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
ENR-131670	ENR	Grace Z Jimenez	1949-02-21	UHC-20386-06	—	2343 Mountain View Dr, Nashville, TN, 37229	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-420758	CLM	Mark Chen	1961-09-23	—	3624185539	5207 Maple Ave, Dallas, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63302	TPA	Adam Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63815	TPA	Dorothy Lopez	1994-01-02	—	—	2090 Ocean Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55381	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55382	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113639	ENR	Matthew O Hunt	1964-09-03	UHC-31740-14	5485113418	7991 Sunset Blvd, Scottsdale, AZ, 85263	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114929	ENR	Marcus Campbell	1994-03-25	—	4334968311	5934 Canyon Rd, Seattle, WA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123047	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416430	CLM	Ann U Luna	2007-08-13	—	9158627196	6600 Hillcrest Rd, Tucson, AZ, 85711	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141016	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	—	5441 Ocean Ave, Gilbert, AZ, 85279	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27186	PRV	Heather Brooks	1978-07-08	—	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429839	CLM	Rachel Taylor	—	UHC-19337-80	4766929842	5103 Indian School Rd, Atlanta, GA, 30347	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-115840	ENR	Rebecca Greee	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411274	CLM	Diego George	—	—	9444057800	251 Apache Blvd, Tucson, AZ, 85792	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-105171	ENR	Amy Wagner	1956-09-09	UHC-05819-84	6112867706	1324 Bayshore Dr, Columbus, OH, 43269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110751	ENR	Frances Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142493	ENR	Brandon Z Martin	2003-01-17	UHC-01660-56	8787811703	2141 Willow Ct, Eden Prairie, MN, 55362	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104018	ENR	Bryan R Bowman	1963-12-26	UHC-61619-10	4337776150	6735 Market St, Atlanta, GA, 30350	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-64088	TPA	Brenda Wallace	2007-02-21	—	3346189246	1270 Park Pl, Orlando, FL, 32880	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135389	ENR	Harold V Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St, Nashville, TN, 37212	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128948	ENR	Tyler Barnes	1966-03-01	UHC-63428-80	7433776119	2446 Apache Blvd, Jacksonville, FL, 32219	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100412	ENR	Jacob E Hamilton	1987-09-19	UHC-17863-18	7252173776	9073 Grand Ave, Columbus, OH, 43214	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122905	ENR	Lawrence Russell	1981-02-16	UHC-68841-12	6623194772	7206 Valley View Dr, Miami, FL, 33112	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411741	CLM	Priya Tucker	1981-02-07	—	3497194168	619 Ocean Ave, Jacksonville, FL, 32248	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132332	ENR	Susan Huntter	1999-07-24	UHC-70915-70	5355554838	5487 Lake View Rd, Mesa, AZ, 85299	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27422	PRV	Gary West	1950-10-18	—	4963977857	9832 Grand Ave, Fresno, CA, 93796	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129698	ENR	Hiroshi G Rivera	1952-01-23	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-118180	ENR	Serah Yang	1986-04-09	UHC-33199-01	—	6524 Camelback Rd, Tampa, FL, 33626	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61383	TPA	Jonathan Reed	2006-09-05	—	6419179846	1453 Valley View Dr, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111378	ENR	Brenda M Patel	1995-12-09	UHC-73125-94	5034557537	7529 Union St, Eden Prairie, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428070	CLM	Mei Meyer	1998-09-05	UHC-45772-19	4067769185	7851 Sunset Blvd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114392	ENR	Robert V Murray	1960-04-28	UHC-06624-68	2265750560	8849 Mesa Dr, Tampa, FL, 33680	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27250	PRV	Joyce Sanchez	1966-10-24	UHC-16910-09	—	2620 Market St, Las Vegas, NV, 89104	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107323	ENR	Harold U Little	1944-05-17	UHC-28581-15	6758344200	298 Mountain View Dr # 544, Austin, TX, 78782	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-423828	CLM	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct # 798, Tucson, AZ, 85773	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-115806	ENR	Jose W Campbell	1980-01-09	UHC-70117-04	6684951635	5850 Union St, Jacksonville, FL, 32269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103016	ENR	Kenneth Wallace	1958-11-28	UHC-00563-50	2588243229	4932 Indian School Rd, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61944	TPA	Beverly Andrews	1967-12-18	—	5166347246	2649 Canyon Rd, Nashville, TN, 37299	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-404600	CLM	Deborah Vazquez	2002-04-08	—	—	7172 Bayshore Dr, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417296	CLM	Betty Garcia	1999-09-19	UHC-86761-69	—	3070 Park Pl, San Diego, CA, 92178	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58310	TPA	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100416	ENR	Arthur K Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416146	CLM	Harold Greene	1994-12-16	—	—	7545 Ocean Ave, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102537	ENR	Isabella Y Price	1964-03-25	UHC-41557-49	4734495502	7692 Meadow Ln, San Antonio, TX, 78235	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25619	PRV	Kevin F Stevens	1993-10-06	UHC-84647-19	5723201256	3605 Ridge Rd, Chandler, AZ, 85233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109165	ENR	Ruth Q Weaver	1986-01-08	UHC-27012-03	3148644818	7988 Mesa Dr # 261, San Antonio, TX, 78217	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-62065	TPA	Lisa Obrien	2004-10-24	—	9677505355	3140 Lake View Rd, Tucson, AZ, 85730	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416834	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more

71,257 rows, page 156 of 1,426Previous Next