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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429459	CLM	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403859	CLM	Ethan Murray	1990-12-01	UHC-41636-07	—	601 Jefferson Ave, Sacramento, CA, 95824	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414965	CLM	Lucia Vega	2006-09-16	UHC-56461-21	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408905	CLM	Kevin A Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404184	CLM	Brenda G Perkins	1948-01-03	UHC-78467-81	—	1719 Spring St, Austin, TX, 78704	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432758	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428921	CLM	Andrea Griffin	1985-06-07	—	—	5822 Bayshore Dr Apt 1, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415157	CLM	Martha Green	1962-09-08	—	6006751907	6176 Harbor Blvd, Dallas, TX, 75258	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407816	CLM	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
CLM-424691	CLM	Julia Dean	1987-06-17	—	—	5101 Central Ave, Gilbert, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419138	CLM	Angela Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422782	CLM	Judy S Wang	1985-04-05	UHC-93720-28	—	6688 Washington St, Houston, TX, 77095	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411539	CLM	Joseph P Walsh	1946-09-24	—	3565000394	6650 Indian School Rd, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404082	CLM	Ana X Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417384	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432448	CLM	Christina Cooper	1958-05-08	UHC-08660-19	7949304045	6821 Sage Ct, Miami, FL, 33179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422397	CLM	Betty Riley	2003-08-15	—	3167631673	9568 Grand Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406720	CLM	Martha Parker	1947-12-24	—	—	9880 Forest Ave, Phoenix, AZ, 85095	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423229	CLM	Michelle Kelley	1963-08-16	UHC-79555-07	—	8397 Pine Dr, Minneapolis, MN, 55438	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432456	CLM	Kattherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400611	CLM	Samuel Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404406	CLM	Alice X Morris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404385	CLM	Gregory K Smith	1984-03-20	—	—	6641 Mesa Dr # 209, Seattle, WA, 98150	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431075	CLM	Brenda Carpenter	1993-02-15	—	—	7814 Willow Ct, Columbus, OH, 43217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422407	CLM	Jack Garza	1966-10-12	UHC-71666-67	5512424663	363 Bayshore Dr, Las Vegas, NV, 89178	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402037	CLM	Thomas Chavez	1959-01-21	UHC-08205-93	6396910334	6626 Market St # 710, Miami, FL, 33199	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-428197	CLM	Gary Jenkins	1988-12-04	UHC-39155-95	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414282	CLM	Rebecca Carpenter	1995-11-21	UHC-36683-87	—	5423 Camelback Rd, Tampa, FL, 33655	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423314	CLM	Mark Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428996	CLM	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St, Jacksonville, FL, 32254	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414044	CLM	Stephen L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr # 813, Denver, CO, 80244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-430132	CLM	Zachary W Harvey	1982-02-22	UHC-43673-22	—	7636 Canyon Rd Apt 15, Miami, FL, 33176	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403556	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 30, Charlotte, NC, 28207	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400431	CLM	Carroll Bradley	2004-12-02	—	—	1790 Highland Ave, Columbus, OH, 43233	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402815	CLM	Victoria Weber	1939-05-02	—	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405245	CLM	Keith Hernandez	1998-11-21	UHC-09533-29	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400748	CLM	Shirley Williamson	1962-04-25	UHC-89515-83	9466380048	4586 Church St, Tampa, FL, 33619	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418011	CLM	Madison E Walsh	1939-05-02	UHC-80205-20	6828160052	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-402097	CLM	Brittany R Taylor	1982-05-25	UHC-75127-09	—	6710 Valley View Dr, Mesa, AZ, 85299	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412531	CLM	Karen E Wagner	1995-02-07	—	—	3199 Market St, Nashville, TN, 37213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414350	CLM	Wei Castillo	1960-11-18	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431418	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431419	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-401705	CLM	Sean Nunez	1997-10-03	UHC-98948-59	—	4431 Forest Ave # 376, Fresno, CA, 93704	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410287	CLM	Anddrea P Schmidt	2002-05-19	UHC-90377-48	4747923354	5670 Grand Ave, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432532	CLM	Donald Wallace	1966-05-22	UHC-15888-67	—	3382 Main St, Austin, TX, 78763	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more

10,559 rows, page 32 of 212Previous Next