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
CLM-431576	CLM	Ana Soto	1940-01-25	UHC-71245-43	7794951800	234 Spring St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59634	TPA	Donald Singh	1976-08-13	—	8872937964	3049 Park Pl, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136000	ENR	Mariana W Estrada	1987-06-16	UHC-99338-24	6405836186	4643 Spring St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404479	CLM	Alan Soto	1995-10-12	UHC-84799-55	7157709265	887 River Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404601	CLM	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-416699	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20654	PRV	Jamse Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423403	CLM	Carolyn Martin	1986-03-17	—	4282790462	5919 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-129858	ENR	Hannah Q Morales	1981-04-13	UHC-84345-56	—	1616 Market St, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129859	ENR	Hannah Q Morales	1981-04-13	UHC-84345-56	—	1616 Market St, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25720	PRV	Wei Hamilton	1938-05-27	—	—	4558 Cedar Ln, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403337	CLM	Liz Robinson	1970-03-06	—	—	1232 Pine Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132761	ENR	Sara B Kelley	1984-12-26	UHC-19411-97	2666651923	1137 Meadow Ln, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-118603	ENR	Sandra H Thompson	1972-07-14	UHC-77818-61	4512476783	858 Park Pl, Scottsdale, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-424204	CLM	Kayla U Wood	1999-01-05	UHC-10376-99	—	834 Highland Ave, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-404921	CLM	Jeszica Tores	1971-07-02	—	—	1126 Elm St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54286	TPA	Joe Q Hernandez	1984-04-12	—	7448370918	795 Maple Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105022	ENR	Adny L Schmidt	1975-06-27	UHC-82019-82	9586183130	3029 Main St, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126785	ENR	David Young	1971-11-09	UHC-49220-87	8316705858	2689 Maple Ave, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108390	ENR	Margaret Q Marshall	1960-09-25	UHC-55401-63	7563809209	420 Forest Ave, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401818	CLM	Carlos Wood	2002-12-16	UHC-66810-53	—	7823 Market St, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26630	PRV	Larry Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL	0.64	Name re-cased City re-cased ZIP missing Gender normalised+2 more
ENR-106656	ENR	Gregory C Willis	1942-12-18	UHC-82628-22	5737313955	7682 Main St, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141711	ENR	Fatima N Wilsson	1944-03-27	UHC-62025-41	9014809196	455 Hillcrest Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106323	ENR	Jason Gomez	1945-04-03	UHC-68046-13	—	6458 Park Pl, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112054	ENR	Nicole Wells	2008-03-11	UHC-66998-22	3504818198	3543 Central Ave Apt 19, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
ENR-140401	ENR	Stephanie Collins	1978-09-02	UHC-66946-05	4836074739	5460 Baseline Rd, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54867	TPA	Aisha Barnes	1986-05-05	—	—	6083 Main St, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-126891	ENR	Donald Ellis	1939-01-25	UHC-39148-42	2809011502	9268 Union St, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120347	ENR	Billy N Carter	1940-09-27	UHC-82165-28	—	9536 Park Pl, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57850	TPA	Arjun Jimenez	1994-06-09	—	2808052611	7369 River Rd # 881, Phoenix, AZ	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
PRV-23789	PRV	Mary Robinson	2006-01-16	—	7643267621	7941 Valley View Dr, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101794	ENR	Kenneth N Chavez	1979-03-09	UHC-84069-65	4967798745	142 Spring St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133664	ENR	Amanda Rose	1963-07-24	UHC-45485-86	6102987277	216 Forest Ave, Atlanta, GA	0.64	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-129405	ENR	Stephen Dominguez	1997-02-23	UHC-14104-16	5108078448	2598 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-430851	CLM	Gabriel Snyder	1939-07-15	—	—	3508 Broadway, Miami, FL	0.64	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-135974	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr Apt 24, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-23546	PRV	Nancy Gray	1941-07-06	—	3363845937	5749 Ridge Rd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23545	PRV	Nancy Gray	1941-07-06	—	3363845937	5749 Ridge Rd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21424	PRV	Austin Wong	1961-03-19	UHC-52819-86	7579956047	7229 Cedar Ln, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-130970	ENR	Jerry G White	1996-12-23	UHC-62687-13	7144647922	2285 Sage Ct, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104428	ENR	Wayne Luna	1942-05-16	UHC-42142-29	7348662457	9591 Jefferson Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111738	ENR	Bryan B Jordan	1999-03-03	UHC-26756-84	4217580100	1403 Forest Ave, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52130	TPA	Alan Castillo	1954-06-12	—	2447188600	36 Hillcrest Rd, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115652	ENR	Henry H Chapman	2003-09-18	UHC-23775-12	3826187785	1764 Canyon Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428640	CLM	Austin Allen	1939-03-24	UHC-32273-69	3993604770	2083 Cedar Ln, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414294	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone missing area code City re-cased ZIP missing+2 more
ENR-105622	ENR	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113078	ENR	Maria G Bailey	1990-05-28	UHC-08893-22	4909490878	5242 Highland Ave, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more

7,146 rows, page 84 of 143Previous Next