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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406196	CLM	Janice Gonzales	1999-04-13	UHC-30169-72	4705552894	3592 Ridge Rd, Mesa, AZ, 85257	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422726	CLM	Gerald Arnold	1960-12-28	—	—	2439 Oak St, Minneapolis, MN, 55447	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426005	CLM	Kathryn U Chapman	1987-02-21	UHC-54287-24	9245754070	1071 Cedar Ln, Denver, CO, 80267	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432820	CLM	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-405696	CLM	Gloria Murphy	2004-08-19	UHC-23710-22	—	2342 Willow Ct, Fresno, CA, 93767	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418937	CLM	Eugene Fuller	1947-08-22	—	—	738 Market St, Minneapolis, MN, 55473	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-406543	CLM	Maria Sandoval	1938-05-09	—	—	7066 Sunset Blvd, Jacksonville, FL, 32219	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409885	CLM	Elijah Hanson	2003-03-04	UHC-11708-39	—	119 Indian School Rd, Jacksonville, FL, 32200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413086	CLM	Charlotte Payyne	1980-02-28	UHC-82916-23	6657127737	421 Main St, Tampa, FL, 33669	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-406969	CLM	Christian Maldonado	1994-06-09	UHC-86213-46	—	3572 Church St, Atlanta, GA, 30393	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415741	CLM	Jnathan Li	1953-03-23	—	—	5572 Mesa Dr, Charlotte, NC, 28206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409721	CLM	Jonathan Patel	1961-12-21	UHC-08496-08	2478348380	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427449	CLM	Jerry Thompson	2002-05-17	UHC-11477-88	6748256938	8227 Mesa Dr, Atlanta, GA, 30338	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406349	CLM	Joe Bishop	—	UHC-31239-05	2115342399	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-427374	CLM	Laura Simpson	—	UHC-59203-29	8532744790	7788 Sunset Blvd, Chandler, AZ, 85271	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-402831	CLM	Pamella Fields	1988-04-12	UHC-48299-93	6055971383	9331 Spring St, Charlotte, NC, 28237	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417043	CLM	Gabriel Perkins	1979-01-25	—	—	3375 Lake View Rd, Orlando, FL, 32836	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424419	CLM	Juan Alvarez	1941-05-12	UHC-58454-53	5743676081	7595 Meadow Ln, Nashville, TN, 37224	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411738	CLM	Janet Carpenter	1997-10-18	—	—	4513 Forest Ave, Miami, FL, 33151	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-421265	CLM	Christian Hayes	1963-03-14	UHC-86167-37	—	957 Camelback Rd, Tempe, AZ, 85207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418971	CLM	Logan Luna	1942-09-06	UHC-90592-70	—	8848 Cedar Ln, Scottsdale, AZ, 85297	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429962	CLM	Betty Q Sandoval	1944-09-25	—	4354236348	1080 Desert Sky Blvd, Dallas, TX, 75227	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409498	CLM	Rebecca Campbell	1953-05-09	UHC-35903-72	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-420002	CLM	Christina Butler	1945-03-13	UHC-65441-35	—	5040 Lincoln Way, Tampa, FL, 33644	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430629	CLM	Barbara Stevens	1977-08-17	—	2502990466	720 Main St Apt 37, Las Vegas, NV, 89150	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
CLM-428295	CLM	Ana Obrien	1941-06-20	—	3205222007	1628 Park Pl, Scottsdale, AZ, 85277	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407381	CLM	Henry Chen	1969-10-15	UHC-74859-43	4922819213	7153 Indian School Rd, Houston, TX, 77027	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420327	CLM	Kyle Smith	1984-10-21	—	6009582377	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432162	CLM	Lnda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421145	CLM	Tony Walsh	1957-03-18	UHC-21787-35	—	7990 Valley View Dr, Seattle, WA, 98169	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-401024	CLM	Russell Burton	1969-11-14	—	—	8273 Meadow Ln, Minneapolis, MN, 55464	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432118	CLM	Mateo Coleman	1985-03-04	UHC-67652-54	—	2214 Central Ave, Sacramento, CA, 95826	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431524	CLM	Alexander Munoz	1971-02-14	UHC-66286-28	—	3127 Central Ave, Miami, FL, 33100	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405396	CLM	Rebecca Austin	1983-03-26	—	—	2519 Spring St, Atlanta, GA, 30354	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421344	CLM	Camila G Jackson	1961-05-15	—	3078514175	9839 Lincoln Way, Chandler, AZ, 85221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412372	CLM	Mateo Obrien	1969-03-09	UHC-64674-51	2659976777	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-406192	CLM	Fatima Perkins	1992-04-14	UHC-00138-75	—	107 Central Ave, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-412625	CLM	Michelle Sullivan	1970-09-10	UHC-84688-80	—	5469 Union St Apt 2, Chandler, AZ, 85274	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-417871	CLM	Danielle Carter	1959-10-04	UHC-75129-77	—	8020 Highland Ave, Atlanta, GA, 30358	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419011	CLM	Jack Mills	1971-05-18	UHC-22367-74	9017854312	9097 Pine Dr, Dallas, TX, 75276	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421482	CLM	Jeff H Sims	1957-04-14	—	7754102803	5971 Mesa Dr, Atlanta, GA, 30352	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-415932	CLM	Tony Berry	1987-07-08	—	8022196146	6486 Palm Dr, Tucson, AZ, 85775	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412703	CLM	Brian Larson	1958-06-27	—	5582960696	5233 River Rd, Jacksonville, FL, 32205	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404947	CLM	Turner Kathryn	1952-02-22	UHC-15096-04	—	1319 Harbor Blvd, Eden Prairie, MN, 55396	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-426756	CLM	Debra Andrews	1971-11-10	—	8489119182	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431699	CLM	Ahmmed Silva	1986-03-04	—	6624801071	3571 Indian School Rd, Orlando, FL, 32877	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432343	CLM	Ethan Mejia	1972-03-07	—	5592507804	5630 Church St, Tempe, AZ, 85292	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-418222	CLM	Ruth J Henedrson	1993-10-25	UHC-84114-22	—	3156 Sunset Blvd, Phoenix, AZ, 85086	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406451	CLM	Sophia Marquez	1986-09-01	—	—	8540 Market St, San Antonio, TX, 78292	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402660	CLM	Cheryl F Vasquez	1997-07-02	—	8685691985	6164 Jefferson Ave, Houston, TX, 77061	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more

13,120 rows, page 149 of 263Previous Next