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-410055	CLM	Emma Medina	1946-10-22	—	—	1963 Mesa Dr, Atlanta, GA, 30333	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412009	CLM	Gerald Jones	1943-06-01	—	—	6618 Church St, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-431559	CLM	Bryan Payne	1960-09-21	UHC-76306-90	3424340781	3458 Camelback Rd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408095	CLM	Gregory Guerrero	1967-09-14	UHC-16053-08	—	6620 Mountain View Dr # 623, Phoenix, AZ, 85001	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429313	CLM	Joseph Hanson	1999-12-05	—	—	3879 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424917	CLM	Jack Padilla	1944-09-12	—	3314481495	2861 Mountain View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425425	CLM	Barbaa S Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-430969	CLM	Sharon Webb	1974-10-26	—	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415041	CLM	Ronald Evans	1987-01-25	—	—	8732 Meadow Ln # 417, Gilbert, AZ, 85296	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408420	CLM	Zachary Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428451	CLM	Heather Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-401687	CLM	Bryan Walsh	1980-07-19	UHC-16393-73	7556900912	5966 Central Ave, Phoenix, AZ, 85035	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414657	CLM	Elijah Murphy	1978-04-02	UHC-76725-58	—	409 Harbor Blvd, Charlotte, NC, 28228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402846	CLM	Ronald Smith	2003-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410220	CLM	David Y Yang	2008-01-27	UHC-06564-81	—	7936 Park Pl, Atlanta, GA, 30313	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415056	CLM	Raymond Kim	2002-05-10	—	7678130137	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404325	CLM	Brenda Kelley	1939-09-06	UHC-29633-02	2376015830	1801 Park Pl, Dallas, TX, 75207	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406875	CLM	Jonathan Ferguson	1945-06-13	UHC-93124-89	—	8474 River Rd, San Diego, CA, 92190	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403318	CLM	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427603	CLM	Joseph Day	1948-02-19	UHC-72292-79	—	6135 Apache Blvd, Miami, FL, 33133	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426691	CLM	Christian I Patel	1995-02-19	UHC-73526-77	2496531835	1065 Maple Ave, Atlanta, GA, 30358	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427020	CLM	Kelly Luna	1968-06-03	UHC-78201-10	5192734701	6508 Central Ave, Austin, TX, 78719	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423081	CLM	Kenneth Nguyen	1989-12-14	—	8144767892	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-423124	CLM	Sandra Reynols	1946-09-26	UHC-58865-76	—	5433 Meadow Ln, Phoenix, AZ, 85035	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404511	CLM	Daniel Allen	1944-11-27	UHC-80230-70	—	9804 Camelback Rd, Houston, TX, 77018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421550	CLM	Frances Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426952	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406207	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406208	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415101	CLM	Michelle Lee	1942-09-04	—	—	182 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425666	CLM	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400235	CLM	Angela Espinoza	1979-07-09	UHC-96990-15	—	6531 Ocean Ave, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408672	CLM	Willie Webb	2006-09-24	UHC-15119-47	—	7251 Willow Ct, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432768	CLM	Margaret Hall	2004-11-13	—	6145442274	548 Canyon Rd, Gilbert, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419618	CLM	Aaron Berry	1972-03-04	—	—	3935 Market St, Chandler, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417282	CLM	Mateo I James	2008-01-13	UHC-62158-56	6355004806	4536 Canyon Rd, Orlando, FL, 32863	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411786	CLM	Ethan Kennedy	2000-09-12	UHC-94235-35	—	2663 Hillcrest Rd, Mesa, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432528	CLM	Amber Salazar	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave Apt 30, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-405970	CLM	Larry Bowman	1973-10-22	—	—	1972 Valley View Dr, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-416001	CLM	Sharon A Valdez	1983-05-27	UHC-61180-43	—	5645 Highland Ave, Phoenix, AZ, 85000	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
CLM-406645	CLM	Denise King	1989-06-10	—	9644256435	1882 Forest Ave, Mesa, AZ, 85234	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413426	CLM	Elizabeth Nichols	1954-10-10	—	7487712935	5521 River Rd, Nashville, TN, 37203	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420914	CLM	Richard Franklin	1939-01-20	UHC-17661-38	2167050954	1935 Grand Ave, San Diego, CA, 92116	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403712	CLM	Joshua Rse	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409202	CLM	Dennis Byrant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404069	CLM	Abigail Hnut	1979-11-28	UHC-64284-36	—	8501 Park Pl, Houston, TX, 77002	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-422702	CLM	JJunk	1991-09-09	UHC-86266-54	—	7229 Harbor Blvd, Dallas, TX, 75289	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more

10,559 rows, page 42 of 212Previous Next