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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401908	CLM	Walter Havrey	1982-01-11	—	5662353926	836 Spring St, Eden Prairie, MN, 55362	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424540	CLM	Brdley Q Barnes	1986-01-18	UHC-02728-80	6305500274	1932 Spring St, Glendale, AZ, 85338	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410858	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
CLM-400227	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-400228	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-415121	CLM	Timothy Brooks	1978-03-15	UHC-96249-54	6567818224	9727 Maple Ave, Tempe, AZ, 85257	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403290	CLM	Arthur Hall	1938-11-24	UHC-87611-37	2655323170	686 Church St, Glendale, AZ, 85360	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428429	CLM	Brittany Jacobs	1952-07-13	UHC-43748-69	—	1326 Elm St, Los Angeles, CA, 90006	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406336	CLM	Raymond D Dunn	1985-11-16	—	—	7796 Maple Ave, Columbus, OH, 43251	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-422753	CLM	Julie Weaver	1977-09-06	—	—	5059 Meadow Ln, Nashville, TN, 37215	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404831	CLM	Laura Alvarez	1994-01-13	—	—	231 Grand Ave, Glendale, AZ, 85322	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415563	CLM	Ashley N Ellis	1955-03-20	UHC-12890-39	7672067357	1227 Baseline Rd, Denver, CO, 80264	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429902	CLM	Taylor Anthony	1940-06-11	UHC-53353-74	8374546978	5141 Central Ave, Atlanta, GA, 30369	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406307	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	5493781961	5550 Lake View Rd, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413202	CLM	Jacqueline Little	1987-12-24	UHC-07892-65	—	8051 Camelback Rd, Eden Prairie, MN, 55303	0.76	Name re-cased Date of birth 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-404960	CLM	Bryan X Henderson	1965-03-13	UHC-39534-92	—	6347 Forest Ave, Phoenix, AZ, 85001	0.76	Name re-cased Date of birth 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-416091	CLM	Charlotte I Gordon	1942-12-11	UHC-38994-50	—	4904 Ocean Ave, Seattle, WA, 98124	0.76	Date of birth reformatted Member ID 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-409504	CLM	Kelly Z Powell	1946-01-09	UHC-60953-25	—	5281 Palm Dr, San Diego, CA, 92145	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+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-426244	CLM	Heather Rios	1960-07-24	UHC-67463-23	6472954779	6475 Desert Sky Blvd, Sacramento, CA, 95827	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407914	CLM	Arthur Ryan	1989-10-28	UHC-78348-45	—	2752 River Rd, Tampa, FL, 33651	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-415971	CLM	Jennifer Hayes	2004-01-09	—	—	9001 Washington St, Plano, TX, 75074	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-430655	CLM	Valentina White	1958-10-18	UHC-52639-52	—	1391 Meadow Ln, Nashville, TN, 37299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-423868	CLM	Mariana Peterson	1998-12-07	—	—	9813 Union St, Jacksonville, FL, 32205	0.76	Name re-cased Street suffix standardised Address re-cased City 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-430914	CLM	Justin Le	1977-05-22	—	4799229662	1662 Market St, Phoenix, AZ, 85049	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432132	CLM	Logan Ortiz	1960-07-15	—	—	6603 Jefferson Ave, Miami, FL, 33191	0.76	Name re-cased Date of birth 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-401796	CLM	Grace James	1987-11-21	UHC-29142-83	—	6385 River Rd, Las Vegas, NV, 89188	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-418365	CLM	Theresa T Cooper	1955-01-21	UHC-72449-82	—	5258 Lake View Rd, Tempe, AZ, 85221	0.76	Name re-cased Date of birth 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-429889	CLM	Alan Olson	1953-01-19	UHC-34288-51	—	9036 Ridge Rd, San Antonio, TX, 78201	0.76	Name re-cased Date of birth 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

18,771 rows, page 157 of 376Previous Next