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-416178	CLM	Thomas X Lawrence	1964-08-10	UHC-37217-39	—	5476 Mountain View Dr, Charlotte, NC, 28276	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420656	CLM	Cheryl T Rose	1939-07-07	—	—	559 Mountain View Dr, Austin, TX, 78713	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427625	CLM	Lori Allen	1970-06-02	—	—	1131 Central Ave, Chandler, AZ, 85248	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410411	CLM	Teresa Myers	1966-05-12	—	4334858991	3439 Pine Dr, Tucson, AZ, 85763	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403188	CLM	Hannah Sms	1982-06-23	UHC-67968-01	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427062	CLM	Angela Ellis	1999-03-03	UHC-22805-77	4063992692	9680 Hillcrest Rd, Phoenix, AZ, 85054	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428213	CLM	Carl G Murray	1998-01-19	UHC-43401-37	8857874803	1170 Elm St, Phoenix, AZ, 85048	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-426776	CLM	Bradley Weber	1991-06-17	UHC-33663-44	—	6986 Pine Dr Apt 7, Miami, FL, 33102	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-413951	CLM	Abigail Romero	1978-01-03	—	—	4879 Desert Sky Blvd, San Antonio, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-428087	CLM	Kelly K Morris	1961-04-11	UHC-17568-72	—	5956 Willow Ct, Plano, TX, 75058	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423002	CLM	Rob Maldonado	1994-03-20	UHC-70978-88	8314695053	8660 Valley View Dr, Orlando, FL, 32850	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426430	CLM	Carol King	1980-12-06	UHC-51452-61	6226563870	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-417427	CLM	Jonathan Lopez	1975-09-28	UHC-56956-03	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406784	CLM	Robert Dunn	1969-08-27	—	3044965421	4219 Indian School Rd, Plano, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-413383	CLM	Robert Jordan	2006-08-03	—	—	6592 Highland Ave, Minneapolis, MN, 55431	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421745	CLM	Donadl Fowleer	2007-08-25	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411203	CLM	Alexander Evans	1988-09-01	UHC-04922-49	5646217131	1779 Valley View Dr Apt 39, Scottsdale, AZ, 85206	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-430197	CLM	Jennifer Ross	1956-10-05	UHC-16794-05	7053257982	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415204	CLM	Eugene B Myers	1955-06-28	UHC-56385-29	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-421373	CLM	Frances R Grant	1979-03-19	—	—	7335 Broadway, Los Angeles, CA, 90033	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420477	CLM	Betty Wallace	1956-10-16	UHC-43761-16	—	7130 Union St, Los Angeles, CA, 90013	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423559	CLM	David Brooks	1939-05-06	—	—	5972 Jefferson Ave, Jacksonville, FL, 32262	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-404023	CLM	Steve K Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422269	CLM	Roger Peters	1968-05-09	—	9636620056	7864 Lincoln Way, Scottsdale, AZ, 85272	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-404647	CLM	Mary A Wilson	2008-01-16	UHC-13806-99	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419622	CLM	Logan Jacobs	2008-01-17	UHC-61833-29	4102458437	1439 Church St, Gilbert, AZ, 85242	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419693	CLM	Charles Padilla	1948-10-24	UHC-99928-66	—	8669 Highland Ave, Tempe, AZ, 85200	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419694	CLM	Charles Padilla	1948-10-24	UHC-99928-66	—	8669 Highland Ave, Tempe, AZ, 85200	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425587	CLM	Waine Welch	1956-07-27	UHC-40062-90	—	3221 Camelback Rd, Las Vegas, NV, 89156	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413469	CLM	Megan E Rice	1941-01-01	UHC-35388-29	—	4054 Willow Ct, Los Angeles, CA, 90067	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419490	CLM	Alice Lane	2001-01-20	—	—	9699 Church St, Denver, CO, 80253	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431762	CLM	Rebecca Espinoza	1954-12-27	UHC-91958-97	—	—	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-423133	CLM	Bruce Jackson	1956-01-19	—	—	8460 Oak St, Jacksonville, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408219	CLM	Katheerine Lucas	1953-06-04	UHC-96093-29	—	6883 Bayshore Dr, Plano, TX, 75032	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423994	CLM	Joshua Simpson	1998-09-01	UHC-82445-32	—	1726 Mountain View Dr, Denver, CO, 80267	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431641	CLM	Christian Wells	1946-07-26	—	—	3640 Indian School Rd, Los Angeles, CA, 90042	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414029	CLM	Isabella Lynch	1992-02-25	UHC-62621-69	2575135798	2274 Canyon Rd, Tempe, AZ, 85236	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-429093	CLM	Jonathan Mendoza	1997-01-20	UHC-18541-92	6033249527	5911 Meadow Ln, Dallas, TX, 75203	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403855	CLM	Anna L Armstrong	2002-07-05	UHC-24555-91	4383975442	2216 Willow Ct, Plano, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-408853	CLM	Martha Rogers	1985-10-22	UHC-41752-65	—	3839 Jefferson Ave, Denver, CO, 80272	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423964	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407239	CLM	Gerald E Pierce	1996-11-14	UHC-41868-23	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419264	CLM	Vincent C Dixon	1985-07-10	UHC-85495-07	—	7753 Pine Dr, Seattle, WA, 98140	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404124	CLM	Albert Kim	1988-09-03	UHC-21636-30	—	2264 Pine Dr, Tucson, AZ, 85784	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-432079	CLM	Terry E Ward	1946-01-15	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419110	CLM	Brian H Richardson	1969-12-09	—	—	4214 Canyon Rd, Phoenix, AZ, 85020	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-432027	CLM	Joze Carpenter	1943-04-07	UHC-84499-49	7062118482	4048 Willow Ct, Plano, TX, 75049	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-417914	CLM	Judith West	1965-07-26	—	—	9842 Broadway, Gilbert, AZ, 85238	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419448	CLM	Ralph Morales	1965-02-22	UHC-35269-58	—	263 Canyon Rd, Seattle, WA, 98108	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409857	CLM	Eric Fisher	1942-10-10	—	7144123803	799 Lake View Rd, Chandler, AZ, 85244	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

10,559 rows, page 135 of 212Previous Next