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

Claims, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406992	CLM	Eric Bishop	1951-02-13	—	—	2768 Highland Ave, Denver, CO, 80287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408075	CLM	Nathan West	1970-10-16	UHC-00293-65	—	8702 Valley View Dr, Phoenix, AZ, 85003	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407804	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415636	CLM	Dylan Hudson	2005-07-01	UHC-06408-75	—	3085 Camelback Rd, Fresno, CA, 93777	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419882	CLM	Hiroshi Castro	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409988	CLM	Lawrence Howard	1945-12-13	UHC-07588-78	—	9438 Valley View Dr, Los Angeles, CA, 90077	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401434	CLM	Bobby Q Jordan	1994-07-21	UHC-41568-13	—	7850 Market St, Charlotte, NC, 28225	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413917	CLM	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	315 Grand Ave, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-415120	CLM	Ana Webb	2001-09-28	—	3183860052	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402442	CLM	Richard Patterson	1998-06-23	UHC-63925-81	—	2676 Market St, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421577	CLM	Hanson Michael	1983-07-01	—	—	3342 Sage Ct, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429134	CLM	Juan Murray	—	UHC-76789-10	—	9062 Park Pl, Gilbert, AZ, 85263	0.64	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428292	CLM	Breda K Price	1950-07-23	UHC-49836-10	—	553 Forest Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416601	CLM	Logan Baiey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424566	CLM	Diana Castro	1977-10-11	UHC-13008-27	—	2172 Ocean Ave, Orlando, FL, 32838	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428216	CLM	Rebecca Hamilton	1954-02-23	—	—	2665 Indian School Rd, Plano, TX, 75019	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-423351	CLM	Martha Z Elliott	1939-10-21	UHC-66010-71	—	2668 Ridge Rd, Orlando, FL, 32809	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-401195	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401194	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431853	CLM	Gomez Betty	1969-12-05	—	5778885753	7051 Spring St, Sacramento, CA, 95848	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422776	CLM	Daniel Reid	1980-05-26	UHC-60165-93	—	7481 Park Pl, Houston, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403548	CLM	Kelly Shaw	1994-12-10	UHC-70062-36	—	7662 Lake View Rd, Chandler, AZ, 85265	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426180	CLM	Saen Crawford	1993-12-28	UHC-87115-68	7178395461	2140 Maple Ave, Las Vegas, NV, 89107	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404598	CLM	Brian McCoy	1948-03-27	UHC-41653-53	—	5981 Hillcrest Rd, Seattle, WA, 98102	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-409303	CLM	Isabella Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422803	CLM	Sims Sharon	1954-10-15	UHC-25011-43	—	6678 Canyon Rd, Atlanta, GA, 30349	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411666	CLM	Heather M Rodriguez	1960-12-16	—	5688503537	5388 Valley View Dr, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416469	CLM	Raymond C Santos	1959-02-12	UHC-31261-86	—	1830 Spring St, Atlanta, GA, 30311	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410550	CLM	Gracce Ortea	1962-04-12	—	—	8559 Meadow Ln, Nashville, TN, 37280	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409862	CLM	Abigail Vargas	2005-06-26	—	—	3980 Willow Ct, Charlotte, NC, 28296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431154	CLM	Patrick C Rios	1957-01-19	—	9317699026	2799 Washington St, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401509	CLM	Mary Murray	1979-11-05	—	—	4644 Indian School Rd, Atlanta, GA, 30358	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414205	CLM	Heather Simpson	—	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429476	CLM	Megan Mejia	1982-04-28	—	3818811128	2979 Ridge Rd, Gilbert, AZ, 85297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417942	CLM	Andrew Matthews	1977-04-05	—	7812181951	9858 Baseline Rd, Orlando, FL, 32895	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413818	CLM	Ann Salazar	1991-01-03	—	7516776064	4627 Union St, Phoenix, AZ, 85089	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421540	CLM	Frances Ruiz	1994-03-16	UHC-53327-52	—	9212 Main St, Atlanta, GA, 30353	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423989	CLM	Randy Park	1976-06-27	—	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408950	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408951	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424901	CLM	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	3126 Lincoln Way, Atlanta, GA, 30372	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419798	CLM	Tyler Rice	1994-08-12	—	6733791249	9763 Spring St, Orlando, FL, 32855	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421525	CLM	Bevery Fox	1990-03-13	UHC-82946-02	4622587225	1338 Park Pl, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420837	CLM	Karen Martin	1984-04-01	UHC-08306-99	2415029347	3754 Main St, Miami, FL, 33149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404733	CLM	Patricia Simmons	1963-12-19	UHC-34156-49	—	320 Sage Ct Apt 1, Los Angeles, CA, 90029	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410010	CLM	Cynthia Contreras	1978-03-06	UHC-50913-71	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423154	CLM	Matthew Ferguson	1995-03-20	UHC-66125-48	—	1582 Camelback Rd, Houston, TX, 77086	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400478	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406776	CLM	Carl Owens	2001-01-10	—	8243071686	1298 Forest Ave, Minneapolis, MN, 55498	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429695	CLM	Robert Brooks	1999-02-24	UHC-69296-55	5805595575	5314 Palm Dr, Fresno, CA, 93722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

16,411 rows, page 126 of 329Previous Next