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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24605	PRV	Lri Foster	1993-05-17	—	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26148	PRV	Julia Garza	1951-12-07	—	—	9030 Indian School Rd, Las Vegas, NV, 89162	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-25233	PRV	Cynthia W Ford	1986-06-11	—	—	3753 Lincoln Way, Fresno, CA, 93791	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24913	PRV	Mei T Le	1942-07-21	—	5845439885	1892 Forest Ave Apt 23, Sacramento, CA, 95827	0.82	Phone reformatted Unit split from street Whitespace trimmed
PRV-23790	PRV	Patrick E Schultz	—	—	4855623762	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-20377	PRV	Maria Simpson	1939-09-04	—	—	9735 Canyon Rd, Charlotte, NC, 28269	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-22948	PRV	Carool Kim	2007-10-18	UHC-04642-40	—	565 Meadow Ln, Tucson, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28344	PRV	Day Shirley	1939-05-17	—	—	8550 Cedar Ln, Plano, TX, 75097	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-20611	PRV	Austin Cox	1973-03-17	UHC-51901-82	2669825790	6963 Maple Ave, Scottsdale, AZ, 85267	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26384	PRV	Patricia Ramirez	1999-04-18	UHC-77528-55	5696782858	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25163	PRV	Caimla K Robertson	1939-04-07	UHC-95495-01	9267903067	7795 Elm St, Plano, TX, 75010	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22488	PRV	Sophia Wright	1999-04-21	UHC-97117-15	—	6459 Palm Dr, Atlanta, GA, 30341	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-28313	PRV	Jaet Y Guerrero	1943-07-16	—	—	2649 Elm St, Sacramento, CA, 95839	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21967	PRV	Lori Lewis	—	—	—	6077 Highland Ave, Atlanta, GA, 30331	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-22874	PRV	Diane Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26327	PRV	Peter Ferguson	1948-03-25	UHC-45310-05	—	1560 Central Ave, Houston, TX, 77066	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-27068	PRV	Danielle Lee	1963-06-15	—	6169152305	5751 Desert Sky Blvd, Dallas, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24505	PRV	Roger R Aguilar	1979-07-06	UHC-34944-90	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-24134	PRV	Lori Rice	1950-07-23	UHC-02844-10	2503648762	5646 Cedar Ln, Mesa, AZ, 85298	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-29536	PRV	Amy Grant	1983-06-11	UHC-34713-39	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-22438	PRV	Ralph Hayes	1956-12-23	—	—	6945 Valley View Dr, Tampa, FL, 33624	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27477	PRV	Logan Campbell	1983-12-26	UHC-12459-58	3486926379	201 Central Ave, Atlanta, GA, 30336	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27230	PRV	Natalie Harper	1974-06-13	UHC-41642-39	—	4968 Camelback Rd, Atlanta, GA, 30307	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24851	PRV	Madison Taylor	1957-08-22	—	2967985659	16 Ocean Ave, Jacksonville, FL, 32299	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24704	PRV	Harold Tran	1979-04-05	—	4353993296	9620 Broadway, Chandler, AZ, 85240	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22037	PRV	Ralph Taylor	1985-07-21	UHC-07187-68	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-24628	PRV	Theresa Young	1940-01-10	—	—	97 Broadway # 250, Sacramento, CA, 95843	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25016	PRV	Jeremy Read	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr, Nashville, TN, 37237	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-26204	PRV	Jose Chapman	1947-03-16	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21908	PRV	Cheryl Campell	1989-09-23	—	6574791634	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-26915	PRV	Joseph Kim	1952-01-04	UHC-77559-61	—	1052 Jefferson Ave, San Antonio, TX, 78256	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-21795	PRV	Joyce Arnold	1949-10-04	—	2872357849	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29459	PRV	Teresa Woods	1968-09-17	—	7654510728	4912 Hillcrest Rd, Chandler, AZ, 85221	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21902	PRV	Heather I Rose	1982-05-02	UHC-34695-21	7957193104	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26162	PRV	Kenneth Gonzales	1994-09-09	UHC-22366-98	—	2617 Cedar Ln, Chandler, AZ, 85216	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25029	PRV	Ana Woods	1999-12-10	—	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25028	PRV	Ana Woods	1999-12-10	—	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-20136	PRV	Vincent Espinoza	1986-11-16	—	7908805643	6278 Apache Blvd, Columbus, OH, 43266	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-20583	PRV	Catherine Robinson	1945-09-28	—	4729579668	1847 Willow Ct, San Diego, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25542	PRV	Carl Banks	1979-07-28	UHC-44122-85	7795715705	7792 Jefferson Ave, Fresno, CA, 93782	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26940	PRV	Jessica Elliott	2005-07-04	UHC-51147-59	7989824634	2452 Maple Ave, Tempe, AZ, 85284	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-24770	PRV	Angela Fernandez	2007-09-26	UHC-71368-61	—	2503 Church St, Miami, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27159	PRV	John Rice	2000-08-08	—	—	9658 Elm St, Orlando, FL, 32827	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20374	PRV	Carolyn L Bell	1969-03-05	UHC-32776-84	4494201473	2347 Mesa Dr, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26821	PRV	Juna S Bradley	1951-04-10	—	2158354537	8530 Hillcrest Rd, Charlotte, NC, 28274	0.82	Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
PRV-28349	PRV	Shirley Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21617	PRV	Sofia Sims	1955-06-06	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-23260	PRV	Bruce R Morgan	2006-11-24	UHC-19389-24	3497162438	5416 Camelback Rd, Gilbert, AZ, 85252	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27290	PRV	Lauren K James	1978-08-05	UHC-83197-90	4453468381	—	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
PRV-28063	PRV	Brittany Murray	1994-03-07	UHC-32349-76	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared

5,467 rows, page 86 of 110Previous Next