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-405964	CLM	Shirley Hall	1944-03-18	UHC-69762-72	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431706	CLM	Christine Wallace	1962-08-25	—	2527295340	8665 Camelback Rd, Eden Prairie, MN, 55309	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406705	CLM	Laura X Muray	1945-05-02	UHC-66427-98	—	5256 Cedar Ln, Austin, TX, 78723	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402404	CLM	Anthony Brooks	1992-02-12	—	8259102437	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400400	CLM	Diego L Payne	1961-04-18	UHC-65200-03	—	9440 Mountain View Dr, Scottsdale, AZ, 85213	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-427522	CLM	James Bryant	1982-01-07	UHC-17281-99	—	5544 Mesa Dr, Chandler, AZ, 85203	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417153	CLM	Danielle Peterson	1949-01-25	UHC-54962-64	2584846687	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422350	CLM	Betty Dunn	1953-10-28	UHC-03470-30	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403414	CLM	Samantha Patel	1991-12-28	UHC-66383-92	9774584774	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417169	CLM	Nicholas Rodriguez	1983-03-28	—	4154727804	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400177	CLM	Laura Y Collins	2005-01-11	UHC-99538-22	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426875	CLM	Henry Watson	1964-01-03	—	—	2496 Valley View Dr, Charlotte, NC, 28279	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407781	CLM	William W Vasquez	1951-02-18	—	6076055968	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406420	CLM	Samuel Ford	1993-08-17	UHC-57373-99	3986976535	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423482	CLM	David Woods	1938-05-26	UHC-82071-75	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423930	CLM	Lori Yang	1974-08-09	UHC-40678-20	7174754465	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-423876	CLM	Joshua O Burke	2005-02-17	UHC-01003-36	4428791389	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423875	CLM	Joshua O Burke	2005-02-17	UHC-01003-36	4428791389	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412526	CLM	Jonathan Parker	1952-09-07	—	6466498212	8769 Lincoln Way, Seattle, WA, 98174	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403576	CLM	Bradley J Gilbert	2005-03-24	UHC-38201-09	8854311016	600 Maple Ave, Las Vegas, NV, 89123	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426655	CLM	Julie Hunter	1961-07-12	UHC-32840-20	4372304228	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421007	CLM	Adam McDonald	1986-08-22	UHC-42579-42	6815230456	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416373	CLM	Jeffrey Richardson	2002-02-03	—	—	7932 Union St, Tempe, AZ, 85288	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416876	CLM	Kevin Reid	1942-06-13	UHC-59417-37	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-430031	CLM	Carolyn Patel	1948-08-01	UHC-70506-50	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430160	CLM	Yuki Yang	1977-09-21	—	—	7745 Broadway, San Diego, CA, 92191	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420154	CLM	Jose Dean	2007-07-09	UHC-55923-79	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425155	CLM	Brittany F Rose	2003-08-03	—	2459038367	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424831	CLM	Jonathan Grant	1974-04-06	—	—	34 Broadway, Las Vegas, NV, 89148	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419208	CLM	Adam G Roberts	1976-02-27	UHC-76557-89	4548700372	5241 Lincoln Way, Minneapolis, MN, 55413	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-427574	CLM	Deb Nichols	1991-01-21	UHC-90949-37	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401528	CLM	Danny Wright	1970-12-24	UHC-24840-66	6022577663	1934 Valley View Dr, Orlando, FL, 32856	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419673	CLM	Jack Wallace	1997-11-15	UHC-74691-10	8824500777	1134 Grand Ave, Glendale, AZ, 85323	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410762	CLM	Alice McDonald	1963-06-01	UHC-51908-02	9589190958	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415612	CLM	Beverly Hunter	1996-11-15	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425493	CLM	Roger Grant	1976-09-03	UHC-53202-79	9586470976	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415520	CLM	Jacob Young	2000-11-25	UHC-81162-01	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423670	CLM	Sharon U Romero	2008-11-02	—	4672269397	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421787	CLM	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414324	CLM	Isabella Park	1972-06-27	UHC-23698-51	—	3705 Hillcrest Rd, Denver, CO, 80290	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-410853	CLM	Kayla Thompson	1963-09-26	UHC-24551-29	7119538739	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427945	CLM	Nicholas Garcia	1964-11-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430021	CLM	Mason Santaigo	1989-12-06	UHC-44962-59	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406328	CLM	Sue Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428010	CLM	Williams J Michael	1957-11-18	—	7867011267	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425032	CLM	Bryan Holmes	2001-07-09	UHC-32802-07	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404986	CLM	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402487	CLM	Brittany Wright	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd, Miami, FL, 33101	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400206	CLM	Randy E Luna	1946-09-28	UHC-74452-32	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418796	CLM	Anna Hawkins	1960-01-26	UHC-90995-47	3525018254	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared

10,559 rows, page 164 of 212Previous Next