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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423760	CLM	Helen Gutierrez	1985-12-19	—	—	7768 Palm Dr, Eden Prairie, MN, 55351	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420426	CLM	Arjun Lawrence	1984-05-05	UHC-29118-42	5147181288	6371 Sage Ct, San Antonio, TX, 78294	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-419995	CLM	Debra H Cleman	1972-03-28	—	—	6947 Ocean Ave, Tempe, AZ, 85277	0.76	Name re-cased Two-digit birth year City re-cased State code upper-cased+2 more
CLM-408889	CLM	Jullia L McCoy	1970-07-24	UHC-83978-41	4295893270	3123 Willow Ct, San Antonio, TX, 78292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410054	CLM	Shirley George	1976-07-24	—	—	7203 Sunset Blvd, Charlotte, NC, 28231	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416398	CLM	Logan Wang	2000-11-20	—	4966289444	7493 Ridge Rd, Scottsdale, AZ, 85245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420378	CLM	Sandra Reyes	1982-05-09	—	—	2116 Ocean Ave, Las Vegas, NV, 89111	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-409254	CLM	Douglas Haris	1941-12-09	UHC-15357-52	—	5994 Church St, Fresno, CA, 93781	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428843	CLM	Peter Valdez	1939-10-02	—	—	4179 River Rd, Charlotte, NC, 28202	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402893	CLM	Christian Wison	1994-03-04	—	3619502869	928 Broadway, Dallas, TX, 75248	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
CLM-424196	CLM	Sean Lawrence	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432287	CLM	Denise Mills	1982-03-24	—	—	1110 Grand Ave, Atlanta, GA, 30389	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420915	CLM	Marilyn Kelly	1993-01-09	UHC-08484-93	—	2128 Union St, Gilbert, AZ, 85217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422742	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427715	CLM	Billy Palmer	1993-09-23	UHC-01676-73	3007539041	7861 Hillcrest Rd, Seattle, WA, 98101	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-404820	CLM	Steven P Estrada	1940-10-15	—	—	6415 Baseline Rd, Houston, TX, 77090	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-420365	CLM	Cynthia Z Silva	1957-06-20	—	—	434 Highland Ave, Nashville, TN, 37233	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415769	CLM	Tyler Moore	—	—	7622427816	2614 Market St, Seattle, WA, 98158	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-431973	CLM	Ethan Stephens	1980-08-04	—	3709510533	9299 Forest Ave, Fresno, CA, 93704	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427354	CLM	Christina Olson	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-404750	CLM	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-418685	CLM	Noah N Franklin	1995-04-02	—	—	2280 Ocean Ave, Fresno, CA, 93710	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-425941	CLM	Ralph Andrews	1953-09-20	—	—	8747 Desert Sky Blvd, Miami, FL, 33144	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429893	CLM	Carlos Grant	1982-04-25	UHC-60171-08	—	7336 Union St, Sacramento, CA, 95866	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417655	CLM	Roy Powell	1957-05-17	UHC-89409-50	5362413046	5845 Main St, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-425914	CLM	Ruth Z Ross	1970-04-21	—	5392567651	3071 Canyon Rd, Phoenix, AZ, 85096	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404653	CLM	Hannah Wood	1982-10-02	—	3356137914	8882 Harbor Blvd, Houston, TX, 77005	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-408868	CLM	George G Wallace	1966-06-24	UHC-03470-58	—	106 Grand Ave, Nashville, TN, 37232	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407910	CLM	Frank Franklin	2003-09-11	UHC-27271-24	—	6884 Spring St, Columbus, OH, 43281	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-414984	CLM	Judith Romero	1965-12-01	—	6459399856	1753 River Rd, Austin, TX, 78784	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-412273	CLM	Thomas Richards	1945-02-21	—	—	4221 Oak St, Las Vegas, NV, 89129	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-423441	CLM	Jack Smith	1950-07-24	UHC-36697-29	—	4569 Spring St, San Antonio, TX, 78247	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400960	CLM	Patricia Le	1963-01-08	—	—	9221 Sunset Blvd, Atlanta, GA, 30367	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400527	CLM	George Nichols	1992-08-10	—	—	6925 Harbor Blvd, Columbus, OH, 43234	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413129	CLM	Tyler Campbell	1970-04-02	UHC-99970-10	—	438 Meadow Ln, Las Vegas, NV, 89153	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409249	CLM	Nicholas Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-411827	CLM	Juan E Freeman	1958-02-23	UHC-45689-44	—	4017 Forest Ave, Orlando, FL, 32823	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419815	CLM	Richard Elliutt	1965-03-28	UHC-99835-59	—	5139 Ridge Rd, Dallas, TX, 75223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-405415	CLM	Eric Ortiz	1941-05-10	—	—	8668 Desert Sky Blvd, Miami, FL, 33121	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431351	CLM	Rick Medina	1972-05-09	—	—	3811 Mesa Dr, Chandler, AZ, 85214	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430983	CLM	Arthur Marshall	1983-04-25	UHC-12148-09	—	2973 Forest Ave, Tampa, FL, 33616	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412168	CLM	Elizabeth D Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct, Miami, FL, 33133	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-410276	CLM	Martha Wood	—	—	—	7640 Spring St, Scottsdale, AZ, 85290	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-426039	CLM	Evelyn Yang	1984-12-24	UHC-37213-97	—	8283 Main St, Fresno, CA, 93730	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429145	CLM	Margaret Freeman	2007-05-19	UHC-69240-19	—	2160 Sunset Blvd, Tucson, AZ, 85789	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-411217	CLM	Victoria H Day	1939-06-11	—	5308052138	4407 Hillcrest Rd, Orlando, FL, 32838	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411020	CLM	Amanda Allen	1938-10-14	—	—	3402 Market St, Atlanta, GA, 30316	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432718	CLM	William Thomas	1966-01-16	—	5535949350	6199 Cedar Ln, Seattle, WA, 98173	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-423979	CLM	Kimberly Dominguez	1964-08-21	UHC-23564-09	—	9025 Central Ave, Minneapolis, MN, 55458	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430755	CLM	Adam Robinson	1941-11-07	UHC-30142-97	7016834713	9633 Mountain View Dr, Orlando, FL, 32898	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,235 rows, page 65 of 105Previous Next