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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403406	CLM	Mariana Webb	1960-07-07	—	9562358950	9040 Canyon Rd, Houston, TX, 77026	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
CLM-429670	CLM	Wayne Ortiz	2005-03-01	UHC-34770-98	—	8399 Grand Ave, Atlanta, GA, 30390	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405171	CLM	Janice Robertson	2007-08-28	UHC-69570-52	—	8290 Broadway, Charlotte, NC, 28224	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420005	CLM	Angela Sims	2005-08-22	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-404134	CLM	Maria T Dunn	1964-08-17	UHC-04782-32	—	3948 Hillcrest Rd, Fresno, CA, 93772	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-404755	CLM	Jason Boyd	1989-11-16	—	3906071501	8446 Jefferson Ave, Tampa, FL, 33624	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-418403	CLM	Omar Evans	1971-06-08	UHC-04207-13	—	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-432494	CLM	Rachel Q Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-424532	CLM	Bryan Hanson	2007-11-19	—	—	6628 Church St, Eden Prairie, MN, 55389	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-404525	CLM	Rachel S Pirce	1954-08-12	UHC-44054-68	—	2152 Oak St, Orlando, FL, 32871	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-431172	CLM	Zachary Adamms	1959-02-12	—	8083152134	5796 Broadway Apt 21, Orlando, FL, 32841	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402299	CLM	Fatima Carlson	1980-12-19	UHC-32664-63	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423816	CLM	Samantha Lawson	—	UHC-59223-01	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-427095	CLM	Julia Kellly	1938-12-28	UHC-69821-83	—	4420 Union St, Tampa, FL, 33662	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414155	CLM	Daniel G Bennett	2008-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416245	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406771	CLM	Ruzsell Stewart	1938-12-17	—	2287968735	79 Union St, Denver, CO	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
CLM-419914	CLM	John Mendez	1971-06-11	UHC-77811-84	—	9735 Church St, Tempe, AZ, 85276	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-406976	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405216	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
CLM-427290	CLM	Vincent S Graham	1998-05-26	UHC-40247-98	—	2048 Hillcrest Rd, Jacksonville, FL, 32208	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424416	CLM	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV, 89154	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428608	CLM	Madison Lawson	1995-11-02	—	—	8044 Elm St, Tempe, AZ, 85283	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-406849	CLM	Abigail Mason	2003-07-27	UHC-12071-84	2627423699	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-425191	CLM	Bradley Wells	1980-12-02	UHC-44434-27	—	1813 Elm St, Jacksonville, FL, 32280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432485	CLM	Jack Jacobs	—	—	—	7442 Washington St, Glendale, AZ, 85324	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-425067	CLM	Danielle Henry	1950-11-16	UHC-92098-20	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422294	CLM	Armstrong Noah	1955-08-18	UHC-54510-49	2826507388	1551 Desert Sky Blvd, Chandler, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421450	CLM	Ana Valdez	1946-07-18	UHC-83154-98	—	7974 Elm St, Columbus, OH, 43224	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-401082	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401081	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-408012	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-408011	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-410962	CLM	Marttha Patel	1948-05-04	—	—	7106 Harbor Blvd Apt 2, Las Vegas, NV, 89184	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-408941	CLM	Susan Garrett	1939-08-02	UHC-86282-68	—	4507 Ridge Rd, Denver, CO, 80256	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419249	CLM	Marcus Carroll	1943-06-03	—	2709835662	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-430535	CLM	Ethan T Ramos	1996-07-20	UHC-82654-90	5419892694	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-429624	CLM	Mateo Riley	1995-03-20	UHC-78610-28	—	231 Cedar Ln, Eden Prairie, MN, 55313	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404453	CLM	Larry Martin	2001-01-13	UHC-92470-78	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419639	CLM	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-407118	CLM	Gloria Allen	1992-09-12	—	—	6590 Lake View Rd, Austin, TX, 78719	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427869	CLM	Cheryl Peterson	1958-03-10	UHC-22463-54	—	8368 Hillcrest Rd, Denver, CO, 80272	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-415787	CLM	Randy G Griffin	1940-09-26	UHC-66717-41	—	3473 Pine Dr, Seattle, WA, 98129	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-427162	CLM	Alexander Hudson	1964-03-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406774	CLM	Russell Stewart	—	UHC-99532-19	2287968735	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-415579	CLM	Lori Foster	1993-05-17	UHC-94326-05	—	8427 River Rd, Eden Prairie, MN, 55339	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-410644	CLM	Mateo W Marshall	1967-01-02	UHC-89509-52	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416000	CLM	Larry Mendoza	1972-11-08	UHC-94891-67	—	3521 Maple Ave, Charlotte, NC, 28203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408207	CLM	Athony L Torres	1940-10-14	UHC-59591-76	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-407259	CLM	Lucia Woods	1976-07-17	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared

3,226 rows, page 41 of 65Previous Next