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-137450	ENR	Snyder H Carolyn	1967-06-26	UHC-76043-35	4036917212	9463 Hillcrest Rd, Eden Prairie, MN, 55391	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421445	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421446	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400010	CLM	Ray Walsh	1951-11-03	UHC-09175-90	—	764 Baseline Rd, Seattle, WA, 98198	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-107259	ENR	Larry Kim	1988-06-21	UHC-54455-56	6335073010	3283 Church St, Atlanta, GA, 30373	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118050	ENR	Butler Sara	1957-12-03	UHC-52657-16	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418782	CLM	Wei Ramos	1994-12-25	UHC-46923-40	4415881085	5493 Elm St, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426745	CLM	Brenda Butler	1947-12-28	—	—	3051 Church St, Los Angeles, CA, 90027	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-137605	ENR	Jesse H Wilson	1996-10-24	UHC-96437-49	8188205461	7802 Camelback Rd, Seattle, WA, 98157	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120885	ENR	Brittany Knight	1941-02-07	UHC-00515-04	6724832008	9018 Maple Ave, Orlando, FL, 32882	0.50	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-407356	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427971	CLM	Hannnah Bell	1960-01-21	—	9192858875	9030 Market St, Plano, TX, 75019	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127127	ENR	Theresa Murray	1974-08-13	UHC-57458-89	6309309580	7975 Hillcrest Rd Apt 9, San Diego, CA, 92157	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134462	ENR	Helen W Munoz	1951-03-02	UHC-11640-38	9525843712	6368 Washington St, Gilbert, AZ, 85263	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23391	PRV	Kimberly Y Vazquez	1959-02-18	UHC-98212-72	9035527908	7007 Church St, Mesa, AZ, 85246	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124490	ENR	Douglas F Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St, Orlando, FL, 32814	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133327	ENR	Nancy Gybson	—	UHC-33101-19	5344699459	8766 Indian School Rd, Las Vegas, NV, 89149	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120514	ENR	Lori Roberts	1999-01-04	UHC-78605-17	3614702211	9741 Canyon Rd, Houston, TX, 77071	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-423893	CLM	Carol Riley	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29245	PRV	Abigail I Ruiz	1976-09-10	—	9563680218	5194 Lake View Rd # 322, Miami, FL, 33132	0.50	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-413134	CLM	Marilyn Aguilar	1989-02-22	—	—	4665 Baseline Rd, Chandler, AZ, 85235	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
CLM-416819	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416818	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131805	ENR	Jack K Mendez	1985-06-04	UHC-80621-12	4685754652	9614 Highland Ave, Jacksonville, FL, 32275	0.50	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-418220	CLM	Stephen Brown	1992-11-14	—	—	2974 Baseline Rd, Austin, TX, 78743	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-29430	PRV	John Luna	1982-01-25	UHC-17026-93	5198173775	2837 Jefferson Ave, Mesa, AZ, 85294	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110138	ENR	Ann G Murray	1986-04-18	UHC-04228-65	2434482550	847 Maple Ave, Sacramento, CA, 95852	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105484	ENR	Dylan C Hawkins	2003-12-21	UHC-82949-45	3616235078	5395 Lincoln Way Apt 7, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21985	PRV	Janice K Alexander	2008-05-23	—	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21720	PRV	Elliott N Karen	1970-11-18	UHC-05863-63	7813543310	7428 Forest Ave, San Antonio, TX, 78201	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52078	TPA	Nicole Bowman	1978-12-16	—	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419332	CLM	Gregory F James	1971-03-22	UHC-64701-90	—	669 Desert Sky Blvd, San Antonio, TX, 78294	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125780	ENR	Gerald Z Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX, 77008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108009	ENR	Amber M Valdez	—	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-118586	ENR	Rebecca J Perry	1949-08-01	UHC-79876-19	9408142686	2918 River Rd, Seattle, WA, 98123	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124266	ENR	Garry U Perez	1980-08-18	UHC-00936-29	4456895197	5936 Park Pl, Tempe, AZ, 85298	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24022	PRV	Marcus West	1999-09-26	—	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51383	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120018	ENR	Susan Padilla	1965-01-07	UHC-62689-06	2208911043	8745 Cedar Ln, Glendale, AZ, 85368	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102159	ENR	Olivia F Carter	—	UHC-78576-01	6749328978	7159 Desert Sky Blvd, San Antonio, TX, 78229	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418592	CLM	Catherine Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125620	ENR	Alice Delgado	1984-09-11	UHC-45437-56	6254210445	6296 Washington St Apt 18, Minneapolis, MN, 55489	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23795	PRV	Jason Wang	1942-07-04	UHC-43783-35	5354319408	1287 Harbor Blvd # 201, Los Angeles, CA, 90011	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50332	TPA	Douglas Morales	1952-08-19	—	9172454353	2023 Maple Ave, Gilbert, AZ, 85226	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114940	ENR	Mary Fields	1941-09-09	UHC-14826-97	—	6672 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-132015	ENR	Fatima Y Stephens	1995-07-04	UHC-06221-64	2644475759	1103 Main St, Sacramento, CA, 95862	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114643	ENR	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-25049	PRV	Juan McCoy	1958-08-17	UHC-62486-62	—	8094 Market St, Chandler, AZ, 85237	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137058	ENR	James Aguilar	1963-09-23	UHC-21148-68	6619012532	1987 Sage Ct # 638, Columbus, OH, 43278	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25976	PRV	Valentina Nguyen	1947-05-01	—	2429708424	8410 Sunset Blvd, Columbus, OH, 43270	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,263 rows, page 33 of 166Previous Next