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-29361	PRV	Freeman Albert	1997-04-04	—	9807218047	4258 Palm Dr, Chandler, AZ, 85267	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-137625	ENR	Virginia Z Bowman	1957-09-20	UHC-68875-26	3187669881	5826 Hillcrest Rd, Atlanta, GA, 30346	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-132346	ENR	Amanda Chavez	2007-12-24	UHC-50326-82	2737051645	4880 Main St, Orlando, FL, 32813	0.80	Phone reformatted Member ID reformatted State name converted to code Email lower-cased
ENR-119766	ENR	Arjun Rojas	1996-08-22	UHC-54131-59	4763992693	6172 Market St, Nashville, TN, 37286	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-116039	ENR	Ahmed B Lopez	2008-07-12	UHC-75764-16	6354529176	7780 Church St, Tempe, AZ, 85208	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-140968	ENR	Timothy J Long	2003-10-01	UHC-46380-98	2673602144	994 Broadway, Glendale, AZ, 85304	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402635	CLM	Emma P Nguyen	1975-02-21	UHC-41432-67	—	5278 Indian School Rd, Minneapolis, MN, 55449	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-136661	ENR	Lucia V Banks	1949-12-13	UHC-18333-25	4135618026	6443 Lake View Rd, Nashville, TN, 37202	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-102428	ENR	Carl Boyd	1943-03-19	UHC-14674-10	8078821043	8732 Jefferson Ave, Fresno, CA, 93797	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-142676	ENR	Judy R Daniels	2005-06-30	UHC-29533-54	3008288144	6141 Sunset Blvd, Fresno, CA, 93709	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
TPA-54958	TPA	Willam Z Coleman	2004-12-19	—	—	2790 Forest Ave, Mesa, AZ, 85200	0.80	Date of birth reformatted State name converted to code Plan code upper-cased Placeholder values cleared
ENR-122243	ENR	Thomas R King	1942-07-10	UHC-27712-67	7787200003	8575 Maple Ave, San Diego, CA, 92101	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
TPA-62334	TPA	Diego Ray	1979-07-24	—	—	203 Union St, Phoenix, AZ, 85011	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58931	TPA	Christopher Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-100531	ENR	Cherles Willis	1954-04-17	UHC-75469-91	7783270021	2631 Lincoln Way, Austin, TX, 78745	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-112060	ENR	Jcaqueline E Turner	2000-11-12	UHC-69964-16	9505118619	898 Lincoln Way, Austin, TX, 78789	0.80	Name re-cased Date of birth reformatted State name converted to code Email lower-cased
CLM-415467	CLM	Zachary Munoz	1971-06-21	—	—	6721 Broadway, Los Angeles, CA, 90014	0.80	Date of birth reformatted Address re-cased State name converted to code Placeholder values cleared
ENR-109569	ENR	Thomas H Espinoza	2002-10-08	UHC-00130-55	8288912604	1690 Willow Ct, Nashville, TN, 37229	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20894	PRV	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411373	CLM	Salazar Gregory	1955-03-17	—	3938067388	5228 Harbor Blvd, Los Angeles, CA, 90079	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110600	ENR	Kimberly M Maldonado	1991-02-08	UHC-31463-85	8134150383	8564 Washington St, Columbus, OH, 43255	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-403996	CLM	Omar Stewart	1954-07-03	UHC-95053-34	—	7497 Washington St, Gilbert, AZ, 85296	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-125504	ENR	Jeffrey T Halll	1945-02-06	UHC-39370-03	8393593517	8051 Elm St, Scottsdale, AZ, 85214	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
PRV-22421	PRV	Elizabeth F Lane	1943-05-04	—	2445185748	9077 Hillcrest Rd, Columbus, OH, 43224	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-57296	TPA	Shirley Rogers	1971-12-14	—	2304269274	5718 Lake View Rd, Columbus, OH, 43203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21890	PRV	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407146	CLM	Kathleen Obrien	1953-02-15	UHC-76854-65	6242279150	6948 Pine Dr, Columbus, OH, 43294	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-422426	CLM	Lawrence Soto	1974-08-02	UHC-60682-84	—	6232 Willow Ct, Tempe, AZ, 85269	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419477	CLM	Laura E Flores	1974-03-11	UHC-25734-32	—	7067 Cedar Ln, Phoenix, AZ, 85018	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-113199	ENR	Roy Carlson	1981-10-05	UHC-80308-05	6415052452	1263 Harbor Blvd, Gilbert, AZ, 85277	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-102495	ENR	Gerald Davis	2002-05-16	UHC-43898-61	8984126038	1747 Church St, Los Angeles, CA, 90086	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
CLM-427007	CLM	Adam Mendoza	1956-02-27	—	8238225670	430 Market St, Tucson, AZ, 85758	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-118949	ENR	Gregory Cruz	2004-09-18	UHC-59269-27	6396616977	5830 Baseline Rd, Mesa, AZ, 85227	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-134051	ENR	Jaqcueline Roberts	1953-06-10	UHC-92965-90	7942448794	8204 Forest Ave, Nashville, TN, 37236	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-411135	CLM	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-104660	ENR	Luis W Ramos	2006-08-19	UHC-23311-92	7167034310	3844 Ridge Rd, San Antonio, TX, 78248	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-116772	ENR	Alan A Morgan	1943-03-07	UHC-86110-59	2375969383	1779 Pine Dr, Tucson, AZ, 85744	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-405522	CLM	Cheryl Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
CLM-417730	CLM	Joyce M Webb	1940-07-21	UHC-86059-45	4087064188	4877 Grand Ave, Seattle, WA, 98187	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-61386	TPA	Amy Ruuiz	2005-04-11	—	2073820208	347 Indian School Rd, Gilbert, AZ, 85269	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-423626	CLM	Randy Soto	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27580	PRV	Abby Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd, Tempe, AZ, 85253	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
CLM-420887	CLM	Diana Burns	2006-11-17	—	—	2843 Jefferson Ave, Miami, FL, 33120	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-126233	ENR	Fatima P Williams	1997-02-20	UHC-81189-01	5845144627	6965 Sunset Blvd, Dallas, TX, 75297	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
CLM-416178	CLM	Thomas X Lawrence	1964-08-10	UHC-37217-39	—	5476 Mountain View Dr, Charlotte, NC, 28276	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426900	CLM	Angela Morgan	1975-12-15	UHC-21095-73	8005654624	6432 Cedar Ln, Orlando, FL, 32843	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-103874	ENR	Roger Y Park	1997-06-19	UHC-41871-10	9572858163	5591 Jefferson Ave, Eden Prairie, MN, 55340	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-110738	ENR	Dunn Emma	1944-10-28	UHC-06624-87	5116019461	1261 Highland Ave, Denver, CO, 80272	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
TPA-53800	TPA	Willie Webb	2006-09-24	—	3536897247	2644 Grand Ave, Tempe, AZ, 85211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-122176	ENR	Matthew Green	1993-09-16	UHC-02834-66	—	1531 Oak St, Gilbert, AZ, 85291	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 164 of 182Previous Next