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 “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
TPA-56755	TPA	Samantha Clark	1944-06-24	—	—	9047 Sunset Blvd, Scottsdale, AZ, 85234	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51994	TPA	Hiroshi Li	1965-02-27	—	3893686392	4513 Lincoln Way, Nashville, TN, 37208	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-51234	TPA	Gloria Flores	1949-06-18	UHC-00099-58	—	700 Willow Ct, Chandler, AZ, 85222	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-55239	TPA	Sofia Soto	1974-05-18	—	—	884 Sunset Blvd, Columbus, OH, 43239	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-60147	TPA	Karen Green	1953-06-27	—	6726132324	1578 Camelback Rd, Dallas, TX, 75298	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63668	TPA	Raymond Alvarado	1940-05-14	—	—	1325 Market St, Dallas, TX, 75230	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-60405	TPA	Doris Torres	1988-08-17	—	5243911523	7807 Sunset Blvd, Phoenix, AZ, 85071	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57199	TPA	Heather Hill	1993-10-17	—	3409033399	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53646	TPA	Banks Brenda	1977-01-16	—	3395057655	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62602	TPA	Mei Torres	1961-08-22	—	2879328570	7477 Oak St, Fresno, CA, 93730	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-51866	TPA	Adam F Clark	1994-12-09	—	2088420531	4456 Park Pl, Denver, CO, 80201	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50548	TPA	Danielle Wang	1982-04-12	—	—	5970 Elm St, Glendale, AZ, 85394	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-53058	TPA	Douglas R Peterson	1980-05-13	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52630	TPA	Steven Ortega	1941-03-27	UHC-06063-03	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60339	TPA	Samuel G Ramirez	2001-06-06	—	—	8485 Broadway, Tampa, FL, 33696	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53338	TPA	Keith O Hunter	1991-09-08	—	—	8517 Mountain View Dr, Tucson, AZ, 85731	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-50215	TPA	Martha Parker	1981-02-15	UHC-19603-97	6026444202	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-54678	TPA	Willie Gibson	1994-04-23	—	—	3603 Harbor Blvd, Tampa, FL, 33695	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-60529	TPA	Alice Meyer	1980-10-04	UHC-24459-46	—	7448 Mesa Dr, Chandler, AZ, 85272	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-57942	TPA	Gregry N Henry	1975-02-12	UHC-22017-61	4882764630	9087 Broadway, Houston, TX, 77062	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-53856	TPA	Randy Hernandez	1980-10-19	UHC-00866-60	—	8338 Lincoln Way, Atlanta, GA, 30392	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-58983	TPA	Jerry Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN, 37256	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57563	TPA	Santiago Ferguson	1970-12-15	UHC-71174-76	—	2728 Hillcrest Rd, Fresno, CA, 93741	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-59945	TPA	William Miller	1998-08-23	—	4062911484	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55218	TPA	Ahmed George	1989-04-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63350	TPA	Gabriel Price	1985-07-23	—	5046017098	3420 Elm St, Las Vegas, NV, 89103	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-55976	TPA	Arjun Reid	1965-02-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62458	TPA	Joshua S Hicks	1958-02-27	—	—	4761 Lincoln Way, Fresno, CA, 93799	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50984	TPA	Jennifer Silva	1938-10-06	—	5738831960	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55217	TPA	Juan Freeman	1958-02-23	UHC-45689-44	—	4017 Forest Ave, Orlando, FL, 32823	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62215	TPA	Steve E Cole	1970-03-07	—	2965189340	8077 Willow Ct, Tempe, AZ, 85258	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56102	TPA	Margaret Hunt	1941-10-25	—	—	7240 Union St, Gilbert, AZ, 85208	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-60613	TPA	Tyler Silva	1993-01-21	—	2304632573	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60851	TPA	Luis M Hamilton	1969-07-08	UHC-40559-32	—	7639 Broadway, Glendale, AZ, 85340	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
TPA-59809	TPA	Ethan Oliver	1938-11-05	—	—	646 Ridge Rd, Sacramento, CA, 95800	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51612	TPA	Diego George	2000-06-14	—	2675091606	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56911	TPA	Jose James	1982-09-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54410	TPA	Henry Harper	1952-10-15	—	5493534447	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.92	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased
TPA-61789	TPA	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51009	TPA	Kelley Terry	1963-01-07	—	8296045708	5057 Camelback Rd, Fresno, CA, 93776	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54571	TPA	Margaret L Owens	1976-07-02	—	—	549 Oak St, Tampa, FL, 33638	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60635	TPA	Laura Patterson	2006-10-22	—	9648179466	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54127	TPA	Eric Freeman	1962-05-09	—	3566904311	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56113	TPA	Kathleen Stevens	1979-02-01	UHC-16813-28	5597005041	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
TPA-55979	TPA	Steven G Carr	1967-12-04	—	—	3232 Willow Ct, Houston, TX, 77057	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50784	TPA	Walter Harris	1955-10-03	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54794	TPA	Annna Wallace	2008-07-17	—	8387675417	9684 Camelback Rd, Scottsdale, AZ, 85254	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51143	TPA	Kathleen Taylor	1948-04-18	—	5285412995	2546 Camelback Rd, Mesa, AZ, 85252	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52240	TPA	Sophia Wilson	1958-10-14	—	—	962 Palm Dr, Jacksonville, FL, 32243	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-61611	TPA	Shirley Crawford	1962-08-09	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 94 of 115Previous Next