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-416182	CLM	David Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432190	CLM	Doris Obrien	1973-11-11	—	—	8287 Grand Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412102	CLM	Ralph Price	1978-07-26	—	—	1502 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404619	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	—	2371 Union St, Gilbert, AZ	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
CLM-407127	CLM	Grace Rice	1947-01-14	UHC-38233-38	3138154333	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-417512	CLM	Debra Obrien	2006-10-26	UHC-76374-56	6177505686	6594 Forest Ave, Fresno, CA, 93775	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418926	CLM	Aaron Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-427714	CLM	Billy Pallmer	1993-09-23	UHC-01676-73	—	7861 Hillcrest Rd, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421433	CLM	Matha Medina	1958-10-18	—	—	2912 River Rd, Denver, CO, 80285	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412581	CLM	Shirley Sanchez	1948-12-12	UHC-11667-88	—	5839 Apache Blvd, Fresno, CA, 93740	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429295	CLM	Valentina Singh	1955-11-26	—	—	4496 Union St, Dallas, TX, 75295	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425371	CLM	Linda H Willis	1996-05-06	UHC-42566-34	—	4422 Union St, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427536	CLM	Bobby Williamson	1981-09-16	UHC-55721-28	—	7659 Maple Ave, Orlando, FL, 32879	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407430	CLM	Cynthia Ward	—	UHC-59138-15	—	3700 Hillcrest Rd, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412145	CLM	Doris Guerrero	1951-01-14	UHC-32145-61	2233136814	1029 Spring St, Las Vegas, NV, 89147	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425468	CLM	Robert O Bradley	1991-11-22	UHC-05439-11	5582033873	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-407024	CLM	Yuki Larson	2005-01-18	—	—	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-420431	CLM	Paul Wang	2006-01-27	UHC-64029-57	—	315 Forest Ave, Charlotte, NC, 28273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431228	CLM	Jeremy Garrett	1946-10-22	—	6188790007	1633 Indian School Rd, Gilbert, AZ, 85240	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-403793	CLM	Julie X Bowman	2002-09-10	UHC-06316-83	8434821286	3620 Harbor Blvd, Glendale, AZ, 85349	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416316	CLM	Mei V Stewart	2006-05-24	UHC-01171-55	—	2068 Mountain View Dr, Las Vegas, NV, 89182	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-416290	CLM	Willie Li	1990-06-18	UHC-81208-23	—	8736 Jefferson Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-412795	CLM	Juan B Carpenter	—	—	5269344155	5866 Church St, Columbus, OH, 43237	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-425407	CLM	Kelly Herrera	1953-01-10	—	—	2612 Canyon Rd Apt 30, Austin, TX, 78750	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426938	CLM	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405656	CLM	Victoria Evans	1994-03-26	UHC-19050-62	2118074133	9661 Forest Ave, Houston, TX, 77068	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400995	CLM	Jason Garrett	2002-09-09	—	—	4930 Lincoln Way, Tucson, AZ, 85777	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432317	CLM	Emma H Fields	1966-05-24	UHC-10590-48	—	7907 Church St, Plano, TX, 75072	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413353	CLM	SarahJunk	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-425432	CLM	Larry Mendoa	1992-09-08	—	9434462190	2548 Willow Ct # 883, Orlando, FL, 32809	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415874	CLM	Judy Williams	1979-09-06	—	—	1930 Apache Blvd, Tampa, FL, 33683	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429974	CLM	Helen Ellis	1965-08-01	UHC-88505-77	—	7967 Church St, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401470	CLM	Jerry Pierce	2004-02-27	—	—	3308 Baseline Rd, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424271	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412479	CLM	Samuel Kelley	1955-07-10	—	7046110385	5846 Mountain View Dr, Phoenix, AZ, 85012	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403452	CLM	Abigail McDnald	1969-07-26	UHC-91015-76	—	2735 Washington St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-400021	CLM	Timothy Lae	1980-03-16	UHC-70224-52	—	2915 Mountain View Dr, Miami, FL, 33157	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415357	CLM	William Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr # 569, Miami, FL, 33102	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-410235	CLM	Janice Lopez	1947-05-11	UHC-64105-04	7883163428	2564 Lincoln Way, San Antonio, TX, 78293	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-403479	CLM	Sam Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419400	CLM	Tyler J Peters	1952-03-28	—	—	3062 Main St, Fresno, CA, 93743	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418597	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418596	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430780	CLM	Rebecca Jacobs	1971-06-11	—	—	6100 Spring St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431157	CLM	Christina Griffin	1941-11-08	UHC-88176-08	—	7775 Oak St, Minneapolis, MN, 55405	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410306	CLM	Lawrence Hicks	1954-03-16	UHC-52129-95	—	1518 Canyon Rd, Eden Prairie, MN, 55323	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429561	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd # 873, Scottsdale, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-421260	CLM	Dorothy M Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased+2 more
CLM-421394	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX, 77005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 53 of 263Previous Next