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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105296	ENR	Nicholas Peters	2003-12-08	UHC-84370-69	3904525315	9525 Forest Ave, Las Vegas, NV, 89125	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-115773	ENR	Gabriel Reynolds	1939-04-23	UHC-02655-16	8529219991	3079 Valley View Dr, Las Vegas, NV, 89138	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-134299	ENR	Anna Rios	1952-11-10	UHC-02264-18	7685792406	30 Pine Dr, Dallas, TX, 75265	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-128151	ENR	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-121521	ENR	Charles H Simmons	1970-12-02	UHC-73593-30	5112722012	9267 Union St, Plano, TX, 75074	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-100977	ENR	Peggy Pena	1985-10-06	UHC-72281-10	9358328314	978 Market St, Eden Prairie, MN, 55319	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-104448	ENR	Bruce Carr	1996-02-21	UHC-44424-97	6935033122	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-140904	ENR	Kevin Hoffmna	2006-10-27	UHC-32542-84	8928082700	3210 Park Pl, Miami, FL, 33188	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-120707	ENR	Jennifer E Carlson	1959-12-01	UHC-79300-62	8979898499	1442 Sage Ct, Atlanta, GA, 30304	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-121752	ENR	Madison Salazar	2008-11-02	UHC-02734-31	3106157841	187 Pine Dr, Austin, TX, 78748	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-119116	ENR	Roger S Thompson	1983-07-07	UHC-89725-83	9509890021	4891 Cedar Ln, Tampa, FL, 33663	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-129000	ENR	Ralph Espinoza	1983-11-01	UHC-17669-47	4522005935	7348 Canyon Rd, Mesa, AZ, 85284	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-130233	ENR	Megan Rius	1951-04-03	UHC-47867-27	8323654987	9068 Central Ave, Atlanta, GA, 30361	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-142996	ENR	Joan Weber	1973-06-08	UHC-20455-78	7336222683	9509 Park Pl, San Diego, CA, 92153	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-104112	ENR	Carlos Z Devis	1969-10-11	UHC-97594-71	—	7596 Indian School Rd, Phoenix, AZ, 85098	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-100135	ENR	Jack Moreno	1945-12-03	UHC-65621-78	3549843003	3224 River Rd, Las Vegas, NV, 89199	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-100387	ENR	Jean Vargas	1994-08-16	UHC-52195-58	2995698899	8065 Meadow Ln, Chandler, AZ, 85265	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-139433	ENR	Barb Long	1963-04-08	UHC-77610-75	8896914770	3334 Pine Dr, Nashville, TN, 37223	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-138170	ENR	Nathan Greene	1999-07-11	UHC-46806-74	7433653209	7885 Mountain View Dr, Charlotte, NC, 28203	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
ENR-120902	ENR	Noah N Burton	1959-02-27	UHC-03787-87	3653046837	6852 Meadow Ln, Jacksonville, FL, 32259	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-130776	ENR	Gloria S Morgan	1984-11-03	UHC-47653-82	6778923306	4996 Desert Sky Blvd, Minneapolis, MN, 55429	0.82	Name split from “Last, First”State code upper-cased Whitespace trimmed
ENR-108039	ENR	Joe R Wagner	1940-01-10	UHC-04188-85	4372034258	9691 Sage Ct, Las Vegas, NV, 89142	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-128457	ENR	Teresa W Padilla	1966-04-25	UHC-09398-41	5695267899	2555 Desert Sky Blvd, Miami, FL, 33119	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-104864	ENR	Mei Griffin	1958-01-25	UHC-58308-51	9586774686	7654 Mesa Dr, Sacramento, CA, 95860	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-100293	ENR	Carl Mendez	1990-10-19	UHC-48311-13	9742588526	5168 Palm Dr, Seattle, WA, 98199	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-120134	ENR	Russell C Rojas	1962-07-27	UHC-73593-85	3692967901	3739 Broadway, Plano, TX, 75062	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-105119	ENR	Eric Piarce	1995-01-10	UHC-41724-95	3806351338	5615 Market St, Las Vegas, NV, 89126	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-126146	ENR	Janice D McCoy	1968-10-09	UHC-67245-73	3418692089	6484 Elm St, San Diego, CA, 92131	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-139617	ENR	Philip G Olson	2007-09-07	UHC-22797-90	8858086728	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-122011	ENR	Judy James	1967-12-18	UHC-80361-61	2046686116	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-142446	ENR	Ruth Allen	1988-12-07	UHC-22950-87	—	4663 Oak St, Houston, TX, 77017	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-122500	ENR	Michelle Espinoza	1946-04-06	UHC-29691-87	4495142562	7579 Ocean Ave, Chandler, AZ, 85219	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-127185	ENR	Eugene B Wong	1941-11-04	UHC-90971-37	9426692377	3733 Forest Ave, Tempe, AZ, 85240	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-121391	ENR	Jerry Gordon	1984-06-23	UHC-85616-11	2223501633	7013 Mountain View Dr, Las Vegas, NV, 89165	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-114246	ENR	Sophia Smmith	2001-04-28	UHC-05008-21	8983446371	1292 Sage Ct, Tampa, FL, 33602	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-108456	ENR	Jessica Andrews	1975-11-03	UHC-57285-92	8985645732	8940 Meadow Ln, Las Vegas, NV, 89107	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-110749	ENR	Kyle Jackson	1990-08-01	UHC-39947-84	2286516130	8941 Church St, Scottsdale, AZ, 85234	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-136182	ENR	Joe Chapman	1943-05-25	UHC-06931-94	5429112829	1155 Indian School Rd, Las Vegas, NV, 89187	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-121692	ENR	Susan Larson	1945-07-24	UHC-95867-74	9335486323	7476 River Rd, Orlando, FL, 32830	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-130525	ENR	Madison D Kelly	1952-05-25	UHC-20054-54	4278003659	5238 Sage Ct, Nashville, TN, 37275	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-107079	ENR	Lawrence C Simpson	1961-03-14	UHC-39238-70	7243043232	6803 Canyon Rd, Phoenix, AZ, 85038	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-127521	ENR	Judith N Soto	1994-03-06	UHC-74540-84	7712855888	580 Jefferson Ave, San Antonio, TX, 78224	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-101825	ENR	Billy M Lopez	1955-10-08	UHC-82058-85	4153972520	9153 Spring St, Mesa, AZ, 85288	0.82	Name split from “Last, First”City re-cased Email lower-cased
ENR-123423	ENR	Donna X Perez	1988-01-02	UHC-98053-18	8015730608	6150 Hillcrest Rd, Seattle, WA, 98185	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-111012	ENR	Janet C Holmes	2001-05-05	UHC-27263-09	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
ENR-109929	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-109930	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-122730	ENR	Russell Guuerrero	1975-09-04	UHC-89202-61	3544674783	675 Mountain View Dr, Tucson, AZ, 85702	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-110950	ENR	Grace Cox	1962-03-19	UHC-73907-70	8353519760	6003 Sunset Blvd, Gilbert, AZ, 85254	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-131420	ENR	Nicole Weber	1973-04-22	UHC-69937-12	8965281228	9692 Indian School Rd, Jacksonville, FL, 32270	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed

4,309 rows, page 81 of 87Previous Next