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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-400102	CLM	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.60	Name re-cased Date of birth reformatted Phone 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-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-410622	CLM	Russell Stone	2000-01-15	—	3197555816	582 Ridge Rd Apt 37, Nashville, TN, 37248	0.60	Name re-cased Date of birth reformatted Phone 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-406020	CLM	Jack Richerds	1960-01-18	UHC-96441-75	9347378156	9467 Valley View Dr, San Antonio, TX, 78229	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-429276	CLM	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH, 43244	0.60	Name re-cased Date of birth reformatted Member ID 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-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-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-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-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-408782	CLM	Russell C Delgado	1982-08-10	—	3697111327	8347 Harbor Blvd # 889, Atlanta, GA, 30379	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+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-419072	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr # 856, Orlando, FL, 32874	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-413083	CLM	Hiroshi Rogers	1986-08-07	UHC-98848-91	4746107880	3858 Baseline Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402528	CLM	Arthur Munoz	2006-05-28	UHC-53883-63	9609752681	657 Sunset Blvd, Tempe, AZ, 85252	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428478	CLM	Brandon Sanchez	1967-08-24	UHC-70694-47	3565802709	2492 Grand Ave, Nashville, TN, 37257	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-431614	CLM	Sean Hamilton	1939-06-15	—	—	4965 Palm Dr, Seattle, WA, 98113	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-413178	CLM	Lisa Clark	1977-03-13	UHC-08004-40	—	5429 Sunset Blvd, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411340	CLM	Anthony Hiill	2003-07-19	UHC-15437-91	4644284895	7834 Palm Dr # 320, Mesa, AZ, 85266	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-427476	CLM	Margaret Gonzales	1981-02-10	UHC-59119-32	8317311167	6102 Valley View Dr, Orlando, FL, 32807	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425131	CLM	Wei Medina	1952-10-25	UHC-05721-07	—	4780 Lake View Rd Apt 4, Plano, TX, 75067	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-423491	CLM	Mariana Flores	1977-09-19	UHC-75178-35	7913273035	8810 Elm St, Gilbert, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426345	CLM	Omar Weaver	2002-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415442	CLM	Samuel Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX, 75266	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424288	CLM	Mei Rogers	1965-01-05	UHC-26204-76	—	6945 Jefferson Ave, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-401479	CLM	Roger Ortiz	1945-02-12	UHC-02384-96	3637014238	2298 Ocean Ave Apt 1, Tempe, AZ, 85201	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

13,120 rows, page 27 of 263Previous Next