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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116994	ENR	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St, Minneapolis, MN, 55422	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-116993	ENR	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St, Minneapolis, MN, 55422	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-133804	ENR	Dogulas Sims	1987-01-18	UHC-75923-17	6554536588	5046 Indian School Rd, Gilbert, AZ, 85252	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-424018	CLM	Carol Montgomery	1967-12-22	UHC-63807-77	—	8006 Maple Ave, Tucson, AZ, 85780	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403104	CLM	Brandon Wagner	1960-12-16	UHC-41934-48	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-424916	CLM	Debra R Knight	1991-04-27	UHC-42617-07	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-104421	ENR	Laura Nunez	1982-11-17	UHC-41106-86	3029977419	6662 Harbor Blvd, Mesa, AZ, 85239	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-415549	CLM	Kathleen Crawford	1999-06-01	UHC-99013-43	3078235692	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-405601	CLM	Jams T Day	1956-11-11	UHC-69120-92	—	7744 Bayshore Dr, Tucson, AZ, 85761	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-120710	ENR	Jose U Greeen	1998-10-12	UHC-89510-13	—	6617 Ocean Ave, Los Angeles, CA, 90002	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-53523	TPA	Kate Frod	1939-07-16	UHC-11119-53	—	9302 Main St, Tucson, AZ, 85720	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-102689	ENR	Charlotte W Jones	1996-09-22	UHC-60711-64	2672413077	4343 Forest Ave, Phoenix, AZ, 85098	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
ENR-106070	ENR	Herny R Bennett	1968-05-28	UHC-50261-12	9874360156	4498 Park Pl, Chandler, AZ, 85292	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-117561	ENR	Kyle Rogers	1963-06-16	UHC-58213-07	3299361596	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-134758	ENR	Jesse I Delgado	1956-12-12	UHC-02668-55	6175422848	—	0.94	Name re-cased Date of birth reformatted Member ID reformatted
CLM-403879	CLM	Julie S Morgan	1969-02-27	UHC-84290-64	9759652999	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408883	CLM	Mariana Reynolds	1962-01-23	UHC-70487-07	2965616287	5259 Palm Dr, Phoenix, AZ, 85038	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427651	CLM	Raymond Phillips	1995-01-28	UHC-34319-11	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-104852	ENR	Joseph Berry	1983-02-12	UHC-51261-96	5788338961	7686 Valley View Dr, Houston, TX, 77040	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-414969	CLM	Barbara Palmer	1974-10-15	UHC-58152-86	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-57783	TPA	Jasno L Austin	1986-11-16	UHC-01733-48	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-406391	CLM	Ann Reid	1989-06-25	UHC-69943-35	—	8701 Hillcrest Rd, Nashville, TN, 37208	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-141620	ENR	Kenneth A Medina	1980-11-03	UHC-42628-13	2595504676	1907 River Rd, Columbus, OH, 43291	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-121470	ENR	Mei V Stewart	2006-05-24	UHC-01171-55	6733094617	2068 Mountain View Dr, Las Vegas, NV, 89182	0.94	Name re-cased Member ID reformatted State code upper-cased
TPA-59191	TPA	Patrick Q Henderson	1968-09-17	UHC-63091-04	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431304	CLM	Amber Mills	1988-04-07	UHC-83923-02	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431305	CLM	Amber Mills	1988-04-07	UHC-83923-02	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-106847	ENR	Kayla P Wong	1996-10-23	UHC-96362-36	9543492668	1773 Elm St, San Antonio, TX, 78253	0.94	Phone reformatted Member ID reformatted State code upper-cased
ENR-107061	ENR	Keith F Gonzales	1961-10-18	UHC-78771-87	6159857209	7370 Desert Sky Blvd, Phoenix, AZ, 85029	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-116783	ENR	Carolyn Q Dominguez	1989-12-10	UHC-43706-75	3992684384	7381 Park Pl, Atlanta, GA, 30370	0.94	Date of birth reformatted Member ID reformatted 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
CLM-406574	CLM	Lucia Vargas	1964-12-27	UHC-14079-98	—	3420 Broadway, Jacksonville, FL, 32252	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-408524	CLM	Gabriel Vazquez	1954-02-21	UHC-21481-63	—	529 Baseline Rd, Austin, TX, 78780	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-115375	ENR	Cynthia S Montgomery	1950-08-16	UHC-56890-57	3173737155	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-419270	CLM	Katherine Lucas	1966-07-23	UHC-29115-96	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-63184	TPA	Jason Ortega	1996-12-07	UHC-48110-72	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-426542	CLM	Douglas O Harris	1965-08-21	UHC-03403-79	7198537511	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-102760	ENR	Cynthia L George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA, 90033	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
CLM-429006	CLM	Kimberly Morales	1963-06-09	UHC-52189-91	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412046	CLM	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-401283	CLM	Mei Y Wallace	1983-07-04	UHC-65492-93	—	6462 Central Ave, Plano, TX, 75075	0.94	Member ID reformatted City re-cased Placeholder values cleared
ENR-140398	ENR	Kelly X Mendez	1961-02-20	UHC-74694-11	6153580299	6051 Desert Sky Blvd, Atlanta, GA, 30340	0.94	Phone reformatted Member ID reformatted City re-cased
CLM-415087	CLM	Stephanie J Morgan	1958-01-03	UHC-25527-15	7282108827	338 Valley View Dr, Tempe, AZ, 85252	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431741	CLM	Linda White	1948-03-14	UHC-00454-47	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-138241	ENR	Vincent Q King	1988-10-20	UHC-70448-12	8838517974	3675 Central Ave, Austin, TX, 78728	0.94	Name re-cased Member ID reformatted Placeholder values cleared
PRV-20960	PRV	Kevin U Price	1963-08-28	UHC-73391-84	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-100573	ENR	Jeremmy K Young	2002-05-20	UHC-98919-85	7785889325	6020 Jefferson Ave, Columbus, OH, 43287	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-101652	ENR	Mei Wallace	1983-07-04	UHC-65492-93	3517632801	6462 Central Ave, Plano, TX, 75075	0.94	Phone reformatted Member ID reformatted City re-cased
CLM-416199	CLM	Anthony H Rodriguez	2002-10-08	UHC-83511-59	6872400960	1004 Palm Dr, Minneapolis, MN, 55457	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-114049	ENR	Danielle Parker	1983-08-19	UHC-92141-17	7846899027	3347 Maple Ave, San Diego, CA, 92176	0.94	Phone reformatted Member ID reformatted Whitespace trimmed

7,723 rows, page 148 of 155Previous Next