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-51528	TPA	Amy T Ryan	2000-09-03	—	—	7338 Elm St, Charlotte, NC, 28204	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61105	TPA	Brandon Rodriguez	1958-02-15	—	—	2098 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61197	TPA	Edwards Aaron	1998-02-07	UHC-34450-15	—	6545 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57827	TPA	Angela Gilbert	1964-01-11	—	—	336 Pine Dr, Miami, FL, 33162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52062	TPA	Ashley Black	1941-07-20	—	—	4377 Camelback Rd, Eden Prairie, MN, 55386	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62859	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd Apt 39, Denver, CO, 80218	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-51610	TPA	Ana Stewart	1954-07-21	—	—	2654 Sunset Blvd, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54938	TPA	Emily Walker	1957-12-26	—	—	541 Maple Ave, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63998	TPA	Harold Alvarado	1974-10-05	—	4247622889	2637 Church St, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57867	TPA	Larry Lynch	1993-07-16	—	—	4992 Valley View Dr, San Antonio, TX, 78275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51850	TPA	Maria Estrada	1977-08-07	—	—	4025 Grand Ave, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54972	TPA	Samuel Turner	1966-07-12	—	—	7369 Valley View Dr, Minneapolis, MN, 55442	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53122	TPA	Albert Castillo	1989-12-26	—	5575663500	205 Church St, San Antonio, TX, 78228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58602	TPA	Gabriel Perkins	1945-04-18	—	—	1327 Valley View Dr # 658, Scottsdale, AZ	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
TPA-59954	TPA	Betty Cox	1944-01-01	—	—	3527 Central Ave, Jacksonville, FL, 32275	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-50496	TPA	Emma Espinoza	1997-02-19	—	6163450128	4704 Desert Sky Blvd, Tucson, AZ, 85742	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61886	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63223	TPA	Betty Sandoval	1944-09-25	UHC-13305-47	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54380	TPA	Debra Rojas	1942-07-15	UHC-41714-20	—	2800 Sage Ct # 427, Las Vegas, NV, 89182	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63272	TPA	Chris Phillips	—	—	7283023079	3969 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Date of birth unreadable City re-cased ZIP missing+2 more
TPA-54582	TPA	Roy M Crawford	2004-06-04	—	—	1696 Park Pl, Mesa, AZ, 85297	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56300	TPA	Betty Pena	1953-10-03	—	—	8194 Maple Ave, Nashville, TN, 37272	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57224	TPA	Jonathan Mason	—	—	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-59603	TPA	Ralph Pierce	1959-07-23	—	—	313 Meadow Ln, Charlotte, NC, 28226	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61113	TPA	Mary Smith	—	—	5692656792	1344 Apache Blvd, Austin, TX, 78704	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-51384	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53446	TPA	Wayne Johnston	1957-08-18	—	—	4906 Central Ave, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63910	TPA	Martha Harvey	1988-01-08	—	—	6664 Union St, Denver, CO, 80282	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-51175	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51176	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51731	TPA	Justin Knight	1998-02-03	—	7134918314	8250 Willow Ct, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54824	TPA	Joshua Brown	1974-08-18	—	—	6299 Meadow Ln Apt 27, Glendale, AZ, 85311	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53097	TPA	Sara Richards	1948-06-18	—	—	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56689	TPA	Ruth Salazar	1940-11-24	—	—	2527 Central Ave, Houston, TX, 77011	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55496	TPA	Janice Gutierrez	1975-09-18	—	—	666 Lincoln Way, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61523	TPA	Keith J Fields	—	—	—	9699 Sunset Blvd, San Antonio, TX, 78250	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56005	TPA	Ann Rogers	2003-02-18	—	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-60328	TPA	Ana Thomas	1983-07-19	—	—	8738 Camelback Rd Apt 36, Scottsdale, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51273	TPA	Kayla G Romero	1997-06-11	—	—	18 Central Ave, Glendale, AZ, 85309	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
TPA-53493	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59264	TPA	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr # 252, Orlando, FL, 32861	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58065	TPA	Timothy Wagner	1985-04-05	—	6825723960	9724 Bayshore Dr, Columbus, OH, 43283	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59115	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-59114	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-53161	TPA	Gloria Rogers	1984-03-18	UHC-45329-47	4333501480	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50835	TPA	Christopher Thompson	1978-06-23	UHC-09795-33	—	3057 Bayshore Dr, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50325	TPA	Stephen C Murphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN, 37202	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54412	TPA	Julie Sims	1980-02-25	—	—	4819 Valley View Dr, San Antonio, TX, 78220	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63774	TPA	Virginia Fernandez	1973-06-03	—	—	3072 Ocean Ave, Jacksonville, FL, 32215	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57499	TPA	Charles Porter	2004-04-09	—	—	9313 Forest Ave Apt 22, Sacramento, CA, 95829	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

5,750 rows, page 26 of 115Previous Next