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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109926	ENR	Kevin Gibson	1963-09-02	—	4766535259	872 Elm St, Atlanta, GA, 30378	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-101491	ENR	Shirley Griffin	1997-10-19	UHC-13733-19	6389941304	6768 Main St, Tucson, AZ, 85760	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-138052	ENR	Arthur M Welch	1989-04-13	UHC-72478-18	—	6151 River Rd, Phoenix, AZ, 85099	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-142687	ENR	Bryan Clark	1978-05-19	UHC-37991-27	3174122429	705 Camelback Rd, Tampa, FL, 33638	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-102442	ENR	Lucia Z Campbbell	1947-06-23	UHC-88386-26	6268980357	3984 Broadway, Glendale, AZ, 85382	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-116118	ENR	Michelle Morales	1963-10-28	UHC-22558-39	9894473026	2410 Camelback Rd, San Diego, CA, 92122	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
ENR-132186	ENR	Charles Griffin	2003-10-08	UHC-79368-12	3085847986	6431 Oak St, Eden Prairie, MN, 55384	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-105393	ENR	Abigail Walsh	1950-08-26	UHC-35970-83	—	6737 Bayshore Dr, San Antonio, TX, 78249	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-109659	ENR	Melissa W Hayes	2006-10-23	UHC-64851-11	3796977814	5383 Broadway, Dallas, TX, 75269	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-122126	ENR	Anna S Lee	1960-02-06	UHC-38815-84	9182969182	911 Ocean Ave, Nashville, TN, 37287	0.94	Phone reformatted City re-cased Plan code upper-cased
ENR-105889	ENR	Bruce K Stephens	1938-03-04	UHC-46738-13	4106070075	6482 Union St, Orlando, FL, 32844	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-110604	ENR	Jose V Maldonado	1953-02-07	UHC-41703-31	—	7502 Meadow Ln, San Antonio, TX, 78212	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-101277	ENR	Beverly Gonzales	1995-09-04	UHC-17854-92	9725429556	8059 Church St, Minneapolis, MN, 55492	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-126836	ENR	Angela King	1953-02-24	UHC-04129-87	3119832123	8840 Lincoln Way, Fresno, CA, 93746	0.94	Date of birth reformatted Email lower-cased Plan code upper-cased
ENR-118599	ENR	Dennis Castillo	1989-12-09	UHC-43975-35	3506376908	6858 Central Ave, Tampa, FL, 33680	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-129334	ENR	Kyle F Little	2003-01-01	UHC-12654-85	3873078683	3158 Willow Ct, Minneapolis, MN, 55464	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-134905	ENR	Elizabeth Rodriguez	1962-12-06	UHC-01963-18	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-104541	ENR	Michael K Kelly	1984-04-04	UHC-55894-77	—	9662 Willow Ct, Dallas, TX, 75200	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-129911	ENR	Gabriel Medina	1973-07-05	UHC-64178-36	4178814726	7043 Bayshore Dr, Charlotte, NC, 28296	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-136706	ENR	Lynch Jose	2006-03-07	UHC-55336-60	2545705945	7189 Mesa Dr, Phoenix, AZ, 85040	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-100366	ENR	Jacob Chen	1963-12-23	UHC-94930-89	2045959996	937 Mountain View Dr, Seattle, WA, 98157	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-128835	ENR	Juan Morrisn	1942-06-30	UHC-68976-31	8823937301	917 Cedar Ln, Jacksonville, FL, 32263	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-130595	ENR	Anna Vasquez	1976-03-02	UHC-57857-86	4644733142	—	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-133981	ENR	Joe Adams	1953-01-18	UHC-27945-45	—	8517 Mesa Dr, Denver, CO, 80200	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141679	ENR	Megan F Moore	2002-11-06	UHC-44013-32	9843636910	640 Maple Ave, Seattle, WA, 98130	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-134258	ENR	Alexander S Daniels	1957-08-17	UHC-31734-73	4452865627	7936 Central Ave, Fresno, CA, 93703	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-110143	ENR	Maria E Cook	1963-04-04	UHC-93632-88	8876752140	3872 Highland Ave, Atlanta, GA, 30353	0.94	Name re-cased Date of birth reformatted Plan code upper-cased
ENR-131759	ENR	Lawrence Ortega	1967-07-16	UHC-70245-41	5793628640	2386 Indian School Rd, Charlotte, NC, 28279	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-112806	ENR	Patrick H Dixon	1972-07-17	UHC-49659-59	8556528456	1002 River Rd, Tucson, AZ, 85781	0.94	Phone reformatted City re-cased Plan code upper-cased
ENR-116231	ENR	Russell D Carter	1940-10-16	UHC-58996-04	7005991659	1066 Main St, Fresno, CA, 93705	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-136330	ENR	Lori X Hayes	1962-11-15	UHC-45787-52	9358116096	4548 Lincoln Way, Sacramento, CA, 95840	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-134845	ENR	Carlos C Sanchez	2001-09-06	UHC-51021-26	5556528980	1565 Jefferson Ave, Eden Prairie, MN, 55301	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-117740	ENR	Kenneth Contreras	1987-05-02	UHC-79730-70	2785005180	9101 Ridge Rd, Atlanta, GA, 30332	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-111349	ENR	Ann F Murphy	1974-11-17	UHC-34533-93	6395692312	4819 Church St, Charlotte, NC, 28266	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-109708	ENR	Sarah M Vazquez	1982-04-20	UHC-10751-76	2192558280	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-140085	ENR	Roger Estrada	1973-07-18	UHC-68240-71	—	6568 Main St, Phoenix, AZ, 85026	0.94	City re-cased Plan code upper-cased Placeholder values cleared
ENR-109461	ENR	Lori Q Woods	1959-12-07	UHC-11203-61	—	6879 Cedar Ln, Charlotte, NC, 28227	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-107144	ENR	Sophia K Maldonado	1998-08-10	UHC-62919-44	6937380050	5547 Grand Ave, Orlando, FL, 32883	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-139764	ENR	Janet R Carpenter	1945-03-16	UHC-72899-58	9012579844	3704 Canyon Rd, Austin, TX, 78710	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-125022	ENR	Doris Q Jackson	1971-01-15	UHC-08643-24	6775006834	2056 Maple Ave, Jacksonville, FL, 32225	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-133844	ENR	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.94	Phone reformatted Member ID reformatted Plan code upper-cased
ENR-102924	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX, 75038	0.94	State code upper-cased Plan code upper-cased Placeholder values cleared
ENR-140979	ENR	Catherine Hunter	1946-12-18	UHC-60004-75	5603788158	4907 Highland Ave, Fresno, CA, 93799	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-138273	ENR	Virginia K Ramos	1989-04-27	UHC-68765-49	9145286030	1476 Indian School Rd, San Diego, CA, 92124	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-109017	ENR	Patrick V Cunningham	1958-10-14	UHC-50542-14	2118136467	2632 Canyon Rd, Tucson, AZ, 85739	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-130942	ENR	David A Long	1966-04-07	UHC-02750-47	—	5155 Maple Ave, Chandler, AZ, 85240	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-114128	ENR	Brittany Q Fowler	1948-04-11	UHC-05869-27	7738311115	4303 Lake View Rd, San Antonio, TX, 78274	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-120855	ENR	Peter C Evans	1964-08-09	UHC-74111-12	5842754486	105 Mountain View Dr, Plano, TX, 75083	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-134409	ENR	Abigail H Spencer	1969-09-15	UHC-82202-40	3175753421	8550 Lincoln Way, Dallas, TX, 75209	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-101243	ENR	Douglas Hughes	1943-02-13	UHC-77466-69	3112311066	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared

2,126 rows, page 41 of 43Previous Next