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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424397	CLM	Roger Fox	1960-11-02	UHC-03182-71	5619793940	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403797	CLM	Jeff O Allen	1990-01-02	UHC-29346-52	6203934513	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-431501	CLM	Evelyn Moore	1955-08-25	—	4022847451	7193 Elm St, Atlanta, GA, 30339	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428114	CLM	Diana Brooks	1970-11-24	UHC-64888-77	6696603198	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421041	CLM	Amber Fields	1977-10-14	UHC-04870-75	7876613893	—	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-432313	CLM	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St, Nashville, TN, 37275	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412430	CLM	Willie Hansen	1941-12-16	UHC-41836-57	3386239076	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400240	CLM	Emily Rice	1954-12-08	UHC-52218-45	4108956746	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-404768	CLM	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412073	CLM	Arthur Warern	1957-09-17	UHC-86622-12	5265263860	952 Broadway, Chandler, AZ, 85296	0.90	Phone reformatted Address re-cased City re-cased State code upper-cased+1 more
CLM-429533	CLM	Fatima Day	1938-07-11	UHC-20701-07	8129109749	6160 Church St, Denver, CO, 80250	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-417969	CLM	Frances Hanson	1989-05-10	UHC-45521-79	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421549	CLM	Jesse Casitllo	1947-02-15	UHC-64582-82	9509293843	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-411788	CLM	Sam Romero	1976-08-07	UHC-70881-28	6645502381	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404842	CLM	Yuki Nguyen	1955-01-22	—	8686306366	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405223	CLM	Lisa Welch	1975-03-28	—	6327975083	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420480	CLM	Martha D Gardner	1944-05-13	—	2579837123	3192 Sunset Blvd, Gilbert, AZ, 85215	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409607	CLM	Eugene Coleman	1985-03-07	UHC-85703-84	5084180342	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403196	CLM	Dennis Hunt	1993-03-07	UHC-89275-42	7022047001	9777 Mountain View Dr, Columbus, OH, 43245	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-406226	CLM	Timothy Berry	1976-03-12	UHC-17139-84	7572035779	422 Meadow Ln, Minneapolis, MN, 55414	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408936	CLM	Michael Patel	1960-12-08	UHC-44001-21	6857130246	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403767	CLM	Kelly Z Munoz	1944-09-17	UHC-78676-71	7317642615	8886 Central Ave, Plano, TX, 75066	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420108	CLM	Nicholas Hughes	1972-12-17	—	3169836417	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425404	CLM	Richard J Jenkins	1953-09-25	UHC-62559-30	4009793863	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-432104	CLM	Harold Peterson	1976-12-28	UHC-08055-12	7949006242	9041 Broadway, Tucson, AZ, 85723	0.90	Date of birth reformatted Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-409840	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	4719235847	4460 Mountain View Dr, Nashville, TN, 37207	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416384	CLM	Denise E Hamilton	1988-06-25	UHC-25159-90	7014016989	9833 Sage Ct, Minneapolis, MN, 55441	0.90	Date of birth reformatted Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-419496	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400785	CLM	Debra Bishop	1953-03-26	UHC-74782-94	3157943023	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408062	CLM	Bruce Ward	1939-10-03	—	7513706054	2876 Church St, Charlotte, NC, 28258	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417609	CLM	Ethan Torres	1992-06-03	UHC-53358-95	2819636622	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416944	CLM	Dorothy Padilla	1976-02-07	—	5533887437	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426188	CLM	Mark Marquez	1953-02-28	—	7106427661	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426713	CLM	Treesa D Cunningham	1974-03-02	UHC-56407-99	5897165184	981 Willow Ct, San Diego, CA, 92163	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-414684	CLM	Shirley Adams	1972-07-20	UHC-91288-40	9159511274	8927 Ridge Rd, Houston, TX, 77070	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412164	CLM	Sarah O Sllivan	1968-10-17	UHC-55633-98	3043402380	4140 Highland Ave, San Diego, CA, 92155	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415922	CLM	Marcus B Alexander	1987-11-15	—	4999021320	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-418980	CLM	Ashley Hunt	1993-02-17	UHC-17135-04	7175151481	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409419	CLM	Robert B Edwards	2004-07-11	—	2866163981	3734 Desert Sky Blvd, Austin, TX, 78732	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412341	CLM	Russell Carter	1940-10-16	UHC-58996-04	7005991659	1066 Main St, Fresno, CA, 93705	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419461	CLM	Robert Myers	1983-02-02	—	2696268781	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-406380	CLM	Mark Roberts	1955-12-08	UHC-20647-47	2818590566	9141 Hillcrest Rd, Dallas, TX, 75281	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403986	CLM	Jennifer Schmidt	1952-01-28	—	5357091043	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400345	CLM	Eugene N Campbell	1951-03-21	—	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429380	CLM	Denny Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-418859	CLM	Lawrence Burke	1981-07-17	UHC-67527-35	2342414823	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-400465	CLM	Wayne Carpenter	1993-02-01	UHC-08752-97	9764727482	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416141	CLM	Karen Cook	1983-02-04	UHC-61680-99	6046958693	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-405226	CLM	Kayla Wong	1996-10-23	—	9543492668	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424328	CLM	Diane Dominguez	1946-08-06	UHC-17276-55	9789858984	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 185 of 240Previous Next