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-406555	CLM	Charles Ramirez	1979-07-08	UHC-36541-43	3624659394	4626 Sage Ct, Sacramento, CA, 95816	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404040	CLM	Tyler Williams	2003-10-05	UHC-13381-07	—	7374 Highland Ave, Seattle, WA, 98198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424600	CLM	Philip Maldonado	1995-01-07	—	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415510	CLM	Joyce Moreno	1990-12-20	UHC-51099-94	—	4316 Park Pl, Orlando, FL, 32835	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419809	CLM	Aaron Ortiz	1971-12-01	UHC-59807-57	—	3890 Baseline Rd, Tempe, AZ, 85238	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413920	CLM	Grace Rammos	1991-08-09	UHC-74116-69	—	683 Hillcrest Rd, Charlotte, NC, 28231	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409954	CLM	Aaron Williams	1939-09-07	—	9364301430	7388 Mesa Dr, Mesa, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420503	CLM	Keith Diaz	1996-11-13	—	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-401168	CLM	Maria Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-420205	CLM	Albert Sandoval	1941-10-21	UHC-70056-48	3167710019	9266 Forest Ave, Tampa, FL, 33615	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416573	CLM	Jacob Hall	2001-06-06	UHC-90583-09	9119985675	2618 Ridge Rd, Phoenix, AZ, 85094	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404734	CLM	Anna I Mason	1972-01-02	—	—	1783 Main St, Austin, TX, 78797	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-427500	CLM	Yuki Burton	2001-06-17	UHC-06392-96	—	1866 Willow Ct, Tempe, AZ, 85244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404738	CLM	Edward Carlson	1951-01-08	UHC-13968-97	9484951254	8906 Maple Ave, Tucson, AZ, 85717	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401021	CLM	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-428103	CLM	Bill V Hamilton	1950-11-11	UHC-67843-67	—	3320 Meadow Ln, Fresno, CA, 93739	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419906	CLM	Lisa Harrison	1982-07-19	UHC-17341-10	8183417523	2224 Ocean Ave, Minneapolis, MN, 55431	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-401728	CLM	Ethan Le	1939-11-24	—	—	3103 Mesa Dr, Phoenix, AZ, 85048	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424287	CLM	William Salazar	1969-07-12	UHC-91974-52	2259248488	4437 Valley View Dr, Nashville, TN, 37225	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402614	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ, 85796	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430910	CLM	Theresa Lewis	1965-09-20	—	—	8792 Mesa Dr, Houston, TX, 77001	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426174	CLM	Russell L Nelson	1967-07-07	UHC-16363-20	5063453009	8563 Ridge Rd, San Diego, CA, 92144	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-406450	CLM	Sophia Marquez	1986-09-01	—	—	6786 Meadow Ln, Fresno, CA, 93755	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426998	CLM	Marus Sullivan	1979-10-28	—	—	3918 Main St, Fresno, CA, 93754	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412243	CLM	Victoria Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423802	CLM	Doris King	1976-07-06	UHC-76651-46	—	1377 Indian School Rd, Tampa, FL, 33644	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407805	CLM	Bradnon R Byant	1995-01-07	UHC-65094-90	4825569518	7968 Central Ave, Tampa, FL, 33648	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411769	CLM	Alice Price	1963-10-13	—	—	4590 Sunset Blvd, Atlanta, GA, 30315	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422298	CLM	Isabella Fisher	1942-06-10	UHC-39398-03	—	3499 Baseline Rd, Eden Prairie, MN, 55315	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418716	CLM	Jason Watson	1999-06-27	UHC-31272-97	—	8344 Harbor Blvd, Columbus, OH, 43282	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402679	CLM	Jason McDonald	1948-12-03	UHC-32578-15	—	8405 Indian School Rd, Fresno, CA, 93735	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413242	CLM	Maria S Hayes	1942-03-28	UHC-47647-09	—	9089 Jefferson Ave, Minneapolis, MN, 55458	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-430838	CLM	Scott Fowler	1950-02-03	UHC-57615-89	3366539256	2210 River Rd, Jacksonville, FL, 32264	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-402966	CLM	Elijah J Nichols	1986-05-10	UHC-47159-61	—	3537 Baseline Rd, Charlotte, NC, 28234	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410094	CLM	Emily Nguyen	2005-12-28	—	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427445	CLM	Michelle N Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422663	CLM	Carlos Nelson	2007-11-20	UHC-50499-80	5989943025	507 Mesa Dr, Minneapolis, MN, 55401	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420166	CLM	Valentina Nguyen	1947-05-01	UHC-34214-65	2429708424	8410 Sunset Blvd, Columbus, OH, 43270	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406803	CLM	Jacob King	1970-03-14	—	—	7963 Lake View Rd, Tempe, AZ, 85266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431295	CLM	Ryan Burns	1994-12-15	—	—	2824 Canyon Rd Apt 8, Seattle, WA, 98104	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-419918	CLM	Tony Hansen	1963-05-16	UHC-17160-06	—	8380 Elm St, Orlando, FL	0.76	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+2 more
CLM-409646	CLM	Aisha Sephens	1996-04-17	—	—	8800 Grand Ave, Dallas, TX, 75255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408108	CLM	Ralph Lewis	1950-07-23	—	5384860436	8899 Mountain View Dr, Fresno, CA, 93752	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414116	CLM	Paul Gilbert	1952-08-21	—	—	6577 Ridge Rd, Houston, TX, 77048	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404825	CLM	Heather Myers	1958-01-04	UHC-23811-98	4379955558	5967 Ridge Rd, Phoenix, AZ, 85039	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418433	CLM	Barbara James	1988-06-23	UHC-77875-98	—	2480 Ocean Ave, Miami, FL, 33103	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431009	CLM	Melissa Garrett	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400542	CLM	Ralph Weaver	1957-09-18	UHC-39235-61	—	4786 Ridge Rd, Charlotte, NC, 28232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425347	CLM	Dorothy Patterson	1963-07-14	UHC-01755-52	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426253	CLM	Wliliam O Price	1983-07-02	UHC-84694-30	4482597450	1117 Oak St, Scottsdale, AZ, 85223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 146 of 376Previous Next