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-27928	PRV	Barbara Carr	2000-03-19	—	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21467	PRV	Jason Waker	1958-07-11	UHC-52858-40	9198299272	8763 Lincoln Way, Orlando, FL, 32826	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-126925	ENR	Cynthia Young	1971-03-18	UHC-25405-85	7444609085	455 Central Ave, Tampa, FL, 33633	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-61526	TPA	Martha Snyder	1990-05-08	—	7964328536	6526 Broadway, Plano, TX, 75074	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-58967	TPA	Aisha B Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-130892	ENR	Jessica Reed	1940-07-06	UHC-84686-12	3399919378	7325 Broadway, Jacksonville, FL, 32219	0.78	Phone reformatted Address re-cased City re-cased State name converted to code+1 more
CLM-429705	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-429704	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-137223	ENR	David Hernandez	1970-11-07	UHC-97769-98	3464483781	5149 Bayshore Dr, Columbus, OH, 43208	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-122335	ENR	Jennifer K Lawrence	1976-11-14	UHC-40748-10	9523465851	9056 Ridge Rd, Phoenix, AZ, 85082	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-428773	CLM	Aaron Rojas	1962-10-06	—	7882917186	2380 Central Ave, Austin, TX, 78766	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-417796	CLM	Jacob Schmidt	1969-03-25	UHC-25356-26	—	7946 Oak St, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-131642	ENR	Brian N Thomas	1968-11-22	UHC-51366-19	—	4478 River Rd, San Diego, CA, 92183	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-131712	ENR	Walter Carter	1998-01-14	UHC-11426-79	3804759540	8437 Lincoln Way, Denver, CO, 80206	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-117635	ENR	Dianne Martin	1970-07-05	UHC-70579-10	7798156909	1379 Market St, Minneapolis, MN, 55407	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405103	CLM	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA, 30392	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-412741	CLM	Harold P Patterson	1940-03-26	—	—	226 Harbor Blvd, San Antonio, TX, 78260	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428944	CLM	Lawrence Duncan	1938-05-06	UHC-36484-66	7224584491	2923 Apache Blvd, Las Vegas, NV, 89179	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405545	CLM	Bradley Morrison	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-140855	ENR	Paatricia J Burns	1954-03-14	UHC-97556-39	8142534914	8332 Washington St, San Diego, CA, 92177	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
PRV-20074	PRV	Madison Boyd	1997-10-09	—	4957631430	5761 Central Ave, Nashville, TN, 37230	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-120546	ENR	Steven Ruiz	1949-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
CLM-408527	CLM	Cheryl Griffin	1971-06-03	UHC-95521-19	5197996313	9790 Grand Ave, Fresno, CA, 93705	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-413434	CLM	Andrew Bell	1964-08-20	UHC-15391-25	—	5494 Union St, San Antonio, TX, 78287	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-408841	CLM	Carolyn Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-422317	CLM	Sandra B Grant	1979-05-21	UHC-89882-02	—	9883 Bayshore Dr, Phoenix, AZ, 85070	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-109565	ENR	Jacob Y Bell	2004-10-27	UHC-98482-23	3442459568	4785 Highland Ave, Dallas, TX, 75216	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-126665	ENR	Marcus S Wog	1988-04-10	UHC-05531-33	8034593381	3182 Union St, Gilbert, AZ, 85211	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-58727	TPA	Amber Watson	2001-05-13	—	4263239948	3827 Church St, Columbus, OH, 43256	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-132348	ENR	Pamela Perez	1957-07-18	UHC-45761-86	8976319123	4213 Baseline Rd, Tucson, AZ, 85767	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-139292	ENR	Judy Jensen	1983-05-27	UHC-28149-36	4836230360	6027 Desert Sky Blvd, Atlanta, GA, 30373	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24415	PRV	Yuki Russell	1942-02-14	UHC-06443-59	4839904752	4736 Ridge Rd, Mesa, AZ, 85223	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-116409	ENR	Angela E Kennedy	1978-03-17	UHC-27371-43	6667745792	7826 Elm St, Austin, TX, 78725	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-58740	TPA	Lawrence U Smith	1964-03-19	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.78	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+1 more
CLM-415500	CLM	Sharon Z Simmons	2005-02-04	—	—	3873 Hillcrest Rd, Miami, FL, 33126	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-110661	ENR	Debra E West	1994-08-14	UHC-41849-96	7864220069	9577 Willow Ct, Houston, TX, 77077	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-110660	ENR	Debra E West	1994-08-14	UHC-41849-96	7864220069	9577 Willow Ct, Houston, TX, 77077	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-418009	CLM	Sophia U Butler	1987-10-25	UHC-99861-22	—	8857 Washington St, Orlando, FL, 32847	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-142556	ENR	Diana Pena	1978-11-05	UHC-30521-62	9416171581	8865 Sunset Blvd, Atlanta, GA, 30309	0.78	Name re-cased Phone reformatted State name converted to code Plan code upper-cased+1 more
TPA-57105	TPA	Alan Maldonado	1940-09-18	—	9648640740	3947 Willow Ct, Fresno, CA, 93760	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-410061	CLM	Jerry Flores	1995-09-19	—	—	9045 Indian School Rd, Glendale, AZ, 85390	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-426582	CLM	Roy Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX, 75010	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-127248	ENR	Ruth Hernandez	1955-05-15	UHC-45614-74	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.78	Phone reformatted Member ID reformatted City re-cased State name converted to code+1 more
CLM-427565	CLM	Brian Patel	1955-12-13	—	8403111600	2765 Lincoln Way, Charlotte, NC, 28200	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-59018	TPA	Bruuce Perkins	1973-10-17	UHC-27600-51	—	8366 Lake View Rd, Los Angeles, CA, 90048	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-136463	ENR	Joan Clark	1944-05-16	UHC-71989-42	4055337590	1521 Lake View Rd, Columbus, OH, 43206	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-107723	ENR	Deborah Baker	1994-06-22	UHC-63704-66	5715185709	2179 Highland Ave, San Diego, CA, 92129	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-115546	ENR	Abigail R Robinson	1950-05-19	UHC-49297-98	4893252082	62 River Rd, Miami, FL, 33174	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-23354	PRV	Brenda Y Montgomery	1990-01-10	UHC-06242-21	2159996590	8095 Grand Ave, Los Angeles, CA, 90071	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-118209	ENR	Gerald Espinoza	1973-09-01	UHC-11368-06	4819611839	8394 Harbor Blvd, Scottsdale, AZ, 85270	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more

9,084 rows, page 155 of 182Previous Next