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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410661	CLM	Nancy Valdez	1952-03-12	UHC-91123-84	8833553974	963 Canyon Rd Apt 38, Chandler, AZ, 85295	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+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-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-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-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-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-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
CLM-407489	CLM	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr Apt 26, San Antonio, TX, 78268	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-429645	CLM	Joshua Q Campbell	1939-03-16	UHC-12728-30	6599837536	2377 Harbor Blvd # 561, Fresno, CA, 93745	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-401778	CLM	Angela Reid	1943-08-06	—	5496372649	2793 Indian School Rd # 435, San Antonio, TX, 78239	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-430068	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	9539432023	5415 River Rd Apt 22, Minneapolis, MN, 55416	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409147	CLM	Zachary O Nichols	1973-09-11	UHC-39053-23	—	7771 Harbor Blvd Apt 37, Atlanta, GA, 30378	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404805	CLM	Emma A Simpson	1966-03-13	UHC-49747-10	—	2298 Lake View Rd # 746, Charlotte, NC, 28232	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-426994	CLM	Harold Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St # 725, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430574	CLM	Arthur Robertson	1989-05-18	UHC-01568-37	2265306934	1370 Baseline Rd # 756, Houston, TX, 77045	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-431703	CLM	Samuel Gardner	1940-08-26	UHC-71837-12	9444388288	5394 Meadow Ln # 550, Gilbert, AZ, 85208	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-424829	CLM	Jose Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd # 277, Houston, TX, 77066	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418161	CLM	Joseph Wong	1958-03-21	—	—	3089 Lake View Rd Apt 23, Scottsdale, AZ, 85258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416145	CLM	Jonathan Burke	1984-10-02	UHC-30312-35	—	4277 Washington St # 967, Denver, CO, 80209	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402932	CLM	Sarah Reed	1980-11-17	—	4288826213	6096 Hillcrest Rd Apt 32, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-421132	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St Apt 40, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428736	CLM	Pamela Cooper	1993-04-16	UHC-38311-79	5995635429	7204 Indian School Rd Apt 29, Miami, FL, 33107	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
CLM-426473	CLM	Deboreh Castro	1938-01-23	—	8427093348	3560 Church St # 317, Gilbert, AZ, 85256	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403666	CLM	Kenneth R Schultz	1944-12-20	UHC-13416-25	2282432552	455 Washington St # 912, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-429565	CLM	Robert Robinson	1988-10-05	UHC-71882-37	8587292705	6663 Bayshore Dr Apt 36, San Antonio, TX, 78288	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-403331	CLM	Teresa Hayes	1962-10-05	—	2623678546	2774 Pine Dr # 533, Gilbert, AZ, 85236	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429743	CLM	Janice Nichols	1956-07-20	UHC-09999-74	—	5197 Indian School Rd # 227, Houston, TX, 77064	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429428	CLM	Gary Dominguez	1991-10-24	UHC-20825-25	7743756327	5896 Camelback Rd Apt 20, Austin, TX, 78798	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405442	CLM	Jason Mills	1948-12-08	UHC-87174-74	2812475291	1493 Sage Ct Apt 29, Columbus, OH, 43203	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-402557	CLM	Isabella Cox	1988-06-13	UHC-02263-65	—	2062 Lake View Rd Apt 21, Fresno, CA, 93798	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-409523	CLM	Harold Burns	1998-04-20	UHC-89167-11	—	6484 Central Ave # 508, Denver, CO, 80297	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-406878	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd # 879, Chandler, AZ, 85258	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-401140	CLM	Logan Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln # 390, Houston, TX, 77006	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411790	CLM	Sam V Romerro	1976-08-07	UHC-70881-28	—	909 Lincoln Way # 740, Minneapolis, MN, 55447	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410333	CLM	Ryan Howard	1982-12-13	UHC-83733-33	6914418373	6856 Oak St # 707, Jacksonville, FL, 32262	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430232	CLM	Carol N Olzon	1943-01-24	—	4044328857	541 Willow Ct Apt 38, Charlotte, NC, 28213	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400430	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400429	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422827	CLM	Sharon T Garza	1952-02-28	UHC-52770-07	—	6046 Oak St # 437, Miami, FL, 33134	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408409	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd Apt 18, Los Angeles, CA, 90047	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422399	CLM	Abigail Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd # 669, Tucson, AZ, 85746	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-401346	CLM	Vincent Roberts	1986-05-22	—	4146298403	4910 Mountain View Dr # 166, Sacramento, CA, 95852	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403581	CLM	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St Apt 10, Tucson, AZ, 85710	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423754	CLM	Santiago Welch	2005-05-16	UHC-58279-63	3244839393	1935 Maple Ave # 245, Nashville, TN, 37219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430974	CLM	Diane Olson	1981-07-11	—	—	4637 Lake View Rd # 174, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-401903	CLM	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd # 851, Los Angeles, CA, 90053	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more

2,038 rows, page 17 of 41Previous Next