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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430249	CLM	BettyJunk	1959-02-22	—	—	6648 Mountain View Dr, Tucson, AZ, 85710	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-411473	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-411472	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-422546	CLM	Pamela Tran	1947-06-05	UHC-02051-22	—	4889 Spring St Apt 37, Sacramento, CA, 95828	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411746	CLM	Ashley Perry	1987-02-07	UHC-75552-09	—	3205 Ridge Rd, Atlanta, GA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-422692	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-408763	CLM	Alvarez Gerald	1956-10-14	UHC-63558-98	6056733343	3604 Mountain View Dr Apt 27, Miami, FL, 33132	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-400788	CLM	Alice Knight	1958-06-21	UHC-58125-21	—	6465 Pine Dr Apt 11, Orlando, FL, 32859	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421474	CLM	Lauren Contreras	1939-12-12	—	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-421025	CLM	Janice B Wheeler	1997-09-12	UHC-26426-40	—	3263 Central Ave Apt 34, Glendale, AZ, 85363	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
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-407365	CLM	Brian Jenkins	2006-11-01	UHC-85971-66	—	7721 Palm Dr, San Diego, CA, 92165	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-421582	CLM	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+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-419775	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	—	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+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-403439	CLM	Sofia Jimenez	2000-07-28	UHC-48462-32	2117655769	1804 Canyon Rd, Orlando, FL, 32855	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+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-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-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-402818	CLM	Beth Porter	1971-02-24	—	—	4206 Indian School Rd, Gilbert, AZ, 85274	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+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-404240	CLM	Martha Romero	1971-12-09	—	4078120453	4012 Broadway, Sacramento, CA	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+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-431341	CLM	Adam Schultz	1975-10-28	UHC-81014-14	—	442 Main St, Dallas, TX, 75225	0.66	Name re-cased Two-digit birth year Gender normalised 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-410466	CLM	Roy M Crawford	2004-06-04	UHC-12133-87	—	1696 Park Pl, Mesa, AZ, 85297	0.66	Name split from “Last, First”Member ID reformatted SSN last four extracted State code upper-cased+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-410304	CLM	Emma Wagner	1944-08-22	—	—	5589 Broadway, Orlando, FL, 32855	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+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-416488	CLM	Anthony Weaver	1999-03-14	—	—	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+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-405813	CLM	Jordan A Munoz	—	UHC-64719-86	6424777794	—	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+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-411375	CLM	Heather Garza	1983-04-15	—	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+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

30,862 rows, page 160 of 618Previous Next