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-424154	CLM	Joshua Vasquez	1966-07-05	—	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420376	CLM	Lori V Nichols	1941-10-03	UHC-19429-29	—	8962 Union St, Gilbert, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407498	CLM	Peter Fowler	1972-04-02	—	—	646 Willow Ct, Tampa, FL, 33675	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420683	CLM	Billy Ramirez	1964-04-15	UHC-43295-81	—	773 Union St, Charlotte, NC, 28213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-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
CLM-428775	CLM	Michael Duncan	2004-05-22	UHC-46296-78	—	1692 Central Ave, Charlotte, NC, 28285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52610	TPA	Madison Gray	1978-01-25	UHC-81442-53	2839797952	1612 Baseline Rd, San Antonio, TX, 78231	0.62	Name re-cased 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
CLM-409543	CLM	Stephanie Nichols	1973-03-28	UHC-36102-54	—	6263 Ocean Ave # 311, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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
CLM-422113	CLM	Gloria Brooks	—	—	3253953961	9448 Cedar Ln, Orlando, FL, 32813	0.62	Name re-cased Date of birth missing 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
PRV-22375	PRV	Samul P Wheeler	1959-09-23	—	5544616356	9508 Ridge Rd, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28903	PRV	Luis Watson	—	UHC-67075-45	4788053781	844 Washington St, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23080	PRV	Nancy Valdez	1952-03-12	—	8833553974	963 Canyon Rd, Chandler, AZ, 85295	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23846	PRV	Karn Morrison	2000-06-28	—	4764116775	5196 Cedar Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
TPA-57051	TPA	Kathryn Peterson	1958-11-23	—	2235735208	595 Church St, Charlotte, NC, 28234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407973	CLM	Danielle Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25221	PRV	Katherine Y Perry	1959-03-27	—	—	5610 Sage Ct, Fresno, CA, 93713	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-403136	CLM	Hannah M Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.62	Name re-cased 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
PRV-22728	PRV	Patrick Webb	—	—	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth missing 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-109470	ENR	Aisha Patel	1993-11-06	UHC-68868-81	9345881712	6912 Main St # 945, Jacksonville, FL, 32218	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
TPA-51140	TPA	Alice Taylor	1950-12-28	—	6818559476	8487 Lake View Rd, Tucson, AZ, 85764	0.62	Name re-cased Two-digit birth year Phone 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
CLM-413568	CLM	Brandon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	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-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
CLM-425295	CLM	Richard F Cruz	2008-02-16	UHC-30512-30	—	9194 Mesa Dr, Houston, TX, 77008	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
CLM-403529	CLM	Maria Chavez	1966-05-25	UHC-22088-39	—	9462 Mountain View Dr # 944, Atlanta, GA, 30318	0.62	Name re-cased Date of birth reformatted Unit split from street 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
CLM-427693	CLM	Amy Fernandez	1948-03-16	—	2897204760	3078 Lake View Rd # 495, Los Angeles, CA, 90029	0.62	Name re-cased Phone 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
TPA-54288	TPA	Raymond Payne	1967-06-01	—	3808478937	7626 Broadway, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted 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
CLM-407184	CLM	Helen N Kelley	1996-05-12	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-406255	CLM	Linda Wood	2007-12-16	UHC-88685-49	5125269792	4941 Highland Ave Apt 30, Columbus, OH, 43231	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more

39,996 rows, page 155 of 800Previous Next