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
TPA-57470	TPA	Billy R Santiago	1950-04-14	—	3887877027	9301 Maple Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429606	CLM	Kimberly Hayes	1991-10-13	UHC-03076-95	—	1773 Ocean Ave, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427034	CLM	Luis Snyder	1956-03-26	UHC-14530-18	—	350 Maple Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53279	TPA	Tyler Fernandez	1978-08-14	—	6672376826	4638 Mountain View Dr, Los Angeles, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-64304	TPA	Mateo Moreno	2002-03-02	—	5123038263	1447 Ridge Rd, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
PRV-23804	PRV	Sarah Olson	2002-10-06	—	7564019099	6116 Willow Ct, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430227	CLM	Aisha Gray	1983-12-18	—	—	8462 Main St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59363	TPA	Helen Guerrero	1991-08-23	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119011	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	—	8001 Pine Dr, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112557	ENR	Randy U Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418964	CLM	Wei Greene	1945-01-21	—	9613863042	63 Lincoln Way, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110640	ENR	Melissa R Gardner	1949-02-05	UHC-81275-40	6383769295	778 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119952	ENR	Marcus V Carr	1942-10-28	UHC-56477-42	4574149849	2952 Jefferson Ave, Tampa, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-25966	PRV	Zachary Mershall	2001-11-21	—	3529053357	7657 Lake View Rd, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104258	ENR	Bruce J Le	1968-08-09	UHC-76471-58	8419986588	3831 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423750	CLM	Julia Myers	2001-03-08	UHC-12935-90	9365067662	7917 Desert Sky Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119390	ENR	John Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-419662	CLM	Robert Webb	1999-07-16	UHC-71122-27	—	7762 Mountain View Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25973	PRV	Maria E Kelly	2006-04-20	—	8904460101	3877 Mesa Dr, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119855	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-113565	ENR	Joan C Brown	2002-09-03	UHC-09520-95	4536977100	4391 Maple Ave, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-28147	PRV	Melissa T Lucas	1985-03-13	UHC-51145-37	7768628203	1946 Desert Sky Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127755	ENR	Robert Phillips	1938-07-04	UHC-99540-99	7964800844	9723 Main St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28944	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424896	CLM	Frank Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404887	CLM	Jordan Ramirez	1995-11-26	UHC-27987-27	8045672997	1597 Harbor Blvd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137010	ENR	Julia K Wright	1961-08-26	UHC-97703-86	—	9015 Sage Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63998	TPA	Harold Alvarado	1974-10-05	—	4247622889	2637 Church St, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23336	PRV	Ahmed I Patal	2005-02-09	—	6123970918	7258 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51850	TPA	Maria Estrada	1977-08-07	—	—	4025 Grand Ave, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428917	CLM	Donald Cooper	1988-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427558	CLM	Beverly Gonzalez	1944-06-04	UHC-21342-60	—	8147 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423121	CLM	Raymond J Turner	1999-09-09	UHC-94522-57	—	321 Grand Ave, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29275	PRV	Arthur Valdez	1996-08-18	UHC-18114-77	4296674000	8255 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414572	CLM	Laura Ross	2006-09-14	—	—	6409 Camelback Rd, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
TPA-58602	TPA	Gabriel Perkins	1945-04-18	—	—	1327 Valley View Dr # 658, Scottsdale, AZ	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
ENR-130503	ENR	Janice J Rios	2003-04-19	UHC-16842-20	5869491000	3515 Hillcrest Rd, Scottsdale, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131507	ENR	Noah Hansen	1971-05-16	UHC-83557-49	6987721915	8909 Harbor Blvd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27373	PRV	Justin Chavez	1947-05-07	—	9097939771	8672 Canyon Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414622	CLM	Arthur Myers	1978-05-10	UHC-40907-37	—	3245 Indian School Rd, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-26929	PRV	Aaron Reyes	1996-04-11	UHC-76516-13	—	593 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year City re-cased ZIP missing+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-140752	ENR	Daniel W Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63272	TPA	Chris Phillips	—	—	7283023079	3969 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Date of birth unreadable City re-cased ZIP missing+2 more
CLM-423222	CLM	William Knight	1940-02-10	UHC-41179-03	3535879695	267 Grand Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422115	CLM	Christian Ortega	1968-11-12	UHC-71636-16	—	2074 Forest Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55079	TPA	Barbara Brooks	1954-11-18	—	6684268957	7623 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 77 of 143Previous Next