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-431057	CLM	Ashley Mendoza	1974-02-09	—	5016939670	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423890	CLM	Carol Medinna	1952-02-19	UHC-40323-59	3916590593	3644 Mesa Dr, San Diego, CA, 92102	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400718	CLM	Donna Stevens	1950-02-07	UHC-33728-20	2037666012	4021 Harbor Blvd, Denver, CO, 80294	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414443	CLM	Peggy Vazquez	1999-05-22	UHC-51429-18	—	5357 Central Ave, San Antonio, TX, 78296	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401495	CLM	Andrea Castillo	1957-07-14	—	—	2250 Desert Sky Blvd, Mesa, AZ, 85259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424351	CLM	Dennis Bradley	1944-01-12	—	7836394413	2195 Park Pl, Plano, TX, 75024	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411353	CLM	Jeffrey J Hawkins	2004-01-09	UHC-53749-90	—	8662 Camelback Rd, San Diego, CA, 92137	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407202	CLM	Janet Boyd	1976-01-03	UHC-81858-35	—	711 Desert Sky Blvd, Nashville, TN, 37271	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406072	CLM	Amy Morris	1950-01-21	UHC-22208-49	3172801482	9661 Broadway, Minneapolis, MN, 55498	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407650	CLM	Austin Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411325	CLM	Stephen A Lawson	1977-11-05	UHC-77369-17	—	8901 Meadow Ln, Nashville, TN, 37200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423079	CLM	Gary Torres	2000-04-04	—	—	1172 Church St, Minneapolis, MN, 55477	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402835	CLM	Isabella Robrtson	1986-03-18	UHC-58329-99	3403881795	3669 Bayshore Dr, San Antonio, TX, 78252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405937	CLM	Doris Coleman	1989-06-06	UHC-31811-70	7357357749	342 Valley View Dr, Tempe, AZ, 85275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415039	CLM	Danielle F Kelley	2003-01-07	—	9042489215	3285 Forest Ave, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400820	CLM	Sarah Garrett	1982-06-22	—	2517175277	9114 Indian School Rd, San Diego, CA, 92186	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409463	CLM	Luis West	1971-02-19	UHC-57737-68	7952276883	8772 Lincoln Way, Fresno, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-405341	CLM	Arjun Nunez	1967-01-13	UHC-00482-13	5899143537	1279 Bayshore Dr, Nashville, TN, 37214	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405295	CLM	Camila Snyder	1993-06-09	UHC-17020-16	—	3515 Willow Ct, Miami, FL, 33192	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427911	CLM	Aaron Reid	1968-04-25	UHC-10885-76	—	1642 Apache Blvd, Miami, FL, 33146	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427972	CLM	Hannah Bell	1960-01-21	UHC-89444-27	—	9030 Market St, Plano, TX, 75019	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-430570	CLM	Frances Tucker	1991-07-13	UHC-24971-18	—	237 Pine Dr, Charlotte, NC, 28233	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415051	CLM	Kate Jacobs	1996-08-05	UHC-26509-84	—	2059 Main St, Scottsdale, AZ, 85221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416484	CLM	Arthur Guzman	1951-01-13	UHC-72382-09	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424687	CLM	Tresa Johnson	1944-11-06	—	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-405685	CLM	Pamela O Fuller	2006-09-01	UHC-34608-58	—	4097 Desert Sky Blvd, Denver, CO, 80220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430992	CLM	Jaan X Reed	1999-02-23	UHC-65324-13	—	8204 Union St, Sacramento, CA, 95810	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429999	CLM	Daniel U Russsell	1955-08-06	—	—	6057 Apache Blvd, Sacramento, CA, 95842	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421338	CLM	Stephanie Alvarado	1994-11-24	—	9217919909	7956 Camelback Rd, Las Vegas, NV, 89197	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428919	CLM	Austin Willis	1946-08-03	—	—	3373 Washington St, Las Vegas, NV, 89145	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422570	CLM	Barbara Vasuqez	1988-11-11	UHC-58555-26	—	3528 Church St, Seattle, WA, 98134	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411397	CLM	Jacob Kelly	1990-05-14	UHC-64102-34	—	9005 Hillcrest Rd, Austin, TX, 78705	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-401722	CLM	Juan Mills	1946-12-18	UHC-66910-63	3924026843	4066 Union St, Mesa, AZ, 85231	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414418	CLM	Theresa Hudson	1960-01-24	UHC-74120-88	2143181438	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-404509	CLM	Daniel Allen	1944-11-27	—	2332238726	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431906	CLM	Melissa Hudson	2007-09-06	UHC-49229-90	—	1746 Grand Ave, Gilbert, AZ, 85210	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411413	CLM	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-431896	CLM	Melissa Medina	1972-12-23	—	—	670 Sage Ct # 324, Glendale, AZ, 85359	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-431480	CLM	Ahmed J Kelly	1965-02-21	UHC-98117-22	—	4968 Willow Ct, Tucson, AZ, 85776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421728	CLM	Eric Reed	1986-07-19	UHC-40907-39	—	9178 Sunset Blvd, Austin, TX, 78728	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415839	CLM	Angela Cok	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412175	CLM	Sean Fuller	1986-08-24	—	—	8628 Spring St, Charlotte, NC, 28200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430855	CLM	Russell Brooks	1971-11-18	—	—	2424 Central Ave, Las Vegas, NV, 89132	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416828	CLM	Jessica M Campball	1970-05-04	UHC-90907-81	4142670478	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406345	CLM	Virginia Carter	1958-06-24	UHC-07463-33	—	9246 Lake View Rd, Minneapolis, MN, 55485	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428164	CLM	Dyllan King	1938-09-20	UHC-53344-87	—	2534 Market St Apt 24, Columbus, OH, 43275	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-431730	CLM	Elizabeth Pierce	1970-02-24	UHC-88301-75	8745917377	1754 Union St, Atlanta, GA, 30337	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-427899	CLM	Keith X Larson	1994-01-19	UHC-83530-31	—	4843 Oak St, Dallas, TX, 75229	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-427898	CLM	Keith X Larson	1994-01-19	UHC-83530-31	—	4843 Oak St, Dallas, TX, 75229	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-416933	CLM	Willie Harper	2000-09-13	UHC-88343-77	—	750 Central Ave, Gilbert, AZ, 85211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 126 of 263Previous Next