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-138382	ENR	Jennifer H Fisher	2007-10-13	UHC-19102-39	—	3860 Ocean Ave, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21125	PRV	Virginia Singh	1957-04-27	UHC-78289-57	—	1609 Valley View Dr, Charlotte, NC	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-401541	CLM	Santiago Ford	1994-12-11	UHC-19531-20	—	179 Apache Blvd, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55605	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-134567	ENR	Carlos Clark	1975-12-08	UHC-35686-87	6917465857	3497 Church St, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412685	CLM	Joan D Clark	1939-07-07	UHC-69400-46	—	4377 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107133	ENR	Elijah Q Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St # 267, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased ZIP missing+3 more
TPA-51591	TPA	Mariana Schultz	1987-05-13	—	5904175985	8300 Highland Ave, Houston, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-430686	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-24069	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-410976	CLM	Denny Hamilton	—	UHC-00203-27	7818775065	4256 Ocean Ave, Columbus, OH	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-26497	PRV	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22633	PRV	Kathryn Bailey	1952-03-04	—	3886620737	4062 Baseline Rd # 826, Tampa, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129663	ENR	Deborah W Willis	1975-02-17	UHC-78282-13	2116727261	2399 Harbor Blvd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133627	ENR	Roger E Ortiz	1980-03-26	UHC-11679-61	5107334364	3575 Baseline Rd, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128771	ENR	Jeffrey W Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415766	CLM	Mason Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54783	TPA	Christian Le	1971-11-18	—	7589227788	7506 Mountain View Dr, San Diego, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-126444	ENR	Donna Z Mitchell	1966-06-07	UHC-43058-43	2985896706	723 Camelback Rd, Chandler, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111394	ENR	Anthony OJunk	1950-11-25	UHC-06142-47	5693413886	7510 Camelback Rd, Dallas, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428453	CLM	Matao Prak	2002-04-13	UHC-21681-06	—	5295 River Rd, Denver, CO	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-63278	TPA	Joyce Berry	1984-05-17	—	6168745644	5274 Palm Dr, Gilbert, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-64410	TPA	Mary Foster	1978-06-27	UHC-70030-68	9672593697	4855 Mesa Dr # 101, San Diego, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100753	ENR	Frances R Wilson	—	UHC-38544-97	3555813364	9472 Willow Ct, Mesa, AZ	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26166	PRV	Sofia Riley	1998-07-26	—	3888640892	6118 Central Ave, Fresno, CA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-424445	CLM	Charles Reynolds	1961-09-26	—	2975574630	6382 Apache Blvd, Orlando, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118782	ENR	Amy Castro	1983-12-12	UHC-26944-46	2542522709	4080 Canyon Rd, Mesa, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422224	CLM	William Mroales	1997-12-01	—	9632818563	342 Grand Ave # 276, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423596	CLM	Wayne Nelson	2003-08-18	UHC-16289-79	—	4213 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59905	TPA	Pamela Tran	—	UHC-02051-22	—	4889 Spring St, Sacramento, CA	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130924	ENR	Doris X Torres	1988-08-17	UHC-69907-96	5243911523	7807 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419104	CLM	Joan Cooper	1994-06-27	UHC-48751-84	8585513148	572 Forest Ave, Scottsdale, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57189	TPA	John Ramos	1991-11-26	—	2058026242	626 Grand Ave, Tampa, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59790	TPA	Heather Waston	1998-02-19	—	—	310 Main St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-53742	TPA	Vincent Stevens	1975-10-05	—	4723952432	1528 Baseline Rd, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417500	CLM	Dennis Parker	1972-05-03	UHC-00717-49	5053450910	3033 Washington St Apt 33, Mesa, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405578	CLM	Raymond U Burns	1943-08-03	UHC-29776-57	4703169493	2658 Hillcrest Rd, Austin, TX	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130333	ENR	Megan Delgado	—	UHC-77498-46	3783864819	8796 Bayshore Dr, San Diego, CA	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141870	ENR	Isabella Rse	1991-01-19	UHC-86613-44	7732423168	23 Bayshore Dr, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136265	ENR	Grace Wong	2000-12-03	UHC-13056-47	7356676010	3571 Spring St, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116661	ENR	Lus Lee	1965-04-28	UHC-56887-73	2645827180	7876 Bayshore Dr, Phoenix, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121418	ENR	Mike Walker	1974-05-01	UHC-97961-65	3547704933	5591 Harbor Blvd, Austin, TX	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110684	ENR	Pamela Jackson	1959-03-14	UHC-56346-66	—	7679 Mesa Dr, Charlotte, NC	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61760	TPA	Charlotte Rogers	1996-03-20	—	—	7069 Cedar Ln, Houston, TX	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP missing+3 more
ENR-118824	ENR	Heather V Palmer	2005-05-09	UHC-37730-21	4767789684	6747 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123774	ENR	Fields O Walter	1938-08-18	UHC-01743-64	6036930264	9344 Camelback Rd, Fresno, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
CLM-400628	CLM	Alexander Thompson	—	UHC-81966-47	—	8452 Central Ave, Eden Prairie, MN	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408816	CLM	Vicoria Franklin	—	—	—	5345 Valley View Dr, Denver, CO	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-139952	ENR	Marilyn Ramirez	1970-06-01	UHC-67599-81	—	8681 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100752	ENR	Jose L Fower	1999-10-17	UHC-49377-67	3032304023	6354 Forest Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

7,146 rows, page 29 of 143Previous Next