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

Enrollment, 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-127354	ENR	Mariana U Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116327	ENR	Austin Robertson	1968-11-08	UHC-21088-14	6407955327	169 Valley View Dr, Gilbert, AZ, 85284	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123481	ENR	Justin A Turner	1995-11-12	UHC-52766-67	4686196634	3538 Indian School Rd, Miami, FL, 33160	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-116341	ENR	Bruce Yang	1955-02-10	UHC-72059-81	—	578 Willow Ct Apt 1, Miami, FL, 33193	0.60	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132376	ENR	Scott I Soto	2005-09-04	UHC-92231-93	3664455284	9832 Sage Ct, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139260	ENR	Bruce Garza	1948-11-15	UHC-00733-12	7333245407	3302 Jefferson Ave, Plano, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120957	ENR	Juhn E Ramos	1941-03-16	UHC-03305-70	4482304692	8029 Park Pl, San Antonio, TX, 78277	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-126743	ENR	Alexander A Oliver	—	UHC-50971-06	9722061895	909 Valley View Dr, Houston, TX, 77030	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112922	ENR	Danielle U Ryan	1999-03-06	UHC-83966-96	4269041568	7283 Ocean Ave, San Diego, CA	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122559	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.60	Two-digit birth year Phone reformatted City re-cased State code upper-cased+4 more
ENR-119562	ENR	Timothy Q Berry	2007-12-24	UHC-32504-88	6572168277	1940 Cedar Ln, Plano, TX, 75095	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127837	ENR	Heather Q Montgomery	1968-06-17	UHC-06795-87	2263930575	4552 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105865	ENR	Hannah Dunn	1997-04-14	UHC-06542-72	8167955693	7528 Willow Ct, Plano, TX, 75065	0.60	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-130727	ENR	Walter V Coleman	1968-08-12	UHC-12362-91	—	2052 River Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130209	ENR	Ken V Nguyen	1989-12-14	UHC-88779-51	8144767892	8140 Palm Dr, Las Vegas, NV, 89149	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115930	ENR	Michael T Mills	1943-11-05	UHC-22066-20	—	5025 Highland Ave, Las Vegas, NV, 89191	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120829	ENR	Arjun X Robinson	2004-09-19	UHC-13026-76	2095424717	7011 Forest Ave # 397, Tucson, AZ, 85718	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-132740	ENR	Ashley Moore	1966-04-16	UHC-92997-42	2739035923	5502 River Rd, Nashville, TN, 37268	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118849	ENR	Luys A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr, Sacramento, CA, 95822	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102631	ENR	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St # 238, San Antonio, TX, 78296	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-138516	ENR	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106123	ENR	Jesse F Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct, Miami, FL, 33199	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-125359	ENR	Joseph Moore	1990-05-26	UHC-14260-60	2924703851	5602 Mesa Dr, Tucson, AZ, 85740	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112951	ENR	Jose H Jackson	1954-11-11	UHC-92950-03	5845062029	338 Indian School Rd, Mesa, AZ, 85221	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140645	ENR	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139709	ENR	Ashley Q Mejia	1969-02-05	UHC-53643-77	8658817090	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109790	ENR	Charlotte Nunez	1945-02-17	UHC-75383-35	9598232911	1243 Main St, Orlando, FL, 32873	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142154	ENR	Jessica Z Gonzalez	1982-06-25	UHC-56950-38	6133110776	8554 Ridge Rd, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-120393	ENR	Deborah Lawson	1955-02-26	UHC-80225-75	—	4298 Central Ave Apt 27, Tucson, AZ, 85734	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-142000	ENR	Valentina Medina	1985-10-12	UHC-26308-88	2317529088	1073 Ocean Ave, Tampa, FL, 33641	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116672	ENR	Ralph Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
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
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
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
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
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
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
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
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
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

16,916 rows, page 44 of 339Previous Next