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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21440	PRV	Kelly J Wight	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
ENR-131279	ENR	Albert Garrett	1982-08-01	UHC-12932-13	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140564	ENR	George Sullivan	2002-08-26	UHC-30278-64	6616920200	5922 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-100845	ENR	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130534	ENR	Cynthia Luna	1962-05-06	UHC-52161-93	9673933823	8928 Oak St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29156	PRV	Marcus Valdez	1964-02-25	UHC-98477-89	2883200427	7713 Ridge Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420275	CLM	Jesse C Perkins	1939-08-23	UHC-21132-90	—	2291 Market St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123469	ENR	Joseph V Singh	2004-02-27	UHC-18019-52	8848440562	6408 Market St, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104945	ENR	Willie Lewrence	1981-01-26	UHC-44326-19	4362489205	2641 Forest Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401350	CLM	James P Weaver	1945-03-05	UHC-45993-08	8964567385	7387 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-410292	CLM	Kimberly Lopez	—	—	—	8071 Church St, Phoenix, AZ	0.64	Name re-cased Date of birth missing City re-cased ZIP missing+2 more
ENR-129371	ENR	Stephanie X Pamler	1987-10-22	UHC-89086-16	7517468238	3874 Elm St, Gilbert, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26345	PRV	Brittany Snyder	1940-04-21	—	9547843216	1147 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23103	PRV	Lawrence Bishop	1986-08-04	UHC-76858-34	4372496513	9670 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63014	TPA	Jack Smith	1974-06-11	—	—	742 Bayshore Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111255	ENR	Lisa Rose	1979-12-07	UHC-08980-34	—	4673 Church St, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27211	PRV	Bruce Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429894	CLM	Ralph Fowler	1998-08-16	UHC-37591-35	—	3163 Oak St, Miami, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123302	ENR	Patricia Cooper	1972-01-15	UHC-47120-09	4425050577	2892 Pine Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-117975	ENR	Douglas X Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-106890	ENR	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-101159	ENR	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125902	ENR	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115243	ENR	Kevin R Ngueyn	1960-09-17	UHC-91720-45	—	7436 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
CLM-426612	CLM	Elizabeth G Reed	1950-03-08	—	9325660609	8057 Palm Dr, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131203	ENR	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114462	ENR	Amber T Lawson	1966-10-18	UHC-06484-17	7516803935	4988 Meadow Ln, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26569	PRV	Gabriel H Bradley	1946-03-05	—	4684386833	1795 Church St Apt 24, Fresno, CA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-416922	CLM	Anthony Garcia	2008-06-19	UHC-44396-53	6396636939	1099 Baseline Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108315	ENR	Ann Rose	1941-12-19	UHC-35859-97	3732873228	7264 Sunset Blvd, Seattle, WA	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25660	PRV	Walter Gilbert	1963-05-27	—	4285885393	2595 Maple Ave Apt 4, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-432222	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	—	4275 Union St, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116635	ENR	Patrick I Lucas	1949-10-01	UHC-97881-60	7769470355	9449 Harbor Blvd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129478	ENR	Rachle Garza	1978-11-27	UHC-97077-57	5313933194	3933 Sunset Blvd, Minneapolis, MN	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431924	CLM	Mari Moore	1952-08-07	UHC-35971-23	—	3317 Lincoln Way, Atlanta, GA	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP missing+2 more
ENR-120135	ENR	Teresa Day	1944-02-07	UHC-03686-98	8856257840	3322 Cedar Ln Apt 24, San Diego, CA	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
CLM-417889	CLM	Ryan Wright	1953-03-20	UHC-72160-97	—	2436 Maple Ave, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-116612	ENR	Barbara Z Robinson	1953-03-09	UHC-20413-79	4286836779	1839 River Rd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50968	TPA	Olivia Hart	1976-10-26	UHC-78547-45	8638372853	9622 Highland Ave, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139434	ENR	Barbara Long	1963-04-08	UHC-77610-75	8896914770	3334 Pine Dr, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-417215	CLM	Jack Campbell	1968-03-16	UHC-15180-41	—	1440 Grand Ave, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106408	ENR	Carolyn Lane	1965-12-27	UHC-35998-11	8224920257	9646 Mesa Dr, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122057	ENR	Nichoals Jackson	1974-02-26	UHC-76666-47	8805933761	8911 Mountain View Dr, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139125	ENR	Cynthia Bowman	1939-03-23	UHC-47047-03	4404507473	9189 Elm St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139601	ENR	Helen Y Luuna	1958-10-25	UHC-66060-06	7672719500	5385 Mountain View Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138033	ENR	Henry Hoffman	2006-10-11	UHC-43838-09	5487211678	6294 Spring St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-420452	CLM	Yuki Elliott	2007-03-18	—	2832385672	6045 Oak St, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 79 of 143Previous Next