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

Claims, 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-408034	CLM	Stveen Miller	1943-03-21	—	2057834352	6461 Grand Ave, Tampa, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424352	CLM	Dennis Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-411400	CLM	Susan Howard	1995-01-09	UHC-23868-31	—	9163 Willow Ct, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-425792	CLM	Sarah Medina	1971-12-14	—	8102627525	6277 Elm St, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-430338	CLM	Samuel H Gray	1970-08-06	UHC-28025-58	2142236265	5075 Meadow Ln, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-401805	CLM	Natalie W Herrison	1962-12-17	UHC-82848-19	5344398162	3976 Broadway, Las Vegas, NV	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
CLM-424136	CLM	Noah N Willis	1989-12-23	UHC-78154-98	—	526 Sage Ct, Sacramento, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-410528	CLM	Diego Bowman	1990-12-23	—	9158017164	4924 Sage Ct, Nashville, TN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-432497	CLM	Kelly Gonzalez	1990-11-16	UHC-45875-06	8675531899	6614 Central Ave, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-405151	CLM	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416836	CLM	Terry B Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-429871	CLM	Ronald Mejia	1977-06-28	—	—	2775 Desert Sky Blvd, Nashville, TN	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-417884	CLM	Betty E Patel	1959-02-07	UHC-54842-23	7427794631	1321 River Rd, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408504	CLM	Diego Hernendez	1949-07-26	UHC-13282-38	3516935004	8049 Jefferson Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
CLM-415996	CLM	Larry Mendoza	1972-11-08	—	5943435727	3521 Maple Ave, Charlotte, NC	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402429	CLM	Hiroshi West	1974-08-08	UHC-60964-87	5019621321	2311 Bayshore Dr, Tucson, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-431503	CLM	Martha J Harvey	1988-01-08	—	—	6664 Union St, Denver, CO	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416809	CLM	Janet I Cruz	1955-06-17	—	7995542291	6842 Oak St, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-411733	CLM	Kevin W Andrews	1969-12-10	UHC-24248-55	—	3176 Washington St, San Diego, CA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-425905	CLM	Janet Padilla	1974-06-13	UHC-27801-36	9404981769	5221 Washington St, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400587	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411395	CLM	Jacob G Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX	0.80	Name re-cased ZIP missing Plan code upper-cased Placeholder values cleared
CLM-422120	CLM	Justin U Jenkins	1968-07-03	UHC-82017-93	—	8826 Jefferson Ave, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407151	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-407150	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-431097	CLM	Danielle Bakre	1945-05-02	UHC-85743-44	—	6463 Ridge Rd, Tampa, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409221	CLM	Heather Rice	1947-09-12	UHC-90036-38	—	8115 Elm St, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409222	CLM	Heather Rice	1947-09-12	UHC-90036-38	—	8115 Elm St, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409605	CLM	Catherine Mendez	2006-03-23	—	—	2046 Lake View Rd, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419699	CLM	Chris Cooper	1968-06-09	UHC-91454-37	—	7943 Meadow Ln, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429718	CLM	Samantha Armstrong	1954-05-07	UHC-46849-18	4226324549	6687 Elm St, Denver, CO	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-412797	CLM	Amanda Aguilar	1999-07-14	UHC-57660-55	—	4164 Broadway, Tampa, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-418299	CLM	Gloria Dean	2002-02-17	UHC-59777-51	—	3807 Meadow Ln, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-406073	CLM	Amy Morris	1950-01-21	UHC-22208-49	—	9661 Broadway, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417075	CLM	Jerry Clark	2007-09-05	UHC-58298-85	3903716278	9738 Union St, Plano, TX	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
CLM-426856	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-401452	CLM	Samantha Bailey	1999-03-21	—	—	2283 Lincoln Way, Plano, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401239	CLM	Charlotte Ruiz	1938-02-14	—	—	7208 Camelback Rd, Las Vegas, NV	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-420627	CLM	Aisha P Nichols	1996-07-14	—	3228354209	9422 Baseline Rd, Orlando, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-410366	CLM	Edward Peterson	1969-01-12	—	9752701716	4454 Harbor Blvd, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-428559	CLM	Nathan K Bryant	1962-12-05	UHC-71806-57	—	6883 Main St, Jacksonville, FL	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-416098	CLM	Jeremy Z Aguilar	1979-11-21	—	9342961966	7625 Palm Dr, Jacksonville, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-405546	CLM	Katehrine Ramos	1980-03-28	—	2018711929	6388 Union St, Tempe, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420678	CLM	Mary Nunez	1967-06-23	UHC-30029-90	—	326 Willow Ct, Houston, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-432051	CLM	Timothy Delgado	2007-01-02	—	—	5979 Broadway, Nashville, TN	0.80	Address re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-425971	CLM	Natalie Johnston	1950-06-26	UHC-96613-08	5144223794	8028 Camelback Rd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-422868	CLM	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402013	CLM	Natalie H Morgan	1939-06-07	UHC-30565-43	—	902 Broadway, Tucson, AZ	0.80	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing
CLM-418914	CLM	Joe Sullivan	1976-08-10	UHC-21823-12	—	6632 Baseline Rd, Miami, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427110	CLM	Isabella Barnes	1995-09-02	—	2236578131	5646 Elm St, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared

2,072 rows, page 36 of 42Previous Next