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 “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
CLM-408534	CLM	Billy K Rice	1949-02-24	—	—	3279 Lake View Rd, Miami, FL, 33183	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111093	ENR	Marilyn Graham	1953-04-24	UHC-90242-40	8423669957	1606 Palm Dr, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-140261	ENR	Thoomas Hoffman	1955-07-25	UHC-66580-76	2783079432	7394 Hillcrest Rd, San Antonio, TX, 78270	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118410	ENR	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave, Mesa, AZ, 85223	0.64	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+2 more
CLM-404198	CLM	Christine Knight	1999-07-12	—	—	2960 Valley View Dr, Tampa, FL, 33632	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102813	ENR	Bryan I Mills	1951-02-23	UHC-37502-79	5378880359	978 Harbor Blvd, Tempe, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423845	CLM	Nicole Mejia	1962-05-14	UHC-35763-47	—	3685 Baseline Rd, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-129192	ENR	Kathleen Green	1975-12-10	UHC-80849-06	3022957666	8472 Palm Dr, Columbus, OH, 43260	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23970	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23969	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-104952	ENR	Patrick Burton	1961-07-21	UHC-55222-39	2849935747	1888 Baseline Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-424575	CLM	Ann White	1957-06-19	—	—	159 Hillcrest Rd, Nashville, TN, 37295	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-410883	CLM	Sandra Z Dominguez	1971-11-14	—	—	7249 Canyon Rd, Orlando, FL, 32818	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-403342	CLM	Rachel Gonzalez	1973-10-17	UHC-89828-42	—	2830 Valley View Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104422	ENR	Katherine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50527	TPA	Brittany Hawkins	1993-08-16	—	—	4053 Pine Dr, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128494	ENR	Susan Davis	1957-07-24	UHC-22832-41	4608604648	9258 Ocean Ave, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123700	ENR	Sam Brown	1943-06-26	UHC-13988-27	7995037961	5214 Park Pl, Houston, TX, 77094	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430726	CLM	Wesst Janice	1955-07-13	UHC-37336-21	—	6528 Main St, Scottsdale, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401142	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401141	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126950	ENR	Betty F Wallace	1956-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56162	TPA	Amber Miller	1953-10-09	—	—	5844 Baseline Rd, Columbus, OH, 43292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127027	ENR	Patricia Maldonado	1988-01-25	UHC-13370-92	—	599 Apache Blvd, Fresno, CA, 93760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132623	ENR	Victoria H Herrera	1985-11-07	UHC-13803-78	6482891546	6217 Park Pl, Austin, TX, 78727	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118631	ENR	Joyce I Harvey	1994-03-07	UHC-19081-25	3659345400	9892 Mesa Dr, Plano, TX, 75034	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-431559	CLM	Bryan Payne	1960-09-21	UHC-76306-90	3424340781	3458 Camelback Rd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132467	ENR	Janet J Ford	1940-06-02	UHC-44003-92	4003461374	6545 Washington St, Charlotte, NC, 28204	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129490	ENR	Michael O Fields	1974-09-27	UHC-68322-01	9322263438	3733 Main St, Seattle, WA, 98147	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428380	CLM	Stephanie N Evans	2005-06-17	UHC-34729-41	—	8831 Baseline Rd, Houston, TX, 77092	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-429004	CLM	Virginia Johnston	1978-09-20	—	—	6385 Ridge Rd, Nashville, TN, 37271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405062	CLM	Austin Berry	2007-04-07	UHC-63286-32	—	4427 Washington St, Nashville, TN, 37276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418868	CLM	Barbara Castillo	1940-11-11	UHC-29086-90	7644619224	2447 Mesa Dr, Columbus, OH, 43292	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430969	CLM	Sharon Webb	1974-10-26	—	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411876	CLM	Theresa W Cruz	1962-06-06	—	—	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125287	ENR	Valentina Thomas	1947-05-25	UHC-79702-25	3246979666	5538 Cedar Ln, Gilbert, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21354	PRV	Jospeh J Wood	1987-12-20	—	9577963480	2060 Canyon Rd, Phoenix, AZ, 85037	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60307	TPA	Aaron Dominguez	1997-03-20	—	6032881044	3166 Baseline Rd, Las Vegas, NV, 89147	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-135584	ENR	Sullivan A Carolyn	1992-02-06	UHC-26152-56	9034196631	695 Indian School Rd, Tempe, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123829	ENR	Patricia Y Hansen	1971-02-26	UHC-07157-79	2118328351	4185 Indian School Rd, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110902	ENR	Nathan S Olson	1979-05-03	UHC-76259-79	3906745015	4560 Oak St, Mesa, AZ, 85218	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-64348	TPA	Joe Martin	2008-02-18	—	—	9024 Bayshore Dr, Minneapolis, MN, 55483	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424085	CLM	Jean Owenns	1956-07-14	UHC-67566-52	—	4511 Cedar Ln, San Diego, CA, 92156	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-415937	CLM	Ralph Lynch	1951-05-27	—	—	7455 Cedar Ln, Chandler, AZ, 85246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58789	TPA	Wayne Davis	1956-05-25	—	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111969	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102492	ENR	Glora Q Meyer	1988-01-23	UHC-25460-17	5222390186	8279 Willow Ct, Dallas, TX, 75212	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more

8,263 rows, page 82 of 166Previous Next