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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408625	CLM	Betty Le	1953-07-25	—	—	9800 Mesa Dr, Houston, TX, 77009	0.76	Name re-cased Street suffix standardised Address re-cased City 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-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-402692	CLM	Larry Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414872	CLM	Elizabeth George	1960-05-24	—	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.76	Street suffix standardised Address re-cased City re-cased State code upper-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-431563	CLM	Beverly T Geogre	1939-04-15	UHC-34719-91	—	9835 Palm Dr, Plano, TX, 75088	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423971	CLM	Jennifer Medina	2000-06-27	—	—	1107 Valley View Dr, Eden Prairie, MN, 55325	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428477	CLM	Jack Castro	1990-05-26	UHC-62887-60	—	2221 Mesa Dr, Nashville, TN, 37231	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+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-405895	CLM	Debra Greene	1983-04-05	—	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402142	CLM	Bruce Johnston	1957-08-10	—	—	3273 Harbor Blvd, Dallas, TX, 75275	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+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-420848	CLM	Emily Harper	1970-04-07	—	—	2808 Desert Sky Blvd, Seattle, WA, 98197	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-419859	CLM	Julie Maldonado	2003-02-09	—	—	2499 Cedar Ln, Tampa, FL, 33655	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-432364	CLM	Amy L Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.76	Name re-cased Street suffix standardised Address re-cased City 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-409289	CLM	Benjaimn Moreno	2000-08-10	—	—	1642 Maple Ave, Austin, TX, 78737	0.76	Name re-cased Street suffix standardised Address re-cased City 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-430632	CLM	Sophia M Soto	1949-02-25	UHC-01510-29	—	8505 Ridge Rd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409678	CLM	Chhristine Alexander	1943-08-26	—	—	1503 Valley View Dr, San Diego, CA, 92198	0.76	Name re-cased Street suffix standardised Address re-cased City 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-420983	CLM	Rayomnd Mendez	2005-06-03	—	7887098471	3227 Mountain View Dr, Atlanta, GA, 30321	0.76	Name re-cased Street suffix standardised Address re-cased City 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-427285	CLM	Nathn T Lynch	1954-09-02	—	3142168911	9410 Union St, Columbus, OH, 43251	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419626	CLM	Donna P Young	1959-04-09	UHC-09777-54	—	9562 Grand Ave, Tampa, FL, 33640	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401837	CLM	Anthony Hernandez	2003-01-03	UHC-96290-74	—	9167 Main St, Charlotte, NC, 28204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403182	CLM	Tim Arold	1943-09-15	UHC-84821-07	—	3789 Desert Sky Blvd, Orlando, FL, 32882	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
CLM-428851	CLM	Nancy Soto	1966-07-02	—	6713732691	4811 Washington St, Nashville, TN, 37257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404701	CLM	Joeph Obrien	1978-10-10	UHC-03406-45	—	464 Forest Ave, Jacksonville, FL, 32266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419753	CLM	Anndrew N Martin	1971-06-27	UHC-32419-05	2183477931	2187 River Rd, Plano, TX, 75003	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417594	CLM	Victoria Tucker	1990-07-28	UHC-76378-52	—	1068 Sage Ct, Tampa, FL, 33686	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402605	CLM	Frances Pierce	1938-06-09	—	—	6554 Jefferson Ave, Orlando, FL, 32892	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424503	CLM	Kelly Munoz	1971-07-06	UHC-16171-83	—	997 Bayshore Dr, Tempe, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428645	CLM	William Wong	1981-05-15	—	4207455743	7700 Palm Dr, Scottsdale, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429257	CLM	Isabella Jordan	1988-09-27	UHC-55243-09	—	4855 Spring St, Phoenix, AZ, 85093	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-429575	CLM	Dorothy Gray	2001-09-19	UHC-49733-88	—	1611 Market St, Denver, CO, 80242	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413752	CLM	Carlos Stevens	1984-12-03	—	5474245943	2200 Union St, Tucson, AZ, 85795	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-413753	CLM	Carlos Stevens	1984-12-03	—	5474245943	2200 Union St, Tucson, AZ, 85795	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-426853	CLM	James Holmes	1944-04-26	—	7929870504	9737 Camelback Rd, Tampa, FL, 33688	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413194	CLM	Jacqueline Watson	2005-05-22	UHC-06280-11	—	1973 Cedar Ln # 584, Tucson, AZ, 85733	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-428895	CLM	Brtitany Griffin	1967-12-24	UHC-33334-49	—	8300 Mountain View Dr, San Antonio, TX, 78229	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
CLM-422871	CLM	Daniel Garza	1965-05-26	UHC-65418-38	8005596832	3687 Elm St, Mesa, AZ, 85213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402248	CLM	Chris U Mendoza	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-414566	CLM	Arthur Murphy	1974-07-03	UHC-00948-82	—	5312 Sage Ct, Los Angeles, CA, 90083	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 56 of 105Previous Next