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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400033	CLM	Lauren Williams	2002-07-08	UHC-33359-92	2732873430	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Plan code upper-cased
CLM-410742	CLM	Gregory Q Hudson	1954-02-04	UHC-41204-86	5356368820	8058 Main St, Nashville, TN, 37262	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431982	CLM	Santiago G Pena	1975-07-25	UHC-63606-39	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408799	CLM	Isabella Watkins	1961-04-24	UHC-33271-44	9135964825	5608 Meadow Ln, Los Angeles, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-405053	CLM	Jonathan Dunn	1982-02-24	UHC-83711-02	—	6904 Forest Ave, Miami, FL, 33149	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428881	CLM	Jeremy Maldonado	1966-10-20	UHC-94596-99	—	629 Oak St, Los Angeles, CA, 90026	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-413325	CLM	Lisa Chapmman	1947-10-13	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431136	CLM	Ahmed J Castro	1947-09-25	UHC-57979-50	—	7417 Park Pl, Tucson, AZ, 85763	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400747	CLM	Shirley Williamson	1962-04-25	—	—	4586 Church St, Tampa, FL, 33619	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415680	CLM	Shirley B Chavez	1956-05-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416666	CLM	Andrea Lawson	1979-08-19	—	6527227444	9607 Central Ave, Tempe, AZ, 85220	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-415468	CLM	Nicholas Johnson	1950-06-24	UHC-82744-56	—	2844 Cedar Ln, Las Vegas, NV, 89171	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-432510	CLM	Susan Perez	1938-06-23	—	—	8072 Sage Ct, Chandler, AZ, 85239	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423282	CLM	Heather Chavez	1955-08-17	—	3263375755	1163 Ocean Ave, Nashville, TN, 37224	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410266	CLM	Michael Evans	2006-09-04	UHC-53781-65	—	2201 Elm St, Nashville, TN, 37245	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-405602	CLM	Raymond Gardner	1948-01-19	UHC-31863-51	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
CLM-420859	CLM	Jeremy Y Barnes	1989-02-13	UHC-66920-30	—	3426 Market St, San Antonio, TX, 78238	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425100	CLM	Jacob Riley	1943-04-26	UHC-23169-11	4226796102	1862 Hillcrest Rd, Seattle, WA, 98179	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400749	CLM	Natalie L Jacobs	1957-02-27	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403564	CLM	Martha Turner	1962-05-24	UHC-64123-35	—	4111 Lake View Rd # 476, Minneapolis, MN, 55432	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432809	CLM	Virginia Ross	1974-08-24	UHC-31380-61	9619806533	6785 Sunset Blvd, Minneapolis, MN, 55437	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404762	CLM	Robert B Perkins	1968-11-24	UHC-38217-24	—	7520 Ocean Ave, Jacksonville, FL, 32240	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-405775	CLM	Eugene Weber	1996-02-13	UHC-24096-95	3455033568	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-421404	CLM	Santiago Fields	1976-03-01	UHC-02720-67	2092937863	1120 Oak St, Fresno, CA, 93778	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402012	CLM	Natalie Morgan	1939-06-07	—	—	902 Broadway Apt 14, Tucson, AZ, 85721	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-428481	CLM	Keith Graham	1954-04-20	—	6292899879	5193 Lincoln Way, Los Angeles, CA, 90080	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-427438	CLM	Julie Garrett	1940-06-04	—	—	5021 Pine Dr, San Antonio, TX, 78221	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421339	CLM	—Junk	1982-02-05	—	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-406752	CLM	Maria Robinson	1962-12-03	—	—	717 Grand Ave, Columbus, OH, 43281	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-402294	CLM	Julie Fernandez	1978-03-03	—	8627861161	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-401937	CLM	Katherine Montgomery	1996-08-07	UHC-26954-37	9325545090	6855 Sunset Blvd, Tempe, AZ, 85282	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-423636	CLM	Olivia Wang	1970-01-19	—	5708720991	5888 Lincoln Way # 449, Gilbert, AZ, 85259	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-431899	CLM	Margaret Fernanndez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-423545	CLM	Sarah Fuller	1955-02-01	UHC-33174-34	—	3247 Elm St, Austin, TX, 78794	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424773	CLM	Andera Carlson	1970-07-16	—	2194803866	9848 Hillcrest Rd, San Diego, CA, 92180	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403677	CLM	Raymond Delgado	1966-11-06	—	—	961 Cedar Ln, San Antonio, TX, 78231	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432134	CLM	Maria W Welch	1950-04-01	—	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-401304	CLM	Santiago D Howell	1972-04-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414763	CLM	Benjamin Thompson	1992-01-19	UHC-12484-48	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412997	CLM	Jesse Diaz	1959-10-26	UHC-17665-61	5079615018	5728 Lincoln Way, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422649	CLM	Angela E Hamilton	1940-07-12	UHC-79266-88	—	2240 Market St, Chandler, AZ, 85202	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
CLM-419464	CLM	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-418534	CLM	Kimberly Pierce	1978-12-17	UHC-02314-68	—	8849 Valley View Dr, Columbus, OH, 43253	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405450	CLM	Jacob McDonald	1938-03-26	—	—	2266 Washington St, Nashville, TN, 37213	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
CLM-416470	CLM	Raymond C Santos	1959-02-12	UHC-31261-86	—	1830 Spring St, Atlanta, GA, 30311	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428272	CLM	Bruce G Wells	2006-05-17	UHC-57727-46	7366220522	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413448	CLM	Emily Sanders	1943-06-20	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427251	CLM	Carolyn Smith	1946-04-21	UHC-59178-53	—	5400 Canyon Rd, Austin, TX, 78727	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418249	CLM	Doris Fowler	1962-01-28	UHC-17176-28	—	6725 Lake View Rd, Las Vegas, NV, 89192	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-419784	CLM	Grace Nunez	1977-07-16	UHC-08189-27	5285502321	100 Maple Ave, Las Vegas, NV, 89173	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed

10,559 rows, page 138 of 212Previous Next