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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411668	CLM	Jack Fox	1992-12-01	—	9334182491	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-413193	CLM	Jackie Wattson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln, Tucson, AZ, 85733	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-408979	CLM	Kathryn Tran	1970-07-24	UHC-64928-64	6873848250	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-400173	CLM	Janice Rivera	1975-04-23	UHC-27879-12	8125380707	708 Baseline Rd, Denver, CO, 80257	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-422506	CLM	Betty Johnson	1965-01-02	UHC-45539-76	2917665920	3855 Bayshore Dr, Plano, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-414332	CLM	Lina Weaver	—	UHC-83189-38	5002717806	3756 Meadow Ln, Plano, TX, 75057	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-430991	CLM	Jean Reed	1999-02-23	UHC-65324-13	6907033494	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-405067	CLM	Marcus Vasquez	1938-08-23	—	5656682919	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-401185	CLM	Victoria Hawkins	1978-02-12	UHC-25243-57	7876796539	1995 Spring St, Las Vegas, NV, 89155	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-415780	CLM	Emma Rojas	2008-10-11	UHC-27356-85	6893282164	1920 Spring St, Las Vegas, NV, 89105	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430325	CLM	Ambar P McDonald	1956-01-06	UHC-75817-92	7746687557	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-432814	CLM	Janet Ryan	1975-11-19	UHC-91920-53	6892767753	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-426866	CLM	Jordan Ferguson	1942-06-09	—	3254919247	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-403605	CLM	Jack Kelley	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA, 98135	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-417116	CLM	Stephen Martinez	1989-02-03	—	8523574147	6738 Indian School Rd, Tampa, FL, 33665	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-404654	CLM	Jesse Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct, Miami, FL, 33199	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-427080	CLM	Sofia U Andrews	1996-02-17	UHC-65628-97	6905613448	377 Spring St, Charlotte, NC, 28218	0.82	Phone reformatted State name converted to code Whitespace trimmed
CLM-415000	CLM	Roy Reid	1975-11-05	—	2044353822	7434 Cedar Ln, Glendale, AZ, 85398	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-432186	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-412796	CLM	Juan Carpenter	2000-06-11	UHC-33252-10	5269344155	5866 Church St # 339, Columbus, OH, 43237	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-403035	CLM	Patricia Ray	1993-04-14	UHC-60766-67	9722445159	2307 Elm St, Tampa, FL, 33617	0.82	Phone reformatted Gender normalised Whitespace trimmed
CLM-421383	CLM	Carl Franklin	1965-10-01	UHC-42872-40	8915393598	9562 Washington St, Sacramento, CA, 95878	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-422788	CLM	Joseph Walsh	1997-05-25	UHC-54154-91	2296377020	7920 Indian School Rd, Las Vegas, NV, 89108	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430193	CLM	Kyle Knenedy	—	UHC-77184-96	5887905978	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-430194	CLM	Kyle Knenedy	—	UHC-77184-96	5887905978	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-423861	CLM	Kevin Fowler	1963-10-01	UHC-05853-80	8745722321	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-409237	CLM	Philip L White	1972-02-13	UHC-46377-93	4058227289	7194 Ocean Ave, Chandler, AZ, 85239	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422812	CLM	Christina Burke	2004-05-26	—	4452934401	—	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
CLM-424159	CLM	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-403075	CLM	Kathleen Gibson	2007-07-19	UHC-89929-38	3352473029	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-404866	CLM	Elizabeth Hawkins	1999-04-14	—	9709534215	8844 Maple Ave, Eden Prairie, MN, 55350	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-410848	CLM	Carolyn Wong	1977-01-09	UHC-08618-64	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-420805	CLM	John Fernandez	1959-03-01	UHC-23284-11	6678472896	5731 Sage Ct, Houston, TX, 77046	0.82	Phone reformatted State name converted to code Whitespace trimmed
CLM-410389	CLM	Jeremy Cook	1948-08-19	UHC-20902-98	5055715690	9672 Baseline Rd, Gilbert, AZ, 85207	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-418698	CLM	George E Shew	1984-10-20	UHC-36004-77	7996539568	6572 Bayshore Dr, Tucson, AZ, 85780	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-409030	CLM	Patricia Andrews	—	—	4696792661	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-414403	CLM	Danielle Ramirez	—	UHC-25825-42	2959054328	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-421659	CLM	Kathleen Lynch	1979-09-21	UHC-39030-53	2289098244	7652 Sage Ct, Austin, TX, 78794	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-408536	CLM	Joyce Austin	1958-03-24	UHC-63571-30	9785255414	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-402416	CLM	Kayla Hart	1950-06-27	UHC-56881-49	8385126591	7021 Highland Ave, Mesa, AZ, 85211	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
CLM-426801	CLM	Judy Powell	1950-12-05	—	5145707451	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405536	CLM	Camila Meyer	1971-08-08	UHC-63608-27	4529304374	3788 Main St, Glendale, AZ, 85310	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-404816	CLM	Nicole K Ortega	2005-09-13	UHC-19822-22	8135244011	376 Baseline Rd, Chandler, AZ, 85283	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-420869	CLM	Don N Hernandez	1976-04-09	UHC-18780-96	7905633254	8741 Union St, Orlando, FL, 32802	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427092	CLM	Catherine Marshall	1990-03-26	UHC-96098-86	5308472517	8858 Grand Ave, Sacramento, CA, 95889	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-410501	CLM	Christian Y Gibson	1999-04-16	—	7906028534	564 Bayshore Dr, Phoenix, AZ, 85088	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409792	CLM	Jacqueline Z Webb	1940-04-10	—	2482686027	9796 Washington St, Columbus, OH, 43259	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-413688	CLM	Anthony Palmer	1953-06-21	—	6407435110	867 Elm St, Fresno, CA, 93755	0.82	Name re-cased Phone reformatted Gender normalised
CLM-410354	CLM	Katherine Simmons	1985-07-17	UHC-12054-24	3328713836	1289 Main St, Scottsdale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-426549	CLM	Amanda Hill	2001-08-08	—	9328061406	6405 Desert Sky Blvd, Charlotte, NC, 28299	0.82	Phone reformatted Street suffix standardised Address re-cased

11,960 rows, page 170 of 240Previous Next