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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137786	ENR	Ralph X Tran	1938-12-26	UHC-19577-66	3196739034	9090 Pine Dr, Sacramento, CA, 95876	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127901	ENR	Sean H Wallace	1994-10-23	UHC-48266-32	7427173751	3705 Desert Sky Blvd, San Antonio, TX, 78259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117502	ENR	Isabella W Steewart	1995-11-01	UHC-47029-69	9159768851	9036 Mesa Dr, Charlotte, NC, 28239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108898	ENR	Angela P Ross	1939-12-23	UHC-97120-12	5428900259	6160 Ridge Rd, Tucson, AZ, 85722	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135509	ENR	Adam Owens	1978-03-17	UHC-17433-17	6078451338	2497 Valley View Dr, Gilbert, AZ, 85288	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-122334	ENR	Ethan Green	1966-09-18	UHC-13997-72	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-130785	ENR	Laura F Tran	1978-09-10	UHC-40855-67	4104394952	8672 Church St, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116844	ENR	Payne L Brandon	1981-10-08	UHC-70320-31	6887525916	3345 Apache Blvd, Seattle, WA, 98108	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132418	ENR	Ethan A Ray	1990-08-08	UHC-45961-16	9137226741	3841 Park Pl, Glendale, AZ, 85333	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103257	ENR	Joseh E Padilla	1998-06-17	—	7579248202	8273 Lincoln Way, San Antonio, TX, 78225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118507	ENR	Jonathan Peterson	1939-09-22	UHC-80951-24	8668492621	9875 Canyon Rd, Chandler, AZ, 85279	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100672	ENR	Carrl Alvarado	1938-09-23	UHC-22730-30	4415805614	2830 Maple Ave, Sacramento, CA, 95803	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112189	ENR	Albert Rike	1957-07-16	UHC-95181-81	7944143535	1926 Pine Dr, Orlando, FL, 32812	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141962	ENR	Diana G Oliver	1957-01-21	UHC-62327-68	3782308589	2549 Washington St, San Diego, CA, 92196	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133192	ENR	Christopher B Stephens	1988-09-21	UHC-69472-98	9219983447	5720 Valley View Dr, Gilbert, AZ, 85227	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128791	ENR	Jesse A Balck	2001-05-08	UHC-15116-96	3713936198	9697 Highland Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114713	ENR	Dorothy T Richardson	1948-07-07	UHC-54546-12	9286337116	9509 Indian School Rd, Charlotte, NC, 28278	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112614	ENR	Lucia Cook	1950-10-17	UHC-56273-97	—	4149 Indian School Rd, Mesa, AZ, 85271	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100926	ENR	Lauren Freeman	1958-04-09	UHC-00648-13	4195094219	2778 Bayshore Dr, Eden Prairie, MN, 55388	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112142	ENR	Ralph Jenkins	1943-03-21	UHC-30901-66	4276289078	2569 Spring St, Denver, CO, 80291	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120446	ENR	Raymond F Johnston	1981-05-16	UHC-96110-52	9764193791	8781 Cedar Ln, Las Vegas, NV, 89104	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124088	ENR	Lawrence W Lane	2006-08-09	UHC-10400-82	9502398303	2237 Camelback Rd, Los Angeles, CA, 90083	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138087	ENR	Christian Harrison	1953-11-13	UHC-45256-12	3646673207	6147 Forest Ave, Denver, CO, 80207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138088	ENR	Christian Harrison	1953-11-13	UHC-45256-12	3646673207	6147 Forest Ave, Denver, CO, 80207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138647	ENR	Christina Garcia	1969-02-11	—	4336748812	9827 Canyon Rd, Fresno, CA, 93762	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109291	ENR	Vincent Garza	2001-10-18	UHC-71824-31	—	9084 Jefferson Ave, Phoenix, AZ, 85084	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123292	ENR	Kenneth Alexander	1959-01-03	UHC-95426-68	9097449768	4261 Ocean Ave, Charlotte, NC, 28260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127511	ENR	Elijah B Phillips	1995-11-21	—	9525091543	2832 Baseline Rd, Sacramento, CA, 95820	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106720	ENR	Bradley P Vega	1977-02-07	UHC-28014-02	4557013187	1956 Highland Ave, Denver, CO, 80297	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107996	ENR	Mark A Foster	1939-07-22	UHC-18765-46	9846263981	4474 Sage Ct, Fresno, CA, 93713	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135347	ENR	Joan C Sanders	2008-11-07	UHC-18445-56	8307096442	3502 Forest Ave, Chandler, AZ, 85239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119143	ENR	Joe Vargas	1938-09-05	UHC-54724-10	6732096347	1455 Willow Ct, Minneapolis, MN, 55426	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133654	ENR	Shron L Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave, Los Angeles, CA, 90084	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113626	ENR	Walter S Moreno	1992-12-06	—	—	7959 Canyon Rd, Sacramento, CA, 95880	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117852	ENR	Anna Andrews	1989-02-22	UHC-31996-08	2612892494	5660 Meadow Ln, Gilbert, AZ, 85235	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114449	ENR	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138379	ENR	Eugene E Ross	1993-08-28	UHC-02623-96	4125584380	1866 Main St, Fresno, CA, 93737	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141454	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107596	ENR	Lauren Little	1958-04-28	UHC-01899-22	—	8143 Pine Dr, Seattle, WA, 98151	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135427	ENR	Teresa F Ray	1980-12-25	UHC-84087-65	4658762541	214 Lincoln Way, Phoenix, AZ, 85092	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128001	ENR	Alice Li	1983-08-02	UHC-40408-56	6509329421	3208 Jefferson Ave, Los Angeles, CA, 90077	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108635	ENR	Kelly Goordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd, Los Angeles, CA, 90020	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108139	ENR	Priya S Smith	1951-05-07	UHC-24388-87	7034808964	9332 Harbor Blvd, Columbus, OH, 43266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104602	ENR	Terry C Padilla	1940-07-25	UHC-74052-85	3276196347	5031 Camelback Rd, Plano, TX, 75003	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136314	ENR	Patricia Q Graham	2001-03-05	UHC-41523-87	7137390844	9486 Pine Dr, Los Angeles, CA, 90017	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102630	ENR	Christina F Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130793	ENR	Andrew W Rogers	1961-06-25	UHC-42345-38	7988857752	2616 Bayshore Dr, Austin, TX, 78789	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108301	ENR	Jen O Kim	1978-01-24	UHC-23601-88	9282786379	997 Palm Dr, Los Angeles, CA, 90094	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113180	ENR	Lori Howell	1974-08-21	UHC-48978-90	7212308007	2602 Palm Dr, Atlanta, GA, 30349	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125063	ENR	Maria X Tran	1958-07-20	—	5619628972	3452 Camelback Rd, Las Vegas, NV, 89180	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 146 of 339Previous Next