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-412634	CLM	Mateo Estrada	1981-01-25	—	9019565774	3838 Mountain View Dr, Glendale, AZ, 85344	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423810	CLM	Natalie G Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-421716	CLM	Jessica U Gutierrez	1975-10-27	—	6817862168	1699 Valley View Dr, Los Angeles, CA, 90068	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428404	CLM	Julie Evans	1989-03-18	—	3147588213	8423 Main St, Plano, TX, 75054	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422022	CLM	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426461	CLM	Heather X Long	1969-11-19	—	8105821362	1715 Camelback Rd, San Antonio, TX, 78264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
CLM-403227	CLM	Yuki Richardson	1982-02-08	UHC-64259-10	6144330688	2434 Forest Ave, Eden Prairie, MN, 55340	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428171	CLM	Megan Prez	1984-12-22	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-429169	CLM	Keith Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422850	CLM	George F Kelley	1982-01-24	—	6913678431	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422582	CLM	John Hughes	1947-09-08	UHC-46207-33	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403426	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409033	CLM	Catherine Gordon	—	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-425532	CLM	Stephen Y Webb	1950-06-21	UHC-02013-78	7028641262	7464 Canyon Rd, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408084	CLM	Randy H Wod	1980-05-19	—	7357520739	4592 Desert Sky Blvd Apt 6, Glendale, AZ, 85346	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-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-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-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-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-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-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-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-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-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-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-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-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
CLM-420841	CLM	Heather Peterson	1980-07-21	UHC-87939-62	2239249434	7025 Bayshore Dr, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412027	CLM	Margaret Harris	1971-03-16	—	4284901970	471 River Rd, Nashville, TN, 37288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410704	CLM	Sarha Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401522	CLM	Denise Peters	1980-10-22	—	8414694491	9572 Mesa Dr, San Antonio, TX, 78291	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408732	CLM	Kathleen Harris	1996-05-02	UHC-29359-29	5332526689	7651 Ocean Ave, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-422904	CLM	Eugene Adams	1963-11-13	—	8104642990	2728 Desert Sky Blvd, San Antonio, TX, 78297	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

11,960 rows, page 52 of 240Previous Next