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-55335	TPA	Brittany T Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-54693	TPA	Gregory J Mendez	1948-05-01	—	5786283318	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-64121	TPA	Roy Stewart	1964-06-18	—	3325233417	5599 Willow Ct, San Antonio, TX, 78263	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-63564	TPA	Fatima Schmidt	1955-10-17	—	5527940361	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62410	TPA	Joshua Wallace	1951-01-01	—	—	8108 Ocean Ave, Las Vegas, NV, 89114	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62592	TPA	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-53315	TPA	Scott Snyder	1943-05-15	—	3562680487	6695 Valley View Dr, Eden Prairie, MN, 55349	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56856	TPA	Charles Matthews	1952-05-12	—	4623118794	8323 Market St, Los Angeles, CA, 90080	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-63515	TPA	Willie Sims	1959-05-14	UHC-08712-31	—	3094 Hillcrest Rd, Plano, TX, 75032	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-52334	TPA	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-61451	TPA	Janet Padilla	1974-06-13	—	9404981769	5221 Washington St, Scottsdale, AZ, 85228	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62190	TPA	Santiago Moreno	1987-05-16	—	8257591822	4391 Broadway, Sacramento, CA, 95863	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-59609	TPA	Nancy T Wong	2006-05-23	—	8725633120	3630 Camelback Rd, Houston, TX, 77066	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-53232	TPA	Lisa Fuller	1949-07-23	—	2132104337	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51229	TPA	Luis Payne	1986-12-14	—	7828538699	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60938	TPA	Karen Perez	1938-01-22	—	—	5839 Broadway, Tucson, AZ, 85776	0.90	Name re-cased Date of birth reformatted Address re-cased City re-cased+1 more
TPA-50802	TPA	Wayne Howell	1965-10-08	—	3884811126	9750 Central Ave, Tempe, AZ, 85230	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-55671	TPA	Logan Carpenter	1977-10-08	—	4666079054	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50632	TPA	Noah Thompson	1941-11-01	—	3026728944	5805 Lincoln Way, Los Angeles, CA, 90083	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60371	TPA	Joseph Reid	1944-04-11	—	6483762113	9792 Pine Dr, Minneapolis, MN, 55464	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55866	TPA	Wayne Torres	1994-06-26	—	4248655306	5701 Willow Ct, Jacksonville, FL, 32236	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53522	TPA	Willie Henry	2000-05-14	—	3217972302	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57985	TPA	Zachary Maldonado	1987-02-22	—	4899877427	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62066	TPA	Angela Young	1966-09-09	—	—	98 Market St, San Diego, CA, 92194	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-56532	TPA	Denise Q Harrison	1977-01-12	UHC-02609-73	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63846	TPA	Raymond McCdonald	1946-09-22	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-57238	TPA	Patricia Contreras	2007-06-01	UHC-13408-98	4378620962	5791 Central Ave, Chandler, AZ, 85264	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50913	TPA	Isabella Kellly	1974-01-12	—	2429136605	4031 Church St, Sacramento, CA, 95891	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-64402	TPA	Carolyn Arnold	1961-01-28	—	9093511403	5629 Broadway, Dallas, TX, 75254	0.90	Name re-cased Date of birth reformatted Address re-cased Email lower-cased+1 more
TPA-57778	TPA	Ashley Montgomery	1948-10-22	UHC-77256-81	9675824786	8839 Broadway, Minneapolis, MN, 55439	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-61162	TPA	Mary Gomez	1947-11-22	—	5134303807	8201 Baseline Rd, Gilbert, AZ, 85244	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57424	TPA	James White	1958-06-21	—	—	2410 Canyon Rd, Chandler, AZ, 85224	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54830	TPA	Laua Z Li	1952-03-28	—	6996165002	6983 Willow Ct, Scottsdale, AZ, 85213	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-53242	TPA	Havey Jeremy	1965-06-25	—	3142825643	3677 Pine Dr, Houston, TX, 77046	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-63501	TPA	Janice Chen	1960-03-01	—	3855801421	2548 Union St, Sacramento, CA, 95892	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63314	TPA	Lawrence Bell	2006-11-14	—	2367741561	3731 Central Ave, Los Angeles, CA, 90065	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61322	TPA	Mason Baker	1942-12-28	—	9625822416	3296 Broadway, Denver, CO, 80249	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62241	TPA	Debra U Rley	1972-01-01	—	—	6684 Broadway, Houston, TX, 77005	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62247	TPA	Frances Hawkins	1946-01-24	—	—	1252 Cedar Ln, Fresno, CA, 93711	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54395	TPA	Zachary Bryant	1962-04-07	—	8805884220	1554 Lincoln Way, Fresno, CA, 93768	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-53997	TPA	Nicole Phillips	1956-07-11	—	—	6579 Central Ave, Tucson, AZ, 85754	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54518	TPA	Jerry Dean	1942-11-01	—	4138173266	2630 Mesa Dr, Dallas, TX, 75228	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51841	TPA	Marcus Little	2001-03-28	—	—	9687 Ridge Rd, Gilbert, AZ, 85266	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-56583	TPA	Jose P Padilla	1955-01-14	—	5785331507	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-53104	TPA	Joseph Wheeler	1971-03-15	—	—	8613 Canyon Rd, Chandler, AZ, 85228	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-57392	TPA	Cheryl Butler	1997-02-05	—	2363780335	5797 Cedar Ln, Orlando, FL, 32848	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51130	TPA	Wei Kelley	1963-05-01	—	2328667732	1395 Desert Sky Blvd, Mesa, AZ, 85238	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56869	TPA	Bradnon Cook	1969-06-02	—	8066566365	1367 Mountain View Dr, Glendale, AZ, 85340	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60759	TPA	Justin Watkins	2004-02-19	—	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-59463	TPA	Maria Garcia	1981-09-10	UHC-26872-43	6287714238	3787 Mountain View Dr, Houston, TX, 77048	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more

5,750 rows, page 89 of 115Previous Next