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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432622	CLM	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425717	CLM	Teresa Fisher	1959-04-26	—	—	5150 Main St, Scottsdale, AZ, 85299	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-404891	CLM	Jacqueline Maldunado	1998-04-09	UHC-66870-46	2503266726	7026 River Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423689	CLM	Aaron Johnson	1978-11-04	UHC-30422-67	—	9581 Indian School Rd, San Antonio, TX, 78283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423937	CLM	Gerald Foster	1993-02-26	—	—	8689 Jefferson Ave, Tucson, AZ, 85762	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-401507	CLM	Mariana O Fox	1973-08-19	UHC-10297-93	6068040409	7850 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-420241	CLM	Nancy George	1979-06-04	UHC-95306-31	—	436 Bayshore Dr # 320, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403922	CLM	Zachary Carlson	2003-10-23	UHC-05862-91	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-416338	CLM	Albert Daniels	1954-05-11	—	6996447748	5558 Oak St # 547, Tampa, FL, 33681	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426627	CLM	Jennifer Cox	1939-01-08	UHC-06372-33	—	9324 Baseline Rd, Glendale, AZ, 85374	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-406124	CLM	Reid Teresa	1988-07-24	UHC-23512-04	6166325139	7882 Market St, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-423141	CLM	Virginia Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-403285	CLM	Judith Gilbert	—	—	—	7478 Market St, Austin, TX, 78715	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
CLM-415054	CLM	Angela Sullivan	2002-10-25	—	—	2017 Desert Sky Blvd, Tucson, AZ, 85783	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-427022	CLM	Natalie Cruz	2001-08-03	—	—	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
CLM-421877	CLM	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	6926 Union St, Tempe, AZ, 85228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403558	CLM	Dunn Arjun	1987-02-05	—	—	3720 Indian School Rd, Miami, FL, 33165	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-400789	CLM	Alie Knight	1958-06-21	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407843	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407842	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430455	CLM	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl, Austin, TX, 78712	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428738	CLM	Donald B Tran	1952-02-13	UHC-50361-26	—	3981 Maple Ave, Tampa, FL, 33651	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408354	CLM	Ahmed Spencer	1994-06-20	—	4925245904	317 Park Pl, Mesa, AZ, 85244	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412231	CLM	Jennifer K Le	1952-03-04	—	—	3020 Lake View Rd, Tampa, FL, 33603	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413602	CLM	Jason Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426078	CLM	Lauren Peters	1984-07-16	—	—	1420 Oak St, Glendale, AZ, 85392	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427346	CLM	Scott Boyd	1961-05-06	—	5788993387	8030 Forest Ave, Jacksonville, FL, 32299	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404908	CLM	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr Apt 18, Gilbert, AZ, 85216	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402459	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428153	CLM	Gloria Yang	1940-02-03	—	—	9382 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418443	CLM	Carol Cook	1973-12-02	UHC-47697-12	—	9188 Central Ave, Nashville, TN, 37218	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430842	CLM	Katherine Gonzalez	—	—	—	3627 Highland Ave, Tampa, FL, 33637	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405869	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405870	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425281	CLM	Susan Adams	1989-09-14	UHC-28024-94	—	1582 Lake View Rd, Tampa, FL, 33644	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-431426	CLM	Lucia Fooster	1941-02-06	—	—	9138 Lincoln Way, Las Vegas, NV, 89127	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-400685	CLM	Arthur R Hunt	1994-12-18	UHC-77473-21	—	9247 Sage Ct, Nashville, TN, 37269	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-401949	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	4463054175	696 Sage Ct, Los Angeles, CA, 90016	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-410391	CLM	Steven Parker	1949-06-25	UHC-34642-01	9399111135	7981 Spring St, Phoenix, AZ, 85070	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401725	CLM	Emma Patel	1988-09-21	UHC-14814-27	—	3616 Indian School Rd, Phoenix, AZ	0.64	Name split from “Last, First”City re-cased State code upper-cased ZIP missing+2 more
CLM-427873	CLM	Amanda Ford	1946-05-22	UHC-93605-25	6678105602	251 Baseline Rd, Tucson, AZ, 85726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429440	CLM	Timothy Jacobs	1971-04-01	UHC-40832-18	—	507 Bayshore Dr, Sacramento, CA	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-410628	CLM	Ronald Olson	1939-10-04	—	6949207624	9584 Maple Ave, Dallas, TX, 75248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410077	CLM	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+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-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-419470	CLM	—Junk	1997-02-12	—	—	5330 Park Pl, Miami, FL, 33186	0.64	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+2 more

1,156 rows, page 7 of 24Previous Next