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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419392	CLM	James Garrett	1971-04-16	—	—	5819 Main St, Miami, FL, 33185	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426559	CLM	Jesse F Silva	1992-11-10	UHC-15756-10	2389753626	2776 Ridge Rd, San Antonio, TX, 78286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428094	CLM	Melissa Hawkins	1975-06-26	—	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432124	CLM	Madison Carpenter	1997-10-11	UHC-28496-43	5889237039	913 Cedar Ln, Nashville, TN, 37274	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-412093	CLM	Miller Billy	1959-04-28	—	—	3528 Baseline Rd, Scottsdale, AZ, 85202	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426846	CLM	Brenda Austin	1952-09-21	UHC-54657-53	4455042178	4937 Lake View Rd, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-402082	CLM	Peter Walker	1986-04-18	UHC-17729-51	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402445	CLM	Natalie Howell	1950-03-28	UHC-74422-60	—	5416 Jefferson Ave, Tempe, AZ, 85207	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430623	CLM	Alan K Reynolds	1971-10-19	UHC-75853-19	—	317 Market St, San Antonio, TX, 78258	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409205	CLM	Mariana Clark	1963-08-20	UHC-09124-57	—	3422 Mesa Dr, Tempe, AZ, 85251	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402424	CLM	Margaret Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431547	CLM	Jason Hudzon	1969-07-26	UHC-83255-99	—	8256 Elm St, Seattle, WA, 98183	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407121	CLM	Samantha Freeman	1977-05-08	UHC-78622-78	7555115205	1512 Camelback Rd, Scottsdale, AZ, 85243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420739	CLM	Sara Carpenter	1949-10-24	—	—	5046 Mesa Dr, Columbus, OH, 43252	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417454	CLM	Diana Morales	1957-12-27	—	—	7398 Washington St, Los Angeles, CA, 90084	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428457	CLM	Juditth Castillo	1969-12-01	—	2455505351	7486 Main St, Nashville, TN, 37235	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428456	CLM	Juditth Castillo	1969-12-01	—	2455505351	7486 Main St, Nashville, TN, 37235	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409604	CLM	Ryan O Evans	1975-02-07	UHC-88185-60	6479882680	1580 Sunset Blvd, San Diego, CA, 92191	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412642	CLM	Olivia Sanchez	1947-09-04	—	3455364219	94 Cedar Ln, Atlanta, GA, 30374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412641	CLM	Olivia Sanchez	1947-09-04	—	3455364219	94 Cedar Ln, Atlanta, GA, 30374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432574	CLM	Stephen West	1942-02-06	—	3659807490	1006 Market St, Houston, TX, 77065	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-420099	CLM	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-410832	CLM	Edwward Y Daniels	1985-10-27	—	3343172163	8035 Central Ave, Tampa, FL, 33615	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409483	CLM	Diego Mason	1942-06-19	UHC-86673-18	2463476114	2375 Sage Ct, Mesa, AZ, 85216	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420076	CLM	Laura Cooper	2007-11-04	—	3596564023	1831 Willow Ct, San Diego, CA, 92106	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413369	CLM	Hiroshi Pierce	1943-09-04	UHC-77891-97	9025094758	4236 Washington St, San Diego, CA, 92135	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416873	CLM	Albert Santos	1956-12-07	—	5478975623	8286 Harbor Blvd, Mesa, AZ, 85246	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401128	CLM	Diane Rivera	1978-09-12	UHC-27906-92	2777998084	9882 Valley View Dr, Charlotte, NC, 28222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426486	CLM	Jesse W Freeman	2001-09-26	—	—	3400 Grand Ave, Tucson, AZ, 85753	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423860	CLM	Blily Brown	1977-12-04	—	3682276501	870 Hillcrest Rd, Fresno, CA, 93709	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419737	CLM	Judy Schmidt	2002-02-05	UHC-10609-39	—	4339 Park Pl, Tempe, AZ, 85233	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400815	CLM	Brenda K Price	2001-10-16	UHC-58479-84	5799419776	7479 Canyon Rd, Los Angeles, CA, 90080	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422673	CLM	Cheryl Day	1946-05-02	—	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407389	CLM	Barbara Schultz	1951-05-02	—	6532059063	3124 Mountain View Dr, Mesa, AZ, 85230	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410483	CLM	Sean Z Bishop	1972-02-13	UHC-26339-90	—	1837 Grand Ave, Los Angeles, CA, 90082	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406134	CLM	Theresa Reid	1963-05-18	—	—	5210 Apache Blvd, Dallas, TX, 75211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408526	CLM	Mateo Hill	1970-07-15	UHC-13418-23	—	2581 Elm St, Eden Prairie, MN, 55315	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409005	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ, 85756	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432603	CLM	Maria Perry	1959-07-07	—	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402219	CLM	Noah L Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-406092	CLM	Kayla Myers	1980-11-25	—	4393803860	3718 Church St, Tampa, FL, 33686	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414291	CLM	Virginia Delgado	1938-11-13	—	—	3315 River Rd, Glendale, AZ, 85367	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417780	CLM	Maria Wagner	1983-05-02	UHC-23015-94	—	9202 Camelback Rd, Seattle, WA, 98184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408109	CLM	Ralph Lewis	1950-07-23	UHC-43255-16	5384860436	8899 Mountain View Dr, Fresno, CA, 93752	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412602	CLM	Emily Bleck	1949-02-19	—	2289318389	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414783	CLM	Bradley Santos	1975-08-20	UHC-83853-05	—	326 Forest Ave, San Diego, CA, 92144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407989	CLM	Camila Sims	1950-08-25	—	—	6419 Cedar Ln, Denver, CO, 80222	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408452	CLM	Christine Porter	1989-09-25	UHC-92458-92	2055904854	426 Valley View Dr, Austin, TX, 78752	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402106	CLM	Theresa Harper	1943-02-25	UHC-74940-37	6358134116	4015 Highland Ave, Fresno, CA, 93718	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425911	CLM	Aisha Lupez	1971-03-03	—	—	24 Desert Sky Blvd, Chandler, AZ, 85260	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 148 of 376Previous Next