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-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-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-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-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-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-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-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-421316	CLM	Abigail Soto	1975-12-20	—	4533030412	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-408328	CLM	Carol U Vazquez	1949-01-12	UHC-72645-15	9268387556	—	0.90	Name re-cased Phone reformatted Member ID 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-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-411872	CLM	Roy Park	1962-04-11	UHC-92516-92	7488587988	675 Church St, Las Vegas, NV, 89128	0.90	Name re-cased Phone reformatted City re-cased 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-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
CLM-408669	CLM	Ruth Fisher	1968-10-20	—	8752567430	5096 Broadway, Los Angeles, CA, 90091	0.90	Name re-cased Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-402476	CLM	Karen Simpson	1987-05-19	UHC-89737-33	8737022189	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428422	CLM	Martha Estrada	1990-04-12	UHC-83322-47	—	4612 Park Pl, Miami, FL, 33164	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-425844	CLM	Noah Watkins	2001-02-05	—	7946783671	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409258	CLM	Mary Ross	1970-03-28	UHC-16737-05	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421152	CLM	Scott Rogers	1975-04-10	UHC-34357-45	—	1722 Canyon Rd, Fresno, CA, 93769	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-425319	CLM	Gerald Russell	1951-07-01	—	—	6855 Maple Ave, Tucson, AZ, 85758	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-402462	CLM	Helen Rios	1964-12-02	UHC-06308-99	4718544729	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424660	CLM	Joyce Sanchez	1966-10-24	—	5079071539	2620 Market St, Las Vegas, NV, 89104	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-424970	CLM	Jacob Kelly	1987-12-10	—	6147302300	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424397	CLM	Roger Fox	1960-11-02	UHC-03182-71	5619793940	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403797	CLM	Jeff O Allen	1990-01-02	UHC-29346-52	6203934513	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-431501	CLM	Evelyn Moore	1955-08-25	—	4022847451	7193 Elm St, Atlanta, GA, 30339	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421041	CLM	Amber Fields	1977-10-14	UHC-04870-75	7876613893	—	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-432313	CLM	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St, Nashville, TN, 37275	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412430	CLM	Willie Hansen	1941-12-16	UHC-41836-57	3386239076	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415347	CLM	Margaret Obrien	1996-11-16	—	—	4073 Market St, Atlanta, GA, 30311	0.90	Name re-cased Date of birth reformatted City re-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-404768	CLM	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more

13,120 rows, page 196 of 263Previous Next