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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138262	ENR	Jack T Armstrong	1957-10-05	UHC-89431-35	8637177539	7191 Main St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111053	ENR	Nicholas J Obrien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128350	ENR	James M Maldonado	1954-08-19	UHC-48927-65	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140644	ENR	Joan Santiago	1960-05-03	UHC-90878-30	7727016450	8177 Harbor Blvd, Dallas, TX, 75268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136045	ENR	Sandra I Thompson	1979-08-20	UHC-34895-83	5516352476	4841 Bayshore Dr, Plano, TX, 75043	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110768	ENR	Robert L Phillips	2006-02-22	UHC-81499-96	2968430674	2396 Valley View Dr, Los Angeles, CA, 90072	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-139414	ENR	Priya T Fuller	1951-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126369	ENR	Mark Lopez	—	UHC-07607-29	6253005210	7194 Park Pl, Sacramento, CA, 95843	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129280	ENR	Wayne Y Brooks	—	UHC-70246-85	7966339248	582 Main St # 797, Fresno, CA, 93723	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-106495	ENR	Vincent H Hart	1976-04-05	UHC-99163-01	8609390189	3166 Oak St, Minneapolis, MN, 55413	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126718	ENR	Danielle L Schmmidt	1957-09-08	UHC-67449-37	8208110420	664 Hillcrest Rd, Eden Prairie, MN, 55307	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127497	ENR	Ann D Nguyen	1987-01-03	UHC-02107-04	3566202158	5519 Washington St, Chandler, AZ, 85258	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-117204	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117205	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141983	ENR	Evelyn Z Siimmons	1938-11-26	UHC-10993-53	3482179398	1087 Spring St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135393	ENR	Ann Marquez	—	UHC-61611-49	2608548739	9841 Central Ave, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-132606	ENR	Brenda K Ryan	1976-03-09	UHC-87555-07	8034405145	4946 Mesa Dr, Plano, TX, 75003	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114767	ENR	Austin Mdina	1941-01-04	UHC-98951-27	5907922213	5370 Baseline Rd, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128936	ENR	Diane H Fuller	1973-04-10	UHC-88946-77	4438535915	6380 Bayshore Dr # 180, Gilbert, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134322	ENR	Larry T Medina	1940-05-03	UHC-68818-80	2889811869	6093 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116598	ENR	NathanJunk	1946-03-25	UHC-29005-70	3709253713	5454 Elm St, Los Angeles, CA, 90031	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129482	ENR	Vincent Gilbert	1983-09-08	UHC-83259-66	3699597410	1714 Indian School Rd, Plano, TX, 75089	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142140	ENR	Jason Rogers	—	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-110424	ENR	Gabrieel H Torres	1999-02-09	UHC-01302-08	7742175279	9733 Valley View Dr, San Antonio, TX, 78212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120715	ENR	Jonathan Li	1953-03-23	UHC-13181-99	4709523556	5572 Mesa Dr, Charlotte, NC, 28206	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105796	ENR	Elijaah O Salazar	1942-03-08	UHC-92421-36	8086946471	9700 Main St # 185, Las Vegas, NV, 89148	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109858	ENR	Melissa Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126254	ENR	Doris Bowman	1964-06-27	UHC-38304-59	3117787425	9294 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123794	ENR	Judyth Lawrence	1976-01-24	UHC-43217-77	3145426255	8384 Mountain View Dr, San Antonio, TX, 78205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124919	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-108617	ENR	Lucia Vargas	1964-12-27	UHC-14079-98	9077270186	3420 Broadway Apt 9, Jacksonville, FL, 32252	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110489	ENR	Ahmed Phillips	1944-01-07	UHC-63412-32	9868312555	324 Park Pl, Gilbert, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109527	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way, San Diego, CA, 92195	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114186	ENR	Ken Webb	1965-01-10	UHC-15069-35	5917162758	9442 Central Ave, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128820	ENR	Noah Z Wright	1960-06-04	UHC-86044-28	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124374	ENR	Bobby U Franklin	2008-09-04	UHC-05386-92	3942893007	3777 Cedar Ln, Mesa, AZ, 85268	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118003	ENR	Karen Nunez	2004-03-23	UHC-63596-67	6835685275	7675 Oak St, Nashville, TN, 37242	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136198	ENR	Brandon Wagner	2008-05-09	UHC-92913-50	2643612816	5057 Ocean Ave, Scottsdale, AZ, 85204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111130	ENR	Marcus Tran	1946-07-01	UHC-83333-80	7742091466	7237 Baseline Rd, Phoenix, AZ, 85049	0.62	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-125422	ENR	Dorothy R Soto	1962-07-04	UHC-69938-65	9598416482	5349 Highland Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125702	ENR	Mary U Johnson	1960-05-12	UHC-19694-44	5225145960	3929 Grand Ave, Glendale, AZ, 85390	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121300	ENR	Sara J Brooks	2002-04-04	UHC-07873-18	3773302252	9616 Camelback Rd, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139106	ENR	Lucia Lewis	1969-06-11	UHC-36306-59	9053810469	4823 Forest Ave, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141440	ENR	George Jordan	2007-12-15	UHC-51226-22	7383266349	9029 Mountain View Dr # 994, Mesa, AZ, 85201	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118114	ENR	Sofia B Contreras	1956-07-15	UHC-51828-71	5585442286	2383 Ocean Ave, Phoenix, AZ, 85044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136825	ENR	Gabriel P Tucker	2008-02-04	UHC-09308-11	2595647354	2519 Harbor Blvd, Gilbert, AZ, 85276	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105602	ENR	Julie M Garza	1973-01-15	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142982	ENR	Dorohy Harper	2001-04-01	UHC-09089-86	2576364916	6132 Forest Ave, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112581	ENR	Judith Y Hughes	1992-09-24	UHC-29952-06	4702187639	8232 Valley View Dr, Los Angeles, CA, 90085	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131983	ENR	Douglas R Yang	1946-08-25	UHC-55719-11	9728908022	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 107 of 564Previous Next