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

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431263	CLM	Jacob D Parker	1969-11-12	UHC-01644-25	4603785370	3708 Desert Sky Blvd, San Antonio, TX, 78250	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-410905	CLM	Sara Snyder	1959-08-17	UHC-32651-31	—	4222 Sage Ct, Miami, FL, 33195	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
CLM-418081	CLM	Charles Ross	1992-12-15	UHC-90074-48	3622687021	8583 Elm St, Fresno, CA, 93771	0.88	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+2 more
CLM-418731	CLM	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-402087	CLM	Mateo Olson	1957-06-04	UHC-93325-81	8942216360	7391 Broadway, Mesa, AZ, 85251	0.88	Date of birth reformatted Phone reformatted Address re-cased Plan code upper-cased+2 more
CLM-402615	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	—	9484 Highland Ave, Tucson, AZ, 85796	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
CLM-412937	CLM	Maria McDonald	1959-09-15	UHC-99859-28	4795566129	8254 Cedar Ln, Glendale, AZ, 85327	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-401928	CLM	Jean Contreras	1943-05-24	UHC-66804-04	6796195090	6390 Pine Dr, Orlando, FL, 32822	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
CLM-420432	CLM	Charles Little	1962-09-11	—	4295579712	9523 Baseline Rd, Jacksonville, FL, 32240	0.88	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+2 more
CLM-401877	CLM	Isabella Bowman	1953-10-22	—	2488754259	1711 Union St, Chandler, AZ, 85238	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412384	CLM	Mariana U Wagner	1966-02-27	UHC-61747-82	—	—	0.88	Name re-cased Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-416097	CLM	Joan Padilla	1968-09-01	UHC-77414-10	—	8521 Broadway, Gilbert, AZ, 85287	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-412246	CLM	Doris Mills	2004-03-08	—	8485147047	4034 Palm Dr, Tempe, AZ, 85225	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-406500	CLM	Barb Lynch	1958-02-01	UHC-29653-61	2557232605	8824 Maple Ave, Austin, TX, 78742	0.90	Phone reformatted City re-cased Email lower-cased Plan code upper-cased+1 more
CLM-417745	CLM	Ruth O Crawford	1964-12-23	—	—	4074 Palm Dr, Chandler, AZ, 85262	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-412417	CLM	Ethan Stone	2001-09-01	UHC-67874-86	5526111376	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-429919	CLM	Terry Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-417312	CLM	Jason Wheeler	1954-08-10	UHC-04921-58	7058205106	1833 Apache Blvd, Las Vegas, NV, 89113	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-413038	CLM	Jesica Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd, Sacramento, CA, 95866	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-431638	CLM	Melissa Weber	1986-07-11	—	—	6764 Grand Ave, Nashville, TN, 37262	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-402257	CLM	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-412646	CLM	Rebecca W Andrews	1990-08-03	UHC-25037-12	4398961633	4917 Jefferson Ave, Dallas, TX, 75232	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-410864	CLM	Jackie F Flores	1939-12-16	—	4285278069	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-431886	CLM	Timothy Gonzales	1991-10-25	UHC-54402-04	2468541764	6157 Market St, Houston, TX, 77065	0.90	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-406131	CLM	Kyle Ward	1996-05-14	UHC-48973-10	—	131 Canyon Rd, Columbus, OH, 43227	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-427803	CLM	Debra Singh	1993-07-11	UHC-43089-48	4242360970	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-401994	CLM	Alexis Henderson	1968-03-27	—	—	5737 Lake View Rd, Phoenix, AZ, 85033	0.90	Date of birth reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-427511	CLM	Barbara Kennedy	1969-02-21	UHC-10787-91	—	2908 Union St, Eden Prairie, MN, 55379	0.90	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-412314	CLM	Priya Warren	1987-11-26	UHC-51416-35	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-423379	CLM	Laura Alvarado	1967-03-02	UHC-14487-86	4777190704	6944 Mountain View Dr, Glendale, AZ, 85398	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-428053	CLM	Ethan S Williamson	1984-11-20	UHC-49331-36	—	2609 Palm Dr, Seattle, WA, 98106	0.90	Name re-cased Member ID reformatted City re-cased Plan code upper-cased+1 more
CLM-421067	CLM	Helen O Parker	1993-11-12	UHC-81686-86	8169377899	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-419960	CLM	Bryan Jenkins	1960-03-11	UHC-86921-29	4164526987	9780 Union St, Nashville, TN, 37242	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-405369	CLM	Magan Freeman	1953-06-23	UHC-27040-47	3409422879	9379 Central Ave, Houston, TX, 77091	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-422986	CLM	Bobby Powell	1941-09-10	UHC-35845-09	5786488115	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-421316	CLM	Abigail Soto	1975-12-20	—	4533030412	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416806	CLM	Carlos Yang	1943-12-09	UHC-74210-27	3883967231	3892 Lake View Rd, Scottsdale, AZ, 85207	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-420961	CLM	Will Freeman	1954-03-22	UHC-52307-49	8858555367	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-400240	CLM	Emily Rice	1954-12-08	UHC-52218-45	4108956746	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-403196	CLM	Dennis Hunt	1993-03-07	UHC-89275-42	7022047001	9777 Mountain View Dr, Columbus, OH, 43245	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-424437	CLM	Walsh Kenneth	1951-03-19	UHC-35989-04	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-425239	CLM	Isabella Garrett	1940-11-15	UHC-46454-70	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416384	CLM	Denise E Hamilton	1988-06-25	UHC-25159-90	7014016989	9833 Sage Ct, Minneapolis, MN, 55441	0.90	Date of birth reformatted Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-419156	CLM	Hannah V James	2007-07-04	UHC-64914-03	—	3210 Oak St, Plano, TX, 75086	0.90	Date of birth reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-424063	CLM	Jessica Dean	1966-03-14	UHC-39196-24	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-415922	CLM	Marcus B Alexander	1987-11-15	—	4999021320	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-418859	CLM	Lawrence Burke	1981-07-17	UHC-67527-35	2342414823	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-413999	CLM	Nicholas Jackson	1951-02-03	UHC-39004-12	7286235202	849 Cedar Ln, Fresno, CA, 93766	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-408161	CLM	Vincent I Hayes	1945-11-04	—	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-419648	CLM	Lucai V Graham	1950-04-07	UHC-22262-48	4639036935	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared

825 rows, page 13 of 17Previous Next