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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430667	CLM	Dors Lynch	1946-01-01	—	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424747	CLM	Alexander Kim	2005-12-08	UHC-44823-31	3509758423	1877 Main St, Houston, TX, 77011	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408603	CLM	Steve X Watkins	1954-12-25	UHC-84173-47	7594208672	860 Hillcrest Rd, Austin, TX, 78700	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422398	CLM	Betty Rilley	2003-08-15	UHC-60575-35	—	9568 Grand Ave, Sacramento, CA, 95862	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406209	CLM	Ruth George	1964-10-19	UHC-96926-03	9055008756	2934 Sunset Blvd, Chandler, AZ, 85209	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410102	CLM	Rebecca Schultz	1951-02-20	—	3428799932	765 Sunset Blvd, Plano, TX, 75033	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422866	CLM	Mary Morales	1952-07-05	UHC-12845-55	—	2948 Church St, Glendale, AZ, 85330	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425225	CLM	Gloria Wattkins	1974-11-18	UHC-01940-80	—	236 Ocean Ave, Seattle, WA, 98140	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400545	CLM	Tyler Moreno	1994-11-12	UHC-79913-58	—	1312 Ridge Rd, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404101	CLM	Garry Rice	1961-06-26	—	8393020543	5578 Pine Dr, Columbus, OH, 43271	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422759	CLM	Lucia Washington	1972-06-19	—	4562862266	3201 Main St, Tampa, FL, 33603	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401822	CLM	Andrea Bishop	1975-07-20	UHC-70074-36	—	7664 Sunset Blvd, Eden Prairie, MN, 55350	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401206	CLM	Katherine Carpenter	1949-04-23	—	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414224	CLM	Jon Roberts	1992-11-16	UHC-61724-28	7599278215	9440 Harbor Blvd, San Diego, CA, 92103	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403156	CLM	Edwaard X Kinng	1959-11-13	UHC-04608-19	6485705403	183 Grand Ave, Sacramento, CA, 95860	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403961	CLM	Brian Diaz	1992-08-03	UHC-83306-67	4488857434	3921 Valley View Dr, Glendale, AZ, 85351	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401449	CLM	Melissa Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403207	CLM	Betty Allen	1956-09-12	—	9659635693	8596 Broadway, Tempe, AZ, 85248	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-409415	CLM	Kennneth F Stewatr	2003-04-08	—	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424836	CLM	Brittany B Jenkins	1951-09-02	UHC-52134-96	5596133325	2783 Apache Blvd, Jacksonville, FL, 32261	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404918	CLM	Cheryl Bryant	1960-12-26	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425993	CLM	Theesa Cunningham	1960-10-09	UHC-41776-91	—	3066 Indian School Rd, Austin, TX, 78738	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428185	CLM	Natalie P Gray	1996-11-08	UHC-64557-49	—	7891 Jefferson Ave, Seattle, WA, 98104	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426696	CLM	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425085	CLM	Steve Jensen	1982-07-10	—	3469653664	3986 Desert Sky Blvd, Dallas, TX, 75282	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418654	CLM	Maria B Gonzales	1946-04-21	—	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423657	CLM	Natalie H Duncan	1972-03-22	UHC-88287-19	—	930 Meadow Ln, Las Vegas, NV, 89125	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432152	CLM	Gabriel Estrada	1993-02-15	UHC-77015-81	7886590619	2383 Palm Dr, Eden Prairie, MN, 55312	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430381	CLM	Kyle Ray	1993-08-17	UHC-93921-70	2446127525	2370 River Rd, Mesa, AZ, 85269	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404210	CLM	Katherine Robinson	1975-05-01	UHC-61326-69	2426865492	7828 Church St, Plano, TX, 75087	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412329	CLM	Sophia Murphy	1975-06-15	—	—	7694 Pine Dr, Glendale, AZ, 85314	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429732	CLM	Karen Nichols	1995-12-25	UHC-95356-40	7119571179	6380 Desert Sky Blvd, Chandler, AZ, 85298	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405286	CLM	Ana White	1980-04-08	UHC-34268-88	4737053266	7235 Lake View Rd, Nashville, TN, 37290	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406934	CLM	Lisa Howard	2000-06-25	—	—	5634 Market St, Charlotte, NC, 28296	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411672	CLM	Dunna Stephens	1984-03-07	UHC-67995-44	5458276708	1758 Mountain View Dr, Plano, TX, 75067	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400221	CLM	Sarah Sanders	1961-05-12	UHC-10031-33	2274580840	9257 Willow Ct, Phoenix, AZ, 85097	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-411865	CLM	Helen West	1953-01-09	—	9737254148	5497 Lincoln Way, Mesa, AZ, 85289	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408809	CLM	Eric Ford	1971-07-12	UHC-06150-22	—	5382 Willow Ct, Columbus, OH, 43295	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429615	CLM	Kevin Patel	1986-11-19	UHC-81454-64	—	6854 Park Pl, Seattle, WA, 98140	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414921	CLM	Jessica Cunningam	1978-09-04	—	4277057006	6160 Central Ave, Phoenix, AZ, 85047	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401201	CLM	Sandra Z George	1939-07-26	—	6396667723	7414 Cedar Ln, Chandler, AZ, 85287	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404809	CLM	Michelle Fowler	1981-09-08	—	5003646441	2988 Central Ave, Phoenix, AZ, 85015	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425223	CLM	Bruce Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-424710	CLM	Dylen Parker	1988-11-15	—	—	539 Harbor Blvd, San Diego, CA, 92160	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424841	CLM	Elijah Stewart	1979-05-06	UHC-98332-21	—	2199 Oak St, Las Vegas, NV, 89188	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403754	CLM	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410026	CLM	Kyle Alexander	1961-02-18	UHC-72430-58	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-401411	CLM	Amy Gaham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406809	CLM	Larry Gibsn	1958-12-28	UHC-74898-55	9375549069	7539 Cedar Ln, Dallas, TX, 75298	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-428084	CLM	Frank Richardson	1994-10-21	UHC-73768-87	4779830364	557 Meadow Ln, Austin, TX, 78796	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 50 of 105Previous Next