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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62418	TPA	William Hamilton	1950-11-11	—	2453429974	3320 Meadow Ln, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60979	TPA	Tucker Mei	—	UHC-96295-40	7514722370	5689 Spring St, Austin, TX, 78792	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55557	TPA	William Hansen	1981-06-28	—	5416783114	2079 Jefferson Ave, Austin, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-57666	TPA	Eric Bailey	1988-04-01	—	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53323	TPA	Hannah Clark	1981-05-15	—	—	2713 Jefferson Ave, Fresno, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-54236	TPA	Megan Reed	2005-11-11	—	—	8402 Mesa Dr # 666, Sacramento, CA, 95812	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58877	TPA	Bobby Vasquez	1987-08-27	—	—	776 Sunset Blvd, Atlanta, GA, 30347	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59559	TPA	Laura Bennett	1964-02-07	—	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62780	TPA	Mark Wang	1989-10-27	—	9354879405	1548 River Rd Apt 28, Tempe, AZ, 85235	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-59205	TPA	Russell Bell	2006-04-02	—	—	2688 Jefferson Ave, Atlanta, GA, 30380	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
TPA-61420	TPA	Ethan Contreras	1974-12-03	—	—	3510 Grand Ave, Dallas, TX, 75287	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51780	TPA	Jean M Kelly	1954-06-06	—	—	5987 Central Ave, Seattle, WA, 98124	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63923	TPA	Sophia Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54007	TPA	Logan Hamilton	1972-01-12	—	—	7925 Pine Dr, Charlotte, NC	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-57810	TPA	Amy Evans	1967-05-21	—	4207141903	6124 Hillcrest Rd # 556, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-51567	TPA	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57275	TPA	Margaret Tucker	1993-08-05	—	—	3606 Mesa Dr, San Diego, CA, 92146	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-63163	TPA	Densie Lynch	1965-06-12	—	8706280498	4354 Sunset Blvd, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57935	TPA	Debra Hudson	1999-06-22	—	—	8828 Union St Apt 14, Atlanta, GA, 30327	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57651	TPA	Michael Flores	2000-05-13	—	7163171886	7802 Oak St Apt 14, Charlotte, NC	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50085	TPA	Sahron Patel	1955-09-08	—	—	400 Washington St, Chandler, AZ, 85207	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-62448	TPA	Dylan King	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52438	TPA	Alexis A Johnsson	1980-05-11	—	—	6585 Church St, Dallas, TX, 75230	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52439	TPA	Alexis A Johnsson	1980-05-11	—	—	6585 Church St, Dallas, TX, 75230	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62590	TPA	Carol Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58173	TPA	Susan Wang	2008-01-18	—	—	4062 Central Ave # 224, Orlando, FL, 32847	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61598	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63938	TPA	Larry Wong	2001-10-02	—	—	5452 Ridge Rd, Orlando, FL, 32886	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58375	TPA	Ethan T Mitchell	1954-08-17	—	—	4533 Valley View Dr Apt 13, Atlanta, GA, 30372	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61957	TPA	Lauren Reyes	1969-12-25	—	6324581766	6923 Main St Apt 21, Las Vegas, NV, 89123	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62240	TPA	Carol Brooks	1953-08-03	UHC-66153-39	2105415131	3003 Oak St, Dallas, TX, 75266	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50620	TPA	Sophia Pierce	1973-09-23	—	4766693777	6744 Desert Sky Blvd # 732, Glendale, AZ, 85382	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-59777	TPA	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd, Plano, TX, 75087	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60404	TPA	Doris Torres	—	—	—	7807 Sunset Blvd, Phoenix, AZ, 85071	0.52	Name split from “Last, First”Date of birth missing City re-cased State name converted to code+2 more
TPA-63999	TPA	Carol J Lane	1971-04-14	—	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53277	TPA	Olivia Turner	1961-10-26	—	—	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-51371	TPA	Sarah Crawford	1996-06-24	—	5948358126	8210 Cedar Ln, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-60446	TPA	Brenda Munoz	1979-05-11	—	—	6309 Park Pl, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53808	TPA	John Lee	1980-12-10	—	—	7726 Mesa Dr, Nashville, TN, 37298	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58561	TPA	QJunk	2001-03-04	UHC-59973-87	6435693627	4763 Church St Apt 38, Plano, TX, 75068	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-53720	TPA	Cynthia Lewis	1959-05-07	—	—	9721 Apache Blvd, Gilbert, AZ, 85214	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52358	TPA	Wayne Cunningham	1947-05-12	—	—	1551 Lincoln Way # 746, Dallas, TX, 75265	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58441	TPA	Karen Rivera	1984-05-22	—	—	9144 Ridge Rd Apt 12, Fresno, CA, 93779	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50410	TPA	Emily Hudson	1963-09-10	—	—	7372 Grand Ave, Fresno, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59452	TPA	Frank Thompson	1982-09-06	—	—	5660 Valley View Dr, Fresno, CA, 93730	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55654	TPA	Susan K Singh	1992-06-09	—	—	2587 Ridge Rd, Sacramento, CA, 95823	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50622	TPA	Bobby Jordan	1994-07-21	—	—	7850 Market St, Charlotte, NC	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60427	TPA	Adam Griffin	1984-03-08	—	—	889 Oak St Apt 21, Glendale, AZ, 85370	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51927	TPA	John Morris	1958-12-27	—	—	5012 Ridge Rd, Miami, FL, 33106	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more

14,135 rows, page 20 of 283Previous Next