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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132025	ENR	Patricck Bowman	1952-05-03	UHC-31246-61	2323184101	3632 Ridge Rd, Los Angeles, CA, 90095	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-111594	ENR	Jeffrey L Griffin	1944-08-13	UHC-57372-73	—	8977 Ridge Rd, Seattle, WA, 98189	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58345	TPA	Camila Thompson	1939-01-12	—	—	5263 Broadway, Sacramento, CA, 95880	0.82	Name split from “Last, First”Address re-cased Placeholder values cleared
ENR-101886	ENR	Patrick Y Bishop	1974-10-03	UHC-93699-11	9306936920	7761 Grand Ave, Fresno, CA, 93762	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-422020	CLM	Megan Burton	1960-11-09	UHC-99195-77	—	6057 Jefferson Ave, Los Angeles, CA, 90069	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-142012	ENR	Albert Freeman	1997-04-04	UHC-15406-38	9807218047	4258 Palm Dr, Chandler, AZ, 85267	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-422309	CLM	Samantha X Gibson	1977-09-18	UHC-78095-11	6908579553	—	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-54006	TPA	Olivia Ramos	1998-07-18	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-401238	CLM	Dot Richards	1944-08-27	UHC-27953-85	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424369	CLM	Peter F Alvarez	1972-06-19	UHC-28455-24	8599520983	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-114160	ENR	Kathryn I Little	1995-03-05	UHC-44764-84	8486050713	7695 Park Pl, Miami, FL, 33129	0.82	Name split from “Last, First”Phone reformatted City re-cased
TPA-53956	TPA	Hiroshi Dunn	1962-03-27	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-102149	ENR	Arjun S McCoy	1954-05-11	UHC-52864-82	7072696885	3672 Camelback Rd, Orlando, FL, 32804	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
CLM-414393	CLM	Jacqueline Spencer	1958-06-24	UHC-18603-59	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-417761	CLM	Steve Guerrero	1966-09-27	UHC-23579-55	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-430303	CLM	Deborah Perez	1964-05-16	UHC-48065-64	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-28926	PRV	Robert Jordan	1972-11-19	UHC-91338-54	—	913 Hillcrest Rd, Chandler, AZ, 85295	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-402984	CLM	Carolyn Ward	2004-03-16	UHC-59025-32	—	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-402985	CLM	Carolyn Ward	2004-03-16	UHC-59025-32	—	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-400937	CLM	Brenda Weaver	1950-07-25	UHC-49595-38	—	5530 Grand Ave, Tampa, FL, 33617	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-430973	CLM	Christian Colleman	2001-06-07	UHC-66406-19	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-141731	ENR	Teresa L Harvey	1980-06-13	UHC-09494-41	9537416829	1397 Oak St, Seattle, WA, 98198	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-51657	TPA	Jesse Alvarez	1939-04-07	—	—	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-134656	ENR	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave, Phoenix, AZ, 85096	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
CLM-416158	CLM	Megan Diaz	1959-07-04	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-20477	PRV	Helen Guerrero	1982-11-01	—	4187174453	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-417956	CLM	Roger Arnold	2005-06-25	—	2925753939	2065 Lake View Rd, Denver, CO, 80213	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-127113	ENR	Lori R Montgomery	2005-10-14	UHC-72169-83	7265208866	2285 Baseline Rd, Dallas, TX, 75225	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
PRV-23014	PRV	Martha O Chapman	1938-04-06	—	—	1455 Mountain View Dr, Tempe, AZ, 85218	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
PRV-21879	PRV	Jean Petars	1980-07-14	—	4444915682	5944 Apache Blvd, Miami, FL, 33119	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-103629	ENR	Danielle Perry	1981-01-25	UHC-15283-06	7823792073	372 Church St, Denver, CO, 80253	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-134220	ENR	Helen Lane	1975-05-05	—	5774623939	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-102337	ENR	Jeremy Bailey	1956-06-22	UHC-93530-44	4675944062	2491 Cedar Ln, Fresno, CA, 93755	0.82	Name split from “Last, First”Phone reformatted City re-cased
TPA-54555	TPA	Steven Scott	1953-04-17	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-415430	CLM	Elizabeth Brown	1971-10-24	UHC-66461-69	8295940443	30 Maple Ave, Austin, TX, 78740	0.82	Name split from “Last, First”Phone reformatted City re-cased
CLM-422806	CLM	Terry W Banks	1941-08-25	UHC-16965-86	9348945014	9173 Lake View Rd, Plano, TX, 75064	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-116866	ENR	Emma Nunez	1955-05-11	UHC-09511-67	—	2707 Bayshore Dr, Houston, TX, 77041	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-130296	ENR	Nicole Santos	1938-12-19	UHC-30514-07	2537013915	9029 Ocean Ave, Minneapolis, MN, 55437	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-103005	ENR	Alex W Munoz	1998-07-01	UHC-78751-46	4576389669	626 Maple Ave, Austin, TX, 78742	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-54686	TPA	Ahmed Garza	1967-12-09	—	—	9602 Palm Dr, Nashville, TN, 37292	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58840	TPA	Olivia Campbell	1987-09-15	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-105225	ENR	Jennifer R Santiago	1960-07-25	UHC-46898-90	3658345495	9526 Meadow Ln, Houston, TX, 77088	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-122703	ENR	Sophia Larson	1987-04-20	UHC-69834-51	3029012528	6801 Washington St, Tempe, AZ, 85263	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-108698	ENR	Alexander Rose	1978-06-08	UHC-33854-74	7467454489	2877 Washington St, Austin, TX, 78758	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-119359	ENR	Jack Schmidt	1991-03-04	UHC-82922-67	6667473273	9893 Lincoln Way, Los Angeles, CA, 90017	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-100900	ENR	Sean Walker	1942-01-28	UHC-66374-17	9216832371	329 Jefferson Ave, Tucson, AZ, 85784	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
CLM-404146	CLM	Helen Hicks	1962-07-12	UHC-81077-42	—	6150 Cedar Ln, Dallas, TX, 75280	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-105144	ENR	Margaret Arnold	1952-02-28	UHC-25383-74	8799180451	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-62449	TPA	Kevin Matthews	1965-08-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-139555	ENR	Angela Carroll	1941-10-15	UHC-74951-15	—	1441 Indian School Rd, Seattle, WA, 98131	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared

9,980 rows, page 186 of 200Previous Next