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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426600	CLM	Pat Owens	1950-08-04	UHC-87048-14	—	3078 Ocean Ave, Nashville, TN, 37201	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-413848	CLM	Evelyn A Coleman	1996-03-11	—	6764871565	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-428262	CLM	Bryan Perry	1991-09-11	UHC-39713-31	—	3050 Ocean Ave, Austin, TX, 78733	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406230	CLM	Mkie Murphy	1979-09-25	UHC-74131-37	—	4048 Broadway, Chandler, AZ, 85251	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-405276	CLM	Alexander Crawfodr	1994-02-06	UHC-69787-09	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-409657	CLM	Christina Grant	1979-12-28	UHC-88985-87	—	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-401252	CLM	Carlos Scott	1943-08-20	—	3766814639	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-428171	CLM	Megan Prez	1984-12-22	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-421433	CLM	Matha Medina	1958-10-18	—	—	2912 River Rd, Denver, CO, 80285	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-414820	CLM	Austin Wood	1985-10-06	—	—	5714 Cedar Ln, Atlanta, GA, 30356	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417447	CLM	Kathhleen Morgan	1994-04-23	—	—	5250 Spring St, Fresno, CA, 93754	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417007	CLM	Madison Taylor	1957-06-12	—	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-412828	CLM	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402764	CLM	Frank Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402882	CLM	Gloria Flores	1949-06-18	—	7023135329	700 Willow Ct, Chandler, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-406036	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406037	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-421411	CLM	Philip Rodriguez	1939-08-18	UHC-28391-78	2717791205	4856 Desert Sky Blvd Apt 18, Atlanta, GA, 30334	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
CLM-424892	CLM	Cheryl Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-415785	CLM	Albert Daniels	1952-03-03	UHC-27627-55	7882228939	—	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-405676	CLM	Mari Hanzen	1983-11-28	UHC-89653-21	—	9210 Sage Ct, Tempe, AZ, 85292	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420277	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420278	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-416147	CLM	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-426905	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	—	0.64	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
CLM-402538	CLM	Billy Green	1951-07-15	—	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-404034	CLM	Logan Burton	1948-06-07	UHC-40551-44	—	3861 Lake View Rd, San Diego, CA, 92197	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-408812	CLM	Mary J Burton	2008-01-03	—	—	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-427012	CLM	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-418152	CLM	Harrold K Mejia	1969-10-17	UHC-63645-91	5163320294	2037 Desert Sky Blvd, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-404004	CLM	Ryan Thompson	1943-03-11	UHC-29740-76	4249913671	2844 Camelback Rd, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-403482	CLM	Nicole Lucas	1989-08-13	—	5065642684	1029 Elm St, Eden Prairie, MN, 55345	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-406224	CLM	Jessica C Menndez	1958-11-24	UHC-94335-21	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411130	CLM	Nicole Hughes	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-422201	CLM	Henry Salazar	2006-05-10	—	8067857829	—	0.64	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+2 more
CLM-421594	CLM	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410215	CLM	Gary West	1940-04-16	—	—	5456 Cedar Ln, Eden Prairie, MN, 55398	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426179	CLM	Jose Hunetr	2001-02-17	—	—	9111 Maple Ave, Seattle, WA, 98100	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429556	CLM	Alexis Elliott	1987-05-15	—	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
CLM-402042	CLM	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-428121	CLM	Sophia Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402612	CLM	Adam Long	—	—	2146031253	217 Valley View Dr, Plano, TX, 75043	0.64	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+2 more
CLM-431895	CLM	Melissa Medina	1972-12-23	UHC-00300-86	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432228	CLM	Wayne Contreras	1939-08-03	—	9265272504	8608 Hillcrest Rd, Charlotte, NC, 28217	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403416	CLM	Jessica Bennett	1957-09-24	UHC-12177-94	—	41 Indian School Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411557	CLM	Kelly Watson	1987-01-01	—	8166214642	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-403013	CLM	Elizabeth Carr	—	—	—	8111 Bayshore Dr, San Antonio, TX, 78246	0.64	Date of birth reformatted Date of birth unreadable SSN last four extracted City re-cased+2 more
CLM-420077	CLM	Keith Bailey	1986-02-12	UHC-91055-84	—	1902 Park Pl, Seattle, WA, 98191	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

709 rows, page 7 of 15Previous Next