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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-414640	CLM	Denise Sanchez	1994-11-02	UHC-02390-99	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.52	Two-digit birth year Phone reformatted 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-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-419922	CLM	Ralph Fernandez	1943-07-07	—	—	1007 Baseline Rd, Las Vegas, NV, 89107	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-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
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-425164	CLM	Kayla W Le	2002-03-09	UHC-50548-50	—	2921 Market St, Miami, FL, 33180	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+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-411722	CLM	William Brooks	—	—	9387325918	2965 Oak St, San Diego, CA, 92101	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-426413	CLM	Rachel Kennedy	1975-07-09	UHC-76272-44	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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-431602	CLM	Bradley U Carpenter	1948-08-08	UHC-06430-16	—	9271 Mountain View Dr, Fresno, CA, 93739	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-432484	CLM	Wei Marshall	1979-11-21	UHC-81522-17	—	9172 Sunset Blvd, Tempe, AZ	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409990	CLM	Timothy O Lucas	1939-02-26	UHC-65767-08	7953580222	6117 Grand Ave, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416957	CLM	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd # 188, Las Vegas, NV, 89117	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+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-411548	CLM	Martha Washington	1951-06-12	—	—	8382 Palm Dr Apt 19, Glendale, AZ, 85394	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407897	CLM	Alexis B Burton	1975-10-05	UHC-80754-22	—	6768 Oak St, Dallas, TX, 75278	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more

16,411 rows, page 49 of 329Previous Next