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-400676	CLM	Raymond L Mendoza	1943-05-14	—	—	6759 Canyon Rd, Columbus, OH, 43276	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-417525	CLM	Marilyn S King	1970-10-14	—	8824665571	7092 Pine Dr, Houston, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427233	CLM	Kimbely Larson	2003-08-24	UHC-41371-87	—	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.60	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+4 more
CLM-402655	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413248	CLM	Susan P Adams	1993-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-420115	CLM	Roger C Wang	1971-06-16	UHC-11203-29	9806840763	932 Park Pl, Denver, CO, 80289	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414960	CLM	Willie Vega	1966-02-26	UHC-62858-70	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409737	CLM	Scott Howell	2004-09-04	—	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426692	CLM	Tyler Wang	1941-12-14	UHC-25081-14	—	1579 Lincoln Way, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419458	CLM	Diego Ramirez	1975-02-21	UHC-57245-41	3237590591	5394 Grand Ave, Jacksonville, FL, 32247	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-424632	CLM	Stephen E Soto	1957-10-24	UHC-38096-98	—	422 Indian School Rd, Austin, TX, 78749	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431766	CLM	Heather Carpenter	1995-04-21	UHC-25991-83	7094590704	7891 Forest Ave, San Diego, CA, 92173	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406428	CLM	Ashley Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422528	CLM	Daniel Morales	2006-06-28	UHC-50469-96	5027746983	5695 Willow Ct, Fresno, CA, 93739	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413158	CLM	Jesse Webb	1946-04-25	UHC-26449-28	—	4994 Lincoln Way # 382, Eden Prairie, MN, 55396	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-410093	CLM	Carolyn Aguilar	1970-08-14	UHC-79100-36	7643405387	9885 River Rd, Charlotte, NC, 28288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432527	CLM	—Junk	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave, Atlanta, GA, 30368	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-400433	CLM	Laura Rivera	1959-10-04	UHC-17261-47	3817026662	8899 Cedar Ln, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427472	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417281	CLM	Ruth L Padilla	1941-05-02	UHC-57379-78	6295406102	6925 Willow Ct, Minneapolis, MN, 55489	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430976	CLM	Philip Day	—	UHC-67344-68	8455978616	6435 Sage Ct, Plano, TX, 75021	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-424553	CLM	Amber Perkins	1978-11-22	UHC-05855-16	—	5171 Elm St, Charlotte, NC, 28204	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423226	CLM	Joyce R Evans	1958-08-12	UHC-33176-99	3013811340	3579 Park Pl, San Diego, CA, 92108	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429258	CLM	Isabella B Jordan	1988-09-27	UHC-55243-09	7465040423	4855 Spring St, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432192	CLM	Juztin Ortiz	1979-01-21	—	2407956489	6818 Ridge Rd, Charlotte, NC, 28209	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-427853	CLM	Catherine A Howard	1971-03-21	UHC-63375-90	—	8486 Washington St, Glendale, AZ, 85325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427247	CLM	Bruce Vega	1971-04-17	—	4652547967	9446 Hillcrest Rd, Sacramento, CA, 95862	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418988	CLM	Sophia Rogers	1999-04-17	—	3148013666	1710 Hillcrest Rd, Austin, TX, 78795	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429699	CLM	Douglas Banks	1982-01-06	—	9019060778	1901 Mountain View Dr, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424457	CLM	Pamela Murray	1983-10-15	UHC-21642-27	—	4231 Ocean Ave, San Diego, CA, 92106	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421953	CLM	George Crawford	1968-03-12	UHC-18913-17	7744154163	2808 Oak St, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411717	CLM	Alex Bradley	1945-09-17	—	9398779006	4988 Mountain View Dr, Denver, CO, 80288	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-428291	CLM	Hannah Harris	1962-05-09	—	—	4928 Bayshore Dr, Glendale, AZ, 85356	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-410782	CLM	Juan Hart	1970-04-08	UHC-11791-07	9213513526	3203 Meadow Ln, Jacksonville, FL, 32257	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-422777	CLM	Michelle Burns	1938-06-03	UHC-94933-30	3189326726	4095 Park Pl, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-407969	CLM	Samantha Weaver	—	—	8098140489	419 Oak St, Scottsdale, AZ, 85236	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-420832	CLM	Sean N Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431870	CLM	Michael McDonald	1982-07-05	UHC-87977-24	2312030340	6489 Camelback Rd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418968	CLM	Barbara Gibson	1951-10-28	UHC-17543-83	4345733827	6723 Forest Ave # 649, Los Angeles, CA, 90063	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432377	CLM	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430831	CLM	Jerry Stevens	1997-06-17	UHC-69450-06	2444550441	4239 Union St, San Diego, CA, 92162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430813	CLM	Andrea Harrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416451	CLM	Terry Jenkins	1973-05-04	UHC-17173-50	5448407784	4419 Maple Ave, Eden Prairie, MN, 55344	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424344	CLM	Heather Vazquez	1956-05-14	UHC-60010-83	6876094958	1445 Central Ave, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423833	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423832	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425000	CLM	Vicky Graham	1950-09-24	—	6796257726	1392 Forest Ave, San Antonio, TX, 78284	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413874	CLM	Teresa Meyer	1962-09-10	UHC-53988-81	7158124392	9295 Apache Blvd, Las Vegas, NV, 89197	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430285	CLM	Deborah Grodon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-409952	CLM	Douglas R Schultz	1974-07-19	—	7723170773	3366 Elm St, Miami, FL, 33181	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more

18,771 rows, page 45 of 376Previous Next