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-413875	CLM	Christian Riley	2008-03-17	—	7187169370	1236 Forest Ave, Gilbert, AZ, 85249	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-400448	CLM	Cheryl R Fernandez	1964-05-13	UHC-81604-35	—	5415 Lake View Rd, San Diego, CA, 92152	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+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-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-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-405729	CLM	Sharon West	1984-11-11	UHC-67402-41	9416751364	773 Hillcrest Rd, Orlando, FL, 32852	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423099	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-421673	CLM	Scott Henderson	1988-01-24	UHC-26275-22	—	430 Mountain View Dr, Phoenix, AZ, 85002	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428698	CLM	Joyce Hansun	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr, Plano, TX, 75019	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-431836	CLM	Vincent Fernandez	1943-04-02	UHC-19905-25	—	6169 Elm St, Denver, CO, 80211	0.78	Date of birth 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-424830	CLM	Jose Patterson	1982-09-22	UHC-60006-41	—	9395 Sunset Blvd, Houston, TX, 77066	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411022	CLM	Gloria Walsh	1990-11-03	—	—	73 Elm St, Austin, TX, 78750	0.78	Name re-cased Street suffix standardised Address re-cased 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-423890	CLM	Carol Medinna	1952-02-19	UHC-40323-59	3916590593	3644 Mesa Dr, San Diego, CA, 92102	0.78	Name re-cased Street suffix standardised Address re-cased 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-403776	CLM	Nicole Kelley	1961-04-04	—	—	4084 Central Ave, Plano, TX, 75074	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400718	CLM	Donna Stevens	1950-02-07	UHC-33728-20	2037666012	4021 Harbor Blvd, Denver, CO, 80294	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422593	CLM	Karen Palmer	1969-03-04	UHC-89690-68	—	5729 Valley View Dr, Glendale, AZ, 85300	0.78	Date of birth 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-414443	CLM	Peggy Vazquez	1999-05-22	UHC-51429-18	—	5357 Central Ave, San Antonio, TX, 78296	0.78	Name re-cased 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
CLM-411660	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
CLM-401495	CLM	Andrea Castillo	1957-07-14	—	—	2250 Desert Sky Blvd, Mesa, AZ, 85259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411353	CLM	Jeffrey J Hawkins	2004-01-09	UHC-53749-90	—	8662 Camelback Rd, San Diego, CA, 92137	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420693	CLM	Juan F Gonzales	1984-09-23	—	9347659980	6894 Ocean Ave, San Diego, CA, 92174	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421176	CLM	Willie Le	1969-09-17	—	—	6908 Oak St, Sacramento, CA, 95814	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406072	CLM	Amy Morris	1950-01-21	UHC-22208-49	3172801482	9661 Broadway, Minneapolis, MN, 55498	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407650	CLM	Austin Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411325	CLM	Stephen A Lawson	1977-11-05	UHC-77369-17	—	8901 Meadow Ln, Nashville, TN, 37200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402835	CLM	Isabella Robrtson	1986-03-18	UHC-58329-99	3403881795	3669 Bayshore Dr, San Antonio, TX, 78252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405937	CLM	Doris Coleman	1989-06-06	UHC-31811-70	7357357749	342 Valley View Dr, Tempe, AZ, 85275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401972	CLM	Walter Palmer	1979-12-15	—	7997496707	3447 Ridge Rd, Tempe, AZ, 85235	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405295	CLM	Camila Snyder	1993-06-09	UHC-17020-16	—	3515 Willow Ct, Miami, FL, 33192	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416223	CLM	Donna L Edwards	2006-07-13	—	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406288	CLM	Kayla Franklin	1997-12-15	UHC-54119-79	8419148797	2458 Sunset Blvd, Tucson, AZ, 85779	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-427972	CLM	Hannah Bell	1960-01-21	UHC-89444-27	—	9030 Market St, Plano, TX, 75019	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-430804	CLM	Kylle A Hunt	1959-07-03	—	—	9635 Highland Ave, Denver, CO, 80254	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403401	CLM	Amanda Cole	1975-04-01	—	—	9268 Pine Dr, Atlanta, GA, 30398	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-415051	CLM	Kate Jacobs	1996-08-05	UHC-26509-84	—	2059 Main St, Scottsdale, AZ, 85221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400354	CLM	Amber I Berry	1946-10-13	UHC-34134-60	—	7840 Hillcrest Rd, Minneapolis, MN, 55475	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

18,771 rows, page 183 of 376Previous Next