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-414012	CLM	Gloria Jenkins	1951-12-21	UHC-11177-62	—	6842 Mountain View Dr, Seattle, WA, 98138	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414617	CLM	Alexander Vasquez	1951-09-23	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431128	CLM	Saarh Hamilton	1963-02-16	—	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
CLM-419252	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426623	CLM	Anthony Hunnt	1939-05-02	—	9134485813	7124 Mountain View Dr # 957, Fresno, CA, 93795	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-401107	CLM	Kathryn Holmes	1939-02-10	UHC-21580-23	—	1223 Canyon Rd, Austin, TX, 78717	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422306	CLM	Kayla Walsh	1967-03-10	UHC-98490-89	—	8522 Lake View Rd, Tucson, AZ, 85705	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417239	CLM	Susan Torres	1966-10-26	—	—	5449 Hillcrest Rd, Atlanta, GA, 30319	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408916	CLM	Peter A Hart	1968-07-14	—	—	7329 River Rd, Chandler, AZ, 85233	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-410233	CLM	James McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA, 93715	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412344	CLM	Frances Harvey	1985-03-28	UHC-53627-10	7026477439	3719 Mesa Dr, Minneapolis, MN, 55414	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-409173	CLM	Logan Cox	1967-07-18	UHC-60227-35	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-425170	CLM	Amanad A Simmons	1945-02-14	UHC-72306-59	—	4107 Indian School Rd, San Diego, CA, 92111	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-423748	CLM	Mariana Q Gardner	2001-01-24	UHC-13906-61	—	7580 Willow Ct, Miami, FL, 33169	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429957	CLM	Ashley Edwards	1970-10-22	—	—	6246 River Rd, San Antonio, TX, 78245	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429958	CLM	Ashley Edwards	1970-10-22	—	—	6246 River Rd, San Antonio, TX, 78245	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407684	CLM	Mark Robertson	1956-05-14	—	—	3376 Indian School Rd # 922, Phoenix, AZ, 85053	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417378	CLM	Gerald Jrdan	1949-10-14	UHC-54565-76	6462743770	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421171	CLM	Gabriel Castro	1994-09-24	UHC-37400-91	—	6936 Spring St # 738, Atlanta, GA, 30322	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-412481	CLM	Laura Watkins	1995-07-08	UHC-10917-24	2267314736	9483 Elm St, Tucson, AZ, 85710	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415804	CLM	Mary Miller	1975-10-10	—	6649080750	3851 Cedar Ln, Houston, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-407820	CLM	Russell Hunt	1961-09-13	UHC-20464-99	—	6588 Highland Ave, Tampa, FL, 33604	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407821	CLM	Russell Hunt	1961-09-13	UHC-20464-99	—	6588 Highland Ave, Tampa, FL, 33604	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428145	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-410143	CLM	Bill Contreras	2002-04-08	UHC-63728-04	2025322515	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-420377	CLM	Sandra Reyes	1982-05-09	UHC-36461-68	—	2116 Ocean Ave, Las Vegas, NV, 89111	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417638	CLM	Anthony N Elliott	1957-04-07	UHC-53370-86	—	9767 Willow Ct, Glendale, AZ, 85381	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417639	CLM	Anthony N Elliott	1957-04-07	UHC-53370-86	—	9767 Willow Ct, Glendale, AZ, 85381	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402414	CLM	Grace Mills	1984-07-03	UHC-19336-64	—	1568 Oak St, Orlando, FL, 32830	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417493	CLM	Alice W Bryant	1967-08-03	UHC-87888-26	—	7231 Palm Dr, Chandler, AZ, 85265	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427516	CLM	Catherine Chen	1941-03-06	UHC-58328-78	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425298	CLM	Roger Le	1987-12-14	UHC-84334-48	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423855	CLM	Nicole King	1969-03-10	UHC-75840-72	—	6954 Pine Dr, Phoenix, AZ, 85091	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416902	CLM	Michelle Andrews	1993-08-24	UHC-95441-15	—	6315 Highland Ave, Orlando, FL, 32874	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431981	CLM	Priya Thmpson	1989-08-09	UHC-68026-77	—	7541 Palm Dr, Tempe, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429757	CLM	Mills James	1982-10-16	UHC-21607-68	4896745749	9312 Broadway, Los Angeles, CA, 90068	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423333	CLM	Janice Rios	2003-04-19	UHC-16842-20	5869491000	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427011	CLM	Joe Dean	2006-12-13	UHC-39253-08	5898412283	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-432282	CLM	Anna E Taylor	1988-07-15	UHC-89479-07	3119953168	6456 Mesa Dr, Minneapolis, MN, 55435	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428189	CLM	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414161	CLM	Brandon Fowler	1938-06-25	UHC-57396-57	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411596	CLM	Austin Morales	1992-04-08	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404376	CLM	Danielle Long	1998-01-10	—	8696088611	105 Ocean Ave, Los Angeles, CA, 90077	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411765	CLM	Jeffrey Vazquez	2007-06-12	—	5369495497	2458 Lincoln Way, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-403322	CLM	Luis Lucas	1984-02-03	—	6966817209	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-407876	CLM	Mari Arnold	1986-03-13	UHC-85249-31	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407875	CLM	Mari Arnold	1986-03-13	UHC-85249-31	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429061	CLM	Mason Porter	1965-02-15	UHC-54272-63	—	6442 Apache Blvd, San Diego, CA, 92148	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404019	CLM	Sharon Vasquez	1943-08-14	UHC-15996-02	—	2682 Broadway, Phoenix, AZ, 85078	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414592	CLM	Kevin George	1941-01-17	—	—	1143 Jefferson Ave, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared

10,559 rows, page 132 of 212Previous Next