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-421819	CLM	Larry Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
CLM-427545	CLM	Joe Hicks	1963-10-13	—	2715876951	3667 Meadow Ln # 746, Phoenix, AZ, 85003	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-426367	CLM	Mei Obrien	1973-10-21	—	6175642385	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-403884	CLM	Keith B Jordan	1963-03-15	—	—	7093 Apache Blvd Apt 15, Nashville, TN, 37267	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-403362	CLM	Donald Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr # 737, Plano, TX, 75073	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
CLM-431917	CLM	Ethan F Gutierrez	1991-09-27	UHC-50365-76	2586764838	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-425743	CLM	Yuki Perez	1986-01-19	UHC-27080-83	6265875624	5798 Elm St, Sacramento, CA, 95846	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428020	CLM	Raymond Stevens	1945-09-18	UHC-78535-14	8275860246	4183 Ocean Ave, Eden Prairie, MN, 55313	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421430	CLM	Robert Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416462	CLM	Joseph Kennedy	1963-03-12	—	4767095652	2255 Oak St, Tucson, AZ, 85766	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415796	CLM	Joseph Barnes	1982-05-06	UHC-09374-54	5693977598	9650 Camelback Rd, Chandler, AZ, 85257	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-422789	CLM	Joseph K Walsh	1997-05-25	—	—	7920 Indian School Rd, Las Vegas, NV, 89108	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421265	CLM	Christian Hayes	1963-03-14	UHC-86167-37	—	957 Camelback Rd, Tempe, AZ, 85207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421626	CLM	Arjun G Morris	1999-02-21	UHC-36733-02	—	3815 Cedar Ln, Scottsdale, AZ, 85290	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-430226	CLM	Aisha Gray	1983-12-18	—	—	8462 Main St, Minneapolis, MN, 55488	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417978	CLM	Jordan Mitchell	1971-03-02	UHC-68540-72	3592031988	9358 Jefferson Ave, Denver, CO, 80204	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416797	CLM	Frank Weber	1956-03-02	UHC-60254-75	—	3595 Valley View Dr, Glendale, AZ, 85311	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410278	CLM	Angela J Foster	1989-05-22	—	—	5359 Baseline Rd, San Antonio, TX, 78284	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404474	CLM	Billy Barnes	1995-06-25	UHC-81889-78	—	3035 Church St, Tampa, FL, 33672	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402497	CLM	Evelyn P Fysher	2005-10-08	UHC-52353-84	8765327319	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426344	CLM	Omar Weaver	2002-02-28	—	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432118	CLM	Mateo Coleman	1985-03-04	UHC-67652-54	—	2214 Central Ave, Sacramento, CA, 95826	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431524	CLM	Alexander Munoz	1971-02-14	UHC-66286-28	—	3127 Central Ave, Miami, FL, 33100	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405396	CLM	Rebecca Austin	1983-03-26	—	—	2519 Spring St, Atlanta, GA, 30354	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-408316	CLM	Susan Estrada	1994-10-02	—	—	4654 Bayshore Dr, Gilbert, AZ, 85263	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-412372	CLM	Mateo Obrien	1969-03-09	UHC-64674-51	2659976777	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-406192	CLM	Fatima Perkins	1992-04-14	UHC-00138-75	—	107 Central Ave, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-412625	CLM	Michelle Sullivan	1970-09-10	UHC-84688-80	—	5469 Union St Apt 2, Chandler, AZ, 85274	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-400031	CLM	Jennifer Matthews	1957-08-01	—	—	1779 Harbor Blvd, Charlotte, NC, 28281	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-409362	CLM	Sophia Morris	2002-02-22	—	—	1447 Broadway, Jacksonville, FL, 32233	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-417871	CLM	Danielle Carter	1959-10-04	UHC-75129-77	—	8020 Highland Ave, Atlanta, GA, 30358	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421482	CLM	Jeff H Sims	1957-04-14	—	7754102803	5971 Mesa Dr, Atlanta, GA, 30352	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-403959	CLM	Donald Bishop	1944-01-26	UHC-63974-50	4717731791	9402 Maple Ave, Charlotte, NC, 28262	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427610	CLM	Samuel O Richardson	2000-08-01	UHC-82787-14	—	3577 Sunset Blvd, Seattle, WA, 98145	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429723	CLM	Denise Burns	1987-02-12	UHC-01051-87	4796277279	5721 Meadow Ln, Eden Prairie, MN, 55333	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429724	CLM	Denise Burns	1987-02-12	UHC-01051-87	4796277279	5721 Meadow Ln, Eden Prairie, MN, 55333	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408343	CLM	Gloria Le	1940-08-28	UHC-26291-93	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-429410	CLM	Raymond J Day	1984-07-02	—	8372569229	227 Elm St, Tucson, AZ, 85757	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432343	CLM	Ethan Mejia	1972-03-07	—	5592507804	5630 Church St, Tempe, AZ, 85292	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-422929	CLM	Linda O Nelson	1995-02-14	UHC-41466-73	3775554084	1156 Church St, Denver, CO, 80220	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402590	CLM	Bryan Estrada	1939-02-12	UHC-28517-49	—	2929 Valley View Dr, Columbus, OH, 43238	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406451	CLM	Sophia Marquez	1986-09-01	—	—	8540 Market St, San Antonio, TX, 78292	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427694	CLM	Amy Fernandez	1948-03-16	UHC-54769-51	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-402660	CLM	Cheryl F Vasquez	1997-07-02	—	8685691985	6164 Jefferson Ave, Houston, TX, 77061	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-425052	CLM	Charles Ortiz	1938-04-02	—	—	6243 Hillcrest Rd, Glendale, AZ, 85395	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431963	CLM	Frances Williamson	1960-10-28	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-425011	CLM	Aisha Medina	1999-02-06	UHC-78384-87	—	7802 Ocean Ave, San Antonio, TX, 78270	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401680	CLM	Alexis Little	1984-07-16	UHC-97948-59	—	3461 Baseline Rd, Chandler, AZ, 85260	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424356	CLM	Maria Lawson	1976-05-24	UHC-70296-83	3904353332	1902 Broadway, Los Angeles, CA, 90020	0.78	Date of birth reformatted Phone reformatted Address re-cased Gender normalised+1 more
CLM-401668	CLM	Frank Li	1974-10-04	UHC-11541-03	—	7401 Indian School Rd, Jacksonville, FL, 32263	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more

10,559 rows, page 122 of 212Previous Next