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-418367	CLM	Philip Larson	1953-11-19	UHC-32280-28	4609465524	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-430798	CLM	Jacqueline J Reyes	1961-02-08	UHC-83183-03	3416776370	9116 Forest Ave, Columbus, OH, 43244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424399	CLM	Gregory W Kelley	1970-06-12	—	8648333370	4795 Maple Ave, Houston, TX, 77030	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406633	CLM	Joe Stephens	2008-02-05	—	6195200229	4462 Sunset Blvd, Jacksonville, FL, 32242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409684	CLM	Terry Hollmes	1973-09-04	UHC-16727-88	6245921610	7082 Bayshore Dr, Austin, TX, 78721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421916	CLM	Vincent Q Hart	1959-07-15	UHC-21987-76	4755130697	2540 Meadow Ln, Nashville, TN, 37236	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402092	CLM	Raymond Hart	1973-03-08	UHC-46604-84	4414062269	2095 Market St, Eden Prairie, MN, 55309	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401616	CLM	Sophia Fox	1973-06-20	—	4989404410	5249 Sage Ct, Houston, TX, 77012	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419952	CLM	Sofia Williams	1970-02-20	—	2563565103	3918 Pine Dr, Austin, TX, 78796	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-406247	CLM	Martha Rodriguez	1977-06-11	UHC-02773-73	8246313228	3973 Washington St, Phoenix, AZ, 85093	0.76	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-425839	CLM	Raymond M Baker	1977-10-18	UHC-89971-89	3817739398	3551 Ridge Rd, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419075	CLM	Jason Gray	1983-11-23	UHC-15887-53	2484697238	3678 Spring St, Gilbert, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427447	CLM	Michelle Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424913	CLM	Isabella L Hart	1975-03-17	—	4313225139	4604 Jefferson Ave, Glendale, AZ, 85372	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426318	CLM	Philip Freeman	1952-09-19	UHC-56132-61	9676220530	8036 Camelback Rd, Columbus, OH, 43224	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429969	CLM	Ashley Parker	1968-02-15	UHC-65675-26	6409045682	277 Park Pl, Tempe, AZ, 85275	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400038	CLM	Sara Snyder	1960-07-03	UHC-12811-54	2823604106	1546 Sage Ct, Tucson, AZ, 85712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418899	CLM	Joseph Schultz	1973-08-16	—	4874525606	7373 Main St, Los Angeles, CA, 90039	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417381	CLM	Noah M Ward	1945-03-10	UHC-78806-27	7633427070	3345 Ocean Ave, Mesa, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427611	CLM	Margaret Ryan	1961-09-12	—	2418857734	3627 Mountain View Dr, Nashville, TN, 37229	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407028	CLM	Christian Yang	2002-05-05	—	9187197387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420069	CLM	Emma A Ramos	1960-08-12	—	9288762075	6476 Sunset Blvd, Charlotte, NC, 28260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401372	CLM	Arjun Gardneer	1987-08-28	UHC-24635-15	4878303467	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-432480	CLM	Willie Bennett	1969-01-25	—	6495868623	1924 Highland Ave, Columbus, OH, 43225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412105	CLM	Hannah A Lawrence	1956-04-21	—	4479370295	1116 Desert Sky Blvd, Mesa, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414802	CLM	Johnny Lynch	1985-12-18	—	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-425496	CLM	Christopher Graham	1969-02-07	UHC-23280-13	7066617598	5309 Ridge Rd, Gilbert, AZ, 85293	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425733	CLM	Amber O Jordan	1985-02-17	UHC-29175-45	9313022259	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-431340	CLM	Rachel Nichols	1970-07-06	UHC-39062-02	6194396351	4830 Sunset Blvd, Tucson, AZ, 85725	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402775	CLM	Timothy Vargas	1956-09-02	UHC-91471-01	7125048752	3414 Elm St, Fresno, CA, 93770	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416113	CLM	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424610	CLM	Samuel Bishop	1973-11-16	UHC-34213-31	7638216000	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414002	CLM	Julia Holmes	1974-12-28	—	6967289662	2935 Ocean Ave, Nashville, TN, 37211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416352	CLM	Steven Ramirez	1952-06-15	UHC-82095-13	7215604422	5837 Indian School Rd, Columbus, OH, 43282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424743	CLM	Christine Le	1976-04-22	—	9812656354	6862 Ridge Rd, San Antonio, TX, 78299	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403881	CLM	Tim Reed	1952-01-06	—	7423625575	6718 Lincoln Way, Miami, FL, 33103	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403513	CLM	Ronald Alvarado	1971-07-17	UHC-24064-83	5806000138	431 Lake View Rd, Mesa, AZ, 85294	0.76	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-406869	CLM	Virginia Carr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-424424	CLM	Jacob N Gunzales	2003-01-01	UHC-27782-30	3134028045	3611 Jefferson Ave # 163, Dallas, TX, 75220	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-402785	CLM	Wei Carlson	1949-12-04	UHC-58954-87	6729008203	3604 Hillcrest Rd, Glendale, AZ, 85302	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408305	CLM	Brenda Banks	1977-01-16	—	3395057655	1732 Lincoln Way, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420191	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-427768	CLM	Madison U Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400047	CLM	Sandra Rice	2005-09-20	—	3888833669	4628 Lake View Rd, Austin, TX, 78796	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403985	CLM	Ahmed Watson	1999-07-19	—	3393153738	177 Harbor Blvd, Las Vegas, NV, 89194	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420066	CLM	Brian Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-425390	CLM	Peter N Walsh	2004-07-27	UHC-87363-59	4254994240	3658 Meadow Ln, Tempe, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427927	CLM	Kevin T Guerrero	1956-03-23	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA, 93783	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
CLM-418184	CLM	Sean Yang	1966-01-27	—	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432354	CLM	Lidna Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 99 of 240Previous Next