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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54338	TPA	Hiroshi Vazquez	1978-09-11	—	9065836819	928 Mountain View Dr # 951, Scottsdale, AZ, 85204	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-63843	TPA	John Holmes	1983-10-10	—	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142112	ENR	Nicholas M Mendoza	1994-05-04	UHC-42778-02	—	3558 Washington St, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29256	PRV	Maria H Cruz	1976-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA, 92110	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60640	TPA	Kevin W Howell	1965-01-04	—	—	8133 Palm Dr, Denver, CO, 80276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402048	CLM	Stephanie Allen	1995-11-20	UHC-51810-47	6213718519	8645 Apache Blvd, Tempe, AZ, 85210	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-122980	ENR	Raymond Fox	2000-10-21	UHC-82222-37	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51222	TPA	Janet Harvey	1964-07-22	—	8706682954	7746 Palm Dr, Tucson, AZ, 85708	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406441	CLM	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29005	PRV	Mark Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln, Chandler, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110629	ENR	Aisha Myers	1995-02-19	UHC-16370-77	—	5623 Sage Ct, Fresno, CA, 93744	0.60	Street suffix standardised Address re-cased City re-cased Email lower-cased+4 more
ENR-140731	ENR	Denise Q Reid	1966-07-03	UHC-47159-46	2873648557	5411 Church St, San Antonio, TX, 78236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425858	CLM	Donna Reed	1985-11-09	UHC-68692-18	4475624458	7251 Harbor Blvd, Columbus, OH, 43266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142508	ENR	Kelly U Davis	1946-10-01	UHC-02360-07	8592571084	4206 Valley View Dr, Miami, FL, 33187	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100098	ENR	Valentina D Warren	1959-11-17	UHC-64240-81	7375366901	9049 Maple Ave, Dallas, TX, 75225	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-62595	TPA	Elliott David	1955-05-20	—	6265296430	4394 Main St, Nashville, TN, 37200	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410444	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410443	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-122316	ENR	Shirley Q Wang	1946-08-25	UHC-63251-28	5007218109	9684 Ridge Rd, Mesa, AZ, 85244	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-432236	CLM	Aisha Gardner	1969-09-06	—	8297864618	8538 Hillcrest Rd, Sacramento, CA, 95884	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118783	ENR	Ray Q Lawrence	1949-08-08	UHC-59874-28	—	9838 Canyon Rd, Seattle, WA, 98109	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-112755	ENR	Carlos R Chaevz	1943-08-28	UHC-88199-27	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60244	TPA	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave Apt 13, Las Vegas, NV, 89174	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115135	ENR	Steven N Harrison	1963-10-16	UHC-95603-45	—	5754 Church St, Chandler, AZ, 85237	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114036	ENR	Emily A Anderson	1953-02-16	UHC-77460-19	5059545342	3066 Sage Ct, Mesa, AZ, 85249	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128731	ENR	Sarah Wilson	1957-02-01	UHC-97990-06	3252732920	1295 Pine Dr, Dallas, TX, 75257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101059	ENR	Alice Knight	—	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL, 32859	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-406760	CLM	Alexis Fernanedz	1944-09-25	UHC-19671-72	—	4367 Valley View Dr, Scottsdale, AZ, 85267	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108389	ENR	Amber X Bishop	1982-11-04	UHC-24337-50	5697082860	1127 Meadow Ln, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412512	CLM	Ana Jenkins	1946-01-22	UHC-83983-70	7778597230	882 Broadway Apt 28, Columbus, OH, 43233	0.60	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-418646	CLM	Cynthia Perkins	1954-01-11	UHC-57488-40	7882885535	3711 Mountain View Dr, Plano, TX, 75017	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-104808	ENR	Billy Weber	1989-01-02	UHC-14482-44	5696639713	3418 Indian School Rd, Los Angeles, CA, 90086	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127647	ENR	Deborah Sandoval	—	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-417329	CLM	Michael Flores	2000-05-13	—	7163171886	7802 Oak St Apt 33, Charlotte, NC, 28271	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103413	ENR	Nathan M McCoy	1970-12-06	UHC-35142-11	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-22665	PRV	Danielle K Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128287	ENR	Joe F Lucas	1988-09-18	UHC-29310-40	2633564464	8962 Main St, Tempe, AZ, 85259	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
TPA-62988	TPA	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124953	ENR	Emma Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-106647	ENR	Diana O Hrrison	1966-08-06	UHC-09874-03	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107584	ENR	Heather T Weaver	2004-10-18	UHC-86273-12	2683872564	1990 Highland Ave, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429849	CLM	Adam Sanders	2005-02-09	UHC-72705-09	7463464053	5341 Ridge Rd, Tempe, AZ, 85206	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404217	CLM	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51417	TPA	Kenneth Cooper	1999-04-06	—	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415818	CLM	Patricia M Payne	2003-11-14	—	2064393479	4502 Cedar Ln # 467, Minneapolis, MN, 55427	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-423993	CLM	Walter Ray	1991-11-28	UHC-99412-10	8155760992	1070 Cedar Ln, Austin, TX, 78741	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23192	PRV	Debra Vargas	1992-12-13	—	7427833185	7717 Hillcrest Rd, Tempe, AZ, 85269	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135708	ENR	Eric Coleman	1984-11-17	UHC-48581-76	6315156790	6859 Maple Ave, Tampa, FL, 33605	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409819	CLM	Sofia D Wrd	1961-04-16	UHC-55808-79	2366515297	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25195	PRV	Janice Johnson	1997-04-24	UHC-76647-45	7423403610	7828 Highland Ave, Eden Prairie, MN, 55363	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 49 of 357Previous Next