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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-141822	ENR	Marilyn Henderson	1982-05-24	UHC-96699-72	5264755262	3603 Camelback Rd, Houston, TX, 77070	0.60	Name re-cased Phone reformatted Member ID 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
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
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
ENR-111627	ENR	Joan Ortega	1958-03-20	UHC-14047-49	9314481093	6390 Ocean Ave, Jacksonville, FL, 32210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-119697	ENR	Kyle Harper	—	UHC-24220-25	3408117174	4809 Meadow Ln, Mesa, AZ, 85216	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+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
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
ENR-125249	ENR	Sharon Chapman	1967-01-14	UHC-40644-74	7188265245	249 Ocean Ave, Los Angeles, CA, 90051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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
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
ENR-130567	ENR	Virginia L Lane	1957-09-09	UHC-53686-49	4409852591	8548 Indian School Rd, Denver, CO, 80250	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-101468	ENR	Alan M Carroll	1984-09-13	UHC-76726-26	4122979545	3589 Ridge Rd, Phoenix, AZ, 85006	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139296	ENR	Alexis E Duncan	1970-08-12	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-112652	ENR	Ralph Chavez	1988-12-07	UHC-46584-60	8275916623	8378 Ridge Rd, Denver, CO	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122208	ENR	Priya Thomas	2007-07-14	UHC-93116-67	8102713142	5410 Mesa Dr, San Antonio, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111466	ENR	Aaron F Welch	2008-09-03	UHC-51582-83	6519602271	6030 Bayshore Dr # 696, Austin, TX, 78727	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113693	ENR	Keelly P Miller	1977-09-23	UHC-87446-96	7748767147	1236 Sage Ct, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-102522	ENR	Douglas Scott	1955-06-19	UHC-94895-23	8546455189	9220 Indian School Rd, Mesa, AZ, 85228	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131418	ENR	Susan Salazar	1966-12-23	UHC-80684-62	7436860152	1616 Sunset Blvd Apt 30, Glendale, AZ, 85383	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142930	ENR	Kimberly Y Lynch	1951-01-19	UHC-86014-86	4918880384	3986 Spring St, Chandler, AZ, 85268	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-119463	ENR	Stephens Denise	1988-01-26	UHC-00197-62	3065318929	538 Bayshore Dr, Atlanta, GA, 30320	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117888	ENR	Joyce Bradley	1980-04-12	UHC-14598-28	8066731254	4399 Maple Ave, Fresno, CA, 93742	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110648	ENR	Pamela Phillips	1971-11-10	UHC-63688-70	4526539125	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113697	ENR	Alexis Jensen	1957-11-16	UHC-14285-46	7613710994	6234 Camelback Rd, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101454	ENR	Frank R Wallace	1999-09-15	UHC-74375-66	2852010316	37 Washington St, Tucson, AZ, 85782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108045	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135331	ENR	Andrew M Ray	1959-12-12	UHC-74730-74	4639505664	1611 Jefferson Ave, Tempe, AZ, 85278	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142746	ENR	Megan X Simpson	1978-05-18	UHC-48523-16	9713854023	1714 Mountain View Dr, Nashville, TN, 37203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102531	ENR	Natahn X Carpenter	1959-06-26	UHC-33486-31	7788386260	3681 Meadow Ln, Scottsdale, AZ, 85218	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121628	ENR	Joyec B Hunt	1951-05-13	UHC-05477-22	7968446569	901 Meadow Ln Apt 10, Glendale, AZ, 85347	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-111181	ENR	Luica Patel	2004-01-10	UHC-89569-07	9309212411	3672 Hillcrest Rd Apt 24, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-104153	ENR	Paul G Holmes	1975-10-09	UHC-92596-05	8412909308	8631 Canyon Rd, Scottsdale, AZ, 85245	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107525	ENR	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-110152	ENR	Wayne Matthews	2002-04-24	UHC-65459-63	4313290000	3219 Desert Sky Blvd, Los Angeles, CA, 90027	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more

26,564 rows, page 107 of 532Previous Next