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-400590	CLM	Kathleen Le	1997-11-22	—	7797794064	4502 Pine Dr, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-431060	CLM	Jonathan Hunt	1991-05-28	UHC-20299-86	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-426904	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	7609 Bayshore Dr, Chandler, AZ, 85274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417549	CLM	Clark Brian	1987-06-26	UHC-00086-75	—	5121 Palm Dr, Charlotte, NC, 28210	0.78	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-410179	CLM	Brian Richardson	2007-07-09	—	5084159103	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-432224	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	—	4275 Union St, Mesa, AZ, 85206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407186	CLM	Linda Obrien	1944-04-01	UHC-52970-96	5585792710	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-409269	CLM	Samuel Hernandez	1980-10-22	UHC-94074-24	—	6839 Jefferson Ave, Orlando, FL, 32889	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421532	CLM	Jonathan Woods	1970-07-25	UHC-89716-42	—	727 Church St, Las Vegas, NV, 89156	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401083	CLM	Jimmy Bryant	2000-12-16	UHC-67105-34	7935418540	8331 Mesa Dr, Glendale, AZ, 85377	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-429422	CLM	Aguilar Teresa	1981-02-28	UHC-46788-51	—	1690 Willow Ct, Austin, TX, 78758	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410552	CLM	Vincent Day	1994-01-23	UHC-43106-96	—	815 Highland Ave, Eden Prairie, MN, 55386	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-427366	CLM	Mary Carroll	2002-08-18	UHC-52050-46	8658569274	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422287	CLM	Martha Parker	1991-09-26	—	—	236 Market St, Glendale, AZ, 85347	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-413864	CLM	Lucia Fox	2001-05-26	UHC-54071-15	6522938424	7938 Ridge Rd, Los Angeles, CA, 90052	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431479	CLM	Ana Wilson	1974-04-25	—	—	6492 Jefferson Ave, Chandler, AZ, 85258	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414768	CLM	Carlos Ramos	1967-06-09	UHC-80608-77	—	2238 Indian School Rd, Tempe, AZ, 85255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415502	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	5159522857	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-412761	CLM	Sofia Fields	1992-11-05	UHC-87225-68	4844312014	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416060	CLM	Nathan Powell	2008-10-26	UHC-52217-20	—	4106 Cedar Ln, Phoenix, AZ, 85080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401424	CLM	Maria Singh	1983-05-20	UHC-69979-70	—	8998 Jefferson Ave, Las Vegas, NV, 89195	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425599	CLM	Carol Stevens	1965-12-10	UHC-68436-17	5304496444	8238 Indian School Rd, Eden Prairie, MN, 55343	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-415218	CLM	Richard Johnson	2008-05-22	—	5806651532	8974 Palm Dr, Columbus, OH, 43244	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428069	CLM	Day O Richard	1996-05-28	—	—	4851 Ridge Rd, Tempe, AZ, 85292	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421273	CLM	Janet E Brown	1939-08-23	—	—	1614 Washington St, Dallas, TX, 75288	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431592	CLM	Mary V Hudson	1995-01-14	—	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423188	CLM	Megan Lawrence	1963-11-26	UHC-76908-83	—	5603 Baseline Rd, Phoenix, AZ, 85001	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404681	CLM	Kathleen O Obrien	1988-02-05	—	—	9351 Elm St, Los Angeles, CA, 90075	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412882	CLM	James Cooper	1945-03-27	—	—	2166 Apache Blvd, San Antonio, TX, 78219	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419766	CLM	Chris Washington	1996-03-01	UHC-95770-57	8908868216	6603 Cedar Ln, Charlotte, NC, 28218	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410217	CLM	David Yang	2008-01-27	—	—	7936 Park Pl, Atlanta, GA, 30313	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419475	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	—	9466 Church St, Gilbert, AZ, 85227	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421246	CLM	Juan Q Dean	1979-07-12	UHC-22298-86	—	7400 Church St, Glendale, AZ, 85376	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-417882	CLM	Gregory O Taylor	1975-03-06	UHC-40403-19	8789534201	3415 Washington St, Gilbert, AZ, 85212	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403700	CLM	Victoria Bennett	1956-05-07	UHC-20682-65	—	9161 Maple Ave, Tempe, AZ, 85265	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-401660	CLM	Christina Sandoval	1983-12-28	UHC-51663-15	—	257 Meadow Ln, Fresno, CA, 93762	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428972	CLM	Cynthia K Weber	1989-03-13	UHC-51670-82	6978675698	37 Elm St, Tampa, FL, 33648	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404780	CLM	Elijah N Bishop	1964-08-08	UHC-69416-72	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413649	CLM	Fatima O Wallace	1990-07-28	UHC-37193-34	—	2601 Central Ave, Atlanta, GA, 30335	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410373	CLM	Stephen Z Singh	1943-03-25	UHC-40288-91	—	1488 Canyon Rd, Fresno, CA	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-428434	CLM	Cheryl R Armstrong	1967-04-06	—	—	1762 Lake View Rd, San Diego, CA, 92136	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418028	CLM	Katherine Walker	1940-08-06	UHC-76486-86	—	1984 Market St, Tampa, FL, 33697	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418027	CLM	Katherine Walker	1940-08-06	UHC-76486-86	—	1984 Market St, Tampa, FL, 33697	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413961	CLM	Harold Peterson	1991-07-04	UHC-57880-32	5329140412	9190 Camelback Rd, Chandler, AZ, 85275	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429255	CLM	Mei Miller	1981-04-16	—	8232901643	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-408364	CLM	Albert A Herrera	1979-02-01	UHC-78925-85	—	5972 Baseline Rd, Charlotte, NC, 28221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-402054	CLM	Christina Perez	2000-01-20	UHC-96033-78	—	9108 Meadow Ln, Gilbert, AZ, 85255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408878	CLM	Albert Jimenez	1964-02-05	UHC-96879-41	—	1358 Park Pl, Denver, CO, 80292	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422674	CLM	Kaathryn Wheeler	1982-04-19	—	—	1776 Baseline Rd, Las Vegas, NV, 89146	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426152	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more

13,120 rows, page 142 of 263Previous Next