443	5668 Church St, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61443	TPA	Diana Casttro	1971-09-25	—	—	2883 Market St, Tampa, FL, 33628	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55660	TPA	Robert Hall	1946-03-22	UHC-74797-86	—	1833 Oak St, Sacramento, CA, 95893	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402016	CLM	Raymond Hall	1978-08-11	—	—	3690 Elm St, San Antonio, TX, 78298	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121928	ENR	Albert G Stephens	1949-04-17	UHC-81418-55	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60240	TPA	Denise Young	1969-11-18	—	—	2167 Desert Sky Blvd, Tempe, AZ	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-62830	TPA	Sharon Ruiz	1996-02-26	—	6668856260	2788 Washington St, Tampa, FL, 33609	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414513	CLM	Jonathan Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave, Charlotte, NC, 28259	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-415631	CLM	SJunk	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd # 502, Glendale, AZ, 85397	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-59555	TPA	Grace Bishop	1983-12-15	—	—	3120 Cedar Ln, Minneapolis, MN, 55450	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107474	ENR	Olivia U Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln Apt 17, Atlanta, GA, 30371	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431236	CLM	Joshua M Gonzales	2001-03-06	UHC-38587-47	—	4712 Sunset Blvd, Phoenix, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109162	ENR	Daniel N Ryan	1950-03-06	UHC-22573-16	—	8467 Cedar Ln, Jacksonville, FL, 32204	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139071	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave Apt 40, Chandler, AZ, 85281	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-103687	ENR	Sandra L Wang	1992-07-25	UHC-11750-72	—	4488 Cedar Ln Apt 2, Seattle, WA, 98127	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419922	CLM	Ralph Fernandez	1943-07-07	—	—	1007 Baseline Rd, Las Vegas, NV, 89107	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-20223	PRV	Douglas M Morales	1952-08-19	—	—	2023 Maple Ave, Gilbert, AZ, 85226	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100994	ENR	Stephanie Gardner	1953-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-115281	ENR	Alexis M Hunt	1978-10-09	UHC-21311-85	3026347580	6601 Maple Ave, Tempe, AZ, 85245	0.52	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
PRV-20084	PRV	Christine Salazar	1973-11-05	UHC-75118-47	—	7127 Sunset Blvd, Plano, TX, 75020	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-135346	ENR	Nicholas Diaz	2004-04-09	UHC-37468-77	2239982353	9304 Elm St # 560, Seattle, WA, 98139	0.52	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-51185	TPA	Maria Kim	1998-12-22	—	—	322 Mountain View Dr, Columbus, OH, 43202	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54378	TPA	Roy Carlson	1981-10-05	—	—	1263 Harbor Blvd, Gilbert, AZ, 85277	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129141	ENR	Patrick Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-125304	ENR	Zachary Payne	1948-03-24	UHC-70686-74	9853600044	4827 Baseline Rd, Eden Prairie, MN, 55398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406804	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	8616183116	3163 Church St, Glendale, AZ, 85391	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135819	ENR	Harold Herrera	1958-11-09	—	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-106593	ENR	Carl V Dean	1972-03-28	UHC-87857-89	5768443760	9585 Oak St # 839, Tampa, FL, 33642	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114300	ENR	Carol Hughes	1979-02-28	UHC-70476-15	3375477490	2280 Bayshore Dr # 570, Seattle, WA, 98128	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-123648	ENR	Carlyn D Coleman	1985-08-11	UHC-68786-20	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138496	ENR	Carolyn S Hernandez	1939-12-07	UHC-64823-02	3632254257	2739 Pine Dr Apt 27, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-50554	TPA	Joe Reid	1960-07-03	—	—	8020 Sunset Blvd Apt 22, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-56544	TPA	Sara Jimenez	1986-08-07	—	—	7674 Spring St, Nashville, TN, 37252	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56509	TPA	Jacob K Carr	1995-12-25	—	—	473 Grand Ave Apt 3, San Antonio, TX, 78203	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135500	ENR	Ana W Bell	2007-05-09	UHC-07204-04	5076229056	2813 Lake View Rd, Seattle, WA, 98127	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
CLM-430592	CLM	Stephanie Burke	1974-03-25	UHC-61758-29	—	7411 Valley View Dr, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131240	ENR	Fatima T Carroll	1945-03-08	UHC-54168-90	6583010002	8669 Maple Ave Apt 19, Tempe, AZ, 85291	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-140741	ENR	Aaron Freeman	—	UHC-00601-67	—	6995 Oak St, Mesa, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone missing area code+2 more
ENR-119223	ENR	KJunk	1971-03-15	UHC-94640-27	3012390145	547 Oak St, Plano, TX, 75088	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117649	ENR	Jason Johnston	1987-07-21	UHC-86002-96	9655655802	5392 Highland Ave, San Diego, CA, 92102	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136096	ENR	Santiago V Gutierrez	1969-07-10	UHC-16012-72	5246898145	851 Willow Ct, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127520	ENR	Joran Robinson	1979-06-15	UHC-00837-84	—	1116 Washington St, Tucson, AZ, 85785	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-123036	ENR	Jennifer Dominguez	1988-12-24	UHC-64982-19	3275226904	18 Meadow Ln Apt 16, Columbus, OH, 43263	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-118396	ENR	Nathan Y Howell	1991-01-14	—	—	3009 Harbor Blvd, San Antonio, TX, 78237	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-59061	TPA	Aisha Nichols	1996-07-14	—	—	9422 Baseline Rd, Orlando, FL, 32826	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102927	ENR	Olivia Hart	1976-10-26	UHC-78547-45	—	9622 Highland Ave, Houston, TX, 77017	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27949	PRV	Brittany M Watson	1971-04-25	—	—	3073 Market St, Sacramento, CA, 95874	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109888	ENR	Juan Tran	2007-06-20	UHC-08444-39	4312024556	354 Central Ave # 791, Plano, TX, 75047	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-410268	CLM	Mike Evans	2006-09-04	—	—	8354 Maple Ave Apt 7, Orlando, FL, 32856	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

32,400 rows, page 54 of 648Previous Next