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

Claims, 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
CLM-404348	CLM	Kathleen Cruz	1967-10-10	UHC-59287-85	—	9570 Church St, San Diego, CA, 92175	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411687	CLM	Gary Patterson	2003-02-21	UHC-44843-27	2308540243	1153 River Rd, Gilbert, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411686	CLM	Gary Patterson	2003-02-21	UHC-44843-27	2308540243	1153 River Rd, Gilbert, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420728	CLM	Ronald Y Mitchell	1993-08-06	UHC-57748-11	9517571037	6809 Valley View Dr, Minneapolis, MN, 55465	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417632	CLM	Walter Gray	1982-03-01	UHC-31744-18	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-404463	CLM	Bruce K Stephens	1938-03-04	UHC-46738-13	—	6482 Union St, Orlando, FL, 32844	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430210	CLM	Alan Gilbert	1965-01-14	—	—	7071 Union St, Columbus, OH, 43298	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404571	CLM	Susan Perez	1949-07-28	UHC-63932-33	—	4019 Sage Ct, Nashville, TN, 37255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415691	CLM	Bryan Scott	1969-06-16	UHC-62566-01	—	7540 Jefferson Ave, Chandler, AZ, 85242	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430023	CLM	Mason Santiago	1989-12-06	—	6545214348	3907 Sage Ct, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-415857	CLM	Diego B Santos	1971-09-04	UHC-34340-54	3036525187	1766 Maple Ave, Charlotte, NC, 28266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406321	CLM	Stephanie Vrgas	1954-12-15	UHC-28941-55	7878145246	8288 Mountain View Dr, Tucson, AZ, 85760	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419294	CLM	Keith Cole	1950-11-04	UHC-98804-07	—	4613 Grand Ave, San Antonio, TX, 78255	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404141	CLM	Schmidt Willie	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave, Houston, TX, 77030	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427886	CLM	Mei Barnes	1983-09-01	UHC-41645-34	—	9240 Baseline Rd, Phoenix, AZ, 85012	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411753	CLM	Emily B Thompson	1964-02-27	UHC-60492-22	—	7291 Mesa Dr, Charlotte, NC, 28216	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-421346	CLM	Gabriel Owens	1959-06-19	UHC-52858-37	—	6403 Valley View Dr, Jacksonville, FL, 32212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425700	CLM	William Banks	1997-09-07	UHC-17248-72	8925982915	7392 River Rd, Orlando, FL, 32852	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422358	CLM	Bruce Bradley	2002-03-26	UHC-60709-46	2014560359	2156 Ocean Ave, San Diego, CA, 92153	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432504	CLM	Lucia Lucas	1942-09-22	UHC-27200-83	8948411569	6590 Grand Ave, Sacramento, CA, 95827	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424365	CLM	Charlotte Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN, 37271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424364	CLM	Charlotte Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN, 37271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421455	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-421454	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-400310	CLM	Danielle Oliver	1947-05-28	—	8376253581	4173 Maple Ave, Dallas, TX, 75225	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432035	CLM	Tommy Singh	1993-01-03	UHC-07213-66	8783815404	279 Apache Blvd, Houston, TX, 77072	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432518	CLM	Joe L Stevens	1952-07-16	—	—	6977 Apache Blvd, Seattle, WA, 98174	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419190	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423604	CLM	Wei Kelley	2004-02-10	UHC-12042-09	7053449461	7137 Lake View Rd, Denver, CO, 80201	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409688	CLM	Aaron Taylor	1978-06-11	—	2264882521	4151 Sage Ct, Las Vegas, NV, 89197	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408066	CLM	Christopher Henderson	1952-06-11	UHC-24246-34	2334616139	1971 Meadow Ln, Los Angeles, CA, 90052	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402413	CLM	Eugene Duncan	1962-01-04	—	8792909910	3585 Jefferson Ave, Houston, TX, 77007	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429563	CLM	Bob Robinson	1988-10-05	UHC-71882-37	—	6663 Bayshore Dr, San Antonio, TX, 78288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430854	CLM	Russell Brooks	1971-11-18	UHC-32148-92	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-425868	CLM	Bobby Schultz	1941-02-26	—	4404742418	2048 River Rd, Chandler, AZ, 85289	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408249	CLM	Jacqueline Morgan	2005-03-07	UHC-18123-57	—	6138 Canyon Rd, Las Vegas, NV, 89144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402463	CLM	Randy P Rodriguez	2004-02-16	UHC-13394-18	—	577 Central Ave, Jacksonville, FL, 32221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426261	CLM	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419057	CLM	Carl Hall	1961-07-07	—	4027821671	6450 Elm St, Minneapolis, MN, 55413	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420084	CLM	Betty O Vega	1946-04-04	UHC-40806-34	—	1690 Bayshore Dr, Columbus, OH, 43248	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407444	CLM	Elijah Aguilar	1996-12-19	UHC-11836-39	—	1294 Sage Ct, Jacksonville, FL, 32292	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424700	CLM	Linda Wilson	1989-11-08	UHC-89184-84	—	1678 Church St, Fresno, CA, 93790	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408761	CLM	Jack J Mitchell	1965-09-25	UHC-61988-50	—	9206 Church St, Los Angeles, CA, 90056	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-401232	CLM	Matthews Shirley	1944-06-25	—	—	1366 Sage Ct, Las Vegas, NV, 89133	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421711	CLM	Lauura Ellis	1991-10-28	—	2612654691	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-422185	CLM	Bruce Graham	1960-05-19	UHC-36934-07	6194401334	4108 Highland Ave, Houston, TX, 77019	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431647	CLM	Drew Hoffman	2004-01-28	UHC-49164-75	—	8112 Meadow Ln, Tampa, FL, 33690	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428802	CLM	Ed Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ, 85203	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418039	CLM	Sofia Richards	1987-11-21	—	—	2580 Desert Sky Blvd, Plano, TX, 75020	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429989	CLM	Ryan Willis	1951-07-07	UHC-67623-04	2202578544	5630 Maple Ave, Jacksonville, FL, 32249	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 149 of 376Previous Next