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 “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-120548	ENR	Judy Nunez	1992-04-05	UHC-93865-41	9653133200	3234 Grand Ave, Tampa, FL, 33646	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124337	ENR	Martha L Haimlton	1970-02-03	UHC-92698-48	4862567242	133 Washington St, Tampa, FL, 33664	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58760	TPA	Jesse Li	2002-04-07	—	—	9417 Desert Sky Blvd, San Diego, CA, 92192	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105640	ENR	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105639	ENR	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-50079	TPA	Jean Torres	1997-05-05	—	—	2059 Camelback Rd, Houston, TX, 77025	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134790	ENR	Kelly G Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-413456	CLM	Barb Edwards	1951-10-01	UHC-91524-18	8699664205	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-57807	TPA	George Fernandez	1972-09-21	UHC-36073-65	—	7541 Park Pl, Columbus, OH, 43244	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127736	ENR	Evelyn C Maldonado	1948-06-11	UHC-85610-69	6297406729	379 Spring St, Austin, TX, 78730	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-102673	ENR	Marilyn M Gutierrez	1964-04-03	UHC-79657-83	6855161333	1528 Camelback Rd, Charlotte, NC, 28292	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-125119	ENR	Donna X Garcia	1977-10-01	UHC-19624-31	2399740415	5133 Sunset Blvd, Charlotte, NC, 28259	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-103200	ENR	Barbara C McDonald	1983-01-14	UHC-32514-51	2866940840	2086 Washington St, Charlotte, NC, 28227	0.66	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-113772	ENR	Austin A Herrera	2002-09-12	UHC-67378-94	8336976854	3503 Oak St, San Diego, CA, 92162	0.66	Name re-cased SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-138362	ENR	Sandra Brown	—	UHC-38120-34	7064594971	4287 Central Ave, Mesa, AZ, 85278	0.66	Date of birth unreadable Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-432704	CLM	Patrick Wells	1969-09-19	UHC-81827-11	6745804075	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-124388	ENR	Kelly E Parker	1956-06-27	UHC-71577-37	8308015516	8069 Palm Dr, Dallas, TX, 75235	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
TPA-60173	TPA	Willie Washington	1952-03-19	—	6058602454	893 Sunset Blvd, Seattle, WA, 98147	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105554	ENR	Lawrence O McCoy	1981-11-19	UHC-10728-13	8513360978	4352 Oak St, Scottsdale, AZ, 85214	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-101834	ENR	Dennis I Garica	1998-11-12	UHC-24597-50	5945612155	1989 Valley View Dr, Gilbert, AZ, 85287	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126487	ENR	Vicoria Stevens	1939-04-07	UHC-81509-46	4249833049	7531 Forest Ave, Seattle, WA, 98136	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-110026	ENR	Betty K Butler	1956-11-26	UHC-72899-24	—	1390 Jefferson Ave, Dallas, TX, 75228	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416388	CLM	Roy W Miller	1990-05-01	UHC-67866-09	2336965521	5616 Ridge Rd, Chandler, AZ, 85213	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-419300	CLM	Isabella Walsh	1979-06-04	UHC-12076-16	2132024417	8165 Camelback Rd, Orlando, FL, 32827	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-401009	CLM	Andrea Meyer	1993-04-13	—	—	1916 Mountain View Dr, Los Angeles, CA, 90007	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123509	ENR	Jassica H Garza	1962-01-08	UHC-17947-20	6563443648	5622 Harbor Blvd, Minneapolis, MN, 55420	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-410466	CLM	Roy M Crawford	2004-06-04	UHC-12133-87	—	1696 Park Pl, Mesa, AZ, 85297	0.66	Name split from “Last, First”Member ID reformatted SSN last four extracted State code upper-cased+1 more
TPA-52900	TPA	James Alexander	1966-08-01	UHC-16779-15	7176156248	4342 Harbor Blvd, Columbus, OH, 43229	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-136217	ENR	Shirley Mason	1965-12-11	UHC-48536-78	9527059176	2929 Harbor Blvd, Glendale, AZ, 85323	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-403054	CLM	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd, Tampa, FL, 33696	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-117435	ENR	Aisha Evans	1941-10-02	UHC-28302-37	8344345800	3315 Willow Ct, San Diego, CA	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-130070	ENR	Kathleen V Wright	2005-08-02	UHC-77297-29	6606187441	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-102707	ENR	Austin Cook	1959-07-22	UHC-55723-65	6414682455	4599 Sunset Blvd, Denver, CO, 80296	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-130368	ENR	Jerry Hoffman	1942-07-21	UHC-04371-18	2123726520	9164 Market St, Mesa, AZ, 85254	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-430237	CLM	Joan Meyer	1992-11-20	UHC-56059-70	—	483 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-432171	CLM	Betty Carter	1951-10-06	UHC-07539-83	5744818192	5996 Broadway, Tucson, AZ, 85712	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-128023	ENR	Diae G Nguyen	1961-03-10	UHC-60404-50	7093352459	3744 Ocean Ave, Orlando, FL, 32813	0.66	SSN last four extracted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108976	ENR	Zachary C Wallace	1994-02-09	UHC-31902-21	—	—	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
ENR-102633	ENR	Kayla Cook	1984-01-02	UHC-36140-39	5009624523	6035 Washington St, Dallas, TX, 75288	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-130338	ENR	Jennnifer M Long	1946-10-01	UHC-02743-88	5423726895	8751 Harbor Blvd, Minneapolis, MN, 55415	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-408461	CLM	Brenad Garrett	1985-09-28	UHC-01984-24	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-135052	ENR	Margaret Cook	1956-08-12	UHC-24526-87	4428486531	5393 Oak St, Dallas, TX, 75244	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124688	ENR	Helen Green	1982-02-24	UHC-73031-46	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107023	ENR	Brandon M Hansen	1979-03-20	UHC-59196-09	7959480557	4589 Mesa Dr, Chandler, AZ, 85269	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111648	ENR	Linda L Maldonado	1979-05-16	UHC-30514-83	6732048106	7065 Forest Ave, Tucson, AZ, 85743	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-401476	CLM	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
ENR-115203	ENR	Mark Lewis	1981-01-23	UHC-01108-32	9193665246	8029 Harbor Blvd, Orlando, FL, 32812	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57747	TPA	Mark George	1938-12-13	UHC-88108-61	9339409905	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-412089	CLM	Patricia Kim	1998-05-23	UHC-30627-19	—	3503 Elm St, Columbus, OH, 43251	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413409	CLM	Bradley Martinez	1998-05-14	—	—	7736 Pine Dr, Columbus, OH, 43237	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more

2,817 rows, page 36 of 57Previous Next