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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55437	TPA	Bob GJunk	2000-10-21	—	—	1002 Elm St, Seattle, WA	0.68	State code upper-cased ZIP missing Placeholder values cleared No usable name (quarantined)
TPA-60743	TPA	Jacqueline Lewis	1979-05-16	—	—	9882 Sage Ct, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58281	TPA	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-61853	TPA	Sarrah Patterson	1962-09-14	—	—	2748 Maple Ave, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-61633	TPA	Susan Perez	1978-02-15	—	2405458956	4972 Sunset Blvd, Minneapolis, MN	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-59858	TPA	Amanda Alexander	—	—	—	879 Sunset Blvd, Houston, TX	0.68	Name re-cased Date of birth unreadable ZIP missing Placeholder values cleared
TPA-57527	TPA	Brian Gutirerez	1995-03-11	—	—	6475 Central Ave, Sacramento, CA	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
TPA-60630	TPA	Sofia Walkre	1997-10-01	—	—	3784 Oak St, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-56722	TPA	Alan Cole	1941-01-04	—	—	5628 Forest Ave, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-54090	TPA	Brandon Peena	1938-08-08	—	—	3328 Ridge Rd, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-55268	TPA	Abigail Taylor	1942-07-02	—	—	7514 Market St, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-55309	TPA	Amy Dunn	1946-10-02	UHC-41815-99	—	2622 Camelback Rd, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-53417	TPA	Paul P Ortega	1951-04-19	—	7929831343	7282 Cedar Ln, Los Angeles, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-54455	TPA	Gabriel N Evaans	1964-09-06	UHC-98530-62	—	9838 Indian School Rd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-63057	TPA	Marya Stone	1970-12-01	—	—	2623 Church St, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-61780	TPA	Susan Guzman	1959-06-14	—	—	9558 Desert Sky Blvd, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-51920	TPA	Patrick Gutierrez	1993-10-02	—	—	6794 Cedar Ln, Mesa, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52013	TPA	Jennifer P Carr	1949-11-05	UHC-46410-65	—	2820 Hillcrest Rd, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58215	TPA	Deborah Simpson	1939-04-23	—	—	5622 Forest Ave, Nashville, TN	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-57876	TPA	Joan Kennedy	1999-02-03	—	—	1032 Highland Ave, Minneapolis, MN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53896	TPA	Kathryn S Bailey	1952-03-04	—	—	4062 Baseline Rd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-64048	TPA	Julie Evans	1978-10-16	—	—	847 Sage Ct, Tucson, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61565	TPA	Jacob Mitchell	2005-05-03	—	—	3700 Hillcrest Rd, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-62230	TPA	Benjamin Mejia	1944-06-10	—	—	2779 Cedar Ln, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-61387	TPA	Donald Santiago	2003-08-02	—	5392213150	4272 Harbor Blvd, Miami, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
TPA-53796	TPA	Ketherine Williamson	1999-08-27	—	—	6785 Sunset Blvd, Tucson, AZ	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-57372	TPA	Brayn H Wood	1953-06-28	—	—	8221 Willow Ct # 383, Mesa, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62936	TPA	Austin Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-62269	TPA	Lucia White	1997-06-02	—	—	8826 Cedar Ln, Jacksonville, FL	0.68	State code upper-cased ZIP missing Gender normalised Placeholder values cleared
TPA-58221	TPA	Ashley Mitchell	1994-09-14	—	—	181 Grand Ave, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-56152	TPA	Joyce Reyes	2008-12-04	—	—	1156 Broadway, Dallas, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-54111	TPA	Mariana Jimenez	1965-07-21	—	—	4008 Church St, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
TPA-52699	TPA	Lisa Fster	1995-08-24	—	—	1012 Broadway, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-56341	TPA	Arjun Arnold	1960-06-05	UHC-91721-44	—	9660 Broadway, Orlando, FL	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-59520	TPA	Dick H Hamilton	2000-10-03	UHC-08968-49	—	4119 Highland Ave # 996, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-58855	TPA	Paul Medina	1979-09-11	—	—	6454 Forest Ave, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-59259	TPA	Madison Tucker	1963-10-17	—	—	5673 River Rd, Columbus, OH	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50411	TPA	Emily O Hudson	1963-09-10	—	—	7372 Grand Ave, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-63385	TPA	Bryan Weber	1945-07-26	UHC-47291-99	—	5198 Willow Ct, Fresno, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-61701	TPA	Tyler Patel	1955-10-09	UHC-72738-99	—	2695 Hillcrest Rd, Dallas, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-50976	TPA	Aaron Z Chapman	1967-06-11	—	8024873015	7379 Grand Ave, Minneapolis, MN	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-56874	TPA	Maosn Wong	1991-01-03	—	—	4234 Willow Ct, Los Angeles, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63226	TPA	Ashley D Parker	1968-02-15	—	—	277 Park Pl, Tempe, AZ	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
TPA-58058	TPA	Timothy P Castillo	1953-12-13	—	8052847670	3418 Baseline Rd, Tucson, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
TPA-57033	TPA	Cynthia Webb	1953-08-22	—	—	4802 Hillcrest Rd, Scottsdale, AZ	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
TPA-61482	TPA	Madison Coopre	2001-05-26	—	—	300 Church St, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-51311	TPA	Charlotte Rogers	1974-05-26	—	6823351138	1968 Cedar Ln, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-57324	TPA	Madison Lee	1972-03-08	—	—	4679 Bayshore Dr, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-50785	TPA	Sarah Lawson	—	—	—	3210 Market St, Nashville, TN	0.70	Date of birth unreadable ZIP missing Placeholder values cleared
TPA-52579	TPA	Janet Ryan	—	—	3459233061	7220 Market St, Orlando, FL	0.70	Date of birth unreadable ZIP missing Placeholder values cleared

1,012 rows, page 16 of 21Previous Next