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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136292	ENR	Ann D Lynch	1940-08-02	UHC-25951-49	9643619420	4782 Camelback Rd, Austin, TX, 78741	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-412691	CLM	Ralph U Weaver	1945-03-16	UHC-96928-89	—	2447 Washington St, Orlando, FL, 32886	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-129942	ENR	Betty Gardner	1964-04-20	UHC-30425-67	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-132675	ENR	Thomas Sanchez	1943-03-28	UHC-02366-75	5487895912	9360 Highland Ave, Jacksonville, FL, 32229	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-101401	ENR	Wei Q Richardson	2004-10-15	UHC-37687-05	9159586458	5601 Oak St, San Diego, CA, 92121	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
TPA-50579	TPA	Angela Myers	2003-01-09	—	—	3652 Oak St, Jacksonville, FL, 32238	0.78	Date of birth reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-106858	ENR	Victoria Hawkins	1973-05-10	UHC-52836-55	7752165799	3400 Baseline Rd, Houston, TX, 77040	0.78	Email lower-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-411565	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121143	ENR	Maria Perkins	1995-02-15	UHC-53880-79	9319825347	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-111673	ENR	Rebecca K Roberts	1981-03-07	UHC-71907-16	8424824889	7070 Jefferson Ave, San Antonio, TX, 78293	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-123567	ENR	Scott H Kelley	1946-12-18	UHC-55410-23	6769185708	8103 Ridge Rd, Gilbert, AZ, 85245	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102654	ENR	Brandon Y Scott	1987-05-08	UHC-44282-88	7073466589	7043 Forest Ave, Denver, CO, 80204	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-109925	ENR	Jonathan J Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
CLM-418668	CLM	Kenneth Stephens	2000-10-23	UHC-04652-94	6348161951	2225 Willow Ct, Miami, FL, 33147	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-424809	CLM	Ann X Murphy	1939-06-17	UHC-58244-17	7748950284	5847 Park Pl # 513, Eden Prairie, MN, 55381	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-416344	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	—	6908 Pine Dr, Tampa, FL, 33655	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-416343	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	—	6908 Pine Dr, Tampa, FL, 33655	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-115278	ENR	Amanda Hansen	1968-12-11	UHC-53647-10	3928298480	3172 Forest Ave, Los Angeles, CA, 90073	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-115393	ENR	Frank P Cook	1975-10-03	UHC-59565-50	7918801915	3893 Canyon Rd, Scottsdale, AZ, 85234	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403832	CLM	Jaacob W Burke	1963-06-07	UHC-45904-82	—	4350 Highland Ave, Chandler, AZ, 85258	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-131481	ENR	Patricia Gibson	2002-06-06	UHC-43497-48	3894389925	9178 Cedar Ln, Denver, CO, 80281	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-419559	CLM	Harper F Wayne	1964-10-28	UHC-30787-33	—	—	0.78	Member ID reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-430407	CLM	Denise U Stevens	1970-11-16	UHC-98801-28	4665565436	7600 Mountain View Dr, Houston, TX, 77053	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
TPA-62167	TPA	Anthony Oliver	1962-09-24	—	—	697 Meadow Ln Apt 9, Phoenix, AZ, 85026	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-115866	ENR	Nicole Pena	1991-09-09	UHC-03671-49	—	294 Lincoln Way, Tempe, AZ, 85264	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
CLM-426378	CLM	John Padilla	1991-03-22	UHC-53391-76	—	6058 Ocean Ave, Tucson, AZ, 85798	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-117511	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave, San Diego, CA, 92129	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407592	CLM	Kyle L Jordan	1983-08-28	UHC-37874-23	—	794 Mountain View Dr, Tempe, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-114001	ENR	Michael B Lopez	1963-01-09	UHC-95603-42	6502907866	578 Willow Ct, Houston, TX, 77082	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64231	TPA	Bobby Simpson	1961-07-27	—	5796655691	133 River Rd, Dallas, TX, 75257	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
ENR-132724	ENR	Mark O Weber	2004-03-02	UHC-65837-43	3589842492	7694 Central Ave, Scottsdale, AZ, 85219	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-403020	CLM	Willie Woods	2001-02-18	—	—	6332 Broadway, Phoenix, AZ, 85019	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-115382	ENR	Denise U Reid	2001-09-24	UHC-33235-06	5277088759	9368 Union St, Los Angeles, CA, 90003	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
CLM-410467	CLM	Nicole L Munoz	2006-06-19	UHC-35202-88	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-428946	CLM	Pamela Baker	1947-03-10	UHC-97391-25	—	8610 Baseline Rd, Dallas, TX, 75212	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-127998	ENR	Alan Lynch	1993-06-03	UHC-34481-19	8462609334	8507 Bayshore Dr, Tampa, FL, 33662	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-140739	ENR	Sarah S Dunn	1966-04-16	UHC-26514-98	—	4136 Grand Ave, Dallas, TX	0.78	Date of birth reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-429570	CLM	Justin K Matthews	2008-02-18	UHC-38023-50	—	5546 Maple Ave, Charlotte, NC, 28255	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-401884	CLM	Sean Ramirez	2007-05-18	UHC-19509-62	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-62631	TPA	Meissa Valdez	1958-04-10	UHC-92566-61	—	1948 Lincoln Way # 128, Fresno, CA, 93740	0.78	Member ID reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-113656	ENR	Jeffrey Matthews	2003-03-07	UHC-39973-98	7614659373	7044 Washington St, Phoenix, AZ, 85005	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-121801	ENR	John A Le	1996-12-16	UHC-05048-09	6287645364	505 Bayshore Dr, Nashville, TN, 37238	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115153	ENR	Carl V McCyo	2008-07-20	UHC-90578-64	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-119264	ENR	Betty Wang	1946-11-24	UHC-05294-81	4696063750	305 Indian School Rd, Miami, FL, 33189	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-60035	TPA	Ana N Gilbert	1979-03-17	—	3386953263	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-411927	CLM	Kimberly Le	1994-11-24	—	—	3232 Mountain View Dr, Dallas, TX, 75272	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-425250	CLM	Ethan S Sims	1969-05-08	—	—	6288 Elm St # 903, Plano, TX, 75005	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-100069	ENR	Eric Adams	1945-11-05	UHC-64624-75	7424805248	5655 Lake View Rd, Denver, CO, 80226	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-100326	ENR	Helen M Jackon	1947-10-24	UHC-17942-51	5565239658	3115 Willow Ct, Gilbert, AZ, 85270	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-136953	ENR	Brian Luna	1979-03-15	UHC-21049-01	6899739461	8122 Maple Ave # 757, Eden Prairie, MN, 55367	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more

3,278 rows, page 43 of 66Previous Next