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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132783	ENR	Michelle Collins	1952-06-16	UHC-23487-77	—	498 Valley View Dr, Austin, TX, 78735	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
CLM-408921	CLM	Christina Gonzales	1963-11-26	UHC-49127-77	—	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-29488	PRV	Harold Fields	1977-12-15	UHC-15310-75	5677196437	3836 Indian School Rd, Tempe, AZ, 85201	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430549	CLM	Rachel Griffin	1997-03-14	UHC-52956-07	—	8748 Hillcrest Rd, Atlanta, GA, 30390	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-103083	ENR	Anthony Brooks	1992-02-12	UHC-38979-10	8259102437	9264 Indian School Rd, Tempe, AZ, 85265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118309	ENR	Sarah Burns	1957-05-23	UHC-70818-69	9627167220	2920 Hillcrest Rd, Sacramento, CA, 95834	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142819	ENR	Santos F Elizabath	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112703	ENR	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-419712	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127116	ENR	Sandra H Bell	1952-11-28	UHC-70265-57	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-61538	TPA	Douglas Edwards	1960-12-22	—	7007170680	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-411437	CLM	Arthur George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-420499	CLM	Charlotte Sanders	1978-04-13	—	7098248985	2361 Willow Ct, Eden Prairie, MN, 55354	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56391	TPA	Sandra Guzman	1941-03-22	—	3099403596	1098 Central Ave, Chandler, AZ, 85241	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107286	ENR	Gary Vega	2006-02-20	UHC-86681-75	5002156966	2281 Grand Ave, San Diego, CA, 92156	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134123	ENR	Brandon Hayes	1971-06-09	—	2987445210	8682 Ridge Rd # 257, Nashville, TN, 37287	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-28685	PRV	Christine Moore	1954-06-10	—	9244275063	8018 Maple Ave, Scottsdale, AZ, 85267	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413526	CLM	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr, Houston, TX, 77014	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-123870	ENR	Bobby J Banks	1976-05-12	UHC-35737-64	4622759381	5703 Valley View Dr Apt 18, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-142126	ENR	Catherine O Allen	1954-03-19	UHC-76664-88	2056882186	9190 Harbor Blvd, San Antonio, TX, 78235	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-132322	ENR	Scott M Singh	2006-10-16	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
CLM-405599	CLM	Madison Simmons	1970-06-11	UHC-47808-51	6113802927	1841 Lake View Rd, Sacramento, CA, 95862	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-58082	TPA	Camila Ramos	1952-05-01	—	3156815432	8909 Market St, Charlotte, NC, 28213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408215	CLM	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-61619	TPA	Gloria Alvarez	1956-09-04	—	4842154398	6186 Ocean Ave, Denver, CO, 80241	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101985	ENR	Gloria Y Garza	1958-08-07	UHC-83157-69	—	6584 Mountain View Dr, Tampa, FL, 33624	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124459	ENR	Doris G Hernandez	1957-01-06	UHC-83598-54	2619738857	677 Willow Ct, Tempe, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131747	ENR	Nicole L Hamilton	1984-12-11	UHC-96718-86	—	2794 Bayshore Dr, Nashville, TN, 37271	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-130902	ENR	Bruce Weber	1975-02-03	UHC-97519-16	3083029179	673 Sunset Blvd, Eden Prairie, MN, 55311	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-56493	TPA	Carl Watson	1947-06-14	—	—	7251 Washington St, Seattle, WA, 98189	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+2 more
TPA-60064	TPA	Angela D Carlson	1968-09-22	—	7955642339	4333 Church St, Seattle, WA, 98134	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128336	ENR	Henry C Jones	1953-11-17	UHC-15963-28	9195136393	2709 Market St, San Antonio, TX, 78213	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410134	CLM	Andrew Little	1972-07-06	UHC-11547-97	3903531535	7344 Oak St, Chandler, AZ, 85276	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108604	ENR	Nick T Larson	1993-08-09	UHC-90661-50	9236882186	9895 Sunset Blvd, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-52303	TPA	Megan Watkins	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA, 92132	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133695	ENR	George P Walker	1972-09-24	UHC-24290-02	5023135191	6940 Valley View Dr, Scottsdale, AZ, 85207	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119571	ENR	Ryan M Daniels	1949-03-16	UHC-67026-83	—	2759 Bayshore Dr, Glendale, AZ, 85331	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-406689	CLM	Charles Larson	2003-10-06	UHC-12794-92	6864622790	1567 River Rd, Austin, TX, 78791	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61209	TPA	Isabella Rede	1960-09-07	—	—	7712 Jefferson Ave, Tempe, AZ, 85212	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20574	PRV	Sarah D Grant	1999-01-04	—	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56088	TPA	Kyle Medina	1968-03-11	—	7253630271	7906 Ridge Rd, San Diego, CA, 92149	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22825	PRV	Scott Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429963	CLM	Betty Q Sandoval	1944-09-25	—	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-26663	PRV	John Reeys	1952-07-07	—	6804201368	5780 Jefferson Ave, Plano, TX, 75082	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-141201	ENR	Logan Porter	1973-10-07	UHC-52604-17	—	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103907	ENR	Willie V Woods	2001-02-18	UHC-13925-39	9468977509	6332 Broadway, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-128397	ENR	Katherine M Garza	1977-12-13	UHC-34249-92	3798157969	910 Lincoln Way, Tampa, FL, 33644	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

6,661 rows, page 64 of 134Previous Next