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-420464	CLM	Patrick Valdez	1950-04-27	UHC-71408-63	—	5078 Canyon Rd Apt 38, Minneapolis, MN, 55432	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-115512	ENR	Arjun Davis	1957-09-09	UHC-79014-99	5769585063	6398 Union St, Denver, CO, 80281	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412436	CLM	Bobby Wetson	1997-02-10	UHC-36535-02	—	9708 Palm Dr, Tampa, FL, 33656	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406828	CLM	Vincent Hudson	1943-07-18	UHC-97933-52	3625237674	8952 Market St # 836, Fresno, CA, 93702	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-60760	TPA	Bruce Smith	1994-02-20	—	9353156705	959 Baseline Rd, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130169	ENR	Janice Welch	1945-03-17	UHC-30440-03	8869319768	4837 Union St # 134, Houston, TX	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-57905	TPA	Bradley Herrera	2006-02-10	—	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-25727	PRV	Maria J Oliver	1982-04-02	UHC-92965-78	9488159669	8314 Willow Ct # 843, Miami, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-23446	PRV	Janet Sullivan	1964-11-13	—	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118879	ENR	Tyler M Woods	1982-04-20	UHC-14817-37	8959130071	7877 Ridge Rd Apt 31, Houston, TX, 77060	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-63769	TPA	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-115850	ENR	Amy Dunn	1946-10-02	UHC-41815-99	8465317929	2622 Camelback Rd, Chandler, AZ, 85282	0.46	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-418748	CLM	Tony Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-410961	CLM	Scott Henderson	1958-01-24	UHC-32283-14	—	3879 Ridge Rd, Charlotte, NC, 28203	0.46	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
CLM-430113	CLM	William Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd # 876, Glendale, AZ, 85372	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-58560	TPA	Jefrfey Wells	—	—	5047408272	6803 Apache Blvd, San Antonio, TX, 78272	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
TPA-54228	TPA	Wei Berry	1942-06-01	—	—	8201 Bayshore Dr Apt 33, Houston, TX, 77022	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
ENR-105751	ENR	Luis S Gordon	1948-07-16	UHC-01696-38	9007903007	46 Sage Ct # 785, Minneapolis, MN, 55469	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123297	ENR	George K Fernandez	1972-09-21	UHC-36073-65	5194603935	7541 Park Pl, Columbus, OH, 43244	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-115394	ENR	Catherine P Collins	1952-01-23	UHC-00056-21	2254902786	8370 Sunset Blvd, Minneapolis, MN, 55490	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-63360	TPA	Ryan Hansen	1974-02-25	UHC-08451-93	4616908946	871 Meadow Ln, San Antonio, TX, 78250	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113862	ENR	Carol B Luna	1974-03-25	UHC-13714-34	2956266227	6623 Harbor Blvd, Atlanta, GA, 30320	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-422939	CLM	Tyler A Williamson	1964-09-15	UHC-85579-51	5144150235	8609 Harbor Blvd, Tampa, FL	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-111128	ENR	Sean Sanders	—	UHC-48053-23	7125336877	3327 Grand Ave, Scottsdale, AZ, 85264	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-121646	ENR	Martha C Black	1995-03-02	UHC-64249-21	8866077238	2104 Lake View Rd, Mesa, AZ, 85247	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-138021	ENR	Sara D Contreras	1993-05-20	UHC-13108-62	—	4754 Ridge Rd Apt 32, Houston, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-426580	CLM	Vincent Moore	1979-05-25	UHC-97868-67	—	7776 Market St, Miami, FL, 33145	0.46	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-420907	CLM	Noah Mendez	1984-04-12	UHC-58028-49	—	7772 Ridge Rd, Glendale, AZ, 85382	0.46	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
CLM-418240	CLM	Abigail Q Lawrence	1988-07-20	—	4909450445	708 Oak St, Denver, CO, 80218	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-412560	CLM	Emily Elliott	—	UHC-77462-24	8569701423	8875 Lake View Rd, Nashville, TN, 37214	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-424206	CLM	Jack Hart	2002-11-04	UHC-64143-01	4954677671	3096 Lake View Rd Apt 7, Tempe, AZ, 85271	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-117861	ENR	Bowman K Deborah	1967-01-01	UHC-46233-98	7667150145	5150 Sage Ct, Fresno, CA	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-132032	ENR	Kelly Z Cruz	1957-04-06	UHC-24458-06	—	98 Cedar Ln Apt 20, Dallas, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-109246	ENR	Gaorge Y Hanson	1964-01-16	UHC-53382-18	8286846877	3568 Elm St, San Antonio, TX, 78229	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
CLM-431068	CLM	Aelxander C Reed	2007-01-17	—	—	3769 Meadow Ln, Columbus, OH, 43221	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+5 more
ENR-133144	ENR	Matt Brooks	1971-08-14	UHC-65253-69	9356086949	2463 Meadow Ln Apt 9, Tucson, AZ, 85761	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-21420	PRV	Amber Robinson	2006-08-07	UHC-29861-86	6432545330	3458 Highland Ave, Mesa, AZ, 85293	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-135737	ENR	Jeremy Y Collins	1962-05-15	UHC-91689-83	9799145986	5358 Lake View Rd Apt 31, Tempe, AZ, 85219	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-60335	TPA	Rlph Bailey	1968-01-10	—	—	9827 Elm St, Houston, TX, 77097	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-137374	ENR	Priya G Shaw	1955-04-20	UHC-27495-29	8404220769	2837 Sage Ct Apt 10, Miami, FL, 33173	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-402709	CLM	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 34, Atlanta, GA, 30382	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-431246	CLM	Gregory Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-106276	ENR	Grace Sanchez	1964-06-17	UHC-94978-64	8742315927	551 Grand Ave, San Diego, CA, 92136	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-402286	CLM	Olivia Grant	1994-07-23	UHC-50903-76	—	631 Camelback Rd, Charlotte, NC, 28253	0.46	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
TPA-63632	TPA	Bbby Wright	1947-09-21	UHC-08635-99	—	5786 Lake View Rd, Scottsdale, AZ, 85263	0.46	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
PRV-22408	PRV	Ana Richards	2001-02-07	UHC-53141-66	—	841 Sage Ct, Glendale, AZ	0.46	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
CLM-414996	CLM	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave, Plano, TX	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124135	ENR	Kenneth W Lawrence	1965-08-19	UHC-46680-27	8128836722	9367 Grand Ave Apt 11, Seattle, WA, 98160	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-107366	ENR	Teresa Campbell	1975-11-21	UHC-62597-85	—	2637 Desert Sky Blvd, Scottsdale, AZ, 85287	0.46	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+5 more

71,257 rows, page 32 of 1,426Previous Next