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
CLM-422797	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53004	TPA	Nick Freeman	1983-04-22	—	3909305256	3594 Baseline Rd # 651, Scottsdale, AZ, 85294	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-408222	CLM	Sarah Spencer	2001-06-11	—	7296822004	1763 Ridge Rd Apt 17, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-143087	ENR	Virginia Guerrero	1939-07-02	UHC-49764-58	—	7836 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127836	ENR	Randy Carlson	1948-01-28	UHC-66217-85	3114600537	9624 Baseline Rd, Dallas, TX	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-410089	CLM	Aisha Chen	1944-10-03	—	7409994529	5831 Sage Ct, Sacramento, CA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-137660	ENR	Betty Rodriguez	2008-01-02	UHC-69967-28	8284575874	1339 Spring St, Plano, TX, 75083	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138555	ENR	Beverly T Garrett	1958-12-03	UHC-81988-70	9237699337	3178 Baseline Rd, Chandler, AZ, 85295	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429879	CLM	Julie Pena	1994-12-14	—	—	9289 Ridge Rd, Atlanta, GA, 30309	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123306	ENR	Sophia B Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd # 553, Mesa, AZ, 85258	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142863	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr # 634, Seattle, WA, 98128	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410113	CLM	Gerald Chavez	—	UHC-99698-91	4268273256	6886 Central Ave, Seattle, WA, 98186	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23288	PRV	Eugene Welch	1972-12-05	UHC-25678-60	4159587929	6531 Jefferson Ave, Scottsdale, AZ, 85291	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-56748	TPA	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX	0.38	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-432411	CLM	Edward Michell	2000-06-12	UHC-60479-18	—	6374 Park Pl, Mesa, AZ, 85219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-411819	CLM	Christina Mendoza	1999-08-17	UHC-20663-15	—	4058 Washington St, Tempe, AZ, 85259	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110536	ENR	Evelyn Griffin	—	UHC-10238-52	9017996349	5030 Market St Apt 32, Columbus, OH, 43269	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-101689	ENR	Kelly K James	1949-07-15	UHC-76653-03	4899169112	1768 Maple Ave # 797, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-57994	TPA	Victoria I Peterson	2004-03-17	—	—	3004 Valley View Dr, Dallas, TX, 75229	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114047	ENR	David W Bruoks	1969-07-04	UHC-65781-99	2547589030	974 Cedar Ln, Gilbert, AZ, 85202	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412305	CLM	Sharon Davis	—	—	5394251076	5576 Highland Ave, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-128781	ENR	Katherine Garrett	1995-02-20	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106238	ENR	Dan Butler	—	UHC-11269-20	4737956765	5515 Maple Ave, Las Vegas, NV	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-117763	ENR	Kelly Kelly	1943-06-14	UHC-69020-57	7734348112	8272 Oak St, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28987	PRV	Ahmed Freeman	1940-09-12	—	—	1848 Pine Dr Apt 28, Las Vegas, NV, 89180	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120218	ENR	Pamela O Phillips	1968-06-17	UHC-46853-39	6889559998	6594 Maple Ave, Columbus, OH, 43262	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-409125	CLM	Jennifer Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-131188	ENR	Jerry Moore	1945-05-22	UHC-78611-44	2328302156	200 Hillcrest Rd, Mesa, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413411	CLM	Vincent Thompson	2006-03-08	UHC-83627-93	3845579728	3650 Sage Ct, Charlotte, NC, 28271	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116214	ENR	Terry W Richards	1989-11-18	UHC-99279-22	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-424983	CLM	Marilyn James	1952-06-17	UHC-01639-27	—	1285 Palm Dr, Glendale, AZ, 85367	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-115585	ENR	Jason W Robinson	—	—	5295219982	3577 Lake View Rd Apt 37, Atlanta, GA, 30390	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-117194	ENR	Michelle F Welch	1941-01-07	UHC-89617-03	8344991463	2623 Mesa Dr, San Diego, CA	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25412	PRV	Bruce Olson	1938-06-21	UHC-09197-07	—	2751 Ridge Rd, Seattle, WA, 98165	0.38	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+3 more
CLM-431969	CLM	Randy Foster	2000-01-18	UHC-46657-20	—	8906 Palm Dr, Denver, CO, 80215	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111314	ENR	Joshua Holmes	1977-04-20	UHC-28099-06	7197086582	2964 Bayshore Dr, Mesa, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53407	TPA	Gabriel Washington	1964-10-07	—	—	7013 Spring St Apt 7, Mesa, AZ, 85252	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125372	ENR	Danielle I Brooks	2006-01-25	UHC-25272-64	—	533 Maple Ave, Scottsdale, AZ, 85253	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-131757	ENR	Emma G Santtos	—	UHC-89792-57	—	8719 Union St, Las Vegas, NV, 89134	0.38	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+3 more
TPA-62863	TPA	Donna Carpenter	1983-09-12	—	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-132300	ENR	Philip H Willis	1968-02-27	UHC-00426-62	—	8286 Bayshore Dr, Seattle, WA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108522	ENR	Chris L Johnsn	1960-01-06	UHC-97353-14	6145329270	6104 Camelback Rd, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119093	ENR	Melisssa G Gardner	1973-10-22	UHC-62350-59	—	3643 Main St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-101971	ENR	Anna M Sanchez	1964-01-06	UHC-55023-31	4823316465	879 Palm Dr Apt 5, Austin, TX, 78728	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-124877	ENR	Lisa B Alvarado	2003-02-13	UHC-98004-22	—	1804 Mesa Dr, Tampa, FL	0.38	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-400767	CLM	Judith Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd # 177, Las Vegas, NV	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410563	CLM	Mei Nelson	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd # 558, San Antonio, TX, 78263	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404041	CLM	Bruce Meyer	1964-03-22	UHC-94064-25	—	1979 Jefferson Ave # 151, Houston, TX, 77031	0.38	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-58741	TPA	Jordan Siims	1955-01-18	—	—	9287 Main St Apt 25, Austin, TX	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP missing+3 more
TPA-50224	TPA	Evelyn Rodriguez	1946-12-04	—	—	3046 Spring St, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more

9,980 rows, page 11 of 200Previous Next