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-400238	CLM	Emma Cruz	1980-09-20	UHC-00972-88	4474186681	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421591	CLM	Natalie Johnson	1968-10-03	—	4204837222	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-410243	CLM	Mariana Snyder	1999-01-24	UHC-66101-08	2267320254	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404573	CLM	Suzan Perez	1949-07-28	UHC-63932-33	7632615146	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401295	CLM	Kevin T Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-401915	CLM	Sharon O Ptaterson	1968-01-26	—	4892140421	7671 Central Ave, Atlanta, GA, 30364	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431368	CLM	Cynthia Martinez	1996-09-25	UHC-73516-61	—	7315 Broadway, Gilbert, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-414555	CLM	Brandon Warren	2003-01-11	UHC-89576-83	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-407080	CLM	Andrew R Fisher	1976-09-27	UHC-49611-17	6218418223	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426367	CLM	Mei Obrien	1973-10-21	—	6175642385	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-431917	CLM	Ethan F Gutierrez	1991-09-27	UHC-50365-76	2586764838	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-415796	CLM	Joseph Barnes	1982-05-06	UHC-09374-54	5693977598	9650 Camelback Rd, Chandler, AZ, 85257	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-402497	CLM	Evelyn P Fysher	2005-10-08	UHC-52353-84	8765327319	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400031	CLM	Jennifer Matthews	1957-08-01	—	—	1779 Harbor Blvd, Charlotte, NC, 28281	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-409362	CLM	Sophia Morris	2002-02-22	—	—	1447 Broadway, Jacksonville, FL, 32233	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-427694	CLM	Amy Fernandez	1948-03-16	UHC-54769-51	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431963	CLM	Frances Williamson	1960-10-28	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-420658	CLM	Melissa Hansen	1996-03-18	—	7109650472	5176 Lincoln Way, Las Vegas, NV, 89109	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-417760	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431943	CLM	Madison Wilson	1946-10-13	UHC-30657-32	4765947630	1800 Lake View Rd, Atlanta, GA, 30366	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-424542	CLM	Noah Dixon	1968-05-24	UHC-37800-54	—	5291 Camelback Rd, Atlanta, GA, 30396	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-431713	CLM	Harold Alvarado	1974-10-05	UHC-97987-12	—	2637 Church St, San Antonio, TX, 78216	0.78	Name split from “Last, First”Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-408948	CLM	Seean Stephens	1961-12-23	UHC-73604-61	9708002977	8270 Desert Sky Blvd, Mesa, AZ, 85282	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-406027	CLM	Douglas Sandoval	2006-06-15	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-406411	CLM	Angela Marquez	1950-05-12	UHC-98892-42	7614825835	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431477	CLM	Richard Clark	1972-10-03	UHC-54936-57	—	569 Forest Ave, Atlanta, GA, 30377	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-402858	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402859	CLM	Randy Austin	2002-10-15	UHC-90305-60	6067304933	2466 Palm Dr, Las Vegas, NV, 89182	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413042	CLM	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr, Austin, TX, 78762	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400847	CLM	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420442	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420443	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-423516	CLM	Brandon Williamson	1938-07-03	UHC-93009-32	—	3598 Grand Ave, Seattle, WA, 98109	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-412890	CLM	Andrea Harvey	1975-10-09	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-422780	CLM	Kimberly Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428505	CLM	Sam Pierce	2004-03-28	UHC-33483-59	—	4847 Valley View Dr, Houston, TX, 77001	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400918	CLM	Carl Y Cruz	1948-04-12	UHC-48607-37	—	8758 Spring St, Charlotte, NC, 28252	0.78	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+1 more
CLM-415865	CLM	Scott Cox	1940-09-18	UHC-67372-25	7692414322	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416534	CLM	Yuki Ward	1948-12-23	UHC-49692-58	—	4400 Central Ave, Miami, FL, 33132	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-424533	CLM	Bryan Hanson	2007-11-19	UHC-44026-65	5988138737	6628 Church St, Eden Prairie, MN, 55389	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416192	CLM	Steven Brooks	1991-05-11	—	3534980855	6614 Camelback Rd, Tampa, FL, 33699	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401219	CLM	Mateo Snyder	1984-08-13	UHC-26840-16	7647397988	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406400	CLM	Andrea Stone	1993-07-09	UHC-78915-54	6978621181	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409991	CLM	Mark Washington	1964-09-02	—	9122515141	4833 Grand Ave, Phoenix, AZ, 85062	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405220	CLM	Nathan X Dixon	1966-02-20	UHC-50338-25	6972138335	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401781	CLM	Brenda Hoffman	1938-12-27	UHC-56523-95	—	9299 Sunset Blvd, Plano, TX, 75078	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-419025	CLM	Gregory Pierce	1951-01-12	UHC-34020-29	—	807 Mesa Dr, Dallas, TX, 75244	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-416602	CLM	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400202	CLM	Isabella Fernandez	1959-07-24	—	2749908588	9875 Forest Ave, Eden Prairie, MN, 55304	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420593	CLM	Beverly Chapman	1975-07-20	UHC-43755-58	6443071954	2771 Lake View Rd, Las Vegas, NV, 89180	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared

3,226 rows, page 49 of 65Previous Next