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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405673	CLM	Vincent Schmidt	2007-12-17	UHC-62293-18	—	1891 Camelback Rd, Gilbert, AZ, 85227	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408083	CLM	Randy Wood	1981-05-19	—	7357520739	4592 Desert Sky Blvd, Glendale, AZ, 85346	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408399	CLM	Stephen Rice	1950-05-13	UHC-42521-25	4794760311	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420709	CLM	Kathleen Castillo	1998-11-21	UHC-90571-84	4122381597	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412039	CLM	Jule Wilson	1991-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410626	CLM	Dunald Alvarado	1983-03-09	UHC-17978-97	8264645276	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-417291	CLM	Jacob Russell	1961-03-27	—	3635020664	2233 Broadway, Dallas, TX, 75284	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415819	CLM	Gerald Hunter	2008-07-04	UHC-11413-03	—	5105 Sunset Blvd, Columbus, OH, 43216	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-425746	CLM	Hannah Gilbert	1939-08-14	UHC-12376-13	—	1246 Ocean Ave, Dallas, TX, 75217	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407866	CLM	Jose Owens	1962-08-22	UHC-07892-04	6706529066	8716 Camelback Rd, Dallas, TX, 75235	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401384	CLM	Diana Stephens	1983-08-17	UHC-94285-82	—	6739 Elm St, Tempe, AZ, 85228	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422680	CLM	Kathryn T Berry	1945-05-22	—	8813003887	6986 Washington St, Houston, TX, 77052	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430701	CLM	Angela I Nelson	1947-08-01	UHC-42015-33	3872735798	2170 Apache Blvd, Gilbert, AZ, 85235	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-412100	CLM	Ralph Price	1978-07-26	UHC-91457-63	4179020767	1502 Lake View Rd, Minneapolis, MN, 55424	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426898	CLM	Ethan M Rogers	1938-12-18	—	8694389533	1672 Spring St, San Antonio, TX, 78251	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400913	CLM	Gloria Dunn	1982-05-22	—	5967125464	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427046	CLM	Hiroshi Martinz	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr, Fresno, CA, 93756	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413614	CLM	Gerald Gordon	1986-02-23	—	—	3242 Washington St, Orlando, FL, 32807	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411347	CLM	Bill Dunn	1953-06-10	UHC-72312-69	7783642545	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413228	CLM	Dot Walker	1980-01-28	UHC-09439-74	—	3726 Canyon Rd, Chandler, AZ, 85226	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400265	CLM	Charlotte M Ortiz	2002-10-16	—	4594479762	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423822	CLM	Larry Reed	1939-03-11	—	—	4127 Camelback Rd, Miami, FL, 33162	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401795	CLM	Grace James	1987-11-21	UHC-29142-83	—	6385 River Rd, Las Vegas, NV, 89188	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419975	CLM	Willie Lynch	1987-06-03	UHC-89113-25	3562002780	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414401	CLM	Danialle Ramirez	1954-01-10	—	2959054328	9333 Lincoln Way, Eden Prairie, MN, 55363	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410697	CLM	Richard Brown	1955-05-11	UHC-07594-55	9155620804	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405698	CLM	Dot L Herrera	1952-04-24	UHC-12392-13	2075718948	6298 Broadway, Fresno, CA, 93767	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406537	CLM	Ashley Owens	1946-10-25	UHC-03541-20	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422875	CLM	Zachary Greene	1992-12-26	UHC-69793-13	3393065002	3732 Palm Dr, Los Angeles, CA, 90067	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407689	CLM	Palmer Henry	2001-07-28	UHC-86219-27	6179262325	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406810	CLM	Larry Gibson	1958-12-28	UHC-74898-55	9375549069	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424655	CLM	Omar Harvey	2008-10-05	UHC-08537-63	2338366897	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403975	CLM	Hannah Nguyen	1972-05-08	UHC-20168-56	7235525865	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405078	CLM	Brian Little	1946-02-09	UHC-65114-56	9865881087	9016 Maple Ave, Mesa, AZ, 85278	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414308	CLM	Timothy Hunt	1987-12-17	UHC-84563-77	2393138431	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402799	CLM	Lawrence Nichols	1994-01-19	UHC-55829-92	—	1338 Union St, Orlando, FL, 32862	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426820	CLM	Donald Chapman	1973-10-05	UHC-04060-56	3783672248	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-405460	CLM	Denise Sanders	1951-02-16	UHC-61727-63	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406814	CLM	Sara Aguilar	1949-01-09	UHC-97394-26	3194025434	8640 Forest Ave, Las Vegas, NV, 89192	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422583	CLM	John Hughes	1947-09-08	—	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412663	CLM	Kathleen Wright	1949-05-25	UHC-81490-13	2852379084	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414652	CLM	Noah Riley	1953-11-04	UHC-02806-19	3243538225	3332 Apache Blvd, Eden Prairie, MN, 55326	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-409466	CLM	Wayne Diaz	1965-01-23	—	9715991876	4739 Harbor Blvd, Las Vegas, NV, 89147	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400631	CLM	Lauren N Spencer	1956-03-13	UHC-15892-51	2393257247	9516 Valley View Dr, Mesa, AZ, 85280	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429227	CLM	Pamela Russell	1939-08-22	UHC-06760-29	—	9042 Sunset Blvd, Chandler, AZ, 85291	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421425	CLM	Keith S Schultz	1940-01-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430498	CLM	Raymnd Peters	1972-08-03	—	9416962019	2221 Lake View Rd, Austin, TX, 78732	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-425375	CLM	Anddrew D Berry	2003-04-08	UHC-83026-24	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424100	CLM	Brenda Lopez	1990-02-18	UHC-93886-29	9752355447	8704 Lincoln Way, Mesa, AZ, 85233	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417258	CLM	Carloyn Gutierrez	1948-06-25	—	8753951746	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 182 of 212Previous Next