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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101842	ENR	Willie Mendoza	1987-03-03	UHC-26415-69	—	23 Meadow Ln, Tempe, AZ, 85261	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112739	ENR	Alice Foster	1950-02-28	UHC-58749-30	3505449710	61 Lake View Rd, Columbus, OH, 43274	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103453	ENR	Anthoony Martin	1982-10-23	UHC-47088-15	3772317797	2343 Oak St Apt 31, Phoenix, AZ, 85045	0.52	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+2 more
CLM-429884	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	5563 Lincoln Way # 379, Houston, TX, 77073	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
CLM-423404	CLM	Scott Duncan	1997-10-26	UHC-47476-28	—	4543 Indian School Rd, Gilbert, AZ	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138064	ENR	Raymond W Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX, 78747	0.52	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126834	ENR	Brooks Robert	1956-03-14	UHC-20176-42	3388617553	8962 Central Ave, San Diego, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411949	CLM	Jacob Roberts	1959-04-06	UHC-64537-46	—	5524 Canyon Rd Apt 8, Austin, TX, 78796	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-101354	ENR	Willie Austin	1998-09-20	UHC-42539-11	—	8903 Baseline Rd, Houston, TX, 77065	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107575	ENR	Martha O Austin	1992-04-23	UHC-77689-57	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.52	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+2 more
TPA-62409	TPA	Roger Hrrison	1992-07-11	UHC-03161-33	3935596005	9840 Central Ave Apt 18, Glendale, AZ, 85389	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
CLM-418947	CLM	Bobby Hicks	1953-02-05	UHC-64037-39	—	9653 Palm Dr, Glendale, AZ, 85382	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108175	ENR	Lauren O Porter	2007-09-10	UHC-20565-29	6206198383	1895 Elm St, Glendale, AZ, 85335	0.52	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-109011	ENR	—Junk	—	UHC-18966-01	—	2701 Mesa Dr, Tempe, AZ, 85240	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120713	ENR	Brian Wells	2001-07-16	UHC-78951-31	3433526611	7743 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-107266	ENR	Kenneth Gonzalz	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125890	ENR	Kimberly W Henderson	1980-02-01	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105961	ENR	Heather O Griffin	1987-08-11	UHC-60659-31	8248229092	8521 Palm Dr, Jacksonville, FL, 32278	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113997	ENR	Sandra K Wallace	1967-04-23	UHC-09961-74	—	204 Sage Ct, Los Angeles, CA, 90009	0.52	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-126024	ENR	Ethan W Kelley	2005-07-03	UHC-61301-42	2883581409	180 Meadow Ln, Seattle, WA, 98110	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120739	ENR	Alexis F Phillips	1958-08-10	UHC-25166-11	4934434378	3344 Ridge Rd Apt 2, Sacramento, CA, 95806	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124104	ENR	Bobby Rodrigueez	1967-01-04	UHC-12282-59	9524503408	2655 Bayshore Dr, Phoenix, AZ, 85052	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132821	ENR	Cynthia V McDonald	—	UHC-33327-97	6929645537	1243 Bayshore Dr Apt 14, Denver, CO, 80265	0.52	Name re-cased Date of birth missing Member ID reformatted Unit split from street+2 more
ENR-105099	ENR	Jessiac O Carter	1950-09-14	UHC-93972-21	—	4008 Indian School Rd, Jacksonville, FL	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430845	CLM	Emma Richardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422620	CLM	Daniielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave Apt 14, Atlanta, GA, 30306	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427562	CLM	Roy Morales	1978-03-23	UHC-84648-80	7594730485	8768 Canyon Rd, San Antonio, TX, 78282	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104856	ENR	Adam V Snigh	2002-01-12	UHC-60218-20	9593836872	5610 Camelback Rd # 457, Nashville, TN, 37217	0.52	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
ENR-131771	ENR	Nathan T Ward	1943-08-19	UHC-63876-99	6962544629	1774 Bayshore Dr, Gilbert, AZ	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139026	ENR	Betty Henderson	1979-05-25	UHC-12907-68	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105279	ENR	Jesse Ryan	1984-11-25	UHC-71476-43	—	1048 Mesa Dr, Glendale, AZ, 85303	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136258	ENR	Margaret R Cook	1996-09-07	UHC-09865-45	6703615197	8085 Grand Ave # 180, Orlando, FL, 32845	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-113964	ENR	Mei Chavez	1997-10-09	UHC-94469-58	—	3316 Mesa Dr, Austin, TX, 78799	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133390	ENR	Jeff V Soto	2006-08-10	UHC-86836-12	—	4743 Desert Sky Blvd, Fresno, CA, 93734	0.52	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-114865	ENR	Judith M Fox	1948-03-11	UHC-81588-93	4246330248	3009 Mountain View Dr, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-142072	ENR	Grace C Oliver	1954-02-20	UHC-79868-47	2579887625	5167 Willow Ct, Gilbert, AZ, 85234	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112425	ENR	Etan Alvraez	1955-12-04	UHC-95573-58	9707017180	349 Mountain View Dr, Nashville, TN, 37269	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126267	ENR	XJunk	1994-02-07	UHC-72104-05	8603519447	8276 Spring St, Las Vegas, NV	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126268	ENR	XJunk	1994-02-07	UHC-72104-05	8603519447	8276 Spring St, Las Vegas, NV	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133719	ENR	Jazon H Ruuiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-100549	ENR	Joshua Willis	1945-04-07	UHC-25334-79	4337639259	6663 Oak St Apt 14, Sacramento, CA, 95835	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-409656	CLM	Dylan Berry	—	UHC-73876-98	—	7702 Harbor Blvd, Plano, TX, 75059	0.52	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-124988	ENR	Juan C Powll	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.52	Middle initial moved out of first name Phone reformatted Member ID reformatted SSN last four extracted+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
CLM-428368	CLM	TJunk	1991-02-02	UHC-14684-42	—	2259 Union St, Seattle, WA, 98173	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106085	ENR	Eugene Perkins	1991-05-21	UHC-74376-09	4092640195	8300 Canyon Rd, San Antonio, TX, 78243	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-110280	ENR	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+2 more
CLM-429211	CLM	Ronald Henry	—	UHC-15188-94	6573050700	8751 Park Pl, Chandler, AZ	0.52	Date of birth unreadable Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-117623	ENR	Robert Li	1958-02-14	UHC-01999-78	—	9518 Desert Sky Blvd, Chandler, AZ, 85280	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+2 more
CLM-412729	CLM	Mateo Flores	1975-04-04	UHC-34251-40	—	486 Highland Ave, Jacksonville, FL, 32249	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 17 of 155Previous Next