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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411272	CLM	Alexis West	1988-07-16	UHC-45209-44	5456237135	3085 Ridge Rd, Los Angeles, CA, 90031	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-406442	CLM	Priya Stone	1946-06-10	—	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405760	CLM	Billy Kng	1986-10-17	—	7933475889	381 Sage Ct, Houston, TX, 77098	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404752	CLM	Nicole Bowman	1978-12-16	UHC-91664-02	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407353	CLM	Benjamin Z Webb	1962-05-07	UHC-25854-29	2114613491	4704 Ridge Rd, Austin, TX, 78797	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414147	CLM	Evelyn N Anderson	2001-02-11	UHC-39322-88	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404430	CLM	Jonathan Turner	1939-06-23	—	8412467920	7967 Lake View Rd, Chandler, AZ, 85230	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419098	CLM	Terry Simpson	1955-01-10	UHC-34152-23	6476193420	292 River Rd, Columbus, OH, 43209	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409430	CLM	Joanthan Stevens	1972-10-16	UHC-88071-23	7514154484	435 Grand Ave, Atlanta, GA, 30304	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425365	CLM	Janet Davis	1974-06-07	—	9444432708	7899 Bayshore Dr, Charlotte, NC, 28256	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411425	CLM	Timothy J Riice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421805	CLM	Helen Watson	1971-09-09	—	6445964399	4667 River Rd, Minneapolis, MN, 55423	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402626	CLM	Alan Gardner	1966-04-16	—	6207117917	6801 Church St, Minneapolis, MN, 55416	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407300	CLM	Rachel S Crawford	1987-05-04	—	8209332221	—	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429693	CLM	Sean Vega	1996-02-13	—	5273840197	8359 Indian School Rd, Denver, CO, 80240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421349	CLM	Aisha P Morgan	1988-12-27	UHC-38996-14	8469496565	7101 Lincoln Way Apt 21, Tempe, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-429247	CLM	Carlos Bailey	1965-04-06	—	2154415310	3595 Mountain View Dr, Las Vegas, NV, 89180	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424214	CLM	Roy Campbell	1965-02-19	UHC-44341-02	8022947510	4888 Union St, Phoenix, AZ, 85060	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409747	CLM	Jeremy Kim	1942-09-06	UHC-94680-42	2857716371	6877 Apache Blvd, Fresno, CA, 93792	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415067	CLM	Denise J Richardson	2002-10-07	UHC-40221-43	5933811522	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423368	CLM	Charles Li	1987-12-15	UHC-11969-12	2623569623	9323 Camelback Rd, Glendale, AZ, 85320	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403785	CLM	Timothy Burke	1988-05-14	—	7362722708	8047 Forest Ave, Tucson, AZ, 85752	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420665	CLM	Scott Thomas	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408725	CLM	Catherine Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404035	CLM	Janice Jensen	1966-06-06	UHC-44263-72	9353440181	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407822	CLM	Wayne Johnston	—	UHC-17323-63	7913779801	4906 Central Ave, Denver, CO, 80276	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-405742	CLM	Vicky Knight	1988-03-18	UHC-33507-96	6527351959	3173 Bayshore Dr, Chandler, AZ, 85264	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410530	CLM	Ruth R Myers	1991-05-07	UHC-99379-70	8999592196	8516 Broadway, Columbus, OH, 43212	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430782	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411206	CLM	Helen Robinson	1996-03-10	—	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421299	CLM	Amber Palmeer	1958-05-09	UHC-28566-35	5904203006	5064 Church St, Austin, TX, 78748	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-404914	CLM	Austin Z Wong	1961-03-19	—	7579956047	7229 Cedar Ln, Los Angeles, CA, 90055	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-429738	CLM	Austin L Nguyen	1939-12-26	UHC-66691-05	3168952643	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420048	CLM	Alan Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401497	CLM	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408050	CLM	Kathleen Carter	2004-10-28	—	8326882961	2278 Pine Dr, Miami, FL, 33160	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408505	CLM	Samuel Payne	1976-12-25	UHC-26523-27	2856540118	3658 Highland Ave, Plano, TX, 75059	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407367	CLM	Edward Yang	1964-08-08	UHC-16015-60	7779340483	4624 Lincoln Way, Jacksonville, FL, 32232	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407368	CLM	Edward Yang	1964-08-08	UHC-16015-60	7779340483	4624 Lincoln Way, Jacksonville, FL, 32232	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411415	CLM	Diana Howard	1956-12-13	UHC-95898-65	7584887544	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421910	CLM	Joshua Harper	1971-08-11	UHC-85497-41	6416367192	282 Ocean Ave, Los Angeles, CA, 90023	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426280	CLM	Donald S Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-407304	CLM	Gerald C Gomez	2004-12-16	UHC-71792-78	8383783808	4632 Ocean Ave, Houston, TX, 77029	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415964	CLM	Logaan Rivera	1976-05-01	UHC-27810-95	7747795587	8658 Elm St, Phoenix, AZ, 85060	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-431057	CLM	Ashley Mendoza	1974-02-09	—	5016939670	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432348	CLM	Jammes K Kim	1968-09-24	UHC-64142-84	3252420571	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-400316	CLM	Keith Collins	1956-11-21	—	7363438173	9739 Market St, Nashville, TN, 37208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400317	CLM	Keith Collins	1956-11-21	—	7363438173	9739 Market St, Nashville, TN, 37208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414126	CLM	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd, Glendale, AZ, 85315	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411661	CLM	Valentina Burke	1940-09-27	UHC-83580-65	2634147041	5368 Elm St, Gilbert, AZ, 85217	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

11,960 rows, page 120 of 240Previous Next