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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412621	CLM	Jean Chen	1989-09-10	UHC-94984-08	—	9310 Camelback Rd # 352, Plano, TX, 75025	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113289	ENR	Robert Y Hunter	1967-12-10	UHC-35728-26	—	399 Broadway Apt 2, Los Angeles, CA, 90040	0.52	SSN last four extracted Unit split from street Email lower-cased Gender normalised+2 more
ENR-103492	ENR	Kaen B Dixon	1993-02-27	UHC-52328-18	4654906522	439 Maple Ave Apt 34, Jacksonville, FL, 32229	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-430386	CLM	Donna Lawson	—	—	8453023316	112 Grand Ave Apt 4, Phoenix, AZ, 85030	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
PRV-21152	PRV	Ryan Jimenez	1955-06-10	UHC-81271-92	2765095753	2708 Forest Ave Apt 1, Denver, CO, 80294	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-116746	ENR	Nicole Weber	2008-04-01	UHC-33244-23	2263003086	8660 Broadway Apt 6, Glendale, AZ, 85354	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-101400	ENR	Thomas West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 7, Dallas, TX, 75211	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111791	ENR	Johnson Randy	1986-01-11	UHC-51182-51	4317292783	7347 Pine Dr # 974, Jacksonville, FL, 32215	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125305	ENR	Austin Clark	2007-06-05	UHC-09557-64	—	9803 Washington St # 633, Dallas, TX, 75257	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419145	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419144	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409055	CLM	Danielle K Ward	2003-09-25	UHC-81974-47	—	8315 Central Ave Apt 30, Scottsdale, AZ, 85262	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54236	TPA	Megan Reed	2005-11-11	—	—	8402 Mesa Dr # 666, Sacramento, CA, 95812	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104598	ENR	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave Apt 35, Houston, TX, 77038	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-62780	TPA	Mark Wang	1989-10-27	—	9354879405	1548 River Rd Apt 28, Tempe, AZ, 85235	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-402235	CLM	Jack Jimenez	1965-07-22	UHC-31944-66	—	1751 Apache Blvd # 717, Tucson, AZ, 85725	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-110254	ENR	Emily B Gibson	1977-10-15	UHC-33914-45	5169147893	960 Palm Dr Apt 15, Fresno, CA, 93744	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21559	PRV	Ryan Z Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd Apt 12, Nashville, TN	0.52	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+2 more
CLM-426573	CLM	Terry A Butlr	2008-10-10	UHC-98914-41	2586641575	5887 Jefferson Ave Apt 16, Plano, TX, 75041	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124842	ENR	Ana X Luna	1970-06-08	UHC-91289-45	2875296262	6915 Lake View Rd # 611, Nashville, TN, 37280	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-407504	CLM	Julie Lee	1985-06-28	—	9624847955	7238 Main St # 929, Tucson, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425930	CLM	Danel Snyder	1965-05-24	—	5536740787	2733 Grand Ave Apt 21, Minneapolis, MN, 55474	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57810	TPA	Amy Evans	1967-05-21	—	4207141903	6124 Hillcrest Rd # 556, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111076	ENR	Jacqueline Grant	1978-12-02	UHC-43018-83	7108128830	9887 Spring St # 854, Charlotte, NC, 28269	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-430361	CLM	Mariana Garrett	2003-11-15	—	—	6949 Sunset Blvd Apt 4, Mesa, AZ, 85258	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
TPA-57935	TPA	Debra Hudson	1999-06-22	—	—	8828 Union St Apt 14, Atlanta, GA, 30327	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29531	PRV	Dot U Fernandez	1958-06-18	—	—	4640 Pine Dr Apt 37, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57651	TPA	Michael Flores	2000-05-13	—	7163171886	7802 Oak St Apt 14, Charlotte, NC	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131031	ENR	Teresa P Burton	1956-04-24	UHC-61347-45	—	5876 Indian School Rd # 546, Minneapolis, MN, 55467	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426690	CLM	Carl Ray	1963-08-05	UHC-21904-36	—	1930 Harbor Blvd # 457, Mesa, AZ, 85208	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426643	CLM	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	8910 Mountain View Dr Apt 19, Dallas, TX, 75234	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102557	ENR	Laura O Andrews	1980-06-20	UHC-68182-65	2688138704	2321 Maple Ave Apt 2, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123393	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr Apt 13, Orlando, FL, 32877	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122678	ENR	Fatima Reyes	—	UHC-25320-95	8396170838	3893 Meadow Ln # 874, Charlotte, NC, 28204	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-113380	ENR	William I Stevens	—	UHC-54815-52	2754345846	5378 Palm Dr # 216, Los Angeles, CA, 90002	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-127653	ENR	Patricia K Porter	1986-09-25	UHC-40405-05	4632904392	8080 Forest Ave Apt 9, Denver, CO	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418417	CLM	Ryan L Hunter	1965-10-05	UHC-48235-63	—	7479 Forest Ave Apt 28, Charlotte, NC, 28209	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-58173	TPA	Susan Wang	2008-01-18	—	—	4062 Central Ave # 224, Orlando, FL, 32847	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426785	CLM	Angela Ellis	1949-03-02	UHC-75200-93	4463762583	2733 Baseline Rd # 743, Tampa, FL, 33690	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-410623	CLM	Keith Campbell	1962-05-19	UHC-28637-30	—	5441 Meadow Ln # 306, Nashville, TN, 37234	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109564	ENR	Judith Mills	1952-01-10	UHC-91879-89	3823471971	6622 Oak St # 375, Jacksonville, FL	0.52	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
CLM-428242	CLM	Alice Cruz	1939-01-08	UHC-28830-68	—	4350 Meadow Ln Apt 20, Houston, TX, 77029	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108559	ENR	Adam Q Lynch	1978-04-18	UHC-18611-10	4259527370	9340 Maple Ave Apt 37, Fresno, CA, 93732	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416497	CLM	Aisha Gibson	1941-12-19	—	8773634795	3743 Church St Apt 19, Atlanta, GA, 30359	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120739	ENR	Alexis F Phillips	1958-08-10	UHC-25166-11	4934434378	3344 Ridge Rd Apt 2, Sacramento, CA, 95806	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-108648	ENR	Alexander Gomez	1961-07-04	UHC-93177-77	3406561148	9313 Mountain View Dr # 550, San Diego, CA, 92151	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120055	ENR	Gerald C Bennett	1957-03-26	UHC-99151-13	9669953210	9437 Washington St # 446, Jacksonville, FL	0.52	Unit split from street ZIP missing Gender normalised Plan code upper-cased+2 more
TPA-58375	TPA	Ethan T Mitchell	1954-08-17	—	—	4533 Valley View Dr Apt 13, Atlanta, GA, 30372	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more

6,994 rows, page 41 of 140Previous Next