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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407658	CLM	Ryn Austin	—	UHC-79286-61	4358514848	1673 Church St, Orlando, FL, 32833	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-126621	ENR	Amber T Wellls	1939-12-20	UHC-53150-30	6122633391	7373 Jefferson Ave, Chandler, AZ, 85215	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428670	CLM	Douglas Patterson	2000-08-26	UHC-20741-40	—	4786 Sage Ct, Los Angeles, CA, 90052	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51983	TPA	Timothy Tran	1958-04-25	—	4657645355	5906 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409728	CLM	Jacob Cooper	1970-12-18	UHC-27394-07	—	9817 Pine Dr, Chandler, AZ, 85257	0.52	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-122295	ENR	Frances R Bryant	1955-04-02	UHC-39441-14	5137105418	3296 Lake View Rd, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29198	PRV	Anthony Perkins	1988-06-09	—	—	5905 Elm St, Las Vegas, NV, 89113	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-54497	TPA	Mark F Owens	1946-08-06	—	—	6488 Cedar Ln, Fresno, CA, 93780	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109526	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way # 698, San Diego, CA, 92195	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
PRV-26988	PRV	Kathleen Day	1982-02-23	UHC-81831-31	—	5003 Ocean Ave, Glendale, AZ, 85390	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53986	TPA	Jacqueline E Truner	2000-11-12	UHC-69964-16	—	898 Lincoln Way, Austin, TX, 78789	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-119437	ENR	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway, San Antonio, TX, 78200	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-108517	ENR	John K Price	1938-06-23	UHC-15883-40	6757316404	8990 Canyon Rd, Tucson, AZ, 85781	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56053	TPA	Jean L Edwards	1956-04-04	—	4527366468	8902 Central Ave, Mesa, AZ, 85238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23300	PRV	Anthony Guerrero	1972-11-10	UHC-93685-60	2622920400	6030 Main St, Austin, TX, 78733	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408778	CLM	Karen F Jackson	1947-05-22	—	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101422	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	8727 Union St, Phoenix, AZ, 85067	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127463	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428926	CLM	Kimberly Bell	2003-09-01	—	5979033704	3424 Central Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113729	ENR	Mariana Y Hoffman	1965-05-16	UHC-96797-91	6843072189	7221 Desert Sky Blvd, Sacramento, CA	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21241	PRV	George Bradley	1978-09-01	UHC-28120-86	6594321783	114 Highland Ave, Denver, CO, 80226	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106037	ENR	Bryn P Kelly	1978-10-05	UHC-84004-38	4427756296	4508 Ocean Ave, Glendale, AZ, 85375	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51379	TPA	Jacob Wong	1982-10-02	—	—	5567 Palm Dr, Houston, TX, 77049	0.52	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+2 more
ENR-128064	ENR	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 391, San Diego, CA, 92114	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-402990	CLM	Gary Cook	1970-06-01	UHC-97450-56	5615335122	6769 Central Ave, Las Vegas, NV, 89148	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54069	TPA	Zachary Perkins	2003-04-25	—	—	9138 Grand Ave, Tucson, AZ, 85730	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-114208	ENR	Dorothy D Garcia	1949-05-15	UHC-92624-48	8249323499	4613 Bayshore Dr, San Antonio, TX, 78280	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403094	CLM	Ann O Adams	—	UHC-49487-89	9476613565	4774 Broadway # 640, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+1 more
TPA-54430	TPA	Karren Guerrero	1980-06-26	—	3723771339	7928 Bayshore Dr, Orlando, FL, 32854	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50364	TPA	Agela R Yang	1970-01-18	—	—	7662 Oak St, Austin, TX, 78702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407705	CLM	John Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106429	ENR	Mateo K Romero	1974-12-01	UHC-51186-24	5362128275	1501 Bayshore Dr # 237, Scottsdale, AZ	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
TPA-52092	TPA	Bradley Schmidt	1954-04-16	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-55164	TPA	Laura Jensen	2003-06-19	—	—	6137 Indian School Rd, Sacramento, CA, 95876	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139623	ENR	Sophia Lynch	1950-05-02	UHC-90674-61	—	8743 Baseline Rd, Eden Prairie, MN, 55315	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126489	ENR	Julia O Rice	1993-04-10	UHC-46090-42	2637214551	2155 Valley View Dr Apt 28, Fresno, CA, 93782	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-421869	CLM	Brenda Grant	1962-10-21	—	7489182543	9067 Baseline Rd Apt 40, Sacramento, CA, 95882	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-103292	ENR	Raymond V Gardner	1993-02-28	UHC-88401-12	6157979686	1901 Baseline Rd, Denver, CO, 80242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59545	TPA	Jesse Rios	1905-07-02	—	—	8321 Apache Blvd, Miami, FL, 33193	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116701	ENR	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.54	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
TPA-59307	TPA	Frances Diaz	1972-11-19	—	—	5477 Hillcrest Rd, Houston, TX, 77071	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-58971	TPA	Gloria Tran	1945-05-04	—	—	403 Lake View Rd, Tampa, FL	0.54	Name split from “Last, First”ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-417727	CLM	Logan Yang	1967-09-12	—	—	219 Lincoln Way # 494, San Antonio, TX, 78217	0.54	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-138699	ENR	Cheryl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd Apt 33, Eden Prairie, MN, 55390	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+1 more
TPA-55069	TPA	Joshua Ramos	1952-07-04	—	—	1749 Broadway # 313, Minneapolis, MN	0.54	Name split from “Last, First”Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-28370	PRV	Nicole K Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ, 85299	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-131937	ENR	Sarah Rivera	1991-04-26	UHC-69163-86	9097566613	9867 Sage Ct, Scottsdale, AZ, 85224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131565	ENR	Angela Woods	1978-01-03	UHC-12380-01	4104495267	6025 Oak St, Minneapolis, MN, 55407	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-57596	TPA	Charlotte M Haansen	—	—	—	2692 Palm Dr, Scottsdale, AZ, 85271	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-138110	ENR	Maria L Richards	—	UHC-07157-46	6514509347	3146 Bayshore Dr, Eden Prairie, MN, 55310	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more

9,980 rows, page 57 of 200Previous Next