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-50646	TPA	Robert Alexander	1959-03-08	UHC-08776-21	2725843105	814 Camelback Rd, Orlando, FL, 32866	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
TPA-60001	TPA	Daniel Reid	1980-05-26	—	—	7481 Park Pl, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56223	TPA	Fatima Y Nunez	—	—	—	9002 Maple Ave, Glendale, AZ, 85307	0.54	Date of birth missing State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52929	TPA	Pamela Q Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.54	Name split from “Last, First”Phone missing area code State name converted to code Whitespace trimmed+1 more
TPA-53599	TPA	Lerry Patterson	1993-11-15	—	—	8912 Ocean Ave # 624, San Antonio, TX	0.54	Phone missing area code Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-56606	TPA	Burke I Charles	—	—	—	3100 Lake View Rd, Atlanta, GA, 30302	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-56605	TPA	Burke I Charles	—	—	—	3100 Lake View Rd, Atlanta, GA, 30302	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-61299	TPA	Peter G Fox	2000-02-11	UHC-43855-32	3789476021	5462 Forest Ave, Houston, TX, 77083	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55039	TPA	Ben Montgomery	2002-01-13	—	—	1185 Central Ave, Glendale, AZ, 85306	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54270	TPA	Tom Walsh	1959-02-19	—	—	6258 Mountain View Dr, Charlotte, NC, 28264	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-60932	TPA	Charles Reid	1996-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-59060	TPA	Elijah Cruz	1962-02-05	UHC-01148-98	—	8081 Central Ave Apt 10, Columbus, OH, 43240	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55978	TPA	Ramirez Heather	1985-09-07	—	—	3843 Main St Apt 18, Plano, TX, 75050	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61024	TPA	Julia Wright	1994-05-15	—	—	5217 Main St, Dallas, TX, 75241	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-61915	TPA	Jordan Herrera	1994-01-02	—	—	8958 Indian School Rd, Phoenix, AZ, 85053	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51711	TPA	Brayn Saners	1968-09-27	—	4757742185	4575 Broadway # 865, Los Angeles, CA, 90013	0.54	Name re-cased Unit split from street State name converted to code Gender normalised+1 more
TPA-50991	TPA	Lauren O Stephens	1994-01-02	UHC-21092-63	—	8542 Valley View Dr, Tempe, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-60845	TPA	Ashley Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-53794	TPA	Mateo Ortega	1956-01-09	UHC-99277-69	—	7123 Lincoln Way, Houston, TX, 77027	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50988	TPA	Ann Perez	1999-12-05	—	—	352 Elm St, Denver, CO, 80229	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64446	TPA	Sara Butron	1983-02-21	—	—	5709 Sage Ct, San Diego, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52234	TPA	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
TPA-63232	TPA	Katherine Q Stephens	1973-12-22	—	—	7018 Valley View Dr, Mesa, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-55752	TPA	Kathryn Moreno	1988-12-02	—	5587599229	9188 Grand Ave, Columbus, OH, 43239	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-61677	TPA	Jeremy O Boyd	1997-12-10	—	—	9081 Lake View Rd, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64103	TPA	Frances Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58810	TPA	Willie Lynch	1987-06-03	—	—	3720 Park Pl # 603, Glendale, AZ, 85380	0.54	Name split from “Last, First”Unit split from street City re-cased Gender normalised+1 more
TPA-50258	TPA	Anthony Nunez	1991-07-06	—	—	6925 Lake View Rd, Chandler, AZ, 85205	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62260	TPA	Camila Parker	1957-05-01	—	—	4559 Bayshore Dr Apt 13, Chandler, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51820	TPA	Debra Lawson	1939-08-19	—	9804291247	6946 Market St, Dallas, TX, 75270	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-54773	TPA	Danielle Reid	1999-03-23	—	5329108310	1276 Baseline Rd, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52141	TPA	Diana Henry	—	—	—	9167 Camelback Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Date of birth unreadable State code upper-cased ZIP missing+1 more
TPA-60678	TPA	Julie Arnold	1981-09-06	—	—	9290 Oak St, Tempe, AZ, 85261	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57097	TPA	Amanda I Hayes	1991-04-02	—	4415156189	5103 River Rd, Denver, CO, 80204	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-58530	TPA	Ortega Raymond	—	—	—	6056 Valley View Dr, Chandler, AZ, 85263	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-51732	TPA	Brenda Ramos	1979-01-12	—	—	4632 Spring St, Tampa, FL, 33659	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-54890	TPA	Camila Jones	2007-03-06	—	—	4149 Bayshore Dr, Tampa, FL, 33633	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56352	TPA	Douglas Mendez	1947-12-11	UHC-96845-13	—	5921 Washington St, Miami, FL, 33188	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58558	TPA	Diane Schmidt	1938-12-10	—	—	2641 Broadway, Miami, FL, 33166	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-58823	TPA	Steen Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-63430	TPA	Omar V Fisher	1995-03-19	—	—	8386 Ocean Ave, Las Vegas, NV	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56464	TPA	Susan Carr	2005-06-19	—	—	8577 Spring St # 747, Charlotte, NC, 28263	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63098	TPA	Amber Delgado	1972-11-06	—	—	1854 Union St, Seattle, WA, 98150	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59076	TPA	Nicholas V Campbell	2004-08-21	—	—	5205 Elm St, Scottsdale, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59062	TPA	Carlos S Schmidt	1942-01-28	—	6087291157	886 Ridge Rd Apt 3, Atlanta, GA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55323	TPA	Grace Sandoval	—	—	—	9578 Camelback Rd, Columbus, OH, 43245	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64319	TPA	Douglas Lukas	1944-09-12	—	7837058963	2791 Forest Ave, Las Vegas, NV, 89177	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-59511	TPA	Victoria Barnes	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52691	TPA	Hanneh Green	1981-12-16	—	—	9332 Camelback Rd, Dallas, TX, 75293	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50209	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more

14,135 rows, page 26 of 283Previous Next