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-409924	CLM	Russell Marquez	1962-03-11	UHC-20668-29	—	2146 Mesa Dr, Scottsdale, AZ, 85285	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400732	CLM	Gerald McDonald	1968-02-01	UHC-64585-32	—	4413 Maple Ave, Fresno, CA, 93789	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-432471	CLM	Kyle Medina	1968-11-28	UHC-64058-26	—	2454 Canyon Rd, Dallas, TX, 75246	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-429141	CLM	Carl Gibson	1986-02-04	UHC-12791-74	3082058233	1931 Camelback Rd, Jacksonville, FL, 32236	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-416263	CLM	Brandon R Garcia	1945-12-04	UHC-75549-84	—	3377 Lincoln Way, San Antonio, TX, 78271	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408294	CLM	Deborah Alverado	2006-02-04	UHC-58614-80	4996656349	5707 Oak St, Nashville, TN, 37245	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414170	CLM	Mateo Wight	1949-05-26	UHC-17285-52	7998977123	4302 Harbor Blvd, Columbus, OH, 43234	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-414242	CLM	Gabriel Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN, 37233	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-424750	CLM	Julia Murphy	2005-01-03	UHC-12257-62	6847912313	752 Palm Dr, Scottsdale, AZ, 85274	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
CLM-406879	CLM	Ana Gibsno	1998-12-05	—	—	985 Highland Ave, Mesa, AZ, 85272	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402953	CLM	Carlos Vega	1954-09-24	—	—	819 Desert Sky Blvd, Tampa, FL, 33623	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423919	CLM	Alice Meyer	1980-10-04	—	4118073364	7448 Mesa Dr, Chandler, AZ, 85272	0.82	Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-423216	CLM	Carolyn Evans	1980-01-05	UHC-34615-37	—	2666 Broadway, Scottsdale, AZ, 85203	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-415170	CLM	Paul Garza	1980-09-17	UHC-63984-52	—	9746 Forest Ave, Austin, TX, 78724	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
CLM-414613	CLM	Mark Johnston	1965-11-10	UHC-67775-91	—	37 Park Pl, Columbus, OH, 43206	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432631	CLM	Mateo Black	1994-09-12	—	—	1266 Jefferson Ave, Tucson, AZ, 85722	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-416988	CLM	Stephanie Richardson	1991-02-04	UHC-32982-17	3307619017	7992 Ridge Rd, Jacksonville, FL, 32291	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-411294	CLM	Kathryn B Ross	1980-02-11	—	—	9505 Harbor Blvd, Minneapolis, MN, 55442	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409218	CLM	Vincent Gomez	1987-11-04	UHC-91184-90	8724311892	4262 Spring St, San Antonio, TX, 78295	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428855	CLM	Ed Henry	1990-12-09	UHC-97702-67	—	3721 Washington St, Columbus, OH, 43285	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-403624	CLM	Jack Knight	1955-10-20	—	—	252 Sage Ct, Nashville, TN, 37219	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-400836	CLM	Helen Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
CLM-411299	CLM	Kathryn G Parkr	1945-08-28	UHC-62847-12	—	6159 Broadway, Orlando, FL, 32888	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-419613	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-426236	CLM	Amanda Castillo	1973-04-21	UHC-19670-66	5673374819	8441 Jefferson Ave, San Antonio, TX, 78295	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402742	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	2563 Maple Ave, Gilbert, AZ, 85202	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-403330	CLM	Teresa Hayes	1962-10-05	—	—	2774 Pine Dr, Gilbert, AZ, 85236	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414280	CLM	Linda Torres	1956-04-10	—	6054037364	6643 Mountain View Dr, Scottsdale, AZ, 85208	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429322	CLM	Harold Green	1949-02-27	—	—	5450 Spring St, Seattle, WA, 98175	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-404940	CLM	Zachary Ortega	1947-11-11	—	—	7811 Washington St, Fresno, CA, 93778	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409114	CLM	Wei Nelson	1975-03-28	UHC-64178-30	—	5374 Mesa Dr, Tampa, FL, 33629	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418321	CLM	Pamela Bryant	1960-03-17	UHC-85849-44	—	609 Lake View Rd, Los Angeles, CA, 90019	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-410420	CLM	Sara Campbell	1942-12-26	—	2949606419	5159 Desert Sky Blvd, Gilbert, AZ, 85261	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-411405	CLM	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-407511	CLM	Jack Sanchez	1998-04-02	—	6027213425	9589 Canyon Rd, San Diego, CA, 92138	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428034	CLM	Lawrence L Johnston	1918-05-16	UHC-28017-01	9333107818	5252 Highland Ave, Tempe, AZ, 85240	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419994	CLM	Dbra H Coleman	1972-03-28	UHC-55489-25	—	6947 Ocean Ave, Tempe, AZ, 85277	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-403293	CLM	Timthy Cook	2004-02-16	UHC-20743-60	—	2519 Desert Sky Blvd, Columbus, OH, 43230	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-403257	CLM	Carolyn Woods	1950-11-09	UHC-37941-83	—	998 Mountain View Dr, San Antonio, TX, 78284	0.82	ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
CLM-404025	CLM	Katherine Dean	1958-10-29	—	5045412694	7389 Union St, Fresno, CA, 93715	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427834	CLM	Arthur Santos	1994-07-02	UHC-64643-18	—	9820 Market St, Fresno, CA, 93776	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400275	CLM	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-410387	CLM	Jeeremy Cook	1948-08-19	UHC-20902-98	5055715690	7234 Indian School Rd, Columbus, OH, 43239	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-410386	CLM	Jeeremy Cook	1948-08-19	UHC-20902-98	5055715690	7234 Indian School Rd, Columbus, OH, 43239	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427672	CLM	Jonathan Flores	1972-09-19	UHC-29582-45	—	9441 Canyon Rd, Eden Prairie, MN, 55360	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409841	CLM	Ralph Johnson	1939-11-02	—	9712294403	9079 Maple Ave, Austin, TX, 78750	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-401777	CLM	Elijah Ross	1971-11-17	UHC-43383-31	6468162965	6360 Mesa Dr, Tampa, FL, 33632	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-401895	CLM	Emma P Lopez	1982-07-16	UHC-06552-13	—	932 Harbor Blvd, Tampa, FL, 33652	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429537	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-419366	CLM	Julia Le	1972-12-15	UHC-13063-97	2789404205	9364 Market St, Tucson, AZ, 85750	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared

2,352 rows, page 46 of 48Previous Next