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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-410546	CLM	Olivia Cox	2001-08-05	UHC-76885-99	5948538919	2196 Mesa Dr, Minneapolis, MN, 55433	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-421985	CLM	Jesse Black	2001-05-08	—	3713936198	9697 Highland Ave, Fresno, CA, 93736	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-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-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-432397	CLM	Lucia Jimenez	1971-07-28	UHC-43120-86	—	4939 Grand Ave, Phoenix, AZ, 85083	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-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-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-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-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-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-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-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-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-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-408739	CLM	Sandra Frranklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420103	CLM	Ashley Park	1984-03-25	UHC-77999-99	—	5422 Meadow Ln, Miami, FL, 33129	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406369	CLM	Carlos Austin	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407156	CLM	Susan Johnson	1971-08-02	—	—	1815 Spring St, Sacramento, CA, 95877	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408418	CLM	Simpson Debra	1967-03-13	UHC-13128-62	—	1092 Cedar Ln, Fresno, CA, 93728	0.76	Name re-cased Date of birth 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-416252	CLM	Lisa Bishop	1946-04-25	UHC-70027-59	—	5476 Mesa Dr, Fresno, CA, 93730	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423260	CLM	Stephen Gonzales	1985-05-06	UHC-33555-92	—	789 Highland Ave, Tucson, AZ, 85780	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 104 of 263Previous Next