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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28588	PRV	Kayla Dominguez	2005-12-04	—	7923689334	3204 Bayshore Dr, Plano, TX, 75051	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28075	PRV	Cynthia B Burke	1950-06-14	—	9508055680	5687 Central Ave, Fresno, CA, 93732	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28074	PRV	Cynthia B Burke	1950-06-14	—	9508055680	5687 Central Ave, Fresno, CA, 93732	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25968	PRV	Catherine Sanders	1942-02-06	—	—	6972 Apache Blvd, Minneapolis, MN, 55418	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-24629	PRV	Theresa Young	1940-01-10	—	2378236056	97 Broadway, Sacramento, CA, 95843	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-26394	PRV	Sophia Ray	1999-10-03	—	7377922231	707 Valley View Dr, Austin, TX, 78737	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-20494	PRV	Eric Wood	1994-08-23	UHC-89956-89	3518241256	6996 Canyon Rd, Denver, CO, 80288	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-28071	PRV	Douglas Ortegga	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23792	PRV	Kevin Mendoza	1943-10-03	UHC-89100-76	9597701472	4415 Lincoln Way, Chandler, AZ, 85253	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28899	PRV	Roger Bailey	1992-01-21	—	—	6556 Willow Ct, Denver, CO, 80238	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-26621	PRV	Judy Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23280	PRV	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way, Sacramento, CA, 95838	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25306	PRV	Dorothy E Griffin	2006-12-03	—	2758475394	3762 Market St, Glendale, AZ, 85321	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-21726	PRV	Noah Pena	1977-02-21	—	7034408565	3855 Harbor Blvd, Glendale, AZ, 85350	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23918	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23917	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-22263	PRV	Jacob U Mills	1972-01-05	—	6163873521	4896 Mountain View Dr, Houston, TX, 77034	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-26607	PRV	Jose Hernandez	2008-07-01	—	7046766439	8649 Camelback Rd, Columbus, OH, 43271	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24319	PRV	John M Hicks	1949-02-26	—	4809016447	582 Ocean Ave, Austin, TX, 78737	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-21307	PRV	Susan Perez	1949-07-28	UHC-63932-33	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-29367	PRV	Santiago Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-24642	PRV	George Bryant	1965-11-15	UHC-88695-40	—	2407 Bayshore Dr, San Diego, CA, 92181	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22128	PRV	Sara Fields	2004-02-19	UHC-44926-42	4174529509	1134 Union St, Austin, TX, 78707	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-24727	PRV	Lucia Hawkins	2008-01-14	UHC-18251-37	4345373950	6889 Ocean Ave, Tempe, AZ, 85218	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27396	PRV	Tim Clark	1948-06-25	—	7048975860	1128 Broadway, Phoenix, AZ, 85074	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-21041	PRV	Billy Weber	1989-01-02	UHC-14482-44	—	3418 Indian School Rd, Los Angeles, CA, 90086	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28445	PRV	Kathryn Wilson	1995-04-08	—	—	4396 Sage Ct, Chandler, AZ, 85243	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-22588	PRV	Catherine Q Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22699	PRV	Rachel Sullivan	1999-10-18	UHC-71527-15	5297174849	2625 Grand Ave, Eden Prairie, MN, 55312	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-29404	PRV	Diane Fowler	1962-09-21	—	6362236489	2837 Park Pl, Tampa, FL, 33665	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25538	PRV	Carl Burke	1952-04-12	—	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23389	PRV	Alice Ortega	1948-01-20	UHC-20128-12	7567665648	4708 Camelback Rd, Miami, FL, 33194	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-22116	PRV	Logan Lane	1953-01-13	UHC-29585-43	2334738561	9736 Sunset Blvd, Tampa, FL, 33664	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25310	PRV	Jonathan Wang	1997-08-12	—	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27338	PRV	Brenda Garrett	1979-12-19	UHC-41748-23	—	5080 Mountain View Dr, Chandler, AZ, 85279	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23233	PRV	Keith B Jones	1956-01-16	—	6736730358	4325 Church St, Gilbert, AZ, 85296	0.82	ZIP+4 trimmed Email lower-cased Placeholder values cleared
PRV-24908	PRV	Aisha Rogers	1957-09-18	—	9487764138	3115 Mountain View Dr, Sacramento, CA, 95801	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25661	PRV	Carl Q White	1943-02-06	—	—	8984 Ridge Rd, Orlando, FL, 32863	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28210	PRV	Raymond Q Reed	1997-07-04	—	—	8798 Lincoln Way, Orlando, FL, 32856	0.82	Name re-cased ZIP+4 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-26652	PRV	Bobby L Payne	1987-08-17	UHC-54861-76	2315860318	7432 Palm Dr, Columbus, OH, 43248	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27471	PRV	Lucia Guerrero	2006-03-10	—	7722482192	4320 Maple Ave, Sacramento, CA, 95806	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24703	PRV	Aaron T Simpson	2005-05-22	—	—	659 Washington St, Miami, FL, 33175	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23842	PRV	Terry Bowman	1984-02-01	UHC-58664-75	—	3752 Lincoln Way, Glendale, AZ, 85372	0.82	Date of birth reformatted ZIP+4 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-28750	PRV	Kyle Contreras	1962-06-10	UHC-17396-44	5368965463	7575 Canyon Rd, Denver, CO, 80251	0.82	Phone reformatted ZIP+4 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-29446	PRV	Richard X Hal	1968-05-21	UHC-80730-48	3653793998	1642 Mountain View Dr, Dallas, TX, 75294	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25960	PRV	Bryan King	1960-11-11	UHC-04101-99	—	3073 Canyon Rd, Fresno, CA, 93761	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23853	PRV	Grace S Maldonado	1945-01-19	UHC-96133-18	9109435868	902 Lincoln Way, Orlando, FL, 32827	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed

815 rows, page 16 of 17Previous Next