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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101815	ENR	Priya Z Hughes	1998-09-22	UHC-84393-22	9629412867	63 Sunset Blvd, Atlanta, GA, 30389	0.68	Name split from “Last, First”SSN last four extracted City re-cased Placeholder values cleared
ENR-114676	ENR	Kelly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-106487	ENR	Bobby I Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-128347	ENR	Aaron Johnston	1990-12-22	UHC-54160-30	8618678536	721 Canyon Rd, Scottsdale, AZ, 85207	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-122303	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
ENR-122304	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
ENR-128849	ENR	Mary R Wagner	1950-04-04	UHC-20608-83	6636042454	—	0.70	Name re-cased SSN last four extracted Gender normalised
ENR-111505	ENR	Catherine Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
ENR-133339	ENR	Kelly A Stephens	1994-10-12	UHC-33651-42	7027217283	5799 Main St, Fresno, CA, 93733	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-134238	ENR	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	3626 Indian School Rd, Plano, TX, 75018	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-101117	ENR	Hannah E Turner	1980-03-23	UHC-63436-25	9847605855	1903 Valley View Dr, Atlanta, GA, 30306	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-134950	ENR	Albert G Lawrence	1999-03-09	UHC-13213-80	9123001840	2348 Union St, Chandler, AZ, 85256	0.70	SSN last four extracted Gender normalised Whitespace trimmed
ENR-109575	ENR	Amanda Ferguson	1956-01-16	UHC-22672-58	4634743993	1781 Mesa Dr, Fresno, CA, 93765	0.70	SSN last four extracted Email lower-cased Gender normalised
ENR-114187	ENR	Donald Harper	1986-05-26	UHC-09895-90	—	2871 Market St, Dallas, TX, 75290	0.70	SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-109014	ENR	Julie L Piercce	1961-08-02	UHC-33254-33	—	3728 Mesa Dr, Jacksonville, FL, 32246	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-110900	ENR	Jerry Kelley	1989-02-21	UHC-46355-36	—	5316 Washington St, Tempe, AZ, 85203	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-125618	ENR	Willie Garcia	1939-05-09	UHC-41138-39	5952969080	2073 Church St, Sacramento, CA, 95855	0.70	SSN last four extracted Gender normalised Whitespace trimmed
ENR-133612	ENR	Cynthia Porter	1983-10-11	UHC-55361-65	—	—	0.70	Name re-cased Phone missing area code SSN last four extracted
ENR-130603	ENR	Michelle Cook	1991-03-23	UHC-71012-93	—	7428 Church St, Mesa, AZ	0.70	SSN last four extracted ZIP missing Email lower-cased
ENR-124832	ENR	Arthr W Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL, 33106	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-130217	ENR	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.70	Two-digit birth year SSN last four extracted Address re-cased
ENR-100880	ENR	Gabriel Rose	1969-05-26	UHC-79218-68	5062196266	1777 Indian School Rd, Plano, TX, 75072	0.70	Member ID reformatted SSN last four extracted ZIP+4 trimmed
ENR-140950	ENR	Jon Austin	1939-07-15	UHC-44139-94	4877941078	6587 Bayshore Dr, Eden Prairie, MN, 55331	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
ENR-101274	ENR	Mason U Alvarado	1986-06-27	UHC-78605-01	4596639608	5551 Spring St, Jacksonville, FL, 32253	0.70	Phone reformatted SSN last four extracted Gender normalised
ENR-101042	ENR	Samuel Ferguson	1939-08-19	UHC-94898-12	9552915671	1554 Palm Dr, Charlotte, NC, 28226	0.70	SSN last four extracted Gender normalised Whitespace trimmed
ENR-107568	ENR	Margaret V Haimlton	2002-08-06	UHC-68306-30	7676732507	3520 River Rd, Mesa, AZ, 85252	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-121160	ENR	Arjun Harris	1953-10-27	UHC-71965-17	5147573995	777 Lake View Rd, Eden Prairie, MN	0.70	SSN last four extracted ZIP missing Whitespace trimmed
ENR-106578	ENR	Maria Q Vargas	1996-10-16	UHC-97971-17	5084261605	6130 Canyon Rd, Orlando, FL, 32810	0.70	Phone reformatted SSN last four extracted Gender normalised
ENR-143055	ENR	Tyler Ramirez	1985-08-04	UHC-12321-25	8174637516	970 Main St, Scottsdale, AZ	0.70	Date of birth reformatted SSN last four extracted ZIP missing
ENR-131754	ENR	Daniel G Coleman	—	UHC-12741-89	—	2517 Bayshore Dr, Eden Prairie, MN, 55320	0.70	Date of birth unreadable SSN last four extracted Placeholder values cleared
ENR-123101	ENR	Diana Ortega	1940-12-05	UHC-23434-48	9779867067	5111 Forest Ave, Tucson, AZ, 85789	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-137713	ENR	Diego Hart	1945-05-14	UHC-89165-05	3394544114	6882 Indian School Rd, Denver, CO, 80225	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
ENR-133448	ENR	Denise E Adams	—	UHC-63179-56	8638571973	3624 Harbor Blvd, Gilbert, AZ, 85288	0.70	Date of birth missing SSN last four extracted Whitespace trimmed
ENR-138300	ENR	Rachel B Morrison	—	UHC-19461-26	7465932620	9587 Elm St, Columbus, OH, 43284	0.70	Date of birth unreadable Phone reformatted SSN last four extracted
ENR-106950	ENR	Mariana Clark	1965-07-06	UHC-01048-79	7072586657	1205 River Rd, Eden Prairie, MN, 55384	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-114464	ENR	Scott H Sullivan	1967-03-14	UHC-92896-53	—	7819 Willow Ct, Denver, CO, 80266	0.72	Phone missing area code SSN last four extracted
ENR-132876	ENR	Kayla W Le	2002-03-09	UHC-50548-50	5529273722	2921 Market St # 179, Miami, FL, 33180	0.72	SSN last four extracted Unit split from street
ENR-106370	ENR	Laura V Alvarez	1994-01-13	UHC-59481-37	2819546655	231 Grand Ave, Glendale, AZ, 85322	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128522	ENR	Jacqueline Hicks	1938-03-12	UHC-68514-41	3807367879	9011 Cedar Ln, Columbus, OH, 43214	0.72	Two-digit birth year SSN last four extracted
ENR-137240	ENR	Raymond Hill	1979-07-20	UHC-45778-72	—	9453 Mountain View Dr, Charlotte, NC, 28263	0.74	Name re-cased SSN last four extracted City re-cased Email lower-cased+3 more
ENR-139668	ENR	Dorothy Meyer	2001-03-06	UHC-20628-10	5598047680	5323 Grand Ave, Minneapolis, MN, 55433	0.74	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more
ENR-101074	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-110438	ENR	Russell Lee	1938-07-21	UHC-29805-84	6637112755	9517 Canyon Rd, Eden Prairie, MN, 55366	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-129806	ENR	Logan Luna	1954-08-17	UHC-71151-34	4859171910	2999 Sage Ct, Las Vegas, NV, 89195	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-124019	ENR	Vincent Gutierrez	1941-03-03	UHC-14218-79	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-105906	ENR	Wilile Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-135154	ENR	George Ford	1991-12-01	UHC-72353-72	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.74	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-116463	ENR	Melissa Gilbert	1999-03-20	UHC-06890-08	7594964891	8750 Palm Dr, Minneapolis, MN, 55498	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136622	ENR	Helen Lucas	1961-09-24	UHC-64236-44	6755010390	1643 Washington St, Los Angeles, CA, 90032	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

1,767 rows, page 29 of 36Previous Next