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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60045	TPA	Zachary Greene	1992-12-26	UHC-69793-13	—	3732 Palm Dr # 883, Los Angeles, CA, 90067	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64316	TPA	Gabriel Day	1991-11-24	—	—	1249 Indian School Rd, Austin, TX, 78717	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60015	TPA	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54096	TPA	James Hunter	1991-12-20	—	9708788232	1586 Grand Ave, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53283	TPA	Megan Rivera	1971-12-11	—	—	4402 Elm St, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60679	TPA	Wayne G Matthews	1955-07-24	—	5382336240	3815 Highland Ave, Charlotte, NC, 28263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57492	TPA	Kenneth Henry	2001-05-17	—	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58720	TPA	Sofia Wood	1956-04-13	—	4432864696	297 Oak St, Sacramento, CA, 95841	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-60536	TPA	Aaron Hill	1953-01-22	UHC-43515-39	—	6660 Willow Ct, Nashville, TN, 37256	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62567	TPA	Kelly Pierce	1975-11-01	—	9417704876	7028 Mesa Dr, Plano, TX, 75002	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-56202	TPA	Michael Franklin	1977-08-13	—	—	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64072	TPA	Mariana Little	—	—	5145791028	4453 Market St, Chandler, AZ, 85286	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-63553	TPA	Jose Harvey	1970-03-26	UHC-69584-36	—	8072 Oak St, Houston, TX, 77063	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-56691	TPA	Larry Cole	2003-05-14	—	—	2198 River Rd, Charlotte, NC, 28220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61045	TPA	Kyle Miller	1927-10-17	—	2157418181	436 Union St, Minneapolis, MN, 55458	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58008	TPA	Teresa Paarker	1970-03-07	—	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58139	TPA	Jack Y Dunn	2007-02-20	—	—	414 Broadway Apt 40, Nashville, TN, 37216	0.64	Name re-cased Unit split from street Email lower-cased Gender normalised+2 more
TPA-61721	TPA	Kevin Freeman	1952-09-01	—	—	7508 Oak St, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59358	TPA	Elizabeth Santiago	1974-02-24	—	4634165665	1713 Ridge Rd, Mesa, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55276	TPA	Jose Wang	1988-02-03	—	—	3956 Indian School Rd, Atlanta, GA, 30308	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60040	TPA	Lsa Willis	1974-09-05	—	—	1426 Park Pl, Tucson, AZ, 85720	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54844	TPA	Luri Cruz	—	UHC-43223-03	—	3912 Main St, Austin, TX	0.64	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+2 more
TPA-56395	TPA	Mateo Wood	1955-03-07	—	4664786853	6013 Washington St, Seattle, WA, 98176	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62681	TPA	Joe Perry	1940-12-09	—	—	4480 Willow Ct, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62680	TPA	Joe Perry	1940-12-09	—	—	4480 Willow Ct, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59864	TPA	Jlia Certer	1993-12-09	—	—	7784 Apache Blvd, Columbus, OH, 43266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50200	TPA	Philip B Mendez	2005-08-23	—	—	7910 Willow Ct, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52447	TPA	Christine Ward	—	—	—	1291 Lincoln Way, Mesa, AZ, 85216	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-62734	TPA	Roger Ross	2000-12-27	—	—	5420 Valley View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55940	TPA	Katherine Hunt	1961-01-06	—	2486344660	6525 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50811	TPA	Samuel Myers	1979-04-02	UHC-50709-05	—	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56180	TPA	Samuel Berry	1941-01-06	—	2596164047	9512 Indian School Rd Apt 34, Tampa, FL, 33657	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-57123	TPA	BillyJunk	1964-12-16	—	—	9252 Market St, Tucson, AZ, 85708	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
TPA-54786	TPA	Doris Syms	1987-06-10	—	5789359821	9430 Grand Ave, Chandler, AZ, 85247	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53172	TPA	Bruce Hart	1963-04-13	UHC-75859-83	8042921422	8947 Market St, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-62883	TPA	Luis Gray	2000-03-07	—	—	1486 Willow Ct, Denver, CO, 80216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63726	TPA	Stephen Washington	1950-03-07	—	9539044656	7605 Sunset Blvd # 439, Las Vegas, NV, 89130	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-63508	TPA	Holmes Brittany	1989-02-22	—	—	1374 Apache Blvd, Columbus, OH, 43266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60449	TPA	Wei Powell	1941-11-23	—	7154287219	4263 Cedar Ln, Glendale, AZ, 85343	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
TPA-54386	TPA	Kyle Alexander	1961-02-18	—	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63775	TPA	Virginia Fernandez	1973-06-03	—	—	3072 Ocean Ave, Jacksonville, FL, 32215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60918	TPA	Hannah Howard	1944-04-28	—	—	2648 River Rd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56734	TPA	Timothy Weber	1954-08-04	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54988	TPA	Nicholas Sanders	1987-06-19	—	9479070006	7213 Pine Dr Apt 24, Houston, TX, 77036	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-57869	TPA	Nathan Parker	1951-06-24	—	—	2088 Desert Sky Blvd, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55927	TPA	Melissa Palmer	1959-06-18	—	—	1888 Cedar Ln, Denver, CO, 80267	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61440	TPA	Betty Morris	1960-12-10	—	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51702	TPA	Albert Patel	1949-03-17	—	—	7524 Forest Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61469	TPA	Brucce Mitchell	2007-07-23	—	6894825630	5344 Ridge Rd # 434, Austin, TX, 78745	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

5,750 rows, page 30 of 115Previous Next