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

Third-party administrator, 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
TPA-58965	TPA	Sara Z Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58966	TPA	Sara Z Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-59748	TPA	Luis P Freeman	1990-03-27	—	—	3146 Canyon Rd, Gilbert, AZ, 85274	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
TPA-60589	TPA	Mason Schultz	1953-01-26	—	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-53836	TPA	Jacob F Cruz	1988-07-09	—	—	7937 Lincoln Way, San Diego, CA, 92162	0.88	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-57217	TPA	Ruth Peterson	1959-09-25	—	—	2019 River Rd, Denver, CO, 80270	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
TPA-51923	TPA	Gregory Jensen	2005-08-16	—	6088586740	3096 Pine Dr, Scottsdale, AZ, 85285	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-55270	TPA	Pamela U Ortega	1956-08-27	UHC-81594-20	7037460429	871 Baseline Rd, Seattle, WA, 98157	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
TPA-54903	TPA	Bryan Garrett	1986-03-15	—	—	8805 Broadway, Charlotte, NC, 28207	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
TPA-51967	TPA	Camila Perez	1974-09-02	—	8224217416	3967 Highland Ave, Los Angeles, CA, 90065	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
TPA-52242	TPA	Brenda Elliott	1951-12-23	—	7898000132	8417 Central Ave, Sacramento, CA, 95835	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
TPA-51504	TPA	Martha Morales	2002-08-01	—	6807303089	4587 Cedar Ln, Gilbert, AZ, 85233	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
TPA-55477	TPA	Alexis Yang	1997-10-17	—	3073795334	5797 Elm St, Scottsdale, AZ, 85278	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-52201	TPA	Kathleen Stewart	1938-10-13	—	7186347441	317 Mountain View Dr, Charlotte, NC, 28240	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58756	TPA	Sandra Lewis	2005-01-08	—	6793563349	7524 Pine Dr, Dallas, TX, 75290	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-60911	TPA	Mariana Murray	1947-11-27	UHC-91822-92	2753357369	4122 Elm St, Las Vegas, NV, 89119	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-61435	TPA	Hiroshi Henderson	1981-04-02	—	7106653795	7926 Camelback Rd, Tucson, AZ, 85740	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58411	TPA	Wei Greene	1945-01-21	UHC-23580-88	—	63 Lincoln Way, Jacksonville, FL, 32221	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-51706	TPA	Sandra Salazar	2007-03-05	—	—	8418 Church St, Plano, TX, 75095	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-60746	TPA	Mariana Stewart	1984-05-09	UHC-55215-31	—	4958 Indian School Rd, Houston, TX, 77056	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63758	TPA	Arun Wst	1942-08-06	—	5058516365	7968 Main St, Jacksonville, FL, 32215	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62832	TPA	Luis Black	1993-12-20	—	—	6457 Broadway, Tempe, AZ, 85276	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-62059	TPA	Samuel F Weaver	1995-11-10	—	5384415522	7528 Central Ave, Mesa, AZ, 85233	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54724	TPA	Gloria Hicks	1952-03-18	—	—	6778 Jefferson Ave, Glendale, AZ, 85389	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-55343	TPA	Ruth Rose	2006-07-19	UHC-77128-20	6708561056	4493 Main St, Minneapolis, MN, 55492	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
TPA-54957	TPA	Donna James	2006-06-08	—	7208353766	6962 Mesa Dr, Miami, FL, 33154	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-53121	TPA	Camila G Olsoon	1949-01-07	—	—	3970 Sage Ct, Atlanta, GA, 30342	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-56591	TPA	Eugene Wallace	1942-06-16	—	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-57223	TPA	Henry Le	2005-03-22	—	2296078696	2816 Lincoln Way, Minneapolis, MN, 55471	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-52229	TPA	Sofia Fuller	1956-08-14	—	—	9744 Cedar Ln, Tucson, AZ, 85784	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-53605	TPA	Michael Wallace	1939-08-27	UHC-31536-42	3806192914	1586 Cedar Ln, Los Angeles, CA, 90049	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-53317	TPA	Mary Howard	1996-01-03	—	6785435829	3561 Desert Sky Blvd, Columbus, OH, 43253	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-60811	TPA	Justin G Bowman	1980-11-01	UHC-62449-29	6663242365	1535 Washington St, Austin, TX, 78731	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-56307	TPA	Virginia G Delgado	1938-11-13	—	4016879568	3315 River Rd, Glendale, AZ, 85367	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-57164	TPA	Kathleen Johnston	1964-01-05	—	—	1204 Highland Ave, Los Angeles, CA, 90056	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-58955	TPA	Mary Garrett	2007-12-22	—	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62973	TPA	Douglas Rodriguez	1981-10-05	—	—	9676 Broadway, Chandler, AZ, 85298	0.90	Name re-cased Date of birth reformatted Address re-cased City re-cased+1 more
TPA-52518	TPA	Abigail Little	1976-10-18	—	—	7922 Apache Blvd, Fresno, CA, 93788	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-53288	TPA	Teresa Hansen	1960-05-19	—	5188483308	5250 Jefferson Ave, Minneapolis, MN, 55462	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
TPA-61437	TPA	Olivia Hawkins	1990-07-13	—	8257724439	4345 Lincoln Way, Mesa, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-53000	TPA	Keith Valdez	1972-04-23	—	5934525585	9071 Desert Sky Blvd, Austin, TX, 78743	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63211	TPA	Fatima Knight	1963-09-13	—	—	2657 Market St, Eden Prairie, MN, 55302	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-59606	TPA	Joan Larson	1949-09-16	—	9718793852	2943 Pine Dr, Tempe, AZ, 85259	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-61529	TPA	Kally Woods	1955-08-01	—	—	422 Willow Ct, Plano, TX, 75091	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58858	TPA	Kimberly Reynolds	1995-06-10	UHC-53253-11	8079070095	5724 Elm St, Austin, TX, 78741	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
TPA-52641	TPA	Petter Simpson	1980-02-20	—	—	2473 Lincoln Way, Fresno, CA, 93748	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-51203	TPA	Sophia Hayes	1939-08-09	—	9085133145	4068 Harbor Blvd, Miami, FL, 33125	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-58318	TPA	Richard Hicks	1987-02-15	—	3514969043	6440 River Rd, Eden Prairie, MN, 55321	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-53966	TPA	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct, Minneapolis, MN, 55480	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-61457	TPA	Martha Ortega	1982-01-16	—	8194961416	3345 Meadow Ln, Miami, FL, 33166	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more

2,455 rows, page 42 of 50Previous Next