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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405168	CLM	Marc Arnold	1966-01-02	UHC-01409-71	6249407731	4299 River Rd, Los Angeles, CA, 90071	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422354	CLM	Marcus Yang	1959-05-24	UHC-58969-79	9326152816	4981 Lake View Rd # 543, Columbus, OH, 43250	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-422197	CLM	Barbara Rogers	1993-12-17	UHC-88646-29	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-431556	CLM	Yuki Simpson	1964-09-27	UHC-06184-67	2542366654	3800 Ridge Rd, Charlotte, NC, 28212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412038	CLM	Julie Wilson	1990-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424579	CLM	Austin Bell	1993-05-10	—	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432723	CLM	Linda Bishop	1943-05-16	UHC-76949-11	4547007895	1478 Maple Ave, Jacksonville, FL, 32238	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406190	CLM	Alan Sims	—	UHC-89095-04	2044382142	2292 Market St, Phoenix, AZ, 85019	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-428414	CLM	Nicholas Santos	1973-05-25	—	6419171258	6211 Main St, Mesa, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415182	CLM	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417068	CLM	Sara Wagner	1987-08-20	UHC-73875-97	3826546186	7609 Sage Ct, Plano, TX, 75025	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411643	CLM	Pamela Webb	1961-07-11	UHC-81941-48	6412204459	5174 Lake View Rd, San Diego, CA, 92163	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406546	CLM	Brian Y Nunez	1966-01-09	—	6264159831	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413577	CLM	Philip Lawson	2008-12-27	—	6806685736	8364 Main St, Dallas, TX, 75217	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425980	CLM	Christian Salazar	2005-12-25	UHC-04814-78	8246930370	6140 Elm St, Columbus, OH, 43202	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427785	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-432326	CLM	Walter K Alvarez	1993-06-09	—	4168647768	3234 Grand Ave, Glendale, AZ, 85323	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418798	CLM	Madison Vazquez	1994-10-09	UHC-54474-87	2697814970	6427 Mesa Dr, Miami, FL, 33109	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419487	CLM	Judith Knight	1982-11-15	—	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-424459	CLM	Rachel Lawson	1942-03-23	UHC-27077-99	2048265282	8742 Pine Dr, Houston, TX, 77087	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405798	CLM	Jordan Duncan	1993-06-11	UHC-11088-69	7863190096	4713 Indian School Rd # 925, Houston, TX, 77066	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-428899	CLM	Barbaara N Weber	1948-01-25	—	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410207	CLM	Maria Myers	1949-11-10	UHC-25623-45	6848575252	2789 Sage Ct, Glendale, AZ, 85369	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418016	CLM	Kayla Turner	1972-08-22	UHC-54564-96	4575532129	2610 Sunset Blvd, Minneapolis, MN, 55403	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419738	CLM	Kathryn Day	1982-11-24	—	4948845985	9600 Ridge Rd, Phoenix, AZ, 85081	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415675	CLM	Charlotte Le	1992-07-09	—	3487060294	1065 Park Pl, Las Vegas, NV, 89158	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419623	CLM	Logan Jacobs	2008-01-17	UHC-61833-29	4102458437	1439 Church St, Gilbert, AZ, 85242	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419500	CLM	Stephanie Palmer	1975-06-20	UHC-80188-86	7956629019	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427775	CLM	Chris Valdez	1969-03-12	UHC-20572-11	8573991733	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419213	CLM	Gary S Patterson	2000-03-08	UHC-74046-14	7902342108	704 Apache Blvd, Tempe, AZ, 85257	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416489	CLM	Antthony Weaver	1999-03-14	UHC-71437-69	7475189556	8177 Mountain View Dr, Fresno, CA, 93755	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430389	CLM	Keith Kennedy	2007-04-08	—	4048591532	8920 Palm Dr, Houston, TX, 77003	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-428592	CLM	Kayla Vazquez	1973-04-11	UHC-77211-27	2155378276	8862 Jefferson Ave, Atlanta, GA, 30349	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-422676	CLM	Sophia Foster	1990-08-12	UHC-38594-20	2364256732	6771 Forest Ave, Orlando, FL, 32893	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424098	CLM	Russell L Barens	2003-02-11	—	4717832575	3123 Forest Ave # 817, Seattle, WA, 98160	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-417086	CLM	Alice Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-432334	CLM	Larry Fields	1966-04-23	—	6448566042	7205 Broadway, Miami, FL, 33100	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419744	CLM	Sophia Myers	1945-07-23	—	5278917616	3570 River Rd, San Antonio, TX, 78299	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-420260	CLM	Joe Moreno	1979-11-20	—	4657500539	8522 Main St, Austin, TX, 78796	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400680	CLM	Evelyn Brooks	1949-05-03	—	6354771199	9160 Forest Ave, Scottsdale, AZ, 85239	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429705	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-429704	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-423942	CLM	Hannah Ward	1997-01-01	UHC-07354-59	4855947776	4451 Mesa Dr, Fresno, CA, 93701	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417910	CLM	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414889	CLM	David R Ryan	1956-10-15	UHC-48337-47	9323401080	5705 Pine Dr Apt 26, Tempe, AZ, 85247	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-422670	CLM	Noah Z Sanchez	1989-10-24	UHC-62379-68	6324798982	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-422507	CLM	Willie V Hayes	1946-01-27	—	9282206708	9064 River Rd, Phoenix, AZ, 85026	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413280	CLM	Gabriel Garcia	1949-10-24	UHC-95145-59	3817068853	6830 Jefferson Ave, Glendale, AZ, 85388	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401786	CLM	Madison Welch	1946-12-10	—	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424061	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more

11,960 rows, page 124 of 240Previous Next