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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100700	ENR	Bobby T Rios	—	UHC-87914-49	8625484940	3864 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128396	ENR	Carlos Sullivan	1948-05-15	UHC-14063-41	5736598305	4850 Mountain View Dr, Denver, CO, 80260	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25771	PRV	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV, 89169	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58739	TPA	Aaron Ortiz	1971-12-01	—	5676906186	3890 Baseline Rd, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121512	ENR	Lori Z Delgado	1974-04-12	UHC-04696-33	5055025368	2102 Main St, Sacramento, CA, 95857	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53186	TPA	Amber Green	1981-11-20	—	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118433	ENR	Bryan Z Lawson	1978-11-16	UHC-65742-93	7739164030	121 Desert Sky Blvd, Tucson, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128181	ENR	Dylan T Hansen	1994-07-05	UHC-01817-18	—	4500 River Rd, Plano, TX, 75054	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
PRV-21476	PRV	William Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419028	CLM	Natalie Ramos	1958-04-23	—	7477556480	7803 Washington St Apt 2, Phoenix, AZ, 85046	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21390	PRV	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-130465	ENR	Mateo R Meyer	1998-01-27	UHC-10211-47	—	1482 Harbor Blvd, Fresno, CA, 93746	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142409	ENR	Brandon K Jimenez	2006-08-06	UHC-22137-50	6559486590	7370 Palm Dr, Tempe, AZ, 85220	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139529	ENR	Ronald U Butler	1971-07-18	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26602	PRV	Jeffrey Yang	1953-08-11	—	6374470197	3040 Cedar Ln, Seattle, WA, 98108	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422914	CLM	Jeffrey Dixon	1990-09-22	UHC-96821-69	—	9173 Grand Ave, Miami, FL	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411539	CLM	Joseph P Walsh	1946-09-24	—	3565000394	6650 Indian School Rd, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404082	CLM	Ana X Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29295	PRV	Denise Walker	1960-07-11	—	3915528076	4844 Palm Dr # 237, Nashville, TN, 37274	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432219	CLM	Doris S Salazar	1956-03-05	UHC-06432-67	8562577470	8525 Main St, Los Angeles, CA, 90051	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417384	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60166	TPA	Christina Mills	1988-03-10	—	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432448	CLM	Christina Cooper	1958-05-08	UHC-08660-19	7949304045	6821 Sage Ct, Miami, FL, 33179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422397	CLM	Betty Riley	2003-08-15	—	3167631673	9568 Grand Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118336	ENR	Bradley Freeman	1999-01-11	UHC-36302-01	5472081684	8611 Main St, Plano, TX, 75087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56045	TPA	Bradley Fowler	1996-12-25	—	—	9853 Lake View Rd, Gilbert, AZ, 85288	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27179	PRV	Billy M Burns	1994-09-28	UHC-06095-01	6327330132	1909 River Rd, Columbus, OH, 43251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55867	TPA	Emma Mendez	1954-05-08	UHC-16028-30	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403880	CLM	Julie Morgan	1969-02-27	UHC-84290-64	9759652999	7947 Sage Ct, Gilbert, AZ, 85290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120927	ENR	Bryan C Stewart	2002-05-17	UHC-14457-34	8425378749	2293 Jefferson Ave, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125361	ENR	Vincent Reyes	2006-10-23	UHC-96719-08	6833492357	8555 Park Pl, Plano, TX, 75016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415108	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St # 749, Austin, TX, 78774	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62627	TPA	Brittany Fuller	1965-12-07	—	—	799 Elm St, Las Vegas, NV, 89109	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121369	ENR	Christine B Wells	1940-04-05	UHC-72085-61	5778278856	8511 Camelback Rd, Nashville, TN, 37221	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406720	CLM	Martha Parker	1947-12-24	—	—	9880 Forest Ave, Phoenix, AZ, 85095	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423229	CLM	Michelle Kelley	1963-08-16	UHC-79555-07	—	8397 Pine Dr, Minneapolis, MN, 55438	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52958	TPA	Samantha Russell	1943-11-13	—	6672390638	1842 Indian School Rd, Nashville, TN, 37230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400289	CLM	Santiago Valdez	2000-02-24	UHC-41588-95	8422365355	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106035	ENR	Kyle A Body	—	UHC-61947-79	7144915044	2932 Ocean Ave, Seattle, WA, 98191	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-26307	PRV	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-432456	CLM	Kattherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109001	ENR	Emily S Carlson	1981-03-26	UHC-28564-35	6585376021	5795 River Rd, Houston, TX, 77013	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53848	TPA	Andrea Bell	2007-01-24	—	2234572865	4106 Baseline Rd, Austin, TX, 78713	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124606	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St, Orlando, FL, 32877	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416973	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416972	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59682	TPA	Patrick Nichols	—	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115872	ENR	Kelly Cook	1991-04-01	UHC-28787-18	—	7453 Canyon Rd, Mesa, AZ, 85275	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110083	ENR	Samuel Russell	1995-08-03	UHC-51354-12	—	5399 Forest Ave, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400611	CLM	Samuel Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 228 of 1,426Previous Next