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
ENR-129504	ENR	Jerry X Reed	1953-05-08	UHC-79353-44	2132362722	9153 Pine Dr, Miami, FL	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-139902	ENR	Hannah I Pierce	1956-10-20	UHC-53803-34	6935139438	742 Baseline Rd, Atlanta, GA	0.64	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-132474	ENR	John C Sanders	1938-09-06	UHC-51054-48	3628479163	1497 Broadway, Tempe, AZ	0.64	Phone reformatted State code upper-cased ZIP missing Email lower-cased+2 more
CLM-412623	CLM	Vincent George	1996-04-01	—	4012294419	1886 Market St, Miami, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-141478	ENR	Paul Kniight	1963-09-22	UHC-30214-82	—	2690 Church St, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129872	ENR	Dylan Z Perry	1956-03-25	UHC-04097-97	8559664614	1210 Canyon Rd, Mesa, AZ	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-105707	ENR	Albert Fisher	1950-05-12	UHC-82134-65	2752288070	9029 River Rd, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-431122	CLM	Bradley Clark	2005-09-18	—	4464295367	1924 Sage Ct, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27116	PRV	George Estrada	1998-05-24	—	2219716731	958 Church St, Tempe, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-116802	ENR	Beverly G Keelley	1943-09-20	UHC-41851-93	9046122484	5371 Pine Dr, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107088	ENR	Ryan Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-23481	PRV	Frances Y Carter	1961-01-06	UHC-52031-78	2495772154	2331 Lincoln Way, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22378	PRV	Logan Walsh	1984-05-12	UHC-23715-26	—	1129 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-64278	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124928	ENR	Sofia Gilbert	1951-09-25	UHC-44786-24	8483629635	4420 Central Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122159	ENR	Christian T Roberts	1994-01-13	UHC-76678-78	9226368075	1186 Oak St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21989	PRV	Maria Robinson	1962-12-03	UHC-39058-94	2829200240	717 Grand Ave, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406229	CLM	Billy Contreras	1984-05-25	—	—	1811 Valley View Dr, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-110186	ENR	Deborah Pyane	1953-11-09	UHC-76162-47	7892267417	3013 Grand Ave, Phoenix, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
TPA-56854	TPA	Susan Padilla	1952-06-25	—	4042161177	7190 Sunset Blvd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56855	TPA	Susan Padilla	1952-06-25	—	4042161177	7190 Sunset Blvd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105756	ENR	David Garza	1938-04-06	UHC-42370-28	—	4042 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417491	CLM	Richard Q Hawkins	1963-06-14	UHC-05462-25	—	8626 Indian School Rd, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-101320	ENR	Henry W Gray	1950-12-21	UHC-82608-67	5154205663	119 Park Pl, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141491	ENR	Hiroshi C Marshall	1984-03-07	UHC-00465-86	7419837417	6890 Park Pl, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62734	TPA	Roger Ross	2000-12-27	—	—	5420 Valley View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139417	ENR	Roger Wetson	1991-01-08	UHC-16160-47	3969214940	7742 Oak St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423452	CLM	Amber Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20980	PRV	Armstrong Ryen	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136887	ENR	Christian Ford	1959-06-12	UHC-71264-08	—	746 Spring St, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108253	ENR	Willie Shaw	1978-12-02	UHC-91895-73	5833930070	7789 Canyon Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126264	ENR	Carlos Pierce	1968-02-01	UHC-83629-71	2505343210	3529 Meadow Ln, Orlando, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-106330	ENR	Albert Espinoza	1962-06-23	UHC-35488-03	—	2343 Central Ave, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-60955	TPA	Tyler Weber	1960-04-13	—	7659251120	3535 Market St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117880	ENR	Carol M Gutierrez	2000-09-08	UHC-45287-35	8695427797	5447 Church St, Plano, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135811	ENR	Lisa Obrien	2004-01-24	UHC-77989-41	—	3140 Lake View Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119157	ENR	Grace R Stone	1991-10-07	UHC-67144-84	—	8990 Elm St, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118112	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-142380	ENR	Alexander W Adams	1944-06-04	UHC-12301-91	3475076915	3714 Church St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424761	CLM	Shirley Munoz	1962-10-06	—	—	9750 Sage Ct, Fresno, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-108862	ENR	Robert H Murphy	1999-04-24	UHC-28931-58	4718085102	7979 Apache Blvd, Charlotte, NC	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402550	CLM	Jordan Porter	1970-07-21	UHC-35270-91	—	214 Washington St, Los Angeles, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-403670	CLM	Lawrence Estrada	1944-10-22	—	—	4645 Harbor Blvd, Columbus, OH	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423291	CLM	Luis Nuenz	1978-02-27	UHC-38456-51	—	967 Bayshore Dr, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110482	ENR	Jordan Z Isabella	1953-11-28	UHC-87151-05	3046206087	4444 Harbor Blvd, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124346	ENR	Willie Greene	2001-03-23	UHC-80414-25	6312915495	2632 Indian School Rd, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427165	CLM	Nicholas H Le	1977-05-15	UHC-49251-67	8577396860	4494 Spring St, Orlando, FL	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-141181	ENR	Kimberly Delgado	1961-12-14	UHC-27985-96	5075514343	5493 River Rd, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117806	ENR	Gloria N Burke	1981-11-07	UHC-56404-96	3933439367	8287 Valley View Dr, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428431	CLM	Douglas Knight	1967-12-22	UHC-58513-50	—	427 Central Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

7,146 rows, page 86 of 143Previous Next