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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131596	ENR	Jose Bennett	1960-02-25	UHC-02988-17	4747736249	2543 Highland Ave, Tucson, AZ, 85738	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123140	ENR	Brrittany M Roberrtson	1965-05-23	UHC-95417-71	6742146684	8304 Sunset Blvd, Orlando, FL, 32837	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108117	ENR	Frances J Harper	1983-08-01	UHC-84962-90	7547958329	5850 Willow Ct, Charlotte, NC, 28207	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102835	ENR	Rebecca Clark	2004-07-06	UHC-91106-06	3097028171	4900 Market St, San Antonio, TX, 78263	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135448	ENR	Natalie O Cruz	2001-08-03	UHC-78014-98	2648882890	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138926	ENR	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA, 30390	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129709	ENR	Kathryn T Berry	1945-05-22	UHC-89770-54	8813003887	6986 Washington St Apt 31, Houston, TX, 77052	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121546	ENR	Vincent U Ruiz	1948-10-12	UHC-27931-26	3665850381	3608 Cedar Ln, Atlanta, GA, 30342	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103145	ENR	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114335	ENR	Lisa Robinson	1997-06-07	UHC-55537-54	9765281885	6365 Sage Ct, Jacksonville, FL, 32255	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136575	ENR	Yuki S Stephens	1941-11-27	UHC-35271-91	6875572311	1860 Cedar Ln, Gilbert, AZ, 85237	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119250	ENR	Kathy V Garrett	1959-05-02	UHC-55711-88	6927725384	9748 Market St, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122725	ENR	Andrea T Lopez	1943-10-06	UHC-05099-19	—	688 Valley View Dr, Miami, FL, 33199	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-140399	ENR	Sean M Nguyen	1944-06-06	UHC-15110-48	7158688812	6330 Oak St, Dallas, TX, 75262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114314	ENR	Diane H Clark	1971-12-12	UHC-44245-58	3389173384	7626 Main St, Tampa, FL, 33659	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102229	ENR	Wei Y Rivera	1963-05-11	UHC-06713-64	2213479941	3039 Central Ave, Chandler, AZ, 85224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-112030	ENR	Albert Wilson	1948-09-04	UHC-98937-02	2526421147	143 Meadow Ln, Fresno, CA, 93764	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141426	ENR	Emma G Richardson	1980-10-14	UHC-65412-76	7188204004	877 Central Ave Apt 13, Phoenix, AZ, 85058	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130508	ENR	Wei Z Cruz	1987-08-12	UHC-90987-72	9696461837	677 Willow Ct, Scottsdale, AZ, 85282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121666	ENR	Paul Perez	1955-08-24	UHC-51272-52	2376183115	4842 Cedar Ln, Seattle, WA, 98159	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115541	ENR	Roger T Castillo	1982-10-01	UHC-76530-02	4923914992	9224 River Rd, Seattle, WA, 98170	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110325	ENR	Keivn J Chapman	1968-09-13	UHC-72065-17	3668072920	3206 Meadow Ln, Scottsdale, AZ, 85205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133406	ENR	Sentiago D Thompson	1944-03-06	UHC-36654-74	4194192567	6836 Canyon Rd, Plano, TX, 75060	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101521	ENR	Jean R Sims	1975-09-27	UHC-38336-47	5675210132	2734 Mountain View Dr, Sacramento, CA, 95876	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130770	ENR	Amber Maldonado	—	UHC-88498-87	4688044047	4316 River Rd, Tampa, FL, 33697	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138059	ENR	Aaron D Howell	1979-08-15	UHC-17844-07	—	347 Hillcrest Rd, Tampa, FL, 33611	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-125266	ENR	Sofia B Weber	1987-11-14	UHC-90595-76	7655354496	9275 Union St, Sacramento, CA, 95899	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132377	ENR	Scott I Soto	2005-09-04	UHC-92231-93	3664455284	9832 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134427	ENR	Judith D Valdez	1996-03-09	UHC-53800-49	3836159533	6196 Baseline Rd Apt 16, San Diego, CA, 92157	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115198	ENR	Gabriel Nguyen	1949-04-25	—	4199368046	5009 Jefferson Ave, Chandler, AZ, 85212	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112642	ENR	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116114	ENR	Jean X Nichols	1970-06-08	UHC-07740-54	—	6773 Harbor Blvd, Austin, TX, 78789	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-136761	ENR	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127550	ENR	Vincent McDonald	1995-12-11	UHC-00519-76	9573672560	862 Ocean Ave, Las Vegas, NV, 89106	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126935	ENR	Shirley B Washington	2008-04-16	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA, 92163	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-125730	ENR	Mason L Diaaz	1994-09-28	UHC-49435-35	3682689317	3379 Central Ave, Fresno, CA, 93710	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103449	ENR	Rebecca Mitchell	1963-07-21	UHC-29645-45	3844352951	6206 Bayshore Dr, Houston, TX, 77099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124513	ENR	Gary Y Taylor	1950-05-21	UHC-52191-10	9676200728	6786 Main St, Phoenix, AZ, 85016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115940	ENR	Lawrence Rodriguez	1939-09-17	UHC-25245-14	7214647303	2258 Church St, Nashville, TN, 37277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119110	ENR	Mary U Park	1985-12-11	UHC-14312-13	9884300678	3217 Baseline Rd, Sacramento, CA, 95859	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130769	ENR	Martha Q Brown	1990-10-09	UHC-75930-16	—	6434 Oak St, Las Vegas, NV, 89131	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135099	ENR	Roger P Nguyen	1946-11-14	UHC-32952-64	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132921	ENR	Kathleen Santiago	1974-09-25	UHC-39717-03	6546989131	1897 Valley View Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130887	ENR	Gerald K Perkins	1983-10-22	UHC-47298-31	3396247346	9658 Maple Ave, Glendale, AZ, 85394	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-131949	ENR	Kenneth Walsh	1951-03-19	UHC-35989-04	—	4265 Pine Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121738	ENR	Martha Hawkins	2004-12-04	UHC-77244-10	6187532603	3240 Baseline Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100669	ENR	Walter Gardner	1945-06-21	UHC-00490-44	4698868025	6747 Spring St # 677, Dallas, TX, 75270	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-117701	ENR	Ryan Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd # 991, Orlando, FL, 32877	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-126074	ENR	Emma Dean	1989-04-24	UHC-09283-43	9285827900	1260 Ocean Ave, Orlando, FL, 32827	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-125741	ENR	Joshua Salazar	1997-05-24	UHC-80367-13	2683699941	8806 Central Ave, Houston, TX, 77087	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

26,564 rows, page 160 of 532Previous Next