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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428163	CLM	Brandon Collins	1981-07-08	—	—	1704 Desert Sky Blvd, Tampa, FL, 33665	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-419649	CLM	Charlotte Webb	1999-05-26	UHC-89136-86	5939521360	7926 River Rd, Miami, FL, 33175	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427291	CLM	Ronald Tran	2007-09-13	UHC-51631-71	—	9300 Broadway, Las Vegas, NV, 89195	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424628	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	4309413717	5384 Hillcrest Rd, Columbus, OH, 43278	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412988	CLM	Sean Holmes	2003-08-13	UHC-34874-09	3073845941	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421531	CLM	Webb M Omar	1939-05-23	UHC-96605-12	7743532609	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-429853	CLM	Lisa K Stevens	1986-09-28	UHC-13790-13	6476378828	8250 Highland Ave, Chandler, AZ, 85205	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-405931	CLM	Ken Turner	1956-10-21	UHC-72749-51	—	2587 Main St, Glendale, AZ, 85309	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-403976	CLM	Hannah Nguyen	1972-05-08	UHC-20168-56	—	8201 Meadow Ln, Dallas, TX, 75293	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-419361	CLM	Wallace Sofia	1989-07-10	—	—	1093 Ocean Ave, Orlando, FL, 32845	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-425862	CLM	Natalie Reid	1987-10-19	UHC-17980-94	8708111811	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404678	CLM	Emma Morris	2007-11-25	UHC-26345-16	4017347612	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400220	CLM	Carol B Munoz	1990-03-20	—	9697433107	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403659	CLM	Melissa Kennedy	1958-04-10	UHC-01988-89	5682771981	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-411236	CLM	Billy Hill	1988-05-04	—	8463573678	7097 Ridge Rd, Houston, TX, 77002	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418615	CLM	Rachel Arnold	2006-11-03	UHC-88152-78	—	5388 Highland Ave, Austin, TX, 78705	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422981	CLM	Omar Schultz	1966-11-10	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420287	CLM	Kevin Mejiia	2002-01-12	—	8855731349	7772 Mesa Dr, San Antonio, TX, 78225	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419582	CLM	Mariana J Arnold	1973-01-18	UHC-82201-41	6208609139	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421011	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL, 33607	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400118	CLM	Nicole Guerrero	2003-02-11	—	—	2648 Lincoln Way, Houston, TX, 77083	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-407858	CLM	Ronnald Espinoza	1981-09-20	UHC-88715-46	3695381020	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428286	CLM	Mark Guzman	1953-04-07	UHC-53643-04	2234040992	9499 Forest Ave, Scottsdale, AZ, 85292	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413377	CLM	Mateo Bowman	1965-02-15	UHC-22409-06	2692096715	4933 Bayshore Dr, Glendale, AZ, 85359	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422292	CLM	Heather N Watson	1999-02-19	UHC-13281-28	5823689226	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415961	CLM	Sandra Russell	1995-02-25	—	6158213623	6195 Main St, Tempe, AZ, 85275	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426073	CLM	Emily Ward	1981-03-05	UHC-88538-10	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-425931	CLM	Daniel Z Snyder	1965-05-24	UHC-45484-10	5536740787	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410451	CLM	Emmma White	1982-04-16	—	8549530025	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407814	CLM	Diane Mendez	1973-12-13	—	2969391939	6371 Grand Ave, Las Vegas, NV, 89191	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412909	CLM	Virginia Bennett	1991-06-27	UHC-72898-74	2683854487	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430794	CLM	Brittany E Wells	2001-01-14	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-410174	CLM	Douglas Cole	1985-09-18	UHC-11333-58	5235426565	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423057	CLM	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-405150	CLM	Marilyn Munoz	1944-07-08	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401892	CLM	Olivia Peterson	1981-08-21	UHC-82814-76	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-403261	CLM	Jesse L Morrison	1941-12-22	UHC-56221-72	5915192271	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431173	CLM	Virginia Fernandez	1973-06-03	—	8542792861	3072 Ocean Ave, Jacksonville, FL, 32215	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-426719	CLM	Barb Hicks	1960-06-28	—	6124562667	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
CLM-414040	CLM	David Hernandez	1987-06-28	UHC-79977-02	6913086821	8201 Camelback Rd, Orlando, FL, 32825	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-409769	CLM	Julie Hernandez	1954-09-23	UHC-56919-48	8955023630	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402644	CLM	Roy Payne	1987-01-20	—	—	5791 Baseline Rd, Columbus, OH, 43228	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429577	CLM	Lauren Piarce	1975-02-04	UHC-58226-07	4477615739	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429165	CLM	Nahan U Peters	1984-03-14	—	4543880965	7611 Spring St, Gilbert, AZ, 85263	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-431974	CLM	Samuel Ray	1998-10-01	UHC-71219-67	3219583527	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410954	CLM	Noah Roberts	1962-03-21	—	—	3264 Sunset Blvd, Houston, TX, 77093	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-421898	CLM	Alexis R Price	1958-09-09	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425927	CLM	Benjamin Brown	1979-03-15	—	6608941755	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412878	CLM	Barbara Vazquez	1994-03-23	—	6804576521	6376 Forest Ave, Charlotte, NC, 28203	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407634	CLM	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared

10,559 rows, page 181 of 212Previous Next