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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102226	ENR	Jeremy Harper	—	UHC-46303-79	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135914	ENR	Andy X Young	1955-04-06	UHC-82178-32	7052620263	2283 Indian School Rd # 441, Gilbert, AZ, 85214	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121270	ENR	Wayne W Reed	1943-11-23	UHC-90098-34	9298863051	1099 Jefferson Ave, Tucson, AZ, 85792	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136070	ENR	Larry W Lee	1996-04-03	UHC-45008-81	5398724420	4170 Central Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-103725	ENR	Diana Evans	1997-04-15	UHC-60636-14	5724836825	5623 River Rd, Phoenix, AZ, 85007	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
ENR-142971	ENR	Bradley P Lane	—	UHC-76599-51	6775352307	5048 Hillcrest Rd, Sacramento, CA, 95874	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135830	ENR	Janice Moore	1982-07-13	UHC-20558-92	—	7643 Union St, Houston, TX, 77017	0.64	Name re-cased Two-digit birth year State name converted to code Email lower-cased+2 more
ENR-140844	ENR	Janet Vazquez	1989-12-01	UHC-47351-63	3879183611	2641 Palm Dr, Seattle, WA, 98110	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107388	ENR	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141651	ENR	Alan L Gilbert	1966-08-18	UHC-57392-18	—	2678 Washington St, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118645	ENR	Walter Harper	1987-05-27	UHC-51340-21	3179164520	2360 Union St, Scottsdale, AZ, 85225	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102877	ENR	Andrew Ward	1982-09-22	UHC-07332-28	6063521831	4051 Pine Dr # 921, Plano, TX, 75005	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130292	ENR	Rebecca McDonald	1999-03-21	UHC-79820-75	—	5631 Sage Ct, Scottsdale, AZ, 85275	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117945	ENR	Christine V Martinez	1999-08-16	UHC-53553-34	8928327488	4871 Mountain View Dr, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112111	ENR	Logan Cox	1967-07-18	UHC-60227-35	2967767447	5449 Bayshore Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109166	ENR	Yuki Larson	2005-01-18	UHC-96213-84	7354225566	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101034	ENR	Judith A Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd, Las Vegas, NV, 89145	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100735	ENR	Charlotte V Ray	1974-02-20	UHC-25587-51	7648133100	7256 Hillcrest Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127618	ENR	Judith J Foster	1961-06-06	UHC-14918-29	9803983758	8367 Sage Ct, Dallas, TX, 75298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130336	ENR	Megan Lawrence	1963-11-26	UHC-76908-83	4617311412	5603 Baseline Rd, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100886	ENR	Shirley Woods	1959-10-18	UHC-25499-05	—	9434 Washington St, Eden Prairie, MN, 55379	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122112	ENR	Jonathan Alvarez	2006-09-12	UHC-37217-80	5853818945	7872 Meadow Ln, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102781	ENR	Arthur P Reynolds	1984-05-13	UHC-92206-60	4596068217	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111236	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117599	ENR	Bobby Miller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122751	ENR	Janet Hunter	2000-02-08	UHC-72010-34	5939942076	5074 Spring St, Chandler, AZ, 85275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138006	ENR	Albert Wallace	—	UHC-61755-91	6804742954	553 Park Pl, Chandler, AZ, 85209	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-141757	ENR	Sara King	2006-10-01	UHC-37656-05	7775659502	5928 Main St # 664, Gilbert, AZ, 85223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109878	ENR	Terry Obrien	1991-11-10	UHC-60931-79	7969813611	1934 Valley View Dr, Tempe, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102664	ENR	Thomas V Johnston	1982-02-16	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105057	ENR	Ahmed D Morris	1994-02-09	UHC-46601-86	6163059632	2498 Oak St, Charlotte, NC, 28281	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-136148	ENR	Lawrence S Carter	1943-08-09	UHC-03473-40	—	7006 Pine Dr, Miami, FL, 33145	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-133398	ENR	Zachary G Wheeler	1961-08-14	UHC-84998-85	2358842559	9288 Spring St, Los Angeles, CA, 90064	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120575	ENR	Lori V Hunt	—	UHC-01871-59	—	6594 Maple Ave, Atlanta, GA, 30365	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-136651	ENR	Laura N Wagner	1965-11-27	UHC-30017-27	—	7724 Lincoln Way # 851, Charlotte, NC, 28246	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
ENR-142679	ENR	Ashley W Nelson	1943-01-22	UHC-56009-55	8455717151	4692 Canyon Rd, Plano, TX, 75024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125111	ENR	David W Yang	1991-09-02	UHC-99596-65	8532747627	1276 Baseline Rd, Atlanta, GA, 30337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110084	ENR	Diana Moreno	1976-02-02	UHC-51935-99	7244447915	4616 Elm St, Houston, TX, 77041	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141472	ENR	Aaron Morris	1945-05-07	UHC-45541-40	8769295150	6297 Lake View Rd, Scottsdale, AZ, 85276	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127741	ENR	Richard Lawrence	1950-10-16	UHC-94560-14	—	6026 Church St, Gilbert, AZ, 85225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113120	ENR	Lori F Gardner	1955-11-11	UHC-82159-44	7715883281	6077 Washington St, Dallas, TX, 75287	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-119929	ENR	Mei Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125336	ENR	Debra B Lewis	—	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-137244	ENR	Daniel Yang	1950-03-26	UHC-28538-36	—	8826 Valley View Dr, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114484	ENR	Nicholas J Little	—	UHC-39095-13	3814392435	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-106504	ENR	Fatima Hughes	1992-12-15	UHC-91024-20	3206511320	5837 Ridge Rd, Tucson, AZ, 85756	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116843	ENR	Teresa G Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

17,310 rows, page 87 of 347Previous Next