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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-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-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-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-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-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-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-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-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
CLM-416885	CLM	Aisha Garcia	—	UHC-35298-45	2576011674	6404 Union St, Sacramento, CA, 95876	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417150	CLM	MariaJunk	1977-08-11	—	4477645750	7203 Central Ave, Los Angeles, CA, 90080	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-401838	CLM	Caroolyn U Jimenez	1942-02-17	UHC-13964-61	—	7201 Meadow Ln, Houston, TX, 77054	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423087	CLM	Steven P Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN, 55478	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-410643	CLM	Rachel Z Patterson	1941-11-27	—	—	8143 Mountain View Dr, Tampa, FL, 33686	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420235	CLM	Karen Q Ruiz	1943-08-01	—	—	5995 Sage Ct, Austin, TX, 78782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424361	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425675	CLM	Bryan Ray	1958-11-20	UHC-15231-85	—	9671 Indian School Rd, Tucson, AZ, 85765	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431574	CLM	Catherine Q Wright	1952-12-03	UHC-46069-48	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419443	CLM	Joe Bishop	—	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419553	CLM	Gerald Fisher	1943-06-08	—	—	268 Indian School Rd, Charlotte, NC	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-401591	CLM	Kathryn T Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr # 989, Tucson, AZ, 85714	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423432	CLM	Mei Hoffman	1938-05-02	UHC-76616-84	6563458782	9428 Oak St, Plano, TX, 75031	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-405585	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405584	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431805	CLM	Christine Cooper	1963-04-27	UHC-90180-01	—	4649 Camelback Rd, Tampa, FL, 33646	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+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-432289	CLM	Cheryl X Johnson	1973-02-07	UHC-75959-53	—	101 Palm Dr, Sacramento, CA, 95821	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426256	CLM	Marc K Matthews	1990-03-08	UHC-28870-27	—	4840 Market St, Austin, TX, 78755	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407705	CLM	John Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417038	CLM	Walter F Bayley	—	UHC-39646-96	—	9810 Market St, Houston, TX, 77009	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409622	CLM	Larry Moore	1979-07-17	—	—	399 Sage Ct, Sacramento, CA, 95808	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422024	CLM	Ryan I Edwards	2000-05-08	UHC-79280-23	—	638 Church St, Gilbert, AZ, 85260	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427581	CLM	Ralph K Peterson	1995-08-04	UHC-53260-05	4588571984	1958 Market St, Sacramento, CA, 95883	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-414646	CLM	Wlliam Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-400440	CLM	Juen Castro	1979-08-01	—	—	3550 Sunset Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429451	CLM	Mason Hawkins	1943-07-07	UHC-57852-17	—	6154 Palm Dr # 459, Tempe, AZ, 85238	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432502	CLM	Lori Roberts	1948-04-24	—	5453682258	3853 Hillcrest Rd, Tempe, AZ, 85253	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-412063	CLM	Bradley Armstrong	1938-01-22	—	—	9526 Park Pl, Minneapolis, MN, 55429	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-401049	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401048	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more

2,633 rows, page 17 of 53Previous Next