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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426758	CLM	Angela O Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr, Jacksonville, FL, 32248	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429440	CLM	Timothy Jacobs	1971-04-01	UHC-40832-18	—	507 Bayshore Dr, Sacramento, CA	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-136148	ENR	Lawrence S Carter	1943-08-09	UHC-03473-40	—	7006 Pine Dr, Miami, FL, 33145	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-406230	CLM	Mkie Murphy	1979-09-25	UHC-74131-37	—	4048 Broadway, Chandler, AZ, 85251	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-427568	CLM	Fatima Warren	1943-01-18	UHC-57298-39	—	9247 Oak St, Minneapolis, MN, 55453	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411881	CLM	Kelly Alvarado	1995-09-15	UHC-05605-02	—	2379 Canyon Rd, Jacksonville, FL	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114598	ENR	Becky G Bryant	1985-07-08	UHC-10107-56	9653233527	861 Canyon Rd Apt 29, Seattle, WA, 98173	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-124619	ENR	Keith O Vazquez	1956-11-01	UHC-99974-48	4265038884	1466 Broadway, Plano, TX, 75089	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
TPA-61932	TPA	Thomas Phillips	1991-03-10	UHC-55322-89	—	175 Apache Blvd, Denver, CO, 80267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416694	CLM	Dbebie D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-128742	ENR	Ryan Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110430	ENR	Richard Allen	1992-07-27	UHC-25408-30	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130965	ENR	Adam B Griffin	1984-03-08	UHC-38974-87	2058315730	8564 Valley View Dr, Seattle, WA, 98145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415841	CLM	Teresa Little	1971-08-18	UHC-60625-51	—	5852 Sage Ct, Nashville, TN, 37234	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419148	CLM	Laura Morrs	1955-05-12	UHC-18122-11	—	6637 Washington St, San Antonio, TX, 78233	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410077	CLM	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
TPA-59002	TPA	Shirley B Washington	2008-04-16	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA, 92163	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137952	ENR	Jean Stone	1995-11-17	UHC-26319-57	—	8896 Sunset Blvd, Tucson, AZ, 85711	0.64	Name re-cased Two-digit birth year Member ID reformatted State name converted to code+2 more
ENR-127645	ENR	Greg Walker	1959-11-26	UHC-01696-10	4745571305	6576 Oak St, Glendale, AZ, 85333	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26295	PRV	Carolyn Park	1956-12-06	UHC-04264-59	5525551251	2140 Union St, Scottsdale, AZ, 85248	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138418	ENR	Christine Hughes	1964-05-10	UHC-27448-55	—	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410755	CLM	Mateo Cook	—	UHC-41125-17	—	—	0.64	Name re-cased Date of birth missing Phone missing area code Member ID reformatted+2 more
CLM-429934	CLM	Walter Flores	1947-07-06	UHC-24155-05	—	9510 Grand Ave, Los Angeles, CA, 90056	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423911	CLM	Russell Ward	1968-09-05	UHC-88290-82	—	1653 Maple Ave, Glendale, AZ, 85323	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131404	ENR	Ethan Rose	1999-07-01	UHC-74572-28	2127712693	3894 Grand Ave, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104335	ENR	Lawrence M Bure	1951-03-07	UHC-58705-65	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413495	CLM	Snadra Q Murphy	1982-09-27	UHC-50635-15	—	2648 Mesa Dr, Minneapolis, MN, 55424	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-141585	ENR	Drew Q Marshall	—	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.64	Date of birth missing Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-402919	CLM	Ben M Greene	1994-06-08	UHC-36280-57	—	1364 Oak St, Dallas, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415522	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	—	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404619	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	—	2371 Union St, Gilbert, AZ	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
CLM-407127	CLM	Grace Rice	1947-01-14	UHC-38233-38	3138154333	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139295	ENR	Alexis E Duncan	1970-08-21	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417982	CLM	Diego A Gibson	1990-01-08	UHC-11359-80	6895127151	8121 Valley View Dr, Mesa, AZ, 85233	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-120327	ENR	Shirley Burton	1979-04-27	UHC-79252-08	6028966728	9840 Ocean Ave, San Antonio, TX, 78265	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-140856	ENR	Andrew M Herrera	2004-01-23	UHC-78655-68	—	3253 Palm Dr, Minneapolis, MN, 55487	0.64	Name split from “Last, First”Member ID reformatted City re-cased State name converted to code+2 more
ENR-111137	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave # 496, Fresno, CA, 93782	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-114311	ENR	Don Silva	1974-07-08	UHC-22389-52	8255637206	7501 Camelback Rd, Seattle, WA, 98164	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138644	ENR	Anna M Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-426836	CLM	Joe Bishop	1967-10-04	UHC-26419-88	6258259436	9338 Apache Blvd, Jacksonville, FL, 32226	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-416316	CLM	Mei V Stewart	2006-05-24	UHC-01171-55	—	2068 Mountain View Dr, Las Vegas, NV, 89182	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109015	ENR	Grrace T Vargas	—	UHC-40656-31	5905289339	955 Ocean Ave, Minneapolis, MN, 55475	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-116820	ENR	Wei Johnson	—	UHC-18255-97	7945034955	8648 Spring St Apt 24, Miami, FL, 33183	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-123155	ENR	Robert M Harris	1947-09-21	UHC-29409-54	6442502165	6344 Cedar Ln Apt 1, Houston, TX, 77078	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
ENR-137427	ENR	Joshua Morris	1997-07-01	UHC-52115-69	—	5767 Sunset Blvd, Houston, TX, 77050	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 46 of 155Previous Next