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-121824	ENR	Elijah Burke	2003-04-06	UHC-58551-91	3529277545	7099 Elm St, Glendale, AZ, 85360	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-103374	ENR	Madison Nichols	1999-10-21	UHC-83753-93	2673532181	2676 Ridge Rd, Jacksonville, FL, 32288	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-119939	ENR	Barbara Jones	2002-06-14	UHC-41956-91	4035204004	2937 Sunset Blvd, Los Angeles, CA, 90071	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-103271	ENR	Bruce W Maldonado	1975-04-15	UHC-52868-26	5343997606	9375 Union St, Tucson, AZ, 85738	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-124693	ENR	Nicholas N Stephens	1981-02-16	UHC-10068-73	7954029162	6724 River Rd, Houston, TX, 77097	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-131150	ENR	Jeremy Black	1991-06-26	UHC-57324-01	3313817603	6364 Harbor Blvd, Mesa, AZ, 85292	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-134166	ENR	Anthony Y Morgan	2001-09-05	UHC-23469-62	2662700298	5791 Indian School Rd, Scottsdale, AZ, 85231	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-121651	ENR	Anthony Weaver	1999-03-14	UHC-71437-69	7475189556	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-139315	ENR	Lucia Oliver	1978-03-13	UHC-03058-96	7869940438	1236 Cedar Ln, Mesa, AZ, 85219	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108007	ENR	Marcus Roberts	2005-04-16	UHC-52099-28	4009156736	1639 River Rd, Miami, FL, 33122	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased
ENR-115557	ENR	Edward McDonaald	1977-01-23	UHC-73216-61	7214435202	9633 Cedar Ln, Scottsdale, AZ, 85251	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-138667	ENR	Reebcca E Cox	1997-02-09	UHC-65252-88	3582509037	8322 Sage Ct, Orlando, FL, 32858	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-142820	ENR	Richard Simmosn	1950-12-25	UHC-60650-95	8603727016	286 Central Ave, San Diego, CA, 92116	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-122423	ENR	Eric X Wong	1985-04-05	UHC-55149-77	5615137113	6146 Meadow Ln, Orlando, FL, 32878	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
ENR-119590	ENR	Yuki Russell	1992-02-03	UHC-70987-62	5953467601	365 Lincoln Way, Los Angeles, CA, 90004	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-137941	ENR	Lawrence C Duncan	1938-05-06	UHC-36484-66	7224584491	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-113488	ENR	Frank Carter	1947-02-18	UHC-10287-51	—	8754 Meadow Ln, Tempe, AZ, 85277	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
ENR-105687	ENR	Scott Q Murray	1941-11-27	UHC-89251-10	—	979 Broadway, Jacksonville, FL, 32297	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-125084	ENR	Gerald Y Lynch	1951-07-10	UHC-68982-25	9824160671	4618 Main St, Sacramento, CA, 95885	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-107651	ENR	Mary N Fields	1988-03-05	UHC-83147-55	6723571152	9296 Oak St, Gilbert, AZ, 85248	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-139547	ENR	Rachel S Taylor	2004-08-20	UHC-30724-46	6516315887	391 Broadway, Houston, TX, 77023	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-112523	ENR	Cynthiia N Luna	1970-06-09	UHC-76246-70	8587875628	5505 Washington St, Atlanta, GA, 30301	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-119319	ENR	Noah Pena	1956-04-21	UHC-91234-26	2538623607	9141 Oak St, Tempe, AZ, 85241	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-110535	ENR	Jonathan G Watson	1966-12-01	UHC-80132-51	4944893552	3535 Broadway, Houston, TX, 77072	0.80	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed
ENR-127472	ENR	Marc Rojas	1979-09-12	UHC-13207-05	9517343345	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-139851	ENR	Kayla Wilzon	1999-12-01	UHC-85786-60	3895430887	4661 Mesa Dr, Nashville, TN, 37272	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-135186	ENR	Matthew A Warrne	1958-10-03	UHC-53986-45	—	6845 Lake View Rd, San Diego, CA, 92154	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-101603	ENR	Ryan I Rogers	1977-09-28	UHC-16643-38	4752398005	4273 Indian School Rd, Tampa, FL, 33672	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-124997	ENR	Roger G Jackson	1997-03-27	UHC-02101-82	9813578501	202 Ocean Ave, Minneapolis, MN, 55466	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased
ENR-100878	ENR	Gabriel I Armstrong	1977-02-18	UHC-58986-57	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-108061	ENR	Megan C Hernandez	1943-10-27	UHC-20733-31	4894356140	2915 Maple Ave, Chandler, AZ, 85226	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-131470	ENR	Laura B Nunez	1969-01-27	UHC-56883-53	8584732755	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-117577	ENR	Nick Gibson	2005-05-25	UHC-22877-52	2876784333	8407 Ocean Ave, Austin, TX, 78718	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-119890	ENR	Gabriel X Nelson	1985-06-16	UHC-33556-73	4968362045	2072 River Rd, Phoenix, AZ, 85028	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-141460	ENR	Daniel Walker	1967-04-27	UHC-12416-79	3419170507	770 Indian School Rd, Glendale, AZ, 85305	0.80	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased
ENR-117728	ENR	Greg Li	1994-10-04	UHC-53739-09	3342416899	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-113334	ENR	Mei K Fisher	2004-09-05	UHC-50798-14	5663907234	4419 Highland Ave, Nashville, TN, 37253	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-110318	ENR	Jacob V Garcia	1963-08-13	UHC-97847-54	7175712473	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-139527	ENR	Kelly A Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave, Las Vegas, NV, 89142	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-139528	ENR	Kelly A Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave, Las Vegas, NV, 89142	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-119400	ENR	Mei E Allen	1991-09-17	UHC-06040-50	7967700380	2703 Main St, Tampa, FL, 33634	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-117784	ENR	Carlos Q Morgan	1953-02-25	UHC-42276-59	7227975482	4886 Valley View Dr, San Diego, CA, 92104	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-111726	ENR	Gabriel James	1966-02-11	UHC-84047-55	8123297163	9853 Spring St, Miami, FL, 33112	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-106759	ENR	Andrew P Chapman	1954-12-22	UHC-38146-17	6819272897	3398 Grand Ave, Plano, TX, 75005	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-134173	ENR	Bradley Larson	1956-06-02	UHC-08086-72	4208711452	8737 Market St, Denver, CO, 80200	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-114057	ENR	Joe W Hughes	1955-01-13	UHC-57265-41	3046555256	3153 Park Pl, Denver, CO, 80206	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-122713	ENR	Brandon J Johnson	1909-06-21	UHC-92945-93	7709804863	8128 Washington St, Denver, CO, 80289	0.80	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased
ENR-101757	ENR	Willye F Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd, Minneapolis, MN, 55475	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-133865	ENR	Brryan X Dominguez	1939-12-26	UHC-33591-20	9708544869	2269 Sage Ct, Minneapolis, MN, 55442	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-107010	ENR	Henry T Thomas	1939-09-05	UHC-42456-36	2196258823	7905 Maple Ave, Tampa, FL, 33655	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

4,309 rows, page 75 of 87Previous Next