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 “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
CLM-408906	CLM	Kevin Rice	2000-08-06	—	—	8670 Main St, Chandler, AZ, 85265	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416966	CLM	Alice Baliey	1959-05-04	UHC-91287-15	—	1607 Union St, Phoenix, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404399	CLM	Noah Vasquez	1962-02-27	UHC-16757-75	—	8356 Camelback Rd # 449, San Antonio, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428687	CLM	Cynthia V Fuller	1974-01-03	UHC-17057-28	—	2479 Park Pl, Charlotte, NC	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
CLM-405720	CLM	Mary Schmidt	1977-05-21	—	—	6452 Harbor Blvd, Miami, FL, 33132	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407303	CLM	Kayla Graham	1955-06-10	—	—	1485 Baseline Rd, Columbus, OH, 43288	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-404533	CLM	Hiroshi Kelley	1950-10-21	—	—	2695 Indian School Rd Apt 9, Phoenix, AZ, 85004	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416795	CLM	Elijah Tucker	1958-10-28	UHC-81872-55	—	6906 Harbor Blvd, Plano, TX	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401659	CLM	Timothy Carpenter	1991-02-01	—	—	9850 Mesa Dr, San Antonio, TX, 78252	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421708	CLM	Lauren D Montgomery	1963-12-10	—	7428355449	2528 Desert Sky Blvd Apt 4, Minneapolis, MN, 55495	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
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-404756	CLM	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	149 Forest Ave, Los Angeles, CA, 90048	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427294	CLM	Cheryl M Pena	1992-06-08	UHC-77349-09	—	5459 Valley View Dr, Minneapolis, MN, 55480	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411109	CLM	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-431256	CLM	Andrew Lopez	2007-07-26	—	—	6398 Spring St Apt 26, Scottsdale, AZ, 85251	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431257	CLM	Andrew Lopez	2007-07-26	—	—	6398 Spring St Apt 26, Scottsdale, AZ, 85251	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416586	CLM	Heen Mejya	1987-01-20	UHC-40105-27	—	9445 Desert Sky Blvd, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-410953	CLM	Alex Diaz	2001-08-14	—	—	3718 Mountain View Dr, Eden Prairie, MN, 55318	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+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-404695	CLM	Charles Chapman	—	UHC-47214-68	4886556297	884 Canyon Rd, Tempe, AZ, 85266	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+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-424162	CLM	Maggie Valdez	1994-09-01	UHC-29630-30	—	4234 Cedar Ln, Atlanta, GA, 30318	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-420026	CLM	Kayla M Richards	1976-01-10	—	—	2779 Pine Dr, Dallas, TX	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+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-423773	CLM	Wayne V Thomas	2006-10-19	UHC-05470-01	—	5517 Harbor Blvd, Tampa, FL, 33664	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432262	CLM	Julie N Knight	1989-05-17	—	7629966026	9298 Lake View Rd # 668, Tucson, AZ, 85745	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+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-400080	CLM	Jonathan X Price	1980-05-14	UHC-44743-32	9039211408	6450 Jefferson Ave, Eden Prairie, MN, 55369	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+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-400032	CLM	Lauren Williams	2002-07-08	—	—	3118 Sunset Blvd, Mesa, AZ, 85293	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416679	CLM	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave Apt 18, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+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-427463	CLM	Maria Z Patterson	1984-10-12	UHC-97217-21	—	2117 Lake View Rd Apt 27, San Antonio, TX, 78236	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414513	CLM	Jonathan Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave, Charlotte, NC, 28259	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405735	CLM	Beverly H Hughes	1988-06-28	UHC-84048-28	—	3148 Cedar Ln, Plano, TX, 75003	0.52	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-415631	CLM	SJunk	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd # 502, Glendale, AZ, 85397	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-431236	CLM	Joshua M Gonzales	2001-03-06	UHC-38587-47	—	4712 Sunset Blvd, Phoenix, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-402354	CLM	Angela Williams	1995-05-28	—	—	7312 Meadow Ln, Jacksonville, FL, 32201	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427485	CLM	Kimberly P Robertson	1940-11-18	—	5116223528	9549 Apache Blvd, Tempe, AZ, 85296	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-424405	CLM	John Yang	1986-09-23	UHC-65125-01	—	8045 Church St, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411414	CLM	Vincent Stewart	1939-04-05	—	—	8497 Valley View Dr, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more

30,862 rows, page 49 of 618Previous Next