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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428398	CLM	Heather Castillo	1970-03-18	—	—	6411 Main St, Scottsdale, AZ, 85255	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403820	CLM	Miller F Gerald	1983-04-03	UHC-84890-95	8506331760	3450 Maple Ave, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429991	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr # 863, Columbus, OH, 43208	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-414779	CLM	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway Apt 23, San Antonio, TX, 78200	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-413443	CLM	Helen Luna	1977-05-07	—	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-427262	CLM	Jakk Freeman	1946-07-23	—	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402261	CLM	Sofia Day	1938-07-28	UHC-43857-58	—	2714 Ocean Ave, Chandler, AZ, 85245	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418785	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	3856457617	1909 Canyon Rd, Denver, CO, 80250	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413536	CLM	Betty Bennett	1972-12-08	UHC-09862-50	—	1451 Main St, Tampa, FL, 33605	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing 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-415785	CLM	Albert Daniels	1952-03-03	UHC-27627-55	7882228939	—	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-428514	CLM	Julia O Ortega	1949-04-12	UHC-48319-96	2192361726	2489 Camelback Rd Apt 20, Orlando, FL, 32874	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425245	CLM	Arthur Greene	1942-11-16	UHC-13551-49	—	4951 Canyon Rd, Los Angeles, CA, 90085	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421753	CLM	Linda Johnson	1994-09-18	—	—	3980 Baseline Rd, Columbus, OH, 43215	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-423169	CLM	Brandon B Long	1963-11-17	UHC-49927-34	—	6600 Ocean Ave, Tampa, FL, 33649	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420275	CLM	Jesse C Perkins	1939-08-23	UHC-21132-90	—	2291 Market St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415547	CLM	Carol W Guzman	2008-10-12	—	9789961347	3432 Grand Ave, Plano, TX, 75003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422767	CLM	Joe Obrien	1938-06-20	—	—	832 Oak St, Jacksonville, FL, 32288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405676	CLM	Mari Hanzen	1983-11-28	UHC-89653-21	—	9210 Sage Ct, Tempe, AZ, 85292	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-401350	CLM	James P Weaver	1945-03-05	UHC-45993-08	8964567385	7387 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408447	CLM	Joshua T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405024	CLM	Willie Cole	1985-09-21	UHC-94020-81	—	1476 Sunset Blvd, Nashville, TN, 37296	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410292	CLM	Kimberly Lopez	—	—	—	8071 Church St, Phoenix, AZ	0.64	Name re-cased Date of birth missing City re-cased ZIP missing+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-420700	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	—	5282 Main St, Charlotte, NC, 28204	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+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-409936	CLM	Lori T Ward	1965-06-23	UHC-57208-30	5317212150	5185 Maple Ave, Denver, CO, 80271	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-417624	CLM	Jennifer Hicks	1977-06-28	UHC-17473-44	3962482075	9182 Ridge Rd, Tempe, AZ, 85226	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420456	CLM	Jennifer Watkins	—	—	3146720042	1753 Baseline Rd, Glendale, AZ, 85360	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420277	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420278	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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-411292	CLM	Juan Watkins	1978-02-27	—	—	9150 Sage Ct, Seattle, WA, 98106	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417984	CLM	Christine C Delgado	1941-08-20	—	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404662	CLM	Sandra Lewis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave, Jacksonville, FL, 32214	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429356	CLM	Janet Weaver	1995-02-05	—	—	9551 Lake View Rd, Atlanta, GA, 30307	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-421423	CLM	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 855, Sacramento, CA, 95863	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423106	CLM	Judy G Welch	1968-06-08	UHC-74292-52	—	5041 Palm Dr, Phoenix, AZ, 85055	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414131	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St # 502, Plano, TX, 75096	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402508	CLM	William Simmons	1972-06-17	UHC-76744-15	4213430868	3955 Oak St, Miami, FL, 33134	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-401576	CLM	Noah Le	1974-11-02	—	5145312747	2400 Meadow Ln, Dallas, TX, 75285	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408293	CLM	George Moreno	1990-12-12	UHC-81999-54	—	5556 Camelback Rd Apt 23, San Diego, CA, 92194	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+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

30,862 rows, page 121 of 618Previous Next