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

Claims, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418237	CLM	Edward C Peterson	1965-05-18	UHC-86064-90	—	1428 Maple Ave, Orlando, FL, 32889	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400471	CLM	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd, Orlando, FL, 32821	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427000	CLM	George Estrada	2008-02-27	UHC-75585-02	—	5649 Harbor Blvd, San Antonio, TX, 78265	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-422483	CLM	Bobby Wilson	1980-12-08	—	—	2048 Lake View Rd, San Antonio, TX, 78246	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407422	CLM	Matthew X Valdez	2002-06-14	UHC-71925-83	—	4853 Maple Ave, Las Vegas, NV, 89199	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-409982	CLM	Stephen W McCoy	1976-03-10	—	4637524888	8878 Market St, Scottsdale, AZ, 85260	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402016	CLM	Raymond Hall	1978-08-11	—	—	3690 Elm St, San Antonio, TX, 78298	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430399	CLM	Kenneth Nguyen	1982-03-28	UHC-63340-98	—	1311 Palm Dr # 988, Tampa, FL, 33640	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431379	CLM	Arjun Burtoon	1938-05-13	UHC-81734-92	—	4451 Grand Ave, Eden Prairie, MN, 55344	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412669	CLM	Wei Y Willis	1982-11-23	UHC-22401-11	—	3743 Willow Ct, Orlando, FL, 32865	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404036	CLM	Christina Jackson	1962-06-02	UHC-91939-27	9893227856	7008 Sunset Blvd, Denver, CO, 80297	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-432056	CLM	Nicholas Hill	1939-12-25	UHC-19819-24	—	7755 Canyon Rd Apt 38, Los Angeles, CA, 90089	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405694	CLM	Kenneth Meedina	1992-03-26	—	—	4894 Ocean Ave, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407488	CLM	Mason Ramirez	1964-05-03	UHC-58089-01	—	3165 Spring St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-409811	CLM	Justin Warren	1970-02-02	UHC-50704-53	—	6843 Mountain View Dr, Glendale, AZ, 85350	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422241	CLM	Adm B Young	1992-07-07	UHC-88914-95	3644259702	9456 Mesa Dr, Tempe, AZ, 85277	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-412378	CLM	Lauren H Lyncch	1993-07-24	UHC-13897-33	—	1657 Ocean Ave, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-421638	CLM	Willie Wang	1997-12-05	UHC-59116-79	—	4236 Washington St, Eden Prairie, MN, 55390	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-414678	CLM	John Austin	2004-08-01	UHC-48708-13	4538059715	9557 Forest Ave, Nashville, TN, 37289	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-426449	CLM	Evelyn Palmer	—	—	6092390924	8011 Church St, Tucson, AZ, 85758	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429845	CLM	Diane Huwell	1970-06-20	—	3286141470	7422 Market St, Charlotte, NC, 28219	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-402592	CLM	Olivia Hughes	1985-02-19	UHC-11245-96	—	6459 Lake View Rd, Denver, CO, 80228	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-426169	CLM	Joan Long	—	UHC-83158-92	—	6094 Apache Blvd, Atlanta, GA, 30390	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404967	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-404968	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-418274	CLM	Jacob Vazquez	1971-07-14	—	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404670	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404669	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417104	CLM	West Jacqueline	2001-11-06	UHC-85592-57	—	6379 Cedar Ln, Orlando, FL, 32838	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420468	CLM	Janet T Hicks	1980-06-24	UHC-23608-84	4283226184	8500 Apache Blvd, Tucson, AZ, 85711	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-406804	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	8616183116	3163 Church St, Glendale, AZ, 85391	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416976	CLM	Contreras Mark	1994-06-05	—	—	7677 Indian School Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415730	CLM	Madison Castro	1952-02-01	UHC-96414-21	—	8120 Main St, Jacksonville, FL, 32223	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413391	CLM	Janice Butler	1974-06-26	UHC-65173-31	—	5465 Park Pl, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-425469	CLM	Steven Ramos	1969-01-26	—	—	1184 Hillcrest Rd Apt 12, Sacramento, CA	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
CLM-403492	CLM	Melissa Brooks	1990-06-02	UHC-50029-66	—	72 Park Pl, Sacramento, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-426591	CLM	Gary Fields	1988-08-24	UHC-65382-80	—	8600 Willow Ct, Fresno, CA, 93736	0.52	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-418941	CLM	Helen O Jhnson	1977-05-18	UHC-28850-11	—	9802 Bayshore Dr, Los Angeles, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-432499	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-410268	CLM	Mike Evans	2006-09-04	—	—	8354 Maple Ave Apt 7, Orlando, FL, 32856	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405065	CLM	Sandra Adams	1983-12-04	UHC-23338-39	—	589 Pine Dr, Dallas, TX, 75290	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401515	CLM	Alice Le	1943-01-22	UHC-49554-66	—	845 Bayshore Dr, Charlotte, NC	0.52	Name split from “Last, First”City re-cased ZIP missing Gender normalised+2 more
CLM-405944	CLM	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct # 826, Miami, FL, 33103	0.52	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
CLM-409728	CLM	Jacob Cooper	1970-12-18	UHC-27394-07	—	9817 Pine Dr, Chandler, AZ, 85257	0.52	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-422210	CLM	Vincent Morgan	1986-08-06	UHC-89453-55	6019759013	6852 Union St # 772, Phoenix, AZ, 85097	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405633	CLM	Marcus Nelson	1957-04-08	UHC-34131-61	—	4225 Washington St Apt 11, Tempe, AZ, 85276	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408172	CLM	Virginia Hanson	1953-08-12	—	—	2261 Willow Ct, Jacksonville, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406433	CLM	Philip Bradley	1945-06-28	UHC-47879-82	—	2457 Hillcrest Rd, Minneapolis, MN	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402990	CLM	Gary Cook	1970-06-01	UHC-97450-56	5615335122	6769 Central Ave, Las Vegas, NV, 89148	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-418412	CLM	Judy D Soto	1981-01-26	—	—	9496 Ridge Rd, Glendale, AZ, 85322	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more

5,465 rows, page 26 of 110Previous Next