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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426831	CLM	Kathryn Payne	1988-12-19	—	8638248181	7108 Canyon Rd, Mesa, AZ, 85289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418322	CLM	Omar Moore	2004-07-06	UHC-47663-42	2598112902	6676 Central Ave, Columbus, OH, 43232	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402658	CLM	Hanson Kathy	1946-09-17	UHC-09595-21	2595614710	1114 Grand Ave, Gilbert, AZ, 85255	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417465	CLM	Christopher Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-410671	CLM	Michael Lopez	1963-01-09	—	6502907866	578 Willow Ct, Houston, TX, 77082	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400511	CLM	Brittany X Barnes	1961-02-04	UHC-96092-68	7916893914	9283 Pine Dr, Mesa, AZ, 85263	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405684	CLM	Nancy Soto	1975-04-23	—	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415646	CLM	Benjamin Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-427304	CLM	Tyler Cole	1999-01-20	UHC-88625-13	5227848131	2050 Indian School Rd, Minneapolis, MN, 55486	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422703	CLM	Dunna L Oliver	1964-01-19	—	6188729640	5562 Broadway, Seattle, WA, 98176	0.76	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
CLM-422214	CLM	Diana Spencer	1942-08-19	—	6903792927	1835 Oak St, Denver, CO, 80219	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409104	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430219	CLM	Charlotte Lee	1982-03-09	UHC-02855-78	9076673577	7336 Harbor Blvd, Sacramento, CA, 95896	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410364	CLM	Janice Dunn	1953-04-18	UHC-55442-35	6909012854	3591 Oak St, Denver, CO, 80249	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430879	CLM	Scott Turner	1951-05-21	UHC-29656-32	4345839565	216 Camelback Rd, Orlando, FL, 32850	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404687	CLM	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	1097 Oak St, Tempe, AZ, 85271	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-429835	CLM	Brian Ramos	1971-08-15	UHC-78407-36	7093802338	134 Market St, Fresno, CA, 93714	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415860	CLM	Abigail P Harrison	1940-04-21	UHC-99217-26	4068453285	3549 Washington St, Charlotte, NC, 28284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400909	CLM	Terry L Gibson	2000-04-08	UHC-48195-05	2212555050	5213 Spring St, Seattle, WA, 98159	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-430220	CLM	Michael Wallace	1939-06-05	UHC-03061-34	2889408672	2841 Desert Sky Blvd, Scottsdale, AZ, 85277	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400772	CLM	Angela R Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-406526	CLM	Charlotte Edwards	1952-12-19	UHC-97135-95	7658728698	7965 Elm St, Houston, TX, 77065	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404748	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427419	CLM	Paul Duncan	1991-03-19	UHC-18036-19	7946959553	7625 Sage Ct, Mesa, AZ, 85201	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-407280	CLM	Steven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL	0.76	Phone reformatted Member ID reformatted City re-cased ZIP missing+2 more
CLM-429480	CLM	Obrien Denise	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd, Nashville, TN, 37280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426330	CLM	Olivia Alvarado	1999-06-28	UHC-69185-07	3887701580	374 Forest Ave, Minneapolis, MN, 55417	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420338	CLM	Ann Gilbert	1953-06-03	UHC-82848-70	8313202868	6758 Lincoln Way, Chandler, AZ, 85256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427755	CLM	Jordan Flores	1944-07-12	—	7625032040	7559 Hillcrest Rd, Minneapolis, MN, 55479	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400806	CLM	Debra Simmons	2005-06-27	UHC-13215-75	2443327255	521 Market St, Los Angeles, CA, 90041	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409083	CLM	Kathryn Knight	1952-12-09	—	6099650648	8540 Lake View Rd, Dallas, TX, 75238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414292	CLM	Robertson Kevin	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct, Eden Prairie, MN, 55337	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430056	CLM	Roger Watson	1991-01-08	UHC-16160-47	3969214940	7742 Oak St, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-415718	CLM	Aisha Harrison	1987-04-08	UHC-04953-40	9556158426	8464 Washington St, Minneapolis, MN, 55478	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416481	CLM	Arthur Guzman	1951-01-13	UHC-72382-09	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423949	CLM	Raymond Woods	1996-04-12	—	2534897061	2178 Washington St, Minneapolis, MN, 55497	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400886	CLM	Emily Hudson	1962-09-10	UHC-12967-87	7276465699	7372 Grand Ave, Fresno, CA, 93787	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429108	CLM	Donna Carpenter	1983-09-12	UHC-25893-43	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429261	CLM	Nicholas Carr	1989-07-01	—	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401645	CLM	Donna Perez	2005-06-03	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400425	CLM	Jaacqueline Chen	1997-08-07	UHC-37309-92	7032478775	5143 Grand Ave, Los Angeles, CA, 90011	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412085	CLM	Kyle Harvey	1976-10-27	UHC-55261-28	8904271769	4135 Sage Ct, San Diego, CA, 92196	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413664	CLM	Josh T Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-402247	CLM	Christopher U Mendoa	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401605	CLM	Martha Simmoons	2002-02-09	—	6406005170	1191 Park Pl, Atlanta, GA, 30306	0.76	Phone reformatted City re-cased State name converted to code Plan code upper-cased+2 more
CLM-423493	CLM	Lauren Cooper	1986-09-13	—	4182089953	5928 Church St, Denver, CO, 80224	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406218	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406651	CLM	Walter Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415463	CLM	Joyce Garza	1994-10-27	—	7889027235	5922 Sunset Blvd, Las Vegas, NV, 89106	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416747	CLM	Larry Mills	2001-03-08	—	9069551650	8275 Pine Dr, Charlotte, NC, 28255	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

11,960 rows, page 102 of 240Previous Next