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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-140129	ENR	Joan Hudson	1956-12-10	UHC-12759-13	8622299644	8106 Ridge Rd Apt 6, Tempe, AZ, 85285	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122916	ENR	Helen Wallace	2006-03-25	UHC-46407-62	—	8344 Mountain View Dr, Phoenix, AZ, 85029	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130316	ENR	Katherine H Rose	—	UHC-31860-41	—	2876 Oak St, Denver, CO, 80221	0.52	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
CLM-425675	CLM	Bryan Ray	1958-11-20	UHC-15231-85	—	9671 Indian School Rd, Tucson, AZ, 85765	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52057	TPA	Ronald Broooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405065	CLM	Sandra Adams	1983-12-04	UHC-23338-39	—	589 Pine Dr, Dallas, TX, 75290	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111330	ENR	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave # 493, San Antonio, TX, 78205	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56319	TPA	Elijah Stone	1944-04-03	—	—	250 Washington St # 471, Tempe, AZ, 85206	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114606	ENR	Eric T Bowman	1950-05-23	UHC-56333-05	4509303605	8419 Central Ave # 287, Nashville, TN, 37296	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129562	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL, 32208	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
CLM-403568	CLM	Joe Richardson	1943-10-04	UHC-53594-59	—	5386 Apache Blvd, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108749	ENR	Gabriel P Carter	—	UHC-25374-66	4296636011	7602 Spring St, Scottsdale, AZ, 85282	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-127310	ENR	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	6502 Market St # 568, Charlotte, NC, 28239	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113922	ENR	Austin Pena	—	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-102426	ENR	Isabella Bowman	1953-10-22	UHC-75417-10	—	1711 Union St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405944	CLM	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct # 826, Miami, FL, 33103	0.52	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-117265	ENR	Ronald D Daniels	1943-03-18	UHC-95529-06	—	2498 Oak St Apt 33, Plano, TX, 75033	0.52	Name re-cased Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-414794	CLM	Scott Ward	1943-10-21	—	—	468 Pine Dr, Jacksonville, FL, 32251	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-105409	ENR	Anna D Moore	—	UHC-72564-32	9482750419	4022 Sage Ct, Plano, TX, 75007	0.52	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
TPA-59147	TPA	Jacob Jensen	—	—	—	5608 Meadow Ln, Denver, CO, 80260	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-113864	ENR	Philip Butler	1980-02-07	UHC-93273-26	4819963678	6519 Baseline Rd, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135374	ENR	Thomas M Anderson	1965-04-13	UHC-56943-80	5392978987	4269 Oak St, Tucson, AZ	0.52	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
PRV-22589	PRV	Brenda Alvarado	1980-06-28	UHC-41851-99	—	6602 Oak St, Jacksonville, FL, 32243	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124140	ENR	Rachel Fields	—	UHC-87438-08	—	3746 Valley View Dr, Gilbert, AZ, 85210	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-106259	ENR	Megan Andrews	1962-05-13	UHC-94788-82	—	8147 Mesa Dr Apt 13, Jacksonville, FL, 32233	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50034	TPA	Christian W Contreras	1983-07-26	—	—	5376 Desert Sky Blvd, Miami, FL, 33172	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101279	ENR	Sean Hunter	1944-01-18	UHC-33259-01	6185124174	5604 Pine Dr, Austin, TX, 78795	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140704	ENR	Amanda Anndrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ, 85275	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107376	ENR	Larry F Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St # 525, Seattle, WA, 98124	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128575	ENR	Sandra G Franklin	—	UHC-25678-83	—	8987 Palm Dr, Jacksonville, FL, 32257	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-124077	ENR	Julie B Riley	1941-02-10	UHC-35425-25	7318609988	6520 Central Ave, Gilbert, AZ	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53716	TPA	Brenda Garrett	1984-09-28	—	—	—	0.54	Name re-cased Phone missing area code SSN last four extracted Gender normalised+1 more
ENR-108000	ENR	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
TPA-58438	TPA	Rebecca Williams	1980-04-20	—	—	1967 Union St, Charlotte, NC, 28278	0.54	Name re-cased SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-122631	ENR	Sofia G Peters	2004-01-06	UHC-10758-59	5549560638	4510 Pine Dr Apt 8, Houston, TX, 77094	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115904	ENR	Rusesll Williamson	1947-11-06	UHC-57475-82	8947451321	1151 Maple Ave Apt 16, Miami, FL	0.54	Name re-cased Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-106400	ENR	Russell M Elliott	2003-09-13	UHC-96694-14	4856780673	1646 Grand Ave, Atlanta, GA, 30330	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-116030	ENR	Maria Matthews	1967-12-24	UHC-24311-20	9173203898	380 Oak St, Minneapolis, MN, 55459	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-102722	ENR	Evelyn A Fields	1942-02-14	UHC-07087-25	2473025562	7549 Indian School Rd, Phoenix, AZ	0.54	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+1 more
ENR-110081	ENR	Peter Kelly	1981-07-09	UHC-28833-25	5439815708	8295 Mountain View Dr, Las Vegas, NV, 89106	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-129744	ENR	Karen R Duncan	1971-12-27	UHC-38258-24	—	6670 Cedar Ln # 886, Miami, FL, 33163	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
ENR-136872	ENR	Ryan Richards	1978-06-09	UHC-25214-36	3646159985	4533 Mesa Dr # 596, Los Angeles, CA, 90039	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-413647	CLM	Janet Dunn	—	UHC-23650-03	—	7704 Lake View Rd, Nashville, TN, 37228	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-109460	ENR	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134947	ENR	Jordan G Weaver	1947-11-19	UHC-41990-34	—	4916 Sunset Blvd, Phoenix, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132657	ENR	Lawrence Kelly	—	UHC-38369-92	4542950274	9622 Central Ave, Fresno, CA	0.54	Name re-cased Date of birth missing State name converted to code ZIP missing+1 more

39,996 rows, page 67 of 800Previous Next