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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429818	CLM	Jacob K Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-416086	CLM	Arjun Harris	1953-10-27	—	5147573995	777 Lake View Rd, Eden Prairie, MN, 55398	0.76	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-418460	CLM	Jack Y Dunn	2007-02-20	—	4384003779	414 Broadway, Nashville, TN, 37216	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-426174	CLM	Russell L Nelson	1967-07-07	UHC-16363-20	5063453009	8563 Ridge Rd, San Diego, CA, 92144	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-430838	CLM	Scott Fowler	1950-02-03	UHC-57615-89	3366539256	2210 River Rd, Jacksonville, FL, 32264	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-425870	CLM	Kathy Jacobs	1999-02-07	—	5652288069	2475 Harbor Blvd, Houston, TX, 77074	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410237	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410238	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427832	CLM	Kelly Vazquez	1940-03-23	UHC-86573-18	6036359231	5213 Jefferson Ave, Minneapolis, MN, 55480	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-400787	CLM	Alice Knight	1958-06-21	UHC-58125-21	4708262531	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-423763	CLM	Alexander J Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-407476	CLM	Sara Reyas	1971-04-01	UHC-63528-39	7658292327	7738 Ocean Ave, Charlotte, NC, 28224	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-405288	CLM	Carl Kennedy	1947-07-22	UHC-27655-75	—	—	0.76	Name split from “Last, First”Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-411699	CLM	Elijah Garza	1955-08-02	UHC-38088-77	3632254182	5045 Broadway, Eden Prairie, MN, 55350	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+2 more
CLM-427426	CLM	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
CLM-418233	CLM	Eugene Soto	1991-01-02	—	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-431273	CLM	Russell Schultz	1981-01-04	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-425076	CLM	Elijah Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA, 98178	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-410497	CLM	Alexiis Hunter	1944-06-08	UHC-40933-61	—	8843 Jefferson Ave, Seattle, WA, 98169	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-413955	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	7134800467	6389 Camelback Rd, Sacramento, CA, 95856	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-424044	CLM	Alexander Robertson	1986-05-01	UHC-20832-08	5566865045	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-416730	CLM	Thomas D Black	1962-10-13	UHC-99272-93	3425569863	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426813	CLM	Sara Baker	1979-12-05	UHC-35017-70	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403757	CLM	Justin Hansen	1988-07-23	—	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411655	CLM	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421322	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421323	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421736	CLM	Luuis Singh	1964-03-23	UHC-80133-34	5733563977	3450 Indian School Rd, Orlando, FL, 32856	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422722	CLM	Sharon Cruz	1950-07-28	UHC-31927-16	7053017850	3056 Desert Sky Blvd, Glendale, AZ, 85332	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-422900	CLM	Dorothy Price	2007-01-05	—	6098274604	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407768	CLM	Glora Black	1994-12-14	—	7948045970	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-417301	CLM	Russell Long	1993-02-19	UHC-26038-09	—	1286 Broadway, Glendale, AZ, 85356	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased City re-cased+1 more
CLM-409685	CLM	Terry Holmes	1973-09-04	UHC-16727-88	6245921610	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402315	CLM	Laura Alvarado	2005-01-12	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-428017	CLM	Kenneth Hamilton	1985-10-18	UHC-66672-48	9149608011	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400079	CLM	Patty Anderson	1974-04-15	UHC-82903-23	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-412301	CLM	Jacbo Evans	1966-12-02	—	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-431216	CLM	Sean Flores	1975-04-12	—	5955049187	8026 Camelback Rd, Miami, FL, 33122	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-429738	CLM	Austin L Nguyen	1939-12-26	UHC-66691-05	3168952643	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409378	CLM	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419610	CLM	Logan Miller	1959-06-03	—	2243926533	4889 River Rd, Miami, FL, 33161	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400550	CLM	Amy Wong	1972-07-16	—	8684464207	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-411290	CLM	Megan Brown	1999-05-07	UHC-23638-95	7673777536	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409100	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	9182 Sage Ct, San Antonio, TX, 78251	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403751	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-423538	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423539	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-430614	CLM	Kimberly Vega	1961-03-18	UHC-98431-63	—	9577 Spring St, Nashville, TN, 37217	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413501	CLM	Linda Ortega	1945-12-05	UHC-22191-27	—	8401 Sunset Blvd, Dallas, TX, 75243	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-424061	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more

3,226 rows, page 47 of 65Previous Next