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-401690	CLM	Dorothy Jacobs	1942-02-04	UHC-33416-55	4322011656	2626 River Rd, Fresno, CA, 93771	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421576	CLM	Michael Hanson	1983-07-01	UHC-75772-33	2112705171	3342 Sage Ct, Fresno, CA, 93738	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-415008	CLM	Wilson Brenda	1972-01-28	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419314	CLM	Kayla McDonald	2004-09-08	—	4042634903	3292 Church St, Atlanta, GA	0.64	Phone reformatted State code upper-cased ZIP missing Gender normalised+2 more
CLM-408963	CLM	Gerald Sanders	1971-07-11	—	7664726420	4583 Palm Dr, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409677	CLM	Margaret Hernadnez	2008-07-14	UHC-56059-24	—	7702 Main St # 989, Miami, FL, 33128	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-424688	CLM	George Wright	1952-09-05	UHC-78782-59	9305899624	7428 Spring St, Houston, TX, 77069	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-414178	CLM	Elizabeth Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-413041	CLM	Jeremy Snyder	1988-04-05	—	4686701391	106 Washington St, Denver, CO, 80272	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-415974	CLM	Chritina Bishop	1975-04-27	—	—	2857 Bayshore Dr, Phoenix, AZ, 85009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425872	CLM	Austin V Evans	1974-06-26	UHC-08309-61	—	6408 Camelback Rd # 987, Houston, TX, 77068	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411704	CLM	Henry Zachary	1967-10-27	—	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419058	CLM	Roger Palmer	1996-09-07	UHC-52177-19	2142386276	8924 Sage Ct, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
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-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-418513	CLM	Bruce Jones	1974-06-19	UHC-24551-84	4538808599	6757 Church St Apt 23, Gilbert, AZ, 85254	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418067	CLM	Douglas E Collins	1941-10-14	UHC-00437-78	—	446 Baseline Rd, Tempe, AZ, 85211	0.64	Name split from “Last, First”Date of birth 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-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-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-415164	CLM	Terry Peterson	1940-03-22	UHC-56448-49	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.64	Name re-cased Phone reformatted 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-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-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-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-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-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-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

18,771 rows, page 86 of 376Previous Next