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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114113	ENR	Zachary Shaw	1965-07-13	UHC-32514-98	7376121456	6728 Market St, Mesa, AZ, 85283	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
CLM-403233	CLM	Raymond Murphy	1991-12-08	—	4273775555	9534 Lincoln Way, Scottsdale, AZ, 85243	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-124613	ENR	Pal A Martinez	1953-03-19	UHC-85993-86	8315175723	2801 Grand Ave, Fresno, CA, 93739	0.92	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased
ENR-109283	ENR	Cheryl L Washington	1989-07-02	UHC-88620-10	2015549414	3666 Ridge Rd, Chandler, AZ, 85233	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-101286	ENR	Roy F Stewart	1994-11-02	UHC-89689-30	—	5602 Forest Ave, Jacksonville, FL, 32286	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-102836	ENR	Rebbecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-413063	CLM	Anthony Lewis	1952-08-09	UHC-99074-50	—	7328 Union St, Houston, TX, 77058	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-129319	ENR	Brian O Barnes	1984-01-09	UHC-48426-89	—	1011 Meadow Ln, San Antonio, TX, 78281	0.94	City re-cased State code upper-cased Placeholder values cleared
CLM-402135	CLM	Danielle Porter	1946-08-16	—	—	4668 Apache Blvd, Las Vegas, NV, 89173	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-114228	ENR	Eric Lane	1948-11-21	UHC-13620-95	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-136213	ENR	Jose Bradley	2004-11-02	UHC-71503-66	2467735641	2268 Ocean Ave, Minneapolis, MN, 55463	0.94	Name re-cased Phone reformatted State code upper-cased
CLM-415472	CLM	Jemes Reid	1946-05-05	—	—	2593 Mesa Dr, Atlanta, GA, 30340	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-104942	ENR	Sara Q Roberts	1991-02-28	UHC-27527-55	6764706516	7133 Jefferson Ave, Tempe, AZ, 85260	0.94	State code upper-cased Email lower-cased Whitespace trimmed
ENR-102141	ENR	Aaron H James	1983-09-02	UHC-61271-32	8502949255	3181 Meadow Ln, Fresno, CA, 93745	0.94	Phone reformatted City re-cased State code upper-cased
CLM-414737	CLM	Yuki G Foster	1987-04-23	—	—	3566 Lake View Rd, Sacramento, CA, 95847	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-406727	CLM	Sarah G James	1984-12-20	UHC-76376-81	—	3221 Spring St, Atlanta, GA, 30381	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-104838	ENR	Donna T Harris	2008-06-25	UHC-88700-38	—	8526 Washington St, Los Angeles, CA, 90033	0.94	City re-cased State code upper-cased Whitespace trimmed
CLM-428733	CLM	Mary Hamilton	1961-07-01	UHC-44059-63	—	391 Union St, Tucson, AZ, 85706	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-102465	ENR	Tyler Wilson	1987-12-11	UHC-59252-11	7792193053	7542 Union St, Sacramento, CA, 95843	0.94	Phone reformatted State code upper-cased Whitespace trimmed
PRV-21996	PRV	Dinaa James	1952-05-22	—	—	3640 Sage Ct, Glendale, AZ, 85358	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-50382	TPA	Noha Yang	1974-12-27	UHC-48251-04	—	5747 Jefferson Ave, Scottsdale, AZ, 85231	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-422446	CLM	Elijah Murphy	1945-06-24	UHC-06509-69	—	8467 Union St, Plano, TX, 75041	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-419344	CLM	Jeremy Gomez	1972-08-09	UHC-62554-77	—	5315 Mesa Dr, Minneapolis, MN, 55462	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-421860	CLM	Judith Murray	2006-08-11	—	—	235 Main St, Columbus, OH, 43289	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-64314	TPA	Paul Nguyen	1989-02-24	—	—	5530 Indian School Rd, Phoenix, AZ, 85028	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131028	ENR	Fatima Gardner	1950-06-01	UHC-76102-01	2346900062	7090 Ocean Ave, Glendale, AZ, 85318	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420550	CLM	Tyler E Meyre	1949-04-04	—	—	1349 Lincoln Way, Jacksonville, FL, 32297	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-400758	CLM	Wei Patterson	1949-07-04	UHC-24216-61	—	4830 Elm St, San Antonio, TX, 78235	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408926	CLM	Eugene Patterson	1974-02-26	—	—	9170 Spring St, Miami, FL, 33199	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131839	ENR	Pamela Hayes	1967-07-20	UHC-15386-32	9569671033	3336 Valley View Dr, Atlanta, GA, 30325	0.94	Name re-cased State code upper-cased Email lower-cased
ENR-127255	ENR	Santiago Park	1942-08-20	UHC-48055-29	—	8358 River Rd, San Antonio, TX, 78278	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-100898	ENR	Austin Wilson	1997-12-14	UHC-37909-57	7814394226	5034 Meadow Ln, Phoenix, AZ, 85037	0.94	Phone reformatted State code upper-cased Whitespace trimmed
CLM-412233	CLM	Carlos X Morris	1952-07-18	UHC-08521-03	—	7922 Union St, Fresno, CA, 93764	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-20509	PRV	Martha D Harrison	1980-03-26	UHC-15211-78	—	7138 Lincoln Way, Denver, CO, 80288	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-130904	ENR	Autsin Harvey	1988-02-02	UHC-73934-26	6203014517	350 Maple Ave, Phoenix, AZ, 85026	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-406130	CLM	Kyle Ward	1996-05-14	UHC-48973-10	8283322137	131 Canyon Rd, Columbus, OH, 43227	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-400525	CLM	Don Owens	1975-08-15	UHC-44374-68	—	4305 Ridge Rd, Nashville, TN, 37203	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-51485	TPA	Jonathan Mason	2008-11-13	—	—	5076 Cedar Ln, San Antonio, TX, 78265	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-51178	TPA	Jordan West	1953-06-07	—	—	3742 Sage Ct, Denver, CO, 80259	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-402377	CLM	Deb Obrien	1982-09-13	—	—	1528 River Rd, Phoenix, AZ, 85024	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-141410	ENR	Mason Q Stone	1983-10-10	UHC-99380-45	4726748703	5591 Park Pl, Glendale, AZ, 85392	0.94	Phone reformatted State code upper-cased Email lower-cased
CLM-414399	CLM	Julie W Ellis	1996-11-19	—	—	444 Baseline Rd, Charlotte, NC, 28247	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-119120	ENR	Nancy Cole	2002-04-25	UHC-89188-42	8336587565	8672 Bayshore Dr, Atlanta, GA, 30324	0.94	Phone reformatted City re-cased State code upper-cased
CLM-414910	CLM	Maria Warren	1939-08-17	—	—	7583 Market St, Plano, TX, 75028	0.94	City re-cased State code upper-cased Placeholder values cleared
ENR-135801	ENR	Walter O Rios	1952-07-13	UHC-21725-87	6014480537	9491 Palm Dr, Minneapolis, MN, 55481	0.94	Member ID reformatted State code upper-cased Whitespace trimmed
PRV-21076	PRV	Kevin Foster	2005-12-06	UHC-75040-45	3263305186	262 Jefferson Ave, Dallas, TX, 75206	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-21227	PRV	Ana Banks	1968-01-12	—	5547536159	5264 Elm St, Minneapolis, MN, 55474	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-111911	ENR	Alice B Reid	1950-07-06	UHC-19821-29	2507012884	3716 Harbor Blvd, Orlando, FL, 32861	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
CLM-402996	CLM	Roger Park	1997-06-19	UHC-41871-10	—	5591 Jefferson Ave, Eden Prairie, MN, 55340	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-134673	ENR	Beverly P Guzman	1967-09-21	UHC-53519-14	—	6144 Oak St, Atlanta, GA, 30363	0.94	Name re-cased State code upper-cased Placeholder values cleared

4,010 rows, page 76 of 81Previous Next