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-139056	ENR	Vincent Q Ward	1982-04-26	UHC-40362-42	8594690912	2532 Market St, Mesa, AZ, 85201	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137474	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115638	ENR	Judy Gordon	1989-01-19	UHC-42217-51	7278481504	3894 Broadway, Austin, TX, 78713	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
ENR-129572	ENR	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133031	ENR	Aisha X Montgomery	1941-08-14	UHC-04709-66	2963761893	6702 River Rd, Las Vegas, NV, 89125	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112909	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112910	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-114110	ENR	Wei U Estrada	1987-08-21	UHC-45426-98	3574269615	5179 Pine Dr, Los Angeles, CA, 90075	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-121326	ENR	Ana T Ortiz	1942-10-19	UHC-95492-70	4869835473	4649 Bayshore Dr, Glendale, AZ, 85304	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120246	ENR	Samantha Clark	1944-06-24	UHC-89552-08	6052837949	9047 Sunset Blvd, Scottsdale, AZ, 85234	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111700	ENR	Eugnee King	1977-12-14	UHC-68491-61	5913784107	5527 Lincoln Way, Tampa, FL, 33676	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-141879	ENR	Margaret F Fernandez	1938-09-28	UHC-38371-52	4357825488	1878 Ocean Ave, Atlanta, GA, 30309	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116273	ENR	Gomez N Henry	1957-07-16	UHC-44840-46	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-140736	ENR	Chritsian Daniels	1983-03-19	UHC-49258-37	9013842880	3457 Union St, Los Angeles, CA, 90059	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110842	ENR	Bobby Taylor	1980-04-28	UHC-42987-60	8038483258	7916 Forest Ave, Tucson, AZ, 85796	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-119438	ENR	Eugene I Crawford	1980-09-21	UHC-23406-39	8894951061	2129 Indian School Rd, Scottsdale, AZ, 85202	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-130187	ENR	Mei Ferguson	1944-11-16	—	5014273554	—	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-135271	ENR	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-129632	ENR	Jacqueline Flores	1974-06-19	UHC-20775-72	6676841267	8905 Washington St, San Diego, CA, 92173	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-108379	ENR	Vincent R Jenkins	1960-10-26	UHC-91130-49	5849638809	789 Oak St, Tampa, FL, 33696	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-118027	ENR	Gerald W Scott	1942-08-24	UHC-63185-93	3964549640	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-139901	ENR	Roy F Hall	1943-01-05	UHC-31782-08	4077335360	4144 Mesa Dr, Dallas, TX, 75215	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-105189	ENR	Mariana Johnson	2003-10-16	UHC-15319-31	2489736384	9680 Park Pl, Plano, TX, 75040	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121052	ENR	Billy R Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122524	ENR	Valentina Valdez	1957-12-13	UHC-40345-86	4057536555	1921 Broadway, Glendale, AZ, 85399	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-116880	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108695	ENR	Deborah Riley	1947-04-26	UHC-04886-80	4786461002	1951 Lincoln Way, Atlanta, GA, 30315	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116391	ENR	Priya Obrien	1973-07-05	UHC-25250-99	7536397301	8108 Harbor Blvd, Nashville, TN, 37255	0.76	Name split from “Last, First”Name re-cased Phone reformatted City re-cased+2 more
ENR-102742	ENR	Dennis Williams	1980-03-15	UHC-07472-04	4593410993	6382 Sage Ct, Gilbert, AZ, 85204	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-129166	ENR	Daniel Schmidt	1942-09-14	UHC-31187-24	6736488875	6725 Cedar Ln, Dallas, TX, 75232	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-129080	ENR	Hoffman E Marilyn	1954-01-12	UHC-37385-12	8332009817	1148 Market St, Los Angeles, CA, 90000	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-118587	ENR	Kathleen C Jmienez	1990-12-27	UHC-82671-06	9205710695	3653 Elm St, Gilbert, AZ, 85276	0.76	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+2 more
ENR-102501	ENR	Sara Holmes	1940-12-28	UHC-78568-09	4394379229	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-133668	ENR	Yuki U Perez	1986-01-19	UHC-27080-83	6265875624	5798 Elm St, Sacramento, CA, 95846	0.76	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
ENR-116177	ENR	Lawrence J Watson	1995-10-04	UHC-48583-08	—	9551 Camelback Rd, Minneapolis, MN, 55483	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-123488	ENR	Maldonado C Jacqueline	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-136820	ENR	Frank A Richardson	1994-10-21	UHC-73768-87	4779830364	557 Meadow Ln, Austin, TX, 78796	0.76	Name split from “Last, First”Member ID reformatted Email lower-cased Plan code upper-cased+2 more
ENR-137411	ENR	Elyjah C Stone	1948-02-20	UHC-19400-84	5159369386	1563 Forest Ave, Plano, TX, 75022	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-104949	ENR	Rachel M Johnson	1946-02-26	UHC-50862-88	3108253339	5094 Jefferson Ave, Minneapolis, MN, 55426	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121896	ENR	Benjamin Y Yang	1944-10-04	UHC-43975-07	7059092295	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-117729	ENR	Thomas Harvey	1992-07-03	UHC-73538-47	4002935315	2745 Mesa Dr, San Diego, CA, 92169	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-118636	ENR	Danielle V Andrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-131788	ENR	Alan Powell	1998-03-04	UHC-25780-72	9346054319	3127 Washington St, Phoenix, AZ, 85083	0.76	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
ENR-135719	ENR	Stephen X Carter	1945-09-16	UHC-47675-96	4782268064	8200 Pine Dr, Tempe, AZ, 85245	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-128213	ENR	Jesse P Castillo	1947-02-15	UHC-64582-82	9509293843	1838 Palm Dr, Plano, TX, 75086	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-132609	ENR	Douglas U Wood	1993-03-05	UHC-08504-80	6717122378	519 Sunset Blvd, Columbus, OH, 43223	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116141	ENR	Jonathan C Greene	2007-01-11	UHC-77389-97	7909765607	5454 Market St, Eden Prairie, MN, 55368	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-137229	ENR	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-107141	ENR	Betty S Wallace	1952-03-11	UHC-44888-61	8685377506	3223 Central Ave, Sacramento, CA, 95879	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-108568	ENR	Mari Marshall	1971-11-11	UHC-75130-07	9048769322	2493 Camelback Rd, Mesa, AZ, 85265	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more

4,309 rows, page 71 of 87Previous Next