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-430274	CLM	Sofia McCoy	1945-07-01	—	—	2722 Willow Ct, Scottsdale, AZ, 85289	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430567	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430568	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-408752	CLM	Timothy Myers	1949-03-24	UHC-88645-59	3104737877	4105 Mesa Dr, Eden Prairie, MN, 55382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430639	CLM	Beverly Davis	1975-07-12	—	—	3508 Grand Ave, Dallas, TX, 75295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409197	CLM	Jeffrey Fernandez	1988-07-18	UHC-18727-96	8349720797	5524 Willow Ct, Jacksonville, FL, 32230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415630	CLM	Susan Padilla	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd, Glendale, AZ, 85397	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401548	CLM	Nicole Maldonado	1960-07-08	UHC-16949-67	—	88 Meadow Ln, Tucson, AZ, 85788	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400857	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-400856	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-418090	CLM	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408831	CLM	Gregory Parker	1961-05-05	UHC-82884-11	—	2142 Mountain View Dr, Glendale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-414755	CLM	Sandra S Simmons	1967-02-27	—	5082291918	469 Elm St, Seattle, WA, 98181	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411312	CLM	Judy Rivera	1960-05-09	—	8376418707	6789 Main St, Charlotte, NC, 28209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404813	CLM	Denise Davis	1990-08-20	UHC-10523-05	8646063712	5468 Bayshore Dr, Atlanta, GA, 30340	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-428954	CLM	Susan T Richardson	1946-05-15	UHC-99604-61	—	1926 Pine Dr, Tampa, FL, 33604	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417980	CLM	Scott Scott	1943-01-14	—	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414099	CLM	Chris Evans	1960-05-09	UHC-90954-06	—	6340 Cedar Ln, San Diego, CA, 92107	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419485	CLM	Gerald Guerrero	1960-07-06	—	8975114249	9677 Sunset Blvd, Las Vegas, NV, 89135	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414303	CLM	Kathleen Knight	1981-08-22	—	—	3149 Park Pl, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418481	CLM	Shirley V Thompson	1953-08-09	UHC-90994-28	—	9564 Washington St, Columbus, OH, 43265	0.76	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-423618	CLM	Harvey Austin	1988-02-02	UHC-73934-26	6203014517	8260 Main St, Denver, CO, 80245	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432157	CLM	Michael Weber	1950-12-27	—	—	2445 Baseline Rd, Tucson, AZ, 85705	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425850	CLM	Carl Robertson	1976-08-21	—	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406375	CLM	Arjun Contreras	1953-10-11	—	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-427757	CLM	Dennis Kelly	2005-03-19	—	5688398896	5781 Elm St, Nashville, TN, 37270	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426674	CLM	Carlos Stewart	1988-03-11	—	—	1899 Desert Sky Blvd Apt 17, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-411960	CLM	Pamela Ortega	1956-08-27	—	—	871 Baseline Rd, Seattle, WA, 98157	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401202	CLM	Maria Simpson	1939-09-04	—	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-406385	CLM	Ralph Gutierrez	1950-11-24	UHC-07884-13	3114397602	1974 Meadow Ln, Las Vegas, NV, 89113	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427224	CLM	Ambar Gordon	1998-07-06	—	2805589011	3033 Willow Ct, Tucson, AZ, 85721	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412388	CLM	Linda Perkins	2004-01-21	—	—	2599 Indian School Rd, Eden Prairie, MN, 55342	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424386	CLM	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410952	CLM	Maria Vazquez	1980-02-04	UHC-27606-48	—	8005 Mountain View Dr, Plano, TX, 75021	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423970	CLM	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403396	CLM	Brian Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-409556	CLM	Kelly Lucas	1946-08-21	UHC-43173-63	4653829147	8042 Main St, Mesa, AZ, 85261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410279	CLM	Angela Foster	1989-05-22	—	6136855579	5359 Baseline Rd, San Antonio, TX, 78284	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429737	CLM	Christina Jimenez	1958-04-19	—	3862976335	4263 Ocean Ave, Chandler, AZ, 85200	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431650	CLM	Castillo Ashlley	2007-03-10	UHC-36019-06	—	9750 Desert Sky Blvd, Denver, CO, 80289	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424295	CLM	Lisa Torres	1961-12-18	UHC-00221-40	9602836369	5711 Union St, Glendale, AZ, 85394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402685	CLM	Deborah Johnson	1978-06-01	UHC-64630-40	5339564622	2676 Grand Ave, Tampa, FL, 33681	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429898	CLM	Susan Thompson	1982-03-10	UHC-71038-23	—	287 Palm Dr, Tampa, FL, 33619	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419715	CLM	Warran Mason	1940-11-09	UHC-00351-05	—	6653 Meadow Ln, Minneapolis, MN, 55400	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409590	CLM	Adam Turner	1959-06-10	—	8199603611	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-406222	CLM	Bowman Emma	1943-07-08	—	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406221	CLM	Bowman Emma	1943-07-08	—	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425028	CLM	Ruth Arnold	1991-11-16	UHC-20192-12	—	1369 Hillcrest Rd, San Antonio, TX, 78222	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-421402	CLM	Tyler Hudson	1972-02-12	—	6996382378	7391 Elm St, Minneapolis, MN, 55417	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406280	CLM	Carol Willis	1978-04-14	UHC-44523-10	—	3797 Palm Dr, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 110 of 263Previous Next