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-27003	PRV	Amy Warren	1940-12-08	—	7503852602	8408 Palm Dr # 631, Columbus, OH	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-28402	PRV	Adam Z Baker	—	UHC-26096-08	7005334140	1209 Park Pl, Eden Prairie, MN	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP missing+1 more
TPA-56631	TPA	Yuki Russell	1942-02-14	—	4839904752	4736 Ridge Rd, Mesa, AZ	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
ENR-100458	ENR	Mary B Alvarado	1952-04-10	UHC-92301-91	—	8686 Sunset Blvd, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106106	ENR	George M Kim	1946-06-06	UHC-68057-28	4033784424	4350 Church St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406768	CLM	Charlotte Sanchez	1979-02-14	UHC-10300-72	4773274381	6991 Desert Sky Blvd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-52666	TPA	Merilyn Murphy	1974-01-17	—	—	7566 Washington St, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131322	ENR	Ann Reed	1969-04-14	UHC-75559-79	5697165221	6501 Maple Ave, Chandler, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58686	TPA	Lori Murray	1926-01-19	—	—	183 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-408971	CLM	Meyer Diego	1940-12-11	—	—	7254 Sunset Blvd # 940, Seattle, WA	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-101791	ENR	Keyla W Rojas	1976-04-08	UHC-40844-52	4046509319	114 Baseline Rd, Sacramento, CA	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
TPA-61575	TPA	Kyle Lawrence	1997-10-11	—	—	6147 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
CLM-401656	CLM	Albert Salazar	1970-06-22	—	—	7410 Forest Ave, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123426	ENR	Fatima Richardson	1987-09-13	UHC-41967-03	9232117624	2139 Washington St, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132809	ENR	Valentina D Alexander	1951-07-19	UHC-51225-03	5342225762	2332 Lincoln Way, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418658	CLM	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125884	ENR	Shirley Stone	1970-03-01	UHC-61879-34	9232764399	8594 Elm St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134140	ENR	Logan T Snyder	1966-08-02	UHC-28743-44	7504947853	6657 Jefferson Ave, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57712	TPA	Joseph Welch	1999-12-19	—	—	4470 Apache Blvd, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-100826	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	—	2079 Meadow Ln, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-425835	CLM	Donna Silva	—	UHC-90917-79	6128482262	9374 Sage Ct, Las Vegas, NV	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-414914	CLM	Karen Reid	2007-11-19	—	—	8686 Bayshore Dr, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107838	ENR	Cheryl Torres	1995-02-26	UHC-19193-75	8975129326	3902 Baseline Rd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139324	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139325	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130323	ENR	Hiroshi Rogers	1978-04-10	UHC-65675-17	7872044505	6982 Maple Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-104424	ENR	Katheriine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411954	CLM	Ruth Howard	1974-05-10	—	—	8178 Willow Ct, Nashville, TN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-428378	CLM	Cheryl Bradley	1981-08-26	—	—	1119 Lake View Rd, Orlando, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423975	CLM	Luis Hunt	1946-03-12	UHC-94658-36	—	884 Washington St, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418187	CLM	Jennifer E Powell	1953-10-20	UHC-96996-81	5716886905	5942 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402473	CLM	Judith Lopez	1978-05-25	—	9455743892	449 Washington St, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-101933	ENR	Shirley Harrrison	1973-07-10	UHC-40065-75	8254974022	5839 Grand Ave, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134579	ENR	Bryan I Hawkins	1963-06-14	UHC-61785-78	2908174035	4861 Cedar Ln, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413914	CLM	Arthur Marshall	1979-02-09	—	4489207391	9593 Ocean Ave, Los Angeles, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-416628	CLM	Diana Gonzales	1968-05-22	—	5178882291	230 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56505	TPA	Benjamin Thompson	1992-01-19	—	7059932624	6338 Broadway, Los Angeles, CA	0.66	Address re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-113848	ENR	Karen Jones	2002-07-28	UHC-76594-76	7426539630	203 Washington St, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
CLM-407218	CLM	Bobby Wang	1988-10-27	—	8244797281	8463 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-55574	TPA	Olivia Dominguez	1977-08-09	—	—	7574 Bayshore Dr, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-128814	ENR	David V Ford	1991-03-11	UHC-92766-36	7628170414	9634 Baseline Rd, Columbus, OH	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-101084	ENR	Andrea Bishop	2005-12-15	UHC-45947-89	7108256801	6243 Ridge Rd, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400691	CLM	Charlote Bryant	1993-09-22	UHC-51096-97	—	4266 Union St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27844	PRV	Beth Rodriguez	1963-12-06	UHC-01963-18	2787150921	7374 Sage Ct, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107190	ENR	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-403432	CLM	Rachel W Maldonaod	1940-03-05	UHC-51088-81	—	1474 Ridge Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-131275	ENR	Maria Q Jenkins	2006-04-01	UHC-85849-89	7118276384	2486 Mountain View Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50634	TPA	Castro Albert	1982-05-10	—	—	3576 Desert Sky Blvd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-108798	ENR	Walter J Kelley	1940-10-04	UHC-88520-79	2724732346	2940 Mesa Dr, Charlotte, NC	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more

7,146 rows, page 91 of 143Previous Next