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-413572	CLM	Jonathan Freeman	1950-11-23	UHC-97811-68	5582189906	230 Sage Ct, Miami, FL, 33196	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417142	CLM	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400757	CLM	Jennifer Hernandez	1947-08-10	—	5569393965	6284 Indian School Rd, Chandler, AZ, 85214	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431435	CLM	Susan Welch	1983-01-10	—	9638151044	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407237	CLM	Jason Ryan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-407236	CLM	Jason Ryan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-430233	CLM	Cynthai E Ross	1940-07-22	UHC-77621-70	9115534062	4921 Meadow Ln, Glendale, AZ, 85393	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-428766	CLM	Kyle Delgado	1997-02-18	UHC-21688-31	6677743819	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403074	CLM	Jean Santiago	1943-08-12	UHC-49960-87	5786613242	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400009	CLM	Becky Guerrero	1994-08-12	UHC-73120-26	—	9512 Broadway, San Antonio, TX, 78221	0.90	Date of birth reformatted Member ID reformatted Address re-cased Whitespace trimmed+1 more
CLM-422760	CLM	Lucia O Washington	1972-06-19	UHC-13607-07	4562862266	3201 Main St, Tampa, FL, 33603	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-420243	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-410439	CLM	Martha Chapman	1938-04-06	—	9643721814	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411667	CLM	Heather M Rodriguez	1960-12-16	UHC-35708-48	—	5388 Valley View Dr, Houston, TX, 77098	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-430045	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430046	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408419	CLM	Zachary Weber	1945-01-21	—	4636411510	1671 Elm St, Miami, FL, 33142	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401614	CLM	Ralph Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-426962	CLM	Ana Pyane	1942-08-03	UHC-71106-34	3847713900	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426068	CLM	Alex N Marquez	1978-08-01	UHC-84217-49	6996762498	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403946	CLM	Ralph W Garza	1947-08-28	UHC-69417-14	9834411893	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412659	CLM	George Vasquez	2008-11-14	—	2568951862	7870 River Rd, Plano, TX, 75085	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-423365	CLM	Hannah Yang	1960-11-12	UHC-38205-90	8628563844	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412066	CLM	Ruth Dunn	2002-12-22	—	2749477649	1310 Apache Blvd, Tampa, FL, 33623	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413948	CLM	Lawrence L Wright	1981-12-16	UHC-86075-61	—	2780 Harbor Blvd, Scottsdale, AZ, 85242	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-402918	CLM	Roy Tucker	1946-01-17	—	—	7341 Oak St, Atlanta, GA, 30300	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-410043	CLM	Sharon Ellis	1983-09-20	UHC-00360-38	9364427562	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406624	CLM	Kathleen G Graham	2000-12-23	UHC-53630-10	7855585868	8422 Union St, Fresno, CA, 93788	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431200	CLM	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-400510	CLM	Bobby Rois	1977-09-18	UHC-87914-49	8625484940	6800 Mesa Dr, San Antonio, TX, 78216	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-404767	CLM	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.90	Date of birth reformatted Phone reformatted Member ID reformatted 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-429251	CLM	Lucia Ellis	1972-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-430656	CLM	Valentina White	1958-10-18	—	7442007947	7046 Hillcrest Rd, Minneapolis, MN, 55412	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404384	CLM	Charlotte Hayes	1980-05-14	—	2837016658	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406863	CLM	Erc Bryant	1977-10-18	UHC-08448-62	9859244520	69 Broadway, Los Angeles, CA, 90004	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400500	CLM	Arthur Wryght	1943-12-18	UHC-32304-69	7375308335	7348 Baseline Rd, Las Vegas, NV, 89112	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417945	CLM	Andrew Simmons	1996-11-15	UHC-41090-96	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426668	CLM	Ana Lee	1945-12-22	—	5949592135	8520 Washington St, Fresno, CA, 93791	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405936	CLM	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413535	CLM	Roy H Wright	2005-01-27	UHC-76478-99	9244098673	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429072	CLM	Sean Payne	1996-10-08	UHC-09440-80	7037863702	5135 Sage Ct, Tempe, AZ, 85211	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421672	CLM	Scott Henerson	1987-01-24	UHC-26275-22	5385003477	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419834	CLM	Albert E Jacobs	1994-07-04	UHC-11708-31	—	1538 Lake View Rd, Seattle, WA, 98175	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-417070	CLM	Sara Wagner	1987-08-20	—	3826546186	841 Broadway, Orlando, FL, 32886	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416253	CLM	Julia Freeman	1991-01-09	UHC-39615-20	—	3819 Oak St, Nashville, TN, 37239	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-413814	CLM	Sara B Butler	1957-12-03	—	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404782	CLM	Mateo Jensen	1951-05-24	—	5768673999	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418717	CLM	Jason Watson	1999-06-27	—	4322193804	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406268	CLM	Fatima K Nguyen	1965-07-25	—	2286079747	8557 Camelback Rd, Miami, FL, 33104	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

10,559 rows, page 159 of 212Previous Next