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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427634	CLM	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr # 861, Seattle, WA, 98115	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-427726	CLM	Julie Reynolds	1973-02-23	UHC-34699-95	9162765095	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402435	CLM	Karen Little	1959-03-03	UHC-06105-79	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-423192	CLM	Nicholas T Jenkins	1953-07-18	—	—	6227 Spring St, Tucson, AZ, 85788	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409034	CLM	Willie V Maldonado	1948-02-24	UHC-22573-86	3969372103	164 Highland Ave, Minneapolis, MN, 55407	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413329	CLM	Diego Guerrero	1943-03-05	UHC-87787-76	—	4725 Willow Ct, San Diego, CA, 92183	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401904	CLM	Virginia Ellis	1954-12-02	UHC-03401-62	5115096230	5174 Forest Ave, Phoenix, AZ, 85032	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-417695	CLM	Lawrnce Dixon	1944-10-03	UHC-77814-35	4038637607	2001 Grand Ave, Scottsdale, AZ, 85281	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-410437	CLM	Marrtha Chapman	1938-04-06	UHC-82278-33	9643721814	1455 Mountain View Dr, Tempe, AZ, 85218	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420460	CLM	Janet Mendoza	1998-11-26	UHC-13188-27	—	5780 Mountain View Dr, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423940	CLM	Marc I Myers	1949-12-23	UHC-16071-16	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-412416	CLM	Judy Jimenez	2006-07-10	UHC-73726-15	3739974886	4481 Camelback Rd, Tampa, FL, 33619	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403752	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-428036	CLM	Doris L Rogers	2008-12-28	—	—	7281 Meadow Ln, Glendale, AZ, 85324	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431898	CLM	Margaret Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424278	CLM	Jordan Rios	2000-12-20	UHC-05278-37	—	4186 Market St, Phoenix, AZ, 85009	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-405520	CLM	Priya O Crawford	1980-08-21	UHC-19959-40	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-405074	CLM	Madisson Hawkins	1987-01-09	—	—	8810 Lake View Rd, Minneapolis, MN, 55465	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415856	CLM	Tyler Snyder	1964-08-19	—	—	6743 Lake View Rd, Eden Prairie, MN, 55316	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401298	CLM	Scott Gardner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave, Las Vegas, NV	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-415882	CLM	Scott Reed	1984-08-28	UHC-10537-89	7946055652	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407617	CLM	Patricia Schultz	1940-11-24	—	—	8206 Union St, Denver, CO, 80296	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428288	CLM	Ana Adams	1944-07-09	UHC-91260-01	—	9369 Ocean Ave, Phoenix, AZ, 85085	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424933	CLM	Tyler Wells	1942-08-07	—	5105277636	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405441	CLM	Diana Washington	1986-09-08	—	4842114851	6512 Ocean Ave, Gilbert, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410236	CLM	Sarah Wright	2007-07-09	—	—	3671 Sunset Blvd, Nashville, TN, 37271	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418030	CLM	Kyle Hill	2005-12-22	—	4137661012	4264 Market St, Charlotte, NC, 28268	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-421211	CLM	Steven R Price	1939-01-16	—	—	2043 Grand Ave, Houston, TX, 77062	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414808	CLM	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd, Columbus, OH, 43277	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422078	CLM	Brittany Carpenter	1994-11-22	—	8944326983	7188 Apache Blvd, Tampa, FL, 33669	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405912	CLM	Becky Robinson	1980-09-09	UHC-71751-18	2422418592	3054 Broadway, Denver, CO, 80206	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-402758	CLM	James Ortiz	1965-01-02	—	—	78 Willow Ct, Houston, TX, 77043	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430791	CLM	Cynthia Sullivan	1999-07-27	—	8348382068	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-428316	CLM	Bryan Wheeler	1958-07-14	UHC-77912-63	—	6051 Broadway, Atlanta, GA, 30338	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-403495	CLM	Anna Johnston	1949-10-10	—	7986369958	6386 Jefferson Ave, Seattle, WA, 98136	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412497	CLM	Edward N Garrett	1941-02-20	UHC-32787-48	—	4079 Hillcrest Rd, Orlando, FL, 32833	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420517	CLM	Michelle Murphy	1951-01-17	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-414809	CLM	John Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-427111	CLM	Isabella Barnes	1995-09-02	—	2236578131	5646 Elm St, Fresno, CA, 93724	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413056	CLM	Judy Harepr	1972-10-01	—	8905379188	9383 Oak St, Charlotte, NC, 28233	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426348	CLM	Aaron O Moore	1995-06-17	—	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-421032	CLM	Bradley Lane	1938-01-06	UHC-88564-99	—	9269 Valley View Dr, Sacramento, CA, 95818	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414575	CLM	Doald M Luna	1971-01-26	UHC-91905-46	—	9766 Washington St, San Diego, CA, 92137	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427232	CLM	Valentina Hunter	2002-01-18	UHC-84540-84	4125618342	8014 Camelback Rd, Gilbert, AZ, 85213	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408446	CLM	Alice Howard	1990-05-11	—	2779082283	8259 Grand Ave, Fresno, CA, 93726	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424009	CLM	Steven Carter	1995-08-08	UHC-39264-85	—	3793 Bayshore Dr, San Antonio, TX, 78250	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400171	CLM	Aaron O Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ, 85284	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409090	CLM	Jose Espinoza	1997-08-14	—	—	8225 Market St, Seattle, WA, 98129	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-420132	CLM	Lawrence Butler	1997-01-19	—	—	3866 Church St, Denver, CO, 80228	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410117	CLM	Cheryl Vazquez	1985-11-15	—	6724130143	8857 Mountain View Dr, Gilbert, AZ, 85239	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

10,559 rows, page 114 of 212Previous Next