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-403404	CLM	Keith Lawrence	1973-01-22	UHC-56811-34	—	7530 Maple Ave, Denver, CO, 80247	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407543	CLM	Maria Cooer	1963-02-22	UHC-53767-89	—	7528 Desert Sky Blvd, Miami, FL, 33160	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431800	CLM	Judy Banks	1995-10-25	—	—	6291 Canyon Rd, Tempe, AZ, 85204	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401001	CLM	Diana Stevens	1981-11-16	UHC-59010-76	7858443304	7736 Valley View Dr, Nashville, TN, 37249	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-400144	CLM	Young X Katherine	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417102	CLM	Susan McOy	1988-11-09	UHC-28356-24	4782899345	9660 Sage Ct, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419634	CLM	Nicole D Carlson	1941-10-20	UHC-64211-07	—	8802 Pine Dr, Tampa, FL, 33663	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406281	CLM	Carol Willis	1978-04-14	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-427221	CLM	Brian Hicks	1999-01-28	—	9062997638	4648 Hillcrest Rd, Tucson, AZ, 85783	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426536	CLM	Adam Singh	1948-02-03	UHC-56507-16	—	1814 Broadway, Tucson, AZ, 85761	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-428029	CLM	Kaern Clark	1956-01-28	UHC-04799-83	—	7273 Mesa Dr, Orlando, FL, 32814	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420824	CLM	George Foster	1972-01-04	—	—	1130 Mesa Dr, Orlando, FL, 32826	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424432	CLM	Brittany Arnold	1976-06-20	UHC-79114-26	6393874304	2061 Apache Blvd, Nashville, TN, 37254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410776	CLM	William T Estrada	1986-03-23	UHC-21935-35	—	8952 Cedar Ln, Plano, TX, 75003	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420958	CLM	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave # 675, Los Angeles, CA, 90081	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-411707	CLM	Adnrea Guerrero	1953-09-12	—	4084500877	345 Hillcrest Rd Apt 22, Jacksonville, FL, 32217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-429491	CLM	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429215	CLM	Christine Vega	1995-04-02	—	6629273422	3340 Willow Ct, Atlanta, GA, 30342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415302	CLM	Amy Lawrence	2003-09-23	UHC-73297-66	—	2012 Mountain View Dr, Denver, CO, 80247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430337	CLM	Cheryl H Carroll	1988-05-10	—	—	3772 Elm St, Phoenix, AZ, 85051	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421118	CLM	Jessica U Schmidt	1999-11-07	—	7513869572	1851 River Rd, Houston, TX, 77083	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427387	CLM	Laurn Nguyen	1959-09-25	UHC-00209-76	—	7758 Desert Sky Blvd, Orlando, FL, 32807	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429598	CLM	Mary A Taylor	2000-02-17	—	6894116972	7667 Bayshore Dr, Minneapolis, MN, 55400	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-426164	CLM	Timothy Stevens	2003-10-25	UHC-96853-72	—	6676 River Rd, Miami, FL, 33103	0.78	Member ID reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419519	CLM	Karen Pdilla	1998-05-28	UHC-05442-22	—	8532 Forest Ave, Tucson, AZ, 85740	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404503	CLM	Kathleen Sandoval	1962-05-14	UHC-84252-16	—	5904 Central Ave, Tempe, AZ, 85242	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400671	CLM	Melissa H Espinoza	1953-11-24	UHC-88231-39	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422900	CLM	Dorothy Price	2007-01-05	—	6098274604	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406984	CLM	Natalie C Greene	1994-06-18	UHC-30098-68	4132333035	2081 Apache Blvd, Jacksonville, FL, 32259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-415979	CLM	Megan C Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428369	CLM	Scott Kelley	1995-07-25	—	—	9189 Canyon Rd, Seattle, WA, 98100	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400672	CLM	Mariana Berry	1988-03-20	UHC-67182-96	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404218	CLM	Daniel Matthews	1942-11-06	UHC-84431-15	—	6458 Washington St, Miami, FL, 33190	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407964	CLM	Charlotte Welch	1957-01-17	UHC-68577-02	4046750921	2334 Lake View Rd, Houston, TX, 77011	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429698	CLM	Douglas Banks	1983-01-06	UHC-51125-18	—	1901 Mountain View Dr, Sacramento, CA, 95895	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413972	CLM	Willie King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL, 33177	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-403965	CLM	Joyce Duncan	1982-09-14	UHC-07860-94	9555856598	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407768	CLM	Glora Black	1994-12-14	—	7948045970	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-417642	CLM	Isabella Dunn	1993-02-10	UHC-01958-35	2977500268	2684 Mesa Dr, Chandler, AZ, 85251	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421670	CLM	Adam Soto	1963-03-23	UHC-12844-11	—	9868 Elm St, Atlanta, GA, 30318	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420457	CLM	Samantha Torres	1954-08-20	—	—	5874 Sunset Blvd, Austin, TX, 78717	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404121	CLM	Lisa Wlker	1979-01-20	—	6869250852	5732 Forest Ave, Tempe, AZ, 85276	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-421761	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419347	CLM	Carlos Howard	1959-05-04	UHC-62694-54	9797037808	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429394	CLM	Alexis Prce	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-431844	CLM	Doris Martinez	1969-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424874	CLM	Alice Porter	1985-07-23	UHC-21910-53	—	5235 Lake View Rd, Tempe, AZ, 85232	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419256	CLM	—Junk	2001-06-20	UHC-49869-26	—	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-432455	CLM	Jason James	1957-02-14	UHC-94506-04	—	9716 Mountain View Dr, Glendale, AZ, 85352	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419754	CLM	Terry Rojas	1983-04-10	UHC-70197-41	6077968128	8350 Willow Ct, Tucson, AZ, 85706	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 179 of 376Previous Next