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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23604	PRV	Beverly Y Hunt	1984-05-06	—	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-138556	ENR	Michelle Lynch	1944-05-17	UHC-79929-16	—	7066 Central Ave, Jacksonville, FL, 32227	0.76	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-134623	ENR	Anna F Murray	1999-08-04	UHC-80172-35	5719060986	7304 Highland Ave, Atlanta, GA, 30376	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-119734	ENR	Gregory E Garza	1941-12-23	UHC-88480-33	2208913619	6168 Broadway, Jacksonville, FL, 32258	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-105599	ENR	Gabriel Russell	1955-12-23	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-138605	ENR	Omar X Ford	2003-08-01	UHC-27228-51	9675232713	2289 Ridge Rd, San Antonio, TX, 78299	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120035	ENR	Nathan Chavez	1973-06-12	UHC-16858-20	7104754242	8472 Lincoln Way, Eden Prairie, MN, 55323	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-135132	ENR	Samantha C Marshall	2002-11-04	UHC-35254-25	5387852236	1627 Broadway, Minneapolis, MN, 55490	0.76	Date of birth reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-135131	ENR	Samantha C Marshall	2002-11-04	UHC-35254-25	5387852236	1627 Broadway, Minneapolis, MN, 55490	0.76	Date of birth reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-101721	ENR	Angela T Pena	2003-11-09	UHC-76934-48	7352645965	7321 Main St, Tampa, FL, 33686	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-102270	ENR	Abigail W Snyder	1970-01-20	UHC-21758-85	4774688648	565 Ocean Ave, Plano, TX, 75087	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-20390	PRV	Steven Y Lewis	1941-11-08	—	9614692590	5512 Ridge Rd, Glendale, AZ, 85379	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-27534	PRV	Douglas Edwards	1962-05-28	—	6676298303	6463 Palm Dr, Denver, CO, 80246	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-403288	CLM	Shirley Harvey	1994-12-25	—	—	7830 Pine Dr, Chandler, AZ, 85217	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-127802	ENR	Sofia A Thompson	1987-07-21	UHC-17637-54	6439313066	4099 Willow Ct, Charlotte, NC, 28268	0.76	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
PRV-22262	PRV	Sofia Castro	1999-02-28	—	8704668083	3667 Cedar Ln, Charlotte, NC, 28253	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121401	ENR	Nicholas Alexander	1989-04-25	UHC-55928-14	—	6192 Canyon Rd, Mesa, AZ, 85282	0.76	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-113287	ENR	Carlos G Parker	2002-12-17	UHC-78228-80	4116220215	2308 Union St, Jacksonville, FL, 32207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-52719	TPA	Michelle Nelson	1947-08-08	UHC-68864-27	4894834073	2704 Lincoln Way, Nashville, TN, 37286	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-21493	PRV	Emma O Reed	1991-06-07	UHC-91196-41	6332224385	161 Desert Sky Blvd, Charlotte, NC, 28294	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-139866	ENR	Teresa K Nichols	1972-11-27	UHC-77159-82	3515251490	9831 Willow Ct, Gilbert, AZ, 85276	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-117340	ENR	Brian B King	2008-02-14	—	7334316633	6836 Broadway, Sacramento, CA, 95883	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
ENR-142796	ENR	Yuki Q Ross	1993-08-22	UHC-61230-96	5845997999	7576 Indian School Rd, Atlanta, GA, 30325	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58867	TPA	Jackie Ferguson	1974-09-25	—	7605113432	1854 Ocean Ave, Orlando, FL, 32806	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
PRV-29227	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
ENR-108715	ENR	John Little	1968-05-02	UHC-51193-40	4528658516	1768 Maple Ave, Gilbert, AZ, 85254	0.76	Name re-cased Date of birth reformatted Phone reformatted City 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
CLM-403396	CLM	Brian Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-114690	ENR	Sofia D McDonald	1946-01-23	—	4185687231	6229 Sunset Blvd, Orlando, FL, 32804	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-425028	CLM	Ruth Arnold	1991-11-16	UHC-20192-12	—	1369 Hillcrest Rd, San Antonio, TX, 78222	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-54611	TPA	Jamas Burke	1984-04-13	—	4768982074	2643 Park Pl, Dallas, TX, 75285	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-52913	TPA	Kathleen Graham	2000-12-23	—	7855585868	8422 Union St, Fresno, CA, 93788	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-50322	TPA	Karen Rojas	1996-05-21	—	9038384737	6039 Sage Ct, Miami, FL, 33184	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-137898	ENR	Susan Z Barnes	1999-01-17	UHC-66186-27	2894137118	9887 Lincoln Way, Seattle, WA, 98149	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-417557	CLM	Barbara Hansen	1998-05-22	—	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-142475	ENR	Jeremy Mendez	1987-09-14	UHC-21632-60	6669795351	9855 Sage Ct, Tampa, FL, 33660	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-52931	TPA	Nicole Burke	1985-04-14	—	9049854277	7663 River Rd, Orlando, FL, 32872	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-422149	CLM	Ashley Ortega	1954-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
TPA-58968	TPA	Aisha Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-426517	CLM	John Payne	1947-12-01	UHC-58602-12	4165285691	4417 Hillcrest Rd, Atlanta, GA, 30363	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406944	CLM	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave, Austin, TX, 78720	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-419471	CLM	Kimberly Simmons	1997-02-12	—	—	5330 Park Pl, Miami, FL, 33186	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-422926	CLM	Frances Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112578	ENR	Catherine G Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ, 85281	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-413361	CLM	Ronald Padilla	2001-08-28	UHC-04677-70	4709867841	6044 Broadway, Eden Prairie, MN, 55370	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
PRV-26376	PRV	Shirley Yang	1953-08-08	UHC-48664-66	7602056421	699 Baseline Rd, Atlanta, GA, 30395	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-21922	PRV	Katherine Stevens	1952-12-20	UHC-93932-26	4288755375	7115 Apache Blvd, Jacksonville, FL, 32255	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404099	CLM	Patricia Rios	2001-05-20	UHC-27480-20	—	6561 Highland Ave, Phoenix, AZ, 85070	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-123386	ENR	Gloria H Carter	1965-01-18	UHC-49800-43	—	2657 Washington St, Charlotte, NC, 28276	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-415151	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	4266 Broadway, Miami, FL, 33192	0.76	Date of birth reformatted Member ID reformatted Address re-cased State name converted to code+2 more

9,084 rows, page 151 of 182Previous Next