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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421248	CLM	Amanda Phillips	1987-07-18	—	—	9582 Cedar Ln, Los Angeles, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-404798	CLM	Billy C Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-413840	CLM	Austin Nelson	1974-06-14	UHC-77457-34	—	9886 Park Pl Apt 4, Nashville, TN, 37261	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421589	CLM	Andrea Bennett	1946-05-13	UHC-64984-58	—	241 Spring St, Jacksonville, FL, 32292	0.64	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-401281	CLM	Charlotte Guzman	1985-05-17	UHC-77788-73	—	9180 Oak St, Miami, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-422408	CLM	Jack F Garza	1966-10-12	UHC-71666-67	—	363 Bayshore Dr, Las Vegas, NV, 89178	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-414392	CLM	Gregory Cruz	2004-09-18	—	6396616977	8123 Hillcrest Rd, Denver, CO, 80241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418487	CLM	Julia Perkins	1945-03-26	—	5899882435	5328 Washington St, Tempe, AZ, 85269	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414622	CLM	Arthur Myers	1978-05-10	UHC-40907-37	—	3245 Indian School Rd, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-400705	CLM	Brian Mitchell	1995-06-11	—	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404998	CLM	Sara Padilla	1982-07-06	UHC-32625-79	9568711550	690 Main St, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427855	CLM	Sara Hawkins	1986-02-02	—	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.64	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+2 more
CLM-416954	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
CLM-419314	CLM	Kayla McDonald	2004-09-08	—	4042634903	3292 Church St, Atlanta, GA	0.64	Phone reformatted State code upper-cased ZIP missing Gender normalised+2 more
CLM-420700	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	—	5282 Main St, Charlotte, NC, 28204	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-406416	CLM	Heather Singh	1948-01-09	UHC-61064-10	4244339075	6811 Elm St, Plano, TX, 75098	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411774	CLM	Eric XJunk	1950-09-19	UHC-64477-90	—	6054 Forest Ave, Las Vegas, NV, 89146	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407417	CLM	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430868	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430867	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401112	CLM	Jeffrey Garrett	1942-07-10	—	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401587	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401588	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-407693	CLM	Ryan Ramos	1990-12-12	UHC-27963-44	—	1686 Hillcrest Rd, Columbus, OH, 43227	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-410682	CLM	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418715	CLM	Jazon Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd, Columbus, OH	0.64	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-430896	CLM	Valentina Reid	1965-04-06	—	—	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406725	CLM	Carl A Clark	1977-10-08	UHC-03377-54	2355177070	6214 Bayshore Dr, Los Angeles, CA, 90007	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-407108	CLM	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+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-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-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-404255	CLM	Jordan Ross	1975-01-26	—	—	8556 Market St, Eden Prairie, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-402061	CLM	Barb R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418057	CLM	Nunez Brittany	2006-06-06	—	—	2966 Cedar Ln, Seattle, WA, 98195	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-400048	CLM	Doris F Garza	1957-12-18	—	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-419037	CLM	Becky Wylliams	1980-04-20	UHC-32568-63	—	1967 Union St, Charlotte, NC, 28278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404601	CLM	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-414670	CLM	Brenda Sullivan	1992-01-01	—	—	1728 Highland Ave, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-417297	CLM	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.64	State code upper-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-401073	CLM	Bobby Hawkins	1938-05-01	UHC-47552-02	—	6533 Pine Dr, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-425933	CLM	Janet Wells	1987-07-25	UHC-54496-81	—	4618 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409028	CLM	Logan Vega	1999-02-16	UHC-11562-55	9365514263	2873 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-413213	CLM	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more

1,156 rows, page 8 of 24Previous Next