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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401213	CLM	Lerry Delgado	1979-01-19	UHC-13396-91	—	1290 Cedar Ln, Denver, CO, 80222	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432361	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-415523	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	3325831335	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401987	CLM	Stephen Garza	1947-12-11	—	—	9896 Ridge Rd, Orlando, FL, 32863	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422488	CLM	Paul Vazquez	1995-01-08	UHC-55634-10	9782620349	4886 Lake View Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407374	CLM	Santiago Elliott	1989-06-01	—	7082062197	5848 Elm St, Orlando, FL, 32832	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427263	CLM	Rob Singh	1975-01-16	UHC-01396-37	2298620343	6850 Baseline Rd, Nashville, TN, 37261	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420435	CLM	Brenda Adaams	1953-06-22	UHC-68921-36	—	2980 Washington St, Charlotte, NC, 28273	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-411176	CLM	Betty Wheeeler	2002-10-15	UHC-47951-04	—	2733 Church St, Charlotte, NC, 28288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407153	CLM	Russell Dunn	2006-05-24	UHC-33552-97	—	2113 Spring St, Minneapolis, MN, 55494	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410038	CLM	Joan Y Clark	1967-11-09	UHC-92120-58	—	3163 Grand Ave, Atlanta, GA, 30308	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420984	CLM	Emily B Owens	2002-03-03	—	3262564018	8088 Lake View Rd, Tampa, FL, 33657	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416382	CLM	Grace Soto	1948-12-28	UHC-03021-42	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.64	Name re-cased State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-402702	CLM	Judy Turner	1957-08-03	UHC-54618-59	—	5845 Central Ave, Denver, CO, 80296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426047	CLM	Kathryn Gray	1969-12-14	UHC-34431-13	—	6391 Camelback Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410422	CLM	Ethan Grant	1983-09-09	—	—	9820 Highland Ave, Austin, TX, 78753	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412274	CLM	James E Watkins	1998-10-19	—	5792920257	4317 Union St, Tucson, AZ, 85701	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408186	CLM	Jen M Hernandez	1993-04-16	UHC-59220-89	—	2179 Pine Dr, Los Angeles, CA, 90073	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404047	CLM	Alan M Diaz	1979-12-10	UHC-23825-89	—	9173 Sunset Blvd, Las Vegas, NV, 89110	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432301	CLM	John Gutierrez	1954-03-15	UHC-13252-62	—	470 Ridge Rd, Austin, TX, 78748	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408211	CLM	Michael Wallace	1939-08-27	—	—	1586 Cedar Ln, Los Angeles, CA, 90049	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-426096	CLM	Danielle Schultz	1941-07-01	UHC-73966-94	9595906871	7494 Union St, Eden Prairie, MN, 55302	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411728	CLM	Alice Freeman	1968-04-04	UHC-80293-63	8738938397	6953 Pine Dr, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424462	CLM	Sara Oliver	1957-09-03	—	7055870807	9299 Highland Ave, Scottsdale, AZ, 85268	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-418665	CLM	Gary Brown	1950-01-24	UHC-63458-01	4588476731	5247 Jefferson Ave, Tucson, AZ, 85789	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409686	CLM	Isabella F Sandoval	1960-09-25	UHC-55384-75	—	3929 Mountain View Dr, Los Angeles, CA, 90073	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405093	CLM	Valentina J Alvarado	1954-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-405371	CLM	Danielle Ellis	1990-10-07	—	4336129016	5780 Meadow Ln, Sacramento, CA, 95825	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410341	CLM	Megaan Z Olson	1945-12-08	UHC-31741-46	—	3348 Ridge Rd, Los Angeles, CA, 90097	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401401	CLM	Gabriel Robertson	1946-05-09	UHC-65311-64	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405106	CLM	Mary A Miller	1961-10-25	UHC-64703-56	—	870 Market St, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-423225	CLM	Sarah Long	1977-08-16	UHC-37791-64	—	2128 Ocean Ave, Nashville, TN, 37284	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407188	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407189	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416773	CLM	Melissa Guzman	1939-11-15	UHC-18796-23	—	998 Broadway, Minneapolis, MN, 55459	0.64	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more
CLM-410023	CLM	Tyler Carter	1997-10-16	—	—	7468 Lake View Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401638	CLM	Aaron Padilla	1948-01-22	UHC-23716-20	3646599158	3528 Union St, Los Angeles, CA, 90017	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-424343	CLM	Amber Reed	1938-04-08	UHC-53409-60	3153608502	715 Valley View Dr, Miami, FL, 33183	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401655	CLM	Albert Salaazr	1970-06-22	—	—	7410 Forest Ave # 373, Los Angeles, CA, 90074	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-430822	CLM	Kimberly Wang	1988-01-05	—	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432034	CLM	Valentina Y Murray	1963-06-27	UHC-04164-84	—	306 Apache Blvd, Seattle, WA, 98188	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412258	CLM	Charlutte Espinoza	2002-11-21	UHC-63127-60	3986085252	2513 Oak St, Los Angeles, CA, 90042	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408851	CLM	Hiroshi B Welch	1962-06-24	—	—	5244 Forest Ave, Tucson, AZ, 85776	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428269	CLM	Willie Sanchez	1971-01-27	UHC-64820-04	6054029431	2285 Central Ave, Tucson, AZ, 85727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409370	CLM	Gearld W Ramirez	1975-05-28	—	—	7735 Ridge Rd Apt 26, Nashville, TN, 37236	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-408449	CLM	Christian J Marshall	1994-01-04	UHC-58093-69	—	5719 Sunset Blvd, Minneapolis, MN, 55478	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401926	CLM	Danny U Mendez	—	—	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more

2,633 rows, page 29 of 53Previous Next