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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423975	CLM	Luis Hunt	1946-03-12	UHC-94658-36	—	884 Washington St, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418187	CLM	Jennifer E Powell	1953-10-20	UHC-96996-81	5716886905	5942 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402473	CLM	Judith Lopez	1978-05-25	—	9455743892	449 Washington St, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-413914	CLM	Arthur Marshall	1979-02-09	—	4489207391	9593 Ocean Ave, Los Angeles, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-416628	CLM	Diana Gonzales	1968-05-22	—	5178882291	230 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407218	CLM	Bobby Wang	1988-10-27	—	8244797281	8463 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-400691	CLM	Charlote Bryant	1993-09-22	UHC-51096-97	—	4266 Union St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403432	CLM	Rachel W Maldonaod	1940-03-05	UHC-51088-81	—	1474 Ridge Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-415524	CLM	Philip Garrett	1960-12-03	UHC-23280-93	—	5689 Cedar Ln, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-412963	CLM	Amanda Montgomery	1969-03-19	—	—	6520 Harbor Blvd, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430987	CLM	Julie Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403226	CLM	Yuki M Richardson	1982-02-08	—	6144330688	2434 Forest Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406283	CLM	Eric Q Reed	1967-11-15	UHC-30938-27	—	6945 Ridge Rd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416354	CLM	Bruce K Philllips	1989-05-28	—	—	5407 Hillcrest Rd, Las Vegas, NV	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-403066	CLM	Alexis Garza	1972-01-15	—	—	7046 Pine Dr, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-411543	CLM	Jack N Carter	1997-04-23	—	—	9198 Mountain View Dr, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-408519	CLM	Frnak Diaz	1999-04-24	UHC-16569-25	—	7982 Sage Ct, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-422781	CLM	Judy Wang	1985-04-05	UHC-93720-28	3718682486	6688 Washington St, Houston, TX	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-404946	CLM	Joe O Salazar	1995-08-18	UHC-98084-25	—	8258 Hillcrest Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-419756	CLM	Greene Noah	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-422079	CLM	Natalie J Murphy	2002-12-24	—	7959920488	2401 Union St Apt 17, Austin, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-407993	CLM	Samantha D Nunez	1990-02-28	UHC-31120-14	—	3542 Hillcrest Rd, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-426595	CLM	Judy L Robinson	1984-04-18	UHC-50698-88	2125819328	1766 Maple Ave, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-415163	CLM	Carol U Pena	1995-03-26	UHC-31476-15	—	2755 Palm Dr, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-431857	CLM	Kathleen Lane	2005-05-21	UHC-17661-79	5406334740	2331 Spring St, Phoenix, AZ	0.66	City re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-425388	CLM	Shilrey Cruz	1951-11-28	—	7686368459	7029 Ridge Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411250	CLM	Luis Watsno	2007-09-15	—	5886013478	265 Spring St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415920	CLM	Donna Webeer	1951-08-05	UHC-68630-22	—	3086 Sunset Blvd, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-422092	CLM	Luis R Romero	1947-05-10	—	9322377468	2683 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410684	CLM	Teresa Gonzales	1961-04-23	—	4467870483	9167 Grand Ave, Houston, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-432267	CLM	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417704	CLM	Brandon Dixon	1978-07-20	UHC-95071-91	8074556861	9110 Central Ave, Tampa, FL	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
CLM-423608	CLM	Gerald Perkins	1983-10-22	UHC-47298-31	—	9658 Maple Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411399	CLM	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-403277	CLM	Harold Cox	1990-07-21	—	8966329013	7364 Lincoln Way, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-426602	CLM	Christopher Simmons	1966-01-20	—	8908945678	882 Park Pl, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-423167	CLM	Karen Reynolds	1987-01-01	UHC-41791-25	—	1102 Jefferson Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-425470	CLM	Steven Ramos	1969-01-26	—	7312929098	1184 Hillcrest Rd, Sacramento, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-410334	CLM	Abigail Y Martinez	1967-03-08	UHC-84886-97	—	2815 River Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431835	CLM	Ryen R Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-424843	CLM	John Bell	1957-01-01	UHC-95187-29	3195396419	8461 Union St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416964	CLM	Shirley Q Wag	1946-08-25	—	—	9684 Ridge Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-412390	CLM	Jack Russell	1972-04-12	—	—	7332 Church St, Seattle, WA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-408834	CLM	Rebecca Roberts	1981-03-07	UHC-71907-16	8424824889	7830 Camelback Rd, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432099	CLM	Rachel O Vazquez	1983-01-11	—	3859729498	7668 Central Ave, Atlanta, GA	0.66	Middle initial moved out of first name Name re-cased City re-cased ZIP missing+1 more
CLM-429579	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420307	CLM	Tyler Mendez	1984-07-19	UHC-76563-32	—	8168 Church St, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-425712	CLM	Ronald Moralse	1948-01-28	—	—	2228 Church St Apt 35, Phoenix, AZ	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-416024	CLM	Brnda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-416023	CLM	Brnda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more

2,072 rows, page 27 of 42Previous Next