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

Third-party administrator, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50704	TPA	Madison Day	1945-03-21	—	—	8729 Washington St, Tampa, FL, 33639	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-59302	TPA	Dorothy Riley	1986-06-31	—	8559264082	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-53979	TPA	Wei Nelson	1975-03-28	—	—	5374 Mesa Dr, Tampa, FL, 33629	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50662	TPA	Denise Peters	1980-10-22	UHC-28393-22	—	9572 Mesa Dr Apt 10, San Antonio, TX, 78291	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54238	TPA	Patricia Phillips	1963-07-20	—	—	3971 Jefferson Ave, Los Angeles, CA, 90010	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-60641	TPA	Sue Contreras	1964-09-27	—	4612140376	1830 Maple Ave, San Diego, CA, 92196	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-54568	TPA	Bryan Pattersoon	1971-04-18	—	—	6888 Elm St, Denver, CO, 80225	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53844	TPA	Ann Pattel	1977-06-01	—	—	7149 Bayshore Dr, Orlando, FL, 32839	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-60421	TPA	Santiago Pice	1978-05-09	—	—	8949 Mesa Dr, Houston, TX, 77059	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-52463	TPA	Denny Lawson	1939-01-09	—	5633401084	7739 Desert Sky Blvd, Glendale, AZ, 85311	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-52010	TPA	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA, 92156	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62649	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
TPA-62650	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
TPA-62695	TPA	Thomas O Larson	1938-07-09	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-62997	TPA	Ailce Lynch	1989-07-03	—	—	6986 Baseline Rd, Mesa, AZ, 85276	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58163	TPA	Keith Simpson	2007-11-19	—	—	6732 Church St, Fresno, CA, 93776	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-54470	TPA	Brian Luna	1995-05-26	—	—	40 Maple Ave, Tempe, AZ, 85259	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-64006	TPA	William Vargas	1981-12-28	—	5274421061	24 Forest Ave, Gilbert, AZ, 85207	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-62793	TPA	Priya Rios	1918-02-14	—	—	610 Desert Sky Blvd, Eden Prairie, MN, 55387	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62982	TPA	Kyle Diaz	1947-01-21	—	—	7281 Ridge Rd, Dallas, TX, 75274	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
TPA-61333	TPA	Judith Martinez	1969-01-07	—	—	7901 Spring St, Scottsdale, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58956	TPA	Mary M Garrett	2007-12-22	—	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-59745	TPA	Alexander Wells	1997-01-06	—	—	5592 Broadway Apt 40, Los Angeles, CA, 90067	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
TPA-52155	TPA	Jason Delgado	1987-09-17	—	5004984982	3835 Spring St, Jacksonville, FL, 32294	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-50739	TPA	Kenneth Woods	1957-01-16	—	—	2537 Pine Dr, Los Angeles, CA, 90097	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-57249	TPA	Billy Jackson	1951-06-13	—	8286326178	9686 Hillcrest Rd, Jacksonville, FL, 32258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-53379	TPA	Grace Santiago	2002-12-09	—	8919238749	776 Forest Ave, Seattle, WA, 98118	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
TPA-51033	TPA	Karen Little	1959-03-03	—	—	7996 Willow Ct, Orlando, FL, 32830	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54033	TPA	Lori Ellis	2005-08-15	—	8887633981	5821 Union St, Orlando, FL, 32879	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
TPA-57665	TPA	Sean Pryce	1952-05-18	—	—	469 Apache Blvd, Chandler, AZ, 85296	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-50267	TPA	Carolyn Dixon	1973-10-21	—	—	1496 Camelback Rd, Austin, TX, 78784	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-52713	TPA	Judith Rivera	1953-09-08	—	—	7771 Lake View Rd, Nashville, TN, 37239	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51648	TPA	Cynthia M Morales	1963-04-10	—	4942071346	1807 Canyon Rd, Eden Prairie, MN, 55398	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57472	TPA	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55539	TPA	Kathy Brown	1994-08-14	UHC-43169-47	7469228012	3092 Sage Ct, Orlando, FL, 32854	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
TPA-59734	TPA	Emily Fuller	1986-02-02	—	—	5531 Baseline Rd, Tampa, FL, 33671	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57397	TPA	Kim Morrison	1978-02-03	—	—	5491 Willow Ct, Plano, TX, 75030	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-53034	TPA	Priya Barnes	2006-09-24	—	—	7208 Indian School Rd, Austin, TX, 78709	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-53378	TPA	Mary M Weaver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-52591	TPA	Sara King	1996-12-15	—	—	4661 Central Ave, Tucson, AZ, 85706	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-62095	TPA	Paul Hudson	—	—	—	—	0.80	Date of birth unreadable Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-56358	TPA	Julie Ellis	1997-11-19	UHC-11000-88	—	444 Baseline Rd, Charlotte, NC, 28247	0.80	Date of birth reformatted Phone missing area code Email lower-cased Placeholder values cleared
TPA-54599	TPA	Vincent West	1939-07-15	—	—	5605 Desert Sky Blvd, Austin, TX, 78735	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55806	TPA	Austin Warren	2000-12-22	—	—	917 Indian School Rd, Scottsdale, AZ, 85202	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-59313	TPA	Amy Romero	1975-11-21	UHC-51754-58	4474549405	—	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-58901	TPA	Diego Lawrence	2005-03-13	UHC-68548-08	—	1001 Hillcrest Rd, Tempe, AZ, 85203	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-56985	TPA	Priya Morales	1938-05-26	—	—	7223 Sunset Blvd, Chandler, AZ, 85233	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-57930	TPA	Eugene N Greene	1979-09-16	UHC-12315-94	—	7677 Highland Ave, Tampa, FL, 33615	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-57929	TPA	Eugene N Greene	1979-09-16	UHC-12315-94	—	7677 Highland Ave, Tampa, FL, 33615	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-58651	TPA	Shirley Rogers	1944-05-12	—	—	6321 Harbor Blvd, Scottsdale, AZ, 85292	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared

832 rows, page 11 of 17Previous Next