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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400486	CLM	Evelyn Nguyen	1967-08-18	UHC-91671-60	—	2887 Lincoln Way, Atlanta, GA, 30386	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402731	CLM	Keith O Scott	1983-07-18	—	6255107819	7646 Mesa Dr, Austin, TX, 78797	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412686	CLM	Isabella Wilson	2003-04-02	—	2785996102	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432109	CLM	Joan Kelly	2000-02-05	UHC-83052-16	—	3036 Washington St, Gilbert, AZ, 85208	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-432110	CLM	Joan Kelly	2000-02-05	UHC-83052-16	—	3036 Washington St, Gilbert, AZ, 85208	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411379	CLM	Stephen Martin	1991-03-08	—	8052163419	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402215	CLM	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
CLM-417886	CLM	Mei George	1943-12-07	UHC-37000-03	6113319020	6041 Lincoln Way, Miami, FL, 33159	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417809	CLM	Gregory H Smth	1980-08-27	UHC-84719-85	—	9597 Sage Ct, Charlotte, NC, 28267	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400850	CLM	Scott Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410947	CLM	Chris Black	1998-05-15	—	3202571623	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431796	CLM	Catheriine Carroll	1972-09-27	UHC-22691-20	4293087050	1286 Broadway, Chandler, AZ, 85236	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-415991	CLM	Austin Stevens	1959-06-14	UHC-43550-76	—	2950 Spring St, Mesa, AZ, 85268	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-428877	CLM	Kathleen Boyd	1948-11-05	—	7916350971	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408231	CLM	Olivia Stephens	1966-10-25	UHC-83378-94	5776906962	2367 Desert Sky Blvd, San Diego, CA, 92136	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424304	CLM	Ryan Reed	1951-11-12	—	—	1573 Mountain View Dr, Mesa, AZ, 85215	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-423462	CLM	Ashley M Henry	1965-12-15	—	—	8367 Church St, Atlanta, GA, 30347	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-422141	CLM	Joan Edwards	1956-07-06	UHC-88614-34	4917616897	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418523	CLM	Evelyn Knyght	1981-05-16	—	6758229379	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411330	CLM	Dylan Dean	1940-04-18	UHC-33903-05	3722813844	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400371	CLM	Camila Jacobs	1976-08-24	UHC-42463-75	7473538814	850 Bayshore Dr, Tempe, AZ, 85286	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-430889	CLM	Richard E Robertson	1966-12-04	UHC-19979-80	—	7513 Mesa Dr, Seattle, WA, 98165	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401959	CLM	Chalotte Alexander	2001-07-07	UHC-58974-57	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412054	CLM	Stephen Espinoza	1979-08-17	UHC-47877-57	5983320920	3946 Pine Dr, Tucson, AZ, 85748	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415641	CLM	Ronald R Fuller	1939-02-12	—	4367727375	7629 Hillcrest Rd, Plano, TX, 75086	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413915	CLM	Dot Woods	1942-01-03	—	5562839603	5620 Indian School Rd, Houston, TX, 77069	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405874	CLM	Emily Perez	1997-04-28	UHC-91616-98	4075598766	74 Jefferson Ave, Columbus, OH, 43244	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401769	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415358	CLM	Bobby M Gilbert	1980-02-07	—	6962108566	8460 Indian School Rd, San Diego, CA, 92160	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406002	CLM	Katherine B Nunez	1961-04-21	UHC-09963-36	6555648154	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409874	CLM	Diane Johnson	1961-12-02	—	—	2253 Broadway, Tucson, AZ, 85745	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422769	CLM	Joe Obrien	1938-06-20	UHC-91026-53	2615953563	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402603	CLM	Omar Jenkins	1959-02-18	UHC-84841-49	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406053	CLM	Laura Perkins	1956-09-28	UHC-63015-71	8206778065	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404607	CLM	Kenneth Jordan	1963-09-22	UHC-39698-67	—	3273 Canyon Rd, Minneapolis, MN, 55437	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431369	CLM	William Collins	1973-01-09	—	4868085700	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431636	CLM	Douglas D Cruz	1961-04-01	—	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426929	CLM	Sean Howell	1979-03-20	UHC-66065-50	6227496210	1203 Sage Ct, Sacramento, CA, 95889	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-418476	CLM	Ana Ward	1990-10-10	—	6384259388	5438 Church St, San Antonio, TX, 78216	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413580	CLM	Doris Daniels	1973-07-21	UHC-54276-38	—	2694 Ocean Ave, Fresno, CA, 93714	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-417322	CLM	Alexis West	1996-10-23	UHC-01606-34	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415328	CLM	Bryant Jeffrey	1965-05-05	—	—	3711 Camelback Rd, Orlando, FL, 32899	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419019	CLM	Joshua E Taylor	1966-02-22	—	—	1256 Bayshore Dr, Miami, FL, 33190	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424478	CLM	Carol M Freeman	1950-09-10	UHC-15773-89	8808793470	7771 Ridge Rd, Scottsdale, AZ, 85233	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-407361	CLM	Robert Patel	1998-01-08	UHC-85449-55	6004637069	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401902	CLM	Terry B Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd, Los Angeles, CA, 90053	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415259	CLM	Brittany Lopez	2007-09-28	UHC-60602-70	5839624422	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420209	CLM	Ben Boyd	1939-02-06	—	—	8631 Sage Ct, Jacksonville, FL, 32269	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-419393	CLM	Zachary I Thompson	1994-01-28	UHC-57296-58	—	8390 Forest Ave, Seattle, WA, 98195	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403430	CLM	Bruce Coopr	1967-06-28	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 171 of 212Previous Next