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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413837	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ, 85349	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
CLM-401690	CLM	Dorothy Jacobs	1942-02-04	UHC-33416-55	4322011656	2626 River Rd, Fresno, CA, 93771	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402552	CLM	Sara P Riley	1968-11-24	—	5604707904	2720 Forest Ave, Tucson, AZ, 85743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427262	CLM	Jakk Freeman	1946-07-23	—	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415164	CLM	Terry Peterson	1940-03-22	UHC-56448-49	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425245	CLM	Arthur Greene	1942-11-16	UHC-13551-49	—	4951 Canyon Rd, Los Angeles, CA, 90085	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422767	CLM	Joe Obrien	1938-06-20	—	—	832 Oak St, Jacksonville, FL, 32288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408447	CLM	Joshua T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420700	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	—	5282 Main St, Charlotte, NC, 28204	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409936	CLM	Lori T Ward	1965-06-23	UHC-57208-30	5317212150	5185 Maple Ave, Denver, CO, 80271	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-404662	CLM	Sandra Lewis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave, Jacksonville, FL, 32214	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402508	CLM	William Simmons	1972-06-17	UHC-76744-15	4213430868	3955 Oak St, Miami, FL, 33134	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-411566	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave Apt 28, Gilbert, AZ, 85255	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-411366	CLM	Elizabeth Ray	1992-01-25	—	—	7416 Oak St, Las Vegas, NV, 89186	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-423128	CLM	Sandra Banks	2000-12-28	UHC-77872-48	5844352533	7841 Park Pl, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419528	CLM	Billy M Cook	1978-11-21	—	3589721902	5824 Willow Ct, Scottsdale, AZ, 85208	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408871	CLM	Walter Clark	1980-03-06	UHC-73064-35	—	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424439	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424440	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411818	CLM	Aaron Sandoval	2006-04-13	UHC-29436-35	—	8939 Valley View Dr, Jacksonville, FL, 32220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406416	CLM	Heather Singh	1948-01-09	UHC-61064-10	4244339075	6811 Elm St, Plano, TX, 75098	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431859	CLM	Randy Rss	1940-01-07	—	3174487162	728 Spring St, Orlando, FL, 32893	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418070	CLM	Perez Kayla	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-411108	CLM	Adam Rogers	1991-02-14	UHC-08320-64	2954659419	550 Valley View Dr, Tampa, FL, 33679	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422215	CLM	Yuki Smith	1995-02-28	—	—	8941 Highland Ave, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403848	CLM	Catherine I Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400586	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA, 90068	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407415	CLM	Amanda Walker	1981-01-27	—	5855605844	6447 Pine Dr, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428031	CLM	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427762	CLM	Barbara Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430621	CLM	Angela M Brown	1946-05-27	UHC-61297-62	6324499871	7762 Mesa Dr, San Antonio, TX, 78259	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421932	CLM	Maria J Wells	2005-07-01	—	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417876	CLM	Jessica H Garza	1962-01-08	—	—	5622 Harbor Blvd, Minneapolis, MN, 55420	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432248	CLM	Alan Lynch	1959-07-02	UHC-97250-45	—	7020 Elm St, Orlando, FL, 32886	0.64	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-406370	CLM	Carlos Austn	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400000	CLM	Judy Herrera	1977-04-07	—	—	2759 Sage Ct, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422910	CLM	Bradley Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416320	CLM	Gabriel Carr	2007-02-14	—	6693611473	2015 Jefferson Ave, Tempe, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409138	CLM	Bruce Adams	1942-10-15	—	—	6011 Main St, Sacramento, CA, 95824	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420942	CLM	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432788	CLM	Benjamin S Lane	1985-01-05	UHC-09486-02	—	6981 Cedar Ln, Miami, FL, 33114	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420140	CLM	Diane Hughes	2002-11-27	UHC-73105-62	—	5255 River Rd, Seattle, WA, 98134	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412866	CLM	Steven Clark	1959-12-17	—	—	9021 Sage Ct, Denver, CO, 80268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408127	CLM	Ralph Jacobs	1973-08-05	—	3638756339	164 Ocean Ave, San Diego, CA, 92168	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425687	CLM	Austin B Robertson	1968-10-16	UHC-45622-09	7956957572	7410 Ocean Ave, Jacksonville, FL, 32222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

2,352 rows, page 25 of 48Previous Next