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

Enrollment, 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-137383	ENR	Abgail Hanson	1989-08-08	UHC-48519-93	8327799402	9129 Canyon Rd, Fresno, CA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-111731	ENR	Alan Q Soto	2000-09-04	UHC-40031-82	4185428741	2984 Mesa Dr, Plano, TX	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123969	ENR	Omar G Rivera	1956-11-01	UHC-34231-80	9509040727	2530 Sunset Blvd, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128761	ENR	Ana J Wilson	2008-11-12	UHC-64306-22	2318393725	4501 Union St, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109198	ENR	Danielle Elliott	1987-11-06	UHC-10138-47	4158089417	5017 Indian School Rd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105588	ENR	Laura Greene	2001-07-01	UHC-17929-77	8654149484	204 Sunset Blvd, Fresno, CA	0.64	Name split from “Last, First”Phone reformatted State code upper-cased ZIP missing+2 more
ENR-112854	ENR	Debra V Freeman	1995-03-18	UHC-23985-64	9324062109	1183 Apache Blvd, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134257	ENR	Alexander S Daniels	1957-08-17	UHC-31734-73	—	7936 Central Ave, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108476	ENR	Paul Herrera	1994-10-15	UHC-49772-88	8872767298	2380 Broadway, Seattle, WA	0.64	Date of birth reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-122134	ENR	James U White	1958-06-21	UHC-66551-78	8569966147	2410 Canyon Rd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141681	ENR	Joe Matthews	1967-06-22	UHC-59785-40	—	7710 Broadway, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-121760	ENR	Maggie V Tucker	1993-08-05	UHC-50426-10	6546041409	3606 Mesa Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113865	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-129188	ENR	Marilyn T Taylor	1973-12-28	UHC-48770-91	9596807090	9388 Ridge Rd, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125057	ENR	Charlotte Fowler	1973-02-10	UHC-87423-71	4117027036	5221 Sage Ct, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111324	ENR	Dennis K Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ	0.64	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
ENR-100246	ENR	Cynthia Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131627	ENR	Gerald Obrien	1977-03-10	UHC-71049-32	3527023449	4101 Sage Ct, Dallas, TX	0.64	Name split from “Last, First”Name re-cased Phone reformatted ZIP missing+2 more
ENR-131809	ENR	Wei B Vazquez	2006-01-12	UHC-51207-32	5803674684	2703 River Rd, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100828	ENR	Gary J Gutierrez	1992-12-06	UHC-65560-71	3813418968	3140 Canyon Rd, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-109675	ENR	Grace Stevens	1983-08-10	UHC-20290-28	5335072028	2456 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

3,340 rows, page 40 of 67Previous Next