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-403297	CLM	Samuel Santiago	1981-08-01	UHC-16102-10	3854959264	9460 Hillcrest Rd, Los Angeles, CA, 90043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427228	CLM	Christine Ortega	1969-09-22	UHC-41954-71	8382186598	3529 Market St, San Diego, CA, 92177	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421498	CLM	William Kim	2003-05-19	—	4588729795	9073 Cedar Ln, Mesa, AZ, 85227	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417807	CLM	Gregory Smith	1980-08-27	UHC-84719-85	2843201062	9597 Sage Ct # 467, Charlotte, NC, 28267	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423830	CLM	Elijah Day	1964-05-06	UHC-27074-93	9622866486	6639 Union St # 625, San Antonio, TX, 78255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409071	CLM	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-405366	CLM	Carolyn Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400153	CLM	Joseh Ward	1982-07-04	—	3636341187	8400 Baseline Rd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426817	CLM	Stephanie G Ward	1961-08-16	—	3893373742	765 Jefferson Ave, Orlando, FL, 32835	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419152	CLM	Lisa Guerrero	1971-02-11	UHC-93978-31	5713336008	8703 Sunset Blvd, Phoenix, AZ, 85067	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402035	CLM	Matrha Dean	1989-02-17	—	9192043821	5105 Spring St, Tempe, AZ, 85250	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423673	CLM	Albert Santos	1975-05-16	—	7459294057	2445 Church St Apt 39, Jacksonville, FL, 32229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405515	CLM	Katryn Lawson	1941-09-02	UHC-96469-23	4396118559	6143 Washington St, San Antonio, TX, 78274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410044	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410045	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424663	CLM	Kayla Willis	1994-12-20	—	6682834261	6807 Highland Ave, Scottsdale, AZ, 85241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421100	CLM	Ryan Li	1963-09-10	—	2393549599	5648 Elm St # 719, Fresno, CA, 93735	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411012	CLM	Gloria Godon	1952-09-04	UHC-34684-56	3825752341	9544 Camelback Rd, Orlando, FL, 32849	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410221	CLM	Ellijah Gutierrez	1994-08-15	UHC-33290-15	9659307377	2882 Spring St, Los Angeles, CA, 90052	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414740	CLM	Sandra Obrien	1985-10-07	UHC-52659-90	9009166639	7731 Spring St, Atlanta, GA, 30320	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-407198	CLM	Henry Miller	1963-04-22	UHC-82425-52	3947673552	5024 Valley View Dr, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411606	CLM	Noah Burton	1951-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415889	CLM	Natalie Murphy	1958-12-02	—	2326704718	9355 Meadow Ln, San Antonio, TX, 78215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403984	CLM	Mariana Johnson	2003-10-16	UHC-15319-31	2489736384	9680 Park Pl, Plano, TX, 75040	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408864	CLM	Jerry Crawford	1980-07-03	UHC-60376-73	9117180729	7106 Jefferson Ave # 683, Jacksonville, FL, 32219	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-405568	CLM	Masson Gomez	1962-04-19	UHC-14665-92	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422229	CLM	Gerald Hcks	1938-04-05	—	4709359908	8131 Main St, Charlotte, NC, 28238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411398	CLM	Julie T Ortega	1964-09-26	UHC-75380-43	8469592035	1649 Mountain View Dr, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405478	CLM	Mei N Watkins	1986-04-13	—	8613746117	2223 Apache Blvd, Chandler, AZ, 85262	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-426138	CLM	Sharon P Burns	—	—	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-412490	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400462	CLM	David Coleman	1950-03-23	—	7444465866	2925 Main St # 565, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417887	CLM	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415505	CLM	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA, 30385	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422070	CLM	Fatima Thomas	1960-03-25	—	4776529298	9534 Sage Ct, Scottsdale, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407106	CLM	Maria Collins	1938-11-13	UHC-92321-89	6362104997	9590 Central Ave # 804, Mesa, AZ, 85261	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408705	CLM	Julia A Lynch	2006-07-12	UHC-71261-13	3395189680	962 Meadow Ln, Nashville, TN, 37211	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414193	CLM	Henry F Holmes	1999-05-23	—	6317916123	2925 Camelback Rd, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414192	CLM	Henry F Holmes	1999-05-23	—	6317916123	2925 Camelback Rd, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410308	CLM	Vincent Wilson	1948-08-22	UHC-04051-03	9556612930	8307 Jefferson Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420270	CLM	Kyle Rojas	1966-04-09	—	4564567569	5815 Harbor Blvd, Glendale, AZ, 85389	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412668	CLM	Yuki Hoffman	1940-03-10	UHC-91732-54	6493741097	2368 Harbor Blvd, Las Vegas, NV, 89100	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-410555	CLM	Joe Green	1980-10-16	UHC-41373-96	6076011068	3650 Union St, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400214	CLM	Lori Parker	1949-09-28	UHC-06551-05	2927735526	5635 Elm St Apt 2, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407479	CLM	Tyler Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413490	CLM	Cynthia Sandoval	2002-04-06	UHC-40936-82	8522717482	9753 Lake View Rd, Austin, TX, 78787	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-418073	CLM	Zachary Maldonado	1987-02-22	UHC-14103-56	4899877427	3999 Union St, Houston, TX, 77083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420559	CLM	Nancy Ferguson	1971-04-10	—	9894813491	664 Grand Ave, Atlanta, GA, 30319	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431413	CLM	Jack Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-406350	CLM	Joe Bishop	2006-09-16	UHC-31239-05	2115342399	4760 Canyon Rd, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 41 of 240Previous Next