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-412642	CLM	Olivia Sanchez	1947-09-04	—	3455364219	94 Cedar Ln, Atlanta, GA, 30374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412641	CLM	Olivia Sanchez	1947-09-04	—	3455364219	94 Cedar Ln, Atlanta, GA, 30374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420099	CLM	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-402188	CLM	Thresa Wets	1982-03-22	—	4497337976	8304 Baseline Rd, San Diego, CA, 92131	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410832	CLM	Edwward Y Daniels	1985-10-27	—	3343172163	8035 Central Ave, Tampa, FL, 33615	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420076	CLM	Laura Cooper	2007-11-04	—	3596564023	1831 Willow Ct, San Diego, CA, 92106	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431993	CLM	Sarah J Long	1993-01-20	—	3153143425	6140 Camelback Rd, Houston, TX, 77063	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411323	CLM	Jean Griffin	2005-09-12	UHC-83368-23	—	4142 Union St, Las Vegas, NV, 89168	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426486	CLM	Jesse W Freeman	2001-09-26	—	—	3400 Grand Ave, Tucson, AZ, 85753	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423860	CLM	Blily Brown	1977-12-04	—	3682276501	870 Hillcrest Rd, Fresno, CA, 93709	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419737	CLM	Judy Schmidt	2002-02-05	UHC-10609-39	—	4339 Park Pl, Tempe, AZ, 85233	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400815	CLM	Brenda K Price	2001-10-16	UHC-58479-84	5799419776	7479 Canyon Rd, Los Angeles, CA, 90080	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419731	CLM	Donna Wong	1967-09-15	UHC-05699-88	—	7147 Mountain View Dr, Glendale, AZ, 85396	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422673	CLM	Cheryl Day	1946-05-02	—	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403578	CLM	Nathan Powell	1963-06-17	UHC-19120-70	5462896823	7634 Union St, Mesa, AZ, 85247	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411783	CLM	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407389	CLM	Barbara Schultz	1951-05-02	—	6532059063	3124 Mountain View Dr, Mesa, AZ, 85230	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410483	CLM	Sean Z Bishop	1972-02-13	UHC-26339-90	—	1837 Grand Ave, Los Angeles, CA, 90082	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406134	CLM	Theresa Reid	1963-05-18	—	—	5210 Apache Blvd, Dallas, TX, 75211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408526	CLM	Mateo Hill	1970-07-15	UHC-13418-23	—	2581 Elm St, Eden Prairie, MN, 55315	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402178	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414291	CLM	Virginia Delgado	1938-11-13	—	—	3315 River Rd, Glendale, AZ, 85367	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417780	CLM	Maria Wagner	1983-05-02	UHC-23015-94	—	9202 Camelback Rd, Seattle, WA, 98184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414783	CLM	Bradley Santos	1975-08-20	UHC-83853-05	—	326 Forest Ave, San Diego, CA, 92144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407989	CLM	Camila Sims	1950-08-25	—	—	6419 Cedar Ln, Denver, CO, 80222	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425911	CLM	Aisha Lupez	1971-03-03	—	—	24 Desert Sky Blvd, Chandler, AZ, 85260	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411687	CLM	Gary Patterson	2003-02-21	UHC-44843-27	2308540243	1153 River Rd, Gilbert, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411686	CLM	Gary Patterson	2003-02-21	UHC-44843-27	2308540243	1153 River Rd, Gilbert, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420728	CLM	Ronald Y Mitchell	1993-08-06	UHC-57748-11	9517571037	6809 Valley View Dr, Minneapolis, MN, 55465	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417632	CLM	Walter Gray	1982-03-01	UHC-31744-18	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-404463	CLM	Bruce K Stephens	1938-03-04	UHC-46738-13	—	6482 Union St, Orlando, FL, 32844	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430210	CLM	Alan Gilbert	1965-01-14	—	—	7071 Union St, Columbus, OH, 43298	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404571	CLM	Susan Perez	1949-07-28	UHC-63932-33	—	4019 Sage Ct, Nashville, TN, 37255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430023	CLM	Mason Santiago	1989-12-06	—	6545214348	3907 Sage Ct, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-409567	CLM	Debra Mitchell	1988-07-23	—	3883379800	7275 Lincoln Way, Las Vegas, NV, 89180	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415857	CLM	Diego B Santos	1971-09-04	UHC-34340-54	3036525187	1766 Maple Ave, Charlotte, NC, 28266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430734	CLM	Jesse Bryant	1948-07-25	UHC-24474-58	5714282738	9551 Sunset Blvd, Los Angeles, CA, 90089	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419294	CLM	Keith Cole	1950-11-04	UHC-98804-07	—	4613 Grand Ave, San Antonio, TX, 78255	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428567	CLM	Jacqueline K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413212	CLM	Frances L Fields	1952-11-04	UHC-96648-95	—	565 Main St, Tempe, AZ, 85239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427886	CLM	Mei Barnes	1983-09-01	UHC-41645-34	—	9240 Baseline Rd, Phoenix, AZ, 85012	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411753	CLM	Emily B Thompson	1964-02-27	UHC-60492-22	—	7291 Mesa Dr, Charlotte, NC, 28216	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-421346	CLM	Gabriel Owens	1959-06-19	UHC-52858-37	—	6403 Valley View Dr, Jacksonville, FL, 32212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411218	CLM	Kevin Mlls	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424365	CLM	Charlotte Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN, 37271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424364	CLM	Charlotte Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN, 37271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426211	CLM	Relph Murphy	2001-05-06	UHC-70362-84	—	5314 Palm Dr, Seattle, WA, 98110	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407612	CLM	Willie Robinson	1992-04-01	UHC-02317-39	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400310	CLM	Danielle Oliver	1947-05-28	—	8376253581	4173 Maple Ave, Dallas, TX, 75225	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419190	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

13,120 rows, page 97 of 263Previous Next