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

All sources, flag “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109372	ENR	Bobby K Garrett	1973-12-26	UHC-90712-45	3688338877	8907 Palm Dr, Charlotte, NC, 28280	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
PRV-21831	PRV	Billy N Austin	1944-10-09	—	7098406444	386 Ocean Ave, San Diego, CA, 92171	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
ENR-104693	ENR	Joseph T Cunningham	1939-09-10	UHC-10594-91	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-116753	ENR	Kimberly A Matthews	2005-11-01	UHC-22076-21	7876621897	9716 Park Pl, Glendale, AZ, 85353	0.68	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased
ENR-118833	ENR	Gloria L Williamson	—	UHC-69885-71	8067920482	1445 Broadway, Austin, TX, 78727	0.68	Middle initial moved out of first name Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-137052	ENR	Nciole I Vega	1965-06-28	UHC-90651-35	3172299941	7571 Palm Dr, Mesa, AZ, 85244	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-137051	ENR	Nciole I Vega	1965-06-28	UHC-90651-35	3172299941	7571 Palm Dr, Mesa, AZ, 85244	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
CLM-410239	CLM	Edward E Wright	1961-02-17	UHC-28582-36	—	—	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
ENR-100074	ENR	Jeremy G Franklin	1974-09-25	UHC-69691-36	7618885265	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed
CLM-405925	CLM	Nicole Z Johnston	1953-04-09	—	5254785163	5609 Lincoln Way, Charlotte, NC, 28297	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
CLM-430925	CLM	Kimberly V Richardson	1951-05-02	—	—	—	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424488	CLM	Douglas E Stephens	1969-06-24	—	2717192326	2790 Desert Sky Blvd, Houston, TX, 77022	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
PRV-28647	PRV	Rebecca E Cox	1997-02-09	UHC-65252-88	3582509037	8322 Sage Ct, Orlando, FL, 32858	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
ENR-129784	ENR	Susan U Greene	1945-08-23	UHC-10018-12	3588027808	3281 Elm St, Houston, TX, 77040	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-126477	ENR	Marilyn T Matthews	1967-05-04	UHC-96493-55	—	9390 Lincoln Way, Chandler, AZ, 85241	0.68	Middle initial moved out of first name Two-digit birth year City re-cased Placeholder values cleared
ENR-112851	ENR	Charlotte F Stevens	1953-09-18	UHC-53541-53	7462708052	1313 Ridge Rd, Gilbert, AZ, 85247	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed
ENR-123080	ENR	Eric V Freeman	1979-11-06	UHC-06917-70	8084558536	2593 Canyon Rd, San Antonio, TX, 78284	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Email lower-cased
ENR-141642	ENR	Henry N Rojas	1974-05-02	UHC-08771-38	—	7604 Hillcrest Rd, Tempe, AZ	0.68	Middle initial moved out of first name ZIP missing Whitespace trimmed Placeholder values cleared
ENR-133213	ENR	Samantha F Gomez	1978-10-28	UHC-85750-01	6956281265	2653 Jefferson Ave, Orlando, FL, 32836	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased
ENR-140532	ENR	Danielle A Wellch	1978-03-10	UHC-57613-39	7782453061	2220 Willow Ct, Tempe, AZ, 85215	0.68	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised
ENR-136026	ENR	Emily J Le	1964-10-23	UHC-31436-10	4268138125	2219 Valley View Dr, Chandler, AZ, 85252	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
PRV-26118	PRV	Donald U Li	1938-05-07	UHC-27526-41	—	3587 Desert Sky Blvd, Phoenix, AZ, 85048	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
ENR-119486	ENR	Denise Q Harrizon	1977-01-12	UHC-02609-73	7054383803	1036 Union St, Sacramento, CA, 95818	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed
ENR-111403	ENR	Arthur Q Sandoval	1987-02-16	UHC-82816-42	7716850817	683 Mesa Dr, Jacksonville, FL, 32256	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
CLM-409592	CLM	Evelyn O Olson	2005-11-27	—	6593857016	8984 Jefferson Ave, Jacksonville, FL, 32276	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53648	TPA	Alice B Owens	1997-06-09	—	—	—	0.68	Middle initial moved out of first name Date of birth reformatted Gender normalised Placeholder values cleared
ENR-130210	ENR	Mark W Day	—	UHC-40883-26	8694762010	9298 Bayshore Dr, Charlotte, NC, 28276	0.68	Middle initial moved out of first name Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-109327	ENR	Camila G Olson	1949-01-07	UHC-44269-20	—	3970 Sage Ct, Atlanta, GA, 30342	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
PRV-29469	PRV	Michelle Z Alvarez	—	—	9882735027	9370 Hillcrest Rd, Tempe, AZ, 85235	0.68	Middle initial moved out of first name Date of birth missing Phone reformatted Placeholder values cleared
ENR-111274	ENR	Andrea G Reyes	1948-07-24	UHC-51490-14	8715946856	7208 Elm St Apt 19, Phoenix, AZ, 85084	0.68	Middle initial moved out of first name Phone reformatted Unit split from street Whitespace trimmed
CLM-412179	CLM	Julie B Alexander	1990-01-15	—	—	8043 Pine Dr, San Diego, CA, 92164	0.68	Middle initial moved out of first name Date of birth reformatted State name converted to code Placeholder values cleared
ENR-138587	ENR	Jack N Hudson	1957-02-25	UHC-09237-41	9497529591	4318 Spring St, Miami, FL, 33181	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-114173	ENR	Teresa D Fisher	1991-05-02	UHC-70937-18	2184490278	8299 Meadow Ln, Dallas, TX, 75251	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
ENR-141422	ENR	Patricia T Parker	1956-07-15	UHC-37191-05	7607475927	2919 Lake View Rd, Tucson, AZ, 85743	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-134250	ENR	Christian Q Gibson	1988-06-12	UHC-12128-03	—	998 Main St, San Antonio, TX, 78236	0.68	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
CLM-418097	CLM	Victoria I Peterson	2004-03-17	UHC-99908-60	—	3004 Valley View Dr, Dallas, TX, 75229	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
CLM-429966	CLM	Julia L Boyd	1948-03-02	UHC-64928-95	9887337836	4048 Union St, Dallas, TX, 75264	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
ENR-126222	ENR	Jonathan M Baker	1967-06-19	UHC-36841-62	3065003400	4091 Sunset Blvd, Columbus, OH, 43251	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-100882	ENR	Omar L Gomez	1970-11-07	UHC-29920-70	3043399435	1315 Hillcrest Rd, Orlando, FL, 32887	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed
ENR-120998	ENR	Shirley U Rodriguez	1946-09-10	UHC-24613-26	4395735259	6395 Indian School Rd, Glendale, AZ, 85379	0.68	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased
ENR-142901	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-142900	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
TPA-52477	TPA	Willie L Shmidt	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
ENR-127728	ENR	Matteo N Hughes	1965-05-14	UHC-97145-41	3842456609	—	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
TPA-51791	TPA	Dylan C Webb	1993-04-28	—	6387672848	2218 Harbor Blvd, Eden Prairie, MN, 55324	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-104344	ENR	Anna J Espinoza	1940-02-26	UHC-51064-37	3686749929	9713 Park Pl Apt 5, San Diego, CA, 92199	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
ENR-101282	ENR	Ben H Meyer	1985-02-02	UHC-16096-57	4183842251	9288 Market St, Sacramento, CA, 95858	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
CLM-409029	CLM	Virginia A Porter	2005-02-24	UHC-89599-46	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-140801	ENR	Angela L Morris	1957-05-17	UHC-28359-11	5065306585	610 Grand Ave, Dallas, TX, 75219	0.68	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased
ENR-126771	ENR	Cynthia Z Silva	1957-06-20	UHC-94337-87	7168928634	434 Highland Ave, Nashville, TN, 37233	0.68	Middle initial moved out of first name Name re-cased Date of birth reformatted Gender normalised

1,125 rows, page 17 of 23Previous Next