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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

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-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-410687	CLM	Ahmed Garza	1967-12-09	UHC-17595-44	—	2353 Highland Ave, Jacksonville, FL, 32227	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-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-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-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-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-426212	CLM	Julie Jensen	1970-04-14	UHC-39503-67	4955907765	5625 Baseline Rd, Los Angeles, CA, 90060	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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

10,559 rows, page 85 of 212Previous Next