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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426069	CLM	Alexander Marquez	1978-08-01	UHC-84217-49	—	8121 Park Pl, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-407783	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
CLM-422675	CLM	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-424485	CLM	Jackson Elijah	1991-08-23	UHC-62956-68	6808879251	2903 Lake View Rd, Fresno, CA, 93786	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420492	CLM	Alan Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-401255	CLM	Brandon O Adams	1957-09-08	—	—	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-425251	CLM	Marilyn Mills	1958-04-07	UHC-97613-50	2392064253	837 Jefferson Ave, Mesa, AZ, 85237	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-425449	CLM	Judy Snyder	2001-04-21	—	9553458882	4775 Baseline Rd, Austin, TX, 78741	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-421627	CLM	Arjun G Morris	1999-02-21	UHC-36733-02	8436328177	3815 Cedar Ln, Scottsdale, AZ, 85290	0.78	Middle initial moved out of first name Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-414503	CLM	Brandon Torres	1955-11-27	—	—	4878 Canyon Rd, Chandler, AZ, 85267	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413237	CLM	Ahmad Bailey	1948-03-24	—	—	4850 Apache Blvd, Austin, TX, 78725	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409893	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC	0.78	Name re-cased City re-cased State code upper-cased ZIP missing+1 more
CLM-424771	CLM	Andrea Carlson	1970-07-16	UHC-03381-49	—	9848 Hillcrest Rd, San Diego, CA, 92180	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-420733	CLM	Jack Ray	1955-10-24	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415407	CLM	Jean O Cruz	1960-10-19	—	—	6465 Indian School Rd, Jacksonville, FL, 32231	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-421625	CLM	Oliivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd, Seattle, WA, 98151	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406175	CLM	Jean Kelly	2007-01-26	UHC-07294-32	7837892756	1655 Cedar Ln, Chandler, AZ, 85271	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-405715	CLM	Dennis Z Grant	1943-04-27	UHC-94532-67	2117121932	3986 Maple Ave, Los Angeles, CA, 90053	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424436	CLM	Bradley Moris	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422093	CLM	Mary Reid	1967-09-18	UHC-42415-03	—	8889 Bayshore Dr, Dallas, TX, 75201	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-403503	CLM	Kelly Morrison	1941-02-03	UHC-19138-15	6017928052	5012 Washington St, Atlanta, GA, 30363	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419937	CLM	Mateo S Dyaz	1952-06-25	UHC-92907-25	5253721839	2968 Apache Blvd, Houston, TX, 77085	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-401295	CLM	Kevin T Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-412155	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	—	2005 Indian School Rd, Denver, CO, 80240	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418518	CLM	Virginia Hudson	—	—	—	5068 Ocean Ave, Dallas, TX, 75218	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-419707	CLM	Marilyn James	1969-10-05	—	—	4451 Forest Ave, Scottsdale, AZ, 85265	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-422220	CLM	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407466	CLM	Barbara Bell	1995-02-17	—	9838985372	6067 Apache Blvd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-417964	CLM	Kevin Coel	1961-02-14	UHC-88488-78	4152227207	2813 Market St, Eden Prairie, MN, 55329	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-421485	CLM	Noah S Torres	1979-09-16	UHC-06965-04	—	2460 Grand Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-401699	CLM	Bryan Wang	1947-05-24	—	2897274317	2094 Church St, Tucson, AZ, 85726	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-416005	CLM	Theresa Wells	1947-06-18	UHC-58831-89	2278586271	6307 Sunset Blvd, Glendale, AZ, 85368	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-421215	CLM	Michelle Price	1983-08-09	UHC-08987-60	—	5625 Pine Dr, Glendale, AZ, 85359	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430177	CLM	Ethan Gardner	1961-03-01	UHC-07381-68	—	8361 Indian School Rd, Nashville, TN, 37248	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415499	CLM	Arjun Martinez	1938-06-17	UHC-42845-59	5955349977	210 Union St, Minneapolis, MN, 55436	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-408531	CLM	Bandon Day	1947-03-12	UHC-95055-11	—	5903 Maple Ave, Los Angeles, CA, 90046	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-404655	CLM	Alexander Allen	1972-06-07	UHC-21630-34	—	6316 Spring St, Tucson, AZ, 85713	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410654	CLM	Terry M Brooks	1939-10-25	—	6786257456	6223 Cedar Ln, Gilbert, AZ, 85290	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-425548	CLM	Aisha Maldonado	1965-04-08	UHC-43714-18	2406308438	6060 Sage Ct, Orlando, FL, 32867	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429366	CLM	Sara Hawkins	1950-12-16	UHC-71970-99	8323706464	6912 Willow Ct, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403144	CLM	Ryan Rios	1988-09-13	UHC-93367-89	8335460505	635 Union St, Tucson, AZ, 85798	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-401621	CLM	Diana Rice	2002-10-03	UHC-58756-45	5177671526	4811 Maple Ave, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-427706	CLM	Eljah Matthews	1950-05-17	—	—	8875 Ridge Rd # 131, Charlotte, NC, 28287	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-401313	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-402920	CLM	Gerald Hudson	1950-12-20	—	—	1693 Market St, Tampa, FL, 33674	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430894	CLM	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403390	CLM	Emily Stone	1960-03-28	UHC-89598-92	2579925071	2674 Baseline Rd, Los Angeles, CA, 90076	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417663	CLM	Mark Edwards	2001-10-26	UHC-99615-18	—	8838 Mesa Dr, San Antonio, TX, 78247	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419352	CLM	Santiago O Hamilton	2007-02-12	UHC-80543-19	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416571	CLM	Jacob Hall	2001-06-06	UHC-90583-09	—	2618 Ridge Rd, Phoenix, AZ, 85094	0.78	City re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more

5,235 rows, page 75 of 105Previous Next