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-133627	ENR	Roger E Ortiz	1980-03-26	UHC-11679-61	5107334364	3575 Baseline Rd, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54783	TPA	Christian Le	1971-11-18	—	7589227788	7506 Mountain View Dr, San Diego, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-111394	ENR	Anthony OJunk	1950-11-25	UHC-06142-47	5693413886	7510 Camelback Rd, Dallas, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428453	CLM	Matao Prak	2002-04-13	UHC-21681-06	—	5295 River Rd, Denver, CO	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-22278	PRV	Henry Palmer	2001-07-28	UHC-86219-27	—	6770 Sage Ct Apt 28, Tucson, AZ, 85721	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59855	TPA	Wayne Thmas	1954-02-10	UHC-60306-66	—	4016 Jefferson Ave, Seattle, WA, 98168	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-138354	ENR	Julie N Gray	1940-07-17	—	—	9882 Hillcrest Rd, Miami, FL, 33143	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-142567	ENR	Christina P Williamson	1977-02-26	UHC-18331-38	3272371218	2552 Apache Blvd, Minneapolis, MN, 55422	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-25476	PRV	Lawrence Morris	1965-03-05	—	9522146972	6621 Central Ave Apt 5, Jacksonville, FL, 32258	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-64410	TPA	Mary Foster	1978-06-27	UHC-70030-68	9672593697	4855 Mesa Dr # 101, San Diego, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422165	CLM	Billy R Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420724	CLM	Kathryn Kelley	1941-03-05	UHC-23952-71	—	5269 Washington St Apt 6, Nashville, TN, 37265	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429937	CLM	Noah Franklin	1960-09-27	UHC-74947-71	—	1629 Grand Ave, Denver, CO, 80249	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-24795	PRV	ArjnJunk	1986-04-21	UHC-50680-83	7978268816	2780 Spring St, Los Angeles, CA, 90063	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23712	PRV	Harold Fernandez	1981-07-02	UHC-45011-98	8222250190	6390 Lake View Rd Apt 24, Sacramento, CA, 95808	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112218	ENR	Stephanie Nelson	—	UHC-79058-71	—	3566 Canyon Rd, Las Vegas, NV, 89191	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone missing area code+3 more
CLM-432684	CLM	Peter Wang	1989-06-01	UHC-50056-32	2403355409	5320 Lake View Rd Apt 12, Columbus, OH, 43273	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58950	TPA	Cynthia Silva	1957-06-20	—	—	434 Highland Ave, Nashville, TN, 37233	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54363	TPA	Charlotte Gordon	1983-07-13	—	—	4034 Mountain View Dr Apt 36, Orlando, FL, 32879	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-426264	CLM	Camila Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-135416	ENR	Samantha Z Burke	2000-08-27	UHC-94001-94	7822754763	8709 Lincoln Way # 146, Minneapolis, MN, 55404	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-25523	PRV	Natalie L Ramos	1987-04-27	—	—	926 Spring St, Tempe, AZ, 85256	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-118782	ENR	Amy Castro	1983-12-12	UHC-26944-46	2542522709	4080 Canyon Rd, Mesa, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430458	CLM	Benjamin Ferguson	—	—	—	6269 Willow Ct, Eden Prairie, MN, 55325	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-423596	CLM	Wayne Nelson	2003-08-18	UHC-16289-79	—	4213 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422615	CLM	Judith Simmons	1980-07-16	UHC-35607-99	7443903678	8104 Maple Ave, Fresno, CA, 93728	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413363	CLM	Andrew Ramos	1951-09-27	—	—	2590 Market St, Dallas, TX, 75211	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-61897	TPA	Mason Fuller	2007-01-11	—	8222418222	6548 Washington St # 485, Austin, TX, 78700	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103376	ENR	Bryan Yang	1961-08-06	UHC-24123-48	3359830323	8243 Market St Apt 9, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130924	ENR	Doris X Torres	1988-08-17	UHC-69907-96	5243911523	7807 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-106744	ENR	Robert K Boyd	2003-05-28	UHC-91770-26	5149606448	9733 Highland Ave # 625, Miami, FL, 33168	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50052	TPA	Diane A Scott	1964-07-16	—	5066798842	6799 Main St, Los Angeles, CA, 90010	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-53165	TPA	Jason F Ryyan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-130422	ENR	Michelle Mendez	1967-12-20	UHC-48161-41	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432209	CLM	Raymond Maldonado	1969-10-23	UHC-59420-59	—	4552 Market St, Columbus, OH, 43285	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-140898	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-140899	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
TPA-53742	TPA	Vincent Stevens	1975-10-05	—	4723952432	1528 Baseline Rd, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62147	TPA	Weyne Williamson	1983-05-16	UHC-45751-58	—	4055 Apache Blvd, Seattle, WA, 98184	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-421416	CLM	Rebecca Mason	—	—	—	5546 Broadway, Glendale, AZ, 85393	0.50	Name re-cased Date of birth unreadable Phone missing area code Address re-cased+3 more
TPA-58974	TPA	David Rogers	1950-12-15	—	6937497399	5317 Washington St, Mesa, AZ, 85218	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63488	TPA	Rachel Griffin	1997-03-14	—	5959875403	8748 Hillcrest Rd, Atlanta, GA, 30390	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405578	CLM	Raymond U Burns	1943-08-03	UHC-29776-57	4703169493	2658 Hillcrest Rd, Austin, TX	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55550	TPA	Austin Dean	1970-06-23	—	—	4643 Church St # 208, San Diego, CA, 92176	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
CLM-407691	CLM	Eugene H Kelly	1976-07-07	UHC-59154-82	—	1751 Valley View Dr, Miami, FL, 33148	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-422844	CLM	Ana N Gilbert	—	—	—	5440 Valley View Dr, Austin, TX, 78725	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more

39,996 rows, page 49 of 800Previous Next