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-115964	ENR	Donald V Griffin	1953-10-07	UHC-86624-42	6425235502	2979 Maple Ave Apt 1, Dallas, TX, 75258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
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-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-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-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-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-125390	ENR	Christopher Perkins	1980-12-20	UHC-86844-01	9087919382	8198 Baseline Rd, Scottsdale, AZ, 85256	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-128265	ENR	Maria Salazar	1973-12-13	UHC-61139-77	2608360426	2905 Harbor Blvd, Las Vegas, NV, 89192	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-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-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-142010	ENR	Lisa Knight	2000-08-02	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135750	ENR	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ, 85737	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-116328	ENR	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+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-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-121054	ENR	Yuki J Kelley	2007-06-27	UHC-53122-07	8748814105	4912 Harbor Blvd, Columbus, OH, 43279	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-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-123395	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr, Orlando, FL, 32877	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-109161	ENR	Jesse R Hudson	1973-08-21	UHC-83954-38	8006928238	7065 Lincoln Way Apt 15, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+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
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-121451	ENR	Donna Young	1987-04-19	UHC-12196-74	5726362157	4065 Market St, Eden Prairie, MN, 55329	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117157	ENR	Randy P Mills	1957-01-02	UHC-06038-24	2066035968	6343 Indian School Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128491	ENR	Deborah Wung	2007-07-16	UHC-41251-21	5869177081	1633 Mesa Dr, San Diego, CA, 92140	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-104627	ENR	Natalie N Martinez	1951-10-28	UHC-91807-65	—	8827 Hillcrest Rd, Los Angeles, CA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129545	ENR	Sofia Y Grant	1953-02-03	UHC-68246-83	—	5696 Bayshore Dr, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112010	ENR	Kimberly Jordan	1939-02-15	UHC-22422-34	3276977774	8240 Mountain View Dr, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125153	ENR	Randy Harrison	2000-01-26	UHC-87479-89	—	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111173	ENR	Alice Q Salazar	2003-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102201	ENR	Dorothy S Jacobs	1942-02-04	UHC-33416-55	4322011656	5935 Mountain View Dr, Austin, TX, 78767	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113087	ENR	Russell Marqez	1962-03-11	UHC-20668-29	2913710345	2146 Mesa Dr, Scottsdale, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117167	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-100787	ENR	Joshua L Myers	1944-09-08	UHC-41270-69	3934635825	5838 Meadow Ln, Sacramento, CA, 95860	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133055	ENR	Deboraah V Sandoval	1948-06-07	UHC-01958-16	3176322535	7276 Willow Ct, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123888	ENR	Judy Fields	2000-07-01	UHC-10182-02	7439539610	2490 Willow Ct, Tucson, AZ, 85788	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120399	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	—	9836 Canyon Rd, Chandler, AZ, 85249	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-134088	ENR	Megan Carr	1951-10-23	UHC-22047-95	—	3795 Elm St, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 66 of 339Previous Next