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 “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
PRV-22479	PRV	Logan Cox	1948-02-15	UHC-10803-30	—	8242 Valley View Dr, Atlanta, GA, 30314	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29364	PRV	Bobby Ortiz	1946-10-03	UHC-60754-75	—	4494 Indian School Rd, Miami, FL, 33150	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28382	PRV	Alexis I Jenkins	2001-02-09	—	2447997769	8132 Union St, Scottsdale, AZ, 85240	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-22443	PRV	Shirley Butler	1993-09-06	UHC-47514-26	2996140395	218 Canyon Rd, Phoenix, AZ, 85006	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-25896	PRV	Sandra Lawis	2005-01-08	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21710	PRV	Fatima Anrews	1965-10-25	UHC-06226-03	4674375628	7295 Lincoln Way, Tucson, AZ, 85733	0.94	Name re-cased Phone reformatted Email lower-cased
PRV-21719	PRV	Randy Hawkins	1963-06-06	UHC-99256-51	4508173685	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27100	PRV	Terry Davis	1976-05-26	UHC-12131-13	3403135479	7984 River Rd, Glendale, AZ, 85332	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20146	PRV	Beverly M Soto	1963-07-03	UHC-65304-73	2129554114	4080 Central Ave, Minneapolis, MN, 55401	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27841	PRV	Russell Tran	1946-10-01	—	4179334279	8161 Valley View Dr, Mesa, AZ, 85288	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-22270	PRV	Amanda F Boyd	1939-06-26	—	3964094126	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29325	PRV	Patrick Spencer	1951-04-14	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29377	PRV	Shirley Boyd	1972-08-14	—	6134102978	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-27253	PRV	Valentina Kennedy	1943-08-06	UHC-03137-73	—	5500 Ocean Ave, Glendale, AZ, 85369	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-23651	PRV	Katherine B Snyder	1982-05-12	—	4894411543	9191 Broadway, Fresno, CA, 93754	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27484	PRV	Christina U Lee	1954-12-17	—	5399295509	1174 Oak St, Minneapolis, MN, 55419	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23049	PRV	Ronald Dominguuez	1989-05-26	UHC-96584-75	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-28504	PRV	Bradley Kelley	1979-09-06	UHC-90063-13	6623691927	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22977	PRV	Raymond Washinngton	1993-04-26	—	3304926594	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23464	PRV	Valentina Ortiz	1953-05-05	—	5086820139	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21030	PRV	Pamela Espinoza	1975-07-06	UHC-71228-89	—	952 Lincoln Way, San Diego, CA, 92177	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-22310	PRV	Zachary Aguilar	1944-03-27	UHC-52452-64	3964151017	6999 Palm Dr, Jacksonville, FL, 32209	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23784	PRV	Maria Owens	1962-11-07	—	9284739575	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-21536	PRV	Joseph Kennedy	1946-06-09	UHC-44031-72	8449281342	522 Valley View Dr, Fresno, CA, 93708	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26270	PRV	Victoria Estrada	1995-09-18	—	7884148482	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21503	PRV	Dylan B Nunez	1999-04-17	UHC-40902-19	8162583903	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24714	PRV	Timothy Robertson	1952-01-06	—	4249515029	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24271	PRV	Billy Wells	1979-07-19	UHC-39302-23	—	1325 Church St, Phoenix, AZ, 85091	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-28024	PRV	Daniel Nunez	1954-01-09	UHC-37947-01	2176217578	580 Church St, Glendale, AZ, 85333	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23294	PRV	Tyler Rojas	1966-04-24	UHC-54791-86	8788338549	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27335	PRV	Thomas N Sanchez	1943-03-28	—	5487895912	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25193	PRV	Jacob M Cooper	1976-06-10	—	9829574303	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-22772	PRV	Kathryn Y Chapman	2006-02-18	UHC-95395-25	7795028230	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27660	PRV	Valentina Morris	2000-09-25	UHC-14927-47	3524313899	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28661	PRV	Luis Nichols	1975-08-02	UHC-08596-50	7938907819	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26861	PRV	Joshua Morris	2006-05-07	—	—	8949 Mesa Dr, Houston, TX, 77074	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23332	PRV	Joe G Price	2002-11-10	—	5697032602	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-21866	PRV	Barbara Simpson	1949-07-18	—	3656662571	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29291	PRV	Dennis Hart	1980-01-06	—	2576984525	8743 Maple Ave, Mesa, AZ, 85254	0.94	Name re-cased State code upper-cased Placeholder values cleared
PRV-26122	PRV	Janet Price	1971-08-18	—	9793164552	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-29117	PRV	Arthur Torres	1997-05-08	UHC-42335-48	6096874487	9054 Highland Ave, Phoenix, AZ, 85018	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-20732	PRV	Gregory Wheeler	1949-09-13	UHC-48536-70	8287632378	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24915	PRV	Peggy Tucker	1993-08-05	UHC-50426-10	6546041409	3606 Mesa Dr, San Diego, CA, 92146	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20770	PRV	Kimberly R Patel	1992-09-21	—	—	4322 Valley View Dr, Fresno, CA, 93709	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-28820	PRV	Frank G Yang	1954-06-13	—	6147452696	4140 Jefferson Ave, Nashville, TN, 37272	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27168	PRV	Sofia Patel	2000-03-25	UHC-81293-58	2619156113	5736 Ocean Ave, Chandler, AZ, 85298	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20020	PRV	Jessica Luna	2006-05-07	UHC-27513-91	3832553615	3156 Sage Ct, Glendale, AZ, 85329	0.94	Name re-cased Email lower-cased Whitespace trimmed
PRV-24905	PRV	Yuki Ward	1948-12-23	—	3777108627	4400 Central Ave, Miami, FL, 33132	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21565	PRV	Logan Cruz	1999-04-07	—	4067299591	9725 Oak St, San Antonio, TX, 78216	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-22857	PRV	Gabriel G Chen	1997-06-05	UHC-42326-53	3578173583	—	0.94	Name re-cased Phone reformatted Placeholder values cleared

3,816 rows, page 72 of 77Previous Next