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-429910	CLM	Kathryn Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-119533	ENR	Pamela X Hughes	1962-02-24	UHC-75410-20	4976764050	4681 Bayshore Dr, Sacramento, CA, 95823	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-121019	ENR	Madison D Bryant	2006-08-09	UHC-66554-95	8817913094	2645 Union St, Denver, CO, 80298	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-111369	ENR	Michael B Lane	1975-02-01	UHC-21979-98	3323077942	3389 Apache Blvd, Orlando, FL	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-137665	ENR	Thomas O Larson	1938-07-09	UHC-36960-91	3347947563	4670 Cedar Ln, Denver, CO, 80230	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421654	CLM	Jimmy Maldonado	1954-08-19	UHC-48927-65	—	9382 Mountain View Dr, Mesa, AZ, 85272	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-126746	ENR	Rachel L Palmer	1964-11-16	UHC-96740-79	5972032168	4881 Main St, San Antonio, TX, 78204	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-431368	CLM	Cynthia Martinez	1996-09-25	UHC-73516-61	—	7315 Broadway, Gilbert, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-417484	CLM	Henry Reid	1978-04-03	UHC-99272-22	—	5672 Camelback Rd, Atlanta, GA, 30355	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-105890	ENR	Jordan T Jacobs	1978-10-19	UHC-63948-59	3977859589	4718 Desert Sky Blvd, Tempe, AZ, 85211	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-104172	ENR	Nancy N Brooks	2002-03-20	UHC-38244-67	8553099739	4433 Ocean Ave, San Diego, CA, 92148	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-52023	TPA	Debra Marquez	1996-03-18	UHC-56584-90	—	4462 Forest Ave, Minneapolis, MN, 55483	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403144	CLM	Ryan Rios	1988-09-13	UHC-93367-89	8335460505	635 Union St, Tucson, AZ, 85798	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-419414	CLM	Charlotte Weebr	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-426999	CLM	Billy Dean	1982-09-27	UHC-18419-83	—	969 Valley View Dr, San Antonio, TX, 78202	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102373	ENR	Jonathan Rivera	1992-08-01	UHC-64480-79	3459145090	728 Central Ave, Chandler, AZ, 85268	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased+1 more
ENR-129215	ENR	Logan Washington	1985-09-06	UHC-85073-69	—	4376 Highland Ave, Columbus, OH, 43212	0.78	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-421883	CLM	Philip Williamson	1969-09-05	UHC-61206-81	—	4970 Lake View Rd, Atlanta, GA, 30396	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-131488	ENR	Joshua Wagner	1939-06-04	UHC-39831-74	7076156058	6809 Market St, San Diego, CA, 92175	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115779	ENR	Christine Y Elliott	2001-08-27	UHC-77522-55	6814136727	6246 Church St, Austin, TX, 78704	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-107020	ENR	Betty V Warren	2000-12-24	UHC-12406-55	9392029437	5525 Union St, Minneapolis, MN, 55457	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119711	ENR	Mark Z Olson	1966-11-28	UHC-48831-04	3643550082	1599 Lake View Rd, Los Angeles, CA, 90003	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409940	CLM	Heather Burton	1958-11-28	UHC-86821-62	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-422784	CLM	Arthur Matthews	2006-07-12	UHC-68724-72	—	5542 Pine Dr, Los Angeles, CA, 90052	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122664	ENR	Sarah Reed	1967-03-14	UHC-13928-11	—	3831 Grand Ave, Seattle, WA, 98140	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126174	ENR	Julie Y Maldonado	2003-02-09	UHC-32095-94	3676613460	2499 Cedar Ln, Tampa, FL, 33655	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22559	PRV	Ruth Robertsno	1944-11-19	UHC-18376-75	9714784272	9595 Ridge Rd, Phoenix, AZ, 85049	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418238	CLM	Abigail Lawrence	1988-07-20	UHC-25880-45	4909450445	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-126224	ENR	Chuck Perry	1992-10-05	UHC-49065-47	4503326506	5095 Washington St, Tucson, AZ, 85709	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-137205	ENR	Pamela Ferguson	1963-03-09	UHC-65919-52	8596884727	8040 Bayshore Dr, Gilbert, AZ, 85218	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-422640	CLM	Deborah Willis	1975-02-17	UHC-78282-13	—	2399 Harbor Blvd, Miami, FL, 33157	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-113188	ENR	Kevni E Morris	1995-12-22	UHC-47442-06	—	2467 Indian School Rd, Tucson, AZ, 85769	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405966	CLM	Megan Long	1996-02-20	UHC-83868-54	—	9168 Cedar Ln, Charlotte, NC, 28240	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130355	ENR	Kathleen T Luna	2003-08-22	UHC-95919-91	5933020185	7480 Main St, Austin, TX, 78740	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23679	PRV	Dick Cook	1966-07-15	UHC-12079-07	7724575059	3480 Mountain View Dr, Tampa, FL, 33695	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-24681	PRV	Jeremy U Duncan	1969-05-17	UHC-64116-48	7568930325	6026 Main St, Fresno, CA, 93731	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125380	ENR	Burton R Roger	1957-03-22	UHC-99566-78	7014428169	9068 Hillcrest Rd # 141, Scottsdale, AZ, 85243	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-109027	ENR	Gregory Willis	1955-05-27	UHC-33667-24	8742720651	6304 Palm Dr, Seattle, WA, 98104	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-123767	ENR	Vargaas D Kimberly	1986-06-22	UHC-30183-37	2466468926	5236 Cedar Ln, Los Angeles, CA, 90023	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-105686	ENR	Ana Banks	1968-01-12	UHC-34703-52	5547536159	5264 Elm St, Minneapolis, MN, 55474	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124153	ENR	Adam G Park	1991-12-04	UHC-25147-74	9043600239	3624 Washington St, Mesa, AZ, 85272	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103699	ENR	Ann J Alexandre	1950-08-21	UHC-97453-82	5913132629	5026 Harbor Blvd, Chandler, AZ, 85211	0.78	Phone reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-432820	CLM	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-108017	ENR	Adam R Collins	1975-06-08	UHC-14438-70	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-102989	ENR	Lori Olson	1972-04-21	UHC-57873-65	6896935371	6400 Highland Ave, Columbus, OH, 43241	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-109272	ENR	Mari L Collins	1938-11-13	UHC-92321-89	6362104997	9590 Central Ave, Mesa, AZ, 85261	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136688	ENR	Jose Williams	1949-06-05	UHC-68499-83	—	4096 Oak St, Las Vegas, NV, 89125	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-431917	CLM	Ethan F Gutierrez	1991-09-27	UHC-50365-76	2586764838	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-128551	ENR	Jeffrey T Martin	1952-12-20	UHC-11214-95	—	4549 Harbor Blvd, Austin, TX, 78766	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-111581	ENR	Luis Vasquez	1944-10-19	UHC-02521-15	7725949889	1400 Palm Dr, Fresno, CA, 93779	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more

7,723 rows, page 106 of 155Previous Next