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 “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
CLM-426494	CLM	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57036	TPA	Lori George	1947-08-05	—	—	6812 Broadway # 590, Tempe, AZ	0.64	Name re-cased Unit split from street Address re-cased ZIP missing+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
CLM-407427	CLM	Wiill Burns	2002-02-08	UHC-17222-97	3064744265	4216 Apache Blvd, Fresno, CA, 93781	0.64	Name re-cased Phone 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
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+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
CLM-400436	CLM	Emma Cox	1996-05-09	UHC-99349-98	—	4137 Canyon Rd, Jacksonville, FL, 32211	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60883	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60884	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street 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
CLM-407282	CLM	James Price	—	UHC-64093-04	—	4016 Maple Ave, Charlotte, NC, 28210	0.64	Name re-cased Date of birth unreadable 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
CLM-417320	CLM	Alexis Walker	1962-07-15	—	—	2604 Highland Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61716	TPA	Ralph G Estrada	1976-01-02	UHC-70370-72	9007198209	4738 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407018	CLM	DavdJunk	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
PRV-23708	PRV	Megan R Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.64	Name re-cased Two-digit birth year State name converted to code Plan code upper-cased+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
CLM-414846	CLM	Christina Gardner	1973-08-26	UHC-75792-58	2524966184	3126 Central Ave, Gilbert, AZ, 85231	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27995	PRV	Thomas A Reynolds	1946-11-28	UHC-63941-86	—	4967 Valley View Dr, San Antonio, TX, 78205	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54163	TPA	Jessica Bennett	1991-05-02	—	—	5439 Camelback Rd, Denver, CO, 80206	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402163	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414362	CLM	Barbara Oliver	—	UHC-71536-77	—	2343 Sunset Blvd, Austin, TX, 78778	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+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
CLM-405626	CLM	Timothy Howell	1953-09-28	UHC-30686-19	—	5103 Oak St, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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
TPA-53070	TPA	Christian Walker	1970-03-18	—	2196102158	2675 Pine Dr, Tampa, FL, 33688	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422096	CLM	Hiroshi Nunaz	1967-05-09	UHC-58279-98	2406932640	1799 Palm Dr, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426758	CLM	Angela O Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr, Jacksonville, FL, 32248	0.64	Name re-cased Member ID 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
CLM-414702	CLM	Cynthhia Green	1979-06-21	—	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430920	CLM	Megan Montgomery	1958-12-25	UHC-67886-41	—	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56087	TPA	Theresa A Cook	1987-01-13	—	—	8803 Mountain View Dr, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429385	CLM	Madison Graham	1948-02-25	UHC-92091-04	—	1690 Forest Ave, Glendale, AZ, 85369	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402152	CLM	Isabella Padilla	1985-11-09	UHC-80057-92	—	9572 Forest Ave, Jacksonville, FL, 32207	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405268	CLM	Russell F Gibson	1954-06-12	UHC-03948-12	7956215806	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+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
TPA-59582	TPA	Tim Sullivan	1992-05-26	UHC-76596-84	3903477696	5317 Washington St, Charlotte, NC, 28214	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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
CLM-428602	CLM	Aisha Rojas	1956-12-18	—	—	6374 Ocean Ave, Dallas, TX, 75208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406922	CLM	Brenda Coleman	1993-09-06	UHC-19276-60	—	8164 Oak St, Tucson, AZ, 85751	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419337	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave Apt 1, Miami, FL, 33180	0.64	Name re-cased Unit split from street 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
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more

39,996 rows, page 181 of 800Previous Next