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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428002	CLM	Helen Garia	1973-01-28	—	9082605200	8801 Forest Ave, Fresno, CA, 93720	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400760	CLM	Mei Parker	1994-08-21	UHC-57662-13	6649460948	9632 Baseline Rd, Fresno, CA, 93761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431473	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	—	6411 Forest Ave, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-425136	CLM	Hiroshi Carter	1967-11-03	—	—	5104 Ocean Ave, Denver, CO, 80296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409526	CLM	Elizabeth Greene	—	—	2412458741	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-406144	CLM	Jacqueline U Payne	1952-08-12	UHC-77839-17	—	8478 Sunset Blvd, Plano, TX, 75091	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-405438	CLM	Yuki Adams	1962-03-16	UHC-26446-16	6326122945	1250 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402371	CLM	Debra Ray	1981-11-28	—	—	2737 Meadow Ln, Miami, FL, 33123	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-401603	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-414165	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-400746	CLM	Arthur W Stephens	1950-02-25	—	9336106282	8084 Union St, Orlando, FL, 32888	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431155	CLM	Christopher Meyer	1997-06-28	UHC-42589-19	5812426596	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-426708	CLM	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St Apt 13, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-427877	CLM	Sam Cruz	1999-11-24	UHC-37990-57	8703149875	4590 Bayshore Dr, Columbus, OH, 43250	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414001	CLM	Kathryn Ortega	1944-08-18	UHC-71038-15	8819934947	7208 Union St, Plano, TX, 75025	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419408	CLM	Mary Torres	1951-03-26	—	—	5562 Highland Ave, Columbus, OH, 43298	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417135	CLM	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave # 310, San Antonio, TX, 78207	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-428594	CLM	Adam Baker	1998-11-08	UHC-26096-08	—	1209 Park Pl, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427552	CLM	Cynthia Burke	1950-06-14	UHC-33647-68	9508055680	5687 Central Ave, Fresno, CA, 93732	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417539	CLM	Carl K Duncan	1971-02-08	UHC-95895-02	8413458253	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-413138	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413137	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404492	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN, 55470	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-405650	CLM	Raymond Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO, 80292	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403580	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403579	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405490	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417076	CLM	Billy Griffin	1986-06-20	UHC-51997-76	—	1134 Valley View Dr, Houston, TX, 77016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428977	CLM	Deborah Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-421239	CLM	Parker Elizabeth	1941-06-22	—	—	1852 Cedar Ln, Seattle, WA, 98141	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423676	CLM	Brenda Allen	1952-03-07	—	—	2354 Apache Blvd, Atlanta, GA, 30345	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423284	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-423285	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-418511	CLM	Ahmed Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St, Scottsdale, AZ, 85299	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426050	CLM	Sarah E Carlson	1943-02-20	—	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432002	CLM	Maark Johnson	1938-08-27	—	6626538832	3509 Main St, Fresno, CA, 93775	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423136	CLM	Steven Gordon	1941-01-06	UHC-13949-67	4034659166	4531 Broadway, Seattle, WA, 98187	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415131	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415130	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401584	CLM	Wayne Santiago	1999-03-04	—	6474340187	1288 Highland Ave, Charlotte, NC, 28253	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415711	CLM	George Weaver	1982-06-25	UHC-02449-55	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403619	CLM	Brandon Lopez	1955-02-03	UHC-50184-15	3293167866	4254 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419865	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	—	927 Church St, Phoenix, AZ, 85093	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423152	CLM	Jeremy Wong	1939-09-08	—	—	4708 Grand Ave, Seattle, WA, 98141	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405562	CLM	Grace Kngiht	1976-05-11	—	—	7100 Camelback Rd, San Diego, CA, 92196	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431281	CLM	Hananh Ramos	1952-09-18	UHC-51097-46	5717159596	8140 Broadway, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-427678	CLM	Ann Salazar	1960-10-10	—	—	288 Hillcrest Rd, Plano, TX, 75089	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-412525	CLM	Jon Parker	1952-09-07	UHC-53297-26	6466498212	8769 Lincoln Way, Seattle, WA, 98174	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419743	CLM	Christina Lewis	1955-08-23	—	—	8303 Indian School Rd, Chandler, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

3,226 rows, page 35 of 65Previous Next