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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53819	TPA	Vincent Gordon	1973-01-03	—	—	1710 Central Ave, Miami, FL, 33190	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123541	ENR	Thomas Hamilton	1948-05-17	UHC-56407-31	8888782186	3220 Bayshore Dr, Eden Prairie, MN, 55323	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60573	TPA	Jeremy Elliott	1977-09-03	—	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-109243	ENR	Mei H Garza	1963-11-28	UHC-51081-72	2756507022	9484 Indian School Rd, Tucson, AZ, 85707	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129212	ENR	Martha Z Parker	1991-09-26	UHC-73620-42	—	236 Market St, Glendale, AZ, 85347	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-100355	ENR	Carol Arnold	1977-02-16	UHC-08800-13	9288508202	958 Pine Dr, Seattle, WA, 98169	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109293	ENR	Anna Marshall	2004-09-25	UHC-40846-63	7366532932	3775 Sunset Blvd, Minneapolis, MN, 55452	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-110490	ENR	Willie H Castillo	2000-12-12	UHC-06567-10	2608228641	9015 River Rd, Minneapolis, MN, 55454	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113437	ENR	Frances O Diaz	1978-07-05	UHC-39881-92	—	8921 River Rd, Eden Prairie, MN, 55375	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21232	PRV	Bell M Emily	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62883	TPA	Luis Gray	2000-03-07	—	—	1486 Willow Ct, Denver, CO, 80216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100767	ENR	Janice P Kelley	1961-05-25	UHC-15572-90	4836541592	5743 Pine Dr, Los Angeles, CA, 90036	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421229	CLM	Sharon Reynolds	1980-02-01	UHC-55069-69	5148055266	653 Ocean Ave, San Diego, CA, 92167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60449	TPA	Wei Powell	1941-11-23	—	7154287219	4263 Cedar Ln, Glendale, AZ, 85343	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-402550	CLM	Jordan Porter	1970-07-21	UHC-35270-91	—	214 Washington St, Los Angeles, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-422761	CLM	Paul L King	1938-01-15	—	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426372	CLM	Sharon Salazar	1961-01-18	—	3908660416	1694 Mesa Dr, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-132667	ENR	Santiago Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417995	CLM	Adam Lewis	1977-05-17	UHC-06334-32	—	5302 Indian School Rd, Austin, TX, 78729	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419713	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139868	ENR	Ethan V Chen	1984-03-24	UHC-45491-20	5746985275	5723 River Rd, Nashville, TN, 37277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424108	CLM	Omar Ferguson	1950-11-04	UHC-22742-24	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130155	ENR	Randy B Reid	1997-10-25	UHC-02401-36	4467916031	6483 Highland Ave, Austin, TX, 78720	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430906	CLM	Eugene Edwards	1968-07-25	UHC-48436-70	8592826276	4403 Highland Ave, Plano, TX, 75001	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107033	ENR	Carolyn T Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA, 95874	0.64	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-424004	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424005	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56734	TPA	Timothy Weber	1954-08-04	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409560	CLM	Andrew L Bennett	1959-07-03	UHC-25240-08	—	7099 Cedar Ln, Las Vegas, NV	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-100061	ENR	Brenda W Phillips	1942-09-21	UHC-53605-63	3483369303	2925 Bayshore Dr, Plano, TX, 75019	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-143001	ENR	Maria D Fields	1944-03-23	UHC-29736-44	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61687	TPA	Evelyn Palmer	1997-04-03	—	—	8011 Church St, Tucson, AZ, 85758	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129328	ENR	Rios Ralph	1958-09-16	UHC-33129-05	2778450487	9132 Desert Sky Blvd, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420289	CLM	Sarah Hall	1963-09-18	—	7335977930	7399 Park Pl # 381, Gilbert, AZ, 85205	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
ENR-109260	ENR	Lucia Gray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC	0.64	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-130607	ENR	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-432351	CLM	Julie Hall	1956-08-14	—	—	1783 Union St, Jacksonville, FL, 32202	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-23899	PRV	Debra Andrews	1954-06-12	UHC-65044-44	9074490704	6835 Jefferson Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27663	PRV	Charlotte H Harrison	1984-07-09	UHC-95450-37	6477884467	6728 Elm St, Seattle, WA, 98198	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124669	ENR	Gary K Burns	1967-01-03	UHC-46900-65	9867391788	6344 Desert Sky Blvd, Jacksonville, FL, 32289	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24921	PRV	Helen Mejia	1987-01-20	—	9608719395	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134446	ENR	Priya McDonald	1948-12-07	UHC-32075-50	2392296956	4674 River Rd, Orlando, FL, 32844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24794	PRV	Omar Robertson	1968-09-14	UHC-90322-30	7823638544	3455 Meadow Ln, Seattle, WA, 98178	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413659	CLM	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430964	CLM	Luis Butler	1948-01-28	UHC-19301-15	—	7243 Sunset Blvd, Tampa, FL, 33671	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410272	CLM	Joshua Cook	1959-11-20	UHC-57439-68	—	352 Apache Blvd, Tucson, AZ, 85785	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29218	PRV	Valentina Castillo	1975-01-19	—	—	2097 Sunset Blvd, San Antonio, TX, 78268	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-112346	ENR	Lori Graham	1968-06-02	UHC-89319-70	8098483852	4806 Palm Dr, Jacksonville, FL, 32211	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426010	CLM	Brenda Lee	1955-11-20	UHC-79610-84	3389901135	1869 Cedar Ln, Houston, TX, 77051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62221	TPA	Sofia Arnold	1973-09-13	UHC-41265-38	—	423 Market St, Sacramento, CA, 95843	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

16,828 rows, page 180 of 337Previous Next