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
CLM-409855	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-140748	ENR	Gibson G Amanda	1938-02-15	UHC-89438-32	7508292181	6501 Meadow Ln, Plano, TX, 75094	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
CLM-416453	CLM	Mary Alvarado	1938-10-26	UHC-45054-41	—	7921 Mesa Dr, Columbus, OH, 43220	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-111361	ENR	David X Berry	1958-08-22	UHC-53040-86	9434435242	2050 Oak St, Nashville, TN, 37217	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-141871	ENR	Paul L Santos	1947-12-04	UHC-68771-97	3763224447	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-137115	ENR	Lucia West	1988-02-09	UHC-68232-57	9888939791	3770 Indian School Rd, Tampa, FL, 33650	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-138713	ENR	Andy Lynch	1967-09-02	UHC-52206-15	4497509769	7076 Grand Ave, Scottsdale, AZ, 85279	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-117402	ENR	Charlotte Reid	1951-06-07	UHC-73992-74	6969840810	709 Camelback Rd, Seattle, WA, 98129	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-426802	CLM	Judy Powell	1950-12-05	UHC-29982-74	—	2374 Forest Ave, Eden Prairie, MN, 55313	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-24478	PRV	Ben Ford	1980-12-26	UHC-83243-50	3157106711	2760 Broadway, Orlando, FL, 32825	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-25167	PRV	Seen Carpenter	1954-10-05	UHC-27165-58	3493704324	4917 Lake View Rd, Seattle, WA, 98103	0.94	Name re-cased Phone reformatted Member ID reformatted
PRV-29160	PRV	Raymond Y Chapman	1974-12-27	UHC-57667-96	2023467133	3099 Maple Ave, Houston, TX, 77002	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-412082	CLM	Willie Price	1976-01-15	UHC-38904-57	5106652657	2918 Highland Ave, San Diego, CA, 92176	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-136540	ENR	Kim L Williamson	1998-05-10	UHC-18983-05	—	7202 Elm St, Miami, FL, 33127	0.94	Name re-cased Member ID reformatted Email lower-cased
CLM-432771	CLM	Fatima Vargas	2002-01-11	UHC-02626-87	3893628436	1022 Meadow Ln, Los Angeles, CA, 90093	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-135779	ENR	Santiago T Lane	1946-01-18	UHC-83415-50	6993974272	1353 Grand Ave, Miami, FL, 33198	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-130288	ENR	Olivia R Tucker	1946-05-01	UHC-36764-81	5856017147	6613 Highland Ave, Tucson, AZ, 85780	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
ENR-116586	ENR	Patrick Welch	1952-01-17	UHC-32323-36	3712519067	8468 Indian School Rd, Tampa, FL, 33691	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
ENR-104956	ENR	Austin Ryan	1944-04-19	UHC-41108-35	2216074536	8565 Market St, Miami, FL, 33113	0.94	Phone reformatted Member ID reformatted Plan code upper-cased
PRV-29517	PRV	Willie P Reyes	1967-07-18	UHC-22077-99	6628140514	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-106653	ENR	Ricard Y Bailey	2001-07-09	UHC-82910-48	6727378048	5843 Church St, Charlotte, NC, 28244	0.94	Member ID reformatted Plan code upper-cased Whitespace trimmed
PRV-28459	PRV	Diego Willis	1945-11-19	UHC-55353-42	2887902287	7121 Elm St, Tucson, AZ, 85707	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
TPA-58175	TPA	Roy Simpson	1956-07-16	UHC-12089-16	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427990	CLM	Sharon Gilbert	2003-05-14	UHC-92885-35	—	1467 Meadow Ln, Glendale, AZ, 85332	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-131814	ENR	Kimberly Sandoval	1942-08-19	UHC-46976-65	—	4288 Pine Dr, Mesa, AZ, 85282	0.94	Member ID reformatted City re-cased Whitespace trimmed
CLM-424694	CLM	Bruce Garrett	1994-08-27	UHC-23825-38	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-132428	ENR	Joe Weaver	1989-10-27	UHC-65868-91	6965698934	7990 Jefferson Ave, San Antonio, TX, 78245	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-410129	CLM	Thomas Reid	1998-06-09	UHC-15942-46	—	5700 Broadway, Jacksonville, FL, 32274	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403981	CLM	Vincent Martinez	2006-09-23	UHC-57447-92	9307599104	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-426751	CLM	Sandra Patel	2000-12-07	UHC-42242-89	8219423767	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-138882	ENR	Benjamin Hicks	2002-01-14	UHC-57828-75	8864297842	4096 River Rd, Columbus, OH, 43218	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
ENR-108209	ENR	Linda I Wood	2007-12-16	UHC-88685-49	5125269792	4941 Highland Ave, Columbus, OH, 43231	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-137276	ENR	Albert P Soto	1994-10-25	UHC-54274-34	2049723872	5277 Sunset Blvd, Scottsdale, AZ, 85256	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-411138	CLM	Vincent Larson	1988-05-15	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.94	Member ID reformatted City re-cased Placeholder values cleared
CLM-408680	CLM	Christian O Barnes	1941-11-12	UHC-06628-52	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408596	CLM	Tyler McDonald	1947-11-22	UHC-47574-41	—	2865 Broadway, San Antonio, TX, 78223	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411842	CLM	Patrick Le	2007-07-13	UHC-86550-30	7813629188	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-140602	ENR	Jesse L Li	1968-01-26	UHC-90320-42	7096818085	5889 Elm St, Scottsdale, AZ, 85247	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-137670	ENR	Frances Spencer	1992-07-12	UHC-71567-41	4759978054	1557 Spring St, San Diego, CA, 92173	0.94	Member ID reformatted City re-cased Whitespace trimmed
CLM-404920	CLM	Wayne C Young	2003-07-25	UHC-32326-81	9753249945	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-102623	ENR	Roger J Bryant	1996-03-09	UHC-49004-78	4104969393	1117 Forest Ave, Gilbert, AZ, 85212	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-421212	CLM	Steven R Price	1939-01-16	UHC-78273-41	8064048558	2043 Grand Ave, Houston, TX, 77062	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-109760	ENR	Sara Guerrero	1953-09-02	UHC-70900-64	9503101030	4805 Washington St, San Antonio, TX, 78294	0.94	Phone reformatted Member ID reformatted Email lower-cased
CLM-431811	CLM	Juan Carlson	1973-08-23	UHC-78684-93	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-428557	CLM	Matthew Shaw	1949-05-17	UHC-20965-71	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.94	Name re-cased Member ID reformatted Placeholder values cleared
PRV-21064	PRV	Mei Matthews	1996-06-07	UHC-74503-34	7293648069	7562 Broadway, San Diego, CA, 92141	0.94	Member ID reformatted Address re-cased Placeholder values cleared
ENR-120444	ENR	Jackie Parker	1993-11-17	UHC-11243-95	9465218534	4759 Mesa Dr, Mesa, AZ, 85254	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
PRV-28028	PRV	Peter Austin	1976-01-23	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-104865	ENR	Arjun Knight	1956-03-05	UHC-04978-07	9668557643	2859 Ridge Rd, Minneapolis, MN, 55498	0.94	Member ID reformatted Email lower-cased Whitespace trimmed
CLM-420680	CLM	Emma Hunt	1984-02-17	UHC-70237-17	—	3835 Central Ave, Miami, FL, 33161	0.94	Member ID reformatted City re-cased Placeholder values cleared

7,723 rows, page 149 of 155Previous Next