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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423007	CLM	John Vasquez	1977-10-25	—	—	5225 Lincoln Way, Nashville, TN	0.84	ZIP missing Placeholder values cleared
CLM-430695	CLM	Linda Banks	1959-12-08	—	8714636087	9484 River Rd, San Antonio, TX	0.84	Phone reformatted ZIP missing
CLM-423889	CLM	Beverly Rogers	2003-05-26	—	—	487 Main St, San Antonio, TX	0.84	ZIP missing Placeholder values cleared
CLM-420502	CLM	Juan M Padilla	2000-09-05	UHC-83094-01	—	5578 Valley View Dr, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
CLM-421233	CLM	Tim Webb	1973-07-11	—	—	1386 Central Ave, Plano, TX	0.84	ZIP missing Placeholder values cleared
CLM-402510	CLM	Olivia Hunt	1987-09-16	—	5355722990	4796 Hillcrest Rd, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
CLM-409359	CLM	Susan Scott	1971-09-12	—	7159685927	6472 Main St, San Diego, CA	0.84	ZIP missing Placeholder values cleared
CLM-413736	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	2827546907	6607 Meadow Ln, Houston, TX	0.84	ZIP missing Placeholder values cleared
CLM-427599	CLM	Susan F Gardner	1945-07-28	—	—	8370 Camelback Rd, San Antonio, TX	0.84	ZIP missing Placeholder values cleared
CLM-404431	CLM	Turner Jon	1939-06-23	—	—	7967 Lake View Rd, Chandler, AZ	0.84	ZIP missing Placeholder values cleared
CLM-417270	CLM	Lori Baker	1968-03-05	—	7122378569	6161 Indian School Rd, Miami, FL	0.84	ZIP missing Whitespace trimmed
CLM-411267	CLM	Omar Thomas	1983-02-04	UHC-30987-31	—	3899 Union St, Eden Prairie, MN	0.84	ZIP missing Placeholder values cleared
CLM-414077	CLM	Marilyn J Maldonado	1964-05-17	UHC-86096-01	—	3646 Canyon Rd, Orlando, FL	0.84	ZIP missing Placeholder values cleared
CLM-407274	CLM	Anna Carr	1965-06-17	UHC-83901-86	—	6692 River Rd, Houston, TX	0.84	ZIP missing Placeholder values cleared
CLM-407275	CLM	Anna Carr	1965-06-17	UHC-83901-86	—	6692 River Rd, Houston, TX	0.84	ZIP missing Placeholder values cleared
CLM-414973	CLM	Amanda Parker	1947-02-27	UHC-47167-27	—	2487 Apache Blvd, Denver, CO	0.84	ZIP missing Placeholder values cleared
CLM-410669	CLM	Hernandez Ken	1978-11-12	UHC-86070-65	—	4079 Valley View Dr, Glendale, AZ	0.84	Member ID reformatted ZIP missing
CLM-410668	CLM	Hernandez Ken	1978-11-12	UHC-86070-65	—	4079 Valley View Dr, Glendale, AZ	0.84	Member ID reformatted ZIP missing
CLM-428609	CLM	Gordon Stephen	1988-03-22	—	—	5705 Meadow Ln, Seattle, WA	0.84	ZIP missing Placeholder values cleared
CLM-428610	CLM	Gordon Stephen	1988-03-22	—	—	5705 Meadow Ln, Seattle, WA	0.84	ZIP missing Placeholder values cleared
CLM-428814	CLM	Betty Stephens	2006-12-15	—	8869139445	6241 Lincoln Way, Eden Prairie, MN	0.84	ZIP missing Placeholder values cleared
CLM-407723	CLM	Raymond Banks	2004-07-09	UHC-53680-51	8823434683	2102 Central Ave, Denver, CO	0.86	ZIP missing

2,072 rows, page 42 of 42Previous Next