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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415247	CLM	Jeremy Vega	1977-08-14	—	2019487213	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407909	CLM	Michelle Lee	1952-02-03	—	2468883201	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419990	CLM	Marcus K Salazar	2000-01-18	UHC-25548-17	6922079750	2563 Broadway, Austin, TX, 78772	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411712	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412957	CLM	Dylan Ross	1942-02-11	UHC-47131-54	—	8779 Forest Ave, Orlando, FL, 32869	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-428245	CLM	Joseph Lynch	1949-03-22	UHC-21147-79	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401954	CLM	Sarh Grant	1999-01-04	UHC-93690-53	3543233551	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402735	CLM	Joseph Murphy	1956-01-11	—	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-406901	CLM	Brian J Taylor	1941-09-09	UHC-39486-76	2872784657	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429801	CLM	Shaw Charles	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401256	CLM	Richard E Morrison	1997-06-16	UHC-44288-53	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401488	CLM	Brenda M Ramos	2007-10-03	UHC-36429-85	7723644215	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401487	CLM	Brenda M Ramos	2007-10-03	UHC-36429-85	7723644215	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414402	CLM	Danielle Ramirez	1954-01-10	—	2959054328	9333 Lincoln Way, Eden Prairie, MN, 55363	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432828	CLM	Zachary Mendez	2002-01-26	UHC-28618-02	—	8894 Lake View Rd, Atlanta, GA, 30373	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-429205	CLM	Marcus Hudson	1977-06-02	UHC-54432-48	—	4570 Oak St, Minneapolis, MN, 55467	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418165	CLM	Ana Jackson	1977-02-23	UHC-71686-49	3992149338	347 Lincoln Way, Dallas, TX, 75221	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-420801	CLM	Angela Cole	1959-05-24	UHC-48801-96	6924039409	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429444	CLM	Priya Reyes	1988-07-18	UHC-83218-83	—	3597 Meadow Ln, Sacramento, CA, 95847	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-410969	CLM	Andrew Ward	1978-08-12	UHC-13867-91	5474817090	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413557	CLM	Joyce Sulllivan	1955-03-12	UHC-29436-43	—	2397 Baseline Rd, Minneapolis, MN, 55465	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417820	CLM	Rachel L Knight	1952-08-19	—	5962298603	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400919	CLM	Catherine Hoffman	1949-01-28	—	4744385613	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408388	CLM	Christopher S Andrews	1991-10-14	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400860	CLM	Brandon Munoz	1965-08-06	UHC-24440-97	4199034858	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405803	CLM	Samuel Wilson	2003-04-10	UHC-53403-90	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421785	CLM	Roger Dominguez	1944-05-15	—	7204121553	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413034	CLM	Christian Hernadez	1951-03-27	—	8319609817	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412472	CLM	Emily Harrison	1973-01-15	UHC-68258-71	—	6778 Valley View Dr, Las Vegas, NV, 89180	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422164	CLM	Ronald M Edwards	1948-04-08	—	—	3088 Sage Ct, Atlanta, GA, 30363	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-430164	CLM	Raymond T Castillo	1944-12-19	—	3739422137	3054 Central Ave, Nashville, TN, 37289	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429324	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405879	CLM	Ethan Sullivan	1998-08-16	UHC-35905-45	—	2307 Market St, Nashville, TN, 37224	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-412006	CLM	Julia Cook	1977-05-13	UHC-57532-94	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432128	CLM	Melissa Fox	1979-10-28	—	3326363708	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402385	CLM	Helen Harvey	1942-02-24	—	3364512165	9675 Broadway, Nashville, TN, 37203	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416079	CLM	Angela Bailey	1948-09-23	—	—	8818 Lincoln Way, Atlanta, GA, 30327	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-404626	CLM	Evelyn Wilson	1962-02-16	—	9375449977	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405897	CLM	Timothy Oliver	1960-02-05	UHC-62177-92	5997453071	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411716	CLM	Jeffrey W Walsh	1975-11-19	UHC-39012-33	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407647	CLM	Samantha Nelson	1987-06-05	UHC-28044-26	—	5634 Bayshore Dr, Sacramento, CA, 95855	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400999	CLM	Arthur Greene	1989-09-25	UHC-22003-20	—	34 Baseline Rd, Seattle, WA, 98180	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401830	CLM	Teresa Chavez	1953-05-09	UHC-36535-42	—	1648 Valley View Dr, Eden Prairie, MN, 55343	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412121	CLM	Donald V Griffin	1953-10-07	UHC-86624-42	6425235502	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422345	CLM	Carolyn Brooks	1952-02-17	UHC-30493-05	—	1260 Harbor Blvd, Jacksonville, FL, 32257	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422135	CLM	Kevin Reynolds	1943-06-27	—	3668147765	2591 Baseline Rd, Chandler, AZ, 85294	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407727	CLM	Julia Mitchell	1953-11-03	UHC-66986-06	3719875870	9134 Cedar Ln, Nashville, TN, 37211	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403057	CLM	Kimberly Espinoza	1961-04-10	UHC-60403-35	—	229 Harbor Blvd, Tempe, AZ, 85257	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
CLM-409536	CLM	Arjun Walsh	2002-04-19	—	—	2013 Market St, Nashville, TN, 37291	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-424407	CLM	Adam Contreras	1964-09-08	UHC-57383-50	—	5403 Broadway, Tampa, FL, 33659	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared

10,559 rows, page 172 of 212Previous Next