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
CLM-432411	CLM	Edward Michell	2000-06-12	UHC-60479-18	—	6374 Park Pl, Mesa, AZ, 85219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408131	CLM	Isabella Stephens	—	UHC-87565-33	—	7416 Lincoln Way, Gilbert, AZ, 85296	0.38	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-419389	CLM	Shirley Gutierrez	—	—	—	2473 Willow Ct, San Antonio, TX, 78276	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432434	CLM	Alexis Z Gonzalez	1939-04-25	UHC-47144-92	2318495236	6187 Jefferson Ave, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-55834	TPA	Willie Hicks	1962-04-17	UHC-95705-04	—	5869 Lincoln Way, Los Angeles, CA, 90031	0.38	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+3 more
CLM-430891	CLM	Chris K Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ, 85289	0.38	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103027	ENR	Sofia Chapman	1999-03-14	UHC-10483-07	4604858090	7739 Spring St Apt 30, Sacramento, CA, 95803	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27706	PRV	Richard Espinoza	1957-05-16	—	—	2683 Mesa Dr, Seattle, WA, 98161	0.38	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-57994	TPA	Victoria I Peterson	2004-03-17	—	—	3004 Valley View Dr, Dallas, TX, 75229	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423084	CLM	Ana Knight	1992-08-10	UHC-00835-26	—	4791 Harbor Blvd, Glendale, AZ	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114047	ENR	David W Bruoks	1969-07-04	UHC-65781-99	2547589030	974 Cedar Ln, Gilbert, AZ, 85202	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412305	CLM	Sharon Davis	—	—	5394251076	5576 Highland Ave, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-101503	ENR	Henry V Mills	1966-08-19	UHC-95628-44	4897836199	5038 Hillcrest Rd Apt 11, Mesa, AZ, 85261	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-105930	ENR	Nathan W Clark	1967-04-01	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.38	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128781	ENR	Katherine Garrett	1995-02-20	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422061	CLM	George R Mason	—	—	—	4247 Desert Sky Blvd, Charlotte, NC	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28987	PRV	Ahmed Freeman	1940-09-12	—	—	1848 Pine Dr Apt 28, Las Vegas, NV, 89180	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24507	PRV	Kathryn Contreras	1952-04-19	UHC-21639-91	—	6059 Ridge Rd, Columbus, OH, 43252	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-409125	CLM	Jennifer Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+3 more
ENR-134469	ENR	Isabella P Le	1964-04-04	UHC-19469-80	—	670 Mountain View Dr, Tampa, FL, 33606	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413411	CLM	Vincent Thompson	2006-03-08	UHC-83627-93	3845579728	3650 Sage Ct, Charlotte, NC, 28271	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111892	ENR	Anna J Allen	1977-07-07	UHC-01802-26	—	4429 Mesa Dr Apt 26, Tempe, AZ, 85289	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62742	TPA	Grace Rios	1940-12-04	UHC-55558-64	—	2070 Ridge Rd, Seattle, WA	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51116	TPA	Mateo Day	1993-12-23	UHC-73777-46	—	9132 Main St Apt 24, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
ENR-115585	ENR	Jason W Robinson	—	—	5295219982	3577 Lake View Rd Apt 37, Atlanta, GA, 30390	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-117194	ENR	Michelle F Welch	1941-01-07	UHC-89617-03	8344991463	2623 Mesa Dr, San Diego, CA	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25412	PRV	Bruce Olson	1938-06-21	UHC-09197-07	—	2751 Ridge Rd, Seattle, WA, 98165	0.38	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+3 more
TPA-53407	TPA	Gabriel Washington	1964-10-07	—	—	7013 Spring St Apt 7, Mesa, AZ, 85252	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62863	TPA	Donna Carpenter	1983-09-12	—	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-418539	CLM	Ashley Thompson	1999-11-22	UHC-62776-77	—	8765 Central Ave, Eden Prairie, MN	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132300	ENR	Philip H Willis	1968-02-27	UHC-00426-62	—	8286 Bayshore Dr, Seattle, WA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51073	TPA	Bruce Myers	1997-07-10	—	—	162 Ridge Rd Apt 4, San Antonio, TX, 78202	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119093	ENR	Melisssa G Gardner	1973-10-22	UHC-62350-59	—	3643 Main St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-20214	PRV	Dieo Holmes	1965-05-21	—	5844510758	5512 Sage Ct # 596, Scottsdale, AZ, 85238	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124877	ENR	Lisa B Alvarado	2003-02-13	UHC-98004-22	—	1804 Mesa Dr, Tampa, FL	0.38	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-400767	CLM	Judith Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd # 177, Las Vegas, NV	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410563	CLM	Mei Nelson	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd # 558, San Antonio, TX, 78263	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404041	CLM	Bruce Meyer	1964-03-22	UHC-94064-25	—	1979 Jefferson Ave # 151, Houston, TX, 77031	0.38	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-58741	TPA	Jordan Siims	1955-01-18	—	—	9287 Main St Apt 25, Austin, TX	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP missing+3 more
ENR-132878	ENR	Megna V Green	2000-10-05	UHC-06594-41	8583016718	5301 Cedar Ln Apt 12, San Diego, CA	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50224	TPA	Evelyn Rodriguez	1946-12-04	—	—	3046 Spring St, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-123646	ENR	Frances Y Hanson	1989-05-10	UHC-45521-79	—	6548 Willow Ct # 109, Phoenix, AZ, 85041	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413132	CLM	Steven Kelly	1988-03-01	—	—	1297 Spring St, Scottsdale, AZ	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415388	CLM	Brian D Hamilton	1988-11-07	UHC-98413-48	—	6554 Mesa Dr, San Antonio, TX, 78268	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
PRV-24293	PRV	Mason Ellis	—	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.38	Date of birth missing Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-411068	CLM	Beverly Ryan	1961-02-18	—	—	7221 Apache Blvd, Fresno, CA, 93734	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110685	ENR	Gerald A Hart	2003-05-18	UHC-71110-40	2457682227	3997 Grand Ave # 170, Los Angeles, CA, 90081	0.38	Name split from “Last, First”Phone reformatted Unit split from street ZIP+4 trimmed+3 more
TPA-58985	TPA	Jerry XJunk	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.38	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
CLM-430456	CLM	Ralph Grcia	—	UHC-55034-74	—	2592 Forest Ave, Miami, FL, 33115	0.38	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+3 more

71,257 rows, page 18 of 1,426Previous Next