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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142324	ENR	Joseph O Davis	2006-06-06	UHC-17649-21	2759515820	8059 Grand Ave, Scottsdale, AZ, 85220	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101803	ENR	Wei Davis	1986-01-07	UHC-37408-64	—	5765 Grand Ave, Los Angeles, CA, 90006	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-118182	ENR	Carlo F Rodriguez	1988-03-21	UHC-06063-90	5852069866	1060 Washington St, Tempe, AZ, 85251	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122031	ENR	Cheryl Butler	—	UHC-37634-84	—	5797 Cedar Ln, Orlando, FL, 32848	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-27240	PRV	Jose F Ford	—	—	8933759581	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Middle initial moved out of first name Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-405049	CLM	Timothy Lopez	—	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431121	CLM	Bradley G Clark	—	—	4464295367	1924 Sage Ct Apt 17, Tampa, FL	0.38	Date of birth unreadable Phone reformatted Unit split from street State name converted to code+3 more
ENR-103528	ENR	Emily Roberts	2006-06-27	UHC-37593-70	—	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-117957	ENR	Karen Luna	1909-04-10	UHC-61000-68	2092799432	4710 Sage Ct # 101, Los Angeles, CA, 90031	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415653	CLM	Christine Valdez	1942-10-24	UHC-97505-59	—	220 Pine Dr, Seattle, WA, 98107	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54483	TPA	Mateo T Harrsi	1943-12-06	—	—	7925 Lincoln Way, Tucson, AZ, 85782	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-409866	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd Apt 35, Charlotte, NC, 28223	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142566	ENR	Linda Hawkins	2003-08-25	UHC-13331-05	4353771048	9606 Oak St, Tempe, AZ, 85276	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26787	PRV	Wayne Watkins	1997-09-27	UHC-85364-47	3693959993	2153 Ocean Ave # 670, Seattle, WA, 98130	0.38	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-110023	ENR	KJunk	1980-08-22	UHC-49536-51	9782780081	5676 Pine Dr, Eden Prairie, MN, 55349	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-419690	CLM	Charles Ray	1954-11-10	—	—	8155 Harbor Blvd, Mesa, AZ, 85282	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60741	TPA	Omar Perez	1976-02-05	—	2689089198	5497 Canyon Rd Apt 34, Las Vegas, NV, 89146	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
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
ENR-107067	ENR	Zachary J Berry	1973-01-01	UHC-88160-93	6592567839	9420 Spring St, Houston, TX, 77094	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116236	ENR	Catherine Y Jamse	1988-09-11	UHC-83902-40	—	6878 Ridge Rd, Austin, TX, 78756	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426981	CLM	Debra Moore	2001-07-06	UHC-69722-62	—	2923 Washington St, Glendale, AZ	0.38	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410844	CLM	Albert O Santos	1985-08-12	—	6659790940	2953 Union St, Chandler, AZ, 85221	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403019	CLM	Nancy S Vazquez	1967-08-27	UHC-61543-39	—	4030 Maple Ave Apt 21, Scottsdale, AZ, 85207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+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-127677	ENR	Robert Guerrero	1949-03-04	UHC-68316-58	3594343389	1020 Washington St, Orlando, FL	0.38	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-108540	ENR	Jordan V Garcia	1983-04-26	UHC-92335-51	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20686	PRV	Sean K Jenkins	1946-04-18	—	—	2326 Desert Sky Blvd, Chandler, AZ	0.38	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
ENR-127902	ENR	Elizabeth L Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd Apt 35, Mesa, AZ, 85274	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26434	PRV	Carl F Santos	—	—	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.38	Date of birth missing Street suffix standardised Address re-cased State name converted to code+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-408131	CLM	Isabella Stephens	—	UHC-87565-33	—	7416 Lincoln Way, Gilbert, AZ, 85296	0.38	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-419389	CLM	Shirley Gutierrez	—	—	—	2473 Willow Ct, San Antonio, TX, 78276	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
ENR-116330	ENR	Judy K Jimenez	—	UHC-73726-15	3739974886	2760 Mesa Dr, Gilbert, AZ, 85297	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55834	TPA	Willie Hicks	1962-04-17	UHC-95705-04	—	5869 Lincoln Way, Los Angeles, CA, 90031	0.38	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+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
PRV-27706	PRV	Richard Espinoza	1957-05-16	—	—	2683 Mesa Dr, Seattle, WA, 98161	0.38	Two-digit birth year Street suffix standardised Address re-cased City re-cased+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-126348	ENR	Debra Coleman	1972-03-28	UHC-55489-25	5452817895	6947 Ocean Ave, Tempe, AZ	0.38	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423084	CLM	Ana Knight	1992-08-10	UHC-00835-26	—	4791 Harbor Blvd, Glendale, AZ	0.38	Name re-cased Two-digit birth year 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
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
CLM-422061	CLM	George R Mason	—	—	—	4247 Desert Sky Blvd, Charlotte, NC	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+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
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+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-111892	ENR	Anna J Allen	1977-07-07	UHC-01802-26	—	4429 Mesa Dr Apt 26, Tempe, AZ, 85289	0.38	Date of birth reformatted Unit split from street 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
ENR-134632	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	5417821079	3903 Elm St, Miami, FL, 33149	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more

9,084 rows, page 13 of 182Previous Next