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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-419635	CLM	Nicole Carlson	1941-10-20	UHC-64211-07	3498869262	8802 Pine Dr, Tampa, FL, 33663	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-432288	CLM	Cheryl Johnson	1973-02-07	—	3353150878	101 Palm Dr, Sacramento, CA, 95821	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414097	CLM	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd, San Antonio, TX, 78231	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417982	CLM	Diego A Gibson	1990-01-08	UHC-11359-80	6895127151	8121 Valley View Dr, Mesa, AZ, 85233	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424883	CLM	Sarah Mitchell	1992-09-26	UHC-43687-13	—	8532 Oak St, Eden Prairie, MN, 55386	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-408357	CLM	Jacqueline Yang	1995-11-26	UHC-86549-94	9155081646	100 Ocean Ave, Austin, TX, 78774	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-413374	CLM	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-431431	CLM	Kathryn Dominguez	1939-12-18	UHC-46274-34	—	6195 Apache Blvd, Sacramento, CA, 95854	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-409207	CLM	Jonathan Davis	1971-02-15	—	3969368043	6574 Sage Ct, Gilbert, AZ, 85207	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-420178	CLM	Donald B Vazquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd # 240, Miami, FL, 33155	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
CLM-406790	CLM	Jacqueline Burke	1994-12-08	—	6827859387	904 Baseline Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-425461	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-425460	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-431342	CLM	Kayla Broosk	1994-05-18	—	2779818387	4646 Camelback Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411570	CLM	Wei Crawford	1994-12-28	UHC-41748-21	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-414411	CLM	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave Apt 34, Phoenix, AZ, 85084	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418444	CLM	Priya Reyes	1960-06-21	—	—	8136 Ridge Rd, Houston, TX, 77058	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-403173	CLM	Stephanie Oliver	1978-02-19	—	8315591211	2679 Elm St, Jacksonville, FL	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+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-407640	CLM	Kevin Webb	1955-11-24	UHC-94348-70	3485577485	9305 Grand Ave, Atlanta, GA, 30375	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-404974	CLM	Sofia R Hughes	1957-03-08	—	2312572917	6276 Bayshore Dr, Columbus, OH, 43264	0.64	Name split from “Last, First”Date of birth reformatted 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-426836	CLM	Joe Bishop	1967-10-04	UHC-26419-88	6258259436	9338 Apache Blvd, Jacksonville, FL, 32226	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+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-402533	CLM	Andrea S Cook	1969-03-28	—	6877379373	8650 Maple Ave, Scottsdale, AZ, 85298	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-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-423647	CLM	Benjamin Gonzalez	1993-02-25	UHC-36161-18	4857347801	5139 Broadway, Atlanta, GA	0.64	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
CLM-423281	CLM	Douglas Jimenez	1983-08-06	UHC-00025-43	5093666651	9405 Ridge Rd, Atlanta, GA, 30336	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-428106	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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-419984	CLM	Wei B Ross	1978-06-09	UHC-75468-32	2119023586	5290 Oak St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430579	CLM	Matthew Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ, 85358	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430578	CLM	Matthew Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ, 85358	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-406584	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd # 681, Los Angeles, CA, 90020	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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

30,862 rows, page 113 of 618Previous Next