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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401311	CLM	Alvarado Grace	1945-12-20	UHC-86365-86	—	806 Desert Sky Blvd, Atlanta, GA, 30330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406857	CLM	Thomas Z Sandoval	1954-06-23	—	3199816736	1297 Apache Blvd, Charlotte, NC, 28288	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-424476	CLM	Diana Turner	1970-11-06	—	7939690217	3212 Lake View Rd, Gilbert, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420966	CLM	Janice Turnr	1990-07-22	UHC-64309-02	8689413314	5832 Ridge Rd, Tampa, FL, 33642	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431225	CLM	Christian Lynch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave # 869, San Antonio, TX, 78248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419779	CLM	Virginia Santos	1963-04-24	UHC-04585-66	—	4794 Mountain View Dr, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419778	CLM	Virginia Santos	1963-04-24	UHC-04585-66	—	4794 Mountain View Dr, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403734	CLM	Gbariel Gonzalez	1997-11-09	—	6343952193	7576 Valley View Dr, Jacksonville, FL, 32236	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-414858	CLM	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-410580	CLM	Jack Henderson	1954-06-16	—	—	5249 Union St, Fresno, CA, 93775	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413043	CLM	Kelly Little	2008-11-24	UHC-49705-38	—	1047 Palm Dr, Austin, TX, 78762	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425553	CLM	Emily White	1942-09-14	—	—	208 Apache Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410882	CLM	Abigail Gray	1998-07-12	UHC-91906-99	—	3479 Market St Apt 28, Nashville, TN, 37292	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412336	CLM	Stephen Evans	2005-02-27	UHC-29479-71	—	4867 Central Ave, Glendale, AZ, 85377	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401789	CLM	Walter F Harris	1955-10-03	UHC-38852-43	—	7654 River Rd, Plano, TX, 75018	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422893	CLM	Douglas S Matthews	1976-06-02	UHC-71180-40	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432066	CLM	David Green	1962-05-06	UHC-37765-37	—	3728 Jefferson Ave, Tucson, AZ, 85733	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431593	CLM	Yuki Pakr	2004-04-23	UHC-60795-85	—	6274 Camelback Rd, Tampa, FL, 33696	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401369	CLM	Eric Cole	1992-11-06	—	—	360 Apache Blvd, Tempe, AZ, 85296	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-402520	CLM	Douglas Mrgan	1974-01-02	—	—	4328 Grand Ave, Chandler, AZ, 85207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-420945	CLM	Frances K Hudson	—	—	—	9405 Willow Ct, Nashville, TN, 37246	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403099	CLM	Samantha Jensen	1962-07-24	UHC-60388-12	—	8073 Central Ave, Fresno, CA, 93739	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427371	CLM	Wayne Brown	1946-04-03	UHC-91030-40	—	7841 River Rd, Columbus, OH, 43280	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401037	CLM	Mateo Mendoza	—	UHC-72923-14	—	4100 Main St, Fresno, CA, 93707	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-420267	CLM	Billy N Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-400687	CLM	Freeman Z Lauren	1958-04-09	UHC-00648-13	4195094219	2778 Bayshore Dr, Eden Prairie, MN, 55388	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422770	CLM	Gregory Le	1939-12-05	UHC-77243-54	—	3244 Spring St, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409057	CLM	Aisha Long	—	UHC-66414-72	4697170880	4700 Desert Sky Blvd, Tempe, AZ, 85259	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
CLM-406277	CLM	Andrea Z Morgan	1963-02-21	UHC-95133-83	—	125 Apache Blvd, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413196	CLM	Susan Matthews	1979-01-19	UHC-95229-19	—	9469 Ocean Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-400844	CLM	Ryan Kelly	1969-12-07	UHC-98387-34	—	9059 Maple Ave, Austin, TX, 78780	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-430909	CLM	Jose Pena	1972-04-18	UHC-68169-21	—	1513 Indian School Rd, Los Angeles, CA, 90056	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-403030	CLM	Raymond Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421370	CLM	Virginia I Clark	1956-11-05	UHC-07844-60	—	8280 Forest Ave, Phoenix, AZ, 85031	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401646	CLM	Michael Armstrong	1958-12-05	—	—	9055 Bayshore Dr # 843, Austin, TX, 78730	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-400838	CLM	Dylan W Green	1988-10-20	UHC-27229-30	7556390780	8017 Ridge Rd, Tempe, AZ, 85241	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404722	CLM	Benjamin Morgan	1941-05-03	UHC-99637-20	—	8904 Main St Apt 24, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426084	CLM	Amy N Austin	1990-06-06	—	—	8232 Mountain View Dr, Nashville, TN, 37235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-401196	CLM	Noah West	2008-12-14	—	3956248427	5602 Central Ave, Denver, CO, 80264	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418963	CLM	Yuki Boyd	1947-07-04	—	—	4553 Oak St, Eden Prairie, MN, 55367	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410209	CLM	Sarah B Edwards	1940-04-27	—	—	7813 Main St, San Diego, CA, 92118	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411719	CLM	Elijah Jones	1972-02-16	—	7966434909	9888 Jefferson Ave, Tampa, FL, 33678	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410759	CLM	Ahmed Wells	1988-02-11	UHC-76495-59	—	7072 Central Ave, Columbus, OH, 43298	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407579	CLM	Alice Murphy	1967-09-28	—	—	6768 Baseline Rd, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431904	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431905	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417424	CLM	James Crawford	1974-01-28	UHC-30066-13	—	3463 Washington St, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403054	CLM	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd, Tampa, FL, 33696	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-412482	CLM	Wayne Sanchez	1962-10-15	UHC-45559-54	—	8639 Cedar Ln, Las Vegas, NV, 89126	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420565	CLM	Frances Guerrero	1961-08-23	UHC-33432-90	—	3108 Pine Dr, San Diego, CA, 92123	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

16,411 rows, page 151 of 329Previous Next