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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113289	ENR	Robert Y Hunter	1967-12-10	UHC-35728-26	—	399 Broadway Apt 2, Los Angeles, CA, 90040	0.52	SSN last four extracted Unit split from street Email lower-cased Gender normalised+2 more
ENR-138998	ENR	Anna P Andrews	2006-02-03	UHC-46033-71	—	1423 Bayshore Dr, Chandler, AZ, 85211	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111169	ENR	Joan A Johnston	2001-03-18	UHC-21549-44	6938562173	8718 Desert Sky Blvd, Miami, FL, 33104	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124968	ENR	Emily Jimenez	1974-01-09	UHC-37262-79	9217438580	2840 Spring St, Minneapolis, MN	0.52	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+2 more
ENR-135606	ENR	Austin Perkins	1977-06-08	UHC-84670-68	3977071475	5500 Union St, Seattle, WA, 98171	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102607	ENR	Judy K Kelly	1959-11-11	UHC-32707-85	7214654318	6312 Indian School Rd, Fresno, CA, 93781	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-117401	ENR	Tomy Mendoza	2007-04-23	UHC-73410-84	8639936816	4060 Grand Ave, Eden Prairie, MN, 55393	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102557	ENR	Laura O Andrews	1980-06-20	UHC-68182-65	2688138704	2321 Maple Ave Apt 2, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125094	ENR	Ann O Fernandez	1995-04-14	UHC-94337-31	9848279037	8664 Lake View Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-134053	ENR	Lawrence A Aguilar	2007-10-12	UHC-50675-34	6642726698	1029 Lake View Rd, Fresno, CA, 93764	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126877	ENR	Keith Martiinez	2000-09-23	UHC-16946-77	5554897293	5721 Spring St, Glendale, AZ, 85385	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-106534	ENR	Kimberly J Willis	1954-04-24	UHC-79191-29	2274340284	5805 Park Pl, San Diego, CA, 92106	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-118169	ENR	Maeo Berry	1954-09-13	UHC-37284-15	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-115408	ENR	Cheryl C Hughes	1944-05-15	UHC-53947-90	7924336738	6375 Mesa Dr, Atlanta, GA, 30399	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-112321	ENR	Elizabeth Carr	—	UHC-23409-23	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125299	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125300	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142760	ENR	Jeremy O Pierce	1955-06-26	UHC-58693-80	7413043936	959 Lincoln Way, Jacksonville, FL, 32283	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132359	ENR	Arjun Meyer	2002-05-20	UHC-42340-66	6435950351	5146 Valley View Dr, Mesa, AZ, 85235	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112569	ENR	Douglas Tucker	1992-08-22	UHC-89410-87	9769968532	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116437	ENR	Douglas E Simpson	1967-03-11	—	4032137138	7773 Hillcrest Rd Apt 26, Orlando, FL, 32886	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100756	ENR	Theresa X Ortiz	1985-08-24	UHC-35785-19	3675086099	5028 Cedar Ln, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108323	ENR	Yuki Perry	1986-12-26	—	2046152118	2416 Indian School Rd, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-125382	ENR	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	1968 Hillcrest Rd, Glendale, AZ, 85392	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104856	ENR	Adam V Snigh	2002-01-12	UHC-60218-20	9593836872	5610 Camelback Rd # 457, Nashville, TN, 37217	0.52	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
ENR-137887	ENR	Jean Q Johnson	1947-06-09	UHC-89715-52	—	6754 Canyon Rd, Nashville, TN, 37277	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119222	ENR	Sophia J Howell	1982-03-08	UHC-19520-79	6728864829	3708 Mountain View Dr, Nashville, TN, 37295	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108975	ENR	Zachary Wallace	1994-02-09	UHC-31902-21	2969309719	7504 Ridge Rd, Miami, FL, 33109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142801	ENR	George Y Ramos	1962-03-15	UHC-92611-30	—	2114 Willow Ct Apt 7, Seattle, WA, 98113	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133390	ENR	Jeff V Soto	2006-08-10	UHC-86836-12	—	4743 Desert Sky Blvd, Fresno, CA, 93734	0.52	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-140759	ENR	Janice Z Marshall	1985-02-22	—	—	5578 Bayshore Dr, Sacramento, CA, 95824	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-107283	ENR	Helen Y Nichols	1953-01-22	UHC-51783-98	2822684718	3877 Washington St, Plano, TX, 75016	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-139962	ENR	Sara N Alvarado	2003-01-03	UHC-48967-87	8239092793	3430 Desert Sky Blvd, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102311	ENR	Kenneth Marshall	—	UHC-85421-07	6645396274	7655 Camelback Rd # 370, Las Vegas, NV, 89190	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120007	ENR	Roy K Snyder	1975-04-16	UHC-03945-17	—	3787 Jefferson Ave # 531, Seattle, WA, 98151	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101637	ENR	Jeffrey Q Parker	1957-09-12	UHC-89349-27	—	408 Oak St, Orlando, FL, 32858	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136967	ENR	Natalie P Gray	1996-11-08	UHC-64557-49	5517229746	7891 Jefferson Ave Apt 27, Seattle, WA, 98104	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132670	ENR	Aaron Alexander	1956-03-20	UHC-32032-51	—	6261 Highland Ave, Denver, CO, 80267	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105853	ENR	Joshua Crawford	2001-05-16	UHC-10821-88	7139517989	1998 Sage Ct, Chandler, AZ, 85201	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-118489	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118490	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133008	ENR	Peter L Rios	1957-09-19	UHC-05397-97	6882295905	4756 Mesa Dr Apt 26, Plano, TX, 75043	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127152	ENR	Daniel G Carroll	1970-06-20	UHC-02920-79	9338103677	6778 Elm St, Charlotte, NC, 28218	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124420	ENR	Jean Wang	1965-07-21	UHC-49440-91	7958227871	2348 Elm St, Glendale, AZ, 85368	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137039	ENR	Gary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr # 352, Plano, TX, 75017	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120223	ENR	Diana A Aguilar	1958-08-04	UHC-33485-42	7774006191	4656 Elm St Apt 6, Chandler, AZ, 85277	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133001	ENR	Scott T Welch	1959-08-19	UHC-58824-47	9268572477	3195 Baseline Rd, Atlanta, GA, 30389	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-104967	ENR	Robert Wels	1957-10-10	UHC-36855-16	2588341398	3675 Mountain View Dr # 443, San Antonio, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142483	ENR	Charlie A Nunez	1953-05-25	UHC-42084-71	8627104283	1663 Mesa Dr, Seattle, WA, 98179	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122681	ENR	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave, Glendale, AZ, 85394	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more

8,934 rows, page 21 of 179Previous Next