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

All sources, 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
ENR-130164	ENR	Frances Carroll	1989-03-06	UHC-86577-10	3067721538	9203 Ridge Rd, Jacksonville, FL, 32203	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
PRV-29417	PRV	Ronald Ford	1963-10-11	—	3682391657	2253 Lake View Rd, Columbus, OH, 43254	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-29289	PRV	Matthew Graham	1962-06-15	—	9539710478	5330 Union St, Nashville, TN, 37248	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407247	CLM	Grace Hayes	1964-09-27	—	—	4935 Apache Blvd, Orlando, FL, 32804	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409638	CLM	Peter Herrera	1941-07-16	UHC-90166-98	6327226920	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430814	CLM	Mark Phillisp	1983-11-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52795	TPA	Megan Bakar	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427210	CLM	Rachel C Flores	2006-02-05	—	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407681	CLM	Megan Carr	1962-08-16	—	8856608089	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-100907	ENR	Melissa H Espinoza	1953-11-24	UHC-88231-39	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased
ENR-122849	ENR	Janice Fernandez	1979-03-16	UHC-33628-35	5879127441	5641 Mountain View Dr, Minneapolis, MN, 55400	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased
ENR-117324	ENR	John G Hall	1973-11-28	UHC-43815-28	9509562881	1790 Church St, Columbus, OH, 43243	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased
CLM-415952	CLM	Madison D Bryant	2006-08-09	UHC-66554-95	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-120768	ENR	Omer Lawrence	1940-02-24	UHC-66918-88	2519810315	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-110357	ENR	Brittany Hanson	1987-03-01	UHC-70538-62	7057193635	3437 Valley View Dr, Fresno, CA, 93721	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
CLM-432777	CLM	Nicole Robertson	1982-10-04	UHC-44037-37	5569981750	70 Lake View Rd, Nashville, TN, 37276	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-103672	ENR	Olivia Chapman	1975-01-18	UHC-16038-21	6167377091	9683 Market St, Eden Prairie, MN, 55397	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-417369	CLM	Gary Hunt	1959-05-19	UHC-01749-02	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54157	TPA	Donald Valdez	1994-07-24	—	7849260706	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408694	CLM	Jerry Lee	2002-06-25	—	—	8472 Main St, Mesa, AZ, 85202	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408403	CLM	Patricia Castillo	1997-02-10	UHC-69535-07	6466022448	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423600	CLM	Amy I Myers	1950-09-21	UHC-78281-86	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-126827	ENR	Mary K Murphy	1982-11-27	UHC-23138-43	9606471419	9422 Main St, Glendale, AZ, 85366	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
CLM-414388	CLM	Carl Vasquez	2000-10-08	UHC-28618-98	3964821958	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417585	CLM	Danielle Ferguson	1985-10-12	UHC-82532-02	3176692769	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22184	PRV	Eric L Palmer	1964-11-24	UHC-87376-84	7423225171	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63110	TPA	Christine Moore	1954-06-10	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-56052	TPA	Catherine B Estrada	1985-11-03	UHC-58863-99	—	2694 Canyon Rd, Los Angeles, CA, 90063	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58838	TPA	Evelyn Delgado	1961-10-05	UHC-46372-43	3543686826	495 Church St, Plano, TX, 75074	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-62692	TPA	Gregory Pena	1944-04-24	—	5237698601	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60576	TPA	Kyle Cruz	1947-05-02	—	—	2342 Church St, Jacksonville, FL, 32226	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415137	CLM	Andrea Murphy	1945-01-11	UHC-49868-20	5366654368	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-126685	ENR	Diana I Davis	1957-08-11	UHC-59686-02	8876249056	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416844	CLM	Nicholas Castillo	1963-08-07	UHC-57647-09	6615182096	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417443	CLM	Carolyn H Guzman	1967-06-08	UHC-42076-73	4613107599	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-101683	ENR	Anthony J Johnson	1959-04-12	UHC-45200-53	7618773686	4195 Meadow Ln, Orlando, FL, 32872	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411204	CLM	Helen Robinson	1996-03-10	UHC-80098-32	6532054941	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25484	PRV	Maria Harper	1941-06-14	—	8067183814	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64063	TPA	Danielle Wang	1941-08-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23443	PRV	Cynthia P Elliott	1961-02-13	—	8385030086	8657 Mountain View Dr, San Diego, CA, 92172	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418530	CLM	Susan H Waang	2008-01-18	UHC-69643-70	—	8465 Pine Dr, Austin, TX, 78727	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20944	PRV	Samuel V Santiago	1981-08-01	UHC-16102-10	3854959264	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-129472	ENR	Austin Wagner	1992-06-26	UHC-27051-63	7307084239	5340 Central Ave, Las Vegas, NV, 89148	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
TPA-52659	TPA	Barbara Mejia	1972-11-14	UHC-89568-77	6926701904	132 Canyon Rd, Glendale, AZ, 85385	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-404725	CLM	Robert Brooks	1945-01-05	UHC-21063-19	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27360	PRV	Ashley Moore	1966-04-16	—	2739035923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27359	PRV	Ashley Moore	1966-04-16	—	2739035923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24514	PRV	Brandon Rivera	1991-04-07	UHC-19255-33	7735521965	5041 Jefferson Ave, Glendale, AZ, 85328	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414537	CLM	Joyce Tran	1939-04-24	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-412580	CLM	Shirley Sanchez	1948-12-12	—	2574594279	5839 Apache Blvd, Fresno, CA, 93740	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

9,980 rows, page 174 of 200Previous Next