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-120402	ENR	Sophia Yang	1966-08-04	UHC-00889-59	3629007634	4788 Union St, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136976	ENR	Albert R Brown	1992-04-21	UHC-45592-15	—	1776 Grand Ave, Tucson, AZ, 85787	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104691	ENR	Gary Jimennez	1954-03-21	UHC-18639-93	9596885709	302 Elm St, Plano, TX, 75041	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-123743	ENR	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-132108	ENR	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr, Columbus, OH, 43265	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-133883	ENR	Mari G Rojas	1943-08-21	UHC-01066-43	5245561709	5968 Mountain View Dr, Nashville, TN, 37243	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133946	ENR	Jonson Z Amanda	1946-07-03	UHC-06364-64	8624656105	9444 Cedar Ln, Sacramento, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-401548	CLM	Nicole Maldonado	1960-07-08	UHC-16949-67	—	88 Meadow Ln, Tucson, AZ, 85788	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410946	CLM	Beth Epinoza	1945-07-01	UHC-70832-05	8217601825	3005 Desert Sky Blvd, Glendale, AZ, 85373	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400857	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-400856	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-427435	CLM	Joan G Carroll	1970-09-19	UHC-43377-63	5684337114	6474 Indian School Rd, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-131893	ENR	Gloria O Lucas	1954-11-22	UHC-57477-61	7509272387	8818 Mesa Dr, Mesa, AZ, 85257	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418481	CLM	Shirley V Thompson	1953-08-09	UHC-90994-28	—	9564 Washington St, Columbus, OH, 43265	0.76	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
PRV-23123	PRV	Mark T Harvey	1969-12-23	UHC-89999-98	—	7633 Bayshore Dr, Los Angeles, CA, 90094	0.76	Name re-cased Member ID reformatted City re-cased Gender normalised+2 more
ENR-106144	ENR	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ, 85248	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419561	CLM	Wayne Harper	1964-10-28	UHC-30787-33	—	3822 Church St, Tampa, FL, 33679	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26509	PRV	Jason Barnes	1942-02-25	UHC-10046-01	3638638695	8995 Indian School Rd, Fresno, CA, 93781	0.76	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-418363	CLM	Lawrence George	1996-12-12	UHC-17614-13	5134305184	6604 Indian School Rd, Fresno, CA, 93721	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426787	CLM	Lsia G Evans	1981-09-07	UHC-89181-42	5939544189	214 Elm St, Denver, CO, 80286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429898	CLM	Susan Thompson	1982-03-10	UHC-71038-23	—	287 Palm Dr, Tampa, FL, 33619	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110289	ENR	Aarron Richardson	2005-03-08	UHC-17201-17	6953255626	7110 Indian School Rd, Houston, TX, 77077	0.76	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-136185	ENR	Richard I Peters	1949-07-14	UHC-85740-09	2412311818	8617 Central Ave, Minneapolis, MN, 55418	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-130973	ENR	Samuel F Collins	1943-03-02	UHC-44660-05	7217608699	3152 Valley View Dr, Charlotte, NC, 28264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-56457	TPA	Bill Powell	1973-01-13	UHC-92775-03	—	1719 Ridge Rd, Eden Prairie, MN, 55337	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130895	ENR	Heather Hamilton	2007-05-16	UHC-56452-78	9866280710	144 Highland Ave, Houston, TX, 77031	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-26709	PRV	Price J Priya	1991-09-09	UHC-86266-54	3308573968	7229 Harbor Blvd, Dallas, TX, 75289	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132199	ENR	Emma V Carter	1944-09-24	UHC-03566-32	8224416865	2297 Elm St, San Diego, CA, 92117	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429229	CLM	Thomas Campbell	1945-08-21	UHC-19472-43	—	1644 Highland Ave, Eden Prairie, MN, 55327	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103968	ENR	Joe S Gray	1949-02-23	UHC-46590-86	—	2333 Apache Blvd, Mesa, AZ, 85283	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102501	ENR	Sara Holmes	1940-12-28	UHC-78568-09	4394379229	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-421885	CLM	Martha Brown	1957-06-11	UHC-05954-71	—	6487 River Rd, Sacramento, CA, 95893	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135365	ENR	Jose Mendez	1975-02-15	UHC-74721-18	6693119260	2541 Canyon Rd, Orlando, FL, 32862	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124591	ENR	Hannah O Willis	1953-07-05	UHC-94766-84	8948739282	6978 Maple Ave, San Antonio, TX, 78297	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-402837	CLM	Laura Castro	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405968	CLM	Janice Hill	1944-06-25	UHC-52485-49	—	4290 Mesa Dr, Eden Prairie, MN, 55318	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104641	ENR	Cynthia Rodriguez	1977-01-27	UHC-17553-20	5005479875	9288 Oak St, Austin, TX, 78757	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-106011	ENR	Jacob M George	1965-07-15	UHC-51446-05	8793330365	4378 Market St, Mesa, AZ, 85286	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-401291	CLM	Nancy George	1946-06-28	UHC-91005-74	3134241295	7699 Grand Ave, Atlanta, GA, 30322	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114839	ENR	Carl A Chen	1996-03-24	UHC-67603-11	5944192651	9309 Canyon Rd, Denver, CO, 80288	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-103891	ENR	Eric F Ellis	—	UHC-03468-15	4762955422	—	0.76	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
PRV-24052	PRV	Ray Gilbert	1995-07-08	UHC-47520-61	4154560807	6778 Sage Ct, Plano, TX, 75054	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-119897	ENR	Charles Burke	1955-11-08	UHC-58990-73	4566645212	5211 Sunset Blvd, Atlanta, GA, 30354	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118516	ENR	Zachary Riley	1957-11-26	UHC-92442-40	8716610553	3916 Main St, Las Vegas, NV, 89163	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-407736	CLM	Andrew D Miller	1956-04-11	UHC-75854-99	7552888775	3855 Park Pl, Los Angeles, CA, 90001	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106201	ENR	Janet S Arnold	1962-08-10	UHC-16033-05	3933533885	2671 Palm Dr, Jacksonville, FL, 32296	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135256	ENR	Philip Johnston	1966-07-26	UHC-61230-27	6842415710	9556 River Rd, Tucson, AZ, 85789	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118685	ENR	Jeffrey I Payne	1985-09-28	UHC-22064-20	—	1553 Palm Dr, Houston, TX, 77090	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430712	CLM	Brittany Banks	1948-07-03	UHC-86957-86	—	493 Camelback Rd, Orlando, FL, 32858	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120106	ENR	Walter X Woods	1997-10-25	UHC-25690-36	7335650521	2725 Canyon Rd, Denver, CO, 80298	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 87 of 155Previous Next