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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-57811	TPA	George Perez	1969-01-24	—	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.90	Date of birth reformatted Phone reformatted 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-63428	TPA	Matthew Guerrero	1957-02-20	—	—	1771 Apache Blvd, Dallas, TX, 75246	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58271	TPA	Martha Bennett	1948-03-18	—	8059561170	8416 Desert Sky Blvd, Nashville, TN, 37291	0.90	Date of birth reformatted Phone 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-51041	TPA	Aiisha E Snyder	1988-10-25	—	6887720113	652 Desert Sky Blvd, Miami, FL, 33137	0.90	Date of birth reformatted Phone 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
TPA-58329	TPA	Kyle Dominguez	1991-07-17	UHC-67063-37	7159392477	8407 Broadway, San Diego, CA, 92189	0.90	Name re-cased Phone reformatted Address re-cased Whitespace trimmed+1 more
TPA-58778	TPA	Lisa Dunn	1940-11-09	—	6915743293	999 River Rd, Austin, TX, 78730	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-61868	TPA	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St, Los Angeles, CA, 90036	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-58334	TPA	Julia Snyder	1951-02-06	—	5525074119	2609 Sunset Blvd, Glendale, AZ, 85379	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-55084	TPA	Yuki Hays	1978-11-25	—	7742847603	2971 Grand Ave, Orlando, FL, 32890	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-56467	TPA	Steven Robinson	2004-09-15	—	3272207989	9561 Mountain View Dr, Jacksonville, FL, 32266	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61893	TPA	Sean Howell	1979-03-20	UHC-66065-50	6227496210	1203 Sage Ct, Sacramento, CA, 95889	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-51107	TPA	Albert Myers	1959-03-01	UHC-39005-14	7528889110	2650 Mountain View Dr, Denver, CO, 80224	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-62768	TPA	Barbara Weber	1948-01-25	—	3499060415	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-61467	TPA	Justin Bennett	1996-11-06	—	—	7156 Broadway, Tampa, FL, 33667	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-51465	TPA	Barbara Stewart	1963-04-19	UHC-53231-79	4872483183	2292 Camelback Rd, Columbus, OH, 43204	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55068	TPA	Teresa Lewis	2000-06-26	—	—	7045 Meadow Ln, Dallas, TX, 75282	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58373	TPA	Carl Marshall	1963-07-22	—	6894527111	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61077	TPA	Arthur Rios	1971-01-03	—	—	1393 Meadow Ln, Orlando, FL, 32867	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-58650	TPA	Virginia Weaver	1955-09-24	—	—	5687 Sage Ct, Glendale, AZ, 85351	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51421	TPA	Mei Vazquez	1999-12-10	—	7283897926	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55163	TPA	Alexander Bradley	1945-09-17	—	9398779006	4988 Mountain View Dr, Denver, CO, 80288	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64158	TPA	Emily Shaw	1992-02-13	—	4262150652	1137 Washington St, Gilbert, AZ, 85258	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-62338	TPA	Chriistian Bradley	1979-08-23	—	9834298798	1535 Washington St, Houston, TX, 77068	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61845	TPA	Garcia Priya	1967-07-19	—	—	2276 Broadway, Dallas, TX, 75216	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61111	TPA	Bryan Morgan	1998-03-16	—	3952226884	9619 Maple Ave, Los Angeles, CA, 90072	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58970	TPA	Gloria Tran	1945-05-04	—	5176778499	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57442	TPA	Sofia Myers	1992-03-21	—	8426458625	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62700	TPA	Maria Hayes	1977-08-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53223	TPA	Carolyn Morales	1953-04-20	—	—	395 Church St, Austin, TX, 78795	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53601	TPA	Anthony Torres	1940-10-14	—	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61894	TPA	Jack Castro	1967-08-03	—	9175743970	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62053	TPA	Michelle S Hart	1972-04-06	—	—	2271 Lake View Rd, Houston, TX, 77096	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-59477	TPA	Billy Williams	1950-04-07	—	—	6354 Baseline Rd, Houston, TX, 77045	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared

14,135 rows, page 221 of 283Previous Next