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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125863	ENR	Betsy U Mroeno	1965-12-24	UHC-58804-83	7747650251	1996 Park Pl, Seattle, WA, 98130	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-21730	PRV	Thomas U Armstrong	1993-12-04	UHC-87670-07	9622937747	1436 Elm St, Austin, TX, 78709	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27131	PRV	Jason Chavez	1954-06-07	—	6389763999	825 Forest Ave, Tampa, FL, 33694	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110671	ENR	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423203	CLM	Sam Adams	1960-07-20	UHC-62298-66	—	2770 Canyon Rd, Columbus, OH, 43226	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-59997	TPA	Andrea Gomez	1987-10-27	—	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121626	ENR	Kimberly Matthews	1995-04-26	UHC-07806-94	—	8851 Lake View Rd, Austin, TX, 78745	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-123249	ENR	Alan Ward	1943-11-12	UHC-62329-22	8592678591	3751 Sunset Blvd, Houston, TX, 77046	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108434	ENR	Mateo Scott	1991-09-20	UHC-19384-80	4054338735	4314 Elm St, Glendale, AZ, 85313	0.64	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
PRV-21058	PRV	Cheryl Scott	1971-07-23	—	8743440020	9254 Union St, Miami, FL, 33196	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29161	PRV	Kayla Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA, 98138	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130935	ENR	Virginia Phillips	1958-10-25	UHC-14253-58	3372904669	3820 Church St, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-122717	ENR	Joseph Hnut	2006-03-13	UHC-58837-70	2386337287	3924 Harbor Blvd, Miami, FL, 33165	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417439	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	3802015276	9608 Meadow Ln, Plano, TX, 75018	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-23269	PRV	Margaret Roberts	1962-05-20	UHC-10370-08	3216525886	6363 Highland Ave, Los Angeles, CA, 90039	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418189	CLM	Margaret Bishop	1958-08-09	UHC-17308-48	8076132892	153 Main St, Mesa, AZ, 85235	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-116736	ENR	Mei Morgan	1955-07-10	UHC-93732-16	8336985412	7668 Maple Ave, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406000	CLM	Wayne Santos	1967-08-04	UHC-74830-37	6799132206	9077 Lake View Rd, Nashville, TN, 37234	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-101075	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-108815	ENR	Mark X Hart	1941-06-18	UHC-12044-87	6495629877	8242 Cedar Ln, Denver, CO, 80219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-415926	CLM	Ronald Lee	1941-06-28	UHC-48449-29	—	7618 Desert Sky Blvd, Seattle, WA, 98131	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141253	ENR	Frances Gonzalez	1946-04-11	UHC-22728-58	2067135517	95 Washington St, Tucson, AZ, 85796	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-25430	PRV	Paul Campbell	1957-07-01	UHC-49908-48	—	571 Palm Dr, Sacramento, CA, 95891	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-136966	ENR	Jean O George	1981-10-26	UHC-52843-78	5964563520	4731 Jefferson Ave, Houston, TX, 77030	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418650	CLM	Billy Weaver	1953-05-24	—	6538022577	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-404188	CLM	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-135626	ENR	Doris Pierce	1947-07-28	UHC-36711-03	—	9815 Palm Dr, Atlanta, GA, 30396	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115250	ENR	Anthony Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406291	CLM	Nathan W Powell	1989-03-17	—	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29328	PRV	Kathleen Crawford	1969-08-11	UHC-66203-10	6363262724	432 Central Ave, San Antonio, TX, 78206	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-414781	CLM	Scott Bryant	1972-08-07	—	3943588150	2176 Broadway, San Antonio, TX, 78200	0.64	Two-digit birth year Address re-cased City re-cased State name converted to code+2 more
ENR-119043	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23483	PRV	Michael Bishop	1941-05-08	—	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134583	ENR	Zachary D Scott	1958-09-27	UHC-07739-84	7395105401	7469 Central Ave, Miami, FL, 33170	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-424116	CLM	Frank Lawrence	1992-06-14	—	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104661	ENR	Ann L Watkins	1949-12-27	UHC-96933-92	4132994008	7502 Jefferson Ave, Miami, FL, 33152	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-420679	CLM	Debbie Davis	1953-07-11	—	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60624	TPA	Roy Harvey	2005-09-04	UHC-56060-86	4112246275	2684 Mountain View Dr, Gilbert, AZ, 85265	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119327	ENR	Carlos McDonad	1967-01-15	UHC-52759-39	9483984209	2056 Central Ave, Plano, TX, 75017	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62054	TPA	Michelle Hart	1972-04-06	—	—	2271 Lake View Rd, Houston, TX, 77096	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409988	CLM	Lawrence Howard	1945-12-13	UHC-07588-78	—	9438 Valley View Dr, Los Angeles, CA, 90077	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413917	CLM	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	315 Grand Ave, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60219	TPA	Daniel Crawford	1971-10-07	—	—	9650 Apache Blvd, Nashville, TN, 37262	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416601	CLM	Logan Baiey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123894	ENR	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428216	CLM	Rebecca Hamilton	1954-02-23	—	—	2665 Indian School Rd, Plano, TX, 75019	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-129408	ENR	Martha I Hayes	1966-04-09	UHC-66309-25	2317348464	873 Bayshore Dr Apt 30, Plano, TX, 75002	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-131853	ENR	Helen E Patel	1998-06-19	UHC-28883-81	7446562319	2454 Apache Blvd, Scottsdale, AZ, 85291	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more

6,661 rows, page 65 of 134Previous Next