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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404669	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411548	CLM	Martha Washington	1951-06-12	—	—	8382 Palm Dr Apt 19, Glendale, AZ, 85394	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415730	CLM	Madison Castro	1952-02-01	UHC-96414-21	—	8120 Main St, Jacksonville, FL, 32223	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425469	CLM	Steven Ramos	1969-01-26	—	—	1184 Hillcrest Rd Apt 12, Sacramento, CA	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
CLM-420968	CLM	MelissaJunk	1998-06-13	UHC-73960-39	—	4529 Grand Ave # 997, Minneapolis, MN, 55492	0.52	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+2 more
CLM-420235	CLM	Karen Q Ruiz	1943-08-01	—	—	5995 Sage Ct, Austin, TX, 78782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424361	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425675	CLM	Bryan Ray	1958-11-20	UHC-15231-85	—	9671 Indian School Rd, Tucson, AZ, 85765	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405065	CLM	Sandra Adams	1983-12-04	UHC-23338-39	—	589 Pine Dr, Dallas, TX, 75290	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403568	CLM	Joe Richardson	1943-10-04	UHC-53594-59	—	5386 Apache Blvd, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-405944	CLM	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct # 826, Miami, FL, 33103	0.52	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
CLM-414794	CLM	Scott Ward	1943-10-21	—	—	468 Pine Dr, Jacksonville, FL, 32251	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
CLM-413647	CLM	Janet Dunn	—	UHC-23650-03	—	7704 Lake View Rd, Nashville, TN, 37228	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-411492	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-404685	CLM	Pat Castillo	—	UHC-12275-94	8154560222	106 Ridge Rd, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
CLM-421977	CLM	Kathy Garrett	—	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.54	Name re-cased Date of birth unreadable State name converted to code Gender normalised+1 more
CLM-412016	CLM	StephanieJunk	1941-07-06	UHC-12127-52	—	478 Oak St, Mesa, AZ, 85259	0.54	Name re-cased Phone missing area code ZIP+4 trimmed Placeholder values cleared+1 more
CLM-425362	CLM	Steven Park	2007-11-17	UHC-63840-34	—	9470 Pine Dr Apt 18, Austin, TX, 78751	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-421559	CLM	Greg S Luna	1953-02-15	UHC-66734-89	—	7307 Camelback Rd, Minneapolis, MN, 55495	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
CLM-430167	CLM	Willie Chavez	1952-10-12	—	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418575	CLM	Keith Hicks	1951-08-22	UHC-44307-53	—	6882 Oak St, Eden Prairie, MN	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
CLM-412933	CLM	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St Apt 28, Minneapolis, MN, 55422	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425112	CLM	Richard West	1945-06-02	UHC-77633-09	—	7522 Desert Sky Blvd, Glendale, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-401889	CLM	Valentina Obrien	1965-06-13	UHC-50153-59	—	5035 Oak St, Los Angeles, CA, 90086	0.54	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-431582	CLM	Aaron Morris	1945-05-07	—	—	6297 Lake View Rd # 445, Scottsdale, AZ, 85276	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-421261	CLM	Dorothy Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413141	CLM	Serah Olson	2002-10-06	UHC-21778-67	7564019099	6116 Willow Ct, Fresno, CA, 93786	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-403000	CLM	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	5240 Washington St, Charlotte, NC, 28234	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-409097	CLM	Joan Chavez	2006-02-14	UHC-73132-10	5769695537	7276 Spring St, Eden Prairie, MN, 55340	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-415093	CLM	Julie Flores	1949-03-17	UHC-51387-50	8248847687	7740 Highland Ave, Gilbert, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-427769	CLM	Madison Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416993	CLM	Meyer Ana	1985-10-10	UHC-60179-69	—	1364 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405327	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405326	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-424092	CLM	Kahterine Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-425174	CLM	James Richardsno	—	UHC-80635-16	3658397185	4127 Highland Ave, Gilbert, AZ, 85229	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
CLM-412850	CLM	Kathleen Butler	1997-07-03	—	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416886	CLM	Gregory Young	1988-10-01	—	6574684359	7653 Baseline Rd, Houston, TX, 77022	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-412821	CLM	Teresa Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-431416	CLM	Zachary L Jenkins	1986-03-05	UHC-48075-09	7163638531	911 Apache Blvd, Austin, TX, 78752	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403603	CLM	Peter Rose	1939-04-16	—	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-411321	CLM	Roy Simmons	2005-01-21	UHC-73280-23	5586656058	1753 Baseline Rd, Scottsdale, AZ, 85272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412953	CLM	Rachel Diaz	1999-12-10	UHC-34219-67	5266524855	9301 Highland Ave, Nashville, TN, 37232	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-423083	CLM	Mark Day	—	UHC-40883-26	8694762010	9298 Bayshore Dr, Charlotte, NC, 28276	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-417011	CLM	Justin Jackson	2000-09-20	—	8585457206	446 Highland Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416717	CLM	Jery Y Montgomery	1973-01-26	—	6969847323	9637 Valley View Dr, San Diego, CA, 92137	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412845	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412844	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more

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