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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421988	CLM	Janice Riley	2007-10-04	—	2013264299	7419 Spring St, San Antonio, TX, 78228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-402748	CLM	Patrick Grant	1963-01-08	UHC-33514-97	—	592 Apache Blvd, Atlanta, GA, 30372	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423198	CLM	Ralph Lynch	2004-10-21	—	2135607587	2485 Church St, Mesa, AZ, 85286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410612	CLM	Mei Weber	2005-05-07	UHC-36230-97	—	7138 Indian School Rd, Eden Prairie, MN, 55310	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414519	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431511	CLM	Lisa H Catro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd, San Diego, CA, 92118	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429526	CLM	Bruce Blaack	1996-05-13	UHC-09980-64	—	1170 Cedar Ln, Seattle, WA, 98165	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409826	CLM	Juan Jimenez	1964-10-13	UHC-84918-36	6209491554	2041 Forest Ave # 776, Dallas, TX, 75237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400421	CLM	Sophia Evans	1952-02-02	—	—	5011 Maple Ave, Las Vegas, NV, 89199	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405494	CLM	Lori A Fowler	1972-10-21	—	—	194 Church St, Tampa, FL, 33640	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404783	CLM	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427647	CLM	Sofia Arnold	1973-09-13	—	6218378889	423 Market St, Sacramento, CA, 95843	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412104	CLM	Kenneth Riley	1957-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-427094	CLM	Joan Ross	1959-10-25	UHC-79586-26	9263764800	1875 Elm St, Sacramento, CA, 95822	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404667	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ, 85248	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401742	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407719	CLM	Natalie Wallace	1940-08-15	UHC-21792-24	—	406 Church St, Sacramento, CA, 95856	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403347	CLM	Sofia C Vargas	1954-02-16	—	5342142508	2814 Central Ave, Tucson, AZ, 85706	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430959	CLM	Amber Diaz	1955-11-26	UHC-29467-25	—	5873 Central Ave, Dallas, TX, 75273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415451	CLM	Jacqueline Young	1969-01-27	UHC-67667-24	—	5905 Maple Ave, Glendale, AZ, 85348	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-426134	CLM	Scott Shaw	1958-03-02	UHC-40662-50	—	504 Camelback Rd, Dallas, TX, 75271	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-415031	CLM	Andrew Garza	1959-11-02	UHC-05082-55	—	6156 Lincoln Way, Orlando, FL, 32888	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431644	CLM	Brian E Burke	1969-10-08	UHC-98758-75	7227541840	1203 Church St, San Diego, CA, 92196	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423857	CLM	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429538	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406339	CLM	Frak Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-407354	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407355	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419101	CLM	Julia Alexander	1993-08-02	UHC-68877-99	—	5257 Elm St, Gilbert, AZ, 85225	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419273	CLM	Vincent E Graham	1962-12-07	—	—	4569 Oak St, Chandler, AZ, 85208	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416100	CLM	Yuki A Marquez	1975-11-13	UHC-38069-86	—	5165 Mountain View Dr, Houston, TX, 77077	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422025	CLM	Ryan I Edwards	2000-05-08	UHC-79280-23	4973042142	638 Church St, Gilbert, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408234	CLM	Nick Williamson	1986-07-06	—	—	4949 Canyon Rd, Minneapolis, MN, 55472	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400166	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	6745373346	8961 Park Pl, Sacramento, CA, 95844	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410982	CLM	Mateo I Weber	1955-04-19	UHC-71512-78	—	3648 Elm St, Miami, FL, 33184	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402791	CLM	Daniel Rios	1954-08-24	UHC-16351-42	9696954297	6945 Pine Dr, San Diego, CA, 92196	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403164	CLM	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415023	CLM	Janice Herrera	1986-09-18	UHC-91917-46	—	2585 Grand Ave, Austin, TX, 78760	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401410	CLM	Kenneth Chavez	1979-03-09	UHC-84069-65	—	142 Spring St, Columbus, OH, 43296	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-430938	CLM	Charles T Ford	1947-03-25	—	—	8772 Maple Ave, Tucson, AZ, 85725	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401546	CLM	Michael Clark	1966-05-02	—	—	3630 Maple Ave, Denver, CO, 80232	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412072	CLM	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413087	CLM	Steve Davis	1973-10-19	UHC-99945-24	—	907 Main St, Nashville, TN, 37247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418642	CLM	Camila Gomez	1964-07-01	UHC-71049-16	—	995 Indian School Rd, Glendale, AZ, 85364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414829	CLM	Henry Perkis	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL, 33129	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404924	CLM	Noah Oliver	1942-01-05	UHC-49295-92	—	8554 Mountain View Dr, Minneapolis, MN, 55424	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430790	CLM	Camila Russell	2008-11-10	—	9417743586	4980 Valley View Dr, Mesa, AZ, 85240	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409342	CLM	Fatima Coleman	1981-12-02	UHC-25318-23	—	4474 Sunset Blvd, Los Angeles, CA, 90061	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402025	CLM	Elijah X Ray	2004-04-16	UHC-16733-85	5194246914	5905 Sunset Blvd, Mesa, AZ, 85267	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

2,352 rows, page 34 of 48Previous Next