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-427427	CLM	Brian Thomas	1956-12-02	UHC-07672-91	8093837394	7042 Mountain View Dr, Dallas, TX, 75291	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-413762	CLM	Aisha Bradley	1973-12-24	—	3548536255	8630 River Rd, Denver, CO, 80211	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425446	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St, Dallas, TX, 75228	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406602	CLM	Douglas Garza	1946-09-15	—	—	1168 Cedar Ln, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419279	CLM	Cunningham Austin	2005-12-11	UHC-71262-56	6392836784	4366 Forest Ave, Phoenix, AZ, 85002	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411969	CLM	Maria A Woods	1969-06-16	UHC-43006-38	4297798137	198 Church St, Los Angeles, CA, 90061	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-403083	CLM	Tyler Kelley	1962-11-01	UHC-71559-70	—	636 Spring St, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419682	CLM	Dorothy T Lawrence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd Apt 3, Los Angeles, CA, 90087	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
CLM-402220	CLM	Noah Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403168	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-427932	CLM	Jack Taylor	1971-03-07	—	—	3243 Main St Apt 32, Tampa, FL, 33650	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425508	CLM	Beverly Sandoval	1987-01-04	UHC-71693-15	—	2141 Meadow Ln, Glendale, AZ, 85312	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-401380	CLM	Jose Olson	2003-05-28	UHC-32021-76	—	5299 Elm St, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-432329	CLM	Carlos R Walker	1987-12-15	UHC-39806-08	5453381271	9720 Ocean Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407606	CLM	Richard Q Washington	2006-06-16	UHC-88336-76	5408400677	8427 Camelback Rd, Glendale, AZ, 85357	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405551	CLM	Ryan K Bailey	1966-12-17	UHC-26020-38	7466743797	7468 Indian School Rd, Minneapolis, MN, 55493	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425717	CLM	Teresa Fisher	1959-04-26	—	—	5150 Main St, Scottsdale, AZ, 85299	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-409947	CLM	Mason McDonald	2003-08-20	UHC-59502-09	—	2210 Cedar Ln, Atlanta, GA, 30379	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426077	CLM	Lauren Peters	1984-07-16	UHC-23575-28	—	1420 Oak St, Glendale, AZ, 85392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-400956	CLM	Camila Santos	1951-11-20	UHC-31286-37	6823136559	4386 Lake View Rd Apt 25, Seattle, WA, 98115	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-418287	CLM	Natalie Stewart	1967-01-15	—	8013968414	4853 Jefferson Ave Apt 4, Mesa, AZ, 85231	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422473	CLM	Sean Gardner	1964-07-20	UHC-33476-72	7313075480	9447 Lake View Rd, Seattle, WA	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-402327	CLM	Pamela Vzaquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415501	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	—	2824 Valley View Dr, Jacksonville, FL, 32252	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-410107	CLM	Sara F Padilla	1982-02-02	—	5183584426	7342 Spring St, Glendale, AZ, 85369	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409131	CLM	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424256	CLM	Kimberly Jimenez	1952-12-05	UHC-97816-87	—	9412 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400132	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-400131	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-403613	CLM	Ronald N Richardson	1961-04-12	UHC-28177-64	—	7869 Grand Ave # 299, Sacramento, CA, 95850	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415449	CLM	James Fernandez	1994-08-23	UHC-25043-68	—	8740 Palm Dr, Seattle, WA, 98102	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417228	CLM	Andrea Anderson	1945-09-25	UHC-88955-23	—	1436 Cedar Ln, San Antonio, TX, 78250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416454	CLM	Priya Brown	1939-10-04	UHC-98213-17	9616654710	247 Baseline Rd, San Antonio, TX, 78244	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419309	CLM	Rebecca Munoz	2001-02-01	—	7662838843	7527 Maple Ave Apt 20, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428775	CLM	Michael Duncan	2004-05-22	UHC-46296-78	—	1692 Central Ave, Charlotte, NC, 28285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-420795	CLM	Aaron Y Pierce	1942-09-19	—	3482852030	7423 Park Pl, Houston, TX, 77063	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422113	CLM	Gloria Brooks	—	—	3253953961	9448 Cedar Ln, Orlando, FL, 32813	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-402491	CLM	Barb C McDonald	1983-01-14	UHC-32514-51	—	2086 Washington St, Charlotte, NC, 28227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403136	CLM	Hannah M Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-423937	CLM	Gerald Foster	1993-02-26	—	—	8689 Jefferson Ave, Tucson, AZ, 85762	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-425295	CLM	Richard F Cruz	2008-02-16	UHC-30512-30	—	9194 Mesa Dr, Houston, TX, 77008	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427693	CLM	Amy Fernandez	1948-03-16	—	2897204760	3078 Lake View Rd # 495, Los Angeles, CA, 90029	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407184	CLM	Helen N Kelley	1996-05-12	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-411669	CLM	Cynthia Montgomery	1950-08-16	UHC-56890-57	—	8486 Maple Ave, Los Angeles, CA, 90029	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422204	CLM	Aaron Coleman	1950-11-02	—	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-425694	CLM	Aaron Reyes	1946-09-11	UHC-03623-38	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424908	CLM	Scott Romero	1949-12-11	—	8605180711	9688 Spring St, Seattle, WA, 98188	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-432780	CLM	Brian Vazquez	1956-09-26	UHC-89900-10	—	6606 Oak St Apt 23, Austin, TX	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-413163	CLM	Janice Austin	1986-05-20	—	8939218217	3077 Bayshore Dr, Columbus, OH, 43220	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431213	CLM	Sophia Daniiels	—	UHC-50502-80	—	9788 Jefferson Ave, Denver, CO, 80275	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more

5,235 rows, page 28 of 105Previous Next