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-407065	CLM	Brenda Wells	1997-08-04	—	—	3625 Willow Ct # 221, Scottsdale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413524	CLM	Joan Jimenze	1986-03-18	UHC-70453-27	—	6493 Washington St, Minneapolis, MN, 55415	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-423835	CLM	Alan Schmidt	1992-10-27	—	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409696	CLM	Carlos Chavez	1943-08-28	—	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414720	CLM	Liz S Gutierrez	—	UHC-77937-50	—	7839 Willow Ct, San Antonio, TX, 78214	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425961	CLM	Martha Ellis	1988-04-26	UHC-36344-06	—	6810 Grand Ave, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427894	CLM	Aaron Knight	1983-07-13	—	—	8293 Spring St, Nashville, TN, 37219	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429562	CLM	Stephanie Yang	2002-09-03	—	—	6020 Ocean Ave, Charlotte, NC, 28250	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-414692	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-414693	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-419989	CLM	Julia Mason	1972-01-02	—	—	2791 Elm St, Plano, TX, 75038	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-403240	CLM	Kayla Ferguson	2005-06-19	UHC-37431-51	6534957506	3533 Grand Ave, Las Vegas, NV, 89118	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-429753	CLM	Joseph Brooks	1949-02-20	UHC-78973-47	—	4944 Lake View Rd, Tampa, FL, 33658	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-403602	CLM	Mary Edwards	1949-09-06	—	—	7363 Forest Ave, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-407090	CLM	Sofia Crawford	1998-03-01	UHC-53642-74	—	8260 Church St, Nashville, TN, 37279	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-407213	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415330	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	—	9841 Meadow Ln, Chandler, AZ, 85236	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431048	CLM	Robert Flores	1950-01-28	UHC-72032-58	—	796 Mesa Dr, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-425884	CLM	Raymond Jenkins	2004-03-16	—	—	669 Washington St, Plano, TX, 75097	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-417179	CLM	Donald Harper	1975-11-02	UHC-72323-54	—	499 Lincoln Way, Fresno, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-426292	CLM	Helen Munoz	1951-03-02	UHC-11640-38	—	6368 Washington St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-431604	CLM	Wayne Rodriguez	—	—	—	257 Market St, Plano, TX, 75040	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413936	CLM	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-419936	CLM	Doris Q Jordan	1991-06-26	UHC-58784-91	6248597258	7210 Canyon Rd, Charlotte, NC, 28275	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-406995	CLM	Charles Bryant	1995-10-01	UHC-30385-79	—	8292 Hillcrest Rd Apt 38, Las Vegas, NV, 89106	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402496	CLM	Evelyn Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.54	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-432615	CLM	Dorothy Fernandez	1958-06-18	UHC-11988-64	—	4640 Pine Dr, San Diego, CA, 92181	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-417333	CLM	Noah Park	1955-07-17	UHC-70378-47	2727262117	7869 Elm St, San Antonio, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-404097	CLM	Alex Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-420608	CLM	Elizabeth Kennedy	1946-03-05	UHC-31956-48	—	2428 Valley View Dr, Jacksonville, FL, 32287	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426932	CLM	Brittany Moore	2007-05-24	—	—	2956 Sunset Blvd, Tampa, FL, 33651	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-412308	CLM	Angela T Richardson	1947-10-24	UHC-54092-76	—	7082 Oak St, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404712	CLM	Mery Austin	1955-10-10	—	—	9469 Cedar Ln, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-419339	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave, Miami, FL, 33180	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-409682	CLM	James Ashley	1998-05-07	UHC-24324-49	—	4947 Baseline Rd, Tucson, AZ, 85794	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412791	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-412790	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-414938	CLM	Tyler D Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413772	CLM	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd, Mesa, AZ, 85215	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430154	CLM	Diane Carter	1974-06-22	UHC-52209-86	—	663 Main St, San Diego, CA, 92173	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-407815	CLM	Dinae Mendez	1937-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411280	CLM	Bruce Morgan	—	UHC-19389-24	3497162438	5416 Camelback Rd, Gilbert, AZ, 85252	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411170	CLM	Russell Andrews	1989-04-11	UHC-37663-59	—	2725 Pine Dr, Chandler, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-402117	CLM	Mary Pena	2004-08-06	—	—	1649 Indian School Rd, Houston, TX, 77017	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413505	CLM	Julie B Parker	1969-01-20	—	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-428979	CLM	Daniel K Garcia	1979-10-23	UHC-19096-65	8058044584	7751 Union St, Seattle, WA, 98152	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423088	CLM	Emily O Fox	1945-09-08	—	7092720143	121 Church St, Phoenix, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427425	CLM	Bradley Elliott	1981-03-20	—	—	8883 Mesa Dr, Tucson, AZ, 85737	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425711	CLM	Ronald D Morales	1948-01-28	—	—	2228 Church St, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424899	CLM	Diego Freeeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave, Glendale, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more

16,411 rows, page 54 of 329Previous Next