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-137920	ENR	Gary B Wang	1996-04-02	UHC-83488-59	6692870701	8882 Jefferson Ave, Los Angeles, CA, 90014	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-124559	ENR	Marilyn T Reyes	1975-10-22	UHC-73685-77	3649536284	6140 Baseline Rd # 257, Eden Prairie, MN, 55365	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-417843	CLM	Walter Dominguez	1944-11-03	UHC-68577-83	—	7860 Palm Dr, Atlanta, GA, 30304	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114552	ENR	Lori Cruz	1954-01-08	UHC-43223-03	4323531512	3912 Main St Apt 17, Austin, TX, 78730	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52268	TPA	Mariana Carlson	1958-07-21	UHC-83774-86	—	3744 Elm St, Minneapolis, MN	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-111433	ENR	Jennifer H McCoy	1993-09-28	UHC-33786-54	6588741586	7647 Sunset Blvd, Dallas, TX, 75241	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403787	CLM	Mateo Myers	1976-07-16	UHC-90347-43	6369344236	5802 Ridge Rd, Glendale, AZ, 85308	0.50	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110942	ENR	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-115812	ENR	Lauren Olsno	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403749	CLM	Henry F Litle	1944-12-26	UHC-93359-73	—	266 Camelback Rd, Atlanta, GA, 30361	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-400027	CLM	Vincent Oliver	1973-05-14	UHC-16577-40	—	6938 Apache Blvd, San Diego, CA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136027	ENR	Jessica Snyder	1947-04-25	UHC-52061-50	2045991278	7810 Ocean Ave, Glendale, AZ, 85357	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
CLM-426032	CLM	Danielle Palmre	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA, 92162	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418655	CLM	Maria Gonzales	1946-04-21	UHC-62081-02	—	6725 Bayshore Dr # 462, Glendale, AZ, 85330	0.50	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-22288	PRV	Raymond Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-114041	ENR	Jordan Thomas	1963-10-14	UHC-44081-33	—	5087 Ridge Rd Apt 28, Denver, CO, 80258	0.50	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-121951	ENR	Jerry F Willlis	1999-02-11	UHC-87696-23	4878186751	5985 Camelback Rd, Glendale, AZ, 85396	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419845	CLM	Paul Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St # 834, Minneapolis, MN, 55455	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-58902	TPA	Diego M Lawrence	2005-03-13	UHC-68548-08	4465048557	1001 Hillcrest Rd Apt 36, Tempe, AZ, 85203	0.50	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-427667	CLM	Stephen Davis	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112216	ENR	Lane S Carol	1956-06-01	UHC-14000-02	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135959	ENR	Julie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128573	ENR	Kathryn Sanders	1984-05-23	UHC-07424-63	4855737664	452 Bayshore Dr # 126, Las Vegas, NV, 89106	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-124929	ENR	Amber I Fernandez	1970-08-14	UHC-71712-81	6085574480	1598 Central Ave, Minneapolis, MN, 55493	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123573	ENR	Edwadr Spencer	1970-05-03	UHC-01211-73	7868662574	6489 Elm St, Seattle, WA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116899	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-116898	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-408730	CLM	Maria Fernandez	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.50	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418935	CLM	Helen Jimenez	—	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.50	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
PRV-24159	PRV	Gerald Nguyen	1995-06-26	UHC-55379-89	—	7182 Canyon Rd, Chandler, AZ, 85204	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119978	ENR	SJunk	1940-03-22	UHC-56448-49	7826611322	9120 Harbor Blvd, Miami, FL, 33121	0.50	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-107435	ENR	Eric Fuller	1975-09-21	UHC-24655-87	—	8373 Market St, San Diego, CA, 92190	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-423012	CLM	Hiroshi R Peterson	1968-09-04	UHC-61159-02	—	2708 Oak St, Miami, FL, 33131	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137156	ENR	Vincent L West	2003-01-17	UHC-43500-59	3863783365	8724 Central Ave Apt 7, Plano, TX, 75011	0.50	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-407206	CLM	Shirley Cruz	1978-01-23	UHC-86255-78	—	7175 Ridge Rd, Glendale, AZ, 85355	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423080	CLM	Scott Sanchez	2004-01-20	UHC-28082-14	8129340977	2598 Ocean Ave, Scottsdale, AZ, 85278	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132191	ENR	Juan Carter	1949-07-13	UHC-46842-58	5979309913	7349 Pine Dr, Charlotte, NC, 28229	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129432	ENR	Michael Grant	1978-08-20	UHC-99299-03	6094451870	5329 Palm Dr, Las Vegas, NV, 89104	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416528	CLM	Martha Flores	—	UHC-46994-53	—	5204 Palm Dr Apt 32, Plano, TX, 75033	0.50	Date of birth missing Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-117600	ENR	Doris Mendoza	1955-09-11	UHC-31677-40	—	1438 Spring St, Houston, TX, 77023	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403304	CLM	David Garcia	2008-01-09	UHC-62582-34	2635653685	6698 Mesa Dr, San Diego, CA, 92147	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136078	ENR	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	88 Willow Ct Apt 12, Eden Prairie, MN, 55360	0.50	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-135296	ENR	Jessica Y Mejia	2002-10-23	UHC-87470-48	6846784659	7277 Meadow Ln Apt 37, Los Angeles, CA	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110822	ENR	Tony L Torres	1940-10-14	UHC-59591-76	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142281	ENR	Justin Ortiz	1979-01-21	UHC-85757-15	2407956489	6818 Ridge Rd, Charlotte, NC, 28209	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Email lower-cased+3 more
CLM-414541	CLM	Bobby Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr Apt 24, Chandler, AZ, 85254	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-105619	ENR	Gary Welch	1940-12-20	UHC-29174-76	2667960060	2977 Main St # 237, Seattle, WA, 98151	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121181	ENR	Jeremy Aguilar	1979-11-21	UHC-85770-80	9342961966	7625 Palm Dr, Jacksonville, FL, 32291	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142492	ENR	Rebecca E Morrison	1959-09-24	UHC-30681-21	—	4518 Forest Ave, Tucson, AZ, 85786	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138234	ENR	Alice I Hart	1957-07-10	UHC-33459-59	7732208712	1510 Valley View Dr, Nashville, TN, 37218	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more

7,723 rows, page 14 of 155Previous Next