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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110897	ENR	Judith Hall	1956-02-10	UHC-93719-29	9185581715	8291 Pine Dr, Atlanta, GA, 30324	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-29038	PRV	Jessica Alvarez	1950-03-27	—	7407250663	976 Sunset Blvd, Gilbert, AZ, 85218	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-105795	ENR	Arthur K Meyer	1985-07-06	UHC-06599-74	—	1047 Mountain View Dr, Houston, TX, 77050	0.76	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-405138	CLM	Samantha T Robertson	2000-01-20	UHC-20604-49	3308850380	3875 Ocean Ave, Houston, TX, 77045	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117927	ENR	Carol Owens	1976-05-19	UHC-59852-07	5239866108	2011 Camelback Rd, Phoenix, AZ, 85006	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132475	ENR	Thomas J Butler	1984-05-27	UHC-27322-96	2342784349	7572 Central Ave, Scottsdale, AZ, 85242	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-107966	ENR	Wei S Daniels	2007-10-20	UHC-15768-48	9564522329	9066 Market St, San Diego, CA, 92195	0.76	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-24106	PRV	Danielle Andrews	1952-11-02	—	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-416399	CLM	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-125928	ENR	Jeremy F Kim	1994-04-12	UHC-71137-79	8584277416	8846 Harbor Blvd, Miami, FL, 33185	0.76	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-426788	CLM	Christian Simmons	1990-12-02	—	4748365776	976 Valley View Dr, Mesa, AZ, 85269	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
TPA-60619	TPA	Sharon Richards	1951-01-26	—	8032546192	3206 Valley View Dr, Houston, TX, 77067	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138608	ENR	Jesse J Elliott	1955-12-07	UHC-55100-10	3686205661	2749 Broadway, Fresno, CA, 93703	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+1 more
PRV-25157	PRV	Natalie Miller	1995-01-18	UHC-17934-72	8182611742	9031 Apache Blvd, Scottsdale, AZ, 85210	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27085	PRV	Anna Wagner	1969-02-07	—	3694535865	2838 Main St, Chandler, AZ, 85251	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26411	PRV	Ntaalie Ward	1959-04-17	UHC-22202-45	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52942	TPA	Debra Maldonado	1973-10-14	—	—	1488 Union St, Austin, TX, 78724	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103851	ENR	Randy Nunez	1979-06-01	UHC-77425-69	3379394445	5412 Ocean Ave, Mesa, AZ, 85248	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-140569	ENR	Alexis Olson	2008-02-14	UHC-58648-50	3417042802	9506 Palm Dr, Gilbert, AZ, 85231	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128721	ENR	Robert Wells	1998-08-26	UHC-92831-90	2106076684	6881 Ocean Ave, Nashville, TN, 37279	0.78	Member ID reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
PRV-23156	PRV	Noah Sctot	1995-03-20	—	7635846302	8854 Mountain View Dr, San Diego, CA, 92129	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409249	CLM	Nicholas Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-411913	CLM	Brittany Black	2007-02-26	UHC-23779-92	6009825814	6856 Grand Ave, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-116856	ENR	Hiroshi Perry	1975-08-19	UHC-82204-67	9497919029	8483 Ocean Ave, Los Angeles, CA, 90080	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-421643	CLM	Brenda Smith	1940-04-14	—	—	4140 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101591	ENR	Mateo G Thompsno	2004-02-18	UHC-27611-46	4445013800	4141 Harbor Blvd, Miami, FL, 33153	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-404517	CLM	Henry G Walker	1993-04-15	UHC-68040-52	6929110959	3933 Grand Ave, Tucson, AZ, 85779	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-120004	ENR	Kathryn I Price	1987-02-12	UHC-81209-58	8736981814	5333 Lincoln Way, Plano, TX, 75049	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-110603	ENR	Scott Pena	1993-10-14	UHC-95096-66	2229578212	2019 Oak St, Tucson, AZ, 85798	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-411020	CLM	Amanda Allen	1938-10-14	—	—	3402 Market St, Atlanta, GA, 30316	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416843	CLM	Aaron Castillo	1964-04-27	—	9855393941	1483 Grand Ave, Chandler, AZ, 85215	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-142548	ENR	Bryan I Alvarado	1985-02-05	UHC-99451-22	6874660252	7297 Meadow Ln, Scottsdale, AZ, 85295	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-117919	ENR	Kelly Z Perez	1990-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427742	CLM	Frances Hawkins	1946-01-24	UHC-09314-88	—	1252 Cedar Ln, Fresno, CA, 93711	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432416	CLM	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-100040	ENR	Lauren X Williams	2002-07-08	UHC-33359-92	2732873430	3118 Sunset Blvd, Mesa, AZ, 85293	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-126045	ENR	Marcus H Stone	1945-07-21	UHC-59211-18	9644764570	7056 Pine Dr, Tucson, AZ, 85709	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107185	ENR	Jacob U Castillo	2004-06-04	UHC-15241-86	5928579191	9878 Canyon Rd, Scottsdale, AZ, 85274	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-428868	CLM	Daniel Marshall	1940-12-06	UHC-91743-60	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-100843	ENR	Paul O Webb	1961-06-15	UHC-79986-55	7105535522	2434 Forest Ave, Miami, FL, 33149	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111814	ENR	Kenneth O Walsh	1954-12-20	UHC-66196-23	2326825195	5345 Harbor Blvd, San Antonio, TX, 78278	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-421118	CLM	Jessica U Schmidt	1999-11-07	—	7513869572	1851 River Rd, Houston, TX, 77083	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426164	CLM	Timothy Stevens	2003-10-25	UHC-96853-72	—	6676 River Rd, Miami, FL, 33103	0.78	Member ID reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136087	ENR	Albert Herrera	1940-07-24	UHC-27242-93	3908909930	7097 Camelback Rd, Minneapolis, MN, 55458	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-133053	ENR	Diane S Moore	1940-11-02	UHC-33475-05	4906470638	3407 Desert Sky Blvd, Chandler, AZ, 85296	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111038	ENR	Russell I Santiago	1986-08-22	UHC-79710-30	3942033662	6241 Baseline Rd, Orlando, FL, 32830	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-108808	ENR	Walter Williamson	1959-04-23	UHC-89344-95	5742886457	2703 Sunset Blvd, Glendale, AZ, 85384	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139092	ENR	Elizabeth D Ryn	1990-03-12	UHC-48838-44	9104977778	9835 Park Pl, Eden Prairie, MN, 55370	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-429386	CLM	Madison B Graham	1948-02-25	UHC-92091-04	6534897342	1690 Forest Ave, Glendale, AZ, 85369	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-406133	CLM	Lori A Rodriguez	1941-12-16	—	—	2084 Maple Ave, Gilbert, AZ, 85252	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 138 of 166Previous Next